994 lines
1.3 MiB
994 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# automatically reflect changes in imported modules\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n",
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"\n",
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"from pathlib import Path\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import astropy.units as u\n",
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"\n",
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"import utils\n",
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"import utils.logging_config\n",
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"utils.logging_config.set_log_level(\"info\")\n",
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"import logging\n",
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"logger = logging.getLogger(\"task2 (mesh)\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"DATA_ROOT = Path('data')\n",
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"# DATA_NAME = 'data0.txt'\n",
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"DATA_NAME = 'data1.txt'\n",
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"# DATA_NAME = 'data0_noise.txt'\n",
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"DATA_NAME = 'data1_noise.txt'\n",
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"CACHE_ROOT = Path('.cache')\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"22:01:29 - utils.load - Loaded 9913 rows and 9 columns from data/data1_noise.txt\n"
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]
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}
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],
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"source": [
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"points, columns = utils.load_data(DATA_ROOT / DATA_NAME)\n",
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"logger.debug(f\"Fetched {points.shape[0]} points, columns: {columns}\")\n",
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"# points = points[1:100, ...]\n",
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"points = points[::2]\n",
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"# TODO remove\n",
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"# reorder the columns to match the expected order (x, y, z, mass)\n",
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"particles = points[:, [2, 3, 4, 1]]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"utils.particles_plot_3d(particles)\n",
|
|
"# Note: colormap corresponds to the mass of the particles\n",
|
|
"utils.particles_plot_2d(particles)\n",
|
|
"# Note: colormap corresponds to the order of the particles in the array\n",
|
|
"\n",
|
|
"## Also consider the velocity distribution\n",
|
|
"velocities = points[:, [5, 6, 7]]\n",
|
|
"r = np.linalg.norm(particles[..., :3], axis=-1)\n",
|
|
"v = np.linalg.norm(velocities, axis=-1)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(r, v, 'o')\n",
|
|
"plt.xlabel('r')\n",
|
|
"plt.ylabel('v')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"## Check the velocity direction\n",
|
|
"radial_velocities = np.zeros_like(v)\n",
|
|
"circular_velocities = np.zeros_like(v)\n",
|
|
"for i in range(particles.shape[0]):\n",
|
|
" if r[i] > 0:\n",
|
|
" radial_velocities[i] = np.abs(np.dot(velocities[i], particles[i, :3]) / r[i])\n",
|
|
" circular_velocities[i] = np.linalg.norm(np.cross(particles[i, :3], velocities[i])) / r[i]\n",
|
|
" else:\n",
|
|
" radial_velocities[i] = 0\n",
|
|
" circular_velocities[i] = 0\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(r, radial_velocities, 'o', label=\"Radial velocity\")\n",
|
|
"plt.plot(r, circular_velocities, 'o', label=\"Circular velocity\")\n",
|
|
"plt.xlabel('r')\n",
|
|
"plt.ylabel('v')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### System characteristics\n",
|
|
"- central black hole with mass $\\sim 10 \\%$\n",
|
|
"- particles orbit circularly in the equatorial plane\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Choice of units\n",
|
|
"Recap of the particle properties:\n",
|
|
"- $\\sim 10^4$ particles\n",
|
|
"- around 1 black hole (10% of the mass)\n",
|
|
"\n",
|
|
"$\\implies$ ???"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:01:30 - task2 (mesh) - Considering a globular cluster - total mass of stars: 4.999999999999998, maximum radius of particles: 0.9071093510829972\n",
|
|
"22:01:30 - utils.units - Set scales: M_SCALE = 2e+03 solMass, R_SCALE = 1.1 pc\n",
|
|
"22:01:30 - task2 (mesh) - Black hole mass: 2e+03 solMass\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Set G = 1\n",
|
|
"G = 1\n",
|
|
"\n",
|
|
"# from the particle number we can estimate the total (stellar) mass, excluding the BH\n",
|
|
"M_TOT = 1e4 * u.M_sun\n",
|
|
"# the radius aound the black hole follows from ??? # TODO\n",
|
|
"R_TOT = 1 * u.pc\n",
|
|
"\n",
|
|
"# Rescale the units of the particles - considering only the orbiting stars\n",
|
|
"M_particles = particles[:,3].sum() - 1\n",
|
|
"R_particles = np.max(np.linalg.norm(particles[:, :3], axis=1))\n",
|
|
"\n",
|
|
"logger.info(f\"Considering a globular cluster - total mass of stars: {M_particles}, maximum radius of particles: {R_particles}\")\n",
|
|
"m_scale = M_TOT / M_particles\n",
|
|
"r_scale = R_TOT / R_particles\n",
|
|
"utils.seed_scales(r_scale, m_scale)\n",
|
|
"logger.info(f\"Black hole mass: {utils.apply_units(particles[0, -1], \"mass\"):.2g}\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:01:30 - utils.particles - Found mean interparticle distance: 0.030700308489681912\n",
|
|
"22:01:30 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_4957__softening_multiplier_0.npy\n",
|
|
"22:01:30 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_4957__softening_multiplier_1.npy\n",
|
|
"22:01:30 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_4957__softening_multiplier_10.npy\n",
|
|
"22:01:30 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_4957__mesh_size_20__mapping_particle_to_cells_nn.npy\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### Direct N body force computation\n",
|
|
"epsilon = utils.mean_interparticle_distance(particles)\n",
|
|
"\n",
|
|
"epsilon_range = np.logspace(-2, 2, 5)\n",
|
|
"epsilon_range = np.logspace(-1, 1, 3)\n",
|
|
"n_squared_forces = []\n",
|
|
"\n",
|
|
"SAVE_FORCES = True\n",
|
|
"\n",
|
|
"for e in epsilon_range:\n",
|
|
" n_particles = particles.shape[0]\n",
|
|
" cache_file = CACHE_ROOT / f\"n_squared_forces__n_{n_particles}__softening_multiplier_{e:.0f}.npy\"\n",
|
|
" if cache_file.exists():\n",
|
|
" f = np.load(cache_file)\n",
|
|
" logger.info(f\"Loaded forces from {cache_file}\")\n",
|
|
" else:\n",
|
|
" f = utils.n_body_forces(particles, G, e * epsilon)\n",
|
|
" if SAVE_FORCES:\n",
|
|
" np.save(cache_file, f)\n",
|
|
" logger.debug(f\"Saved forces to {cache_file}\")\n",
|
|
" n_squared_forces.append(f)\n",
|
|
"\n",
|
|
"### Mesh based force computation\n",
|
|
"mesh_size_range = [20, 75, 50, 100, 125, 150, 175, 200]\n",
|
|
"mapping = utils.particle_to_cells_nn\n",
|
|
"\n",
|
|
"mesh_forces = []\n",
|
|
"for mesh_size in mesh_size_range:\n",
|
|
" cache_file = CACHE_ROOT / f\"mesh_forces__n_{n_particles}__mesh_size_{mesh_size}__mapping_{mapping.__name__}.npy\"\n",
|
|
" if cache_file.exists():\n",
|
|
" f = np.load(cache_file)\n",
|
|
" logger.info(f\"Loaded forces from {cache_file}\")\n",
|
|
" else:\n",
|
|
" f = utils.mesh_forces(particles, G, mesh_size, mapping)\n",
|
|
" if SAVE_FORCES:\n",
|
|
" np.save(cache_file, f)\n",
|
|
" logger.debug(f\"Saved forces to {cache_file}\")\n",
|
|
" mesh_forces.append(f)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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VVeWZOfb88887Hj/33HM49thj05+VsrIyzJo1C7NmzcJNN92EWCyG//mf/3G5J1WOP/54vPvuu3j33XfTVpxt27ahra0to89ET8ECh2FKjLNPPAr3Xnoybl69zRFwPCpajpvmjMPZJwa788uV8ePH45JLLsFPf/rTnI4zd+5c/PrXv8bvf/97DB48GDt27AAARKPRdHfifHPzzTfjW9/6FqLRKM4++2x0dnbi73//O/bs2YP58+ent6uvr8exxx6L448/HnfffTf27NmDr3/96wCAG2+8EaeccgpOOOEEdHZ2Ys2aNTj++OMDnf/aa6/FaaedhltvvRX/+q//imeffRYrVqxwZHIVgmOPPRaPP/44Nm3ahKFDh+Kuu+7Czp07M1rMPve5z+GTn/wk6urqsGzZMuzbtw8/+MEPANh9iC655BLccccdOO+883DLLbdgzJgxaGlpwRNPPIEFCxb4WuiIyspKWJaFNWvW4JxzzsGAAQO07pygZOqi2r17N1pbW/HBBx8AQDrAe9SoUQ4XXbbMnTsXP//5z3HxxRenM8LeeustPProo7j//vvTAqa1tRXz58/Hf/zHf2Dz5s2455570ll3a9aswTvvvIOamhoMHToUTz31FBKJRKAbj1mzZqW/x8uXL0dXVxe++c1vYsaMGS73ZjHCWVQMU4KcfeJReOZ7n8EjV56On3x1Eh658nQ8873PdJu4IW655ZacTdX33nsv2tvbMXPmTBx11FHpf4899lieZunm3//933H//ffjwQcfxPjx4zFjxgysXLnSZT26/fbbcfvtt2PixIl45pln8Ic//CGdKdW/f38sXLgQEyZMQE1NDcLhsKsGiomTTz4Zv/nNb/Doo4/ixBNPxI033ohbbrklb+4+Ez/4wQ9w8skn46yzzsLMmTMxatQonH/++RkdIxwO48knn8T+/ftx2mmn4d///d/TWVTl5SL2a+DAgWhsbERFRQUuvPBCHH/88fi3f/s3dHR0ZGTROfroo3HzzTfj+uuvx8iRIx3Ws+7gD3/4A0466SR84QtfAAB89atfxUknnYT77rsvL8cfPXo0Nm7ciHg8js9//vMYP3485s2bh1gshlDIXr6/9rWv4eDBg5g8eTLmzp2Lb3/72/jGN74BAIjFYnjiiSfwmc98Bscffzzuu+8+PPLIIzjhhBN8z29ZFn7/+99j6NChqKmpwaxZs3DMMccU9LuXT6yknCxfAuzduxfRaBTt7e05mT4Zpifo6OhAU1MTqqur04sBU3w0NzejuroaL7/8MiZNmtTT0yl6Nm7ciDPPPBNvvfUWPvnJTwba5/LLL0dbW5ujdk6+WbduHWpra7Fnz568xaN0NzNnzsSkSZN6TXsFr9+4fK/f7KJiGIZh8srvfvc7DBo0CMceeyzeeustfPvb38a0adMCixtizZo1GDRoEB599FGce+65eZ3jCSecgHfeeSevx2SKC3ZRMQzDlBi33XabsVCdX5ZQPti3bx/mzp2LT3/607j88stx2mmn4fe//31Gx1i2bBlef/11bNmyJV2xOJ889dRT+Mc//oH/9//+H1v7SxR2UTFMEcEuKiYf7N69G7t366tVDxgwwJgizzCFhl1UDMMwTNYMGzasoK0sGKY3wC4qhmEYhmFKDhY4DMMwDMOUHCxwGIZhGIYpOVjgMAzDMAxTchSlwLngggswdOhQXHTRRT09FYZhGIZheiFFKXC+/e1v45e//GVPT4NhmCKlubkZlmX5NkZkGKbvUpQCZ+bMmY5OwAzDZEDDUmD9Mv3Y+mVivABcfvnlsCwL//f//l/X2Ny5c2FZVsF7KXU3M2fOhGVZrn/Umwiwr4v87+yzz+7BWTNM3yDvAqexsRFz5szB6NGjYVmWto9IfX09qqqqUF5ejilTpuCFF17I9zQYpu8SCgMNS9wiZ/0y8XwoXLBTjx07Fo8++igOHjyYfq6jowO//vWvUVFRUbDz9hRPPPEEtm/fnv736quvIhwO48tf/rJju7PPPtux3SOPPNJDM2aYvkPeBc6BAwcwceJE1NfXa8cfe+wxzJ8/HzfddBM2b96MiRMn4qyzzsKuXbuyOl9nZyf27t3r+McwfZoZC4DaRU6RQ+KmdpEYLxAnn3wyxo4diyeeeCL93BNPPIGKigqcdNJJjm0TiQSWLl2K6upqDBgwABMnTsTjjz+eHt+zZw8uueQSjBgxAgMGDMCxxx6LBx980HGMd955B7W1tRg4cCAmTpyIZ5991nN+lmXh/vvvxwUXXICBAwfi2GOPxR/+8IesX++wYcMwatSo9L+//vWvGDhwoEvgRCIRx3ZDhw7N+pwMwwQj7wJn9uzZ+OEPf4gLLrhAO37XXXfhyiuvxBVXXIFx48bhvvvuw8CBA/HAAw9kdb6lS5ciGo2m/40dOzaX6TNMaSCLnFtHdIu4Ib7+9a87hMgDDzyAK664wrXd0qVL8ctf/hL33Xcf/vd//xff+c53cOmll2L9+vUAgBtuuAHbtm3Dn/70J7z22mu49957MXz4cMcxFi1ahO9+97vYsmULPvWpT+Hiiy9GV1eX5/xuvvlmfOUrX8Err7yCc845B5dccomjrYGphxP907ngiF/84hf46le/iiOOOMLx/Lp163DkkUfiuOOOw1VXXYV//vOfnnNkGCZ3urVVw6FDh/DSSy9h4cKF6edCoRBmzZrle+dlYuHChZg/f3768d69e1nkMAwgxEzjHUD8EBDu3y3iBgAuvfRSLFy4EC0tLQCAjRs34tFHH8W6devS23R2duK2227D3/72N5xxxhkAgGOOOQbPPPMMfvazn2HGjBlobW3FSSedhFNPPRUAUFVV5TrXd7/73XS8y80334wTTjgBb731Fj796U8b53f55Zfj4osvBiCaUv70pz/FCy+8kI6L8QtcNvXIeeGFF/Dqq6/iF7/4heP5s88+GxdeeCGqq6vx9ttv4/vf/z5mz56NZ599FuFw4dyFDNPX6VaB89FHHyEej2PkyJGO50eOHInXX389/XjWrFnYunUrDhw4gDFjxuC///u/0z+CKpFIBJFIpKDzZpheyfpltriJHxKPu0HkjBgxAl/4whewcuVKJJNJfOELX3BZXt566y18/PHH+NznPud4/tChQ2lX1lVXXYUvfelL2Lx5Mz7/+c/j/PPPx9SpUx3bT5gwIf3/o446CgCwa9cuT4Ej73PEEUdgyJAhDhf5v/zLv2T4igW/+MUvMH78eEyePNnx/Fe/+tX0/8ePH48JEybgk5/8JNatW4fPfvazWZ2LYRh/irLZ5t/+9reengLD9G7UmBt6DHSbm+rqq68GAG083v79+wEAf/zjH12dremGZfbs2WhpacFTTz2Fv/71r/jsZz+LuXPn4sc//nF62379+qX/b1kWABHb44W8D+0n7zNo0CDP/S+99FLcd999jucOHDiARx99FLfccovnvoCwVA0fPhxvvfUWCxyGKSDdKnCGDx+OcDiMnTt3Op7fuXMnRo0aldOx6+vrUV9fj3g8ntNxGKbXowsopr/dJHLOPvtsHDp0CJZl4ayzznKNjxs3DpFIBK2trZgxY4bxOCNGjEBdXR3q6uowffp0XHfddQ6BUwiycVH993//Nzo7O3HppZf6Hv+9997DP//5z7TFiWGYwtCtAqd///445ZRTsHbtWpx//vkAxN3W2rVr03d72TJ37lzMnTsXe/fuRTQazcNsGaaXkojrA4rpcaLwNwHhcBivvfZa+v8qgwcPxne/+1185zvfQSKRwJlnnon29nZs3LgRQ4YMQV1dHW688UaccsopOOGEE9DZ2Yk1a9bg+OOPL/jcs3FR/eIXv8D555+PT3ziE47n9+/fj5tvvhlf+tKXMGrUKLz99ttYsGAB/uVf/kUr/BiGyR95Fzj79+/HW2+9lX7c1NSELVu2YNiwYaioqMD8+fNRV1eHU089FZMnT8by5ctx4MABbZYFwzBZULvQPNZNgcaAORiXuPXWWzFixAgsXboU77zzDmKxGE4++WR8//vfByBuiBYuXIjm5mYMGDAA06dPx6OPPtodU8+IN954A8888wz+8pe/uMbC4TBeeeUVrFq1Cm1tbRg9ejQ+//nP49Zbb+XYQYYpMFYymUzm84Dr1q1DbW2t6/m6ujqsXLkSALBixQrccccd2LFjByZNmoSf/vSnmDJlSl7OTxac9vZ23x9Yhik2Ojo60NTUhOrqapSXl/f0dBiGYfKK129cvtfvvFtwZs6cCT/NdPXVV+fsklLhGByGYRiGYYii7EWVDXPnzsW2bdvw4osv9vRUGIZhGIbpYUpG4DAMwzAMwxAscBimCMlzaBzDMExR0J2/bSUjcOrr6zFu3DicdtppPT0VhskaKkL38ccf9/BMGIZh8g/9tqkFNwtB3rOoehrOomJ6O9u3b0dbWxuOPPJIDBw4MF2hl2EYpreSTCbx8ccfY9euXYjFYtpCl0WfRcUwTG5QVW+5PxLDMEwpEIvFcu5cEBQWOAxTZFiWhaOOOgpHHnkkDh8+3NPTYRiGyQv9+vXTVjYvFCxwGKZICYfD3fpjwDAMU0pwkDHDMAzDMCUHBxkzDMMwDNPj5Hv9LhkLDsMwDMMwDMECh2EYhmGYkoMFDsMwDMMwJQcLHIZhGIZhSo6SETicRcUwDMMwDMFZVAzDMAzD9DicRcUwDMMwDOMDCxyGYRiGYUoOFjgMwzAMw5QcLHAYhmEYhik5WOAwDMMwDFNylIzA4TRxhmEYhmEIThNnGIZhGKbH4TRxhmEYhmEYH1jgMAzDMAxTcrDAYRiGYRim5GCBwzAMwzBMycECh2EYhmGYkoMFDsMwDMMwJQcLHIZhGIZhSg4WOAzDMAzDlBwlI3C4kjHDMAzDMARXMmYYhmEYpsfhSsYMwzAMwzA+sMBhGIZhGKbkYIHDMAzDMEzJwQKHYRiGYZiSgwUOwzAMwzAlBwschmEYhmFKDhY4DMMwDMOUHCxwGIZhGIYpOVjgMAzDMAxTcrDAYRiGYRim5GCBwzAMwzBMyVEyAoebbTIMwzAMQ3CzTYZhGIZhehxutskwDMMwDOMDCxyGYRiGYUoOFjgMwzAMw5QcLHAYhmEYhik5WOAwDMMwDFNysMBhGIZhGKbkYIHDMAzDMEzJwQKHYRiGYZiSgwUOwzAMwzAlR1lPT4ApIA+eA4TCQN1q99iqOcAHW4DRk/Tjy8cDB9uAqdcAMxY4x9YvA5oagcppQPMG8zmWjweSAL7zD/fY+mVAIg7ULsz8dTEMwzCMD2zBKWVCYSFEVs1xPr9qjnjesszjba1A516gYYkQI8T6ZeI5EjZe52hrBdpbnfvLxwiF8/daGYZhGEaCBU4pU7caqK5xChASN9U1wPWt3uO1i8RzJHJImABibMYC/3PULnKKJDoG7c8wDMMwBYCbbfYFSHAQ1TVOl5LXuCxqCJ04CXKMcH8gfojFDcMwDOMi3+s3C5yg3H0iYIWAea+4x26vADr3AdGxwEmX2ot3w1KgdRPwwVbxeNSJwDEzxTjFoLRsBLZvBQYMBSZe7IxJWb8MWHc7ECoDbtjlPu/SCqDrIDB2ihAUsmigOBlAxMqsv90eW9zuPtbiqHn81hFCmABCpNzwofYSBTqG1/4MwzBMn4W7ifcUVghoawGWT3A+v3wC0NEOJBNiXHbHtG4SIqOzXfxrf0+Mr5oj/rZuErEsnXvFvlsfsY9LVo9kHIh36s/b2S5EQ/MGvRuoeYP4Jx8X0MfLmB6vX2aLG0D8X42pCXoMsuDo9mcYhmGYPMICJyjzXgFilU6Rs3yCeByrtONVAFvEyC4b2jdWKZ6nv9U19jZtLWI/2S1UXZP5eWWXEu1bXSOsKl7xMuq4GnOjxuQQQY5Ru0hYbtSYHIZhGIYpAEXpolqzZg2uvfZaJBIJfO9738O///u/B9634DE4JC6IWKXtttLFqwD2gm+FhUUGFoCk/VgWDup+FMeSzXllcaOLuSmPCuuTX0yOHDOjip7mDba4MR1DjbnhQGOGYRhGoeRjcLq6ujBu3Dg0NDQgGo3ilFNOwaZNm/CJT3wi0P7dEmQcNF4FsGNO1OfVcd2+6rEzPe+Y07gODsMwDNMryPf6XXSF/l544QWccMIJOProowEAs2fPxl/+8hdcfPHFPTyzFLpYGNmSooqY+CEhJuKH9BYcOSZF3XfVHKcFJ9PzUkCzDp0gkZmnESXEjAXScT0Eit8xGIZhGKZA5F3gNDY24o477sBLL72E7du343e/+x3OP/98xzb19fW44447sGPHDkycOBH33HMPJk+eDAD44IMP0uIGAI4++mi8//77+Z5mZjx4DtD+LrB/J9DVabuHyG108zCg/xEiWJggtxQg/kaiIihYjsUh95HsXqquAaqmi+cojmVPi72PfN7lE0TWlro/nZeOIY/JwuLu8WJOkSgwtBK4fI09RhaeAUOB6Bi3WFo1B9jdJIKvYxXOfQEhujY/JI5bOU1YeVQ3VSIunmdLDsMwDJNn8i5wDhw4gIkTJ+LrX/86LrzwQtf4Y489hvnz5+O+++7DlClTsHz5cpx11ll44403cOSRR2Z8vs7OTnR2dqYf792712PrLAmFRVVe4qRLxd+hKZGSjDvFDcWWyHEosrghESKLEUCMy5YVWaDIMTeyyJHFDZ1XjpNp3mCP0/9pm/bUa+potysOy/Mui4hzdLSJdHbaV43haWux9wWc529vtSsmy+duWOKMAZJZvwx4Z50QlbFKvXhqagT2NAPDqvXWqKVjAVjAwlb32Ko5QlRd8ZR7jGEYhikJ8p5FNXv2bPzwhz/EBRdcoB2/6667cOWVV+KKK67AuHHjcN9992HgwIF44IEHAACjR492WGzef/99jB492ni+pUuXIhqNpv+NHTs2vy8IEAtouL/9uGGJEBiyOIElFmwZCm8KR4SVJDpGiJC61eJvxVRhrYkMEQv5RMkNN2OB2MYKi/3V+jvzXhHHDPcXx5ADdmnfqun2P3nuaqYVIM4vv65YpW2t6mjXj8viRFftmMZIzKnnpuM2NbpT3NvfE6KyeYO5VYQVMreJ6NwrRKWpTQW3iWAYhilpujVN/NChQ3jppZcwa9YsewKhEGbNmoVnn30WADB58mS8+uqreP/997F//3786U9/wllnnWU85sKFC9He3p7+9+677xZm8mNOExYNQs5oikTFYlses9Ogbx0hFuFYRWqjpNPNM2OBWGT3tACwhBjSLbqhlJGtYal7bEAsNReNlWLGAmE52dMiXERyOrmaIVVdY7+ettR82lrE2LxXvMdJrAHidcsZVvIYZZGpLjPZTUfiR36ejqtrFUFz06W9xypt8aQbS8TNqep3j3fHPBFLK1LWIQ2r5gh3JsMwDNPjdKvA+eijjxCPxzFy5EjH8yNHjsSOHTsAAGVlZbjzzjtRW1uLSZMm4dprr/XMoIpEIhgyZIjjX0EIhYVFw4UlLAXJuFiUmzfYBe2slGsr3uluXJm2VLSmigC26sfjneLf8/c6T0suKstyFxgE7MW8vdWOf5GtUIB4TP2kHCTtMcB/XD22OkYiJxl3bkMCSBY/9NdPPMlzI5GzOGpbi0661Fl3iMbITRgK6+vxkOuOahLJrJqTKtq4ly1DDMMwRU7RZVEBwBe/+EV88Ytf7Olp2DQstS0sibgymHJDWSkrDFko0hlT6rGW2LVjCHlb3Tgg3Dm3VwBnXA28/CuxAJdHgVETgJZNYn857ob2L48Cm38p/q/LtFq/zBmnIyZkj1HMjde4qdqxKVNKzh6bsQBovMPePxl3CyR5XB4j6lY7U+jVOCYZsjypsUryY7m+D2WyycUMAfOYX3YawzAM0y0UtA6OZVmOLKpDhw5h4MCBePzxxx2ZVXV1dWhra8Pvf//7rM9VX1+P+vp6xONxvPnmm/mtg2MqpKeiFUAezxNlEYN1yAMK0PXan7aRtwXcwc2AO7sr6F/5WGrBQlMBQ3kOahFEufihKkIItUCgV6NPrwKJgHcjUK/j+jUwZRiGYTKiV/ei6t+/P0455RSsXbs2/VwikcDatWtxxhln5HTsuXPnYtu2bXjxxRdznaabTfcE204nYsoi4nk1AJkoj9rBvCbULCPAFizVNWJ/3fF14kZ1/RC6mBvKoiqP6sfLo+5qxbJLSnYr0TZyTI7ctiIZF8elv2pAsqlVhFebiFVz7JghAOnYIdkiRe416pUlCydVsMiPvcYYhmGYHifvAmf//v3YsmULtmzZAgBoamrCli1b0NoqAmHnz5+Pn//851i1ahVee+01XHXVVThw4ACuuOKKfE8lj1j+mwDCTaUiZyLpoEwkSj1XIcuATsDI8SpHTXSPl0eBKVfZmVRqplW0QmwTrRDjalxLOCLmPvJEfdwLZX/J+9KxaxeJ4GvAeW5ZAMmWIFl4yeIHMIsnyuiSrSdyTA4dh2KGkHQHHns1AvVqIOrXsJRhGIbpUfLuolq3bh1qa2tdz9fV1WHlypUAgBUrVqQL/U2aNAk//elPMWXKlLycvyCtGhqWio7csqtDhRbqTMcAvctIRrXCyIT7AxWnm/fvyX5PDUvdBf6IleeKv6YigPmog9OVCtBW3V2xSrt4odwTSxeDQ+JJF4OjG2NLDsMwTFaUfC+qbCmKGByVbGJrcjmWSQjFKsSirlYyXnkusP0VYEAUiI51prGvXyZccwNitvvMVOl44sXOSsQkCJMJ4OSv9UwFY1NDT3qeRKVpHPBuIGoaY5HDMAyTFSxwfChYs82lFSJFOFPCqdo5iS59VpUaXAs4LQhiI6SztUzWHhJAajsHeV86ti54V3YVAXpBp1ZoVs9J0LlJcNUuEmKmdZMzsJgKEFqWKHooix0SX0dN0FtwSHzp+l0tnwAc3OPdKDSZMPfqunu8mJNaXBEQnwMkgYWaektUIblqurflak8LcPJl5rl5Waa4CjPDMCVKrw4y7rWsXxZM3FAhQKoJUx4VLhILQrxQHI2VqpVCwbVlEae4odo06eBiRdzIAbd0Xgo0lts5UPyJHL9jqmQsF9xTKxHTXE2VjuXAXQrslSsdNywRFh05toYKDJKQa93kvN7NG8Q1N1Uy7twragzpYmHaWpytM9R9q2uEQDC57r7zD724AUTrB524AcR7dsVT3jV2mje4ax7Jc/Or0My1dhiGYQLBFpwgNCwVhfYc7h/JMmKFxcOEJr25PAocPggMPsoWEXWrnfEgB/cIi8EojbVi+QRg3w5g7GR3vArd8W/fKvafcpXb5bN8gu0qMlllAPeYnK7tqsuTeu26nluA+zWmr1Xqb3WNsNio11Sdi+xyU8ciQ8RrJhElx8KUR0VNos69wj130mX2vhTEvP0VYQGS3WsNS4XQSibdFh5yrdUutGOETBYgel+aN+jje+TXoXssX1P1tVFLD9VCRJahYVVuaxg1PgW8LUeV07jpKcMwPQa7qAwUNAZHXcAp40YNHs423qO7AoFvHeEsyBfuD9zwoX5MHZcL6alj6vhiSbTcPMzpmku74gK43bzG6NqrcUf0WBfYrRNzpto28ntG+8j/D/Ke0ra6GjvZ1PdRaw+Z3I3ya/I7j9r+oqcC0hmG6fOwwPGhIBacB88Bdr5qx5OoGTkH94g0bdX6AgS72y9ksK18nmKx4Lj+Aq7Kz7KwUcdM5zWeX3NMv2vgZWnRWWV0jwFbOKqCUB4D9OOAWziqotnUmT6IpUh9zOKGYZgehAWODwUROH4ZOcW+OARd6NXn5cdBKhqrrhTZ2uCyqEjuqqCiQx6j6317hduCc32r/nUHOb7O8gLorTDyObysNPmy4KjCTVf92fSaMjkvwzBMD8BBxj2BHFsjQ4XnvNow9DTqgmaqZCwH/8rVhgmvSsexSmehPdl9RMec9wqcBRMN4oYCsCng1jS2fpkQAGpafEe7eF4Wn2qTUbmrudokFLDjVcjyIlc6BkSWFdXxUSshAyKWRz7/DR8i3WVe1xU90wrNdE6yasn9u7wan8rzNY0zDMOUCGzB8aNhKdCy0X4s15JZea5YyA+2iYyisZNtNxW5nlo3Aa3PiSBjXXAo1ZMxBRkvHQscOgBUTnWPrZoD7G4GOtpEPRpd5s/tFSLIeeyUnqmDM7TKmS0lW24+2KrPTsskJscUgwN4W4EyRbbmECZrT5AaO7S/zrKiWsUI1TrGFhyGYUoIdlEZKFiQsWlBAPxjWlS3jFxrRldPhvY3NXs0jcmBtbp6NOrz3YmucJ7umlK2k+6axipFKwtddpV8XJ1LRxekqyJXJzbtKz+urhG1bkzxLJEoMHqiu47N+mVA44/F/2u+6xYVJBoBYPQk/f7PrrAzxzgGh2GYEiLfAqcsD3MqCubOnYu5c+emL1DeoB99eeHVLcK06Kp34YAzUJfqybz8K30sC+0vB/Z6jdHCRGJm+QRnob+eFDcqVNhPR1sqbsYkSijlumGJuM5+lZ3lRqDycXXWIa82Geo2uv0b77BjbOi9aWoUgsTLciJDqdpqEUR5XBaKfllUsljRNT01jRdK5ARp22EK0u+OIHyGYUqOkrHgEAWrZOy1QKUXPaVqMOBtkfHLRpL39xoj0tWLU5C4ITebuvDR6/KqCuxVuXfpWPEaFqbEibyIqVV9aeEnV07VdFuAUTFAmXDEdvmpr708KurgDKsWj1UhAwC7m0TBPNmVQ9cr7ZqLiX5XyYTYxwoBVWc66+CQeKHxm/Y4M+NoXM6Ckuebj2wselw1Xby+d9aJa0oWnrRLMClcndExdqVjuVYSLGDq1XrLUevzwOCR+s/AqjnieqptN4ggIsQvUJ+uTW8M4mcYJi+wBaenmLHAudgR4f5ioTHVkZF/mOtWK/Vkks5t1PGgY8S8V5zbkOWGBAYF7eqsCp17xUKmxnxQjIx2bK9zjCr4knWqusYujNfUKIQGiQH1bl2+tuH+wA27zNeNsqQIeUx168hp2vS65TgpWVglE87O6NRpXB4nqwwJD7UTOVWhpmP7WU5k64/c6d1rnMbofKGwM2ONOtPLAkEnImkbOa6HLICEXDyRAr/layyXSwDcIkcVP7KlyFT80JRyzzAMkwGcRRUUdbEj4ofEIhA/BGeWEOxFj1BL78NybqOOBx0jlk/QP6ZsL8CcySNn6dD5yGUSdGzGAqfLTV7oq2vsbB917uq19btu8mOvMZ0Akce8MpmCjqtZUsvH28JDzlaizK0Hz3GOy+Jr/TL/8Yal4v8UA0Tbyun4gLBSqQKB9qFrJL+Gea8IEUMiR36fqe0GZdqp+9N7LrfbkMeptQR9DhuWCOEpz89rjGEYJgvYRRWEu8eL/kGZYApoVWNuqKu2V7NNrzFqe7D1EWfMjS4Gxy+DxlR3JdMxem20QJtiRoIEvtJrVQOJ5cBg3Rgt5kHOGTTDyCsLSr0OfrWG6K96jfzGdXE3fpW15ddO11N128mtReQAblNgPO2vzter6CERpPihqfAhwzAlC2dRGShYFtXKc931WMqjwBlX603+ZRFg+nftO1ddjRz60f/hke5AWVmQmGJqAOdiquvqLWfcyM/7Vc81tVzIdIzOoy6kRNCUacCcLu03ZjpntELEqpx0qeL2ScWy7NsOlA1wxqvIaf/NzwCRwW5XGeAuPKgLmt63QzRh1RVHTCaFW1B+33R9qBJx2yUIiPey5jr7sRUGbtqtFxrUPsO0jdqWQ72OavsNVdSYiiLK70GmhREZhil5uNCfgblz52Lbtm148cUXC3MCKjIHiMVn/e367bo6hbAoj5oLADZvEOJFlwVEnbnXL3NbgNpa3G4pQCyKOkvNGVenFs2E/XwhXEHq2PIJ9l043eXriiRWTRdiQ13IyF0RGeIsIkjUrRap2JGofixWIY5rKsw41GBda90knh98lLM+D13P1k1CaETH2gUF1WuiFh6UhRggjh/vtMduHeGMgWlvFccgd9HNw5zjWx9xun2I+CGnuEnGxb6quFm/zFk7R91G50ZVRaLaW0yOHVLdajJBih/qxhiGYbKgZCw4REEK/dHCpsuS6k7UAm/VNUDTBjGnqukieFZeKF7+ld0ny7LMmT1V0+3xTF1B6pjqGivWYFFTppLJVaS6YLy6fccqhJWHPiuydSUSFYUV2yTrj+yCjFaIjuCOz1vqr+wuAuz5ywHaNB/VSqN7zeo2ckBxR7vzvKolSf0cytdAZ4EhS6j6OZAtpCaXH1ULzybN3C8FnbLhss0OYxgmb3AWVXfTsjH1A9zD4gawrQ7UjZvEDSDmSG6h2kW2e4oyqAh5QSdoXHb3qIXzgoyR1YkWQDnzqtB1VjLFK1NJ7vVE8SZqZWL5GpBLR74O8jUn64op3kmOr9LGQ6VEjk7c0PEJCgKWrTSr5uhjkuRtyLVG4kYVrOROJcuSKmpof10xR6/33EoF5pdH3ZYiEpCqO07djq61XHcoyBgJWtNx5WvMMEyvo2RcVAWDrBQ9LW5oIUiThGtO5BogcQOIxYEyawi1aFxkiLA6GF1BQwxjQ5xuIurZRf2qyEVHrqFi69llcqnQ87peTzK6a6JmX8muTUJOm9ehHU/a7iC6zoBdH0fO9CIxdtNu2/JkCgCmbVRxQ4UKKbuKxI06Xrfafr48ahcolLOiVp4rPr9y5pf8OiOp/eXnaX664+m2y3aM+rKZxotFkDMMkzHsogqCXxXaXCmLAING6eNC/DBlaxGmarfyWF/FFNQqW3DUXk+mrCnAXb0acB4H8K6orBtP7yv18JKFlCk4W/e8rsigei3U48tZXIm47c5Rx9OuuQ3uc7/8kHDJydltut5dgPO9oLlSgUPdeeV50fbqMWQLUDZd4RmG6RY4yLgnePlXhT1+V2d24obcFibU4nHcRdrGFNS6ao6zbo/8V77L13X7bmsR1ghVSJCVBBDNUeUFXba8qOPyuSkWhiwnug739JxqLZMtaLr95G0qptqPZetW3WpRHdkUUDzvFRHnogsOJnGjihh6/XJ3e0dX9tT1k6+9fF5yHarZZOoxKHbHKwDab5xhmF5HyQic+vp6jBs3Dqeddlp+D6zLZioafIxvL/8KuPVIUcdHl0G1fIIIou5r6KwfarE8cunQ4kuCo2GJuG5ygDEg/lbXiOyrl3/lPj4dp73VncYuF2KkcTmomfZta7ErCqsBt+uXAVt+DWx+KHVsJTB280PAc/far1Vm+YRU2w1pP/q8UPVptYikOk7ZV7qCfVXTna4gXcFMGTVmST4mFdVUA5zlY5NQUWOOTEUf5ddjGmcYptdRMkHGBWu2STEsxSZyTDV2ZGjO7a364nm66rN9AZMVg6wXibizRg79pd5am3/prr8D2EG3u5vMVpKmRmBPC3DyZe7UeEAIkaGVYi5y24gZC5wFHpsazXWD1KDZ9cvsQpVbH3GKn1Vz7M+JegzZ6iIHjasZZ3KF47rV4rxqZpeKnFlGr0vNCEvPJdXjTHXb0ePlE+z2FCo0f13GHF0jU0YdoM/eovnQuHw9OfOKYYoGjsHxo9DxNzpyEVRqJVoZOQZChuMNeg9qnA0Q/DF9rrwqPxOqG41EiHwMU9q8eix1HnKci1ypWhefo+5L4kYtbEjbkkCS455oTBdzE6uwXWimHltyJWfde6CLdeLvE8NkDKeJdze6QNBCk4u1SCduwhFRXI6yaQB7cflgi+3WUO9SWzeJcbXTONUPaX9P1NkZPcm9OCTiwNZfAwfbgKnXuH/wV54rFpaJF7vvdvku2Iyc3u7VNsI0bkptl/cD9G40uU2DV9q8rt5SrMJ5PBIDFECcTOqtKE2NIranqVF8XuV+ZnK9p7YWMa66r/a02GM60XGwXcRNUWyTzmIWqzSnvMu/D7qgb66zwzA9Bltw/GhYKhZquTCbkVxr5eSwfyQKHNrvvGs1Ee4P9BvgFkPyYqeW4y+LAD/YZbZo6eqfyJjugGEBi9vs7WT3R8VU/vE34ddyw2vcq+VG0OPqxtT+WDSuFkVUt1etQeq4yQIEuIWb6r5SrUQ6F5tqrVLdVPL5dVlehO4zHuS1sbWHYQBwFlX3U7tQWC/8Cn6VReApTsKRACfLQRx1tgcTN4D4gdZZeiiO4vYK97G6OkWxN5O7jmIhTOOUBeMSQEl3d2paFNR2BIzAr+WG13iQ7ut+xzUF4pIlUB2vmCoE+O5m5/YUPLy7WVRwVqFxCtqurnFmOlFg8e0VTnFDWV80nkzanylqTaEL4gacwdGA04KlZlmpmYnyddLV2dF1cU+LqT4Y7M8wBYZdVPli7BRvd1Zc03eqGPF6DbreWTKqay1WKQJm5UBPmfKoaCNBC4965813tm5MlgVdkLE6Tq4cNQZHrnTsd1yvQF0KZK65zjmPUFgI8M52d0VhQOxnqigM2NWxdWnmsvVFdl+p4ktuXwG4P2Oy60+1DtF114k72SXWsMRZFRuwhQvNn+agWp4yrZhMgc7qtSLXss76yS4xpo/BAicIQQKNvYq2FTO1i4D1t5szsrwCnmOVIntFd21Mnc+J8qjdjdtr4WFsTMGtQLCYHBIKupYbpg7s8nFNgkDOgqLn5ArCtC+N0f5e2UvquLyvKqDk75k6Jh/b1CTUD695qm4uXR0fIPUdsuzCkWpgdqafd1PrinTfPI/XwDB9BBY4QUjEnXeNQdm+tTDzyRhDbE8kKlKeZ1xvFnBeIVonXWq7Jdw7AsvHiwVVJ/TKY6L2imXpF57lE4B924GK093p2A+eA+x8FRh5oig+J7N8vHip3/kHXPT2O1hKU1cXRDnFHNCnoG9+SLglJ17sPCb1mzq4xx0Mrqau69LeARFIqxNGtNDL6e40pvb/ko+ntYQoQkd2DaniSh6jXlSyW4osLksrgKlXu0WLHMQsizean9xnTHZ/EbQvVVmuXSil+Kc+74tjSBdvpHYUKl6fV/la0WO5f5ccNM3xPkwfhYOMg3LrkU43k5d1ZnG73XwwV4LUu8mFnrQy0Wsriwj3Fy089Jj+qsGpcmNIsgIBTksRB3X2LF7ByF5junHVHSOPj50inqNu4fJYxenOhrCqECLUIGPdOH3+5Dixqul2dhehS0+n47m+axZQ+3395zLo59Wv3Qi3nmB6ERxkbKBglYyBlP9diT/Z0+JuYkksnyBiS/JBoRtU5lPclPkEUqvjVESNGjnetNspbn6wy14UKEBz1RxnY0j5ebp7VdsFsLjpXryCkbOpKFy70BwLU11jixt1rGq6bR3RudCoAKFO3Mjje1rs48vBw1T9mpB7lxHNG5z7qA1UX/6V+fMarbAtMbprvPJcp3VZ1zCWW08wfRi24AShYSnQshHY8Yq3VabQ1pZuwSdVXb1DJUhwmMZl1LgeEjXqYyss7sLb33NuXx4VroF4p3M/Si1//l7xEjql+dDiRe6Wy9eIBQJwLpDkElDHZHq7q6uQmOJVVPHgFYOTzWOvY5OVRWfNWL9MfCbaW/XjJJxNlhCyLslVpgHbwiPXwVFT2eXu7H5NSE1lFmgbNX3d6zWbApTp2PzZZnqIfK/fLHCC8OA5wI5XgdEpq4zW6iGZm9Xnc6qNU0x4vBZHmX2P7Uw1eGTkH3ZTZWadkFrcLqxnJIZ0Xbx15zDFedAYu7qCYbo2XsHRQevF+I17HVv+bAZ1iwUdk8+j6z5PVkpTLR65bk/rc05xQz/N5ALTuc/k160mQ/gJQzkRQH4dsUogmQBO/hqLIKZb4UrGPQGluTY1igVXS9IQqNsLxI1qQVGfT4sMw2uRU3z9LDjxQ/aPuEm8yEKko10/v2TcbTGj2BzaXl5s6JhV04GWTXaFWjkLrLrGTqWOVgDDqvRZPRQ8yjjx6lRO1z+TQOWg437HlrObyO2lCiHTuNcYjcsCTHadqXE3uv5lcvagjCy+6VimuCEdciC6LiCZPufLJwiRo7amMFVv5mwsphfBFpyg6FKdZSzLnHFUHgU69qJgYodaMWSKydUjjx/uMB87l55ZsUqR0bPhDr1YsCxgps4ipmASZ0ExCTI1/VdeuDiVvfdQKLeX7O6h1Gx1O3KZtmwUVhjdcVTXlmp1JEGkVpg+c744rmU5P59V01NV15NAdKyzTQRlWVVOEzcHz65w3mCYepV5vX6GySNswSlWvHRiPrKpvMi2iKDfvPzGc+mZ1dYi6u+YSCaBdbf5H8ckbqqme2e3pM8Th8ulpv6gW2G7oBuLm96DbkE21e8xWTu8xmYsEELB6xhV00UcF81Flx4vCxzVpSoXFCTih+wq3xTTQ1amy9fYwmTfTiGC5Dk1bxACiBqIyjcQsriRU85N82aYIocFTlA+MNS0oW7EOqwwECrrPVWMi41k0hy4bVnAkLF29Vx7QNy5qu+JKm4c7jGDOJ2xwHmHTbES/APfO/BymQG5ub3oM+l3DtpuxgJnHJAqblQBThlgchq6WmGaMrjIFRs/5LQ0xzttV5OuG7wOOT6IXpccgzRjgZ10ofsuUNA2BfKrcPwO042wiyooVFxOtWrQD4bJQpCLG6eU8XLp+eGKDVIwPU+k3xPFcmOFgZnXu10UuuBRFjlMJujq0gCG+jgpgmRRyci/QQ73F33OU3/lrC3T75NXPR2at9+8OECfyRCug9NThML2olldY98BUUCeLG7k+jgsbvTkoqvJLWUSMennLX1QuE7cAOI9fPkhZ1BndY3d44gsOA1L7DRyhvFDXthv+NB2Dek6mcvBu7ubhRBRBYFcf4fGAfcNVrruDn3Ok+KxKm6qa9xd5f3mLQsdtYmu3KYjm1pUDUv1tX/Sx+HGpEww2EUVBNnsWx61A//oeVXE0I/G9q2Fj78hMZVLsG9vEWFeGVrau+Ckx/WXxI28b1ur072lC7IEgOZn3IdcNSflykwCoye5M2YA0R4AABZq3Jqr5gjzvdp+gum9+MUBEbpWF+2t7rYbRMVUuwWGKgYoy0/tvwXYGYVqQLF6DFPqPSAsQ3JBTb/XIcfv0LwofV618CTizn5anMHF5ABbcIKQiItMJcBZPbdutbmacVOjc3GNRD1SzC2lwqlCyGMMEHFA2dJbxA3gnX7uV5HZ6/oGRQ5aRtL+HAC22O1stzNb5HHahrpq68aaGv3fa6Z34RWjUzVdlCPQWWhqF4lxUzkCqu6s9tACxOeodZNtpQEgLJYQj5s32D201Jibxe363zR5GxIqVC2ZUCsm66opU5NQmp9q4SFxQ5ZSnQWIRJKOXCw8bDkqOTgGJxPUCqJk6gWkdGXV9WEBi9vMaea9yYJSiqjxNRQbpKbeO6xH0nuslvtXU2x1j2l707YMEwRdkUP5OblSsvw5o98cXSq87timKs66WCBdTI6pT5ZaikEtweC3v2k+uoa08jamIGe/43LsUMHhSsY+FFTgAPovNf2QmMRKrBLYt6Pw2VQ92TizFDFdz8gQYMBQ93tNopd+QFVRKwsYrzGGCcLKc531ddTnAffnShbTFVPFc15tG9bdbsegyVWcVXEF2I+rpttWTFNtILLk+AXwm6pIZ1K/yLSPDr86SdzmoqBwHRwD9fX1qK+vRzxe4AqzcronQa6ooQaBo1sIAbMY8bLqeI3R8UzblEdFE1DdebXFAkupzUQWODJQJHTiBrAtevQjW7caWCy5JeWFxmuMYYJQOU1vqZD7rKmfK3JJBV2ISdzIVZy92mNQSjrgrqYsl1yoW+38HaXz+FWYVmN35Bgfij2i16WrQi67uBzzXmq7h+l7rB4XsIUZHVeeq5y6r8Lip0comRicuXPnYtu2bXjxxRcLeyL60snEKs13+6b4GDIVu7bP0WVVXSOElg6TuAFscePI5Ej6dwinc2aKnIlWbDhes0bgnXSp/r1T7w51cTa6/+seM4wfcpd1lcvX6OvQAKkYH5+F1pRBRQu1KburdpGIK4opndDlwoEVU+3fUYqNozo+upgb+fxy7I4c40NFOEmk0FwalggrkPzdJJEix9vQcyRSghxXnatanFG9lqGwOc6nYan4DdDF+QSN/+EYIhclY8HpFtQYHMDOotq/Q9pQuusfWiUey6KFqo+2tbgL2fmJG79xLxeVn/sqVunOygjSBiEbt1gxu9L8XrOrBon0fjfcBmxaIRqz6uJsllaYx1bNYUsO0/P4ZX7VLvIWT2oMjloF2SsGRy5KaOqnJRcvJBGiK8JpKq6oq0gtE+S4tL/ptdF2JpeXel45c0z3XgSxDPlZl/pg9lnJWHAKjipu6laLf/TBo8JzclEt+uKmA/os+3jUIiBI00Zj9hXsdM18QM33Gpa4LTdlEf/zlEeL1ypTCELhVBaJbOVJ2o1Z5fiHPSlhKjdtrZounqPPUVOjcFvdMkx/t3V7BXDzULO1Z9Uc4O4TzXeIy8fr6/esXyae74N3eIwGr8wvcvEEQZdFpYqb2kXi81+7yCl2YpVuawjV/6HaY3SjSCJE3V7n4lJfi2rhoeN4Hdf02ryOqxvXWbdUq1dQy5DXsftwgDRbcIKSiNsdptVYiqUVYuGSC8whCTRvFA+j5KZS3R2px7qmezIm15Jck4e6A6vULjKPlUeB61uFqKFx+qtaMbo63ZYLudFlWUS8ftNr8Ks+3BuzyRJxAHEY6/NsT7X3kK8v0dHuvNuisvx03I13O90I1Cmdeh+p1h45Q8Z0h0g1fuT4A51VkunbeLmvMlkkTTE0JJKojo98XHqeYm1Ua4gsBOh7F+7vTHcn/CwnqoUH8D+u/L0xdZk3WY7Ua+hlAcrUMhTk2H0QzqLKFzcPs7MBbtrtfEzl/4OUZFehhd8kDPwClr2OLX/wF8fgEmAk6Jo2uMdilcDBPUDnPveYuuCTG84kBMqjwBlXa1w/xUoOwdflUWDUBGdNHfU9ksXg9a22uKHHXinoul5C6p0g4F1yn2FyxS8bKdPjyKnicjFAXQo59e/yy6JSjy1nf+mOS64gv9dmSm9XMWWI+WWO+R3X6xhFDqeJ+1AQgfPgOcB7fwcGjwImXuyM4tfdnet6HVGWkl+fpEzwquwbFHWhk4lVioBaXczJ4jZ9yryRAKKgdhGw/vbgJvDejNfnwAoDSDjbWYQjQFk5cGg/MORo8UMsf+7KoyJ9/eSv6X9kY5V2wLujYCGcqbuc6cHkSr7ryaiLdT5Suck6pLOQeIkyv9dmquVj2t5U48ckYoIIl0yEUJHBaeI9QSgsxElbC/D8vfbC1LzBLW5CYb3FJa70T8pW6FTXiHiOthazuMnE3bPhx8JaILubiLYWg4BJ2i4SL9eaoxiiRtyo18BPLGUj6IrV9dXRDqPo073GfuX2tWpvtX3tjuPBacYmEzUFtOu6SFOWCODsMcQw2RK0w3oQVFcQWSu9Wl/4udiCCi1dMLLXa6PfQq+5eVl81P11bimTW0y+XkGCmvsIbMEJitqPSl6Y1Uwov8d+i67RcpIam/eKCETV/VB4uaRUF4cOr5gdWVz5vQ651422WF5UxC3p6u+ox1UXc91x+hqqIKXPmJqZIgdLypW3ZeTKtn3wR5ApUrxcrbpsw/XLgHfWAcfM9LbeAG4Lj1wHRz2G6p4yWTmzsRwRpmrmmViGSqASM7uofChoDI6XMDAKi9Rdus76QJkDssvAqxoy4BwLhYUBQHfHX10juhG3p5o6lkWAH+yyx3WuNfkLQHEf6ZeRii3S7etnjdIWEcwAk4gxNTTNh+uuN0HiJhwBKqaIhp+d7e5MEMdnS7EecSVlppjIdrHOxyJfSKFgEkENS0VcUcVUt3jSWa108ymBKsvsoupJ1OqzBEXbk3/UQdL2l8r7UnT9jAVOv+q8V5zbLVYWb3nsxt32/9Vzy8GmZBEi1i8TC10m1o+kVP1TtS75udpybVGhm2N5VAg43bn7krgB7LvSeKdTZFMmCKWoOwStcl9DKerhCHDDLufYynOB914AjjgS+M6rzrFe8sPJ9DKydXMFcQn5kY9jmDB9T7y+P3LneN086VrkK/uthGALTiZQOrgOo9Ugdaess2LIAb5yMKi8EMl31qrlhNxVumBfNaNGPZ/sipLdHbWLgGdXmEWLnwssXwHUBaOPt59wobke9LkCnJ8fcnESvcj0zfQx8hFo24uDdXsr7KLyoVticFSoAzXhtdDrat7QF4cEDC0wsl+WYl9ojLaVz6XGWehEDp0PsK07pjR0r7iN7kArGqUFORIFBsRyDyIujwJdHcGqNvdm1FgwNY5H/gyocWByQ1lZVKc/u+OBg23A1Gv0gY+bHxItRHQVcKn4oG6MLURMtqgZR9m4cHppunVvJd/rN1cyDoIsbigQDbDjYlSN2NHuXTStbrW7l9GqObaAaWsRXzi5wq0sbgDxVxU3davtapaAXRCOqm4SjXfYi9O8V8S+ujgW9XgqVdPtarwq1TWijk66yKGGsE+fqyFHa55M2tWbj5qgzwwidP2idHS0l764AexaRITjNVt2rR3AmUFXHhViklqOLI4p4maCKCDYuddZRRWwhVB7qxD2umqszRvMY3KlVoYJii7jSNeDirbVfc68KiEzvQIWOH48eA7Q+pz4v2UB06/TB/yKDewFxNSxm+6gJ15sLyYNS8Q5qmuE4KBiVj880j5OOGKLG0B82Tr3249loUElza2wOO7Kc53VOtUKm7rgUoq58eLyNd5C7jv/EIUCTQwe5X389la9SKFrUjnNO62ZMoPUbWSx19cwxielRLrO8tjRngpWT0rbWk6rI2B/FmgRUd2jXmXkucQ8ky/kz47cqBMI/jkzHYNFTq+CXVR+qK4pikPQBRsHweQ2AryzmExxEbr9TccG3K6qGQvc51ItQ37tF0x4uerS+yoxILp91G3J1VIeBQ53eAcx67LSQmGg3yBz8HKHIX29lAlSTdrrmpCV5+TL9PFglB3iFdfgF/OQTQYKu7j6FkEEC+D9OSuBdOveCruouhu5oSYgFr9sxQ0gxAI1tCTINEp3CLLgoHNTI0xZvMQqndaJhiVCkHmJG9mi0bBEWInoXNRsTnZVqOJGvhaquKld5LS46GJ6aDy9r5KqrBNEXZ1iv8Vt4jFZwTra9TV0ZOSaPYtTxfUScXOwOPV76kviBhCv++VfmcfLfMRN2soDxUJmic9Q6ybxkNylskWxYSnSjT51DQzXL7PFje4umsr20zkIdnH1PYI0ClU/g+q2+Wo2yvQ4bMEJiinIWA3c1OF1d0wWHdWKAnhbZIJYdKqmO90G6t0yZUuFwsCM6+2x9GtVrCt+FiKT9Umd761H6hdLtZAgQcHGftfaZG0KhUVKvW5eTGYE+bybiFbYLSZogQHcxSXlO2vAuyx/piXyGaaQ2VElUIumJ+kTFpwLLrgAQ4cOxUUXXdTTU7ExFUG7cbd/F+aOdhFEqYv9oOPK6beA887inXXu/UgsrJoDbP4lhBhR9k8mhIhpWCLuwOUvXfMGe7FPJkWWy6o59pzKInCIm0jU40fAcgonVUSUR+3AaUAUo9NBwdQqFDfit7CaXGmJuLC6sbjJncDixnI/1d5qB8vXXGc/v+HHzve95jo75oFESkKqw0Rjt46wMwGTSffzaYG0NOuXy5QYhY6tyTSQmSkoRWnBWbduHfbt24dVq1bh8ccfz2jfgllwtEX8YGcC+bk0THVyrDAwZDTQ/h5c9Uh0KeVErFKk3TY1mu+q1RgZNf1ch8mKQvMB9NYivxgOU+uGbGvn1C4C1t3uXdTPlOZuDBIPQL6qJOdiCckX6nuhPlbjl/I9Z/X46e71jU4LT9V0kaUlt5Og76P8ftQusvtvhfsLocRWHIbortgav2agjJE+Uwdn3bp1WLFiRXEIHFUQqHVvMiVID6ds9g2CX2BwQcmwyF62RQVl8aebQ+33U6LHMB+/a5TLe1AeBcpjxdkAtKeh66qKSDW4Of25kN4/+bOiur8ScQ5CZvzdR6Y+VtkEsXORwKzocRdVY2Mj5syZg9GjR8OyLDz55JOuberr61FVVYXy8nJMmTIFL7zwQs4T7TF01o5k0rvGSplHfRe/2iymui5yfZJsjw1kJ268Xk9GZCgKTeIGcAZCq7S1mOvzICncdtU15vmYrhG9L8mk9zWxNO4ZoqPd+z302jdfWIqZPNzfWZMoVlmYVHrT+0WQ+0q1kJG4oetPTURN71/8sPMxByEzgBAhJpExY4EQN/kKYlcDmcnFqoOC6Jm8k7HAOXDgACZOnIj6+nrt+GOPPYb58+fjpptuwubNmzFx4kScddZZ2LXL7m8zadIknHjiia5/H3zwQcYvoLOzE3v37nX8yyuJOBCrEB/S8mgw94ZaQE2mrcVdNwQQ5nn5B1yGUtPVei5WWPyLVYp9dXOKVngs9hDH9Ft4irUIHllwXPO39G4pun4d7XbzScf+PuKCqkq3t4prYhIjDgGkbCMLI90Po8kySPuFI+Z5UjE+P1wC4lBKRKT2bWvRu2NzIRwxW9zk62BqNFs13d1ni8YA+71RrToNS+z3uqnRrs+z8lw7fkfndqNFp2EpL0x9BTm+S66TQ58t+vzQ835NP+Uiga2bODanB8i42ebs2bMxe/Zs4/hdd92FK6+8EldccQUA4L777sMf//hHPPDAA7j++usBAFu2bMluthqWLl2Km2++OW/Hc3HFU+7n1KaZVMJbF6dDqc26/XSBy7oU9DOuFn/lruMAUDXNeYybh7kXL8sCdrwCLaFwKmbhsH7cFz+XU4YuqWyRK0c3NbrPSa4PNQ1arhxtcoepGT5NjUBkiKjaS2JE17+LUtvlc1hhWyxm6irs6vSPV+pMpcEHxfWa1fcqj++fV4yaX1xPW4toA6FjqOQubNqAdBFCJO3XJr/HsvCl50135mrMmVddFaY0kBttUjyXGkujPq/ilelXiAaejJG8ZlEdOnQIL730EmbNmmWfIBTCrFmz8Oyzz+bzVGkWLlyI9vb29L933303/yeR7+KWT3COxQ+Ju0FS7CqUmaTbT1XztK0MfSmWT3DGGAB2KwbaVxY3cv0c06KYiKfmnO0i5rdfAcSNzmpSHjVnuVFgtdxzKyxZQyhwtW61sBLIFpbqGvHDQ/sThw6Iv6Gw/eN0favT9SMfmzq5y++PLG5Ul5GJQMHYGVxzLxdgpscqNJ3t5qrW4YjtsrLC4qZCvqZDU9Y7RxxdOCU+K7zvzE139bwwlS6mOjl+9XMA/WeDPkNkCVIz/fgzVDDyKnA++ugjxONxjBw50vH8yJEjsWPHjsDHmTVrFr785S/jqaeewpgxYzzFUSQSwZAhQxz/8g6l/t1eYd8tyq6d5g3uO0OiqVEU05P3o3H5R1OO9amucVokKM2a9qf0Rhq/vcLelwr50X6lhs6FQ8UXdQt2W4uwbKXjO5K2NSHeaYsYQPyfhEesUgQVEtSzK1ohPg/lUVEiQP5xumk30haUsnLxlz4b9H6q/beqa4TwUZ8P+t6V4ntswuQWjneKa0jByarYb2oEGm5z7kPjQ6vEe2padFaea9fXKZYUdHabFRZTD6ogvan8igRWTPUXSUzeKMo6OH/729/w4Ycf4uOPP8Z7772HM844o2cnNGOB0z0gx3KowaZyPymCFk364MsWAdU6Q4X/5ArKdN6q6e67AhqnGBP5rlM3v1LBb2GnqsyAvfgNrRSuJcApIHV9k+a94s6MqFst+mvd8KG7bhGxuE0cm9xFcvxHrFIsxvLc6a5OdeH4NWxNb5dBzFl3BDAXmvKoOQC6aprT7ea4filhrFrLmhrtfmm6CsrUCBTQVGDuodgJrrVSOEx1cqhCvF/9HL9A5lCYG3h2IxnH4HgxfPhwhMNh7Ny50/H8zp07MWqUT2PFHKmvr0d9fT3i8QLVFokMAbo6hFiRfbCJOPDM3eJxrMJ2ldCHnGJcomOdH/x5rwhhc3CP+Ed1ZORtqMJx537RWVu34FGEfqzCue+MBanYEcNCnEl8RTHUbFE53GHujVRdA2y6x+kGSsadMRkfbBHXrK3V3Z+rqVEUPjz5MveP1cpzge2viE7ml69xjlFAYuU0oHmjbSWg+BtHrI90/dVYEZqXziLlqsOjvIde/aKKsyJEZujcdNSTTL1ecnAo4VfDSF50dHE4tDCpMRbdmWoux4nQY3ab5Y7JvUS1yGRrr+49yPT48k0Vv2cFIa8Cp3///jjllFOwdu1anH/++QCARCKBtWvX4uqrr87nqVzMnTsXc+fOTefR553vvCr+UiCxfKdn+mEja4oJv1YLclXgYVX6HzSyLDVvsCu9AuKOw7PWinOxSybt8j7yjX4SgJWhuIknLcACwhnGcKjn9tzGK2jVL7aErkvnXqdgoDtzumNXf3zojp62ka+3/B62tboX0mQcgAXsbtbX0bHC4sVFoh6iFEDlVHewrDiAsB6tPNcdjF6qRKLCUkbNUVXIcgbAKOjLU65NamtC1ZMB50JEqN+Fngo29gqGZbLD5F4iV7Xssgbs7YL8PprEE8Aip4BkXOhv//79eOuttwAAJ510Eu666y7U1tZi2LBhqKiowGOPPYa6ujr87Gc/w+TJk7F8+XL85je/weuvv+6KzSkEhapk/OHeTvzmx9/E3NDj6EyWIWJ14c7DF+Ge+IU461NRLL/0DAzon4Np2Kv6JeDst6P8PTBgDI44+B4A4M7DF+H00DZMC28DAHSMORPl7z2TPo0qIloSI1AZ+lA7djgRQr9QQjtdrzEAaE0Mx1HWbvSzzNtkc9x8sTdyFP7x8dD0dZLpmvF9lIUs50IH2I9lq4A6pmZOGS1lOWQombKpyqMpl1UJWGqCIAtFl5UxQIZfWX+3+1jOhJRFT9V0oPkZpAOZK6faQlLulg50r0VHvuGibE6m+OAeVYHo8UrG69atQ21trev5uro6rFy5EgCwYsUK3HHHHdixYwcmTZqEn/70p5gyxdB/KE/ILqo333wzrwJnwuI/o+7wb3Btv8fTouaa8BOOx1587tPDUTXsCPx8k9ui0h/Atz5zLA7gIMrW/xTX9nMKqIYjv4ZvzjwW7z15A76RfBxdyRDKrET6L53/4X4/dC3WG+PjtAt4EOIJC+FQZgvlnYcvwkXh9WnBdDDRDwNChx3jsvjK9/kzQRZ2ANLXk+b5m/KL8JWOx3FtP2cl7eWHL0K/z3wP/xH6HcrWK4GrJHxUkUOCJEhquCpe5MdeFZS1x+6mNP2ehsRNLlW6ZTFDVr3yqFD9A4ZKlbHpmqb+kksw27L8XgvfynPFX9UVCtjuUOpxxxYcpgTocYFT7OT7AunEDZGJyAnKG5GvIWJ1oTNZhuM6f6kdI0uLuk1T5P+kLTCdyTLcG/8iLgw1oiL0ETbGx2FqaFt6PJ60ELbEW384GUICIUSsLgC2JUcVGZ1J4dGk7WTka7C+/7cd4kHeP2J1BRJeuYizTLjz8EW4uuxJRKwul8i5J35h+prT/OXrrY7dG/8ivhhrxjH7N7vbDqhiRyVWKWq9dAZJBZf2OelSc/+vvgSJHPX6ZtpWRRWpujFVOFJiQDZxMH79kYBgY90Vg8OWCKaA5Hv9zmsMTqnx4d5O7O3oQrgsoRUx9DicoRvGxDXhJ9LiJmJ14ZrwE+lz0JhswZG3ebjfDx3upYjVhXgyhCcSNYjHQzhdEjdizkm0JwaiHQPx3/GZDkuFZQFtiYHYbw3A4OTHiFoH03MCbKFyOBlCHCHUd53vuDYzDv0ED/f7IU4MNWFv8gj8Jj4zLSI6k2W45PAP8GvcijGWEEEVoY9c16LC2oV3E8NxtPURQkpczuFkCEgCH1sRJJMWYqGPHePtyQHiGuAwyjVirC0xEIOtj7EvOTB9rWTxNSX0GuaWPZkek6/p+v7fRthKoCUx0jUWT4bQb28rWjEc7/1zIKaELIQRF8Jox1I09v82Kjo+RCJaAau9NV2SL2mFYdFiWh4FRk0A3n3eWVepugb4YKstgMpSdXYa73C9vsLR0xYhj/OTe0oVj0HEjeze0gUmE1QRXG0W29Rou4pkgZGJGDAFDJvGgJ6J56AMLvUcXPgwd1g85h224Hhw5u1r8V5bR85zmlf2OOLJkNbKc034CfxrWQPiyRAqQx+6XGBtiYEotw6h3OpKu1XIukGPE0mkRYDqBoqn3t2wYVyOu9kYH4fnEuPSYoeO25IYgcfjM9LP33n4Inw5vA4VoY/QkeiHTx9a5XpNXw6vwwcYDgA4Cv9EZehDh+stbCVweehplOMwyiU3loxsZVJpTQyHBWCsRhzRaxlr7dKKJ8DpolKvucqdhy8CgPSY6nrzsjapViv1Gsuvp73fSIz6dgNe+fX38dkd9zsPVDVdZGdt+bUdWKu6S4D8dTvvjWTbmd7reJ37gf6DgKlXe1jKyF2lxMHQol813elmUq0t1MxR7qJOLjPA7YqKVQgLk8l1VeiFkLtlF4bu6nZexLCLyod8XqBxNzyNjw/nvliYXFmyiImFPkZLYgRmHPpJelzn6tkYH4dLDv9AG3Mj7++1r24hb0sMxKRD9xv3BdwLve688rE3xsdhjPUhKkMfprdRXzMRJIPKi1z2D3JNdWO0ryw2vY67MT4OFpKYGn4NgPt6boyPQ4W1Ky3a1PH25AAMLksgFO90x5sUYyp/d5JL/I0XcjyOVjwpViWyYFAHczkYXRUD76wT71vVdGfsT7g/0G+As+4WZUrRNtEKfRkDIJjIydVawN2yC4NXmwddtfYSs+ywi8pAIergDDuiHz5uy/14JGpooVKDlMNWAhdgAypDH+Lhfj9ML4qVoQ/RlhiIvRiYtkRMC2/Dw3AutoeTIfSzEun9n0uMSy+2snVHty+Nx0If4+F+PwSA9L6HEyHswLD0gnt6aBueS4xL70uLunxeebGmx7QdvTY5EJm4q+si7fPyueS5qZBbTXVXyfNU6UiW4aXEpzAtvA1NITt+qS0xEPswEAlYqAx9mI5tIoFyQqgZ/5uowrOJE3BtPxH4XRn60GFxIuHzRuhr2rijjfFxDrF7bb/Hfcej1kGAPo7SYp5MZp7KX3LIFag9yyNkSDIuhIDRMpQSNySAyMojB5YfMdKZzk0usB2vCmvcHqk+kpUqBCe7J5s3OMUN4C4bQQR1FeXqapqxwH49XJE3f+jS/+VGn+wWzAi24Hjw4d5OPLzs/3q6l8JWAsu7Lgp0PBI1apo5QXf6ZI0gC4C8r4qXe8XLYiPva8rA8jq317FpTHbNqa+NRJlJlHi5pzqSZenYGlnA6aBx9TzkZlKDr+XXDdiB28kkUN35a9fx1cDvrqSFn3R9yRGgTMHJv+53K8ZaH6I1eSSmhbe53rv25ADsTR5hHG9NDMcQfKy9XkwRYLLyyMUXZZGiuhPV2B/5eOq2avkINciZLEhy+jpgu8Mqptoih6wF1C4miDWGLTiFRU3/7yNuQXZR+ZDvC7Ri8ZW4Gr/JWwaVV5YU4L2gylk7gHdWj7q/375yBpbfub2ObRIC6mt7PvlpxJMhXHL4B65spL8nPoWwlcDR+AhjQx853E807639/x1DrI+1xQnbkgNhIYnBOIiQNE6iKZEEfhq/EKdZr3sKOy/BCdifATV1f1P8eIyxPkRF6COXmN0a+TdEcBibE8diavg1x/i/lT2FchzCh8lY2nokx/BYSOLk0P9Df3QZRV1QwWckHBF9tHTZXCY3UF93j+VEhoHbsrCpmi4+mGT5ScbdYkV1bajP00JJ+5tcITKy26Riqu2KUys70+eiRNwn3YZJPPYBUZnv9bsoe1EVE1cv/jlW4Cu4tt/juCb8BIDsxY0uS0qGMqFoQSWXkbyvjHwMdVze32/fR/o7M7Bo3+poP/zHtErjsf/8rRo8NX6jduzTQ4ClF5yA8yaO1L62cCiM9ot+izs/sdqVjfRcYhx+PPw23HXCr9GVDLmyw24c+DskTp+rFTcA8Iuuc3B/1xcc4iaZFJljnckyhCwgnnR+9JNJ2630cL8fOuJmqjt/7Rija3ptv8exMT4OZVbC8Xdq+LW0S3FF1/m48/BFuLbf43i43w8RtQ6i3OrCOKsl/TnoTJbhovB6xKyPUW51YWzoo7TLizLnpoW3YWr4NZRbXenXpcNTvAQYR7wT6GxH3PXTYAlxI/fRCvcXLqGEplkolA8UYyDD+0tqGwAALZtEZWxYdr81Wgipy7raKV3OEls+QWxP4sYKS6LH0LBTFjdNjba4oRpC1LOpdRP3xcoGUy8sck9xo86MYAtOQA785TYcselHRveSH6ooUh/LC6oamKpm3ejiOeixun28/xCED+017pu0wrDI9C1nbQDijj0ccTaopIBIAI67T3VMVySN7g7pLlI2u6spsfLdKaGa8F3xFs674fbEQERDH6dFTltiIFYmzsZFZRswBnZMDo23JEbAQjItTlSLDb0nbcmBiFkfp2N7gmRhyZlrsrtMTr9Xs9UAt8WlPTEQA9FhrPYcTwKJZGbVoMmyZXIL0vOOz4qMV2Xl8lh+Y2KKiUxr7OR2MvhWZqYqy7r3SL7rB9zfYdmC4+WmkoOTVbFD30e/YzB6/LKo6LqyBScwJSNwClnJOI3iF40nknihaTe2tx3Ec00f4emt72OvJuN5+aincX7bL41urvbIaEQ7PzAuqDKei6lsXtb1t9I1eSNilXZvrOUT3ItSeVR00Db1zVJN4yry3NRt5C+qbn/5R9kURErPq24UWnwN1YQT5VHcO+VvOL/xCzg6uQsHQoNwRGI/AJjfr+QAvJqodghSorH/t9KFFeWMKWJT/Ph0cDLgtEB5xUQB/oHWKnLhQop5AvTB2Grqu3xO3fnMWWs9XSuniOj2lH3l2keiwICY/X0J9wcqThffL+rjRfstbtO7tXTZVvQcYKewp19rag4luPgWHK/MNjU+imNwAlEyAocolAUnJ/+nX0rm5l8Cw6r1vm/qOH7URGc32/S+DwH7dwKDR9kChVh5rjBjA07/vOp3J0x3dyQKXH2WFFQLS7RCiIrOdrf1JlYJ7NuhL3NPx49ERf0RtaEliRUK3qRjkzBTS/fT+O0VTkuDPC5blCJRcY72Vrdwq5oOtGxC3ApjeecXtVa4eBL4ZCoOSY4vSiSBfRiAqHUQdx6+CPPLHk8bAe7quijt8poW3uYQJ4B3GrzO8kJp/yarEuBtWQqCOqfWxAhUKNlkAhY9BSPnatYGC45ch0ddSJePtxvCyins8jEXt2U5H8ZFH6qPwwLHh4IInFKIYPcSaIGsPcoipQYpqnhZZXSWJnleFKBoEoTvrAOOmemsNUL7V9cAu5sAKwRMvNjOFKFxVyl/5c4TEAJn9ER7zvKP/54WW9zJi4siFnXuJkBYSv4zfl46JV52jz0en4Fp4VcRT8XcqHQlLXQly1AfPy9daJGEkM4Co9bRkd1dXllw7UkhwgiyRgHA0dZHWovOwWQ/DLAOu4QZ8fGAo1F++COEClGrpqQJIA6zTY2nz3nzRjsG56bdwN3jgX3v2921Afv37uVfOc9lal/Rm34bi50+VOGYBY4PeRc4paSevToPy12U1XF5jFjcbh7XHX+xFJwq7+s3ryB47d+wVNxhUgE1OeVSh/yDLXebtsJA1TS3+ywSBQ7tl1J/NXEZiqhKwoKFZLqIIBVWVGseAXoXkVwVWViMhMWkLTkQ/5uoMrq36Di0n6k3mBwXJDd1JWvPxvg4nBp60xE7pNYBAvSWJdXqk1WBxlil+FuqsT1pPMSNnHqeDapYl0X89q1Od64r9g6KqNK4xjrb9b+Nfguy32JONzd9YLHvi3AWVXeTiOu/qDMW2NaG3sD6ZbYIiB+yMyvkMUIeT48pq9CqOfp91f3lbXWPveaVy+tqWCr+37rJvjuNHxJuu+YN7tdDtD6f+k/SGcuTjOtjizrbnW4+3f0CxQClIGtI5We/gebbv4DKW94CyqOIhT52iJuN8XGYcegnaUsMIcf+dCVD6QDhmPUxnkuMc23fJbUBufPwRWkXmJyhtSl+PO48fJGr5xhlhp0R+l9H0DtlfwFIizNZzLQkRiBsJdGlZKupYiarBKu2lj4gbgBPy00u4gYA9jQ7r2HVNFvcy+KGem05bggs5fpLiQaAHdtD2T8E3Vh4ZVaRxVX9zaB9d77qPq483rIxwIsvQej3TodXVlyJUzKVjAuG191Ab7HcmFxshNy8jx43LLFTUtXYm1ilnWaqNVdLx6RjqDE4q+bYd4W6eQW5tl6vS67USvMyNVGUyXXhAPR312TBCUeARJcQRfJ7IBd0G3I0MKwK0+pWoxkA8AVg/XFAUyOS27fi4OE4pmEb3gpd6qi/szE+DmEr4UqBpzEKmCZLTDJpj72Y/DROD21zpOyv6DofgHBxdSTL0v29pvXb5oo7ioU+Tjc5bUsOSvdM8yo06YUcD7TfOgJlA4ei/MB7+o37cv8tHbEKO0ZGR3nUHtdlKwJC3EQM2XEm4UWxO2TFpO++/N2smu793Z6xwN5v1RynG1z3+6J+70lk9TW4CaqWknFRdUsWVW/Ez8VGmGJyyL2ixtyosSxeGVqmYmPqeb3mm+nrkn8MXcHTBYREoK74XdC4pyDcPMwZN5E63oefmIIR/xRWKDUeRo7JUYsT6lxY6v9lTH3JCNpvU/x4bdyOKVYHgCOtn0TOxvg4nGA1u4KgKbCZkcikLxdlT8ou5EyPISOniAPO+Dcg+GdcLSWhOy6Q3bFLlRKIFeUYHB8KlkXVW/Hyaa88V/jhdU37Vp4r7vKSCXeGF/nCd74qVqOp17hFRlOj8OUPGOrO7gKE9SeZBL7zD/dYPpoFUiNDEjnyD6EnOWb8eMVGUFAyvTavuCcdDUuFCb6tVYgouXotAKy73bZkpBaEwyhDPziLPJKYIXcUCQkKFNY1AaWmqfRYFj10vE3x4wEAU8OvpY9BwdAUX/RecgROCf0/h6WIfoHU2BzKLKO6QyZo3kyWuALvKY4syHdBU3+HLEhqhpXcPT1I0CyJeMLrBiHTY5cqvbzaMQscH1jglBBBfqwAfZ2Olo1OU3kxQZ2gM7XgyD/qdOetswTR3TcdL50ebwGRIUBnu6sgJIkcNQAZENlbZVZSa82Rg5DJBab2XKP9dFYf2ZKjBiVvjI8DAK0FyQ9TXR8t3GrCJpNrQZ8zNUNRrb9DkBCn2jkm62u0ImXCk/a3wkDNdcDWR4DoGBFoLH/uqW2E2l9LPXYvW/CzItekjR6Eu4kzvYcgVhYr5K7vQ+PP3SsCFps3OC1IS8eK6srlUWDUBFvAzFggLENUXwcQP8I9iS4DxbLMcU9AsB/gthZ3UGF1jQiSpppFVL+no91euDrbgVgFprWl6t+k9onhYyTDEVTHBqJrj5UOIg4jgTIrgXgSeDH5aZyatLOnKIanM1nmKIh4T/xCXF32ZPoYlxz+Aa5J6JuyyuIlbCUdrjIak5urAu4UfDUTi44buK4PixubTK4FubBqrrPTx61UALEsTsL9xTZylXJq7QC4qyK3Pi++vySYyDq08W5xzv077GBiGiNLbbpA4RLx3OVr3E1I1a7cRClYeHRJF6Uu6DxgCw5TODKNk/GKTzHV3ZEFhKllAIAeLTZnCoJ1FE+TAraparTK7RVA5z4gOtZ9d0xpv/u2u11xPi0ttGhcepTeLqMGOG+MnwgADguOWlAQMMfw6J6XhQpZeUw1fij1nqxIcgVnte3FwUQ/9LO6EEJS36PL8/PUS8imRk4+g7bVGBrAHfQv17BSg53JUqkW6ZSPoz4nW23V+lpqY1Aik07qxQrH4LjgNHGmcFAqvZzWKX/p6lY7LRjrlzkFTO0ip1n75mFu4UM/cOpi5Mqm6EEdr1ssZMvWqjnORaijHfjhkc5rduuR4vlkwr1ghfvbNU0sS8RAyAytVCfkP+fBR7meSoubmH28MiuBD8uOwrTwNnwarbi23+Pp6s7Hdf4y3WiUxE1COnU45dpqTw5APCn6bIWlwOOupFAdg6X4m3DKVUbCpjUxHIAtbipDH+Ka8BO4J34hWhIj0uKmJTHCJWIGhA4jmbTMDUh7Utzkq0FpNun06ZpOWTbKpP1ilXYgPGVjVk0XDUJjFXYQcfyQcxv589vWIgKgde9FsyYlXHZ/qY0pKSaPrEf0/ZJbVGQjBIohRVsnZnS/v30MtuAwhccv8M0vo8g0rlZVJcL9gTPnp/zxt0G/oBdB+4CyCDB2infqepDUdhWv5pf5WrRV15sSu6Hrq0WuJrVJKRU6BGCM11HdUqp7qzUxPN0DTG51EU8CYUkrmCpMy/NWrU0yqhUoGJrPWq6F+nqKoDE66e3otaf+yp9B1VKkxvDEKpzxc9EK0ZYm3uk+rowug0u1aqjtWeQYnkzdV/koBktxgyZ3fVMjUDkt+wKJvcT1xkHGBjhNvMjxC3zzyihSBQ6lRj94jruwlxzweLjDsIgUgbgpFLRIqK6J9MLi8dpNrgm1OrMaXKq2u6BzK8d7yRqHji4RW0MiR/0LwBUATXilpsv7yzE5snvrYKIfjj+0ytjMFAASSQshK5lRQ9LsKeHPoZYMX6/6GQ4qrqqmO4OY5Ro8ckxOelrOUgtZCZVc3UOq5Vp3c9eLXE3ZwgLHB7bgFCG5WHBMbRWqa4B3n3fX6qhdBDT+uHfeHQP5ubM3xV3kNaZEcwdNbkGdxYkCSzUd5xOxSvzvvsGIHt7hqOQMCMtMElY6Df3/HL4Bb0UuTWdeyVlYps7nXUkLh5NlKZeUED8kouaGfw9YSdR3nY/vlP0WISuZ3qYjKVLswxqLjVeLiazaTwBcsFDGJGZ0rVB0+IkEUwo6VTrXCRXA2xKSa4q2Ok+gT4kbgAWOLyxwigy/OxuvL7XqnvEq2Of3w1cKAaNErDJViVbzesMRoGKKs/7P4FHelW3Tx/SJ19BlhKn76+am6xyvFpZLLQpxhBCGLV4+SA4TdXRStXDUAoFBUsnbEgOxDwMxxvoo/TGpTnV7vyb8BM4I/S8AUb+HxAltM6/sccSTIcwr+206hV0WMIcTIfQLBev6fsjqj/7JILWYGAfqZ9OrCKGpMKksUCjQWNdBXa7qLAsVtSK7CrmBnrkrtxTtXAuA9nJY4PjAAqeIyGcWlTwuZ1TEUv8vFfGST+gHOttu0zpMMUFq80YvdPMJIEDJfUTI8TrfDP8+7T4yuajkMZ0bjCxAciXl/01WwUISU8Ovaee0MT4Op1uvIRwS85LrByUSQCiVxkFCyNVsFICVbdXgYiaopSXfVNek+my1OgthygH9slDR/RbJn89wf6DidGfLGnJ1EeoxdBYcipFJxN2xMiSOaJxEEp2/l9WyyQUWOD6wwCkicq2Ds/kh8X+10vLdJwL7PhA/BvRjo1oEALPJP5cFhX64TSb0Ylms1N5f5VGgq8M5N/nOVMYYi5N6XhUj9NhVEVc5TrbXJlYJdLQ5jt028gzcf8xynP7uL3Dme//lubsaO2NyZQFI98+SA5/l/Y62/pm2IHnV2dGNydahfCVJFSWFKpzoJ4Ll+LP298RnTxYIqrghSKBQBpeuMGgkChwl1dwi8ULHJPFDwcpqOrq6nWrBVvv9yVDqu1eQcYnAAscHFjh9CPXHQYbSI03kIkSKRcSYoOuh1heRmzAaLWamQNAcA2JNd/QZWZeUtgBKi4rd/Y7CsMPbtXuSNUZ1ZR1ONSaldHLK7FIbhB5M9MN/xs9zBTgfToYQRwgvJT7lODZZl+Q6PIBZ3JS86MmVoN+5SNTuZi5bUoDUb0UFME/THkYWP35Zi2oQvRrYr9b5SX//FBHj1QRY547PxlXVy7KruA4OwxAzFpgXyGdXeO+bi0BR9/WrF5JtPRH9wUScjUp1jUijjUTFj7hcA6RutbB07dspxnU/lJFoap6SCJHrEGnjffrruzer8wtHzO6KthYxb91rcpEU56S4Car+nLISmcQNAMRCH6fTx4lEUgibflYCbYmB6Zo9b0S+lhYyB5P90JGyANFzdx6+KB37089KoCPZ3yWcqJLy9uQwx/MmEcPixgfP76t08eId9v8rTrdvdOQWJ6vmuGvT1K0WQoUEBwxviPx7Q5mDFPMz7xVxPlXU0GMSNSSOKA6ItsuFB88Rr0uFWlfcPd75PN3UhFK/TX61fB48p+dr/WQBCxym96IWyLPCwGKNq8STICuLxza1i0SKqW6hB5wLchC8fuisMFD7fXOW1aT/A4yeKMzoarn2tlaxX2e7+EFVCy92tmeewRM/pNx5pq6TOj+/rLDOdmDwyGDnpEXLdJddrnFVAunicXKAMtWz2Rgfl3YnyTE0m+LH4+XEv+Cl5LHpfRJJC/fEL8RYa5d96NS+LYkR6EyWOZ5Xs8JUEgnPYU/igT673UCs0nzdu4WUVS8UTgmh1HVpahTWPSIcAXa8Ip7f+ojzENTShPbTCfqyiOZmKul0eVFxPRIvspih4qb0mwDYbjQqbkjff1mUAWLcy+1HRQxVkUMutfZWfbFVal1BQkgWMeuXiayyhiXC5acrGLhqjlMoFRnsomJ6Jw1LgS2/Fouj3K+mdhGwaYVtpgbcdVoILyFEcQSqu0c+hqncO6V664qLfbBVzC2wCPNxDclxLuoxVTO3rtqzHORNRRGp67n8A1sWAboOGeZipaaZ7B73XTbp1B7p98nIEGw5PAYnJZxWmPbkQESlKsoU5JxdsT/NeQ1uKfn4qouL6Ej0Q3lea/L0YnSfB/VzKD+m/6txaupnJMjnjLaJVYomoBRTKHdRp+0qp4r/N2+w91PdrQ1L3OcN6ppSY4zkx5T9aCp8KJ/flM1Kf9W4IlNmWRZwDI4PLHD6CHLciKlPFeBMG/XyresEBz2nfqHLIsARI4HvePjyTZljVdPFXSSdyyv1XfXdq6jz0u0r/1hqgnXT227f6nxe04sqTUHqtaSEnPo+5FswZbJoKWyMj8MZoW1acaMGLgdu9OlBvoRUMPpY0cH0dyqH161+TtTvqemzZorRMQX9ZxJ7o/4WyOLDVGxVJ3LUc3tVgM6TuAE4BsdIfX09xo0bh9NOO62np8J0N1XTzWMkbuRtVHNqrFJvTaF96QtOP0ZdnSKzS0ci7u4FBYhjVNcA777gFDczFthmbRn5R2/eK24Xl5x5VrfaNm1TLAv9yMnWnbYW4KiJ7rk1Nbpff1rcKCss9RfKGJ+VOjJYeh9oW8vujO5FJuZxde6ufS33Nin3y7SwW9xQLI6acZWNuFFvNQupbdxLeh8SN4AkRHJ43ern5GCb9zhgx+TIvfiaGkUMHHVAJyh2L5NeUqrYqFstrN2r5rjd1oAUaJyKVWq8w96XengBTtcbvTYrnFdxUwhKRuDMnTsX27Ztw4svvtjTU2HyhSnwrWEpsOke8WNBX8xbR9h3GJGoWOgjqbiApkantccqcx6PfuxqF9n7R4bYP0Z0bPlHyeQPP2amiHfR+bObGoNXKU4mnXduJNBoXhVTndvPe0XMO96pj/cpj9kNDk3Q63dOxP5vTvV0TJlZKbo6xbEjUaRjKtS2DzpyTUl27SvNk845aoLx/GcMfB+yA0kWKSbbuOl51V2lPiYx5UVQe3yRRO90P0GC2csM25iENMUfkVvcS5BToDF9rylGpnOvMs/+tusLCC5y1BicVXPslPXqGmG5od9MOX5mxgKn1VYVQoDYRv4eJONF38SzzH8ThskSrxTFu8eLX/B5r7jHVs0BPtiSqpef+tGQj7HxbrEg0o+C3BOJFvCySOoHRzJBU9dtncgI9xd/1cKDslmX5kBFuXSv97l7bTeLbOql/0eG2K/LND5gaMpPb7nNw8mkGFN7cK1fZv/AqiImqDDRmccB7xYMObk2kvYPOM2vs91pBndkrGgoRL2V9PRSC4ylsepYYSA6BiHlusqiRFfzJpd08Kkhc7Vm3fm9MMX2AHA1KO1WCl0gMN5pdnuWR8WNgO67YoWBsaeLYFt1XG0e6qoarnxH9qT2d7iTku7YPbmGVXlM/1mXU71NMTiA/Z1av0wcW67MTL8xsku65jrxl36XaD5y3BBlMtJ4EcIxOEzh8KtkDLh9uPKXWg2YnbEAWD7B/AOkcy3oXE/qoqqi+p29AvN0QcZe5w4aXKzW2tDVzNDNx9RhPWgsi9c1cx039cOdz0rJdK59280xQHnDAqJjgfZ3oRVpVhjoP8gZsC7TDR3BE0mgM6lv8inH6KjC6XAihLgVQnkqI6xX0RM9ueTPsMkq6FUI0JTIYG9geF5zjnmv6CssRyucRU9133v195R+L3WBxnIHdV27HEf9oErn8dX55amdBAcZ+8ACp8jw6kWl9nfxugMB4PiR8Aoa9rQ4wHtB1vWwUect97NxiSGPRY9Ehtf5oxXAsKrU3On1KkJC/uGhHyu1j05WKD/CuoWG5qAWNwsq3Ezb0XXr7p5hmQYxmwJBdRSqoi/cPbAKRZ8qQJiJsNJtKxcZzAb67KstJtTfQS8RYrKIJ+LAFU+5A43l5AfZdeb1O03IIqdial4KBrLA8YEFThHi1WXXK+pfNw4EyzwKQu0idzqnfAy/Hlpq75kg5/YTOV4l22ludNdFc6cUVLqzLI8Chw8Gt4DoFnldFhYJIHVMFiVV04HmZ+AQZup5dNfdK2tLpiebpsp3wX7zyFP2l9zPqruhc/esyClwdleQ76wqVDOtvh2r8N8+VglMvFh8L8gNdNNup9BoanRaj+TfwSAiQ/c7rOuNJW9Pr7ubqiHne/3mGBwmO/yax72zDtjxqng89WpnZV0AWFoh7nbUgL661SI+p70VgAUsbnP3mWq4DQj30//QJJPiTurQfqBqGtC0AW6rREK4JgD3ohqJ2lkF6hdajsGhhc4KO+N/vNxEgL8FxyFuND/uu5udTS1JZGyX7tzUmAAvTAtx1XSg9Tnl+iTdY1ZYXDO683zvBTjaKchNOLs67fdbve6JgDVd0llWHoteJiKX8Ir9IOtSU6PbTRiJih5fqtVu0Ej/Du6A73ukihtZbOQifuTjmAQMHbtnLTgFEje6Wk8mVCscffcCfc6SwcRQW4uwCssxLjcPc1pyAKfAoZsEuRu6CS+LtMm1FMTlVKSxNwRbcJjsMPlgvfpDBblLV/czmfkzCkZMLYjyXbcaywI4/dCZFNYi5Dv8XMnEUpHNgq4SKJ5EERbq+ykfQ76m3W11MYkG06Lm50qKDHFnuQDivW7Z1P3xIgHwis+RKYR1pietThkhF7fMhXzGYtFvD4kbKywCftMtFdTfltR3kr5vOmuKXyyk6p5S9+3GflVswWGKA/oykMhpWOL01eqayFWc7nwsL3xqBgMtOrTwqMJHFjc6MSVbJmq/746bUAN1CblEupfIobRvuSJpU6OdIaHD6LbQWCS0gsBguWjSBD1mSqAf6KT5xzwUdj5PP6jye6zbN6i530uElEWAeJctNByCI3XNKCPr5V+59/VzJenEDSAKNvawuDFaX5RsLgDoSoYcrSrkMZVcigwGETcJFEGNkoxvRCygfIjzu2mF8y9u1i9zWnK2PuJhNUqKz/Dmh4TVW1ciIpGypKrfH/p9k8tomAQQZV+pFGHDTpke/4wxvRi174r8t3aR22SqWhkoSJX+Ly90/Qc5t6UxV40KS18npavTrk+hFtCiOjequKHXUzXd+47ekbYdd9as8FqsjQtp0DtI03ap52OVhhoeebxFj0vXVbbeJOLufkQNS5yLQb9y91zIJeeFl7ihwotV0/TjVWeKvyRE1PdH/pxkSk/FAklkYn1RxY0XIUuIHB0dSfd9cWeyLF2nJ4hhNeSxXbKYq/So73k+Be7Lv7J7P8k97uTP7Pat7v26Om1xI/eZA0QowdZHxPNqaYv1y4Qw2tNi36Sq/aqoaGnDEpGRpe7fsEQc/8Fzcn/9BYAFDpMbVCBKbR43Y4Edy0JxN0S4v8gWoqh/dZzqvegWvh/sEs+HI3BYNOi8tYvEsaumA9e3Oo9N46dfBSx8V39HMmMBcPka7zsSuiMiIUfFs9paxLzkYmJq8Ty/QmN+ncfTi7FmERha6Ww2mEYSQJ7n9llY6Nymhb085q7InD52OLWfZlVrazEXVwP04onYk8oqM1nOmjek5qS8Nvk6d7Q7j59p9/d8NRoM2pDVhNc11OAnREwWnDDcQilidWFaeBsOJ0KBRZexs3rRVlUu8LzaWsTnVXYXVU0Xv2eA+Jx5iepk0i1UZOuPbL0kcdLeKv5RSxi5aCog4sgsy66ETiJHDUUo0mabLHCY3KACUbQoUNDt+mW2SFDjbuKHRD0Hqvegjm/fKgTIUM2CvHyC2K/mu7Ar3krnBUSPqMvXuI9N/8/VnBoKO+OOANv6E++0qwlTxdDW5+x9+5V7Hzs6xns8vRgrP7ZlEbthoOmHuKPN+9h+K155zLwI0w/gy7/SCym/O10/N1GHJiAdEOfc8GNvkfTsCriuCVncIpJoi0Qll2MouGUnSCp4EPFBVkY/IWoiw6ytTKw/sjVHLhDYkhjh2I5S10srsrObsMJ29fT1y2wRMaxKPO/3OWtrtUMDGpaIOB5ZfLS1iLhBuQ6Z/BmnxAb5N5PmUx61xczimFPcxCqLtmUDBxkz2WNKmzbF4Hg9Lo8CZ1xtf/Fkt0SsUogdtYieV9M6QF+8ih7nEv2fSYVmue7E4KPsYlmuDCUJr3E1ZiRo7Y4C1mQpzDlS1jlTjIwpsFotEhh0Tqbz+AWQ+gVQe+2v27cnitz5QHE+uto7apPRXM/R51ED4dXfSNfnJSSyQon09kq8nleNnqBFSU1B2Xkq8gdws00j3Gyzm9FlUcnN42KVzgVIHifkL+71rc6mk7K4mfeK2JesB3Q3rzsv3b2oYkY+tl9fF1MPLHrdWx7WVzMFUr8rSXtbucEdIEzOVdP14oWsUXta9ONhdRG2xGIYxDoQZJHP1DWTzTlUHHO3pHmkrHNjJju3IcsYxXvJlEfF4iCXI0jENSunZiWVr6tsQSFxYrKq+MXheC3aOquU3By1SKCERVXcJJKiyah6i5zNLXPvETcFnmhbC7Dudvtx+jfU0n9ewv2cj3XiBpZ3NW7TZ1hOAEm3ZVDe3KrpRZ0qzhYcJjsyrYOjjm9aYdfB+cEu57HVOjgyy8cD7e8D/Y8Apl7jPm4iLvo07WlxljWXt2lqBCqnmV1VfmmVsgVJVxYdcFYdlltMqHfofoHJ6l2UqeJvWQQoKwc69we3APRk0TwdVjhVu6jRKQqtsHi/Bwy1r6lcKNAKA6EyfYo6jUfHBCzOpslUy1PRPu/Taiw3RWjNUTFZXrLNwso1xTyX7K9AeL0nhf6cyNbI2kXCNZuX8xmyM4MQjgA37PLfLiBcydgHFjhMXvAqjAW4e2nJNXHkasXzXrHH1B9AtS2ECVUEmUSRrtqpCbKa6SpF55tMhZS2UrUl0v1dz8PtBjJVls62XpC8qMlzy7U0vx/d0OtKTw4LXgbku91EpuIoiXzYY7rnWqVR2zkUA6YWEVnAdXAYpjuQ6/yQtUBXM6ep0VlpWe7NRAF5joaUmh9ET0FiSdWNW6V9leOUR4HGH0u7GZqPHj4obrk72u34oOoa0b3dVO8lV8pjorJ0UBfWuts1P95J2yWqEu+UxIDlrCztJ2qMFjQ1Qy8iAttJ7AL5ETdywUr1PSt4s1ET2S/Y8YSFcEi/v2rtMYmbbONxdOLGdCx6PrfYH/qMdKPIKY8BHXuLQ9zIVcpXzSnKQOOSicFhmLxDKfAU06GrmSNTu0jEgACSxSL1w5d2XaVSPsujtjiiLAUtSVssqf+n+89YpTifnMGlqwvT0S6KLXZ12lln4f7ih2nqNfa8dPjFhJjS32m+vuJGWmXUH+/qGjv2QCdWqmuk+jySKKE4sOoas9AxZl8lna+ZLCly7Fk+kA3orvib3mdcD4eSxpRhywLiSbeaUH0IliWsMfnAmIouiZvDiWyXwW4WN4D03ZfIsDxAVqjxbvR9OulSfRHBIoEFDsOYUIOE1cBj1fLSvEEvfIjaRcKUW13jdtnQY10wq9xeojxmP1893a6/I0M9k1ToRylWaVdKjR8Sd1+0aPsFHJowuVICu6aS+h9qKrw47TvmXanUfLpPVQqyfKnXI9zfeZ1NcQzq3Cl4XSeWdAKQaiJlWiOkmOKiskGz2FE6edhyi4GE4ihKJrun1YMpeDozikCEFjo+DHDfdFRNt8tgJJOiU3kRwgKHYXTIMTdUyE/OvpJjVyhjp6lRPG9yOdHzdavdC2JZxK5a6lUHhcZpkZXjUcqjokKzCh2PxA2lqsstJqi4Is0lJyTLUibofqhf/pV4jc/c7R6jgpHkKqyugWvBSbsFpX3ih+yijH5YYbe1RicedaLEghB+2dzd9p60okBUhj4yjqmiJ9eX7hdVKo+X2GUuPPRbR615ihwOMmYYFb8sKjluQw1CJkyBwbRYamu4VABDq5w9rggyAx8z056THPtTu8jOIJN/eML9hUCT50dzphgcOlfVdNFfiYoJyot2pjVuChEEqctS0QVue8XcmBq+egX0mpptxirENdKJG21GjeLO6I7sLBNer9cKp2qrdP/SkICFkHLe7mgIGvQcXllavkHLxRQYnC2mJIs8wXVwGKbQUIsJNcWc3E8H94jHaiVjEi/U2BGw73go8JjcJaqVpCxiVyIlF5JMUyPQ9q79eNUc57jaRJIg19qMBXYNHhJk5H5Lxp01hiimR70mmeSc5PxD7lGrhpp4ys8RdP1MyFW3Hc97CA1j8LWlFzexSoNwUQRDT4kbwPv1JuMorLgxf45UcZPQCA9Tj6xMUF1gQQWUVwq67yFCvTinh75TlHRBFLl9hC04DJMppkrGDUuB1k3A7mZRx0e17sQqUplQqTt5Sq+U6+fIVNcIQUJ3S3TXLVuD6lbb+8tWF6/qzaYUeIplkfeTIUuGrppy1TTxY6czW8cqgX07gqU8+6WUB02tl+fW03fN6hyCzinQdoYg16AWN3U7OauriDFZUuJJSxvnI9PdVZNLokpztEK0jGjeaLu2I4PEiztqonddsQzgNHGG6WlMX+TahXYhQdW6AziLBFJ20ao5bnEC2P1d5MDmeGfK0tPiHNeJGzWdXRYDqvtNnp9l2S6edF+m1N/Ovfq0alqEq2sMAqdCtE/wWzx1xy6PirTYcH+gYoqYG7nWahcJy9XBPSL4ur3Vua8qAE14iQGtyNCICt3cqfiirgO1+n7rhF3/QQFS0Q3X0yoDEEDgqK+7GMRNAGFnbARqJX0FRXeLDcoK647A6YJBTTkB+/2hzys1CC1CWOAwTD7xcm8BwOZfisWYqhpTvA01e+zqAAaPEuPyQg4ALz8EHGwDBmnGE3Hg+XvFMdR0dkCcR66CapzfQ+IvxbJQzAot4DoxRm0zTLEvQYMRh2pEArnM2lqEhYl6dMmuv9pF4hyqwKmabgtAU70bP4uRdqHViADdseNdQJciWmk7xzkNri6duNEt/rp4mnhnbtaYbCxf+ehFZoWBIUe730sg8OspFmuJLLR6tbhRUT8XscqibdfALiqG6QlInBAUDKyOq88HHc8WcrPJVihyB1HckFyl2WQd8WtBkSnygisHClfX2GZzHbFKIQpNlpCeLL2vJUBdFXL5JbrMc4+kagIVqnhjCZJPV1KQQoIl4boCxE3ClKuK0kVVSrqSYXoHFOBLwa5Uj4bcUX71d/zGcyEU1rvYKHBWFjeAsLqo0LipHpDunDJknZExLeRNje5sM/m8bS3ebh7aV1erRhY3xlo2AVYodU6uQ8jHSOqDpGsX2cdoaxFWvpnXm8/fdVD07jK6Dgz7FVGTz+4mX2IjoYgbU9HCkhA3gLA+ZlrrqZtggcMw3YlcCZeyl+hvwxK76J6p/s7Kc83jK88VjUp1gofGG5Z6z8/kYpv3ii3ISNRQLaBYZWrMsi03lLnl5Zun46luDVOmU5DxPS22IDOhm5PWtWL5jAOBso2aGoGG2/RjZRHF7WLZbkBC5wJoa9F3dyao1o8xZT6pX5S6o8hgJFqY1T1IXaNugOKDSOSUlHtKRzjCLqrugl1UTNEiixudC0jNjjLtB+izomRM4zrxkglqc05dHQw6H1mYqqaL5+UAZnn/1ucL31RSboyprYWTcg3RGMXm5BJXUh5NBZNTPIkFWCFnSwatoJDcVLQNzYusOJtW2K9HF7AMBBcr2TYhzUfMTS+jUG6lQrqrfOvz5IoVBmquYxcVw/RpyDpSMdXtAqpdBETHiMWmYqpzPxpPxEW6ZqzSadUh5ErGNC6Lm3z0jFHFjK7Il9rD6/I1bnFGC3VTo2hi6WXp8auI7OUCilWIsVEn2seR43fSlZ+TTqsYZboFuV4ma1JHuyRuUudISvWEOtrNfbAAcWdMnaPlfmgv/8rpdlNbVJiKD3rNNRvyIW7yOR+igL2ZCiVCCumuKrgnLBkXcXtFCFtwGKY3IbuF2lrcWU6m4F7VapTr+eXj+llwglqe/OZuguZAndtlFrfrz0Vzad5gH1t+LUHr7DhQA4TlxwGCh3VQoDMFQ9M10mZT9QcGH5VZcHeQYPBsLTzZ4FVh2UQx1DrqxSSQo6WjLCJ6xRWhBafoBM67776Lyy67DLt27UJZWRluuOEGfPnLXw68PwscpuRJiwxaNFN/TUXwaAHIRdw0LBVp6B3t9nlksUU/I8Oq9O63cAQYO1lYc2TWLxOp6RYUa4cEFRnLZpEtjwIjT7SDpwH3gigvqupry+Q8ZG1xLLZZChuZtAhJHStWKbo4ewkwv/R33dwyFQq5uqiyTd2X99+33bbIdbPQ0bl+en29m2yIRIGFhu9uhpS8i6qsrAzLly/Htm3b8Je//AXz5s3DgQMHenpaDFM81K1OuVtocUrahf90UBBzLpabrY/Yiw7F1NA82lrsQmDU9FI9F9VlUZmxADj5MrO4AezjBkV2aXW0A+8+57TSUPFCeW5yj7DFUel8AQ385CYiKwuhywhzYHlnLkWGSCIgtaTSY5PrrroGuL7V+7jVNcJ9J6PO3W8/X3GjXDsKaqYGpjpxQ245QH/trLDtpm1rccZSVU0rjMvLgO6T0efEDSDcpfnM5MwjRfd2HHXUUZg0aRIAYNSoURg+fDh2797ds5NimGKCitfJUOaSbL2Rf+ybGnP7EYqOcfajoXPRPKIVtvChc6nxP2psEZGIOxdjbUxNQKFRHhUZX3JMj7wQV023+2/JpLuRq2RifVEECODtbgmFxT5e1orRk9znqK4RcThqthXR1AjcXuGdvrunRVg/HFje7qpYpbh+E/9PwIwl5drR+xAdYy7Yl+iyz1VxuuaQcX0RQHKjuaxnfYN89OfKlo5kGTa8saPnJuBBxgKnsbERc+bMwejRo2FZFp588knXNvX19aiqqkJ5eTmmTJmCF154IavJvfTSS4jH4xg7dmxW+zNMySFnXMlQ4LEsKJJx512wLjA5KFc85axtI5+rdhHwnX8I95NpvG612UcfCtuLPLmIKLA6TdIe1wkRK2y7Nm4eZguWWKVYjKMVdkq9fNcfq7CvpWolKo+K/bwIRxSrgbTSeAW7xiqB6deZx2nfD7Y6n6eFnLLtjproHgfsAGaTlUW1fqhzN+3TsES8X2Mne2/rdxyqbp2+dikxQgKFUtzVzzltrwqxpkaN6OrBVb+Agc4qiYR3E9BC0w9xXPbOZ3Goy1DwpwfJWOAcOHAAEydORH19vXb8sccew/z583HTTTdh8+bNmDhxIs466yzs2rUrvc2kSZNw4oknuv598MEH6W12796Nr33ta/iv//ovz/l0dnZi7969jn8MU7IkpEDT6hoRREvm/khqQZYDiikrCBCLea6ZL5QhRVBmT9Bx02uiectuNhI5tHDRuOqKi0RFef8zrnb2z6pbLWJVxk4GYmOdLSPC/cWx21rFtdMtSB3twN73vece73RmRqWxlCrIynhbi3fmSVenEFid7U6LlizCtm91xhWp435VmB2CIIMVsnkDkEz4u7P8zlseldxiSdsaJc9LFjK0vYlcSg3ku1BdN1bAzrdbLJ40fxZ0hrewlcQ14Sdw15+35XcieSDjSzN79mz88Ic/xAUXXKAdv+uuu3DllVfiiiuuwLhx43Dfffdh4MCBeOCBB9LbbNmyBa+++qrr3+jRowEI0XL++efj+uuvx9SpBrN2iqVLlyIajab/sbWHKWlaN7lr5dStFo872+1aM7o09LbW3H/IqYoyoVZS9hvXUbtQWIBMKedjTnW+3lVznNsc2i/cFg1LnM1BqWhi8wag/T178Zfr4NAibVqQggStVtfAbS0wZFPJ4s/kFiMxQ324yKIl7xurdFq9btrtH3+ijlPskSOeKwBNjeJ6ZtuKI94pBRJb9ueZXm+80/05rV0kBKwvAYSa7jr1sXo+JpJJpLuxtyUGusbkdmAkhFoTwxG2EvjZhiw/DwUkr9rv0KFDeOmllzBr1iz7BKEQZs2ahWeffTbQMZLJJC6//HJ85jOfwWWXXea7/cKFC9He3p7+9+6772Y9f4YpehJxfWo2iZxkwtxMk2rpmGhYahYjK88FllY43U6yO2r5eFFF2TS+ao5/FWUTx8y043oou0m2aqgiZOb1ztRm1dJQc53trvJapIPEmYQjimtLWWDLo3CIh5rrnKJmu+KCAoBnV7jnLLfnAEQvKsB+navmOC1J6iKezjCS5kdzN10D9fXLc4pVeAQxG0RGdY09r/QlSdrWNrJE6uoPrbvd/mxRAUUtAYQap5QbkfMAfhE/B5vix6M9OQCHEyFH+wkSQq2J4XgiUYPlXRf1pEPQSF67iX/00UeIx+MYOXKk4/mRI0fi9ddfD3SMjRs34rHHHsOECRPS8T0PPfQQxo8fr90+EokgEimOEt0MU3CueMo8ZsqiIvxcRaGwvYjI265f5nTvyFlSVEdGzoJSs6galuRWR4WOJccXVU23W1ZQwK18PhWyEtB+vtlNEJYEv4absluExIaua7gs9qqm29vQOPXvouBgKjTY1mKLOhKucnq+nNKu1sqJRIHRqRid9PVP2kLlYJu3W0cdozpLSPp0iNcsdZaSpp9uAprKPLt5mG19k4Ou6TWRKIkMEYc39RcriwDhcvO4nILuSkfPQ0p/N6JLU8+WeNJKW24AYGN8HK7t9zhaE8MRtQ6Kt0kSNySEKkIfIR4XdpJ+RZeyVIRZVGeeeSYSiQS2bNmS/mcSNzL19fUYN24cTjvttG6YJcOUIGTlkYORKaiZFmXAmSVFi5Ya/6NagmKV5iyqoHOjgN/W52xxM2MBMPFicXw1INgK2xWiY5V6FxXF3pisFTpxo3Nx0PFrFwmhorMw0PVt3iDEguyGOelS8Vd1w9D1JNFI15ysHaq4Cfe3g8Fpkadxmntbizhf+RDnLXu4v3vesUq3GGwzpKB7uchkq4kFAMnUtU8t0zQubxerdFtbOvd6N0/t6vQe14mb9LyLWdy4pUw+44plcQMA08LbsDE+DhWhj+zzWUAiaTk+MocTIYQtEVz8p2/NyOOM8kNOhf4sy8Lvfvc7nH/++QCEi2rgwIF4/PHH088BQF1dHdra2vD73/8+1/n6woX+mJKgYalYAB2WkKXOgnVy0bz1y4B31onxiqnujKX1y1KtIgJUG1UrEWfS98pv/2yQr8WtI2xXzQ0f2q8LEPFJqqWILCebH9KnF0eGSNYEhfIocLjDbcmQKyBHosCAqFj01UKLsUrhymneIATi5WucgnFPszi3XPeFhBe13Zh0if261Ospv+e6cdmdJ4/TY5N1igr4yYX85LlV14jbeDVoW61aTcgF+NTifn4WMh3yvDyLAga0yGh7k+kOJwWgZIXXfHreenQ4EUK/kHcmVGeyDBGry7F9e2IgJh26H023fyHnORR1ob/+/fvjlFNOwdq1a9PPJRIJrF27FmeccUY+T8UwpQ25i2RLCD3XvEH8U60sFEirZufQeNAAY7WXVKZZUl77ZwO97lVz7GPGD9lBxKGwU9zIlgRKVx9W5TxmuH8qMFsjbuRUa1ncUFwRCRSykpx0mfh/U6MQYGRdmveKnTrfvME5dvka4DuvioJ8JMJoka1dJJ7/zqtCkNat1l/PGQvs+CRdd/mKqfqMuqbGVEaS/KKl2/JEKlan3yD9+7GnRfyTobgmWdzULrJrDsnp3VRPB9CLm/KoPkOrPCosbXJ8jmfFY13Kj2Spq64JLm6AHMWNYT6BxgKSY0OrfqEEWhIjPLchcbMxPi4thiLWobyIm0KQscDZv39/2nUEAE1NTdiyZQtaW8Xd0fz58/Hzn/8cq1atwmuvvYarrroKBw4cwBVXXJHXiTNMSaNzF8lU10jBu0tsl4XqIiJxk4kVRQ5ozSZLymv/bJixwOmqueFD52PAubDOvN7cfFOet87SoB4LsMXMjAXO9wWwA7eDiMJsBZ/peureW3l+JPrUccpYinemrEyaLKpQyE5Rl+cuV66m1y9fDxIu9L7QflRNO1Yh9jdVri5LVTJuf08ZsKTmpIaFvDyqD66WkQVrU2NwceNVFToX8ll5ORcBlrI2VoY+dHwSkgD2HOkuuHiC1Zz+f/lnvpf9eQtMxi6qdevWoba21vV8XV0dVq5cCQBYsWIF7rjjDuzYsQOTJk3CT3/6U0yZMiUvEzZRX1+P+vp6xONxvPnmm+yiYkoDnbsHEM/JNV/kXlO5uIjURVN+TOcF9I/V7XWPc7kGJleLXBdIDiKWU8GTSbEoqy4UcnFom1haQNWZ7v5ZNCfZ5RfErefn8pPnHOR6khtJd13JfXXMTP348gn+ad6y+0e1dEQrRIsN9XXI9XqaN3h/jlSXD7meTG4r+b0Lso0cl1RzXRbNU3uYoD25ZLJx+QHCslUxRZ8M4HXMXN3PCiXfbDNXOAaHKTnUuBP5OUIeM+3jh0mMqHE3pgXa1LE8V5HjF4OjLuTyNjXXORdbwL3QUeyMek3V12oiiCgMIhjlcZpXIa4nkUlDUVn4lUeFC02FRB+5FL3mveHH+kVTt5iaRKk9OaQtUFXThfvMStXXUW8MGn+cW0HAfOHK/lNjcLo5JkfXxV2Nl9I1R6XrGjS+z4d8r995TRNnGCbPqO6Ju8eLH+/4IacFJ35I1Kkpj4o7a51Lw+9HKGHoOE7Vk5NJ5107Ea0Qv8e7m9wp4rToVdcIIWJakHVB1UTLRrFoNW9wvy4qOkdxGer1amoEKqfZLhOdtSSZdLveKJBWlzYvY3ITyecyjVHTStP47mZzTSMg9+J0FVPNAkftFK4GCa9fZp5Xw1LveXuJDFnc0Oe7qRGOBd9l1Uja82re4LToyUHf1TXBxY2p03m+kGv6dLQjnU1WPT31eiVxUxYB4l2Z1+/J5DXI14X20/W7UyGRRq7JIoMFDsMUKybLAGD/MNLdLT3ubDfv4xeX4tUrqq3FfEcux8NQ/I98btkSoaNhqTNIWD7Hqjl2tg65mORFi2jdpLeONG9wixv12lDQtnyN6DgU66TOizCJwhkL9K9HfvzOOhGg7CVgTMIqH26BrY+4n7PCoiu3KcuK0tm9xJWXiJ6xQAgc+4RIF/vTFWwEUtdfY92QBT4VCDzc4Y5Fm7HAznrzc/vQazYJg2zcRl7Qsei8OsE5aFR2YssVxxQQv3PJ7xVtq21U2/OwwGGYYsTPDSGX8ad4imz9736oFgmv2BASBLSgmNwsMpTmrIoJcqHIi4quxk55VDwviyhV6FBWjmotkdO9p17tLlBIQbSmBd1rMdfF7hAUsOw1XkjkTvCyC4gWruoa0ehT/jzR+1M13bygBSlHMHaylGKe1Fsa6FxqNhV9xukzQZY4elweBWq+6/xMNt4htgli0ejqLLz1Rsf079qfRZVsv9uFqtgsx/0B4v+F/rxmScnE4HCQMVNS+NXB2f6Ks6BZrFIUtAuF7RolavxBrn5yv+BlGjcFPwc5Ni22tG91jXCl6Grc0OueeLFwY6mvWY4T2vxLYFi1u9pzw1Lg+XuFwPnOP9xzIhdXHuILigZTnA+gcZ0oyGLIy6Knq6pN15Osarr303Feckul/pLwIPcZVX8mgV8eFe/j0EpbXMrxWBWn51ZRu1CURYAxk93VoWUREYmKnms60SIHa2drYVJdkiZ04i8cAW7Ylfk5NXCQsQ8cZMz0GRZLqauLlR+1bIKMg+B3XL/gZy9Ut5MVFk0kg457zS1IAHWhgnm98Io9Wnmu+BskiyvTc7ZstNO1VTH47ApnI0+5HQQ9RyJaZ8EjwSRnedF4tELUJKJl593npc+LBVROFQHjDbfB4Zai99QUGK0uvLJgk+OtIlHvSsc6VxmQP9eUSUioFhHd/2keZ1ytzwjze21eRCuAAzsztxKVRYBp38nbDUBRF/pjGKabUDtqy4/zXYcm6HFpXG4LkMn5Zyxw1gVJxr33lcdNc2tYagsFta4Q1RCiFhO6FhXVNYXtNK0r6Ejnp9gg9b2mubVuQlYNTGsXCtGkK6YnC63yqLtjPSAqMFMBw4YlzgKGdauddXjkWk21i0SQOllxKFg+TVLq+k6WGzg/R1S8UA1qpdggqllEBR5rF4lMOmJAzPvaDDla/3xHu7BU5Fq3xvRZSqYqCMcq7dgjQHzGqQYP1QgypbvnUucviLjRvfauzuw/h90ACxyG6W3IJfgXS4HGq+Y4rQ5qZdtc8DuuLAjItUR/g56fOmLTD6m8r2xpUSsVywuoOrdQWCymspWmYYlo7kiWgGFVzhggWrDpugatAK3i1Z19/TIx7tX/i4Kc6b2Vx3KdG+AUKfK5Kb5LTQUnkRMdKx6bChjSayJXo9xLS0a2CBGUCVVdAyDp/hy1bBQiRq3aS9dkT7PI7CEa77CvpSm2hnqWAfp2HkS8U2PdyVdHKMoQa7NfC0Hiqqzcfk4nTnOxMPlabiz3a5eLbD53b/bnLiDsomKY3oQsbuQ4B9l0n29Xi597R82i8nJbmM6vvi51X8KURaVeDxqnxVC+Nutut3+sqWAdoI8foh5S2eB33YIWA1Qbaga5nkEg9xi99kxjtvxisshlKBfcc/WrSsXX6GJyTJ8jorpGNF6VrUBy4cZ9293xN6rLR+3ATsQqhTVJrv0TVECobii/fakGjbofvV7V9aQtStnDRKLAQg9xGBB2URngbuJMn4BqyqhBnHWrRV2VaIU+7dgrEyjIOU2p0HTc2kWpJp+L3Hfy9Lzp/BR8Kr8u2QpAJnrdOCDG1U7l8rjc0qFhibLAWc6AW7WrdS7pr37WmaDtHOpWOxezfIgbwHaPAc5zA+J5L+tQEIue3KaB3Ezh/uK9qpoOR22bpkY7OytaIf6v+xzJlos9LU6XKGBnUrW1uOshlUdtMUNUTdOLm5MudVoTdQJF57KxLPtzLu/r1ScqnsoKU78f9LlV42qKTdyURYDTr+rpWWhhCw7DMD2LV6CtX8uBIMG2aWuPUh1WtTwB7oXDT0j4zV2u7KuzdASxoshChOYoB1fngl+rCK99/Cx6NK5aoHQVpYO+pgfPEddjDxWiUzKs/BZ+tX6UCokb+fXR/OVqv6ooKo8CXR22q0duG0KYurMDQtR5ucciURE/ZEpf11Uizgdq5/ajJrqvWxFnUZWMBYdhMsIvPuLBc/TjDUtFWioFrqr73T1eP0bjuQbjPXiOO+iUWDUHuPtE/7iPYqN2oXdBuyue8h73y+CYsUDfUJICUuUfbHlxDBI/5BUkTFYQL+sM7a+zhjQsEcX45JgMWsBNn4FMaFjqTk0mXv6V/rNCgtNk0dO5KUlEyrE02b6mK54S75ssbgC7uJ+fVaOrww6GJmsVUTVdWEFV8UaB0/FOe84OoWEJ0STbCpo3umNpSCiogc+At7gBhBWHOrHrCNo01ETEICaCdG4vi+ifLwJY4DB9kyALk268dZMdCCmP0X7tre4x9bi5zlsOOiXSd8kh/9fV15CL2gG264DurqumOxeOcH9b+PhlUQVxQwXNatOJDVrUSDTctNsdeJwtVFvI1DFcrXRMr8tkTQOcbkr5OpBIkEVAtq+J3LSyYLXC4hzRCmHt0EHF8l7+lbs1BwDseEVkM3m5Y7UOj1QMkZzuLrsTVTcnBb1TEckgkJvWWIAwR0fMoQPBttNZvQYMze3cBYQFDtM38VuY5HRXeVyN51AzfOhHK0jcRTZQJou8GMgBuvNeKez5extqMDLFhMjvITVmpHHZTRMkU0n+LMkp0+oir4tVofglek9vHua886d4EtWiILciyBZKuW5qdAowElXUc0q+jn6fIbLGNSx1xwrNWCCKJpKYlONsMnlNcuVrwGkBOvkycy0YqoDc1mJ/JsolMdTRLgKLM22PIbs6XZZCy44vkt9nyiqjjC8/K4hfgHNQK0p5VP84l3ge+XNSZHAMDtO3CVqdVx1XF04geFZMPlALnpmyiAp1/t7Cg+cAO18VC4T63lED0Y42oHOvXpQ0bxAi5Iqn/M+l63QeNIsKEOJGjf+Ri+Wp5FLsT50L4BZ3QPafoSBxOqZqx16vyS/Oxy9jydQWwuu7pJ6btpFjbORjmIKWyRJIljP5ekcrgH3v662FgTK4lPgy7SaWwQIlkW27l1gFMO8f/tv5wDE4BjiLiskKr/gIr3F6nlD39TturuiyqILMu68RCttBpfJ7V12TCkq1hLiRkS0yTY3CJeOHzg0VJPtM3l9NX6b4olzij/zmTCJE/qzQawey/wwFsZCqUMyP7jVR/Bi5p1TrEFmAKItKR6wSOLjH/Twdi2rl6ESGekND1ic5U4+gYGcAgGVbjEJh8doo/ke+3u2tZleon2ADkBY3pmytIOIGyFzcxCqdtZGKjJIROHPnzsW2bdvw4osv9vRUmN5E0Oq86rjqw1f3DRp3kS1elYy74/y9BdkNo3M1Rsfo3YqE7EYxYXJDmSwvgFOcyFYJIL+BxF6QAAOcnxXAds/l8hkyue4Scf2xKO5NDdKX48dqF7rLERCyyAGcFbUBITQ692pS/y1xrERcWFp01rqmRmFlUT8rJJYBZ+wP1f3RWVXU7yZgDh4mIlH9NtSIEzCLGOPz4dy7gLe1iO9IEAtnD8DdxJm+iy4YlO7SVFeF/Fju+iub8uU7PK/j5opaFI8er5rjLIJXqPP3JlQRQZ2lTe6WINvI6Fwx6RTw1GfFyxVDTUJNLpfl4/Ni+tdSu9D8Wamu0feakl9fEGYssK8nWYH8jkVB+rrvoF9a/u5m8X+6niQiyG1EnefTLqWUa2f5BDs9XJ3X+mViTtQeQn5/6bVV1wC7m8yp3LFKkX1G+3m5unV0tjtji2Rx5NcBfeb3gZcfEn3H1M7xavp7NjQ1Fu3vCgscpm8SZGHSBUmq4kb+Yssix3Rc+XE26CoZyyKHOisX6vy9Fd1Cm802Kl5uKPqs0GJNyJ89Qv2sVU0Xz7W1uvfPF6bvAM1bthjIn6GmRmEVqJjqdiepMTQ6S6Lu86heE5PQlGsC6a5p1XS79YYqItQaODRO3xkSdKZ5NTU6x2h+1I5CrjRNFZblKsr7dghBq15v6s0F6Ov4xCqBg222wNGKIw/3kxonVLvInjuQe7eJPabMrp6HBQ7TN/FamABzrY+KqeILHVMqBtP/Nz8EDK00HzfXxo1elYxXzRF3kV6vq5CNI4sZr4U2k21UvGJg1JYSOovEjAXCJSOniKuLfaHeM9N3gKpCJ5POudN2L/9Kby1Q5x3EkmgSMiahGVQcmQS+nHJPz897xb5BkJt16uZFKd7NG5xtKAAgVAbE4/YNkFxFGRC9pGq+677eZC1T24oQlNXW2W5+XQcNcTpygDK9biAlblLWq2yCimXy0WW9QHAWFcMwpY1podVlvXltk+v5vbKRijXrzcuFpbOS+F0/9Xk18wywBZ/uWqxfJm4+KFVc3Ybid3T9w2jfIFWxdfOS5w/orS2yoJDdSOGIEDeA28JFlqe2Vls46iotxyqFGNPNe9M9wKF9zlgbeS5qHzNyaXm5tryQ9yviSsZswWEYpnTxc0USftvkIjYK5R7rDrwsLV5xTX4WUgo01gUxkzWLqv2q7xMt0nJ/K5oPuZlMr8XrusoiKoglj8SNbDnqaLdTrUnckNCQ3ddEukWI5RQ3ZP2T3VcH28zzXn+7EDehMHDjbtsiRa0WqAcXxR1R5ee61e7yBEGQRdHgkZnt242UjMCpr69HfX094vE+aoJnGMZNkIUWKKxbr1Duse7CJL68RJmX687L4gO4XU1yXIwahE0ihx7nYvlqWGrXqNElFiTiolK4qY9VtEJ4fdqUtgtnXO2M3SNkQZaI2/211LgtEjgDYvog6+UTUnNLNfqkZIPbK4SwCoWBwUdLoiRpV34GgP5HuEslBMVkVSoS2EXFMAxTKHraPZYP/IpdZupWM70+ck2Zjl81XbieVDeZ7H7RZawFRRfALz+vunPUhpmyMNMRpHiiqfCi2hjWFECtawI68kRx7db/CI5gZDXIGsi80B+9J3mCC/0xDMN0J6bGrH6NV5dP0Lu+5DoqJheaqS5Pd2Oq8bNqjv75IPM1WdUuX2NbMwAxLhfEk8UNFQuk1huUyZTL9fKrmRSrsLetrhGvW64jQwHIAIypSepr0lkNHYHAsF8rZXJRw1J6D6j2D7Vqkbm+VcQcPX8vhLix7Pk3LAkubsKGVhDUpqEYm/iihFxUDMMwBcGUmkyNV+lHXrXIAM4KykR3usdywS+NXK0ODQSLWfJzX8nnV91276yzz6uOU62ZbK1efjWTSMiSCKJAZHrcvFGMk9tGbafy7ArxN1tXpHyN5dR02bKzfIJzH1nAkHVHDTQG3O0g1ABqU52ctlZ3yYMigi04DMMwXugsKvKdPeC2yAD2nbfxmAtR0FYMueKVRl5dY6eTE3Sd8iHKvKpDU1FLeZxab/g1Rg2CycpSOc1pOaLxutWpvmZxW9yon4+yiB1o7GX1Ul1UgG2tkedG4oOsVzQHyoxarLir5Ea8JIxo26rpenFTXaMXLmr140i0OFypGtiCwzAM40eQbCI59qJY4mdywSSuglpgssUv842ygWRLjmzFyDVAW2c5kpuequOr5tjp2Sdd6q7L09QIDBrlTsc2ZfMB7s8Wibqq6e76O8m4bakhUUPWJdUyIweGW2Fg4sXi/aT91XRyGWoaShakXDqQdxNswWEYhgmC6c6enieKKc27t9Gw1Dsbqmo6kEzYIkfucUW9qKglQjaYLEetm/SxRyQEhlXZ28oF9WjbiRfbGWGyhUu2eukqpMsxOVRJubrGKS7IekXWI/kzen2qPQOdUxZnyVSrkOXjneKGrFJyEHd5VKp7I1mQwhGgvHiTediCwzAMEwRTKjc9TxRbmndvIhS2e3PJyMKDAmR1dXBkcZEpuVqO5CrI7z4fPLMsfQ5DoG4i7nQ3yUJIjociK4/6GSU3qVdqPmCLGzntHhANaSl2R80Qi3cCJ3/N/9r2ECxwGIZh/DAtDn6NV1nkZIYuWFknPOi657MOTpD2LUMly5HqpqQqyTorn9qjS4fc/FQ+bygsubdS7RXIYkjBwgnJrWQSMEEKXtZc5/xMU6yVHGgP9BoXFQschmEYL/yyiQD3wsgiJ3u84p0At+VEziTK5Vr7xRbRseU2DiaxoFZnDppp5JuNlrSPLdcCIuFlEjBV0+1u6AQVNnQ8p1homhpFAcKhlc7nKaDac649T8kIHK5kzDBMQfDKJvJqvNrU2Hebm+aKqUqyqZeVXAenkAtt0IrTapuJTCxLOoEnB/3KnykSNXL6vHosqsJ8zEynGKGMNK9+VDRG42nLjeVMPy/SzzlXMmYYhmGKC1OVZLlVgbqNnLqutjOQj+vnKvKbk67iNOD+v1yJuGq62cJkmpMs3pIpkb3udrdryNRF3W/OMxbYrj012woQ862aLur3eNXIybWCtAQ322QYhmFKF88+VQu9tyE3jM5togqSXOYkH5vOK4/J1qea6+wMqKBz0hUxbN7gFBZWGJh5vTg21ejxi13SWYd04gYQxyULD2BvI8+hPOquh1REsMBhGIZhioN8dH9XG3SaFvtMCNK0VXajyeIEcLaZ8JuTSbzJdW7IivLyr+wMJ7/YJXnOci0cVdyoPbbUAGeZjnaRal6ksMBhGIZhioN8dX8nS4/fYh+UTNpLmKxPQQSInxAjMVO32lncTxZ6pg7v8jlkAaZacOR4mlglcHBPqtu4Im68YneKBI7BYRiGYUoTOePphg8Le66gFhmvOckxRvJzrZucAcGy66qtxdyB3W8ucr0bOcaH3F9yppYOitPJNq5JgWNwGIbpfnQ/vPR86yZ9cKccPJlLcCfDZAJ9VgF3xhNQuM9hEOuTXxaWbl61C8VrqpruFkjU94qO7WU90o3LoolifMj9RQUXTeIGsON0uNkmwzC9Fir0JTcGBOw7y9ZNzm3oxzQUdv6fYQoNfQ51LRcK+Tn0a5xK8/Jqttmw1P0do2MDoqO5TiDJx1bbPNA5VAFGj+e94iwSeNNu+3EyKcogqFhhO/hYLZNQRLAFh2EYf0wVZk2l6gHv9FWG6UuoWV6APni6ZaOwnMjj8v6A3kITxHqkWofkjDS1SGDdavv4JHBka04ybscDcRYVwzC9Hq8gSdn3T+QjuJNhMoUWe8D9WaXxnp4T4KyO3NQohI3ca4u20YkbGqPjeX3H/L57XuJI7XVVu8i+nkQRu51Z4DAMExxTlob6POCdycEwhUJecP0yinpiToA7s4rEjdrug+ZvKhSoZpdlOzdyjZmqdctxNrKLrDuqR+cAx+AwDBMcXZCk7nndNgzTnZg+qz2NHBtz6wi9BWbGAmfTzsvXeFtocrWimGLsqNGn3HdKjiECgM0P5XbuAsICh2GYYMhZGHKQ5Ko59vPUgwcQ/9cFUjJMoTF9Vleea/4srl8mLBndgSpgVPHS3eJMDUimOVCaeFuL2RXW3lq03++ScVFxs02GKSB+HbWra8Rzut48alVZhikkftWQvYJ4uyvd2StdPEixwEwxlXmg872zTjTjpO+qGre0u1kIGXkf+XoVabPNkhE4c+fOxdy5c9OFghiGySNeHbXpr24bOXujSH8EmRLDL6NI7QuVaxuHTPESMIB/q4ps5kguKHV/2UpD55UtS/J86P+9KHmAKxkzDMMwfQu/ir+FPq+pwnA2XcezPbeX0JL7UclzLXBlaK5kzDAMwzC5EKRnUyHIpGmnSq5zDNqM04RfFeYihIOMGYZhmO7BVKkX6N4g357KsPKrdpytdSbodTUFN8vWHHlcl0hgqsJchLDAYRiGYboHUzpyd7bzMGVYFfli7UnQ62oSdnIhQnkccBb5M7WBKFLYRcUwDMN0D6aWH90V5OuXYSU/7k0Eua5eMTfUEFc3Ti1YClFksMCwwGEYhmEywy/t2CsYNtdYkFwIEgNTjGRyvb1aqXilzuusNDROZSBUilwMsouKYRiGyYxcXU1+he4KRaFiYApN0Ottuq5ewq52kXk8ERfiRif8ujNmKkvYgsMwDMNkRq6upl6YkdOjBL3epuvqJdzkpp8qobCw7Mhd0Ok83VkYMUtY4DAMwzCZk62rqRCVevsCfte7ENe1p2OmcoQFDsMwDJMdmdaTKdUg3+7CdL1zva5eMT6AsOD0sirGAMfgMAzDMNmSaT2ZILEgjBm/NO9sr6tfjE91Tc/ETOUIW3AYhmGYzMnGJeIXC8KY8UvzNhHkuvq5ooBeGTPFAodhGIbJjN7sasolxb2n6I7rbYrxoed6YcwUCxyGYRgmM3prPRkgWGdtlYalQOsmoGKqW/x0hyjqruutxvgAvVfIggUOwzAMkym92dXk5Y6htgSqC6Z1k3hepbvSpbvreqsxPmrxP/WcxSxkwQKHYRiG6Wt4pVyrLpj1y8RCr4qfXpQuHQhTjE8vrWIMAFYymUz29CRk2traMGvWLHR1daGrqwvf/va3ceWVVwbef+/evYhGo2hvb8eQIUMKOFOGYRimV3PrCNticcOH9vO0uJMlQ1301ed7Oyax1s0iLt/rd9GliQ8ePBiNjY3YsmULnn/+edx222345z//2dPTYhiGYUoJrxR3U8uDnmoxUWhKNH2/6AROOBzGwIEDAQCdnZ1IJpMoMiMTwzAM05uRLRM3fCj+ynVgTOIn07o/vYXe2qPLh4wFTmNjI+bMmYPRo0fDsiw8+eSTrm3q6+tRVVWF8vJyTJkyBS+88EJG52hra8PEiRMxZswYXHfddRg+fHim02QYhmEYN6aUaxI5q+boxY/p+VIROSVIxkHGBw4cwMSJE/H1r38dF154oWv8sccew/z583HfffdhypQpWL58Oc466yy88cYbOPLIIwEAkyZNQldXl2vfv/zlLxg9ejRisRi2bt2KnTt34sILL8RFF12EkSNHaufT2dmJzs7O9OO9e/dm+pIYhmGYvoKXO6Z5gztzSH6+uqZXpkv3VXIKMrYsC7/73e9w/vnnp5+bMmUKTjvtNKxYsQIAkEgkMHbsWFxzzTW4/vrrMz7HN7/5TXzmM5/BRRddpB1fvHgxbr75ZtfzHGTMMAzDZISpCGBP18HpI+Q7yDivAufQoUMYOHAgHn/8cYfoqaurQ1tbG37/+9/7HnPnzp0YOHAgBg8ejPb2dkybNg2PPPIIxo8fr91eZ8EZO3YsCxyGYRiG6UXkW+DktQ7ORx99hHg87nInjRw5Eq+//nqgY7S0tOAb3/hGOrj4mmuuMYobAIhEIohEIjnNm2EYhmEYDb2xtUWKoiv0N3nyZGzZsiXj/err61FfX494vHemszEMwzBM0eHX2qLQVZxzIK8CZ/jw4QiHw9i5c6fj+Z07d2LUqFH5PJWLuXPnYu7cuWkTF8MwDMMwOeLXabyIg6vzWgenf//+OOWUU7B27dr0c4lEAmvXrsUZZ5yRz1MxDMMwDNMdyGn0t47oFeIGyMKCs3//frz11lvpx01NTdiyZQuGDRuGiooKzJ8/H3V1dTj11FMxefJkLF++HAcOHMAVV1yR14kzDMMwDNMNUByOropzEcfhZCxw/v73v6O2tjb9eP78+QBEptTKlSvxr//6r/jwww9x4403YseOHZg0aRKefvppYx2bfMExOAzDMAxTAOQ4HLWKcxHH4RRds81c4WabDMMwDJNH5A7rJGbkx3lyVRV1mjjDMAzDMCWEmi1F3dR7ASxwGIZhGIbRo7a2aLzDjsOpua6oO42zwGEYhmEYRo8cPKx2U1fHi4y8pon3JPX19Rg3bhxOO+20np4KwzAMw5QWsquql3RT5yBjhmEYhmHMmAr75bngHwcZMwzDMAzTfahxOAQ9LtI4HLbgMAzDMAzT4+R7/S6ZGByGYRiGYRiiZAQOBxkzDMMwDEOwi4phGIZhmB6HXVQMwzAMwzA+sMBhGIZhGKbkYIHDMAzDMEzJwQKHYRiGYZiSo2QEDmdRMQzDMAxDcBYVwzAMwzA9DmdRMQzDMAzD+FByvajIILV3794engnDMAzDMEGhdTtfjqWSEzj79u0DAIwdO7aHZ8IwDMMwTKbs27cP0Wg05+OUXAxOIpHABx98gMGDB8OyLJx22ml48cUX83qOvXv3YuzYsXj33Xc5zocJTCE+i32RvnQde+NrLcY59/ScuvP8hT5Xvo8vr6eDBw/Gvn37MHr0aIRCuUfQlJwFJxQKYcyYMenH4XC4YCJkyJAhLHCYwBTys9iX6EvXsTe+1mKcc0/PqTvPX+hzFer4tJ7mw3JDlHyQ8dy5c3t6CgwDgD+L+aIvXcfe+FqLcc49PafuPH+hz9XT1zITSs5F1R1wKjrDMAzD5E4h19OSt+AUgkgkgptuugmRSKSnp8IwDMMwvZZCrqdswWEYhmEYpuRgCw7DMAzDMCUHCxyGYRiGYUoOFjgMwzAMw5QcLHAYhmEYhik5WOAwDMMwDFNysMApMBdccAGGDh2Kiy66qKenwjAMwzC9ijVr1uC4447Dsccei/vvvz+jfTlNvMCsW7cO+/btw6pVq/D444/39HQYhmEYplfQ1dWFcePGoaGhAdFoFKeccgo2bdqET3ziE4H2ZwtOgZk5cyYGDx7c09NgGIZhmF7FCy+8gBNOOAFHH300Bg0ahNmzZ+Mvf/lL4P37tMBpbGzEnDlzMHr0aFiWhSeffNK1TX19PaqqqlBeXo4pU6bghRde6P6JMgzDMEwvI9c19oMPPsDRRx+dfnz00Ufj/fffD3z+Pi1wDhw4gIkTJ6K+vl47/thjj2H+/Pm46aabsHnzZkycOBFnnXUWdu3ald5m0qRJOPHEE13/Pvjgg+56GQzDMAxTdORjjc2FsrwcpZcye/ZszJ492zh+11134corr8QVV1wBALjvvvvwxz/+EQ888ACuv/56AMCWLVu6Y6oMwzAM06vIdY0dPXq0w2Lz/vvvY/LkyYHP36ctOF4cOnQIL730EmbNmpV+LhQKYdasWXj22Wd7cGYMwzAM07sJssZOnjwZr776Kt5//33s378ff/rTn3DWWWcFPkeftuB48dFHHyEej2PkyJGO50eOHInXX3898HFmzZqFrVu34sCBAxgzZgz++7//G2eccUa+p8swDMMwvYYga2xZWRnuvPNO1NbWIpFIYMGCBYEzqAAWOAXnb3/7W09PgWEYhmF6JV/84hfxxS9+Mat92UVlYPjw4QiHw9i5c6fj+Z07d2LUqFE9NCuGYRiG6f10xxrLAsdA//79ccopp2Dt2rXp5xKJBNauXcsuJoZhGIbJge5YY/u0i2r//v1466230o+bmpqwZcsWDBs2DBUVFZg/fz7q6upw6qmnYvLkyVi+fDkOHDiQjvhmGIZhGEZPj6+xyT5MQ0NDEoDrX11dXXqbe+65J1lRUZHs379/cvLkycnnnnuu5ybMMAzDML2Enl5juRcVwzAMwzAlB8fgMAzDMAxTcrDAYRiGYRim5GCBwzAMwzBMycECh2EYhmGYkoMFDsMwDMMwJQcLHIZhGIZhSg4WOAzDMAzDlBwscBiGYRiGKTlY4DAMwzAMU3KwwGEYhmEYpuRggcMwDMMwTMnBAodhGIZhmJLj/wONpkmuypOLSgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Compare the mesh computation with the direct summation\n",
|
|
"r = np.linalg.norm(particles[:,:3], axis=1)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.title('Radial force dependence')\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.xlabel('$r$')\n",
|
|
"plt.ylabel('$|F(r)|$')\n",
|
|
"\n",
|
|
"# many of the particles have the same distance from the origin, so we skip some of them\n",
|
|
"SKIP_N = 20\n",
|
|
"\n",
|
|
"for f, e in zip(n_squared_forces, epsilon_range):\n",
|
|
" # remove the black hole:\n",
|
|
" plt.plot(r[1::SKIP_N], np.linalg.norm(f, axis=1)[1::SKIP_N], '.', label=f\"$N^2$ - {e:.1g} * $\\\\epsilon$\", alpha=0.3)\n",
|
|
"for f, s in zip(mesh_forces, mesh_size_range):\n",
|
|
" # remove the black hole:\n",
|
|
" plt.plot(r[1::SKIP_N], np.linalg.norm(f, axis=1)[1::SKIP_N], 'o', label=f\"Mesh - N={s}\", alpha=0.3)\n",
|
|
"\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"# TODO: compare computation time\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"ith = 1\n",
|
|
"f = n_squared_forces[ith]\n",
|
|
"f_val = np.linalg.norm(f, axis=1)\n",
|
|
"plt.plot(r, f_val, 'o', label=f'N^2 + {epsilon_range[ith]=:.2g} * epsilon')\n",
|
|
"f = mesh_forces[1]\n",
|
|
"f_val = np.linalg.norm(f, axis=1)\n",
|
|
"plt.plot(r, f_val, 'x', label=f'Mesh n={mesh_size_range[1]}')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Discussion\n",
|
|
"- Using the baseline of $N^2 + 1 \\varepsilon$ softening we can see that already a 20 x 20 x 20 grid provides good accuracy but the mapping breaks down at small distances (dip)\n",
|
|
"- Larger grids are more stable, especially at small distances => 50 x 50 x 50 already seems to be a good choice\n",
|
|
"- very large grids show overdiscretization => noisy data even for the non-noisy particle distributions\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Time integration"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import scipy.integrate as spi"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:01:40 - task2 (mesh) - Considering 4957 particles\n",
|
|
"22:01:40 - task2 (mesh) - Total mass: 5.999999999999998\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# load the particles in the format [x, y, z, vx, vy, vz, mass]\n",
|
|
"p0 = points[:, [2, 3, 4, 5, 6, 7, 1]]\n",
|
|
"\n",
|
|
"logger.info(f\"Considering {p0.shape[0]} particles\")\n",
|
|
"logger.info(f\"Total mass: {np.sum(p0[:,6])}\")\n",
|
|
"\n",
|
|
"if logger.isEnabledFor(logging.DEBUG):\n",
|
|
" # assert that the ODE reshaping is consistent\n",
|
|
" p0_ref = p0.copy()\n",
|
|
" y0, _ = utils.ode_setup(p0, None)\n",
|
|
" logger.debug(y0[0:7])\n",
|
|
" p0_reconstructed = utils.to_particles(y0)\n",
|
|
" logger.debug(f\"{p0_ref[0]} -> {p0_reconstructed[0]}\")\n",
|
|
" logger.debug(f\"{p0_ref[1]} -> {p0_reconstructed[1]}\")\n",
|
|
"\n",
|
|
" assert np.allclose(p0_ref, p0_reconstructed)\n",
|
|
" logger.debug(\"Consistency check passed\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def integrate(method: str, force_function: callable, p0: np.ndarray, t_range: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"\n",
|
|
" Integrate the gravitational movement of the particles, using the specified method\n",
|
|
" - method: the integration method to use (\"scipy\" or \"rk4\")\n",
|
|
" - force_function: the function that computes the forces acting on the particles\n",
|
|
" - p0: the initial conditions of the particles (n, 7) array, unflattened\n",
|
|
" - t_range: the time range to integrate over\n",
|
|
" Returns: the integrated positions and velocities of the particles in a 'flattened' array (time_steps, nx7)\n",
|
|
" \"\"\"\n",
|
|
" y0, y_prime = utils.ode_setup(p0, force_function)\n",
|
|
" \n",
|
|
" if method == \"scipy\":\n",
|
|
" sol = spi.odeint(y_prime, y0, t_range, rtol=1e-2)\n",
|
|
" elif method == \"rk4\":\n",
|
|
" sol = np.zeros((t_range.shape[0], y0.shape[0]))\n",
|
|
" sol[0] = y0\n",
|
|
" dt = t_range[1] - t_range[0]\n",
|
|
" for i in range(1, t_range.shape[0]):\n",
|
|
" t = t_range[i]\n",
|
|
" sol[i,...] = utils.runge_kutta_4(sol[i-1], t, y_prime, dt)\n",
|
|
"\n",
|
|
"\n",
|
|
" logger.info(f\"Integration done, shape: {sol.shape}\")\n",
|
|
" return sol\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:01:40 - utils.particles - Found mean interparticle distance: 0.030700308489681912\n",
|
|
"22:01:40 - task2 (mesh) - Mean velocity: 0.0012104095218882385, timestep: 0.02536357153055888\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Determine the integration timesteps\n",
|
|
"# let's first compute the crossing time\n",
|
|
"v = np.linalg.norm(particles[:, 3:6], axis=1)\n",
|
|
"v_mean = np.mean(v)\n",
|
|
"# a timestep should result in a small displacement, wrt. to the mean interparticle distance\n",
|
|
"r_inter = utils.mean_interparticle_distance(particles)\n",
|
|
"\n",
|
|
"dt = r_inter / v_mean * 1e-3\n",
|
|
"logger.info(f\"Mean velocity: {v_mean}, timestep: {dt}\")\n",
|
|
"\n",
|
|
"if np.isnan(dt):\n",
|
|
" raise ValueError(\"Invalid timestep\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:01:40 - task2 (mesh) - Integration range: 0.0 -> 0.7355435743862075, n_steps: 30\n",
|
|
"22:01:40 - utils.particles - Found mean interparticle distance: 0.030700308489681912\n",
|
|
"22:03:36 - task2 (mesh) - Integration done, shape: (30, 34699)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## Integration setup - use the n_squared forces for a few timesteps only, to see if the orbits are stable\n",
|
|
"t_orbit = 2 * np.pi * r_inter / v_mean\n",
|
|
"n_steps = int(t_orbit / dt * 5)\n",
|
|
"n_steps = 30\n",
|
|
"t_range = np.arange(0, n_steps*dt, dt)\n",
|
|
"assert t_range.shape[0] == n_steps\n",
|
|
"logger.info(f\"Integration range: {t_range[0]} -> {t_range[-1]}, n_steps: {n_steps}\")\n",
|
|
"\n",
|
|
"# The force function can be interchanged\n",
|
|
"epsilon = utils.mean_interparticle_distance(particles)\n",
|
|
"# epsilon = 0.01\n",
|
|
"\n",
|
|
"force_function = lambda x: utils.n_body_forces(x, G, epsilon)\n",
|
|
"# force_function = lambda x: 0\n",
|
|
"# force_function = lambda x: utils.n_body_forces_basic(x, G, epsilon)\n",
|
|
"# force_function = lambda x: utils.analytical_forces(x)\n",
|
|
"# force_function = lambda x: utils.mesh_forces_v2(x, G, 135, utils.particle_to_cells_nn)\n",
|
|
"# force_function = lambda x: utils.mesh_forces(x, G, 135, utils.particle_to_cells_nn)\n",
|
|
"\n",
|
|
"sol = integrate(\"rk4\", force_function, p0, t_range)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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FhElvGLIVOJAg59VJsLqug57q/eo5Oc8g3J+t1Z+V07+rRlh3giIQBxJEREQOwdAGERERhcwLoEKolMi2HwcSNZXKsjCzj7d7x0mrp2ytngJ2cihDlt1hJ9X2Zvcf7lCSWW3t6I8iFgcSREREDqFekKoGVrYkIiKi4KiWuQ5HiWwWpCIiIqKQcUaipjIzXqm63NGI1cstzT6/1UsGZZc4Bjo+3OXFZc8v+77R+az+bCMpL4A5ERHBCxe8UEm2DL1tqDiQICIicgiGNoiIiChklXUkVB4yZs+eDZfLpXl06dJFqg/OSBAREdVi11xzDT744APf8zp15IYGHEjUBmbXaVA9n9Vr+8O5Vj+Y8+nJ5kAYtQ9UQ8TsnAW7cwrsjvOb/fMyYubvgtk1LJgTYQuvcMGrUpAqhLZ16tRBUlJSyOdkaIOIiMghvIphjco6Eh6PR/MoLS2t9pzffvstUlJS0L59e4wePRpHjx6VumYOJIiIiGqY1q1bIy4uzvfIzc2t8rj09HSsWbMGmzZtwrJly3D48GH87Gc/w9mzZ4M+F0MbREREDqG+jfjltgUFBYiNjfW97na7qzx+2LBhvv/u2bMn0tPT0aZNG7zxxhu45557gjonBxKRQiX26rS9KJy8H0EorL4fO/fesHpvDrNzLqz+LthdI8TM766dW5IHg3UoglIBFyoUakFUto2NjdUMJIIVHx+Pq6++GgcPHgy6DUMbREREBAA4d+4cDh06hOTk5KDbcCBBRETkEJWhDZWHjMceewwfffQRjhw5gm3btuGWW25BdHQ07rzzzqD7YGgjUpg5DWj29Kts/3YfL9ve7OWq4d5K20yS13Lqt/01z5ut2GZq/8rMDivpyfan8t2wO0wl256hjKBUAIqhDTnHjh3DnXfeiVOnTqF58+a44YYb8Omnn6J58+ZB98GBBBERUS21bt065T44kCAiInIIs1Zt2IkDCSIiIoeIxE27OJCoKexcNmZ3yWyrl+AZtbd7yaGZjO7V4vOZnhMR7p9tuMuny5w/3KXwKSRCcRtxEYZtxLlqg4iIiELGGQkiIiKHYGiDiIiIQhaO3T9VcSDhFGZvP6yyvtzuOhFW52TI9md17Nfq9foyn73OqV4NNc+bfWritVRFNZ9FR7puhdnMrith1F7mWsz+3jvt94LChgMJIiIih6jcDlylvd04kCAiInIIhjYodHbuwBlpyzvt3oHRbAbns3Q6XvJn63du2c/G7OP1ZK9fz+rlsHZP9we6H7PDJqqhEqPzMZQRsTiQICIicggvouBVCE+otA0VBxJEREQOUSFcqFAIT6i0DRULUhEREVHIOCMRKbg0qnpmL1dVPb/kEkjlvIRAZNuq5hDI5n9YnbNgdVxf9nzh3nY80LXYmadF1WKyJREREYVMKO7+KcJQ2dKWMy5duhRt27ZFTEwM0tPTsWPHjmqPXbNmDVwul+YRExOjOUYIgZkzZyI5ORn169dHRkYGvv32W6tvg4iIyFIVcCk/7Gb5QOL111/HlClTMGvWLHz++efo1asXhg4dihMnTlTbJjY2FsePH/c9vvvuO837zzzzDJ5//nksX74c27dvR8OGDTF06FBcvHjR6tshIiKiK1ge2nj22WeRnZ2N8ePHAwCWL1+Ov//971i1ahWmT59eZRuXy4WkpKQq3xNCYMmSJXjyyScxcuRIAMArr7yCxMREvP3228jKyrLmRsJNJdZqdRlju+tSqPavSrE2glHegHSZap0r2/u1VfzsDa/d5JwIM38WVbY3u1y5LCtzLsze3j7c9VlqSZ6YV6jlOXiFiRcTJEtnJC5duoRdu3YhIyPjvyeMikJGRgby8/OrbXfu3Dm0adMGrVu3xsiRI7Fv3z7fe4cPH0ZhYaGmz7i4OKSnp1fbZ2lpKTwej+ZBRETkNN7/5EioPOxm6RlPnjyJiooKJCYmal5PTExEYWFhlW06d+6MVatWYcOGDfjLX/4Cr9eL/v3749ixYwDgayfTZ25uLuLi4nyP1q1bq94aERERwYGrNvr164d+/fr5nvfv3x9du3bFihUrMG/evJD6zMnJwZQpU3zPPR6P/YMJu3fUlDlWdYpQtcS1yaEP6ZLTsv19eT7g8YbLPfXt9e/LhgP0ZaKv7F916l2yvd+9yX7vJUteG4UuVNvbvrTYyrCe00KMLKFdJS9c8CokTKq0DZWlA4mEhARER0ejqKhI83pRUVG1ORB6devWRe/evXHw4EEA8LUrKipCcnKyps/U1NQq+3C73XC73SHcARERkX1Y2VKnXr166NOnD7Zu3ep7zev1YuvWrZpZh0AqKiqwZ88e36ChXbt2SEpK0vTp8Xiwffv2oPskIiIic1ge2pgyZQrGjh2Lvn37Ii0tDUuWLMH58+d9qzjGjBmDli1bIjc3FwAwd+5cXH/99ejYsSPOnDmDRYsW4bvvvsO9994L4PKKjsmTJ+Opp55Cp06d0K5dO8yYMQMpKSkYNWqU1bdDRERkGdWEyXAkW1o+kLjjjjvw448/YubMmSgsLERqaio2bdrkS5Y8evQooqL+e+M//fQTsrOzUVhYiCZNmqBPnz7Ytm0bunXr5jvm8ccfx/nz5zFhwgScOXMGN9xwAzZt2uRXuMpR7I7vXRl/NHuJmdmxS5OXdRnlICiXsNZTLTttdZloBX45BLI5EEYkfzZ+12OQT2J0vOF3RU+lXHlV7VUF+j13+nLPWpLzIMsLxRLZNS1HotKkSZMwadKkKt/Ly8vTPH/uuefw3HPPBezP5XJh7ty5mDt3rlmXSERERCFw3KoNIiKi2koortoQNXVGgoiIiIxx908yj5l5C6o5DqqxUtn+zY69yl6fg3MWgqEpkW1UwloxR0C5P0myORqWb1tudn6Q7PGBzi/7e2B33Yhw1+BwqEhMtrT/jERERFRjcEaCiIjIIRjaqM3MnlazszSu2cs/nbQkrqr+JZcImr2jpRGjJZdG71/53Cj0YNTXma5e7fuBynEH0Z+e/ng95aW8iiW6/Zjdn5VLLJ0WqnD6MnSHiMQS2QxtEBERUcg4I0FEROQQDG0QERFRyDiQqM3MjnWqxgsDxWatXp5pdaxSsn+jHIdmCBxXVy0LLZuDYcQoL+FKfjkOJn80RjkRh7Lqa553mKzbp7uXwb2r5kAYMTuHwewcChlm/81QXR5qdg5FDcmBqIk4kCAiInIIzkgQERFRyCJxIMFVG0RERBQyzkjYxew8A5n3ZdfGm72eXDZubHJdima6sLzdZaL9choMcjb07+vzEPR5Dx0ma9sfWnL9f99bd0Gqr2YrdD/7rOs1T4tnlmiPH649/spzV0myDoVqHQxlqjkURv2ZWWLb6hwEq3MUakiJa1UCarUghHmXEjQOJIiIiBwiEkMbHEgQERE5RCQOJJgjQURERCFzCSHCEVIJK4/Hg7i4OAzCSNRx1Q2tk5ocz7P73lTX3pu93t2AbFxeX0shfr92/O6f86BN6ije2EnzPG5uA6n+w8no3vQ5FUbXbvneHUbM3kbdzLoSVteNMDqf1cz+OyGhXJQhDxtQXFyM2NjYkPsJpPLfpRvffQB1GrpD7qf8fCk+/uWfLL1WPYY2iIiIHIKhDSIiIqpVOCMRKgun0YLqT+b9cG8LbnJ7v9CCbnmnH4tDF0bt9csz9aGKDsO/1Tz3m+7foB3vH8rShgv0rrxefdhDzyjU4He8bjmpnlGYRR8KiN+vbV9n5I+a53FGPxvJUIjqNuf675pfe9W/C3aGC8K9rbjVP5sIDTcL4YJQmFVQaRsqDiSIiIgcwguXUh0JlbahYmiDiIiIQsYZCSIiIoeIxGRLDiTMYvW24LLnM7OtaqzR5K2TjUpKG8WtpUtaGywp9N8qu/qS1QDQYe6FwO/r8hCM8g4Cbd1tVCJbNufA6GcBBM7f0PP7WaO59oDrtUtdZZfOypbYNro+o++u9HJQM7cRV81pMOpPtay/1TkUNUQk5kgwtEFERERYsGABXC4XJk+eLNWOMxJEREQOEa7Qxs6dO7FixQr07NlTui1nJIiIiByiMrSh8pB17tw5jB49Gi+99BKaNGki3Z4lsqsrke20+JyV12Ny30bbZEtfj16Y61wY1SIwymnwq5WgK3lt1L9MXN8vf8MgZyJQX1X1J1vHQbZcuBGjfBJ9zoTl3y1VVtancVqtG6uZeH12lsi+9q0piFYokV1xvhSf/+pZFBQUaK7V7XbD7a6637Fjx6Jp06Z47rnnMGjQIKSmpmLJkiVBn5MzEkRERDVM69atERcX53vk5uZWedy6devw+eefV/t+MJgjQURE5BACgEqcoLJpVTMSegUFBXj44YexZcsWxMTEhHxOhjacsvunlUujwr0LoN0ltg3ILqfU04cD/JYgGk23Sy7vlHXl9RiFMlSXQ8r2pxoqMaL/LFQ/W9N387RwiaTftetDipEeilA9XoGdoY1ebz2K6AYKoY2SUnz5q98Hda1vv/02brnlFkRHR/+3fUUFXC4XoqKiUFpaqnmvOpyRICIiqoUGDx6MPXv2aF4bP348unTpgmnTpgU1iAA4kCAiInIMOwtSNW7cGN27d9e81rBhQzRr1szv9UA4kCAiInIIr3DBFWElspkjEWqOhF64449m5kzInkvP7HLhRmS3HTeK468IvO23frmmnlFOhOzxxmWpta68fv1S3HBTzVGQzW8pnlmiea7/7FRzNKRzKHRMz8mQYXbuVA1eTmpnjkT3N6Yq50js/fUiS69VjzMSREREDiGE4qqNMEwNcCBBRETkENy0qxpLly5F27ZtERMTg/T0dOzYsaPaY1966SX87Gc/Q5MmTdCkSRNkZGT4HT9u3Di4XC7NIzMz0+rbICIiIh3LcyRef/11jBkzBsuXL0d6ejqWLFmCN998EwcOHECLFi38jh89ejQGDBiA/v37IyYmBgsXLsT69euxb98+tGzZEsDlgURRURFWr17ta+d2u4OuEW5JjoTVrCyVq2fyWnjL1+brGOUUGNV9MIqr68nmOBidXzYnIhDZOhFWn8/sOhJG/Rl+tsO/1bY32FZd9nx+VPORVPKJrM4pcHCOgyo7cyS6vjZNOUdi/50Lbc2RsHxG4tlnn0V2djbGjx+Pbt26Yfny5WjQoAFWrVpV5fGvvvoqHnjgAaSmpqJLly7485//DK/Xi61bt2qOc7vdSEpK8j1C2WiEiIjISSp3/1R52M3SgcSlS5ewa9cuZGRk/PeEUVHIyMhAfn5+UH2UlJSgrKwMTZs21byel5eHFi1aoHPnzrj//vtx6tSpavsoLS2Fx+PRPIiIiJymMtlS5WE3S5MtT548iYqKCiQmJmpeT0xMxDfffBNUH9OmTUNKSopmMJKZmYlbb70V7dq1w6FDh/C73/0Ow4YNQ35+fpWVuHJzczFnzpzAJ4r0pU4yx1s9pajrv9mn1RxXyWh61uQS2YYlrOcGbi87fY4N2ul9/XS5lWWr/UMHAbtSZnQ+/b0YXY/Rz8KoP7+fre6z1S/t7TBc+2XVhzoAbX8dJhuUodaTDMsZlrm+kt1hE/3xRuc3+/rMPl4vgkIv4eboVRsLFizAunXrkJeXp9lQJCsry/ffPXr0QM+ePdGhQwfk5eVh8ODBfv3k5ORgypQpvucejwetW7e29uKJiIgkXZ5VUFm1YeLFBMnS0EZCQgKio6NRVFSkeb2oqAhJSUkB2y5evBgLFizA5s2b0bNnz4DHtm/fHgkJCTh48GCV77vdbsTGxmoeRERETlO5/FPlYTdLBxL16tVDnz59NImSlYmT/fr1q7bdM888g3nz5mHTpk3o27ev4XmOHTuGU6dOITk52ZTrJiIiouDYsvxz7NixWLFiBdLS0rBkyRK88cYb+Oabb5CYmIgxY8agZcuWyM3NBQAsXLgQM2fOxNq1azFgwABfP40aNUKjRo1w7tw5zJkzB7fddhuSkpJw6NAhPP744zh79iz27NlT5Z7rerZsIx7ukthXvh/OJWdVMXnbcdnlpbJLDo22pjab7FbY+pyMk/9uVm1bfd9GDv56heZ53zn3Bzxedbmp6jblZpNdqiy9HFRPNU8hUFsz+w7lfGa3r6HbiHf43xxEN4gxblCNipKLOPSb3JpVIvuOO+7Ajz/+iJkzZ6KwsBCpqanYtGmTLwHz6NGjiIr67x+7ZcuW4dKlS/jVr36l6WfWrFmYPXs2oqOj8dVXX+Hll1/GmTNnkJKSgiFDhmDevHlBDSKIiIicKhIrW9qSbDlp0iRMmjSpyvfy8vI0z48cORKwr/r16+P999836cqIiIhIhaNXbRAREdUq4j8PlfY24zbiTi2RbWW8UHWbbiMG16Lf2lo2Dq2yrXaV/emuR7aEtezxqnkAdUb+iEAClvQ2uf6J0c8i4Wptobgr8zcA9XwTq3MmVPNjDL/bqnkLZpbItru2TQSVzLYzR6L9micQpZAj4S25iP9v3NM1K0eCiIiIghOJ24jbsvsnERER1UyckSAiInIIrtqg6qnGC43el4kvquY8yNK1l9o/oArSW1UbbA2tzzmI39Bcqn/9/guyOQ/6OPyZrtpaBIAuB0OfA2FnbNlgHxVtBgT8P9uZ2pyJ8v3an3W4yeZEGOXHGFHNF9JQ/R6Y/TdJ9nxG7M7RuPL98ovAzg3G12gG4br8UGlvM4Y2iIiIKGSckSAiInKISEy2rN0Dieu6A3X+s8zG6qVOqlvs2hmOUAmbVHVuo+WfulCH0XSvYSgjSx8a0PKbjtaFCg5lBS4j3cziSIJRSWwnL5Pzo7vWuOHatw8t8QuGaBgtpdUz+i4Y/Wz1YSWj0IX+uyC91Fc2zBfod0s1BKln9t8su0tgm3n9okzu3CoisI4EQxtEREQUsto9I0FEROQgXLVBREREaiKs3jRLZFu1jbiqMJaXNcphMH17YsXjjXIi/JbkGeRsGFEtcW1URjpu+LdS11OTGC3VNdoG3SgHQrW8utH1+bWX3NK+w2TdelqVEth2/40yuh6j9iaXbzfzfu0skX3VizMRVV+hRPaFizg6YS5LZBMREdVGDG0QERFR6CJw1QYHEkRERI7h+s9Dpb29OJAIldXlWa0sV2twrHJOhNH7kuvdjeLSHSbLbROOXubmRKiqzTkRevocgeKNnbQH6LYhN6ozIbvluz5n4Yzuu2d0vL/A+TN++Ttm5hepbDkeTHura+sYiaBtyGs6DiSIiIicgqENIiIiChkHEhEmUIlsWbLTbFaXezVzytPqKVIDRtPX+tCHv8A7Osru+GhEf31Gu4tS9fRhn5O6ktr+JbC17fWhBKOS1vr2evrjO6xTWwosvdunSolsq3fblD2fnTseh3K+K9m5+2cEqt0DCSIiIieJwG3EOZAgIiJyiEjc/ZObdhEREVHIaveMxM69QHUlsmXjjXbnWKjED80+l8HyTsO4sEF/RsstVXMazC6r7FfGWb9kUb+8lkJm9NlbXRJbOedBVTiXf8q2l+3f7BwIlbw1biMeUO0eSBARETlJBOZIMLRBREREIeOMBBERkUO4xOWHSnu7cSBRHavLrdpZQtvu9do6hiW3JXMiDPszYNS/bG0CfX9+24LPbSB1fVQ9fY6CvkZHuWSNDv1nKbtNuJ5RyWz9d0k6xyLQ765qfRg9u7f5trvOhVMxR4KIiIhCxhwJIiIiqk04I2EVK5ciBXN8oClPmbZV8JuONVjOqN9902j61ih0YVwSOzCjUIV+x0Y9o9DISd1yz7hPP63mSJLltzyzqy4UIdmfbIlso3Lq+t1LDb/7suGIQO/bvTun6rYAZl+vkUgJhTC0QURERCGLwIEEQxtEREQUMs5IEBEROUUEzkjU7oHElduI61kdX5Ttz8zzK157M33I36A/fVzbKG6sz4HQbyOuf67nv3zT3DLKVHPIfjf1+TP6nIkzft9dg3LrveTyhwJSXP7pd+9Gy6xVcx7CvW240fFXsnMbca7aICIiotqkds9IEBEROQgrWxIREVHomCNRtaVLl2LRokUoLCxEr1698MILLyAtLa3a4998803MmDEDR44cQadOnbBw4UIMHz7c974QArNmzcJLL72EM2fOYMCAAVi2bBk6deokd2GBthHXs7tcrGqJ7EBUtwc26M8ozmwUezVai69ntLZfley24voS2WQd1c/a6LtlVC5dn6+jP17/XJ8z4Xc9CiWzDXMcDEjnRAS4lirZnQOhWovnSnZuI26zZcuWYdmyZThy5AgA4JprrsHMmTMxbNiwoPuwPEfi9ddfx5QpUzBr1ix8/vnn6NWrF4YOHYoTJ05Uefy2bdtw55134p577sEXX3yBUaNGYdSoUdi7d6/vmGeeeQbPP/88li9fju3bt6Nhw4YYOnQoLl68aPXtEBER1RitWrXCggULsGvXLnz22We46aabMHLkSOzbty/oPiwfSDz77LPIzs7G+PHj0a1bNyxfvhwNGjTAqlWrqjz+D3/4AzIzMzF16lR07doV8+bNw7XXXos//vGPAC7PRixZsgRPPvkkRo4ciZ49e+KVV17BDz/8gLffftvq2yEiIrKMC//Nkwjp8Z9+PB6P5lFaWlrl+X75y19i+PDh6NSpE66++mo8/fTTaNSoET6VqMhraWjj0qVL2LVrF3JycnyvRUVFISMjA/n5+VW2yc/Px5QpUzSvDR061DdIOHz4MAoLC5GRkeF7Py4uDunp6cjPz0dWVpZfn6WlpZofosfjkb8Zu6fdrFwaZfYyLt3xRlOkRqEPw/cVl2saTRfr+5c93+i2OzTP/4YmUu3DKlLKCFdDH+bShx5kP0uj0IV+OWiHyWrl4qV3tr3ifdm2hmEUs3cTVf07I3u+SGXS8s/WrVtrXp41axZmz54dsGlFRQXefPNNnD9/Hv369Qv6lJYOJE6ePImKigokJiZqXk9MTMQ333xTZZvCwsIqjy8sLPS9X/ladcfo5ebmYs6cOSHdAxERUaQpKChAbGys77nb7a722D179qBfv364ePEiGjVqhPXr16Nbt25Bn6tW1JHIyclBcXGx71FQUBDuSyIiIvInTHgAiI2N1TwCDSQ6d+6M3bt3Y/v27bj//vsxduxYfP3110FfsqUzEgkJCYiOjkZRUZHm9aKiIiQlJVXZJikpKeDxlf+/qKgIycnJmmNSU1Or7NPtdgf8IRIRETlCGJZ/1qtXDx07dgQA9OnTBzt37sQf/vAHrFixIqj2lg4k6tWrhz59+mDr1q0YNWoUAMDr9WLr1q2YNGlSlW369euHrVu3YvLkyb7XtmzZ4ovXtGvXDklJSdi6datv4ODxeHwjqbCxeotblaVVJudEGC0zU40DG+VE+PWnu1yjEtlGcXLZHAq9P2zWLpvqgAjaRjzC4s76nAg9o++O/n3//gJvM25UItuf9nj9d9doOWqgPAbZ5Z9+pe71rN7mW/bvkN3vX8nOEtkO4PV6q03OrIrldSSmTJmCsWPHom/fvkhLS8OSJUtw/vx5jB8/HgAwZswYtGzZErm5uQCAhx9+GAMHDsTvf/97jBgxAuvWrcNnn32GF198EQDgcrkwefJkPPXUU+jUqRPatWuHGTNmICUlxTdYISIiikR2V7bMycnBsGHDcNVVV+Hs2bNYu3Yt8vLy8P777wfdh+UDiTvuuAM//vgjZs6cicLCQqSmpmLTpk2+ZMmjR48iKuq//4uxf//+WLt2LZ588kn87ne/Q6dOnfD222+je/fuvmMef/xxnD9/HhMmTMCZM2dwww03YNOmTYiJqWYDLiIiokhgc2jjxIkTGDNmDI4fP464uDj07NkT77//Pv7nf/4n6D5sqWw5adKkakMZeXl5fq/dfvvtuP3226vtz+VyYe7cuZg7d65Zl0hERFTrrFy5UrkPlxAiDJW5w8vj8SAuLg6DrnsCdYLdRtxpJbJl+lfN19BTvHejOLCe2XUkzK41YNj/5AjKkYgwv/j6J83zl/8wQqq96ndL3754ZonmefmG5gGP96Oy1bXZOQNmi+AaJeWiDHnYgOLiYs2SSjNV/rvUdt7TiFKYXfdevIgjM56w9Fr1uGkXERGRQ0Ti7p+1oo4EERERWYMzEkRERE5hUolsO9XuHAmMRJ1gtxGXZXU8UKV/s9eH6/fSkN0KWUc2Tl1n5I+a5/q4tCrZuhJGORiRFBt2HIPvWrjJ7ndhVPNE9ndHQ3avDNX2ZtfOsbq9BDtzJNrNnq+cI3F49u+YI0FERFQbMUeCiIiIahXOSJjF7mk6maVcKqVhQ2BUmtfofIbbkOums+OGf6t9/7fa0Ibqck/Z6XP99LR++roDV4OGzOxQhmzJbP1nq3dIVyLb6Hi/bcdVwg+qoQs91RCo0fnsXq4aKctPw7DXhioOJIiIiJxCMbQRjoEEQxtEREQUMs5IEBEROQVDGxHmuu5AZYls1Xic2fE6M3MmzL52I4rLQQ23IdeXJd7YSfv+XH3/2vP7L7kLeDl+ZMsqJ1x9SvtCpMRqHcho23CjnAT9Z+eXv7JObYt6I/r8H6PvuqFAeQmquVFm51AYUf07ZXQ9KjkZdm4jHoEDCYY2iIiIKGS1e0aCiIjIQVhHgoiIiGqV2j0jsXMvUF2JbNWcBdl4ndH5zezf5lK5zYzqJuj6k40T60tiH8rSr/2H7rlkXFsyrq7PmTC6PtaVqJ4+/wX/1j6V/Sz15LeQ1352+pyHZgb5Qco5EXp2lsY3OrfZfyONqLaX+RssyuT6rmVq90CCiIjISSIw2ZIDCSIiIoeIxBwJDiSCZfa0mREzlzLZvMzL7Olbo+Wjfs9XaK9Pfz2yVJf8GfavK6vcYXLtjXX4fVa6FXfxuuONSlgbhaWMjtd/9/ShEKOS2LI7xxouDw3wvuHvmWwoQvVvnurfMKP+a/Ky6Qjbk5vJlkRERBQyzkgQERE5BXMkiIiIKFTMkajNrF4eqhLPtPpadFS3EffrzyD2q497I0uXc7BOLU5+pmv9gO8bldz2v/7AW1XXppwJfQ5AnZE/ap7rl84a/SyNviv6z1r/s9eXxNZfz6GuzQL2Z8SwXLzkUmjD3zUVqrlVTssrU70fqhYHEkRERE7B0AYRERGFKhJDG1y1QURERCGr3TMSKtuI210O1sz+VWOJehbXlTBaax/fK3D/xTNLtMdvCJyjoI+TG5VRNsqJ8Mvh0JVZ9qtNoDveL2dCd3wkxXb13wW/OhC6nAjp/g1LXMu1P/NvXTl0Xb6K7HdbuSR2gBLc0n3b/TfN6pLYZudscBvxoNXugQQREZGTROBAgqENIiIiClntnpGQ2f1T9n3V42WnAWXCE6pTmnoWLwc1KhtsJG74t5rnh5Zol/AZhRb8lofqrkcfetAvSTReDqpltKRQH6op3xBget3msIf+Z5Fw9SntAfqS1yYvn1QNbfiXX9e+7x9mkju/3++CYhjRcGfdQMwOTdS0kthh2v0zEpMta/dAgoiIyEkiMLTBgQQREZFTROBAgjkSREREFDKXECLCNixV5/F4EBcXh0EYiTrV5UiocvpSKhmqy0Fl2+sYlhU2OF7PaHmmUc6EnurW0ar0SygD0ecsnPx34JLPMn2HwmhprVEOhOxnKdu/0TblRkxfkqmjWf5plH9h9RJ3u9l4/eWiDHnYgOLiYsTGxobcTyCV/y51eWg+ot0xIfdTUXoR3zz/O0uvVY+hDSIiIqdgaIOIiIhqE85IEBEROUQkLv9kjkSwORJOjycGOr/JJa+lr0W2f8US3kY5CPq4t1/JaQNGORN6RjkUqjkdsnH7QFRzAozI3ovRZ2WU06Bn9Fnra3Toa5DI1jBRLomt8rto9rbZTiuJLUuhPztzJLpOVM+R2L/U3hwJy0Ibp0+fxujRoxEbG4v4+Hjcc889OHfuXMDjH3zwQXTu3Bn169fHVVddhYceegjFxcWa41wul99j3bp1Vt0GERERBWBZaGP06NE4fvw4tmzZgrKyMowfPx4TJkzA2rVrqzz+hx9+wA8//IDFixejW7du+O6773Dffffhhx9+wFtvvaU5dvXq1cjMzPQ9j4+Pt+o2iIiI7BOByZaWDCT279+PTZs2YefOnejbty8A4IUXXsDw4cOxePFipKSk+LXp3r07/u///s/3vEOHDnj66adx9913o7y8HHXq/PdS4+PjkZSUZMWlExERhY3rPw+V9nazZCCRn5+P+Ph43yACADIyMhAVFYXt27fjlltuCaqfyhjPlYMIAJg4cSLuvfdetG/fHvfddx/Gjx8Pl6v6H19paSlKS0t9zz0ej/9B4dyiNpj2Ktdn9rXZXVdCsQ6Fnj4OLx1nN9hK2ohqXQz93h1mMjufQ092C3b9viWydR6Mrr/OyB81z/33ZQm8t4Yyo9+NANuGAwb7qpi8Z47pe2vYnWfmpNo8NYwlA4nCwkK0aNFCe6I6ddC0aVMUFhYG1cfJkycxb948TJgwQfP63LlzcdNNN6FBgwbYvHkzHnjgAZw7dw4PPfRQtX3l5uZizpw58jdCRERkpwgMbUglW06fPr3KZMcrH998843yRXk8HowYMQLdunXD7NmzNe/NmDEDAwYMQO/evTFt2jQ8/vjjWLRoUcD+cnJyUFxc7HsUFBQoXyMREZHZKpd/qjzsJjUj8eijj2LcuHEBj2nfvj2SkpJw4sQJzevl5eU4ffq0YW7D2bNnkZmZicaNG2P9+vWoWzfw8sz09HTMmzcPpaWlcLvdVR7jdrurfc/H6mksu0tmy7SVZfOUqWwoQHZ63XDraN0SRb/p7smBtxU3LrktVzJbZets2bayP3vZpanGJa7llovK3p/R8k6jbcKVl3dK/p4H3Dbc7G2+7e4/jMs7TTm/WSJwRkJqING8eXM0b97c8Lh+/frhzJkz2LVrF/r06QMA+Mc//gGv14v09PRq23k8HgwdOhRutxvvvPMOYmKM19Lu3r0bTZo0MR4oEBERkeksyZHo2rUrMjMzkZ2djeXLl6OsrAyTJk1CVlaWb8XG999/j8GDB+OVV15BWloaPB4PhgwZgpKSEvzlL3+Bx+PxJUU2b94c0dHRePfdd1FUVITrr78eMTEx2LJlC+bPn4/HHnvMitsgIiKyX4SVibSsjsSrr76KSZMmYfDgwYiKisJtt92G559/3vd+WVkZDhw4gJKSy5XkPv/8c2zfvh0A0LFjR01fhw8fRtu2bVG3bl0sXboUjzzyCIQQ6NixI5599llkZ2dbdRtERES2YYnsCGHLNuJOZnYJa1mqy75MPr/R8k399szFGztpnsfNbRCwvWzegGxZaDtzJlTJbvutJ7tNuNmUcyIkGeZkBPpdUV3GbffyTLOXh0boNuLdJ8xHdD2FEtmXLmLvi9xGnIiIqHaKwGRLbiNORETkEHYv/8zNzcV1112Hxo0bo0WLFhg1ahQOHDgg1QcHEkRERLXURx99hIkTJ+LTTz/17Y01ZMgQnD8ffBiPoY3qqMbr7K4bEej8ZpfOtXqbcZNLYusZ5kTo4/j6uhDDtYv5jXImZLfitjInQs8/f0OuvWpdCsAb8H19CesOw7XfPf3Pvtlcbe/hzqlQ/buhz8/xE+j3XPXajI43Ituf2XUmIrUkts2hjU2bNmmer1mzBi1atMCuXbtw4403BtUHBxJEREQOYdaqDf2eUkEVZsTlPa4AoGnTpkGfk6ENIiKiGqZ169aIi4vzPXJzcw3beL1eTJ48GQMGDED37t2DPhdnJKqjOs1mdyhD5vyqu3eq9ifbvxHJ88tOx/uFJnTnK9+gbX8oS7d8c3Lg5aN6p2BcPfZKRjtgBmK03FK1hHbxzBLN8/IN2nszKh8erzv+0JJm2va6MJM+DGVYolsXOtCHvQyXexosJfYraS0bTpApO213iWjVktjh5tTrMym0UVBQoFn+GcxsxMSJE7F371588sknUqfkQIKIiMgpTBpIxMbGStWRmDRpEv72t7/h448/RqtWraROyYEEERGRQ9hd2VIIgQcffBDr169HXl4e2rVrJ31ODiSIiIhqqYkTJ2Lt2rXYsGEDGjdujMLCQgBAXFwc6tfX71RcNZbIro0lsp1GcpmYYRxbNg5twOwlhLJlov23HdcKtJW2bHluPaP8C6N78Tt+hcGW65MD5zwYvS+7rbjf8kqD74psyWrp76qRQHkJVuc+Oa0kto3LN+0skd1rjHqJ7C9fCb5EtsvlqvL11atXY9y4cUGdkzMSREREDuESAi6F/30v29aMuQQu/yQiIqKQcUaCiIjIKSJw0y4OJMxidTxPpX+7y3mbvX2xjtU5EXpGtRaMyG497ZczYZAXoHdlHF9f8lo25+FM18D5GfqcAaMS20Y5DfqcAr/+DD5bw/yTyWp1IwzrTujqRkiVuK6KzN+JcNeBsLskttUlvsPE7lUbZmBog4iIiELGGQkiIiKnYGijFjGzZHUw/alMy6lOEVpdatfqUIpRf5KMlhDqp++b6S5HNhxgRB+uuDIUIrs80nD5puTSVf97lVueqad/v8O6wKEIv+uRLYGtZ7Q7p+r0vsp30+pzm707p9nCfX6TMLRBREREtQpnJIiIiJyCoQ0iIiIKVSSGNjiQCJXZ8TjV/mS2DVfNMbB6i3QjksebXVLbr73ueKM8Admyyvrn+rwAvxLaV1yPbElsPaP8Dz2je5UuJ26w3FKWdE6E2duEy+ZCyfwuWZ2HZfaybgeVwHaUCJyRYI4EERERhYwzEkRERA4SjvCECg4kiIiInEKIyw+V9jbjNuJ2bSNudvlWO+OHZm9PrMrqkt5GTC7JbZhDYWJ72RwFPcNtuSXf11P9WVget9dTjPP75Vyo1KWwugx/uIXx+uzcRrzP7U+hTt3QtxEvL7uIXW8+aem16nFGgoiIyCG4aoOIiIhCF4GrNjiQsIrZ03AqU65WLi0NheR0s+H0r1H/Zu9OajLZ5aB+7QMs0dTvHIpeiiWijeh/lr0CX7tyKENPNpSgX76p2L/sd8fwfs383bOyDL8Z5zdi9rJzMg0HEkRERA7h8l5+qLS3GwcSREREThGBoQ0WpCIiIqKQcUbCKk4roR2I1aVtjfozIJ0TIUv1/lWP15He6jpQiW7ZcxtskW54bfpttg2uXXq5oxGzl1cacVLZaKtL26u+b3UJ7BqSE8FVG0RERBS6CCxIxYEEERGRQ0TijARzJIiIiChknJGIFGZu9W31em6zS/Oavc25wfHStQYU4+JWxvFltzA3qvugzOjeZesqKG75rrztt9k1R1Ti/GbnMOhZ/Hvnp7bWhYjAVRscSBARETkEQxtERERUq1g2kDh9+jRGjx6N2NhYxMfH45577sG5c+cCthk0aBBcLpfmcd9992mOOXr0KEaMGIEGDRqgRYsWmDp1KsrLy626DSIiIvtUrtpQedjMstDG6NGjcfz4cWzZsgVlZWUYP348JkyYgLVr1wZsl52djblz5/qeN2jQwPffFRUVGDFiBJKSkrBt2zYcP34cY8aMQd26dTF//nyrbsUcVscvZeKJ4V5PbvVeFop1LKS3upbMoZDeO8Sgv0A/72ZQ28baMIfB4Gepmm8i3d5pORCyv2tG7VV+r62u42BENdepluRMRGJow5KBxP79+7Fp0ybs3LkTffv2BQC88MILGD58OBYvXoyUlJRq2zZo0ABJSUlVvrd582Z8/fXX+OCDD5CYmIjU1FTMmzcP06ZNw+zZs1GvXr0q25WWlqK0tNT33OPxKNwdERERVbIktJGfn4/4+HjfIAIAMjIyEBUVhe3btwds++qrryIhIQHdu3dHTk4OSkpKNP326NEDiYmJvteGDh0Kj8eDffv2Vdtnbm4u4uLifI/WrVsr3B0REZFFhAkPm1kyI1FYWIgWLVpoT1SnDpo2bYrCwsJq2911111o06YNUlJS8NVXX2HatGk4cOAA/vrXv/r6vXIQAcD3PFC/OTk5mDJliu+5x+OxfzBh9tIplfbhXgbmtPLhklOmqqEPw/aqy0ElpuOlS1xLhkYMS2SrltAOd+jCiGrZaJn+rA4dWB2eNVJDQxl6NT60MX36dCxcuDDgMfv37w/5YiZMmOD77x49eiA5ORmDBw/GoUOH0KFDh5D7dbvdcLvdIbcnIiKiqkkNJB599FGMGzcu4DHt27dHUlISTpw4oXm9vLwcp0+frjb/oSrp6ekAgIMHD6JDhw5ISkrCjh07NMcUFRUBgFS/REREjuQVlx8q7W0mNZBo3rw5mjdvbnhcv379cObMGezatQt9+vQBAPzjH/+A1+v1DQ6CsXv3bgBAcnKyr9+nn34aJ06c8IVOtmzZgtjYWHTr1k3mVoiIiJyHlS0v69q1KzIzM5GdnY3ly5ejrKwMkyZNQlZWlm/Fxvfff4/BgwfjlVdeQVpaGg4dOoS1a9di+PDhaNasGb766is88sgjuPHGG9GzZ08AwJAhQ9CtWzf85je/wTPPPIPCwkI8+eSTmDhxYs0LXZhdNlrmWNm+VbcNN7u92duam5xDYUQ6JyLQ/aqW4zb7Xq38XodyvCqz8xBU8ousLi1v9TblBABwQTFHwrQrCZ5lBaleffVVdOnSBYMHD8bw4cNxww034MUXX/S9X1ZWhgMHDvhWZdSrVw8ffPABhgwZgi5duuDRRx/FbbfdhnfffdfXJjo6Gn/7298QHR2Nfv364e6778aYMWM0dSeIiIjIPpYVpGratGnA4lNt27aFuKICV+vWrfHRRx8Z9tumTRts3LjRlGskIiJyFNXqlDWpsiURERHJqfHLP8lBzKwbYee1WNFetn/ZWgN2M7NWgr4uhGpdBqvzVST7ky7xrVqO3Oj6ZNsb9afyedhdJ8LOMv/kKBxIEBEROQVXbRAREVGoXELApZDnoNI2VBxIOFU4p/XsnoK0evmmEbN3L3XQ9UjvVCrL6pLTistPDZenWr1kUpaVv/fhXv5phKGMiMWBBBERkVN4//NQaW8zDiSIiIgcIhJDG5YVpCIiIqKajzMSNUWg2K7ZS9Ds7s9p5zN7SaDq8QGux3ElrI1YXVJadVtv1fwhK9tb+D0KCpdvmoOrNoiIiChkrGxJREREoYrEypbMkSAiIqKQcUYiUlkZjzS7DLJqjoOe088X7lLAAbYRNyS77bjZrK7hYfV3x+6cEpW+zf6ehvt7X1NEYGiDMxJEREQO4fKqP2R8/PHH+OUvf4mUlBS4XC68/fbb0tfMgQQREVEtdf78efTq1QtLly4NuQ+GNiKVmdOCZk9h2l0qV3X62+op1nDvuhjqsQhi+ajZU/tWL7+UZffvgspnH+6luLL9UdVsDm0MGzYMw4YNC/184ECCiIjIOUyqI+HxeDQvu91uuN1uhY6rx9AGERFRDdO6dWvExcX5Hrm5uZadizMSREREDmHWXhsFBQWIjY31vW7VbATAgUTtZPWSN9nj7S5DbMTqbcLNJhM3tzru7bScCSNWf3etzitQyYcJ95bpVDWTciRiY2M1AwkrMbRBREREIeOMBBERkVMIAJK1IPzaSzh37hwOHjzoe3748GHs3r0bTZs2xVVXXRVUHxxIEBEROYRZORLB+uyzz/Dzn//c93zKlCkAgLFjx2LNmjVB9cGBRE0lEyeXZWec1wpWl7gOd57Alc/tzoGwO4dAlt15AeEsG231vbHktTUEFHMk5A4fNGgQhGJZbeZIEBERUcg4I0FEROQUEbhpFwcSRERETuEF4FJsbzMOJGoqK/fikD1XuNez2103w+6tqgMdb/X+C4HOHY7z2x33NzuHQuV3xe59SZgTQf/BgQQREZFD2L1qwwwcSBARETkFcyQoIlldctqI3aEKs/s3++dn55Sz2dPfZvdnd0lsVaphQJX3GZqgMOFAgoiIyCk4I0FEREQhi8CBBAtSERERUcg4I0HWL5mzOw4ve7zdcftwlpm2e0t3q3+24S5HbtTeiJ2freq1kD1YR4KIiIhCxeWfREREFDrmSBAREVFt4hKq+4dW4/Tp03jwwQfx7rvvIioqCrfddhv+8Ic/oFGjRlUef+TIEbRr167K99544w3cfvvtly/Y5R88eu2115CVlRX0tXk8HsTFxWEQRqKOq27Q7cghwl2LQFY4t8p2Wn5IuM9v9fXrMc+gRigXZcjDBhQXFyM2NtaSc1T+u5TRYTLqRLtD7qe8ohQfHFpi6bXqWRbaGD16NI4fP44tW7agrKwM48ePx4QJE7B27doqj2/dujWOHz+uee3FF1/EokWLMGzYMM3rq1evRmZmpu95fHy86ddPRERkuwgMbVgykNi/fz82bdqEnTt3om/fvgCAF154AcOHD8fixYuRkpLi1yY6OhpJSUma19avX49f//rXfrMY8fHxfscSERGR/SwZSOTn5yM+Pt43iACAjIwMREVFYfv27bjlllsM+9i1axd2796NpUuX+r03ceJE3HvvvWjfvj3uu+8+jB8/vsqQR6XS0lKUlpb6nns8Hsk7Io1wl6i2uhSw2UsKZVk53R/u5Zh6qp9luEt4211yW+Z84Q7pUYgUZyRQQ2YkCgsL0aJFC+2J6tRB06ZNUVhYGFQfK1euRNeuXdG/f3/N63PnzsVNN92EBg0aYPPmzXjggQdw7tw5PPTQQ9X2lZubizlz5sjfCBERkZ0iMLQhtWpj+vTpcLlcAR/ffPON8kVduHABa9euxT333OP33owZMzBgwAD07t0b06ZNw+OPP45FixYF7C8nJwfFxcW+R0FBgfI1EhERkeSMxKOPPopx48YFPKZ9+/ZISkrCiRMnNK+Xl5fj9OnTQeU2vPXWWygpKcGYMWMMj01PT8e8efNQWloKt7vqTFe3213te0RERI7hFVAKT3gdHtpo3rw5mjdvbnhcv379cObMGezatQt9+vQBAPzjH/+A1+tFenq6YfuVK1fi5ptvDupcu3fvRpMmTThQsFO4S2rL9md23Fu2fyfFpq3OSbC7RLbV/YV7uavK9Tjpe0fBE97LD5X2NrMkR6Jr167IzMxEdnY2li9fjrKyMkyaNAlZWVm+FRvff/89Bg8ejFdeeQVpaWm+tgcPHsTHH3+MjRs3+vX77rvvoqioCNdffz1iYmKwZcsWzJ8/H4899pgVt0FEREQGLKsj8eqrr2LSpEkYPHiwryDV888/73u/rKwMBw4cQElJiabdqlWr0KpVKwwZMsSvz7p162Lp0qV45JFHIIRAx44d8eyzzyI7O9uq2yAiIrJPBCZbWjaQaNq0abXFpwCgbdu2qKqo5vz58zF//vwq22RmZmoKUREREdUoNT1Hgigkdm+7rWd1GWW770f1/DLXonouu+tEmN2f08qvM++h5ovAGQlu2kVEREQh44wEERGRUwgozkiYdiVB40CCrKc6HRvuJXdmn8/OHSudtlwz3KGFcIcq7C63TpGHoQ0iIiKqTTgjQURE5BReLwCFolLeGlKQioiIiEIQgaENDiTIeaxeLmr19Vi9HNTKMsl2l9DWC3dJazuX3prRnsgBOJAgIiJyCs5IEBERUcgisLIlV20QERFRyDgjQc4T7rix3Tkadm5L7vS6D1aXtDbitPwcqnWE8EIobAWu0jZUHEgQERE5hRBq4QnmSBAREdViQjFHggMJIhOEe0me3e1VloNaHWowOr/Zx4c7tMBQBtVCHEgQERE5hdcLuBTyHJgjQUREVItFYGiDyz+JiIgoZJyRIAr3kj+rl2QG4vScBbuXfzLHgcJMeL0QCqENLv8kIiKqzRjaICIiotqEMxJERERO4RWAK7JmJDiQILI7Lm53LQYzzx1pOQvhritBJEsIACrLPxnaICIiogjCGQkiIiKHEF4BoRDaEJyRICIiqsWEV/0RgqVLl6Jt27aIiYlBeno6duzYEXRbzkgQqbIzxwGIrLh/uGt0OPlnQ1SFcMxIvP7665gyZQqWL1+O9PR0LFmyBEOHDsWBAwfQokULw/ackSAiIqrFnn32WWRnZ2P8+PHo1q0bli9fjgYNGmDVqlVBta+VMxKVI7ZylCnV/SAKi/KL2ueizJ62obS3+3xEFijH5e+dHfkH5aJUaeOtymv1eDya191uN9xut9/xly5dwq5du5CTk+N7LSoqChkZGcjPzw/upKIWKigoqCwdxgcffPDBBx9BPQoKCiz7d+nChQsiKSnJlOts1KiR32uzZs2q8rzff/+9ACC2bdumeX3q1KkiLS0tqGuvlTMSKSkpKCgoQOPGjeFyucJ9ORoejwetW7dGQUEBYmNjw305pqmJ98V7igy8p8jg5HsSQuDs2bNISUmx7BwxMTE4fPgwLl26pNyXEMLv37aqZiPMUisHElFRUWjVqlW4LyOg2NhYx/0ymaEm3hfvKTLwniKDU+8pLi7O8nPExMQgJibG8vNcKSEhAdHR0SgqKtK8XlRUhKSkpKD6YLIlERFRLVWvXj306dMHW7du9b3m9XqxdetW9OvXL6g+auWMBBEREV02ZcoUjB07Fn379kVaWhqWLFmC8+fPY/z48UG150DCYdxuN2bNmmVpPCscauJ98Z4iA+8pMtTEe4oUd9xxB3788UfMnDkThYWFSE1NxaZNm5CYmBhUe5cQYainSURERDUCcySIiIgoZBxIEBERUcg4kCAiIqKQcSBBREREIeNAgoiIiELGgUQYnD59GqNHj0ZsbCzi4+Nxzz334Ny5c9Uef+TIEbhcriofb775pu+4qt5ft26dHbckfU8AMGjQIL/rve+++zTHHD16FCNGjECDBg3QokULTJ06FeXl5Vbeio/sPZ0+fRoPPvggOnfujPr16+Oqq67CQw89hOLiYs1xdn5OS5cuRdu2bRETE4P09HTs2LEj4PFvvvkmunTpgpiYGPTo0QMbN27UvC+EwMyZM5GcnIz69esjIyMD3377rSXXXh2Ze3rppZfws5/9DE2aNEGTJk2QkZHhd/y4ceP8Po/MzEyrb0ND5p7WrFnjd736aoiR9jlV9bfA5XJhxIgRvmOc8DlRNULfYoRClZmZKXr16iU+/fRT8c9//lN07NhR3HnnndUeX15eLo4fP655zJkzRzRq1EicPXvWdxwAsXr1as1xFy5csOOWpO9JCCEGDhwosrOzNddbXFzse7+8vFx0795dZGRkiC+++EJs3LhRJCQkiJycHKtvRwghf0979uwRt956q3jnnXfEwYMHxdatW0WnTp3EbbfdpjnOrs9p3bp1ol69emLVqlVi3759Ijs7W8THx4uioqIqj//Xv/4loqOjxTPPPCO+/vpr8eSTT4q6deuKPXv2+I5ZsGCBiIuLE2+//bb48ssvxc033yzatWtn2/dM9p7uuususXTpUvHFF1+I/fv3i3Hjxom4uDhx7Ngx3zFjx44VmZmZms/j9OnTttyPEPL3tHr1ahEbG6u53sLCQs0xkfY5nTp1SnM/e/fuFdHR0WL16tW+Y8L9OVH1OJCw2ddffy0AiJ07d/pee++994TL5RLff/990P2kpqaK//f//p/mNQBi/fr1Zl1q0EK9p4EDB4qHH3642vc3btwooqKiNH8kly1bJmJjY0Vpaakp114dsz6nN954Q9SrV0+UlZX5XrPrc0pLSxMTJ070Pa+oqBApKSkiNze3yuN//etfixEjRmheS09PF7/97W+FEEJ4vV6RlJQkFi1a5Hv/zJkzwu12i9dee82CO/Ane0965eXlonHjxuLll1/2vTZ27FgxcuRIsy81aLL3tHr1ahEXF1dtfzXhc3ruuedE48aNxblz53yvhftzouoxtGGz/Px8xMfHo2/fvr7XMjIyEBUVhe3btwfVx65du7B7927cc889fu9NnDgRCQkJSEtLw6pVqyBsqDemck+vvvoqEhIS0L17d+Tk5KCkpETTb48ePTTV1YYOHQqPx4N9+/aZfyNXMONzAoDi4mLExsaiTh1tEVmrP6dLly5h165dyMjI8L0WFRWFjIwM5OfnV9kmPz9fczxw+eddefzhw4dRWFioOSYuLg7p6enV9mmmUO5Jr6SkBGVlZWjatKnm9by8PLRo0QKdO3fG/fffj1OnTpl67dUJ9Z7OnTuHNm3aoHXr1hg5cqTm96EmfE4rV65EVlYWGjZsqHk9XJ8TBcYS2TYrLCxEixYtNK/VqVMHTZs2RWFhYVB9rFy5El27dkX//v01r8+dOxc33XQTGjRogM2bN+OBBx7AuXPn8NBDD5l2/VUJ9Z7uuusutGnTBikpKfjqq68wbdo0HDhwAH/96199/epLtFY+D/ZnFSozPqeTJ09i3rx5mDBhguZ1Oz6nkydPoqKiosqf3zfffFNlm+p+3pX3W/n/Ax1jpVDuSW/atGlISUnR/COXmZmJW2+9Fe3atcOhQ4fwu9/9DsOGDUN+fj6io6NNvQe9UO6pc+fOWLVqFXr27Ini4mIsXrwY/fv3x759+9CqVauI/5x27NiBvXv3YuXKlZrXw/k5UWAcSJhk+vTpWLhwYcBj9u/fr3yeCxcuYO3atZgxY4bfe1e+1rt3b5w/fx6LFi0K+R8oq+/pyn9ge/TogeTkZAwePBiHDh1Chw4dQu43ELs+J4/HgxEjRqBbt26YPXu25j2zPycKzoIFC7Bu3Trk5eVpkhOzsrJ8/92jRw/07NkTHTp0QF5eHgYPHhyOSw2oX79+ml0Z+/fvj65du2LFihWYN29eGK/MHCtXrkSPHj2QlpameT3SPqfahAMJkzz66KMYN25cwGPat2+PpKQknDhxQvN6eXk5Tp8+HdTe72+99RZKSkowZswYw2PT09Mxb948lJaWhrQRjl33dOX1AsDBgwfRoUMHJCUl+WV6FxUVAYBUv1ey457Onj2LzMxMNG7cGOvXr0fdunUDHq/6OVUlISEB0dHRvp9XpaKiomqvPykpKeDxlf+/qKgIycnJmmNSU1NNue5AQrmnSosXL8aCBQvwwQcfoGfPngGPbd++PRISEnDw4EHL/4FSuadKdevWRe/evXHw4EEAkf05nT9/HuvWrcPcuXMNz2Pn50QGwp2kUdtUJvF99tlnvtfef//9oJP4Bg4c6LcKoDpPPfWUaNKkScjXGizVe6r0ySefCADiyy+/FEL8N9nyykzvFStWiNjYWHHx4kXzbqAKod5TcXGxuP7668XAgQPF+fPngzqXVZ9TWlqamDRpku95RUWFaNmyZcBky1/84hea1/r16+eXbLl48WLf+8XFxbYn8cnckxBCLFy4UMTGxor8/PygzlFQUCBcLpfYsGGD8vUGI5R7ulJ5ebno3LmzeOSRR4QQkfs5CXE5kdTtdouTJ08ansPuz4mqx4FEGGRmZorevXuL7du3i08++UR06tRJs6zw2LFjonPnzmL79u2adt9++61wuVzivffe8+vznXfeES+99JLYs2eP+Pbbb8Wf/vQn0aBBAzFz5kzL70cI+Xs6ePCgmDt3rvjss8/E4cOHxYYNG0T79u3FjTfe6GtTufxzyJAhYvfu3WLTpk2iefPmti7/lLmn4uJikZ6eLnr06CEOHjyoWaZWXl4uhLD3c1q3bp1wu91izZo14uuvvxYTJkwQ8fHxvlUwv/nNb8T06dN9x//rX/8SderUEYsXLxb79+8Xs2bNqnL5Z3x8vNiwYYP46quvxMiRI21fVihzTwsWLBD16tUTb731lubzqFw2ffbsWfHYY4+J/Px8cfjwYfHBBx+Ia6+9VnTq1MnywWqo9zRnzhzx/vvvi0OHDoldu3aJrKwsERMTI/bt26e570j6nCrdcMMN4o477vB73QmfE1WPA4kwOHXqlLjzzjtFo0aNRGxsrBg/frymHsThw4cFAPHhhx9q2uXk5IjWrVuLiooKvz7fe+89kZqaKho1aiQaNmwoevXqJZYvX17lsVaQvaejR4+KG2+8UTRt2lS43W7RsWNHMXXqVE0dCSGEOHLkiBg2bJioX7++SEhIEI8++qhmKaWT7unDDz8UAKp8HD58WAhh/+f0wgsviKuuukrUq1dPpKWliU8//dT33sCBA8XYsWM1x7/xxhvi6quvFvXq1RPXXHON+Pvf/6553+v1ihkzZojExEThdrvF4MGDxYEDByy59urI3FObNm2q/DxmzZolhBCipKREDBkyRDRv3lzUrVtXtGnTRmRnZ/vVZXDSPU2ePNl3bGJiohg+fLj4/PPPNf1F2uckhBDffPONACA2b97s15dTPieqmksIG9YHEhERUY3EOhJEREQUMg4kiIiIKGQcSBAREVHIOJAgIiKikHEgQURERCHjQIKIiIhCxoEEERERhYwDCSIiIgoZBxJEREQUMg4kiIiIKGQcSBAREVHI/n+KiaXZf9eKmQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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6dKjZ96OiohAbG2t4EBERhZrGEtk6j0Cz9YodOnTAiBEjUFx8af7Q5XKhuLgYmZmZXo99+eWXUVdXh1//+tfK63z55Zf45ptv0KtXL+0+ExERke9sD20UFBRg6tSpSEtLQ3p6OlasWIHa2lrk5eUBAKZMmYLLLrsMixYtMhy3du1aTJw4Ed/73vcMr9fU1GD+/Pm46aabkJiYiMOHD+P+++9Hv379kJ2dbffHaTXsXP5pd46D7hI4s/1THa9qr+xfmjGHQbUk8lzqWa/Xk8ntvZ1fziGQ+wYYzyV/No/jJXJ7uW+6S3E9cjgmlRvbmyzprZtTIWvN25izPLc1XHDABf/LXOsc6y/bBxI333wzvv76a8ydOxeVlZVITU1FUVGROwHz2LFjiIgwTowcPHgQ77//PrZt2+ZxvsjISHz88cd4/vnncebMGSQlJWHMmDFYuHAha0kQEVFY09/9sxUWpAKA/Px85OfnN/teSUmJx2sDBgyAaGEr1I4dO+Ktt96ysntEREQhQb9EdivLkSAiIqLWLaSXf5LvrN6e2Vvs1+rYp905EzLdug+qHAb5+PTyBsPzXametU68OTrdeHzKc8bj5f7IeQfR5TFez5/5xKW9b0pnGZday9eWz3V0uvFaKc95L6Hd9FoAAMX15M+qIrc3nXMh/exUdS9kVucTWf1dM3M+q2tqkG9cwgGXxlbgOsf6iwMJIiKiEOHSDG20ujoSRERE1LpxRoKIiChE6G4F3iq3EafQZGVsNtCxVKvX7qvOLx+fAOP7clwf01ON55tljNtXzTbG5VU5DfLzzCf+Zngu51zItRRUW39j0qX/9PjZSJ/F41x7jNd++7+Mu/pm3fIbw/PN+433LsV7z5TkzwqYy7FQ3RtVnQyzx5tl9T42ZnKpmPMQHA1woEGjFoTOsf5iaIOIiIj8xhkJIiKiEMHQBgVNKE1D6m7rrVsS22N5JrxPB6u2yk6RjlctYZSnv6vSjM3l6fCjxssp+7c51difvig3PJen81Vlq5su+ZTDLvJyTtXU/pCnbjc8Tyo29j33CWkpbLEUepBCKaq+5w4y/uzl5auq42Xyck/V8lD5d9HqsFswy04Hunw3XdQAvfBEg7qJ5RjaICIiIr9xRoKIiChEMLRBREREfuOmXWQZ3Xii1VtheztWdympR9wdep9djmMrS0hLW2VHl8tnNOYByEsYIS3/7DvJ+/XVZaCN15OPl/MWVEsUVfejKTnnwexyR/l9+Vq7Ur33xTMnw3h+Vb6IvJxUteW6vLRW7s/ESdJS2yXmSnbr5gHo5huZ6Y/dZfaZE+EbobmNuNBc/rl48WLMmTMHd999N1asWOHTMcyRICIiIuzevRvPPPMMhg4dauo4DiSIiIhCRGNoQ+fhj5qaGkyePBnPPvssunbtaupYDiSIiIhCROPunzoPAHA6nYZHXZ33sOSdd96J8ePHIysry3SfmSMRonTjjVZvZ+yNbqxUtTZfpsqpUNUO6Dup3PBclUNRBWMcXc6BkOtOeMtB8OX6MmWJa0V7+X6aud9mr22Wbs6FnM8SKdWtkOtSyPfeo2aIlK+yFT8ynm92Sz29SPV5VFvQm2VlHkIwtywn6yUnJxueFxYWYt68ec223bx5Mz766CPs3r3br2txIEFERBQiGjS3EW889vjx44iNjXW/HhXV/P/AOn78OO6++25s374d0dHRfl2TAwkiIqIQ0TQ84e/xABAbG2sYSLSkrKwMJ0+exDXXXON+raGhATt27MAf/vAH1NXVITLS+2olDiTChO4yLzuXhVm9u6bH8kj4PzUPeIYqzIYe0suN/SndYyzDHF2uV0bZ7PS22bLNMm/33/LlhWne77UqDCXfG9XyVFXoQ8VsSW2Z6n7J/bd6eajMzM9Tt3S9Li4XDY7Ro0fjk08+MbyWl5eHgQMHYvbs2cpBBMCBBBERUchwIQIujdCG2WO7dOmCq6++2vBap06d8L3vfc/j9ZZwIEFERBQiGoQDDRqhDZ1j/cWBBBEREbmVlJSYau8QQgh7uhK6nE4n4uLiMAoT0M7RPih9CLV4oJm4uUy3fLcqNquKW8s5EGa30ZbLIKu2ojabk6Ci2gbd6usFkm6Ohe69ML2NuGJLebmkttkS3DLdkuRWlqUOdInsUPsb6E29uIASvIbq6mqfEhj90fjv0m933ISozv7/u1RXcwHPXPc/tvZVxhkJIiKiECE0d/8U3LSLiIio7WqAAw0aG2/pHOsvlsgmIiIiv3FGIkjCKV6o6qvZuLdcJ0LexluOU8slsGVyCWt562k5ji3XiZDLICcVe7++2bi8ahtv+fxm8wCsjE1bHffWrUsR6BobnjVGjL87Zreol5n9PLp/B3TqSNgtlP7GhRKXgGZBKgs74yMOJIiIiEKESzNHQudYfzG0QURERH7j8s8gLf9UsboEtup4b9e3e3mnTA595A4yHr91kzEUIS/f3JVqXP5p9Y6LutPnZpfVqY7Xvd9WsruUu+p4mWr5qO7vRuYTuwzPVb97cuhDXh6qur7ZkuJWLv8MtfBrIPsTyOWft7w7CR06d/D7POdrzuO/fryJyz+JiIjaonCsbMnQBhEREfmNMxJEREQhIhyTLQMykFi1ahWWLl2KyspKDBs2DCtXrkR6enqzbTds2IC8vDzDa1FRUTh37pz7uRAChYWFePbZZ3HmzBn88Ic/xOrVq9G/f39bP4cZuvE7u9vLvMWmrV7eqSoLLG/9vLXcmBMhHy8v30wYbW8OhNnloGbLPpvNwdAtK61TDt3jWsVeDzcdd9ctkS23t5pcTh2jjU9VOREyO3MgAO85Ibo5EYEusR3sHA27uODQW/7ZGgtSvfTSSygoKEBhYSE++ugjDBs2DNnZ2Th58mSLx8TGxqKiosL9OHr0qOH9xx9/HE8//TTWrFmDnTt3olOnTsjOzjYMNoiIiMh+tg8kli9fjhkzZiAvLw+DBw/GmjVrEBMTg3Xr1rV4jMPhQGJiovuRkJDgfk8IgRUrVuChhx7ChAkTMHToULzwwgs4ceIEtm7d2uz56urq4HQ6DQ8iIqJQI+C4OCvh50O0thmJ8+fPo6ysDFlZWZcuGBGBrKwslJaWtnhcTU0NUlJSkJycjAkTJmDfvn3u944cOYLKykrDOePi4pCRkdHiORctWoS4uDj3Izk52YJPR0REZC2XcGg/As3WHIlTp06hoaHBMKMAAAkJCThw4ECzxwwYMADr1q3D0KFDUV1djWXLlmHkyJHYt28fevfujcrKSvc55HM2viebM2cOCgoK3M+dTqftgwmr12Drrq83e31v76v6Ipeg1t0WXBVX9ihLvMe4ll8VV5b7p1tnQkV1frN5APL7ZnMqvJ1f1VZ3i3OPfBApx0K+V1bXpbC8/3JOxvRUr+97luT2TpVDovrdMpNjoZuzEOg8sdaCyZYWyMzMRGZmpvv5yJEjMWjQIDzzzDNYuHChX+eMiopCVJT3f7yIiIjIPFuHLt27d0dkZCSqqqoMr1dVVSExMdGnc7Rv3x7Dhw/HoUOHAMB9nM45iYiIQhFDG5IOHTpgxIgRKC4uxsSJEwEALpcLxcXFyM/P9+kcDQ0N+OSTTzBu3DgAQJ8+fZCYmIji4mKkpqYCuBiq2LlzJ26//XY7PoYldEsHB3qaz0yJbFXoQp5OVYUu5NCIPH0r9ycF5qbuzU5f65a81l3CqLqe7ufxtvzT6t1AZarQhdnfPatDH7phsJTnjGE2+Xi5vLtc/l3+rsjHq8J6OiWyZVYv/7T6b1qolfD2V2PSpM7xgWZ7aKOgoABTp05FWloa0tPTsWLFCtTW1rprRUyZMgWXXXYZFi1aBABYsGABfvCDH6Bfv344c+YMli5diqNHj2L69OkALq7ouOeee/DII4+gf//+6NOnDx5++GEkJSW5BytEREQUGLYPJG6++WZ8/fXXmDt3LiorK5GamoqioiJ3suSxY8cQEXEpwvLPf/4TM2bMQGVlJbp27YoRI0bggw8+wODBg91t7r//ftTW1mLmzJk4c+YMrr32WhQVFSE6Otruj0NERGQb3fBEqwttNMrPz28xlFFSUmJ4/uSTT+LJJ5/0ej6Hw4EFCxZgwYIFVnWRiIgo6DiQaENCbWlTKJeTVZXAluO8/7cp1fA85TljHFq15M1szobM6jwAK5djBprVfdPNgZAFekt11e+S2d89ucR2AozvH0313h85vyiyWC//xngua0tWB7qENgUOBxJEREQhgjMSRERE5LdwHEgEvgQWERERtRqckfCT1fFAXXb2RxX3lXMAzkllgWWqEtoyua/yNt6q/qi2trZ6G3Cz51exOg/ATHvda5nNTzG9rbjiZ2s1s+XTVe2PTm8wPM8dZPy8VVJdCcB7TRaz31Vvx5oVan/zwpWAXi0IYV1XfMaBBBERUYgIx9AGBxJEREQhIhwHEsyRICIiIr85hBDBCKkEldPpRFxcHEZhAto52gfkmoHeT8HOuLlMjsOq9tKQ9xeQ19KbZfW9sjoHQnf9u9WfR+Ytjq/KcQh0HQe7vxehdn65vWeNFePeGvLPS+ZtG3O766uEWl6ZGfXiAkrwGqqrqxEbG2vLNRr/Xbruz3egXSf/d6uur63Djhv+09a+yhjaICIiChEMbRAREVGbwhmJANGdptOdNtTZ6lq1pEwmhzLk6dTSPXqhDI/pduiFFuxezqlqrzu97XG/pSWRZqaszW6TrfzdSDO3hXoolwsHLFj+qvhdVd0/wBg2lJePyuXnZd7Ky1sdDrV72wCrw0ahQggHhMasgs6x/uJAgoiIKES44NCqI6FzrL8Y2iAiIiK/cUaCiIgoRIRjsiUHEj4KdLzN7Ja9pksLS7FqORbetL3ncs4WOt1Ce88la96Pl8mfxWzJa9W9kc+naq8qO2w2divHueUS4vLPru8k7zkcMjO/m7q/x6p7KVPlBKi26bZ6uaXVORtml1Qq832WlBuem13a6y2/ye7lmjrlu/25XqjmQKiEY44EQxtERETkN85IEBERhQiGNoiIiMhv4RjaYInsMCmRrTqfnWuova09B9SxTtXxVrO65LTq/HZvQ96WmI2jB7r0vOp8qp+t7vXk+yGXm9/qse24kZnvnt33PpwEskT2Na8UIFKjRHZDbR0++vnygJbIZo4EERER+Y2hDSIiohAhAOjECYIRYuBAwiJml2vqnl/FbElsb+EKeTnn0VT5bMb3VUvSZFZPoVpdVll3OpyhDN+plubqhg6sDgnK7XV/tqrdVlXl5pOKje/LS6+rYCyn3vS7Le8kanZZs9WsXo4aLiWzXXDAwcqWRERE1FZwRoKIiChEhOOqDQ4kiIiIQoRLOOBgHYnWwe5yrGbjdbpLGj1K8ZpYBqbaFlymyr/QLVFt9ZI/u5eLMifCOlYvp1SxO7fJ7HdBtTz23PRUr9fz+N7vuZQXofqeeOQyKfJXVN973Z9dWymZHQ44kCAiIgoRQmiu2gjCsg0OJIiIiEJEOOZIcNUGERER+Y0zEi3Q3Z5YNy4vs/p4mcf50lreRlxemy7nUKiYratg972zu+4E2Uf3Z6n63TAb9zdb58Js+XlVXQnV9eXvblMpUOREKL6nZnMidL8nrfV7Fo4zEhxIEBERhQiu2iAiIiK/hWOyZUB2/1y1ahWWLl2KyspKDBs2DCtXrkR6enqzbZ999lm88MIL+PTTTwEAI0aMwGOPPWZoP23aNDz//POG47Kzs1FUVORTf6zY/dPqaTq7QyeqKdTMJ3YZnpfOav7n48+57S5tG2ytdYq1NQj2Tq+BLvPssRxUCkvKmoYl5bZyyWyZ7mfRFciS3YHc/fP7Lz6AyBiN3T/P1uF/Jy9uXbt/vvTSSygoKEBhYSE++ugjDBs2DNnZ2Th58mSz7UtKSjBp0iS8++67KC0tRXJyMsaMGYOvvvrK0C4nJwcVFRXux6ZNm+z+KERERLa6OCPh0HgEvs+2DySWL1+OGTNmIC8vD4MHD8aaNWsQExODdevWNdv+xRdfxB133IHU1FQMHDgQzz33HFwuF4qLjdVPoqKikJiY6H507drV7o9CRERkK71BhF6ipr9sHUicP38eZWVlyMrKunTBiAhkZWWhtLTUp3OcPXsWFy5cQLdu3Qyvl5SUoGfPnhgwYABuv/12fPPNNy2eo66uDk6n0/AgIiIifbYmW546dQoNDQ1ISEgwvJ6QkIADBw74dI7Zs2cjKSnJMBjJycnBjTfeiD59+uDw4cN48MEHMXbsWJSWliIy0jOut2jRIsyfP1/vw0jszolQXc/sEkrV+5v3G/uT2yRnYuumHxkbp5nbJlx3uafM6nLhVm/RTqHD6uWhVjO77bnVy0Hl95tS5kLB2qW2Vn8Pw3VbcfGvh87xgRbSqzYWL16MzZs3o6SkBNHR0e7Xc3Nz3f89ZMgQDB06FFdeeSVKSkowevRoj/PMmTMHBQUF7udOpxPJycn2dp6IiMikcKwjYWtoo3v37oiMjERVVZXh9aqqKiQmJno9dtmyZVi8eDG2bduGoUOHem3bt29fdO/eHYcOHWr2/aioKMTGxhoeREREpM/WgUSHDh0wYsQIQ6JkY+JkZmZmi8c9/vjjWLhwIYqKipCWlqa8zpdffolvvvkGvXr1sqTfREREQSEseASY7aGNgoICTJ06FWlpaUhPT8eKFStQW1uLvLw8AMCUKVNw2WWXYdGiRQCAJUuWYO7cudi4cSOuuOIKVFZWAgA6d+6Mzp07o6amBvPnz8dNN92ExMREHD58GPfffz/69euH7Oxsv/tpdbzM6ji/x3bDJrdTlmOrsuhy4/Ot5ZfyIsyW7ZXpbv1sentjzZLbgVyfToGlm2tkdT0Xs9dTfZdU3y1vORFy3Qi5nHbKc9aWwA50LR5ZyH6vdVdemDx29erVWL16Nb744gsAwFVXXYW5c+di7NixPp/D9oHEzTffjK+//hpz585FZWUlUlNTUVRU5E7APHbsGCIiLk2MrF69GufPn8fPf/5zw3kKCwsxb948REZG4uOPP8bzzz+PM2fOICkpCWPGjMHChQsRFeV/EQ8iIqJgC3Rly969e2Px4sXo378/hBB4/vnnMWHCBOzduxdXXXWVT+cISLJlfn4+8vPzm32vpKTE8LxxVNSSjh074q233rKoZ0RERG3XDTfcYHj+6KOPYvXq1fjwww9DayBBREREalat2pDrJUVFRSln7RsaGvDyyy+jtrbWax6jLCB7bYQaf/baCPQ24TLdvTdkqjwHbzkVqpyIQNNdj242x4JaL9W+Mbp0axmY7Z98vGfew6W8iKPTGwzv9Z1U7vXc4ZYToSOQe21csfZhRMREqw9ogevsOXxx60KP1xvTA5rzySefIDMzE+fOnUPnzp2xceNGjBs3zudrckaCiIiolTl+/Lhh0ONtNmLAgAEoLy9HdXU1XnnlFUydOhXvvfceBg8e7NO1OJAgIiIKEVYlW5qpmdShQwf069cPwMUdt3fv3o2nnnoKzzzzjE/HcyDhI7uXEumWfdbdRlye1gQubSksLwuzewmdWXZPD1PboSohLf+uBHpZuOr68vnl/stLOD2/9y0fq+qL2Xtl95bsslAtie0hBGpku1wu1NX5/neRAwkiIqI2as6cORg7diwuv/xyfPvtt9i4cSNKSkpMrY7kQIKIiChEBHqvjZMnT2LKlCmoqKhAXFwchg4dirfeegv/9m//5vM5OJAgIiIKJQFcS7l27Vrtc7TpgUTDqFQ42l1cZmN3nF5mNv5nNodCFd+UlzzKsVNvbeVtxOVYaKCXtKnuZdjERinkmM2f0f07YPa7oLvNeXR5TIvvnUs9a3gut/Uo219seKqdA6HLypyKhvpzQMlrlvSrNWrTAwkiIqJQEo7biHMgQUREFCpCYNWGWRxIEBERhQzHvx46xwdWmx5IRJaUI/JfJbIDXe5Vt+S2Kp6o2m4484ldhuebU1s+X99J9m4DbrbuhO715VguUUtU5dN1v6dmtwmXmf1ueav5Ir8n50SocqHMlpq3ettvq+vTND1eiAta52rt2vRAgoiIKKQwtEFERER+C8OBBHf/tGj3T6uP193B0ixvU6qqKUtViWzdZV2q6Vuz/dMtc0xtl7fdM5uj+z03+7uv2sXXW2n83EHGa5XOSvd6Lnl5qLxbqN1L4lvr7p/J/zkPER01dv/87hyO3zHP1r7KOCNBREQUKoTj4kPn+ADjQIKIiChEWLX7ZyBFBP6SRERE1FpwRsJHgc6JMHu9BHiPR6pyKOTYb3T5pfaqZV+6S9ZkZo/XLc1L5CvPktLWlrDWXeYtU/1daJrjsavYmO9RNdt7fkXkknKv55bp/g20Os/MzL0OaInsMEy25ECCiIgoVIRhjgRDG0REROQ3zkgQERGFCIe4+NA5PtDa9EDCzm3Era4ToarVoLqeHCttun4cUJfDNdM3VZ0Gs3UgrN5emMhfqpwEFdXfCbM1WaysqSLnSQHGOhFHpbdTTOZlqXKZdEtk29k+oCWymSNBREREfmOOBBEREbUlbXpGwtvunx5tLS7Pajb0Ybbssxy6AIzPPUv7+h7KkJmdfjV7vMzsz4K7fZJVVN87FbO7dZpdEqk6Xn6/aThDFd6U/6aoym9bvVNqoHf/DBqGNoiIiMhvYTiQYGiDiIiI/MYZCSIiolARhjMSHEj8i905DmbPZzYWKsdu+07y/n7mE3/z2p+mWwirYqEqqs9idTlxbhtOdlFt0202X8hsnoDu+/J3I+W5pp/He06EnENh9TJts38nVMerhGxOBVdtEBERUVvCGQkiIqIQwcqWRERE5L8wzJFwCCFsv+yqVauwdOlSVFZWYtiwYVi5ciXS09NbbP/yyy/j4YcfxhdffIH+/ftjyZIlGDdunPt9IQQKCwvx7LPP4syZM/jhD3+I1atXo3///j71x+l0Ii4uDqMwAe3+VUdCl91b3Jolx0JlqryBpsebzYkIdSETC6WwZ3ftA933zZTcNpsTYbamhtW1eMzSyU+prz+Hv5XMR3V1NWJjY23pX+O/S5cveQQRHaP9Po/ru3M4NvshW/sqsz1H4qWXXkJBQQEKCwvx0UcfYdiwYcjOzsbJkyebbf/BBx9g0qRJuPXWW7F3715MnDgREydOxKeffupu8/jjj+Ppp5/GmjVrsHPnTnTq1AnZ2dk4d+6c3R+HiIiImrB9ILF8+XLMmDEDeXl5GDx4MNasWYOYmBisW7eu2fZPPfUUcnJycN9992HQoEFYuHAhrrnmGvzhD38AcHE2YsWKFXjooYcwYcIEDB06FC+88AJOnDiBrVu32v1xiIiIbOPApTwJvx5B6LOtORLnz59HWVkZ5syZ434tIiICWVlZKC0tbfaY0tJSFBQUGF7Lzs52DxKOHDmCyspKZGVlud+Pi4tDRkYGSktLkZub63HOuro61NVdmnZzOp0AjLt/yuwux6ob+pCXnclU04weJbSnpxqeGpeFeWf1dKzuvQ3ZZV0hqun94r3yzuwSR6vbmz2f/HfA2/Fy2fyqNOP78u6g0eXG93WXedsdJtLZXTSwu39y+afBqVOn0NDQgISEBMPrCQkJqKysbPaYyspKr+0b/7+Zcy5atAhxcXHuR3Jysl+fh4iIiIzaRB2JOXPmoLq62v04fvx4sLtERETkSVjwCDBbQxvdu3dHZGQkqqqqDK9XVVUhMTGx2WMSExO9tm/8/1VVVejVq5ehTWpqarPnjIqKQlSU91AAERFR0IXh8k9bBxIdOnTAiBEjUFxcjIkTJwIAXC4XiouLkZ+f3+wxmZmZKC4uxj333ON+bfv27cjMzAQA9OnTB4mJiSguLnYPHJxOJ3bu3Inbb7/dVP+abiMu0423qc7n0RfNEtlml4EBZw3P5KVeTcvlmi0DLDP7vtnYqcyjpDeYM+EN74f/zH43rM73UeUhqMrbN33/XKrxb4Lqb4Td24TbXSKbrGN7QaqCggJMnToVaWlpSE9Px4oVK1BbW4u8vDwAwJQpU3DZZZdh0aJFAIC7774b119/PZ544gmMHz8emzdvxp49e/DHP/4RAOBwOHDPPffgkUceQf/+/dGnTx88/PDDSEpKcg9WiIiIwhErWzbj5ptvxtdff425c+eisrISqampKCoqcidLHjt2DBERl1I1Ro4ciY0bN+Khhx7Cgw8+iP79+2Pr1q24+uqr3W3uv/9+1NbWYubMmThz5gyuvfZaFBUVITra/yIeREREQcfQRvPy8/NbDGWUlJR4vPaLX/wCv/jFL1o8n8PhwIIFC7BgwQKrukhERER+4F4bLbA7B0J3K23V+eWcCDn+qVoz3jR2KsdC5fXkfScFto6E7nbFRP6Sfxfl/Bu7f3fN/p1R5gelXfo7If9N8Kg1I0kvN75fOsv4vpny3M31TTfnwe56NbbhjAQRERH5KxxzJNpEHQkiIiKyB2ckiIiIQkUYlsjmQMJPgd5rQ5UDodpbQ14DfnS6MWcid9DfDM9LZ13a5l2+Vt9JenUkdLY6bu54WVKx17eJ/Gb2d1U3d8pse9XfBW/ve+7fc7bFtgCwa4kxpyISxr7J30Ozf7PMfu/Ntjdz7xvqzwElr3k9n2WYI0FERET+Yo4EERERtSltekbCzDbigS51qzq/alpQNeVaBWOoY9eklqcpdZe46Zb7lumWzJavR+Qvq/8uyMyGPlTfJfnvhnGJp/cl4vJy0BSY67vqe2d3KEMldLYRB0MbRERE5CfN0EYwBhIMbRAREZHfOCNBREQUKhjaCC/ethH3aBvgnAizeQDy8XIZ6+hy79sJv3XiH4bn/d+b6v7vlOe8X1u1rMvq7YVlqq2Tifxl9nto9VbXZs8nfxdVmi7lVn2PUp7znpflsWW5IodCZndORMiWxJaF4UCCoQ0iIiLyW5uekSAiIgolrCNBREREbQpnJCyiW55V9b7ZMtOe8Uxv68eBrFt+Y3jet8n5VTkQ8nPdLdN1ywzLpXmt3rKd2g6zv1sqdtdKUH0XZU23At+8X9423FhXAnukWjOKLctlZnOjQq12D7WMAwkiIqJQEYbJlhxIEBERhYhwzJFo0wMJMyWyPY61eFpMdT6zZaZlcngiutz4flWadEDapfaqctyqa5ndITHQS2WJWqIK6+lOt5s9v2qJpvxdUy0H3ZV6qX30bGPZ/HOpxtCGx7LqNL17oxtq0F1qa+b8Ad39EwjKrIIOJlsSERGR39r0jAQREVFIYY4EERER+Ys5EmHGTIls3ZwIVd6A6noy1fJPOV4pxzujy73HQw2kZV8e2wlL2w2rciJ0l3vqxlLl8uF9J5V7PZ7aDrtLYquWk6rOr1pyqcqd8vZdkPOm5O+F3cu2zeZM2J3r1PT8Ad1GPAy16YEEERFRSGFog4iIiPwVjqENrtogIiIiv3FGwke668VVORG6a6ZVsVBVvLMKxpyJpjkW8vrxplsPN3cu1Vp3s6V0ZWZjsTI5p8Ns/gq1Xh6/qyZrqOjWOFFR5UKpvmvy+3JeRFNyLlHKc8b37a7/0mZLYgc4tLFo0SK8+uqrOHDgADp27IiRI0diyZIlGDBggM/n4IwEERFRqBAWPEx47733cOedd+LDDz/E9u3bceHCBYwZMwa1tbU+n4MzEkRERK2M0+k0PI+KikJUVJRHu6KiIsPzDRs2oGfPnigrK8N1113n07U4kLBIoEtmm20vv++5hLPl3UHl6U/V9KrM7HJQmW7oQXcJXchOgZI2s8slrS7brLuzrUwVyjBTQlteIi6X0Ze/91bvgKyiez2rQytWsSrZMjk52fB6YWEh5s2bpzy+uroaANCtWzefr8mBBBERUaiwKEfi+PHjiI2Ndb/c3GyEzOVy4Z577sEPf/hDXH311T5fkgMJIiKiUGHRQCI2NtYwkPDFnXfeiU8//RTvv/++qeM4kCAiImrj8vPz8Ze//AU7duxA7969TR1r60Di9OnTuOuuu/DnP/8ZERERuOmmm/DUU0+hc+fOLbYvLCzEtm3bcOzYMfTo0QMTJ07EwoULERcX527ncDg8jt20aRNyc3P97qtubFM3dmr2eqr2qu2D5SWc8lKvpvFRVVxV1VdVToXu0lazdMsgM2cifOmWX7f7e6zqj8zsctX08gbplb+5/2vrph8Z3tFdBq3KbQr08lCrj7dLoAtSCSFw1113YcuWLSgpKUGfPn1MX9PWgcTkyZNRUVHhXlKSl5eHmTNnYuPGjc22P3HiBE6cOIFly5Zh8ODBOHr0KG677TacOHECr7zyiqHt+vXrkZOT434eHx9v50chIiKyX4DrSNx5553YuHEjXnvtNXTp0gWVlZUAgLi4OHTs2NGnc9g2kNi/fz+Kioqwe/dupKVdTPdduXIlxo0bh2XLliEpKcnjmKuvvhr/8z//435+5ZVX4tFHH8Wvf/1r1NfXo127S92Nj49HYmKiXd0nIiJq9VavXg0AGDVqlOH19evXY9q0aT6dw7aCVKWlpYiPj3cPIgAgKysLERER2Llzp8/nqa6uRmxsrGEQAVwcRXXv3h3p6elYt24dhGh5GFZXVwen02l4EBERhZrG0IbOwwwhRLMPXwcRgI0zEpWVlejZs6fxYu3aoVu3bu6pE5VTp05h4cKFmDlzpuH1BQsW4Cc/+QliYmKwbds23HHHHaipqcHvfve7Zs+zaNEizJ8/3+u1zMbLAh2fMxs/VMUjPY+XY6eXyLFOectxVQ6E/Fy3lG6g1/J7rMVXrOWn1sPufBzd74KqRLb8d6B0T7rX9t6uJVP1TTe3SbdEtu75giYMd/80PSPxwAMPwOFweH0cOHBAu2NOpxPjx4/H4MGDPYpoPPzww/jhD3+I4cOHY/bs2bj//vuxdOnSFs81Z84cVFdXux/Hjx/X7h8RERH5MSMxa9Ys5ZRH3759kZiYiJMnTxper6+vx+nTp5W5Dd9++y1ycnLQpUsXbNmyBe3bt/faPiMjAwsXLkRdXV2zRTdaKg1KREQUUsJwRsL0QKJHjx7o0aOHsl1mZibOnDmDsrIyjBhxccrpnXfegcvlQkZGRovHOZ1OZGdnIyoqCq+//jqio6OV1yovL0fXrl05WCAiorDm+NdD5/hAcwhvWYqaxo4di6qqKqxZs8a9/DMtLc29/POrr77C6NGj8cILLyA9PR1OpxNjxozB2bNnsWXLFnTq1Ml9rh49eiAyMhJ//vOfUVVVhR/84AeIjo7G9u3bce+99+Lee+9V5kE0cjqdiIuLwyhMQDuH99mOUGF1HoEqryHziV3u/96839yW5Kq+6W7VrGL2+mZjuarjKXSY3RdGZnVc3er8HZn8uynnM8n7ZzSl3JJcce909wNStTd7Pd3rN1UvLqAEr7mT/+3Q+O/S4DseQ2SU+n9At6Sh7hw++88Hbe2rzNY6Ei+++CLy8/MxevRod0Gqp59+2v3+hQsXcPDgQZw9e/GX/aOPPnKv6OjXr5/hXEeOHMEVV1yB9u3bY9WqVfj9738PIQT69euH5cuXY8aMGXZ+FCIiIvu1hdCGGd26dWux+BQAXHHFFYZlm6NGjfK6jBMAcnJyDIWoiIiIWotAV7a0AvfasEmgS+16TEPC+/lVSzJLZ11aJpYiHStPF0+c9DfD86bH+nNtq++Naitm3SV3rWbZWRjSDZtZXdpeRfd3XXZ0unHZtlz63vP++H5u1fdUpiqJbXXowyzdcHDAhOGMhG0FqYiIiKj144wEERFRKAnCrIIODiSIiIhCBHMkWhHdOL3d8TjduL9Mbt809iovGZOXlO1KjTQ8r5ptbnml2SV6uvcu0FtJh2wsNgyp7r3Z3x3dHAWz51P9LsjfBZn8XUqRcqH+b1Oq4XnuoF2G5/JW4U2ZzS/RLYmt+ptpltnvGb+H1uFAgoiIKFSEYbIlBxJEREQhIhxDG1y1QURERH7jjEQL7F7DrEs3tquKxTZdjy63lXMmlHUl9lhbV8Js7FW1vt3qWgFm+2N2vX5bYnWJ60DnRKioapTI5ByIlOeM78vfzdLnpO+eVEfCTHl3q++d6vxm88xazfeGoQ0iIiLyF0MbRERE1KZwRiJAdJcUml3KpDqfanrf2/GqXQI9lpgpplPNhi5kZktam6U75aoKrXiEmdK8tw9nZndWNRv20g1rBXtHShU5dHF0ury7p7G9ajfQpvfH6qWzdocyVMK2dD1DG0REROQ3DiSIiIjIX8yRICIiojaFMxI+CnSOg4puPFHn86jirinPGUtmZz5hLNO7a4lUUttkaV65vVweXGb2Xun+rM2WDja7HFW1dFdnm3azn9XjZyF9FtVyRZnu0lyz+TG6S3NV+T1mf7dVPPKT4L18vfxdxB7j88jilpd5q3JzdP8G2l3COmRzIFQY2iAiIiJ/OYSAQ/g/GtA51l8MbRAREZHfOCNBREQUKhjaaL3sjufZneOgOp+32LAqbi3HaaukuhFyXYmE0cY4r9k4tm5OhC67yyTr1sVQ5ZDI75tpK19bfi73te8ke2tumK0LYWd9leaulwC9/sj5RfJ3Sc6JkOtMAL5vBa76WcqC/TdRt85EqOKqDSIiImpTOCNBREQUKhjaIF8FOpShel81BduUarr76PQGw3PPsr7e35fJfTPbH5nuck7d88nMLmdVXV++X2aWm+ouTdUtUa16X/dnq/s9U1EtH1UtD5U//65U43LNc5uMoQyZKhTk7f5ZXR5ct31rCVWYxdAGERERtSmckSAiIgoVDG0QERGRv8IxtMGBhE2sjvfZvdRKZibOL187Os17XPZoKry+rzq/Z9lla0tqq+jmAcjs3ibczhLZqva6Ja/NXs/qHAizJa89Slgr2svLN+XfbTl/SN4mXKa6/97aq+6N2XuvW/Zft33Y5lyE4YwEcySIiIjIb5yRICIiCiHBCE/o4ECCiIgoVAhx8aFzfIBxIOEn3fig2Xidbp0IK7c9l3MMzMa9cwcZz701TVH2V8q5kHMizMbpzVL9rFS1AqyuWxFMup/F7DbcVuejqPqnqutgtuS1qn99J5UbnsufT7UtuLdy582dT+e7YHctG92S3LrtyX8cSBAREYUIrtogIiIi/4Xhqg0OJPxk97SZ1UuXdM6nmnJUTa/K19q833i+FMXyUHk61mP5p6KEtpkywYB6ylU1/W12x0gV3XCAmfftnp62e3dOFd2dVWXy8R7l39O8hyowPdXwVA7bqXbWVYUqVOXlm96PYC/NbbXLOdsAW5d/nj59GpMnT0ZsbCzi4+Nx6623oqamxusxo0aNgsPhMDxuu+02Q5tjx45h/PjxiImJQc+ePXHfffehvr7ezo9CRERkO4dL/xFots5ITJ48GRUVFdi+fTsuXLiAvLw8zJw5Exs3bvR63IwZM7BgwQL385iYS6PyhoYGjB8/HomJifjggw9QUVGBKVOmoH379njsscds+yxERES2Y2jjkv3796OoqAi7d+9GWtrF+biVK1di3LhxWLZsGZKSklo8NiYmBomJic2+t23bNnz22Wd4++23kZCQgNTUVCxcuBCzZ8/GvHnz0KFDB1s+DxEREXmybSBRWlqK+Ph49yACALKyshAREYGdO3fiZz/7WYvHvvjii/jv//5vJCYm4oYbbsDDDz/snpUoLS3FkCFDkJCQ4G6fnZ2N22+/Hfv27cPw4cM9zldXV4e6ukuxR6fTacVH1BLopU5WxrrltqqS03KOghwHVm0rLh8PeN9KWWY27q1aMqe7/FXFbElv1RJJM5/f7iV9VudU6FKVsDZbIltenhlZ7H1bb8/+GJ+rSm7rlvw2I9jLL9vKtuNctdFEZWUlevbsabxYu3bo1q0bKisrWzzuV7/6FVJSUpCUlISPP/4Ys2fPxsGDB/Hqq6+6z9t0EAHA/byl8y5atAjz58/X+ThERET2awsFqR544AEsWbLEa5v9+/f73aGZM2e6/3vIkCHo1asXRo8ejcOHD+PKK6/065xz5sxBQUGB+7nT6URycrLffSQiIrJDm5iRmDVrFqZNm+a1Td++fZGYmIiTJ08aXq+vr8fp06dbzH9oTkZGBgDg0KFDuPLKK5GYmIhdu3YZ2lRVVQFAi+eNiopCVJT3JYpERERknumBRI8ePdCjRw9lu8zMTJw5cwZlZWUYMeJiLOudd96By+VyDw58UV5eDgDo1auX+7yPPvooTp486Q6dbN++HbGxsRg8eLDJT2Mfq7fYNXt+VXsVM+vLdXMEPMv+em8v51DIcej0cmPORemsdFP9UcXJZbp5AVaX9FblROj8vOz+XTB7r3SPN1tTRFUiW/7dk23d5PVtJfl3wyOfR8qnMfN3wc6/Ib4cH+wcjJARhqs2bKsjMWjQIOTk5GDGjBnYtWsX/v73vyM/Px+5ubnuFRtfffUVBg4c6J5hOHz4MBYuXIiysjJ88cUXeP311zFlyhRcd911GDp0KABgzJgxGDx4MG655Rb84x//wFtvvYWHHnoId955J2cdiIgorDWGNnQegWZrQaoXX3wRAwcOxOjRozFu3Dhce+21+OMf/+h+/8KFCzh48CDOnr2Yhd+hQwe8/fbbGDNmDAYOHIhZs2bhpptuwp///Gf3MZGRkfjLX/6CyMhIZGZm4te//jWmTJliqDtBREREgWFrQapu3bp5LT51xRVXQDTJME1OTsZ7772nPG9KSgreeOMNS/pIREQUMtrCqg3yTbDjd7prrM3ETmVm48qquLVqLw95740Tm4w5FAkwdz6Z2ToUunUgdLfCtnKvDZnV+SC6+5p41MyA9+Pln6WyBod0vswnjIneWzf9SHoOU1SfR/W7ZDafR+YtF8rqvC7upeGbcFy1YWtog4iIiFo3zkgQERGFijBctcGBRIiwelrPylLGdm9pLpfIlpeD6pKnh+WtnHWvZ3ZJoWq62uw25VaWnbb63DJVKEH+rHJowey9Vt07+foTJ/3N8Hwr5NCF8bku1dJfq5dMBupcVly/rYY6GNogIiKiNoUzEkRERKHCJS4+dI4PMA4kiIiIQgVzJMhXuvE/3fZmYuFWxy7l9n0VyyPlOLnH+ZaUG57Ly0Hlktryc8D7tuaeJby9LymUmc0rMLuVtdkcC1nTPAFlCWaT+Rqq5ZRWLl9s7npI876luvx55JwIOZ/G83fHO93lnTLd5bne2rMEdmhwQDNHwrKe+I45EkREROQ3zkgQERGFCla2JCIiIn+F4/JPhxBBGL4EmdPpRFxcHEZhAto52ge7O7YI5hpsq+O4ZusqmC2BLZPj4n0nlRueyzkYcg6FnGMhx9VNl2lWtNfdutsM0yWrLf6sqnsvU23zvXm/8d7JPyvV51Mx+7OzukZLKOUZhHLfVOrFBZTgNVRXVyM2NtaWazT+u3TtT+ahXbtov89TX38O778zz+e+7tixA0uXLkVZWRkqKiqwZcsWTJw40dQ1mSNBREQUKoQFDxNqa2sxbNgwrFq1yu8uM7RBREQUIhxCwKERKGg81ul0Gl6PiopCVJTnbO3YsWMxduxYv68HcCARtnSXWpmZZrRyd0lfyMerlsTJVMsxVcs7j6Ya28vT2bmDjGWUS5Hu9XqqUIxuWWnVbqlmww92nQswv9Pruemphufyz0q+N2+d+Ifhef/3phqvP0sKhUi/CzLPUIr3UIXM7O++7nJbnf7ofhbV8eEUymgNkpOTDc8LCwsxb948W67FgQQREVGocP3roXM8gOPHjxtyJJqbjbAKBxJEREQhwqrQRmxsrG2JoTImWxIREZHfOCMRJkJ56ZTZ2KjZuLHVyxtVcXZIcXk5Tr051difFOn8n1//vOF51ujfGJ7LORqe/TPG4VVxelXJbjN5Cbo5DjL5s6qW0kYb31YvrZVKYGfdIv2uKO61armn6ndPldOgIv/uqcrBq+jkUOjmX5gVyn/Tgop7bRAREZHfAlzZsqamBocOHXI/P3LkCMrLy9GtWzdcfvnlPp2DAwkiIqIQEejKlnv27MGPf/xj9/OCggIAwNSpU7FhwwafzsGBBBERURs1atQo6Ba45kAiTFgdP7QzHqlbItvquhVmt/2W4+by+fpO8l7XQa5dIOdQqOL+cn/lvIHIYmMcfuITxuNL93iva+GZt3DpfHIJ6V2pxr7Kn1VVTjxX7ttoY9+iy6W6EdL5qmD8Wcj5IUene2+vunfyNuNm62KYzanQzUOws8S22WN1r82ciBZw0y4iIiLyl8N18aFzfKBx+ScRERH5jTMSrZRueMDX98yey5/z6zK7JE+eXo9cUm54rtoBUr3E0dx0vUy+/ub9xvbRit1PPUp8G8INu7xeS7438meRP6tcktpzZ1RIz73vlKpaTqr62ci/q2ZLUFtdmt7s+6pQiE7/zZ6LoQmbMLRBREREfgvDOhIMbRAREZHfOCNBREQUIqzaayOQOJBoJczmKZiJ5Vq9JE13eajdJbfl5Z0qqiWCMtVW3HLegGdJa+P7ZvMKtm76kfEETc4nL/c8t8l7voZMXtoqL2X1LO9tPF7uu/yzTpFKSKuWa5pdaqyi+7un+7tt9fJRq9oCLHltmTDMkWBog4iIiPzGGQkiIqJQIQDo1ILgpl1ERERtF3MkKGhCKR5pdR0JK+O+vlDFelVxeJmcN6CqZSDH/T3On2aujLNqq+ymtR9U5cDlOhHKe5Hmva6Dty3NAc9ttVXbbludj2N17pHZ9ro1XHTyFuz+7NQCAc0cCct64jNbcyROnz6NyZMnIzY2FvHx8bj11ltRU1PTYvsvvvgCDoej2cfLL7/sbtfc+5s3b7bzoxAREVEzbJ2RmDx5MioqKrB9+3ZcuHABeXl5mDlzJjZu3Nhs++TkZFRUVBhe++Mf/4ilS5di7NixhtfXr1+PnJwc9/P4+HjL+09ERBRQYbhqw7aBxP79+1FUVITdu3cjLe3iGq+VK1di3LhxWLZsGZKSkjyOiYyMRGJiouG1LVu24Je//CU6d+5seD0+Pt6jbUvq6upQV3dpCtXpdJr9OERERPZzAXBoHh9gtg0kSktLER8f7x5EAEBWVhYiIiKwc+dO/OxnP1Oeo6ysDOXl5Vi1apXHe3feeSemT5+Ovn374rbbbkNeXh4cjubv/qJFizB//nz/P0wrZGUdfbvXj+vGuVXtVeScBbNbR5uNc6tyHlR5BR57i0h5Ct7yIDzqMsB7zoTHvSm2tq9W121Q9Vd1vNVb3Ot+V+zcdtzuvlPrYdtAorKyEj179jRerF07dOvWDZWVlT6dY+3atRg0aBBGjjR++RcsWICf/OQniImJwbZt23DHHXegpqYGv/vd75o9z5w5c1BQUOB+7nQ6kZycbPITERER2atNrNp44IEHsGTJEq9t9u/f73eHGn333XfYuHEjHn74YY/3mr42fPhw1NbWYunSpS0OJKKiohAV5X1HRCIioqBrCzkSs2bNwrRp07y26du3LxITE3Hy5EnD6/X19Th9+rRPuQ2vvPIKzp49iylTpijbZmRkYOHChairq+OAIQgCvf2w1SW0Ve+rtiE3O30uX0813a/bP5lOmWSzYRiZ6rNZfa9lqv7aGSrw5Xirr2clhjKoJaYHEj169ECPHj2U7TIzM3HmzBmUlZVhxIiLv/zvvPMOXC4XMjIylMevXbsWP/3pT326Vnl5Obp27cpBBBERhbe2MCPhq0GDBiEnJwczZszAmjVrcOHCBeTn5yM3N9e9YuOrr77C6NGj8cILLyA9Pd197KFDh7Bjxw688cYbHuf985//jKqqKvzgBz9AdHQ0tm/fjsceewz33nuvXR+FiIgoMDiQMHrxxReRn5+P0aNHIyIiAjfddBOefvpp9/sXLlzAwYMHcfascYfBdevWoXfv3hgzZozHOdu3b49Vq1bh97//PYQQ6NevH5YvX44ZM2bY+VGIiIioGQ4hgjB8CTKn04m4uDiMwgS0c7QPdnfCjm6c1uzxgV5SF+i4te79UDETl1ddO9BLYVXHW/27YXX/7c4rsPJ3jzkQLasXF1CC11BdXY3Y2FhbrtH479LoAbPQLtL/MH19Qx2KDz5ha19l3GuDiIgoRLSJ5Z9ERERkkzDMkbB10y4iIiJq3TgjQUrBLo1r9fbFdte5UF1PFkpxe1VbVU6E3dty23281SW5A53fYxbzIkKQSwAOjVkFF0MbREREbRdDG0RERNSWcEaClKxeThns5aJm6YZCdEt2BzL0YfW9DfRS1lBbbhno0A21BpozEmBog4iIqO1iaIOIiIjaEs5IEBERhQqXgFZ4gqs2qDUI9pK2YLN6eanVSxbN5CWYzWEwm69hd76MrlDvX6hdnywgXBcfOscHGEMbRERE5DfOSBAREYWKMEy25ECCiIgoVIRhjgS3Eec24iEn1OO8oV7Xwsrj7f6sga4xYvb4UO8fBUYgtxHPSvot2kVobCPuqsPbJ54J6DbizJEgIiIivzG0QUREFCoENHMkLOuJzziQoKAL9tR/qJUl1l3uGczpb7t329S9F4HefVQXQxltUBgmWzK0QURERH7jjAQREVGocLkAaBSVcgW+IBUHEkRERKEiDEMbHEhQ0AV7OaRuHNzqkthmWZmXYLbvVudz2H2vuW03kfU4kCAiIgoVnJEgIiIiv4VhZUuu2iAiIiK/cUaCwo7dZYfDvU6ETo6I3XUWQq2ug90lq5lTQWYJ4YLQ2Apc51h/cSBBREQUKoTQC08wR4KIiKgNE5o5EhxIEKkFe7o42GWS7SwBrvtZAr30lrtpEgUfBxJEREShwuUCHBp5DsyRICIiasPCMLTB5Z9ERETkN85IUJsT6DwAq+PygYzr270luyzQyzG5nJNCjXC5IDRCG8FY/mnbjMSjjz6KkSNHIiYmBvHx8T4dI4TA3Llz0atXL3Ts2BFZWVn4/PPPDW1Onz6NyZMnIzY2FvHx8bj11ltRU1NjwycgIiIKsMYS2TqPALNtIHH+/Hn84he/wO233+7zMY8//jiefvpprFmzBjt37kSnTp2QnZ2Nc+fOudtMnjwZ+/btw/bt2/GXv/wFO3bswMyZM+34CERERKRgW2hj/vz5AIANGzb41F4IgRUrVuChhx7ChAkTAAAvvPACEhISsHXrVuTm5mL//v0oKirC7t27kZaWBgBYuXIlxo0bh2XLliEpKcmWz0JERBQQLgE4wivZMmRyJI4cOYLKykpkZWW5X4uLi0NGRgZKS0uRm5uL0tJSxMfHuwcRAJCVlYWIiAjs3LkTP/vZz5o9d11dHerq6tzPnU6nfR+EWp1g1x4IZJ5CoD9rsO8tcx4o5AgBQGf5ZysKbZhVWVkJAEhISDC8npCQ4H6vsrISPXv2NLzfrl07dOvWzd2mOYsWLUJcXJz7kZycbHHviYiI2iZTA4kHHngADofD6+PAgQN29dVvc+bMQXV1tftx/PjxYHeJiIjIg3AJ7UegmQptzJo1C9OmTfPapm/fvn51JDExEQBQVVWFXr16uV+vqqpCamqqu83JkycNx9XX1+P06dPu45sTFRWFqKgov/pFREQUMMIFvdCGf8euWrUKS5cuRWVlJYYNG4aVK1ciPT3dp2NNDSR69OiBHj16+NVJlT59+iAxMRHFxcXugYPT6cTOnTvdKz8yMzNx5swZlJWVYcSIi7HVd955By6XCxkZGbb0iyic6j4EGnMciKwlXAJCI9lS+JEj8dJLL6GgoABr1qxBRkYGVqxYgezsbBw8eNAjnaA5tuVIHDt2DOXl5Th27BgaGhpQXl6O8vJyQ82HgQMHYsuWLQAAh8OBe+65B4888ghef/11fPLJJ5gyZQqSkpIwceJEAMCgQYOQk5ODGTNmYNeuXfj73/+O/Px85ObmcsUGERGRH5YvX44ZM2YgLy8PgwcPxpo1axATE4N169b5dLxtqzbmzp2L559/3v18+PDhAIB3330Xo0aNAgAcPHgQ1dXV7jb3338/amtrMXPmTJw5cwbXXnstioqKEB0d7W7z4osvIj8/H6NHj0ZERARuuukmPP3006b61jhiq8cFrZLmRIHQUH/O8FyIC5a2D9a1rDieKBDqcfH30p//tW/6WqJOa+Otxr7KqxNbCvGfP38eZWVlmDNnjvu1iIgIZGVlobS01LeLijbo+PHjjbui8MEHH3zwwYdPj+PHj9v279J3330nEhMTLeln586dPV4rLCxs9rpfffWVACA++OADw+v33XefSE9P96nvIVNHIpCSkpJw/PhxdOnSBQ6Hw/Ce0+lEcnIyjh8/jtjY2CD10H/sf3CFc//Due8A+x9s4dx/Vd+FEPj2229tDaFHR0fjyJEjOH/+vPa5hBAe/7bZueCgTQ4kIiIi0Lt3b69tYmNjw+7L0BT7H1zh3P9w7jvA/gdbOPffW9/j4uJsv350dLQhlB8I3bt3R2RkJKqqqgyvV1VVeV0N2VTIFKQiIiKiwOrQoQNGjBiB4uJi92sulwvFxcXIzMz06RxtckaCiIiILiooKMDUqVORlpaG9PR0rFixArW1tcjLy/PpeA4kJFFRUSgsLAzbAlbsf3CFc//Due8A+x9s4dz/cO67FW6++WZ8/fXXmDt3LiorK5GamoqioiKPLSta4hAiCDt8EBERUavAHAkiIiLyGwcSRERE5DcOJIiIiMhvHEgQERGR3ziQICIiIr+1yYHEo48+ipEjRyImJgbx8fE+HSOEwNy5c9GrVy907NgRWVlZ+Pzzzw1tTp8+jcmTJyM2Nhbx8fG49dZbDbudWsHsNb744gs4HI5mHy+//LK7XXPvb9682dK++9N/ABg1apRH32677TZDm2PHjmH8+PGIiYlBz549cd9996G+vj7o/T99+jTuuusuDBgwAB07dsTll1+O3/3ud4bN6gD77v+qVatwxRVXIDo6GhkZGdi1a5fX9i+//DIGDhyI6OhoDBkyBG+88YbhfV++B1Yy0/9nn30WP/rRj9C1a1d07doVWVlZHu2nTZvmcZ9zcnKC3vcNGzZ49EuucBjK976576jD4cD48ePdbQJ573fs2IEbbrgBSUlJcDgc2Lp1q/KYkpISXHPNNYiKikK/fv2wYcMGjzZmv09tht87jISxuXPniuXLl4uCggIRFxfn0zGLFy8WcXFxYuvWreIf//iH+OlPfyr69OkjvvvuO3ebnJwcMWzYMPHhhx+Kv/3tb6Jfv35i0qRJlvbd7DXq6+tFRUWF4TF//nzRuXNn8e2337rbARDr1683tGv62YLVfyGEuP7668WMGTMMfauurjZ8xquvvlpkZWWJvXv3ijfeeEN0795dzJkzJ+j9/+STT8SNN94oXn/9dXHo0CFRXFws+vfvL2666SZDOzvu/+bNm0WHDh3EunXrxL59+8SMGTNEfHy8qKqqarb93//+dxEZGSkef/xx8dlnn4mHHnpItG/fXnzyySfuNr58D6xitv+/+tWvxKpVq8TevXvF/v37xbRp00RcXJz48ssv3W2mTp0qcnJyDPf59OnTQe/7+vXrRWxsrKFflZWVhjahfO+/+eYbQ98//fRTERkZKdavX+9uE6h7L4QQb7zxhviP//gP8eqrrwoAYsuWLV7b/9///Z+IiYkRBQUF4rPPPhMrV64UkZGRoqioyN3G7D1pS9rkQKLR+vXrfRpIuFwukZiYKJYuXep+7cyZMyIqKkps2rRJCCHEZ599JgCI3bt3u9u8+eabwuFwiK+++sqS/lp1jdTUVPGb3/zG8JovXzZd/vb/+uuvF3fffXeL77/xxhsiIiLC8Id39erVIjY2VtTV1VnSdyGsu/9/+tOfRIcOHcSFCxfcr9lx/9PT08Wdd97pft7Q0CCSkpLEokWLmm3/y1/+UowfP97wWkZGhvjtb38rhPDtexDM/svq6+tFly5dxPPPP+9+berUqWLChAlWd9WD2b6r/haF271/8sknRZcuXURNTY37tUDde5kv3637779fXHXVVYbXbr75ZpGdne1+rntPWrM2Gdow68iRI6isrERWVpb7tbi4OGRkZLj3ay8tLUV8fDzS0tLcbbKyshAREYGdO3da0g8rrlFWVoby8nLceuutHu/deeed6N69O9LT07Fu3ToIi2uV6fT/xRdfRPfu3XH11Vdjzpw5OHv2rOG8Q4YMMVRhy87OhtPpxL59+0Ki/01VV1cjNjYW7doZC8taef/Pnz+PsrIyw+9sREQEsrKy3L+zstLSUkN74OJ9bGzvy/fAKv70X3b27FlcuHAB3bp1M7xeUlKCnj17YsCAAbj99tvxzTffhETfa2pqkJKSguTkZEyYMMHwuxtu937t2rXIzc1Fp06dDK/bfe/9pfrdt+KetGYske2DyspKAPAoF5qQkOB+r7KyEj179jS8365dO3Tr1s3dxop+6F5j7dq1GDRoEEaOHGl4fcGCBfjJT36CmJgYbNu2DXfccQdqamrwu9/9zpK+6/T/V7/6FVJSUpCUlISPP/4Ys2fPxsGDB/Hqq6+6z9vcz6bxvWD3v6lTp05h4cKFmDlzpuF1q+//qVOn0NDQ0Ox9OXDgQLPHtHQfm/6ON77WUhur+NN/2ezZs5GUlGT445+Tk4Mbb7wRffr0weHDh/Hggw9i7NixKC0tRWRkZND6PmDAAKxbtw5Dhw5FdXU1li1bhpEjR2Lfvn3o3bt3WN37Xbt24dNPP8XatWsNrwfi3vurpd99p9OJ7777Dv/85z+1fx9bs1YzkHjggQewZMkSr23279+PgQMHBqhHvvO177q+++47bNy4EQ8//LDHe01fGz58OGpra7F06VKf/iGzu/9N/9EdMmQIevXqhdGjR+Pw4cO48sor/T5vo0Ddf6fTifHjx2Pw4MGYN2+e4T2d+0+eFi9ejM2bN6OkpMSQtJibm+v+7yFDhmDo0KG48sorUVJSgtGjRwejqwCAzMxMw06LI0eOxKBBg/DMM89g4cKFQeuXP9auXYshQ4YgPT3d8Hqo3nvS12oGErNmzcK0adO8tunbt69f527ck72qqgq9evVyv15VVYXU1FR3m5MnTxqOq6+vx+nTp5V7uvvad51rAMArr7yCs2fPYsqUKcq2GRkZWLhwIerq6pQb2QSq/037BgCHDh3ClVdeicTERI/s6aqqKgDw6byB6P+3336LnJwcdOnSBVu2bEH79u29tjdz/5vTvXt3REZGuu9Do6qqqhb7mpiY6LW9L98Dq/jT/0bLli3D4sWL8fbbb2Po0KFe2/bt2xfdu3fHoUOHLPvHTKfvjdq3b4/hw4fj0KFDAMLn3tfW1mLz5s1YsGCB8jp23Ht/tfS7Hxsbi44dOyIyMlL7Z9qqBTtJI5jMJlsuW7bM/Vp1dXWzyZZ79uxxt3nrrbdsSbb09xrXX3+9x2qBljzyyCOia9eufve1OVbdo/fff18AEP/4xz+EEJeSLZtmTz/zzDMiNjZWnDt3Luj9r66uFj/4wQ/E9ddfL2pra326lhX3Pz09XeTn57ufNzQ0iMsuu8xrsuW///u/G17LzMz0SLb09j2wktn+CyHEkiVLRGxsrCgtLfXpGsePHxcOh0O89tpr2v1typ++N1VfXy8GDBggfv/73wshwuPeC3Hxb2pUVJQ4deqU8hp23XsZfEy2vPrqqw2vTZo0ySPZUudn2pq1yYHE0aNHxd69e93LIPfu3Sv27t1rWA45YMAA8eqrr7qfL168WMTHx4vXXntNfPzxx2LChAnNLv8cPny42Llzp3j//fdF//79bVn+6e0aX375pRgwYIDYuXOn4bjPP/9cOBwO8eabb3qc8/XXXxfPPvus+OSTT8Tnn38u/vM//1PExMSIuXPnWtp3f/p/6NAhsWDBArFnzx5x5MgR8dprr4m+ffuK6667zn1M4/LPMWPGiPLyclFUVCR69Ohh2/JPM/2vrq4WGRkZYsiQIeLQoUOGpW/19fVCCPvu/+bNm0VUVJTYsGGD+Oyzz8TMmTNFfHy8e3XLLbfcIh544AF3+7///e+iXbt2YtmyZWL//v2isLCw2eWfqu+BVcz2f/HixaJDhw7ilVdeMdznxu/1t99+K+69915RWloqjhw5It5++21xzTXXiP79+1s64PSn7/PnzxdvvfWWOHz4sCgrKxO5ubkiOjpa7Nu3z/D5QvXeN7r22mvFzTff7PF6IO994/Ua/64DEMuXLxd79+4VR48eFUII8cADD4hbbrnF3b5x+ed9990n9u/fL1atWtXs8k9v96Qta5MDialTpwoAHo93333X3Qb/WtffyOVyiYcfflgkJCSIqKgoMXr0aHHw4EHDeb/55hsxadIk0blzZxEbGyvy8vIMgxMrqK5x5MgRj88ihBBz5swRycnJoqGhweOcb775pkhNTRWdO3cWnTp1EsOGDRNr1qxptm2g+3/s2DFx3XXXiW7duomoqCjRr18/cd999xnqSAghxBdffCHGjh0rOnbsKLp37y5mzZplWF4ZrP6/++67zf6uARBHjhwRQth7/1euXCkuv/xy0aFDB5Geni4+/PBD93vXX3+9mDp1qqH9n/70J/H9739fdOjQQVx11VXir3/9q+F9X74HVjLT/5SUlGbvc2FhoRBCiLNnz4oxY8aIHj16iPbt24uUlBQxY8YM2/4hMNP3e+65x902ISFBjBs3Tnz00UeG84XyvRdCiAMHDggAYtu2bR7nCvS9b+l719jnqVOniuuvv97jmNTUVNGhQwfRt29fw9//Rt7uSVvmEMLiNX5ERETUZrCOBBEREfmNAwkiIiLyGwcSRERE5DcOJIiIiMhvHEgQERGR3ziQICIiIr9xIEFERER+40CCiIiI/MaBBBEREfmNAwkiIiLyGwcSRERE5Lf/DzSfswZCjq7qAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
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]
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},
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"metadata": {},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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QmZmJ5cuXY9iwYWhoaMATTzyBgoICbN68GUOGDGmxzfz58zF37tzAcX19PQcLGrI0rCxtWyumOOWSRbmMTIYP5PJIWWY559XmoYnwuzWanV61+rrT7O6f1fZ2n2/menaHRZz+2bAaivBtVX+Wa0YPVY7l75HZ5ZRB8jQlrsl1foslnCO16iGqBgq5ubnIzc0NHI8cORK7du3CkiVL8Oc//7nFNl6vF15v6Bg4ERERtV1UDRRaMnz4cGzYsCHS3SAiIrKEyYwOKS8vR2ZmZqS7QUREZIkfCTFZcMnRgcLhw4exc+fOwHFlZSXKy8vRtWtXnHXWWZg/fz7279+Pp59+GgCwdOlS9OrVC/3798exY8fwxBNPYP369fif//kfJ7sZd3SxVJlzIM+XS/ZkToIkcxLk8kj/VrXscvMlgGaXwNldktkqs3Frp+PmbuckSOH6J1+zuu207t46uvem3cZacz1J5gblLqtVjitmq+frcoHk77Fum2pdzgOXUzqvyfCgycIOkFbaWuHoQGHLli24+OKLA8cnkw4LCwtRXFyMAwcOYN++fYHXGxsbcfPNN2P//v3o1KkTBgwYgLVr1yrXICIiIvc4OlAoKCiAESamUlxcrBzPmzcP8+bNc7JLREREEdFkcdVDUzyGHoiIiOgEv5EAv4VkRj+TGckuMrYpcw7kdriNBQeUYxnblLFQWXpW5iRI4UpEW12rLlldK271/m6XRHa67oGTORNOloduzeu6+9ldIlnWK5HlunOXyXwbtaRzn0vCl4SW/ZO/t7IUu3w9qJw5cxbo/0RlZUYiIqJ4czL0YOVh1v79+/Gzn/0MZ5xxBjp27Ijzzz8fW7ZsMXUNzigQERG5wA9rKxfMbhp38OBBfOc738HFF1+MN954A927d8eOHTvQpUsXfeNmOFCIA7plXPKH6/hN6hRj/dSeyrGc4tyFXspx3+nqckdopniDwgHNzre7bK7k9O6KTk/lmxXpEtVOLo/UtbfSt7b0x2x7qz/LsiR0tyV7wr4uQ45p4ssV9PUzWRKbIkdufhiqQvE999yD7OxsrFixIvBcr169gs7TYeiBiIjIBScLLll5AEB2drayGWJRUVGL93vllVcwbNgwTJ48GT169MDgwYPx+OOPm+43ZxSIiIhcYL2E84m2VVVV8Pl8gedD7Xe0e/duPPLII5g7dy5+85vf4IMPPsB///d/Izk5GYWFha2+LwcKREREMcTn8ykDhVD8fj+GDRuG3/72twCAwYMH45NPPsHy5cs5UIg3ZmObuuWNMnYZtL2tiHXmoFY51iXUBC3PNLHsyu2tgu0u++v0csZYWy5ppS9mz7e63FLHbP907XW5RbL8uC7XqGJ2R+U4vURdXhlEsw11UP8cLofeHvjhgR9WkhnNtc3MzERenvpzcu655+Jvf/ubqetwoEBEROQCu0IPrfWd73wHFRUVynP//Oc/kZOTY+o6HCgQERG5wHoJZ3Ntb7rpJowcORK//e1v8ZOf/ATvv/8+HnvsMTz22GOmrsNVD0RERHHo29/+NlatWoVnn30W5513Hu68804sXboUU6dONXUdzijEAN02zzLnAFDPlyWbv3y8p3Ist4m2ur5dl5NgZW291biz03UMnL5fpOP6kpWvV6S/1mZ/rq3W3JDtdSWideTnQnqJ+rostZ6yu+XM+IAwpdYBYK/Ifcp5tVY5Zp0FPb/hgd9KwaU2tP3+97+P73//+22+J8CBAhERkSv8FkMP/ggFARh6ICIiopA4o0BEROQC69tMR+b/9hwoRCG5flmSsc1azfkyJ0GS20TrrifXU1uJrVq9ltN1AaRI79Vgdw6B3TkSbtZVsLu92z8LVnModFuqp22X7dXf86QlB5VjuaeLb6Xan2xZR8Hi3hXtURM8aLJQR8FKWysYeiAiIqKQOKNARETkAoYeqM1kqEEuS5KlWYHwoQG5LEqGFnTby+qmNK1OyTa/vtWtemNtW2a7rx/pktZWuF2SOdIlnnXnWw1F6EpCy/a71quhBlnqXZ4vP4fkcsvUZiWhdZ8h7VUTrIUPmuzriikMPRAREVFInFEgIiJyAUMPREREFJLbm0LZhQOFKCRjk7nL1FhhbZ66fazZnARdrNPuUrXhznc67uz29aNpG+fWiKaSzmavFektxd1+3Sxde1mCWS6XPC62m+87vSzs9Zv3X251n714Y9i+tBeGxW2mDS6PJCIiomjDGQUiIiIXMPRAREREIUVi90g7cKDgAhnL020bLeN7Mpaoy0nYOz5NOQ4qvWozK7FYq/kQTtcNsJpjYJXd22o7fT8z32u380+s/qyZvb7TW57L82X9FbPvX5Z6/6/nXlSOn5kyWjkO+hxrVkdB5iREsl4HWceBAhERkQuaLG4zbaWtFRwoEBERuYChBwrQTfHJKUIZKpClVOXr6SXq6/6t6rKlHIj72zzlauc0otnpVbPtdec7PSXq9I6Cbu9gaOV+dpdYdroks47V/kqRXhrbPHQAAH9c/GPluG68+kdKhkSbqygeqhynl6hLuuWusRTdOFAgIiJygR8J8FsIH1hpawUHCkRERC5oMjxoshA+sNLWChZcIiIiopA4o+AAuWxIt+Vqal747WFrRLwvdZca7zPL7VK0ZpZpWWnrRN/MLsmz+2slRds20ma+HrGeHyJZ7a/byyd1dJ9TdWLZtiz53FhwIPBvWXYeUJdw12q2xI5XTGYkIiKikAyLu0carMxIREQUv5rgQZOFjZ2stLXC0eHJO++8g/HjxyMrKwsejwerV6/WtiktLcWQIUPg9Xpx9tlno7i42MkuEhERURiOzigcOXIEAwcOxNVXX41JkyZpz6+srMQVV1yB66+/HitXrsS6detw7bXXIjMzE2PGjHGyq5bIWGBdH3XUlyZe19VNSC7NVI5zb1LjezLe5xevWt2u1u2cBSttoy0HIdZyDKyy0j+nv9Y60VYHwe38G7P3l3UTtvXOUo5TFvQK/Ft+pklB5abDnh0//Ia1PAN/+C+rYxwdKIwbNw7jxo1r9fnLly9Hr169cP/99wMAzj33XGzYsAFLliyJ6oECERGRjt9ijoKVtlZE1fLITZs2YdSoUcpzY8aMwaZNoTNiGxoaUF9frzyIiIjIHlGVzFhdXY309HTlufT0dNTX1+Po0aPo2LFjUJuioiIsWrTIrS4C0E/R6Uow6xy/qYtyrJtCrBdLjeS0no7Ty8bMLIc0y+7dEe0OZcjvjd3LwJzeXdLJUEekw0A6kQ772L07pqTb1Vb+rMqf5dxl6udMxexT/5ZLuGU4Fgi982RL944Xfnjgt5CQaKWtFVE1o9AW8+fPR11dXeBRVVUV6S4REREFOVmZ0cojEqJqRiEjIwM1NTXKczU1NfD5fC3OJgCA1+uF1+t1o3tERETtTlQNFPLz8/H3v/9dea6kpAT5+fkhWhAREcWGWE1mdHSgcPjwYezcuTNwXFlZifLycnTt2hVnnXUW5s+fj/379+Ppp58GAFx//fV46KGHMG/ePFx99dVYv349XnjhBbz++utOdtM0XSxPbqGqWx4p43d1fdTXszVbsgbF8ywug7Ial9ddz8y5bm+bbPfyRF2sNZI5Anaws/92bylu91JWq/ez+3zJ6s9KmtieXi5ZDFrSKO6XXnLqP3TyMy3cltQtidcSz35YLOEcjzkKW7ZsweDBgzF48GAAwNy5czF48GAsWLAAAHDgwAHs27cvcH6vXr3w+uuvo6SkBAMHDsT999+PJ554gksjiYiIIsTRGYWCggIYRugKES1VXSwoKMDWrZr/QhMREcUYw+KqByNCMwpRlaNAREQUr7h7ZDsiY3V7xfarkozPyToLutif2dKrbm/Xa7X0bLhz7c4ZiHTOAp3idA6A0zH/SJfftnubabP3k9dv/jkm86x0ZevlZ2BQLZg4+b2L1WTGmK+jQERERM7hjAIREZELGHqIY7J0qVkVs9ViUSm71W+2b2X4sr9OhyacXkZmZQrW7vLRTu8uSc7Rfe3Nlst2OvSh43Zow+r7lcvCw5WKl+FW+RkoSzzrytybXV4ZrVjCmYiIiOIOBwpEREQuOBl6sPIw44477oDH41Ee/fr1M91vhh6IiIhcEIkchf79+2Pt2rWB46Qk83/2OVBoAxn7lCWadVsNp22vVY515UplKVWnl2VZXe5oJg/A6fwH5iC0H7qcBF0Og90/G07m7rTl/lY/N4JKPIf5nJP5C+kl4bedljkI8tryM1LXFzolKSkJGRkZlq7B0AMREZEL7Ao91NfXK4+GhoaQ99yxYweysrLQu3dvTJ06Vdk2obU4UCAiInKBXQOF7OxspKamBh5FRUUt3m/EiBEoLi7GmjVr8Mgjj6CyshLf+973cOjQIVP9ZuiBiIgohlRVVcHn8wWOvV5vi+eNGzcu8O8BAwZgxIgRyMnJwQsvvIBrrrmm1ffjQKEF4UqTAggqJyrXF3dbkqm2vyn0euOWrq/LSTAr2uLyze/n9LbQ4e5N7YvVrYqt/qw6XRNEsvtzQ/d6869v0BbVIqegZrRaV0HWWeg7XW0vv3dBeV0xso+gAWu1EE4Wvvb5fMpAobXS0tJwzjnnYOfOnabaMfRARETkAreXR0qHDx/Grl27kJmZqT+5GQ4UiIiIXOD2QOFXv/oV3n77bezZswcbN27ED3/4QyQmJuKqq64ydR2GHoiIiOLQ559/jquuugpfffUVunfvju9+97t477330L17d1PX4UChFWT8LHfZUeVYrgmuW99LOc7eulE5thrLDFoPLuJzVveC0LFzK2an924gCiXacgp0/bPK7joQkpn+puxWk++yF4f/jAz+DI7NbajdLrj03HPPtflezXGgQERE5IJY3T2SOQpEREQUEmcUoN/WWZYfrc1Tj2X5Ubllqtntb3V07d3eftbs9H+4Es52l48mCsXqz4rdYTC7QxXRvNQ46DNzwUjl+FhvtdKgDPfKJelStC6XNAwPDAuzAlbaWsGBAhERkQv88Fiqo2ClrRUMPRAREVFInFEgIiJyQawmM3Kg0IKg2Fte+ByGpCUHleOcmzQ3cLkks9XSr3ZfP5xIb81LdJLTOQx2/17q2H39cDkMMocgqAy+oMtJkGSelswDi1axmqPA0AMRERGFxBkFIiIiFzD0QERERCHFaujBYxiGoT8tdtTX1yM1NRUFmIAkT4cWz9GtD9bF12SdBLkm2Ox6ZLOsxhqdjvNbuT5zEChauf2z6XQJ6EjmA8lry89cWRY/dVf4P1PyM9pMX48b36AUL6Ourq5NWze3xsm/S0NenIvE07z6BiE0HWnAhz9+wNG+toQ5CkRERBQSQw9EREQuMABYmcOP1PQ/BwoInvaqGd0ozghfLlSGIlLzwpdsdrpUq9WSzU6XgmU4gWKR0+XG7f49sTtUYXcItTkZOqjrk2aqfVA4GNH5meOHBx5WZiQiIqJ4whkFIiIiF8TqqgcOFIiIiFzgNzzwsI5CbJA5CTKHwLcyfPs6sSWq2eWRTr9ultUcBzu3r42WWCKRjt3LC62UTG6pfSSXSdudzyCXS8rPXN9Kte+1oqRzWpTmLMSKdjlQICIicpthWFz1EKFlDxwoEBERuSBWcxRcWfXw8MMPo2fPnkhJScGIESPw/vvvhzy3uLgYHo9HeaSkpLjRTSIiIhIcn1F4/vnnMXfuXCxfvhwjRozA0qVLMWbMGFRUVKBHjx4ttvH5fKioqAgcezz2jqJkvEsWwqwSOQg6Mt4ltzyVa4TNrle2GtvUcbpugsT4IMUju7eNtntbaTu3kda1N9tX+ZmpK9kclGe21dTtIoYzCiE88MADmDlzJmbMmIG8vDwsX74cnTp1wlNPPRWyjcfjQUZGRuCRnp7udDeJiIgcdXL3SCuPSHB0oNDY2IiysjKMGjXq1A0TEjBq1Chs2rQpZLvDhw8jJycH2dnZmDBhArZt2xby3IaGBtTX1ysPIiKiaHMymdHKIxIcDT18+eWXaGpqCpoRSE9Px2effdZim9zcXDz11FMYMGAA6urqcN9992HkyJHYtm0bzjzzzKDzi4qKsGjRIlP9ktNaMtQgX+82c49y/OXjPZVjOW0ml1v6TfUueMrP7uWRbi+HlJq3ZxiC4oXbyyWtXl9H93tv5xJIXZn7pCUHlWP5GSw/w7MXb1Rv4GD56fYg6ko45+fnY9q0aRg0aBAuuugivPTSS+jevTseffTRFs+fP38+6urqAo+qqiqXe0xERKR3YlbAY+ERmX47OqPQrVs3JCYmoqamRnm+pqYGGRkZrbpGhw4dMHjwYOzcubPF171eL7zetu/vTURE5AYmM7YgOTkZQ4cOxbp16wLP+f1+rFu3Dvn5+WFantLU1ISPP/4YmZmZTnWTiIiIQnB8eeTcuXNRWFiIYcOGYfjw4Vi6dCmOHDmCGTNmAACmTZuGb33rWygqKgIALF68GBdccAHOPvts1NbW4t5778XevXtx7bXXtrkPMt4llyvKbaRlvGzb6KHKcd+VoRMxW7qfpCshbXes02x7u7eR5jbT1B45vVxSspprpDvfyu+t1S2sd63vpT7RRz2UJZ1lCWcpUsspjf97WGkfCY4PFK688kr8+9//xoIFC1BdXY1BgwZhzZo1gQTHffv2ISHh1MTGwYMHMXPmTFRXV6NLly4YOnQoNm7ciLw8JqMQEVHsitXQgyslnGfNmoVZs2a1+FppaalyvGTJEixZssSFXhEREZEO93ogIiJyQ4zGHtrFQEGXE4A8NZ4l6yKk7A4/3WN2PbFuzbBkNVZodf221boJRO2R0zkGOpHe5jrca7q+mS3pvHd8mnIs6yjI60WMxdAD4jn0QERE1N7F6jbTUVdwiYiIiKIHZxSIiIhcwFUPMUQXr5J7O0DUFTcbq7O6F4Nk9zbOrJtA5Dyn652YvZ/ddR2s7P0g28o8Lt1ntsxJkHs/yDoLZvffsY3hsZZnEI+VGYmIiCi2tcsZBSIiIrfFajJjuxwo1IxuVI7TS5KVY7mFaXDJZ5XTU/NWp/LdXg7JUASRXrQtl7RzGbXZzzS5hD0N4b82Mjy8q0/4UINcPpnT7PoJTQ3AP14Oez/bxGgdBYYeiIiIKKR2OaNARETktlhd9cAZBSIiIrcYFh4W/e53v4PH48GcOXNMtYvbGYXPbx2BRG8KgOClM76V6rkyXlYxu6NynKYJBcqlO7qcBh2rsUSncxrsXu5J1B45XZLZ7VypcO11bYO2fRbny8/U4zd1Uc8fH/LWAIL/BjTfhrqp8Rjwj/Dt48EHH3yARx99FAMGDDDdljMKRERELjgZerDyaIvDhw9j6tSpePzxx9GlSxd9A4EDBSIiIjdYCTs0Cz/U19crj4aGhrC3veGGG3DFFVdg1KhRbeo2BwpERESu8NjwALKzs5Gamhp4FBUVhbzjc889hw8//DDsOTpxm6Nw1ht1SEo8BkCNRwHB8S65xja9RM0a8W8tU4515UZ15UHtLvFsd6lXbitN5Dyr28vbXe/EbP/C3d9K25bI15NLM5XjnJvCNg+bR3a8Kfz/xqNRVVUVfD5f4Njr9YY8b/bs2SgpKUFKSkqb7xe3AwUiIqKoYlPBJZ/PpwwUQikrK8MXX3yBIUOGBJ5ramrCO++8g4ceeggNDQ1ITEzUXocDBSIiIje4XJnx0ksvxccff6w8N2PGDPTr1w+//vWvWzVIANrJQEEXajjWW049iWkck8sfdeVJg0IVDk/lW10e6fQudkTtkdvLI83e30r/zPbNbPhVltmvGx9+NUDqrgjVPo6wzp0747zzzlOeO+2003DGGWcEPR9OuxgoEBERRVyMbjPNgQIREZELomH3yNLSUtNtuDySiIiIQorbGYW6XB8Sk1teDiLLecr42N7xao6CzCmQ5UV1JZxle6vLFc2eb/V6dscyiSiY1ZwCq6Xb7S7pHI7Za+s+Y7vNPKgcB5V4FprnjblawjlGt5mO24ECERFRVInRHAWGHoiIiCgkzigQERG5wGOceFhpHwntYqAgcwR08a4+l1Qqx42LzV1fV8JZcnubaKuxS6v3J6JgTm7z3Jbr2Z1LZYa8dhrC16apW5+mHKfmqX9R5Wd03fiRgX83Nbg4nc8cBSIiIgqJOQpEREQUb+J2RiG1oh5JiSdKM+9dMFJ9TZTzrJjdUTnOFTuR1U/tqRxbXe6o4/SyJrMYSiBynt3LI3XtrYY8zeweafcSbh1duDnn1drAv483NWCnpbuZwNADERERhRSjAwWGHoiIiCgkzigQERG5IUZnFNrFQKF5PAoIzklI2a2WbK7NS1aOg7aVdrikcrSVcObySCLnWf29cbt9uM8Js0u0reYkyLyzKpGXdqx3g2wR+Je7JZy56oGIiIjiTLuYUSAiIoo0VmYkIiKi0JijENrDDz+Me++9F9XV1Rg4cCAefPBBDB8+POT5f/3rX3H77bdjz5496Nu3L+655x5cfvnlpu7ZfJtpmWOQu+yocuzfWqYcy/hWmiZ053ROQqRLODPngMh5bucOubkdva5svu7asi+yvcw7Sy9R88xyXlU/8/eOP5WX5moJ5xjleI7C888/j7lz52LhwoX48MMPMXDgQIwZMwZffPFFi+dv3LgRV111Fa655hps3boVEydOxMSJE/HJJ5843VUiIiISHB8oPPDAA5g5cyZmzJiBvLw8LF++HJ06dcJTTz3V4vnLli3D2LFjccstt+Dcc8/FnXfeiSFDhuChhx5yuqtERESO8eBUnkKbHhHqt6Ohh8bGRpSVlWH+/PmB5xISEjBq1Chs2rSpxTabNm3C3LlzlefGjBmD1atXt3h+Q0MDGhpOLX2pr6833U8ZapDLKSWzU3RmQwl27+5odUrR6v0oejhd7pvazu2QoJslnM3usGs2LCKXuKdtrw3bPjXvVCikqdHFwD+XRwb78ssv0dTUhPT0dOX59PR0VFdXt9imurra1PlFRUVITU0NPLKzs+3pPBEREcV+HYX58+ejrq4u8Kiqqop0l4iIiIIZNjwiwNHQQ7du3ZCYmIiamhrl+ZqaGmRkZLTYJiMjw9T5Xq8XXq+3xdeIiIiiBpdHBktOTsbQoUOxbt06TJw4EQDg9/uxbt06zJo1q8U2+fn5WLduHebMmRN4rqSkBPn5+S2eH0pdbw8SvSfiOTWj1aUzfaeryyG3v67W7xz36lVhr201zut2ToHV8xnXjh/83kUvt0ulO1nq3Wqek9nzZYnm2rxU5bhm9lDlOHfZqeWVx5tkeWeSHK+jMHfuXBQWFmLYsGEYPnw4li5diiNHjmDGjBkAgGnTpuFb3/oWioqKAACzZ8/GRRddhPvvvx9XXHEFnnvuOWzZsgWPPfaY010lIiJyDCszhnDllVfi3//+NxYsWIDq6moMGjQIa9asCSQs7tu3DwkJp1IlRo4ciWeeeQa33XYbfvOb36Bv375YvXo1zjvvPKe7SkRE5ByGHkKbNWtWyFBDaWlp0HOTJ0/G5MmTHe4VERER6cTtXg9nvVGHpMRjAILjVTLe1ft/1PhVum6bacFqDoGT65lbc76uP07nTBCR/TkHuus7WTreah6WfF2WgJZSdqv1BWQdhbo+aaLFUUQEZxSIiIgolFjNUYj5OgpERETkHM4oEBERuSFGSzjH7UCh+TbTss44RDxMbkmqY3W7V7uvbzbexzoKRNHHah0Fu/d+0DHzuWB1i2v5GS7355H2jk9TjrMXb1SOa6c23+vhGKCW0nEOcxSIiIgoFOYoEBERUdxpFzMKchpLLpfsNnOPcvzl4z3Dnp8Ge0MB0V6iWXc9uXQpKNRDRFpuL4+MZAlnyWr4NnWX+l9t+Rlkd3i4zRh6ICIiopAshh4iNVBg6IGIiIhC4owCERGRGxh6iF4Vs9VtpmW5T1/BAeW4pjhLOZbbUsvllU6WQm0Np3MgdNdnTgKRdbpcH7uXPUdTCWcpqGRzXvgSzpJu+WTOq7WBf7u6zXSMDhQYeiAiIqKQ2sWMAhERUaSxjgIRERHFnbidUUitqEdS4onYk2+ltW2XrdLFHq2WhDa7jbVZdm9bTUTBdLk+TtdBsLP2gdm+6Eo2B9FsO908BwEIroXTXjzyyCN45JFHsGfPHgBA//79sWDBAowbN87UdTijQERE5AbDhocJZ555Jn73u9+hrKwMW7ZswSWXXIIJEyZg27Ztpq4TtzMKRERE0cTtHIXx48crx3fffTceeeQRvPfee+jfv3+rr9MuBgq6qf+kJQeV4/TH1Wkq2T5te51yrF0+uFXtj9llTmaXLZmdkrT7dSLSs7vksq693fc3cz+z19J9ZteMblSOdTsAy/YR2z0SsGWJY319vXLs9Xrh9XrDtmlqasJf//pXHDlyBPn55pabMvRAREQUQ7Kzs5Gamhp4FBUVhTz3448/xumnnw6v14vrr78eq1atQl6euTy4djGjQEREFHE2FVyqqqqCz+cLPB1uNiE3Nxfl5eWoq6vDiy++iMLCQrz99tumBgscKBAREbnArhwFn8+nDBTCSU5Oxtlnnw0AGDp0KD744AMsW7YMjz76aKvvG7cDBf8/PoPf0wEAUDdelPOUS2seVw/r+qglnuUWpmZZjfk7nZMgWX2d204T6UVTyWW7z7e6JFyeL6+XXhL+/kHLIU2WgI5nfr8fDQ3mylbH7UCBiIgoqri818P8+fMxbtw4nHXWWTh06BCeeeYZlJaW4s033zR1HQ4UiIiIXOD28sgvvvgC06ZNw4EDB5CamooBAwbgzTffxOjRo01dhwMFIiKiOPTkk0/acp24HSgkDOyHhMQTmaDZizcqr8ktSGW5z7o+acqxrJugi69ZLQntds6B3eu5mZNAFMzu3zOn66PohGuv2yJbdy1d7RpZ++bLx3sqxzLPTH7GN7/fceObsH2zVYxuMx23AwUiIqKoEqMDBRZcIiIiopDidkah+fJIOY0lQxG14nW5HHLv+DT19Txry//sLsls9n6S3cukuJskkZ7du76avZ7dnytWfq91yyn3inBxqiizL0MN8jNets8WZfXd4nYyo13idqBAREQUVWI09MCBAhERkRtidKDAHAUiIiIKqV3OKMjYmlx6I3MSpKDlkuJ13dIeu3MSnM4J4LbTRNZZ3bbZ6eWVktXlmWbO1eV5HeutlhzOXlymHKfJvor2Vsvw24U5CkRERBQaQw9EREQUbzijQERE5AKGHlrw9ddf48Ybb8Srr76KhIQE/OhHP8KyZctw+umnh2xTUFCAt99+W3nuF7/4BZYvX97mfsgcAbkFqW5b6ZrRjWGvr8t50J1vd6zQbHurOQ5WciiYz0DxyurvrWT3ttRW7xfu/enK2utKNkspu9XP6B3FQ5Xj9JJktUGeJk8s7N0cFKOhB0cHClOnTsWBAwdQUlKCb775BjNmzMB1112HZ555Jmy7mTNnYvHixYHjTp06OdlNIiIiCsGxgcKnn36KNWvW4IMPPsCwYcMAAA8++CAuv/xy3HfffcjKygrZtlOnTsjIyHCqa0RERO6L0RkFx5IZN23ahLS0tMAgAQBGjRqFhIQEbN68OWzblStXolu3bjjvvPMwf/58/Oc//wl5bkNDA+rr65UHERFRtPHY8IgEx2YUqqur0aNHD/VmSUno2rUrqqurQ7b76U9/ipycHGRlZeGjjz7Cr3/9a1RUVOCll15q8fyioiIsWrQobF9kPKxuvKj7LeqCS3V91PNr85JDnHmC3XUTzMb7zLK7xruZ/rEGA8Urp+sgmL2e3fVUzDBbRyE470u9nswz09XC8a3k54oVpgcKt956K+65556w53z66adt7tB1110X+Pf555+PzMxMXHrppdi1axf69OkTdP78+fMxd+7cwHF9fT2ys7PbfH8iIiJHxGjowfRA4eabb8b06dPDntO7d29kZGTgiy++UJ4/fvw4vv76a1P5ByNGjAAA7Ny5s8WBgtfrhdfrbfX1iIiIIqHdLI/s3r07unfvrj0vPz8ftbW1KCsrw9ChJ5ayrF+/Hn6/P/DHvzXKy8sBAJmZmWa7GpKunGeV2JJUksspc16tVY7dXn4o2V1y2ez5Zq7HUAPFC7e3c4/050K49rrlj7ol5BWzOyrHKbvV/wzKz3B5v9S88MstIyZGZxQcS2Y899xzMXbsWMycORPvv/8+3n33XcyaNQtTpkwJrHjYv38/+vXrh/fffx8AsGvXLtx5550oKyvDnj178Morr2DatGm48MILMWDAAKe6SkRERCE4Wkdh5cqVmDVrFi699NJAwaU//OEPgde/+eYbVFRUBFY1JCcnY+3atVi6dCmOHDmC7Oxs/OhHP8Jtt93mZDeJiIjcER37U5ni6ECha9euYYsr9ezZE4Zx6quWnZ0dVJWRiIgoHrSbHIV4IJfiJJeq+Q85N9Uqx7qSz5LZZURWlh21xO6Sy3Yv7+RySYoHTv+eSFaXT9r9eji65Y+1MmcB6vm6nAT5GSy3mSZ7tcuBAhERketiNJmRAwUiIiIXxGrowbFVD0RERBT7OKMA4PhNXZRjWf5T1kmo66O+risnanec3WpsVLJ722rd9a1ciyhW2V0Xwer1rNRJMMtszoIuJ0G+rv0Mbn1XncXQAxEREYXC0AMRERHFHc4oIHjaSu4mKafFZChCtpfktJvVUIXZZUxWS73q7q9rb6bUqyRLv8opSyKnWP29sns5pN3X193PyvJJs/euGd2oHKeXqDv06srky7L7UbtbJEMPREREFBIHCkRERBQKcxSIiIgo7nBGAcE5AkHlRcXrcvnksd4N4nxz97O6JaubJZbbcn3JzHJJXU4Cl1eSU6zmFETz71lL1zPb3tI20wh/b91nnux7UA5D2NYRxNADERERheIxDHiMtv+1t9LWCoYeiIiIKCTOKBAREbmBoYfYJeNpdePVNbmyZLMsH5rz6lHluGJ2R+W47/SysPfXxeV18Taz672dLgGtEy6WGel8C2q/7P4517W3O2fB7vvpapiEu7/Zks0pu9USzf6t6mfmjuKhyrGssxAr9VW46oGIiIjiDmcUiIiI3MDQQ/yQJZx1U3AVmmkx2V4yM6XXFnZfz85lXVZDCQw1UFtZDcFZ/Vl0uhS7ju5+du7AKO/VbeYe5bhmT1bY8+VnatTuDqnB0AMRERHFHQ4UiIiI3GDY8DChqKgI3/72t9G5c2f06NEDEydOREVFheluc6BARETkgpOhBysPM95++23ccMMNeO+991BSUoJvvvkGl112GY4cOWLqOsxRaIEupi9fz12mLo/cO94btr0sNwqbt4M1215yM2/Aahlat5d2UuywOwfB7pwDs+2t3s/q54aZ+9fmpSqvyZyC4zd1UY5zoX6GBn2t8vLDvx4rXE5mXLNmjXJcXFyMHj16oKysDBdeeGGrr8OBAhERUQypr69Xjr1eL7ze8P9BBYC6uhMDtq5du5q6H0MPRERELrEj7JCdnY3U1NTAo6ioSHtfv9+POXPm4Dvf+Q7OO+88U33mjAIREZEbDOPEw0p7AFVVVfD5fIGnWzObcMMNN+CTTz7Bhg0bTN+WA4UWBK0nFluiyvhbXR+1/Kgs8Sxf18XvdCK9XtvOvAGn8yWsXp+il9Oly83eT3I6J8LtOhBmciZ8W9XXkkozleNd63spx8d6NyjHucvM5Ym1t99bn8+nDBR0Zs2ahddeew3vvPMOzjzzTNP340CBiIjIBW4XXDIMAzfeeCNWrVqF0tJS9OrVS9+oBRwoEBERucHlVQ833HADnnnmGbz88svo3LkzqqurAQCpqano2LGjpvUpHCi0gi4UAaQiHF0oIk3Mmtk9JShZXVKou56VaUGnwypmtfcpzmhidxjK7pLMVpfiRjqkqOuPmfP3jk9TXju2Rw0tpGt24JXhWbM76tIJjzzyCACgoKBAeX7FihWYPn16q6/DgQIREZELPP4TDyvtzTCsJE42w4ECERGRG2J090jWUSAiIqKQOKNgA7PLG7vNPKgcH3+1S4gzTwiK120NceL/cXpZllVmtpnWifRWwSwRbR+rPwtOLwO2+/cmmpYztuZ1eT35udSczMuSOQj+rWXqsbyAKNkcL2J1m2kOFIiIiNxgU8Elt3GgQERE5IJYnVFgjgIRERGFxBmFNpCxu6oFI021z7lJPa6YrRa+kOVLg3IgNLHC4DoPKru3s9WdL5kp4Ryurdl7teV+Zq9ndovyeMthCPf+oi0Hwem6BXbnCOhY7Y/uc0RXT6Z57YQ+l1Qqr335eE/1ZiIHQX7GyeO4qZvAVQ+qu+++GyNHjkSnTp2QlpbWqjaGYWDBggXIzMxEx44dMWrUKOzYscOpLhIREbnGys6RVsMWVjg2UGhsbMTkyZPxy1/+stVtfv/73+MPf/gDli9fjs2bN+O0007DmDFjcOzYMae6SURERGE4FnpYtGgRAKC4uLhV5xuGgaVLl+K2227DhAkTAABPP/000tPTsXr1akyZMsWprhIRETmPqx6sqaysRHV1NUaNGhV4LjU1FSNGjMCmTZtCDhQaGhrQ0HCqjnh9fb3jfZWyF29UjuunqvE3Wae8dqpcI9yoHMk66Tmv1oa9v64OuoxNOh1btcLtevl25wxYba/72bF7bb3T+x+Y4XYOgtX35vQ203b3R3d/+bMmc6Hk+TK3Kr3k1B+xXRDbSI+W20irdRWkeMvdOYmrHiw6uatVenq68nx6enrgtZYUFRUhNTU18MjOzna0n0RERO2JqYHCrbfeCo/HE/bx2WefOdXXFs2fPx91dXWBR1VVlav3JyIiahXDhkcEmAo93HzzzdqtKXv37t2mjmRkZAAAampqkJmZGXi+pqYGgwYNCtnO6/XC6/W26Z6RErwUSH29Ni9ZHIffctXqFKtk9zbWZqZQnZ76dzo0YXVqPmj6N8aE+95He2gh3pY/Wl3uKQUv45ZbQ5/63JLhWEmGX2P95761YjX0YGqg0L17d3Tv3t2RjvTq1QsZGRlYt25dYGBQX1+PzZs3m1o5QURERPZxLEdh3759KC8vx759+9DU1ITy8nKUl5fj8OHDgXP69euHVatWAQA8Hg/mzJmDu+66C6+88go+/vhjTJs2DVlZWZg4caJT3SQiInKH37D+iADHVj0sWLAAf/rTnwLHgwcPBgC89dZbKCgoAABUVFSgru7UNPy8efNw5MgRXHfddaitrcV3v/tdrFmzBikpKU51k4iIyB0xWpnRYxgRWpjpkPr6eqSmpqIAE5Dk6RDp7gAILvEst2Ct6+NRjuVyyJ8+V6Ic/3Hxj8PeT8b7zC65k9xcIhfNSzdbEukS0XZvkx1NyyUjnU/i9FJdt7c819HdXy7blpp/bgWVg5Zl6DX3dtNx4xuU4mXU1dXB5/M5co+Tf5e+M2oRkpLa/h/f48eP4d21Cx3ta0uiZnkkERERRZ+oKbhEREQU11iZkYiIiEJpF8sjqW10JZiB1LCvypwEXU6DLL1qdstWu9dfh2vv9tbDkY4bR7pssN3Xs7KleKTrINhdglnX3u2fPd3rMndJbhudtOSgcpxzk9pe5iE0z2GQeVhm+0bRhQMFIiIiN8ToqgcOFIiIiFzgMQx4LOQZWGlrBQcKLpDTbLrlijI0IKcE6/qkKcfBu7ipJaBl6EFOYQYtZYK9y8bC7V5p93I7u6fm7W5v9nrRttzR6R0N7WR36MDs67rzrf6s636PkRf+c0Z+LgSVaBahBinoes36I/vCUENs40CBiIjIDX7ok8R07SOAAwUiIiIXxGrogQWXiIiIKCTOKESArsRyzehG5Thlt7qNtlx6lLpLzUmQdNtUy5wEye4yvVa2mY701rx2x+idLIHcEru/d2a+vk4vZ3S7JLLT+R+6+0m+rWFfDrq+LrcJULeRliWcU0UOhNKXdrJttGlc9UBEREQhsTIjERERhRKrlRmZo0BEREQhcUYhCgSvb5axSjVWKGOVchvrY70blGMZe7Qaq7W6na2ZvkR6C2yncxh07K4jYTUPwCwz5brdrntgZz2Q1pyv658ulyio5LKog6Db2lm+nq7uXh9UGj7N5I8C8xJagaEHIiIiCsXjP/Gw0j4SGHogIiKikDijEIXkFOWO4qHKcd/p6vlml0sGL4sKvcwJaGH3SRun+50ONTi9/NDp0ESkQx92hgucDi04XV7a6Z8d3dR90Oua9ns1IUm57FruQivfr1wOyVBDGzD0QERERCHFaB0Fhh6IiIgoJM4oEBERuSBW93rgQCEG9J1ephzLZVJyWZPMWZBkbLKuj/q6LlapiwXrlnGFE23bSpu9v9mYvtNx+UjnRFhZHml2Ga7bJZV195d020LLEszabaSFmtlqLlN6ifwcCJ+TIHOXUnarOQ5Bnwthe0MtitEcBYYeiIiIKCTOKBAREbnBgLWpGCYzEhERxa+TOQpWHma98847GD9+PLKysuDxeLB69WrT1+CMQgwKWr88Nfz65uD12uFLQJuusyC2qTZTd8FsXFhX5tbumL3TdRnsLrlsd46Bnfd3e1tps+c7/boUtL27rn1e+NwkWapd/h7K33v5H1v5e+5buTHs+dQGBizmKJhvcuTIEQwcOBBXX301Jk2a1KbbcqBAREQUQ+rr65Vjr9cLr9fb4rnjxo3DuHHjLN2PoQciIiI3nFz1YOUBIDs7G6mpqYFHUVGRo93mjAIREZEb/AA82rPCtwdQVVUFn88XeDrUbIJdOFCIA0HbyerqLIhYp1wfLe0dH/6HUG5HaybvwGzcV1dfPtJxZx2n956w+/525kBYza+wur2503s1mH1dR9Yj6TZzj3rC4z2VQ/l7XtcnTTnOETkRe8err2cvVnMSKHr5fD5loOA0DhSIiIhcwMqMREREFFqMVmbkQCEOyClVWQo2bXD4KUe5bEpOeerI65mZ4pT3kn23ujWxjtXpbauhBLuXPzq9XNLOEtRWQw1uh23M3t/sz5Jc+lszulE5rlvfSznO2V6rHJv9PWZJ5vbh8OHD2LlzZ+C4srIS5eXl6Nq1K84666xWXYMDBSIiIjdEYEZhy5YtuPjiiwPHc+fOBQAUFhaiuLi4VdfgQIGIiMgNERgoFBQUwLAYsmAdBSIiIgqJMwrtgIylyuWRZnMSZGxTxlaTlhxUz79JXKBZ7FZXglnH7hwD3fXNXs9qjD/S20TrzpfszEmwe3mkrj9mmd1OXZeDkLJbXd6Yu+youIJ6rNumWifSOR7tkk11FNzm2IzC3XffjZEjR6JTp05IS0trVZvp06fD4/Eoj7FjxzrVRSIiItdEYlMoOzg2o9DY2IjJkycjPz8fTz75ZKvbjR07FitWrAgcO11xioiIyBVcHqlatGgRALQ6q/Ikr9eLjIwMB3pEREREZkVdjkJpaSl69OiBLl264JJLLsFdd92FM844I+T5DQ0NaGhoCBzLXbUomMwL0MVadSWa5fa3X4rSsnI33ealZmW+hKSL+5plNQ4eVPdBU1LabEzf7toCdt/fSnu3y2PryBi/2Z+1oO+9pl6J1Hd6mXKsyxWS27/nLgtful233TtFgN8APBZmBfyRmVGIqlUPY8eOxdNPP41169bhnnvuwdtvv41x48ahqakpZJuioiJlF63s7GwXe0xERNRKNu0e6TZTA4Vbb701KNlQPj777LM2d2bKlCn4wQ9+gPPPPx8TJ07Ea6+9hg8++AClpaUh28yfPx91dXWBR1VVVZvvT0RERCpToYebb74Z06dPD3tO7969rfQn6FrdunXDzp07cemll7Z4jtfrZcKjRbopVN0yLLlrnSSXUzbf1U7uiHf8pi5hryWnT80uUbO6PFG3nNPsVL1OrIUipHC7R5pp2xpmQwm61+X95fVlyC14uWPYy2NH8VDlOL1EfV1+vVJ2jxSvq6GLoPLn4W9PEWF1ViAGkhm7d++O7t27O9WXIJ9//jm++uorZGZmunZPIiIiR8ToqgfHchT27duH8vJy7Nu3D01NTSgvL0d5eTkOHz4cOKdfv35YtWoVgBMbV9xyyy147733sGfPHqxbtw4TJkzA2WefjTFjxjjVTSIiIgrDsVUPCxYswJ/+9KfA8eDBgwEAb731FgoKCgAAFRUVqKs7Mf2XmJiIjz76CH/6059QW1uLrKwsXHbZZbjzzjsZWiAiotjnN2ApfBChVQ+ODRSKi4u1NRSab1TRsWNHvPnmm051h0zQbVtdtUCNlepKOgfFpsefai+XUqZBjRsHLTEbr947dVf4XxxdToNuqajZEtNWyxTbXbbY7pLWuvPNlHDWcTrnQEcuR5Qllo/1blCOdSWXdT+Lkuxv8+3ZKUYZ/hMPK+0jIKqWRxIREVF0ibqCS0RERHEpRpMZOVAgIiJyA3MUqL0IipWKWGpQ6VjRvnlegazBIMtFS30uqVSOv9zVUzmWceX0Ek1ZW3F9q9te6+hqUtidk6DLebB7a2cr/dfVrJA/Z1ZzHmQND5kvI0skV8yGeP2oeF2WWJY5Cyr5sy9zfVhyOQ7F6IwCcxSIiIgoJM4oEBERucGAxRkF23piCgcKZJluujrcMjDddGuO2HqycfEB9QJTeyqHKbvVmhtp29Xry+nh/j3Vqp+71vcy1T9JN7UftIRPM/UfVKIasRtakLRLV0VYRtLtziiXzsoSy2myXLh4azJU0Xe6GgqRYSsZ5qrNS1bvh/DLHVlyuR1g6IGIiIjiDWcUiIiI3OD3w9LckT8y804cKBAREbkhRkMPHCiQ7XQloJvHuXVb90p1mhLOMu67V5SbTi9Rz29cKXIeFqg5CroS0pLMaTBLV0Ja/n/CbMlpsyWopaDlnXIJY5j+6UosS7JUuFV9p6vbMtdqSigH5TRs12w7Lei+d0SxggMFIiIiN3BGgYiIiEKK0cqMXPVAREREIXFGgVzXPIdBt1Y+uA6B5triWLeW3rcy/PV0WwnLHIakJQeVY1mXwaw6TZw+aItvWXdBkxeg28pZvj95v4riocqxrGPR/OtX10e91rHZaltZMrlmtCzHrdYlkDkAMqdBvhfZV1kXwezPWlA5cJZcJg3D8MOwsFW0lbZWcKBARETkBsOwFj5gjgIREVEcMyzmKHCgQBTMbMnkHZrpZbnETReqANSpdFmWV55//FW1LHBqnrlfbBkakaEOGSp44/VnleO85b8UV1TPlzsWytCKnO5P2a1eTYZW+haELwndPHQhv1Y5r4YP4+Quq1WO5e6N8nupWxorr6dbHqlb+knUXnCgQERE5Aa/H/BYyDNgjgIREVEci9HQA5dHEhERUUicUaCYJnMY+k5XX5cxc13JaLnkzbdSsxWyiGObjXvrluTJ/socgzFZA5Xj1Knq/zjk+5FLFOWSQ3m+zMmQORhVC8Jvy938OHhbaPW9yRwDuQW3zNeQ5PdGt0W4bmkukd0Mvx+GhdADl0cSERHFM4YeiIiIKN5wRoGIiMgNfgPwxN6MAgcKFNfMxqVlBDA4h0DE8EVcXNZBkDkAkozby1oDZnMmZA6DPD9bvP/grZw120iLr0dw3YnWCyovrckn0ZWjZkllinqGAUsbjjP0QERERNGGMwpEREQuMPwGDAuhB4MzCkRERHHM8Ft/tMHDDz+Mnj17IiUlBSNGjMD7779vqj1nFIjC0MW5Zc6DbttqmVMgawfI13V1H2ROgqwdIPc7CN5vQT1f3k/2R+ZgyL00wtWRkO9Vlw8i8yMis4KcyD6RmFF4/vnnMXfuXCxfvhwjRozA0qVLMWbMGFRUVKBHjx6tugZnFIiIiOLUAw88gJkzZ2LGjBnIy8vD8uXL0alTJzz11FOtvkbczSicHHEdxzeW6loQOaGp8ZhyfNz4Juzr2us1qDMKx5saxOvq9ZoaxW6X8nzN/f1H1RkFM/2X50oJoi9+zflEdjiOEz9nbsT/jxsNljZ2OtnX+vp65Xmv1wuv1xt0fmNjI8rKyjB//vzAcwkJCRg1ahQ2bTKxO6oRZ6qqqk6WvuKDDz744IOPVj2qqqoc+7t09OhRIyMjw5Z+nn766UHPLVy4sMX77t+/3wBgbNy4UXn+lltuMYYPH97q/sfdjEJWVhaqqqrQuXNneDwefYMIqq+vR3Z2NqqqquDz+SLdHcv4fqIb30904/uJDMMwcOjQIWRlZTl2j5SUFFRWVqKxsVF/soZhGEF/21qaTbBT3A0UEhIScOaZZ0a6G6b4fL6o/kUyi+8nuvH9RDe+H/elpqY6fo+UlBSkpKQ4fp/munXrhsTERNTU1CjP19TUICMjo9XXYTIjERFRHEpOTsbQoUOxbt26wHN+vx/r1q1Dfn74nW6bi7sZBSIiIjph7ty5KCwsxLBhwzB8+HAsXboUR44cwYwZM1p9DQ4UIsjr9WLhwoWOx5fcwvcT3fh+ohvfDznhyiuvxL///W8sWLAA1dXVGDRoENasWYP09PRWX8NjGBGqCUlERERRjzkKREREFBIHCkRERBQSBwpEREQUEgcKREREFBIHCkRERBQSBwouuvvuuzFy5Eh06tQJaWlprWozffp0eDwe5TF27FhnO9pKbXk/hmFgwYIFyMzMRMeOHTFq1Cjs2LHD2Y6a8PXXX2Pq1Knw+XxIS0vDNddcg8OHD4dtU1BQEPQ9uv76613qscrsvvN//etf0a9fP6SkpOD888/H3//+d5d62jpm3k9xcXHQ98HtSnjhvPPOOxg/fjyysrLg8XiwevVqbZvS0lIMGTIEXq8XZ599NoqLix3vZ2uZfT+lpaVB3x+Px4Pq6mp3OkxtxoGCixobGzF58mT88pe/NNVu7NixOHDgQODx7LPPOtRDc9ryfn7/+9/jD3/4A5YvX47NmzfjtNNOw5gxY3DsmLldE50ydepUbNu2DSUlJXjttdfwzjvv4LrrrtO2mzlzpvI9+v3vf+9Cb1Un951fuHAhPvzwQwwcOBBjxozBF1980eL5GzduxFVXXYVrrrkGW7duxcSJEzFx4kR88sknLve8ZWbfD3CiXHDz78PevXtd7HF4R44cwcCBA/Hwww+36vzKykpcccUVuPjii1FeXo45c+bg2muvxZtvvulwT1vH7Ps5qaKiQvke9ejRw6Eekm3auBkWWbBixQojNTW1VecWFhYaEyZMcLQ/VrX2/fj9fiMjI8O49957A8/V1tYaXq/XePbZZx3sYets377dAGB88MEHgefeeOMNw+PxGPv37w/Z7qKLLjJmz57tQg/DGz58uHHDDTcEjpuamoysrCyjqKioxfN/8pOfGFdccYXy3IgRI4xf/OIXjvaztcy+HzO/V5EGwFi1alXYc+bNm2f0799fee7KK680xowZ42DP2qY17+ett94yABgHDx50pU9kH84oxIDS0lL06NEDubm5+OUvf4mvvvoq0l1qk8rKSlRXV2PUqFGB51JTUzFixAhze6M7ZNOmTUhLS8OwYcMCz40aNQoJCQnYvHlz2LYrV65Et27dcN5552H+/Pn4z3/+43R3FSf3nW/+tdXtO79p0yblfAAYM2ZMVHwv2vJ+AODw4cPIyclBdnY2JkyYgG3btrnRXUdE8/fHikGDBiEzMxOjR4/Gu+++G+nuUCuwhHOUGzt2LCZNmoRevXph165d+M1vfoNx48Zh06ZNSExMjHT3TDkZi5SlQ9PT06MiTlldXR00DZqUlISuXbuG7d9Pf/pT5OTkICsrCx999BF+/etfo6KiAi+99JLTXQ748ssv0dTU1OLX9rPPPmuxTXV1ddR+L9ryfnJzc/HUU09hwIABqKurw3333YeRI0di27ZtMbejLBD6+1NfX4+jR4+iY8eOEepZ22RmZmL58uUYNmwYGhoa8MQTT6CgoACbN2/GkCFDIt09CoMDBYtuvfVW3HPPPWHP+fTTT9GvX782XX/KlCmBf59//vkYMGAA+vTpg9LSUlx66aVtumY4Tr+fSGjte2qr5jkM559/PjIzM3HppZdi165d6NOnT5uvS+bk5+crO+KNHDkS5557Lh599FHceeedEewZAScGcrm5uYHjkSNHYteuXViyZAn+/Oc/R7BnpMOBgkU333wzpk+fHvac3r1723a/3r17o1u3bti5c6cjAwUn38/J/c9ramqQmZkZeL6mpgaDBg1q0zVbo7XvKSMjIyhR7vjx4/j6669N7d0+YsQIAMDOnTtdGyi0Zd/5jIwMy/vUO6Ut70fq0KEDBg8ejJ07dzrRRceF+v74fL6Ym00IZfjw4diwYUOku0EaHChY1L17d3Tv3t21+33++ef46quvlD+0dnLy/fTq1QsZGRlYt25dYGBQX1+PzZs3m14JYkZr31N+fj5qa2tRVlaGoUOHAgDWr18Pv98f+OPfGuXl5QDg2PeoJc33nZ84cSKAU/vOz5o1q8U2+fn5WLduHebMmRN4rqSkxNQ+9U5py/uRmpqa8PHHH+Pyyy93sKfOyc/PD1quGi3fH7uUl5e7+ntCbRTpbMr2ZO/evcbWrVuNRYsWGaeffrqxdetWY+vWrcahQ4cC5+Tm5hovvfSSYRiGcejQIeNXv/qVsWnTJqOystJYu3atMWTIEKNv377GsWPHIvU2Asy+H8MwjN/97ndGWlqa8fLLLxsfffSRMWHCBKNXr17G0aNHI/EWgowdO9YYPHiwsXnzZmPDhg1G3759jauuuirw+ueff27k5uYamzdvNgzDMHbu3GksXrzY2LJli1FZWWm8/PLLRu/evY0LL7zQ9b4/99xzhtfrNYqLi43t27cb1113nZGWlmZUV1cbhmEYP//5z41bb701cP67775rJCUlGffdd5/x6aefGgsXLjQ6dOhgfPzxx673vSVm38+iRYuMN99809i1a5dRVlZmTJkyxUhJSTG2bdsWqbegOHToUOB3BIDxwAMPGFu3bjX27t1rGIZh3HrrrcbPf/7zwPm7d+82OnXqZNxyyy3Gp59+ajz88MNGYmKisWbNmki9BYXZ97NkyRJj9erVxo4dO4yPP/7YmD17tpGQkGCsXbs2Um+BWokDBRcVFhYaAIIeb731VuAcAMaKFSsMwzCM//znP8Zll11mdO/e3ejQoYORk5NjzJw5M/BBGWlm349hnFgiefvttxvp6emG1+s1Lr30UqOiosL9zofw1VdfGVdddZVx+umnGz6fz5gxY4Yy8KmsrFTe4759+4wLL7zQ6Nq1q+H1eo2zzz7buOWWW4y6urqI9P/BBx80zjrrLCM5OdkYPny48d577wVeu+iii4zCwkLl/BdeeME455xzjOTkZKN///7G66+/7nKPwzPzfubMmRM4Nz093bj88suNDz/8MAK9btnJ5YHycfI9FBYWGhdddFFQm0GDBhnJyclG7969ld+lSDP7fu655x6jT58+RkpKitG1a1ejoKDAWL9+fWQ6T6Z4DMMwXJu+ICIiopjCOgpEREQUEgcKREREFBIHCkRERBQSBwpEREQUEgcKREREFBIHCkRERBQSBwpEREQUEgcKREREFBIHCkRERBQSBwpEREQUEgcKREREFNL/B98a/Semj6rYAAAAAElFTkSuQmCC",
|
|
"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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uuyApL866C4FnPkeBoQciIiIKMpxRICIicsDlZEYTm0Ix9EBOkZU9Vl0eKVrbWz/FGfmufooW//yujHJlL/0SM2mJZZMliUWy6WcDs9O3qiWZZUyGJpRLSqv2pz6zYROToQjl5ZeS/rgNn1X9Z+n9t1/XHQ+a+6C+P4p/V7K/W+XPMjnOY7KEM1c9EBERUdDhjAIREZEDQjWZkQMFIiIiB3gQEZIFlzhQCEeqy7IksV4xj6Cyl760rWFrZ2FJY+0a/bKxg+O/u55siZjpJXEmlxuqLp80UM0hUC2prPrzWX2+an/MXEu1vcnll2ZLSos5CaKcGe/ojtf+PNPv+YYS0Wb7y+WSjqvTXKgzsQOkmbZmMEeBiIiIfOKMAhERkQPqTK56qGPogYiIKHx5tAh4TCQzepjMSE1mtmyvZP22IQdh9jn99dKF0rVr/Jeejat/YPXaeQlpzoHVdQZszqFwuu6C5ef7O9dsfofI5pwGkbTeiJCTIG5rDQg1RmT5PALZluiqW6ZT82VrjsLGjRtxxx13IDk5GS6XC6tXr/Z7fnFxMVwul+FRXl5uZzeJiIhsdyX0YOYRCLbOKJw9exbp6en4+c9/jrvuuqvR7UpLSxETE+M97tixox3dIyIicowH5lYueOSn2MLWgcKoUaMwatQo5XYdO3ZEbGys9R0KU+KUZVqufj5dnGIUlzvKdskTd3QUlzuKDFOYfqZ8lXe8M7mkThpKsHv62+pQg+r0sN3LKf0x23erwzaq5bRlITzJZ1e2fDE23f/fqeHvXBLakPVHFhohuiIol0f2798fSUlJ+MEPfoBPPvnE77k1NTWorq7WPYiIiILNlYJLZh6BEFQDhaSkJBQUFOCtt97CW2+9hZSUFGRmZmLnzp0+2+Tn58PtdnsfKSkpDvaYiIioca6UcDbzCISgWvXQo0cP9OjRw3s8dOhQHDx4EAsWLMB///d/N9gmLy8PM2fO9B5XV1dzsEBERGSRoBooNGTw4MH4+OOPfb4eFRWFqKgoB3sUBITYqaG0q0CMVcYJoVlx+9rYvfrXDdvpblErZesvVmyIk5pdTigy297u5Y1WC/T9/TGbHyGyupy3SDXfRbalueL5slwjcZly5X59DoP4dy4S84NEkbP1pdjdo7/wf0GS8sAFD8wkMwamhHPQDxRKSkqQlJQU6G4QERGZYn73yDAMPZw5cwYHDhzwHh86dAglJSVo3749OnfujLy8PBw9ehSvv/46AGDhwoVITU1Fnz59cOHCBfzpT3/Chx9+iL///e92dpOIiMh25ks4q7V98sknMXfuXN1zPXr0wL59+5SuY+tAYfv27Rg2bJj3+EouQU5ODgoLC3H8+HEcPnzY+/rFixfxyCOP4OjRo2jTpg2uv/56fPDBB7prEBERUeP06dMHH3zwgfc4MlL9n31bBwqZmZnQ/NSmLiws1B0/9thjeOyxx+zsUkgSY5Misc4B/qkWm+1w3Un969cJ94e+boJs/bWsTHL9n0dW18BwLbtzGpyO6Ttd18DuHAt/1zP73gbblt2q+TGS+xk+25KS0lVj9TkEYq6SIQdBUqdBzInAEv0hSz6b59Fc8JgpuNSEtpGRkUhMTGzyPYEgWx5JREQUrjwmyzdfqaMg1g6qqanxec8vvvgCycnJ6Nq1K+69917dLH5jcaBAREQUQlJSUnT1g/Lz8xs8b8iQISgsLMS6deuwePFiHDp0CP/v//0/nD59Wul+Qb/qgYiIKByY32b6ctuysjLdfki+SgTU30Lh+uuvx5AhQ9ClSxf85S9/wX333dfo+3KgEIxU12MLsUSxLgLG64/F7WrFvRvE6598QNjbQRKrNcQuBX5fV93mWZXZGH6g92oItpwE1fvZeS2zdRlEdp9vcotw9zz9yyeFy4k5CCLDttXC9Q35QSpbrjNfoUF1cKHORC2EK21jYmJ0A4XGio2NxXXXXadbjdgYDD0QERE1A2fOnMHBgweVaxNxoEBEROSAK6EHMw8Vv/rVr7BhwwZ8+eWX2LRpE+688060aNECEyZMULoOQw/BQDJlWimEDuIkU5biMinpdrUr/G8LbQxF+N8uV3lKtT67tw62ur3VoQa7fz5VVvbf6d+ljM3LJZWn7mX3F0lCfpFj9SWeDaXYZfcTllOKIU0xdFH/55UuY26m6gCToQc1R44cwYQJE3Dy5EnEx8fje9/7HrZs2YL4+Hh543o4UCAiIgpDK1assOQ6HCgQERE5wKpVD07jQIGIiMgB3BSKGk8Wy5SUSJYRcxLEnAVpToFse13J8kclTi8vtPp6Vi+ntDunwerXRYFcHmn19UyWcJbmJMiuZ/LnF3MSxO8ZQ+l36EtCx43W99+QGyWWoK5XAdqQxyRUh26uNJPbTGsB2maaqx6IiIjIJ84oEBEROYChByIiIvIpELtHWoEDhQAw5CRItmtN87NNMyAv1Wq4vixHQownmqmL0JD6P5/ZbZ/t3jba7hwDu+9ndX/N/HxWX9vpbadVXxeZrdtgsr0hZ0LYjr5qtr7ugplttM3mQVFw4UCBiIjIAVe2izbTPhA4UCAiInIAQw/km+LUvWFpkaE0q7CsaX+c7tCwK5yEcglmK6e3zU4HWx1aMHt+sIciVDlZwtnp8tMmQxumS5lb/bszuZzzG+F7BLNP6g5lJaDrl4aPFco/i7hcMrRwoEBEROQADyLgMRE+MNPWDA4UiIiIHFCnuVBnInxgpq0ZLLhEREREPnFGwQay7VjFnANxWVLcPPh9vXaNfovQNJOxUWmsVWRlLNXqbZvtXmJn91bJZuPqdudciFR+Hqd/tzIm32vLt42WvC7LXTKQfA+Iy6LTcvU/j/g99s14fXuxNHzs3np9k30nNdPlkkxmJCIiIp80k7tHaqzMSEREFL7q4EKdiY2dzLQ1gzkKRERE5BNnFGwgxu5k8Tf3aOEJIX4nrm+OFS+gWmJZLO2qGuu0Mq5udQlms32zee190JVodroktZ33djqHweq6ByJxG2fVnAjJ/WSl3cXcKkOu1F59rpS//knL1jeTnAWPZi7PwKNZ2BkFHCgQERE5wGMyR8FMWzMYeiAiIiKfOKNgBcmUnmy5pKh+KVTAGMpQ3pnN6SlclfZmSziHemgh3KksjxTZ/Tk1uzTU6aWqZndxVfxbM4QLDMu2hVLyS+q1le5wexX8CdcSzx644DGRkGimrRkcKBARETmAlRmJiIgo7HBGgYiIyAGhmszIgUITyEqpirE9QIzP6Yk5CSIxJ0G8v+F8Mb5nd86Cmdiq1TkFoZaDEOg4udWv+3s/rM6lMRvTt7uktNX3V20vu56sRDX8n//NfqHE88LvlnF3uE6fvxC7RrKUspmUePbAZAnncCy4tHHjRtxxxx1ITk6Gy+XC6tWrpW2Ki4sxYMAAREVFoVu3bigsLLSzi0REROSHrQOFs2fPIj09HS+//HKjzj906BDGjBmDYcOGoaSkBLm5ubj//vvx/vvv29lNIiIi22n/XvXQ1IcWjqseRo0ahVGjRjX6/IKCAqSmpuKFF14AAPTq1Qsff/wxFixYgKysLLu6SUREZDvuHmmBzZs3Y8SIEbrnsrKykJub67NNTU0NampqvMfV1dV2dc9LXBMct0QotSrkCOgLMEMaexTrJpjeBlqVLNZqZSy5uecghBuVmhmqrM5hMHt9GdWcBdXriczmHsnuJ5xvqO+iy9VqI1zL/3dWcynxHKrJjEG1PLK8vBwJCQm65xISElBdXY3z5xsuUpSfnw+32+19pKSkONFVIiKiZiGoBgpNkZeXh6qqKu+jrKws0F0iIiIyuBJ6MPMIhKAKPSQmJqKiokL3XEVFBWJiYtC6dcNLCKOiohAVFWVvx8Rd1XL1sQXpckUhVCDuwob9+p9NupujpH8GTi9/VJm+D7bQgoglmZ0T6N0e7Z7adzp0YPJ6smXg/r6nxO84cYdcsax97F7969JQRIgK1RLOQTWjkJGRgaKiIt1z69evR0ZGRoB6RERE1LzZOlA4c+YMSkpKUFJSAuDy8seSkhIcPnwYwOWwwcSJE73n/+IXv8C//vUvPPbYY9i3bx/+67/+C3/5y1/w8MMP29lNIiIi2zH00IDt27dj2LBh3uOZM2cCAHJyclBYWIjjx497Bw0AkJqainfeeQcPP/wwFi1ahE6dOuFPf/oTl0YSEVHI4/LIBmRmZkLTNJ+vN1R1MTMzE7t27bKxV42gGPuLHKsvV1orlCs1xOPW6CdyYmX9EWKLsuWShtfFks6qy7ScjMubLZMb6K2JyT52v/eBzmEwy+L+GfICFPJ7vtkvLAp/V3+YNq/hVWy+7iV+h6aF6TbUwSqokhmJiIjCFWcUiIiIyKdQHSgE1aoHIiIiCi6cUWiILD4m1FEQ1wgDX+gPJXUWZPcXY4GyEs7SEs+y+6kyuxWxv3Ot3OaYwpvT+S2y+8vaW11i2up8HdUcivrtx+u/M93z9CWdDXUSJNtOi9+5ofp3rsFcLQTfGX/24kCBiIjIAaEaeuBAgYiIyAGhOlBgjgIRERH5xBmFhqjWUJfImfGO7njtzzPVrm917NXpGvhm4ol2vxcUvqz+Xdudy2P3Z9XqvTT8vJ62Ql8n4falxbpjw3egcG1xr4jaNZL9dEKkrkKozihwoEBEROSAUB0oMPRAREREPnFGATBuryos3RG3QBUdHK/fJjp2r378JQ01yNi8nazprZfNLGG0O1TAUAP5YveW41aHxQK9vNPE8knxO1AMLYgln9NGi/fSL69UXcIeLDTNBc3ErICZtmZwoEBEROQAD1ym6iiYaWsGQw9ERETkE2cUiIiIHBCqyYwcKKAR5UTF84WSzGkr9NuxivG3k9BvO21m+9YGzxeZXe7odKzT32tmfxaixrJ6+aLV+TdWb5EuXs9k7lL971HDd5ygdo3+OzFNPF/xZxXzwoJVqOYohMa7S0RERKb87ne/g8vlQm5urlI7zigQERE5IJChh23btmHJkiW4/vrrldtyRoGIiMgBV0IPZh5NcebMGdx777344x//iKuvvlq5PWcUGiDmIIjxNvHYWG5ULSfBcD/JlqsGqtvBmtk+tqFj2fWtrKPAkszkFKvrk1jd3up6KKr9Efgtoyxcq7KXRzjhKviVrv+OFNun5frPKwsWmskZhSsDherqat3zUVFRiIqK8tlu2rRpGDNmDEaMGIGnn35a+b6cUSAiIgohKSkpcLvd3kd+fr7Pc1esWIGdO3f6PUeGMwpEREQO0ABomrn2AFBWVoaYmBjv875mE8rKyjBjxgysX78e0dHRTb6vS9PMdDv4VFdXw+12IxNjEelq2fBJkik1WSjAUC5U2ClNutzS6tKvIqun452+n797M9RAQUIaMhQF8u+oIYp/W7KQrBliGXyRWJJZ7IuMv99NrXYJxViDqqoq3T++Vrry71L6Xx9Biza+QwQydedq8M8fvdDovq5evRp33nknWrRo8d016urgcrkQERGBmpoa3Wu+cEaBiIgoDA0fPhy7d+/WPTd58mT07NkTv/71rxs1SAA4UCAiInKE0wWX2rVrh759++qeu+qqqxAXF2d43h8OFIiIiBzg0VxwsYRzaBDjYWnQx+pkOQliuVBxeWTcPOGGZnMOZOzeLtfqbavrv84SzRSilHMSzH6WzS5rVr2+0N50DoYCQ96XYj6IIYeBuU5excXFym2a5UCBiIjIaZpmctVDgJYecKBARETkAG4KRURERGGnWc4oGLYklcTUxXiZmOMQK5RsBiTri1Vj+naXNTZ7PTPtWaKZwoXVJZ/tznFQzW2yMJ9IzCFIW6H/zrx9abHueG1vYX8CoS+G2jWSsvmBEqozCs1yoEBEROQ0rnogIiIin5jMGMyEaSrDtJTish5ZyWbTyx8t3tVNub3Z5Zaq/VdpSxSsrF52bPbvWvV6iv1XKums+LO8tmiM7rhyobhbpL6kc+V4/RL2yl7CEnh/O1uSlCPJjC+//DKuvfZaREdHY8iQIfjHP/7h89zCwkK4XC7dw8xmFkRERMHg8oyCy8QjMP22faDw5ptvYubMmZgzZw527tyJ9PR0ZGVl4euvv/bZJiYmBsePH/c+vvrqK7u7SUREZCtzgwRziZBm2D5QePHFFzFlyhRMnjwZvXv3RkFBAdq0aYOlS5f6bONyuZCYmOh9JCQk2N1NIiIiaoCtOQoXL17Ejh07kJeX530uIiICI0aMwObNm322O3PmDLp06QKPx4MBAwbgt7/9Lfr06dPguTU1NaipqfEeV1dXG0+SxNYix57QHdcKyx3F17/ZHyfcQB8/i7N7+aPIbA6B3SWcZf0hIutLr1t9P4HfMsqS7zhDW+F18TsX4neuZAm7SHlLcJto/36YaR8Its4ofPPNN6irqzPMCCQkJKC8vLzBNj169MDSpUuxZs0a/M///A88Hg+GDh2KI0eONHh+fn4+3G6395GSkmL5z0FERGQWQw8WycjIwMSJE9G/f3/ceuutePvttxEfH48lS5Y0eH5eXh6qqqq8j7KyMod7TEREFL5sDT106NABLVq0QEVFhe75iooKJCYmNuoaLVu2xA033IADBw40+HpUVBSioqJM95WIiMhWIRp7sHWg0KpVKwwcOBBFRUXIzs4GAHg8HhQVFWH69OmNukZdXR12796N0aNHN7kf4jbRablCfEqcrLipjf74n/rj2nT9RIzf9cOA9SWbrca6CUT2s3pLdTN/d01pr/I9oXhtQy2aNfrjNNl3rKRv0u9op5gNH4RrZcaZM2ciJycHgwYNwuDBg7Fw4UKcPXsWkydPBgBMnDgR11xzDfLz8wEA8+bNw0033YRu3bqhsrISzz//PL766ivcf//9dneViIjINqzM6MM999yDEydOYPbs2SgvL0f//v2xbt06b4Lj4cOHERHx3X+hf/vtt5gyZQrKy8tx9dVXY+DAgdi0aRN69+5td1eJiIhI4EgJ5+nTp/sMNRQXF+uOFyxYgAULFjjQKyIiIudw98ggZthWWiBbYyu+bqC6vtnu7Whlgq3GPFE4snoPFqtzh8ze39/rit9JsroGVe921x275wl5ZLKcB/F+qHd+7QVg2xp5J62guczlGXB5JBEREQWbZjGjQEREFGhMZgxi4tIYcRorbvQmv69DMislLQ+qGhqwOnQhu74o0CWeicKR1dtAq97P7N+dme8hSWhAFwpo4PXK/foy+Zh9Uncolt0PmuWQohCto8DQAxEREfnULGYUiIiIAo2rHoiIiMi/QG0BaUL4DhRu7AtERjf4khjPOvmAEN+ap49vHRyvj48ZtjSVbGMtzVmweptmu0vFcltpInV25xgE0/mSc+O2SM4XiEvc3blfCO2F5ZKSn6X+d3TdxRbANr+nN3vhO1AgIiIKIgw9EBERkW8huuqBAwUiIiJHuP79MNPeeWE7UDjV7yq0aHU5R0HMEZDFx4zlP4U1vGZzEsxuM211HQSzpWFZwplInd3bQMtY/b1i5toC8TtUrG1zEmrfuYa6DfXqLNTWXlDqW3MUtgMFIiKioMLQAxEREfnEgUJwab/7LCIj6wAABxfepHtNtrwR6f53i7S8ZLPTU4xW35+hBSJ1Ti+XtLo/ZnexVfDN/jjdcazwuvgdL9sxmNSE7UCBiIgoqIToNtMcKBARETkgVHeP5PwMERER+dQsZhTEnISD41vrTxivj28ZlkMKDFuYOh07tHq5o8jqn4c5DERGVi9Ltjt3SKG/0jwuybVVcw4MeWcS9ZdLOlrCmcmMRERE5FOI5igw9EBEREQ+cUaBiIjIAS7t8sNM+0AI24GCvxLOaWIJZ4HpNbl2l1g2u+2z3bFN5iQQydldR8Fke+U8A3/nKuZlpeUKX9JC+9uXFuuO1/48U3++7L2R1MqxDXMUiIiIyCfmKBAREVG4aR4zCpIpN3GKLW2FfvmjcTdJgdlSpmZLLNu9bEr1emanSImaA7uXR5oMSaouafR7L5N9F7+DX1s0RnccB/13tix8HLDdIxl6ICIiIp9CdKDA0AMRERH5xBkFIiIiJ4TojEKzGCgYcgwkS2MMJZ6Fks5xYqjP6mVHZnMcrM6ZsLokNRHZvzzS6W2j67dXbat4fuTYE7rjg73021CLJZ3FfwMCV8KZqx6IiIgozDSLGQUiIqJAY2VGIiIi8o05Cr69/PLLeP7551FeXo709HS89NJLGDx4sM/zV65cid/85jf48ssv0b17dzz77LMYPXq00j3b7z6LyMg6AMb4VGUvfc6BWC60UrWEs6Qug5iDIM1JsLougdk6Bk5vZ0vUHFm9PbyM1TkO/tqazGOqX/cAAPDPNrrD2nThO1q4f5xQEVr8jg5XixcvxuLFi/Hll18CAPr06YPZs2dj1KhRStexPUfhzTffxMyZMzFnzhzs3LkT6enpyMrKwtdff93g+Zs2bcKECRNw3333YdeuXcjOzkZ2djY+++wzu7tKREQUNjp16oTf/e532LFjB7Zv347vf//7GDt2LD7//HOl69g+UHjxxRcxZcoUTJ48Gb1790ZBQQHatGmDpUuXNnj+okWLMHLkSDz66KPo1asXnnrqKQwYMAB/+MMf7O4qERGRbVz4Lk+hSY9/X6e6ulr3qKmpafB+d9xxB0aPHo3u3bvjuuuuwzPPPIO2bdtiyxbJzogCW0MPFy9exI4dO5CXl+d9LiIiAiNGjMDmzZsbbLN582bMnDlT91xWVhZWr17d4Pk1NTW6N6m6uhoAcOhHrRERfXn3yLRcYepfcRrMMO0lmVYznG926t7sbpCBXh7J0ETwYHnt4BXoXV/N7kLrr63Z8tMC6e6RomBZwm3R8siUlBTd03PmzMGTTz7pt2ldXR1WrlyJs2fPIiMjQ+m2tg4UvvnmG9TV1SEhIUH3fEJCAvbt29dgm/Ly8gbPLy8vb/D8/Px8zJ0715oOExERBbmysjLExMR4j6Oionyeu3v3bmRkZODChQto27YtVq1ahd69eyvdL+TrKOTl5aGqqsr7KCsrC3SXiIiIjDQLHgBiYmJ0D38DhR49eqCkpARbt27Fgw8+iJycHOzZs0ep27bOKHTo0AEtWrRARUWF7vmKigokJiY22CYxMVHp/KioKL9vEhERUVAIwPLIVq1aoVu3bgCAgQMHYtu2bVi0aBGWLFnS6GvYOlBo1aoVBg4ciKKiImRnZwMAPB4PioqKMH369AbbZGRkoKioCLm5ud7n1q9frxxTSf3reURGXn5XxS1HxfKeYvyqw3Undccn0+P15wsloKU5DALTJZy5PJKair+r4BXo5ZFOlnBWXFIuvr7o7/rlfWkQSjYL5xuWxK8I0DbTQcDj8fhMfvTF9joKM2fORE5ODgYNGoTBgwdj4cKFOHv2LCZPngwAmDhxIq655hrk5+cDAGbMmIFbb70VL7zwAsaMGYMVK1Zg+/bteOWVV+zuKhERkW2crsyYl5eHUaNGoXPnzjh9+jSWL1+O4uJivP/++0rXsX2gcM899+DEiROYPXs2ysvL0b9/f6xbt86bsHj48GFERHyXKjF06FAsX74cTzzxBB5//HF0794dq1evRt++fe3uKhERkX0cDj18/fXXmDhxIo4fPw63243rr78e77//Pn7wgx8oXceRyozTp0/3GWooLi42PDdu3DiMGzfO5l4RERGFr1dffdWS6zSLvR7EnARxG2mxRHPlfv3raWIOgkgxtme6hLPq/e3ezpZ1FIjMM/t3YvXfuZ0lnMXaM5KcBDEPrLKX/jtaZMgbQ7BsMw3u9UBEREQNC9XdI0O+jgIRERHZhzMKRERETrCohLPTwnagcKrfVWjR6vJeD2K8StxWWoyXRY49J1xNv6Wp1VuoKu/1YDZnQXa+as4DcxCI1DmdeyS7voxKLpXJ7zRjjoHejNve0x2vXZHp9/riNtP1a+t4LuhrLNiKOQpERETkC3MUiIiIKOw0zxkFYZqr/lIZAIibpz/dsJxSLOEsLneUUC7hbHaqn8sjiYKP2b/jQC+r9nO+1WXqxTL8ry0aozuuHK8PHxi+o8Xwc70l87W1F/CV/95Yh6EHIiIi8slk6CFQAwWGHoiIiMgnzigQERE5gaGH4NJ+91lERtY1+JohJ0GIX4k5CSLxfFm5UUN7syWcnd5uVnZ95iAQqbM7h8Dqv2OFv3OrcxIM15eUaBbJvvMdE6IDBYYeiIiIyKewnVEgIiIKJqyjQERERGGHMwowxq/ScvXxtap3u+sbbPlCdxgHxZwAs7HBQNctYA4DkXlW11FQPd9sKXobSziLZfbFPDBpzoHk+gHbZjpEcaBARETkhBBNZuRAgYiIyAGhmqMQtgMF3e6RwlIdcScxw5SbcPzNfv1ySfdNwm6SIrMlk2Wsnvq3ezdKIjKyexmzrL3ZEKG//kuurbqkXEr1ZxNKPDsqQP/Ym8FkRiIiIvIpbGcUiIiIggpzFIiIiMgX5igEmfZLtyLS1RKAsRxo/S1GG1I1+5z+CSFHwbA0R8iBkMbfZLFGu5cXmr0+t50mUmd1ToDZ3CE7t5+X5H1JvzOFJec5M97RHS/6+yj9+cL1xTL8acL16n8n19ZeAPkXtgMFIiKioMLQAxEREfkSqqEHrnogIiIin5rFjIKYkyDmGBis0b8eK7uBGH9TLCdqui6C3dvPytqzZDORnNmSyhZuA93g9VWvp9I/yc8my1lY+/NMffvx/rsm+87X3U+75P9iVmLogYiIiHwK0YECQw9ERETkU7OYUbByp7FGXV+YRrN8itHuEs1OLpdkmILClezv1OyusXYub2xKf/ztHin7DpK8bljumCvW4ZcIZMnmekI1mbFZDBSIiIgCLkRDDxwoEBEROSFEBwrMUSAiIiKfbJ1ROHXqFB566CH87W9/Q0REBO6++24sWrQIbdu29dkmMzMTGzZs0D33wAMPoKCgoMn9qOzl0R3HLVGLzYntRbKS0IYcBpjMWQj0ts925zwQhQOrl0NaXbLZ6pLQqttm+xE59oTuOHZNvO5YXD4pnu+e18ayvliJOQoNuPfee3H8+HGsX78ely5dwuTJkzF16lQsX77cb7spU6Zg3rx53uM2bYLzl05ERNRoIRp6sG2gsHfvXqxbtw7btm3DoEGDAAAvvfQSRo8ejfnz5yM5Odln2zZt2iAxMdGurhEREVEj2ZajsHnzZsTGxnoHCQAwYsQIREREYOvWrX7b/vnPf0aHDh3Qt29f5OXl4dy5cz7PrampQXV1te5BREQUbK6EHsw8AsG2GYXy8nJ07NhRf7PISLRv3x7l5eU+2/3kJz9Bly5dkJycjE8//RS//vWvUVpairfffrvB8/Pz8zF37ly/fTHkEAixNHFbafdofewtVnENrmHLVFldBdXYntXrqWUszjmo//4Y3huiUGU2V8hszoKsP3bnOtV/XTH/wZDHNQ/C6/pjsRbOSehzGAD964baOYHSXEIPs2bNwrPPPuv3nL179za5Q1OnTvX+/379+iEpKQnDhw/HwYMHkZaWZjg/Ly8PM2fO9B5XV1cjJSWlyfcnIiKi7ygPFB555BFMmjTJ7zldu3ZFYmIivv76a93ztbW1OHXqlFL+wZAhQwAABw4caHCgEBUVhaioqEZfj4iIKCCay4xCfHw84uPFaR6jjIwMVFZWYseOHRg4cCAA4MMPP4TH4/H+498YJSUlAICkpCTVrhIREQUN178fZtoHgkvTNNvGKKNGjUJFRQUKCgq8yyMHDRrkXR559OhRDB8+HK+//joGDx6MgwcPYvny5Rg9ejTi4uLw6aef4uGHH0anTp0MtRV8qa6uhtvtRibGItLVsuGTFPdyEOXMeEd3bNgCVcbpbZ7t3gbaTGyTW1RTcxXo7eZN8puLpZgHJX4Hi3URaoU6CrLcJmmeWP1ra5dQjDWoqqpCTExMY7qr7Mq/S71/+Vu0iIpu8nXqai5gz389bmtfG2JrHYU///nPmD59OoYPH+4tuPT73//e+/qlS5dQWlrqXdXQqlUrfPDBB1i4cCHOnj2LlJQU3H333XjiiSfs7CYREZH9mkvoQUX79u39Fle69tprUX9CIyUlpdEzB0RERKGElRlDiNltodf+M9Pv9UTS64us3v7V7ilNhguoOQq25ZAyZkssC/e3c8mhGGowkLxXhrL9VnTKCiE6o8BNoYiIiMinZjmjQEREFBABmhUwgwMFIiIiBzBHIYSIsbWDC2/SHaflbtE3EOJhB8e31h13uE6yxanJEs3KORWqrF5mpRK7DfSW2USNZfXfhd3bSMvOF6n+fP76q1iyWSTmGIjfyYbvbOivbyjbT6Y0y4ECERGR45jMSERERL44vXtkfn4+brzxRrRr1w4dO3ZEdnY2SktLlfvNgQIREVEY2rBhA6ZNm4YtW7Zg/fr1uHTpEm677TacPau2tLV5hh6E+JkY3xLLf4rxsti9+vHVvbf9Q3e8dsvV+vuZjG3GbZGf4/f6Vsc67VzvbXUclcgqVpdOt/rvyO76KSKV0uwCMU+savY5/Qn7hcoHwvWkOQtinlmwcDj0sG7dOt1xYWEhOnbsiB07duCWW25p9HWa50CBiIjIYVateqiurtY939hdlKuqqgBcrpqsgqEHIiKiEJKSkgK32+195OfnS9t4PB7k5ubi5ptvRt++fZXuxxkFNLD8UJgWi1vif0pubW99qMEwDSYu1ZEtf5SVRlVdVmX3FKaZ6wXZjnhEXlaXaJa9HuhdY1Wvp/J3LRCXmMeu0X8HponfgZK+i+HgoGVR6KGsrEy3e2RjZhOmTZuGzz77DB9//LHybTlQICIicoJFA4WYmBilbaanT5+OtWvXYuPGjejUqZPybTlQICIicoDTlRk1TcNDDz2EVatWobi4GKmpqU26LwcKREREYWjatGlYvnw51qxZg3bt2qG8vBwA4Ha70bp1a0nr73CgAGNOgCFnQLLSpurd7rrjDjgpnCGUdJbc38DuWKYqK5cw2h1XJWosp7dnFzn92VX9XjHRXvxOjd2rf11cgg4IJZ7T9UvW7dzi2lYOL49cvHgxACAzM1P3/LJlyzBp0qRGX4cDBSIiIge4NA0urekjBdW2mol71RciqaJEREQUCJxRICIickKIbgrFgQJgjLUJ8TCxpLPBGv/bQN++51vd8dqfZyp1z8DquL3Z80Uq7a0uH82cBfLF7DbPdm/rLGvvcN0E8XtP/F4zvF4/b0DynSqSbQst1l0Qa9vEQTG/IkCcXvVgFYYeiIiIyCfOKBARETmBoYfwYVh6ozglZyjx/HP9y9KSzWaXLYkCXdJZpb3ZsIaVfaHwYja0EOjlkFaHOiTny77X/L0ufkdGjj2hO3bPE5aMS/oi2+HX0JcgxdADERERhR3OKBARETmBoQciIiLyJVRDDxwoNIZCbK4h4tIeQF+uNE4Iz6nmQNheitXO5ZJ25z+wJHSzJf07snpprdPbRqv2x+zyR4XvPbEkc+yaeN3xwfFCyebxN+kOZcslWcLZWcxRICIiIp84o0BEROSQQIUPzOBAgYiIyAmadvlhpn0AcKDQEFksT1jTe/vSYt3xa4vG6I7TVujjaVWzz+mvn66P3xnib0Is0FCHQSxfajbOb5bK/c3mDNi9tpw5C8FL8rmVrq03W/fA7GdTdn3V18X+SPon+55RzcXyR8xZEHMQxO80Kf4dOooDBSIiIgdw1QMRERH5FqKrHmwbKDzzzDN45513UFJSglatWqGyslLaRtM0zJkzB3/84x9RWVmJm2++GYsXL0b37t3t6majyEs0Z+rPh/+SzO554hSe/nxZiWflKVVVTu42aXdJZqunh1XvT43ndBjI7rCX1csdRaolp1Wvp6h+SDVWsqOuSLr7I/+uAsq25ZEXL17EuHHj8OCDDza6zXPPPYff//73KCgowNatW3HVVVchKysLFy5csKubREREjnB5zD8CwbYZhblz5wIACgsLG3W+pmlYuHAhnnjiCYwdOxYA8PrrryMhIQGrV6/G+PHjG2xXU1ODmpoa73F1dbW5jhMREdkhREMPQVNw6dChQygvL8eIESO8z7ndbgwZMgSbN2/22S4/Px9ut9v7SElJcaK7REREzULQJDOWl5cDABISEnTPJyQkeF9rSF5eHmbOnOk9rq6uDvxgQba88p/+l0tW7teXfI5b4vB2tiInl09a/bM5vRWwiDkM33H6vbA6fyXYtmtXvb7i67JcKbE0fdq8+q8JZeoVr214fQvCQqiuelCaUZg1axZcLpffx759++zqa4OioqIQExOjexAREQWdKwWXzDwCQGlG4ZFHHsGkSZP8ntO1a9cmdSQxMREAUFFRgaSkJO/zFRUV6N+/f5OuSUREFCxCdUZBaaAQHx+P+Ph4+YlNkJqaisTERBQVFXkHBtXV1di6davSygkiIiKyjm05CocPH8apU6dw+PBh1NXVoaSkBADQrVs3tG3bFgDQs2dP5Ofn484774TL5UJubi6efvppdO/eHampqfjNb36D5ORkZGdn29VNS4jxtEpxy9Rcyfato4VY4bvC9SU5DrLXba+rIFKJhVq9Nt3p8+3e1trMFt5NYXGc29Jy3k5vC202Z8Hq7dntzpkQyOrHzLjtPd3xa3u/K10vlq0X8xli9/rvWshuIy0ToqsebBsozJ49G6+99pr3+IYbbgAAfPTRR8jMzAQAlJaWoqqqynvOY489hrNnz2Lq1KmorKzE9773Paxbtw7R0dF2dZOIiMgRzSL0oKKwsFBaQ0ETEjNcLhfmzZuHefPm+WhBRERETgqa5ZFERERhjdtMNyPidq1CnXKx7sHBhULOwgr/OQRuYULFsCZZCEUqx/PszDlQvb/VMfhgy2FQbW/2vQ7mbbOtznewugaG3fkmqvdTvb7JXCTDVs/p+twncatov3vcCH1L414OAEI39BA0lRmJiIgo+HBGgYiIyAlc9dCMSaYAY/cKEzeS88WlRCJD6dRcSX1TcUrS7PazVk6/m50eVuX0dLIqu69v9/2tXAorY+V25w21N/teOH0/k8TlkOKya/F7zPA9tOK8z7aya4dLiWYZhh6IiIgo7HBGgYiIyAke7fLDTPsA4ECBiIjICcxRoMYyLpc8rzsWY4Hi8sfblxbrjtfelKm/vp/YIQDrl6nZuWzL6jiv6v2sLsHs9HLNQL9uZktxq0s6W72ts93LH1WZzZkQXo8ce0J37J7XRncsLtM2LK+s/5qszHwz4YLJHAXLeqKGOQpERETkE2cUiIiInMDKjERERORLqC6P5EDBDmKJZ2GNcJwQCxRje7LtXcXSqVWzz+nP3y/UYbC7jK+V1w90joDTdRUCXcbY7m2kzdTM8Hethq5nde5MoLeJVnyvVfMAZPVa0sS9+ST3r/89Z8jDktV6oaDGgQIREZETuOqBiIiIfHFpGlwm8gzMtDWDA4UgYHb3x2/23+TjxMukU5KKoRDp9VSmUFWXhFkdNgmy6WPp/WUCHcpQYXVJYrvDQrL2slLpNodeZCFL4/JF/W6Q4rJs8fzK8frvGX/LuA1LsimkcaBARETkBA/E8Zl6+wDgQIGIiMgBoRp6YMElIiIi8okzCoEgxBbFpUSx6f5zAGQloEVirFG6TbVwf5EsFirl73yry+LavXzR7m2lVftjNStzHgKczyHb+lj1etLzzZZkVry+vxLKgLEkc+yaeN2xLBdJ5O/85lqiWYqrHoiIiMgnVmYkIiIiX0K1MiNzFIiIiMgnzigEAUOOgCS2Kds2WowtVvaSrKkR7iers6DMX2w10DkCdm9NbHVJaLPsLuetcm+z7RX7Ls1JsLvks4zJvzNZXsBJ6HMSxO+FOPF6wvsllp43fG/I3l8K2dADZxSIiIgc4PKYf6jauHEj7rjjDiQnJ8PlcmH16tXK1+BAgYiIKEydPXsW6enpePnll5t8DYYeQoB0d0mBOAVZ2UtYDimELqS7yKmWY1WZEja5k2bAp4cDXWLZ6iWFdpYdtnonS7O/+wB/lgyfdUkpdMMyaqGEcs6Md3THry0a4/f6cUL3ZcuuxV1q3aO/ACkKQOhh1KhRGDVqVNPvCQ4UiIiInGFRHYXq6mrd01FRUYiKijJxYf8YeiAiIgohKSkpcLvd3kd+fr6t9+OMAhERkQOs2uuhrKwMMTEx3uftnE0AOFAITuL2scLqyap3u+uOa9f4X/YkW34pi0WeTPdf6lWaZ4DGbzOtXFY3xOLSlm9TbXWOhJ05Ew5vu2z1Z8NQAlr4s1Ltj2qZY9nf6dqfZ+qvD8n1hf6JpeNFzEmwgEU5CjExMbqBgt0YeiAiIiKfbBsoPPPMMxg6dCjatGmD2NjYRrWZNGkSXC6X7jFy5Ei7ukhEROQcDYDHxKMJkxFnzpxBSUkJSkpKAACHDh1CSUkJDh8+3Ohr2BZ6uHjxIsaNG4eMjAy8+uqrjW43cuRILFu2zHtsd+yFiIjICVblKKjYvn07hg0b5j2eOXMmACAnJweFhYWNuoZtA4W5c+cCQKM7ckVUVBQSExNt6FH4MMQKb2qjOxTXR4tk67dlOQ8wsf0sIMR2ZXFg1S2t7a5rYHdJabMCmYMgY3d+idXtBbLS5oa/KzGHQUJsXzleX9egw3Undcfuefq/e0N7MVdJUg/FUNJ5SYA/y+FIg8kcBfUmmZmZ0EyWfg66HIXi4mJ07NgRPXr0wIMPPoiTJ0/6Pb+mpgbV1dW6BxEREVkjqAYKI0eOxOuvv46ioiI8++yz2LBhA0aNGoW6ujqfbfLz83XrSVNSUhzsMRERUSNdWfVg5hEASgOFWbNmGZINxce+ffua3Jnx48fjhz/8Ifr164fs7GysXbsW27ZtQ3Fxsc82eXl5qKqq8j7KysqafH8iIiLbmElkvPIIAKUchUceeQSTJk3ye07Xrl3N9MdwrQ4dOuDAgQMYPnx4g+fYXboyJMhqwqfLtp32n7NgqAkv2RtC3I7WX86C4V5m93Ywm8Ngdm2+6v2trqtgltU5C2b2epC9rlr3wOptkMV6J2K9EJOfJVlOgkj2d2sg3F/cO4LoCqWBQnx8POLj4+UnWuTIkSM4efIkkpKSHLsnERGRHQKx6sEKtg0hDx8+7F2rWVdX513HeebMGe85PXv2xKpVqwBcXuv56KOPYsuWLfjyyy9RVFSEsWPHolu3bsjKyrKrm0RERM4I0RwF25ZHzp49G6+99pr3+IYbbgAAfPTRR8jMzAQAlJaWoqqqCgDQokULfPrpp3jttddQWVmJ5ORk3HbbbXjqqacYWlAkK9ksLnsSp2hlU6SyKcrblxbrjsXtbv0yO51sNnQgYzZU4PQ20maXFJq9npm2qluQC6QlklXDSLLPouR+Ykhwxm3v6Y7FEswHe8XpjmvT9X93sm2pVf9WLA/NUNiwbaBQWFgoraFQf21n69at8f7779vVHSIiosCyaK8Hp3FTKCIiIieE6ECBaa5ERETkE2cUmgOLt7sVibHNtf/M1J8ghHr1yzP9L82U9tXp5YSqOQ5mcxZk91fNcVDtn9XX90MWUzcsPxQp/m5kpcylfzeSmL6YkyBa2/tq4Rm1bZ+V2b20luQ8AFwm2wcABwpEREQOCNXlkRwoEBEROYE5CkRERBRuOKNAxlitEAuumn1O//o8tev72+5WvPZJ+N/iWlYjwnSJZRnVHAKz1zN7f4vPVy6L7K+Esyzmb3XOgUC1zoKhdPl4SV2E3vrPqpizIM3JkGzXrlzXgTkJgefRAJeJWQEPQw9EREThi6EHIiIiCjecUWiOxF3vhNl8ccpVtmudSJyiNZR8rnf/2jX+l4CJO+hVvdtd6Jv+fLNL3gzsXm5o9f1lVNubDQ/U77/N5bVVQwmyz4oYFksTPmvi51wsVR53k/564t+BGFYTd10V+2fAEswhyOx+DQw9EBERhS+GHoiIiCjccEaBiIjICR4NpsIHXPVAQUMSO5Ytp6y//LGh81Wo5kdEjj2hv7ew3BLpalsDm43pm94m22SJatUlc6pbJ6uQfW6UcxZMLp8UiTkJtWv0n52Twu1i9yrd3vi7lix3lJas5nLH0KN5Lj/MtA8Ahh6IiIjIJ84oEBEROSFEkxk5UCAiInICcxQobCnWXRD5i3PL1q5jyRd+7yWeL+Y0VM3W5yyIcWdZzQexf6p1GmQ5CXbnLKjWPbA8Z8Mfk/kRst+dmK9SuV9/vphLc7BXnP56wv2UylVb8TpzEMJPiM4oMEeBiIiIfOKMAhERkRM0mJxRsKwnSjhQIPMkU6TirnlpfpZ9qS6HFEMJgH66WryeuMRNJJbVBfwvqROnv/39bACkoQHDe2X3bpmKJaSl/fNzfUMoQXJvMcyTM+Md3fGiv4/SHYvXF0MJsvdStqxXFiYyfBaE+3F3R2LogYiIiMIOZxSIiIic4PEAMFE0yROYgkscKBARETkhREMPHCiQ7aRxdn+Ec8U4sDg6j1viP85rLIvrf7mjeD9x22vs18fBxbi2mPNQ2UtY0pcubrOtP18W15aVJVZdYijG6WW/KzFnwR/xvftGeO9kJZH//OVg3bFqzoFhi/LR/j8rleOFfAzxvREYtlPnNtAUJjhQICIicgJnFIiIiMinEK3MyFUPRERE5BNnFMh5/taLS7a0TstVjPNKchzSVvhfyy7WRTiZrq/bkCbJATDkJIhxbIGsDPHtM/6hO17b+2r963u+1R2LtQaM99fnRMhyMmLX+M/B8BfHr5qtP5bF/A0k5bxl5ayNNTf01xPzQQyfDRFzEEiRpnmgmdgq2kxbMzhQICIicoKmmQsfMEeBiIgojGkmcxQ4UCCC8k6VsuWBIkPoQrb8T3U5prhET3VpqFgyuZd+id7a0fpQgzhd/toi/eXE0IghlCMpW+xe4b8Etkr4wFhOW1iaKtnpUvxZDWEPSTVp1RLSLKlMdBkHCkRERE7weACXiTyDAOUo2Lbq4csvv8R9992H1NRUtG7dGmlpaZgzZw4uXrzot92FCxcwbdo0xMXFoW3btrj77rtRUVFhVzeJiIiccaWOgplHANg2UNi3bx88Hg+WLFmCzz//HAsWLEBBQQEef/xxv+0efvhh/O1vf8PKlSuxYcMGHDt2DHfddZdd3SQiIiI/bAs9jBw5EiNHjvQed+3aFaWlpVi8eDHmz5/fYJuqqiq8+uqrWL58Ob7//e8DAJYtW4ZevXphy5YtuOmmxpeLpTAly2GQkS2XFJZDKi/hk23LLF5POF+Mw8s2kJGVaJaeL9xfLFss5mAYSmArbEMtyzGIky13TBeXLwr5FbIcBsmW2MqfJSJFmscDzUToIVDLIx0tuFRVVYX27dv7fH3Hjh24dOkSRowY4X2uZ8+e6Ny5MzZv3txgm5qaGlRXV+seREREQYehB/8OHDiAl156CQ888IDPc8rLy9GqVSvExsbqnk9ISEB5eXmDbfLz8+F2u72PlJQUK7tNRETUrCkPFGbNmgWXy+X3sW/fPl2bo0ePYuTIkRg3bhymTJliWecBIC8vD1VVVd5HWVmZpdcnIiKyhEcz/wgA5RyFRx55BJMmTfJ7TteuXb3//9ixYxg2bBiGDh2KV155xW+7xMREXLx4EZWVlbpZhYqKCiQmJjbYJioqClFRUY3uPzVzYolmxbi0GIMXt4mWxcUNOQjp/reRjlNcyi/ddlqoVSArW2zY5lpoL83BqJd3YMyn8N9X2RbbsnwV/SbWREFA0yDLO5K3d57yQCE+Ph7x8WLN9IYdPXoUw4YNw8CBA7Fs2TJERPifwBg4cCBatmyJoqIi3H333QCA0tJSHD58GBkZGapdJSIiIpNsy1E4evQoMjMz0blzZ8yfPx8nTpxAeXm5Ltfg6NGj6NmzJ/7xj8sb3bjdbtx3332YOXMmPvroI+zYsQOTJ09GRkYGVzwQEVFI0zya6Ucg2DZQWL9+PQ4cOICioiJ06tQJSUlJ3scVly5dQmlpKc6dO+d9bsGCBbj99ttx991345ZbbkFiYiLefvttu7pJRETkDM1j/tEEL7/8Mq699lpER0djyJAh3v84byyXpgUo6GGT6upquN1uZGIsIl0tA90dau5k+wlISHMOhLi9cRvt835fF7edltVlMOzPoHA+t2GmYFSrXUIx1qCqqgoxMTG23MP775LrTlP/LtVql1CsrVLq65tvvomJEyeioKAAQ4YMwcKFC7Fy5UqUlpaiY8eOjbqGo3UUiIiIyDkvvvgipkyZgsmTJ6N3794oKChAmzZtsHTp0kZfI+w2hboyQVKLS6Z28ySyRO0FU83rLrbwf3nh+p4LLqXX6y7q/1tBPF/WH5Xza7VLfs8lCoRaXP5cOjG5XqvVmNrY6UpfxcKCvlb/Xbx4ETt27EBeXp73uYiICIwYMcJnEcOGhN1A4fTp0wCAj/FugHtCBGDbGpPtzZ3/ldnrmW1v9n5EDjl9+jTcbrct127VqhUSExPxcbn5f5fatm1rKCw4Z84cPPnkk4Zzv/nmG9TV1SEhIUH3fEJCgqHekT9hN1BITk5GWVkZ2rVrB5fL5fO86upqpKSkoKyszLa4lF1Cue9AaPeffQ8M9j0wQrnvQOP6r2kaTp8+jeTkZNv6ER0djUOHDkl3T24MTdMM/7bZXUso7AYKERER6NSpU6PPj4mJCck/ACC0+w6Edv/Z98Bg3wMjlPsOyPtv10xCfdHR0YiOjrb9PvV16NABLVq0QEVFhe55f0UMG8JkRiIiojDUqlUrDBw4EEVFRd7nPB4PioqKlIoYht2MAhEREV02c+ZM5OTkYNCgQRg8eDAWLlyIs2fPYvLkyY2+RrMdKERFRWHOnDkhuU9EKPcdCO3+s++Bwb4HRij3HQj9/lvhnnvuwYkTJzB79myUl5ejf//+WLdunSHB0Z+wK7hERERE1mGOAhEREfnEgQIRERH5xIECERER+cSBAhEREfnEgQIRERH51GwGCl9++SXuu+8+pKamonXr1khLS8OcOXOkJTUvXLiAadOmIS4uDm3btsXdd99tqHLlhGeeeQZDhw5FmzZtEBsb26g2kyZNgsvl0j1Gjhxpb0cb0JS+a5qG2bNnIykpCa1bt8aIESPwxRdf2NvRBpw6dQr33nsvYmJiEBsbi/vuuw9nzpzx2yYzM9Pwvv/iF79wpL+q+86vXLkSPXv2RHR0NPr164d33w3cHikqfS8sLDS8x05Xvbti48aNuOOOO5CcnAyXy4XVq1dL2xQXF2PAgAGIiopCt27dUFhYaHs/G6La9+LiYsP77nK5UF5e7kyH68nPz8eNN96Idu3aoWPHjsjOzkZpaam0XTB95kNFsxko7Nu3Dx6PB0uWLMHnn3+OBQsWoKCgAI8//rjfdg8//DD+9re/YeXKldiwYQOOHTuGu+66y6Fef+fixYsYN24cHnzwQaV2I0eOxPHjx72PN954w6Ye+taUvj/33HP4/e9/j4KCAmzduhVXXXUVsrKycOGCud0YVd177734/PPPsX79eqxduxYbN27E1KlTpe2mTJmie9+fe+452/v65ptvYubMmZgzZw527tyJ9PR0ZGVl4euvv27w/E2bNmHChAm47777sGvXLmRnZyM7OxufffaZ7X0VqfYduFyWt/57/NVXhi2wHHH27Fmkp6fj5ZdfbtT5hw4dwpgxYzBs2DCUlJQgNzcX999/P95//32be2qk2vcrSktLde99x44dbeqhbxs2bMC0adOwZcsWrF+/HpcuXcJtt92Gs2fP+mwTTJ/5kKI1Y88995yWmprq8/XKykqtZcuW2sqVK73P7d27VwOgbd682YkuGixbtkxzu92NOjcnJ0cbO3asrf1R0di+ezweLTExUXv++ee9z1VWVmpRUVHaG2+8YWMP9fbs2aMB0LZt2+Z97r333tNcLpd29OhRn+1uvfVWbcaMGQ70UG/w4MHatGnTvMd1dXVacnKylp+f3+D5P/7xj7UxY8bonhsyZIj2wAMP2NrPhqj2XeXvwEkAtFWrVvk957HHHtP69Omje+6ee+7RsrKybOyZXGP6/tFHH2kAtG+//daRPqn4+uuvNQDahg0bfJ4TTJ/5UNJsZhQaUlVVhfbt2/t8fceOHbh06RJGjBjhfa5nz57o3Lmz0l7egVRcXIyOHTuiR48eePDBB3Hy5MlAd0nq0KFDKC8v173vbrcbQ4YMcfR937x5M2JjYzFo0CDvcyNGjEBERAS2bt3qt+2f//xndOjQAX379kVeXh7OnTtna1+v7Dtf/z2T7Tu/efNm3fkAkJWV5fhnuyl9B4AzZ86gS5cuSElJwdixY/H555870V3TguV9N6N///5ISkrCD37wA3zyySeB7g6Ay9/nAPx+p4fDex8IzbaE84EDB/DSSy9h/vz5Ps8pLy9Hq1atDHH1hISEgMTkVI0cORJ33XUXUlNTcfDgQTz++OMYNWoUNm/ejBYtWgS6ez5deW8b2kPdyfe9vLzcMKUaGRmJ9u3b++3HT37yE3Tp0gXJycn49NNP8etf/xqlpaV4++23betrU/adLy8vD/h7DDSt7z169MDSpUtx/fXXo6qqCvPnz8fQoUPx+eefK+0eGwi+3vfq6mqcP38erVu3DlDP5JKSklBQUIBBgwahpqYGf/rTn5CZmYmtW7diwIABAeuXx+NBbm4ubr75ZvTt29fnecHymQ81IT+jMGvWrAaTa+o/xC+bo0ePYuTIkRg3bhymTJkSoJ43re8qxo8fjx/+8Ifo168fsrOzsXbtWmzbtg3FxcVB33c72d33qVOnIisrC/369cO9996L119/HatWrcLBgwct/Cmat4yMDEycOBH9+/fHrbfeirfffhvx8fFYsmRJoLsW1nr06IEHHngAAwcOxNChQ7F06VIMHToUCxYsCGi/pk2bhs8++wwrVqwIaD/CVcjPKDzyyCOYNGmS33O6du3q/f/Hjh3DsGHDMHToULzyyit+2yUmJuLixYuorKzUzSqo7uXti2rfzeratSs6dOiAAwcOYPjw4aauZWffr7y3FRUVSEpK8j5fUVGB/v37N+ma9TW274mJiYZkutraWpw6dUrp9z9kyBAAl2ex0tLSlPvbGE3Zdz4xMdH0PvVWaErfRS1btsQNN9yAAwcO2NFFS/l632NiYoJ6NsGXwYMH4+OPPw7Y/adPn+5NNJbNJgXLZz7UhPxAIT4+HvHx8Y069+jRoxg2bBgGDhyIZcuWISLC/4TKwIED0bJlSxQVFeHuu+8GcDnb9/Dhw0p7eVvRdyscOXIEJ0+e1P3j21R29j01NRWJiYkoKiryDgyqq6uxdetW5VUfDWls3zMyMlBZWYkdO3Zg4MCBAIAPP/wQHo/H+49/Y5SUlACAJe+7L/X3nc/Ozgbw3b7z06dPb7BNRkYGioqKkJub631u/fr1lny2VTSl76K6ujrs3r0bo0ePtrGn1sjIyDAsyQvE+26VkpISWz/bvmiahoceegirVq1CcXExUlNTpW2C5TMfcgKdTemUI0eOaN26ddOGDx+uHTlyRDt+/Lj3Uf+cHj16aFu3bvU+94tf/ELr3Lmz9uGHH2rbt2/XMjIytIyMDMf7/9VXX2m7du3S5s6dq7Vt21bbtWuXtmvXLu306dPec3r06KG9/fbbmqZp2unTp7Vf/epX2ubNm7VDhw5pH3zwgTZgwACte/fu2oULF4K675qmab/73e+02NhYbc2aNdqnn36qjR07VktNTdXOnz/vaN9Hjhyp3XDDDdrWrVu1jz/+WOvevbs2YcIE7+viZ+bAgQPavHnztO3bt2uHDh3S1qxZo3Xt2lW75ZZbbO/rihUrtKioKK2wsFDbs2ePNnXqVC02NlYrLy/XNE3Tfvazn2mzZs3ynv/JJ59okZGR2vz587W9e/dqc+bM0Vq2bKnt3r3b9r6a7fvcuXO1999/Xzt48KC2Y8cObfz48Vp0dLT2+eefO97306dPez/TALQXX3xR27Vrl/bVV19pmqZps2bN0n72s595z//Xv/6ltWnTRnv00Ue1vXv3ai+//LLWokULbd26dUHf9wULFmirV6/WvvjiC2337t3ajBkztIiICO2DDz5wvO8PPvig5na7teLiYt33+blz57znBPNnPpQ0m4HCsmXLNAANPq44dOiQBkD76KOPvM+dP39e++Uvf6ldffXVWps2bbQ777xTN7hwSk5OToN9r99XANqyZcs0TdO0c+fOabfddpsWHx+vtWzZUuvSpYs2ZcoU7xdvMPdd0y4vkfzNb36jJSQkaFFRUdrw4cO10tJSx/t+8uRJbcKECVrbtm21mJgYbfLkyboBjviZOXz4sHbLLbdo7du316KiorRu3bppjz76qFZVVeVIf1966SWtc+fOWqtWrbTBgwdrW7Zs8b526623ajk5Obrz//KXv2jXXXed1qpVK61Pnz7aO++840g/G6LS99zcXO+5CQkJ2ujRo7WdO3cGoNffLRkUH1f6m5OTo916662GNv3799datWqlde3aVffZd5Jq35999lktLS1Ni46O1tq3b69lZmZqH374YUD67uv7vP57Geyf+VDh0jRNs3PGgoiIiEJXyK96ICIiIvtwoEBEREQ+caBAREREPnGgQERERD5xoEBEREQ+caBAREREPnGgQERERD5xoEBEREQ+caBAREREPnGgQERERD5xoEBEREQ+/X/uZH14zXVdvgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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tTrs/budXQrcPez9s27o+b3stZn7HuJ2W/A3jb+v6XrmWWAaFl4za9ndtu2y9XoNP/g9tmvMjqYSS8klcLI62zDkZJLz22mtaunSpRowYkYvTAQAQK8INETly5IhuueUW/eAHP9CnPvWpuE8HAEDsTvdJ8Lm5qK+v1+WXX64+ffqoX79+mjx5st5+++3QfZYvX65EIpF2Ky8vdzpv7IOEGTNm6IYbbtDEiROt27a2tqqlpSXtBgBAqdu8ebNmzJihV199VRs2bNCJEyd0zTXX6OjRo6H7VVRU6MCBA+239957z+m8sYYbVq5cqR07dui1117Lavv6+notWLAgzksqOL55BC45CibXWnTbtbnGeV3bSLvub6u9N+Pm5nLHNrbrs/VxsOVIuP59wrY18x/MZbptbZbN45nXbm7v+lkwRd0nwcwJMPNJbPk0gePb+iRYchB8epaY+/rmHtFHoXOSqYSSPs2UHPd94YUX0u4vX75c/fr10/bt2/WFL3zhjPslEgkNGDCgU9coxTiT0NDQoFmzZumZZ57Jenqjrq5Ozc3N7beGhoa4Lg8AgE5LeoYaTvdJMGfPW1tbszp/c3OzJKlv376h2x05ckTnnXeeBg8erEmTJumtt95yep2xDRK2b9+ugwcPavTo0erRo4d69OihzZs36x//8R/Vo0cPtbW1BfYpKytTRUVF2g0AgK5q8ODBqqysbL/V19db90kmk5o9e7auvPJKXXbZZWfcbtiwYVq2bJnWrl2rp59+WslkUuPHj9f777+f9fXFFm744z/+Y7355ptpj02bNk3Dhw/Xt771LXXv3j2uUwMAECv/paJP7dvQ0JD2H8RlZWXWfWfMmKFdu3bplVdeCd2upqZGNTU17ffHjx+viy++WEuXLtX999+f1XXGNkjo06dPYITziU98Qp/+9KdDRz5djWsvAdd66bBYpe1agrXs6XFf2/oA5v6utfi2pZptAnFjhcelXZcH9o2Lu/ZxMIWdzzWmHcxBcFsa2uSTL5Fpf9v5ba/XdRlu21Lb5t+qeVL4d8Hne+v6vG9fBHIQotGmhNo8eh2c3td11nzmzJn6+c9/rpdfflmDBg1yOmfPnj31+c9/Xnv27Ml6n+Io1AQAoISlUinNnDlTq1ev1ksvvaShQ4c6H6OtrU1vvvmmBg4cmPU+OV27YdOmTbk8HQAAsYgq3JCtGTNmaMWKFVq7dq369OmjxsZGSVJlZaV69+4tSbr11lt17rnntuc1fPe739W4ceN04YUX6ne/+50efPBBvffee7r99tuzPi8LPEXMNm3pyjYV2HHa1rXsyvZ8YLrccYrbdQra5Dql7RrusPHd3laiGQw/ZP/3izqM5co3vOAazghM91tCU65tks2/hdmiu7Yq/fi+f0ubsM+Oz+cmk6iXhC8VbZJnuMHN4sWnypgnTJiQ9viTTz6pqVOnSpL27t2rbt0+Hnx8+OGHmj59uhobG/WpT31KY8aM0ZYtW3TJJZdkfV4GCQAAFLhUKmXdxpytf+SRR/TII494nZdBAgAAjnIdbsgXBgkAADgqlQWeGCR4CsSGLfFCW0tV51hyh9is67Fc48SuSznHXUYXN1sbZ5P1b2fE0W0lkC7lrlHnHLiW7Nlaarv+bW1LTbsuhW2yvT5zmXDdYezvmYNgy5EI++xFXW4Z9f6lIuW5VHSqSJaKLo6hDAAAyDlmEgAAcES4AQAAZJTrVSDzhUFCzGyxR1OU8UBrfbTlWmzHs/dR6Hzb4Wyet8WdbW2nbWxxcRvfVrxhx/Np65vN8za+LbVNthwHs+W2bRlu22fH3N48vm1/Wx8F1/wU+1LT/33mbT1zFEzkIKAjBgkAADg6veSzz/7FgEECAACOCDcgI9epONcpb9vxzWnO6gV3tv//uEsKrSvlGc9vG7U47f64nV8JPX7UbZCjnoZ13T+XIYGoz2XyDVc4T3FbSgzN75EZLrCVr5ptnm3hC/P5at2Zdr/HuvTzRV0iqaXZH8v8HtpKd2nbjDAMEgAAcJRUNyU9QgY+++YSgwQAABy1pRJq8wgZ+OybS8UxlAEAADnHTIKFb7lQ1KVotVUj07dXh+2Xpm/r2vbXjGWazBwAW9lZ9dr0uK2Nb05F1LHTqP+2UZaWucaR4772qJcrdo3hu5Y8un6WzecDOQdGyeL6/avS7ruWSJo5Fmnntrz3wffCrZ141N+TrorERQAAkFHKcxXIFB0XAQDomtqUUJvHIk0+++ZScQxlAABAzjGTYGGLr5lxfHurYrccBxuXVr2BVrJL0/MbfPsUuLK3ovU7nsm3D4KvKFsj5zoOHHefhKj3N7d3beNsy48x833M8/v2UQjLK3B9L2z9TaLOPykVyZRfXkEyFeHFxIhBAgAAjpKeOQk+++ZScVwlAADIuZKfSfAtFYu69bHJtTQt7LlxO9OnHU86roposk3J2qdsoy0PjTqcUKqlXZL/a/UtsXS9HtcpdXMVRtfP8quj0kscx01KbzluK5EMtJW2tJEOYw0HBFboTD923OWsXfV7k1RCSY/kQ599c6nkBwkAALii4yIAAChpzCQAAOCoVBIXS36QEHV5jy3+5ht3Dytvcs0J8G3L7Hu+uFv/+uY8RL2UtI3L9cbd/rvQSiytf3vHpZldy29dW47bWqLbju+6f0e+76XJ93vZVXMUkvJsy1wkOQnFMZQBAAA5V/IzCQAAuEp5VjekimQmgUECAACOWAWyROQ6PmfG7c1YqpkXYIv7d6ynNuOY9uVzw89lsuUc2PbP9XttE3eOguvxbMK2d81lMUWd02ATdU6F72fL1qfA9Xtp49pfpePxXb/XZp8E3/fW9fhdVakkLhbHVQIAgJwr+ZkEAABcEW7oonzL6HzZ2q2az9tCCGmr2TlOK5qtZWuvT18V0rYyXdwlgoVW8ugbLjD5TKHHXQLpez6T73vp+7zteoLfO+N6A2HB9OO5lhf7fHesf4vrzfciPHRi/m5Y/7ZLzSsK/03zbfNcqEqlLTPhBgAAkFHJzSQAAOCLcAMAAMiIQQIkRVumJvnHjl3KFm2xx3E705e3NZeOdi0LC8ZC0/mWDMbd3jXqMryor6/j8aLOlYk7h8EUd76J7/XYvnfB74JxPLPNs/HdM7fvofDv2vp5b7T//+o7bC2h3Za3z/US7CguDBIAAHDETAIAAMioVAYJVDcAAICMmEkw2GOPbu1ZXVsVm/ubsc3gkrhnPr7rtdmeD5wrUF/t1mrWN9YZdaw07hwD32XBfa6l0PomxN2PJOplxm2fdTOnwPV3wNanobaqw7HXueUKBX5DIv4eOS/rneNcnrik5NfrIBXdpcSKQQIAAI5KJdzAIAEAAEelMkggJwEAAGTU5WYSvPuEG33JbbFJ377mJjN+aMY2myelxxvNWGhHrsvR+q7N4FuL7ru9b//+uPcvpFhrrvMzol4HI+qeFb7b2787DmuwKPi97vi9D36v039jbOu/mFx7QtgU0uc8TqUyk9DlBgkAAMStVAYJhBsAAEBGXW4mwbU8x3ea0rVk0mSbyrOFDDpen3U5WrNVbMR8l2I2+U7fR700tOv5u5KowxP5fq9dy/58t7eVRLqEBl1btZvnDoZE09nCGa7t1U1Rh37yJZVKKOUxG+Czby51uUECAABxSyrh1SfBZ99cItwAAAAyYiYBAABHpZK4GOsgob6+Xj/72c+0e/du9e7dW+PHj9ff//3fa9iwYbGdM+pYo/V4lnatwTbKZo6EJX5oCGvfapZNucZFTVEvnWzKddlb1GV4OLO4W1hH/beMvI2zwfZdc/lurt//Rtr96gWW90rhvznb5i1Ou9+xBfSp7XP7PS+Wts2lkpMQa7hh8+bNmjFjhl599VVt2LBBJ06c0DXXXKOjR4/GeVoAALqU+vp6XX755erTp4/69eunyZMn6+2337bu9+yzz2r48OEqLy/X5z73Oa1bt866T0exDhJeeOEFTZ06VZdeeqlGjhyp5cuXa+/evdq+fXucpwUAIFanww0+Nxed+Y/uLVu26Oabb9Ztt92m119/XZMnT9bkyZO1a9eurM+b05yE5uZmSVLfvn0zPt/a2qrW1tb2+y0tLTm5LgAAXOQ63PDCCy+k3V++fLn69eun7du36wtf+ELGfR577DFde+21uvvuuyVJ999/vzZs2KDHH39cS5Ysyeq8ORskJJNJzZ49W1deeaUuu+yyjNvU19drwYIFkZ7XN+4d9/FMtvaugb4LRk6Ez7FzXdvu+l7Hfb3Inaj/lnE/b4r6fC45C9UL7nS6Nlu+Q23VyNDj2Y5v8s1ZCPR7ub4wv7cpz8TF04ME8z+Gy8rKVFZWZt3f9h/dkrR161bNmTMn7bHa2lqtWbMm6+vMWQnkjBkztGvXLq1cufKM29TV1am5ubn91tDQkKvLAwAg5wYPHqzKysr2W319vXWfbP6jW5IaGxvVv3//tMf69++vxsbGrK8vJzMJM2fO1M9//nO9/PLLGjRo0Bm3y3YEBQBAPqUkpVJ++0tSQ0ODKioq2h/P5t/A0//R/corr3T+ArIU6yAhlUrprrvu0urVq7Vp0yYNHTrU+5hRt/yMen9Xtqm2wKqQDqs+2qYZfV+L6/5xt1kmvFC8ii28YOM65e5SAulaJh1c2dbvdyDu30hbW+hCkVRCiQg6LlZUVKQNEmyy/Y9uSRowYICamprSHmtqatKAAQOyPl+s4YYZM2bo6aef1ooVK9SnTx81NjaqsbFRH330UZynBQCgS0mlUpo5c6ZWr16tl156Kav/6K6pqdHGjRvTHtuwYYNqamqyPm+sMwmLF59q0jFhwoS0x5988klNnTo1zlMDABCbXFc3zJgxQytWrNDatWvb/6NbkiorK9W7d29J0q233qpzzz23Pa9h1qxZuuqqq/Twww/rhhtu0MqVK7Vt2zY98cQTWZ839nADAABdTTKVUCKHbZmz+Y/uvXv3qlu3jwME48eP14oVK/Sd73xH9957ry666CKtWbMmNNnRlEgV8L/kLS0tqqys1ARNUo9Ez04dwzc2aVuG1TX2aDLji7alpsOed1lWWsp9u1VX5CDgtFx/FuLOWfBh+82wlUD6bm/7TXIV5d/uZOqENmmtmpubneL8Lk7/u3TZP9+t7md1PtG+7f+1atefPxjrtUaBBZ4AAHCUSnlWNxTsf56nY5AAAIAjFngCAAAlrehnElxjgbaWn4H4WKAlaLQ1u8HeBUZegdF2udlYwCssD8E3X8L3eFG3dSYHoXRF/VmIurVw1PuH9U0wv/Pmb0LgN83otWJub/7G2PoUWH+zDK6t5fOdC5WtUplJKPpBAgAAuZbr6oZ8YZAAAIAjEhcLlO80oa1cJ+op+m3zFqfdN1dcs5VY+oh6SjXfK+UVyjQj8s83vGD7rEUdznD9rrm0ZbaFH8xW7sESyPCybtv5bSWVJlsZuSmX5aUIKrpBAgAA+XZqJsEnJyHCi4kRgwQAAByVSuIiJZAAACCjop9JiLrVsMkWfzOZxzdzEALnN8p/bMKWg44yn0HyzznwzSEgBwHZ8s0hiLqE0vV8tlbHHc/n+j235Qw4/0YGfrPSj+9b8uj7u5Mrqd/ffPYvBkU/SAAAINcINwAAgJLGTAIAAK5KJN5QdIME1/iZaxtmk2sOgms8zpdLfJK+COiqfD9LcX82XeP8Zu8Cn9wj1++5rQ+Dc3v2wG+u2/Gsv6lLQ08fH89wg4ok3FB0gwQAAPKtVDoukpMAAAAyYiYBAABHpVLdUHSDBOdYo8x4WXhNr+18ZrwuuJRz+FoMgf0N5vYuaz/49kmIu7acHATkSq6XNfddStoU1jchsNSzwfV3wDcHwbWXjMn1vbMtZZ0zqYRfXkGRDBIINwAAgIyKbiYBAIB8K5XExaIYJPz261eoe69ySdFPC7pOtZnlNubUn20ZVttU3Pr9q9Lu+ywtHXfLat/zEV5ArkTd6jfqcl9TWKm2ufSzb5jRtr9rmXjcoZ2CUSJ9Egg3AACAjIpiJgEAgEJCdQMAADizIgkZ+CiKQULfZb9Uj0RPSTGUGk0y2ja7xiKvD9/ezHkwSzLN56sXGM+vyz5nIuqcAl/FsuQruj7f/Jio2zL7lGgGy7rTmWXT1QvuDD23S55Tpv1Ntjwv2/H4XSgsRTFIAACgkBBuAAAAmZVIdQODBAAAnCV+f/PZv/AVxSAhrE+CbdnQsPamme6bbLHC9fvfSLtv9jXwrWE2hcXvfJeC9jl3Z7Yn1ohc8f3sRt0DJOrvZkdmDoL12EZree8l5S1LQ1uvx+P5tuPHpGVrQ7aGq6IYJAAAUFAINwAAgIwYJBQHW7jAnO63TX25MsML/iuahT8fdv2+rWJtoizjAvIp6s++bXvX6/EtZ/ZhO3cgxGuZ3Y/7dyKf71UpKPpBAgAAOVciS0UzSAAAwFGprALJAk8AACCjophJ6HH9b9T9E2Wn7hgljlGX1UUda3RtUWpub3IpqYx6aWjbe0MbZhSLqPN3os73MXX8XTB/A2y/MWabZlsele14Ya3hM7HlMBRtqTSJiwAAIKMSyUkg3AAAADJiJgEAAEeJ1Kmbz/7FoCgGCSfXnaPU79syS+l9EaKuwbXF58yWo641wza2eKMpbKlo+iQAmfl+FnPd8rzj70KgNb2x3L1p3M6vpB/rjvDfGLP3TPM6hT5vcm3T7Ptednw/TqZOhG4bKXISAABARuQkAACAUlb0Mwm28IBtaswMF5hTY7aSyx4ywhGOU4Em15LJsKk459XbPMMThBNQrPL9WXf5LtpWcXT9DTGfN8MLrs/buP7OFOwqkIQbAABARiUySCDcAAAAMmImAQAAVyUyk1D0g4RAbNCSQxAQCF+F5zCYzJwH13ihyTW+11HUJY++JY5F014VMETd0txkHs/lu2M7t/mbtH7/qrT7US9v79qW2ec3LtP58rZUNNUNAACglBX9TAIAALlGx0UAAJAZOQnRWLRokR588EE1NjZq5MiRWrhwocaOHdvp4/m2OzXjY659FGxtl81lWasX3Bl6vsDxHbnEKqPOKaANM7qKuJeYN/nk65jbrt//Rtr9cZPS2zDXVoWf22TLGXBeNtvsPaPwPC7X96ZjnlfiaKu0LHTzovXyyy/rwQcf1Pbt23XgwAGtXr1akydPPuP2mzZt0tVXXx14/MCBAxowYEDW5401J+GnP/2p5syZo3nz5mnHjh0aOXKkamtrdfDgwThPCwBAl3L06FGNHDlSixYtctrv7bff1oEDB9pv/fr1c9o/1pmE73//+5o+fbqmTZsmSVqyZImee+45LVu2THPnzo3z1AAAxCYhz5yE3/9vS0tL2uNlZWUqKysLbH/dddfpuuuucz5Pv3799MlPfrITV3hKbIOE48ePa/v27aqrq2t/rFu3bpo4caK2bt2acZ/W1la1tra23zffvGxYp8wDU1/pXMt1zO2rF8RbjhP2+qKe3vctaaQEMlpx/q1LnWvozLcMz6f1sMn8zTHLrF2vzb4qpCVEagnJuoYxbdt3/I1uO34s/ORRiqgEcvDgwWkPz5s3T/Pnz/e4sHSjRo1Sa2urLrvsMs2fP19XXnml0/6xDRJ+85vfqK2tTf379097vH///tq9e3fGferr67VgwYK4LgkAgILS0NCgioqK9vuZZhE6Y+DAgVqyZImqq6vV2tqqH/7wh5owYYJ++ctfavTo0Vkfp6CqG+rq6jRnzpz2+y0tLYFRFgAAeRdRdUNFRUXaICEqw4YN07Bhw9rvjx8/Xv/zP/+jRx55RD/+8Y+zPk5sg4RzzjlH3bt3V1NTU9rjTU1NZ8ysPFMsBgCAglKEJZBjx47VK6+84rRPbIOEXr16acyYMdq4cWN7mUYymdTGjRs1c+bMTh/XNw7uvrR0eLmO6/auOQ+B+KKyjy/mOk5KnDxevL+Fw/ez77NMu28Jo20p6eD+4WXirr+BJvM30TVvrOP2J1MnQvctdTt37tTAgQOd9ok13DBnzhxNmTJF1dXVGjt2rB599FEdPXq0vdoBAIBilOuOi0eOHNGePXva77/zzjvauXOn+vbtqyFDhqiurk779u3Tj370I0nSo48+qqFDh+rSSy/VsWPH9MMf/lAvvfSSXnzxRafzxjpIuOmmm3To0CHdd999amxs1KhRo/TCCy8EkhkBACgqOQ43bNu2La050un8vSlTpmj58uU6cOCA9u7d2/788ePH9c1vflP79u3TWWedpREjRujf//3fMzZYChN74uLMmTO9wgsAAJS6CRMmKJU688hi+fLlaffvuece3XPPPd7nTaTCzppnLS0tqqys1Iivf0/de5Vn3MY1R8F3f1s8z/a8yXV7H8S0gXjEnf/jwvc3yreVfdS/uS7btx0/pv9Ydq+am5tjqRiQPv536fz7/4+6lWf+dykbyWPH9O7/9+1YrzUKBVUCCQBAMSiVVSBjXbsBAAAUL2YSAABwFVFb5kJX9IME3+WPXY8X7GMeurn1/L45DWHnMvku/Ww7H0tHo1hFvYy66/lcvku+31vbb06gF4uxFsMHd4Tvb27v+ztRsP1YirCZUmcU/SABAIBcIycBAACUtKKbSYi6dMi3JahrOZBrS1SX8EO+p/FYOhrFwvezmOtQXcffATMc4FryGAiZTjJ+A11LIJeaVxveltl3aejAUtWWpaljQ7gBAABk5BluKJZBAuEGAACQETMJAAC4ItxQHHzjW8Glly3LnBrxL1sJpLm9a9tl2/ZhS8i65iBEHVc1nycHAYUi6nbuUZdABnSI+5sliLYcBFe23zzb0tFx5wyYORHm+5EzJTJIINwAAAAyKvqZBAAAco0+CQAAoKQV3UyCaywv6rh84HxGjbAZj3OtYTbZchLSzhdon+qXoxA1+iSgUPjmz0Sd32M7vgvb0s+2nINt8xan3a+tGhm6v+vS0z5LQWfScf+TqROh28Jd0Q0SAADIuxJJXGSQAACAo1LJSSj6QYLrqo5xt1/tofAWqIHyIUu4wiYsHBF3qIXwAYqV73cj12FOH7aSRDNcYAsv2EKuZkmi63tna5Uf53vlrEj+ofdB4iIAAMio6GcSAADIOXISAABAJuQkFJC+y36pHomekqKPg9vKecx4m+tSz7Y2z64lki45CDa+pUgsDY1iEfVnN+6locO2dy2btpVR25a7t3HNIbC+dsv+Ye9N2/Fj0rJ8rR3dNRXFIAEAgIJCuAEAAGRSKuEGqhsAAEBGXX4mwTV2GFyG1LZsajozXua7bKpLjoJvnwMTOQsoFb79U2xccxzCfjdsOQaueU4fKP3cZlvm6gXh12bLaYi6Z0TY/jlty0y4AQAAZFQigwTCDQAAIKOin0mwljB6hgfMchzb+V25Th0GwyHh+7uIenU21+MTfkBUfD9rvt9r11UlTbbfhY7M8MC4nV8JPXfzpItCn69dmt6WWXek37WFZONueV0obZlLJXGx6AcJAADkXImEGxgkAADgqkQGCeQkAACAjLrcTIItZm+Ld5mxQNf9beVB5vFc2zyH7W+LY8ZZehQFchAQlajzXXxLHl25fDerF9xpuRbjd2Gt5XmPa5HseV22svBCyTmwIScBAABkRrgBAACUMmYSAABwRLihSNhihVEv8Wrto2AsLW2Lv5k5C83rwp9fv/+NtPu1VR/XNEfZM+HU8aKtX467fhqly/ZZibuluMn3fGG/Gy7Lx2dzbeZvii3HwXY88zfQ5Jo3VrC/A4QbAABAKSv6mQQAAHKuRGYSGCQAAOAo8fubz/7FoMsNEmx9CmxrIbgez2RbWtq2TKu5vZmjYC7b2mNdh+M5LkPtmhMQ9VLUvvkkBRObRM4V2toMrt8VU2ANGh06w5b+zHPVVhkbGGs1+L4WG77nha3LDRIAAIgd4QYAAJAJJZAFyjo1db3f8wGBKXyzZDG8xDGXSz3HPeXqW9bl+zzTkqUr6nLZqNssR13yaCuNdrkW+7EtZd0Gc/tAyNRR0ZZCl8hMAiWQAAAgo6KbSQAAoCAUyWyADwYJAAA4Iiehi4i7FXCwJNK4b2lRagpcjxHvM3Mc0rY1y6hs5ZaW/aMuafQ9HzkKpSPq76lv/k2uSx5dSiJtOQi25eadl44O5HWFt1V2VSxLRZeKLj9IAAAgciQuAgCATE6HG3xuLl5++WV96UtfUlVVlRKJhNasWWPdZ9OmTRo9erTKysp04YUXavny5c6vk0ECAAAF7ujRoxo5cqQWLVqU1fbvvPOObrjhBl199dXauXOnZs+erdtvv13r1693Om8s4YZ3331X999/v1566SU1NjaqqqpKX/va1/Ttb39bvXr1ivRcvnFzW41w1C1GTWbeQPOk8L4Lpo7xRtd8hmDPhtz2TYh7e3IUikfUfQ7izp+xHc/1u2TrixC2HLSZE2DmL8SdlxV3/5WC/d7mONxw3XXX6brrrst6+yVLlmjo0KF6+OGHJUkXX3yxXnnlFT3yyCOqra3N+jixDBJ2796tZDKppUuX6sILL9SuXbs0ffp0HT16VA899FAcpwQAIGeiqm5oaWlJe7ysrExlZWUeV3bK1q1bNXHixLTHamtrNXv2bKfjxDJIuPbaa3Xttde237/gggv09ttva/HixQwSAAD4vcGDB6fdnzdvnubPn+993MbGRvXv3z/tsf79+6ulpUUfffSRevfundVxclbd0NzcrL59+4Zu09raqtbW1vb75girM3zbOLuylSGa04Zh04iZhE87hl+7tRTKcjzf0E7UU8CsIlk8XMtZbfub4j6e7XnfsKWtbLHj74hrmNDWOt7kWlLpu3/RljxGFG5oaGhQRUVF+8NRzCJEKSeJi3v27NHChQt1xx13hG5XX1+vysrK9ps5wgIAoCCkIrhJqqioSLtFNUgYMGCAmpqa0h5rampSRUVF1rMIkuMgYe7cuUokEqG33bt3p+2zb98+XXvttbrxxhs1ffr00OPX1dWpubm5/dbQ0OByeQAA5ESuSyBd1dTUaOPGjWmPbdiwQTU1NU7HcQo3fPOb39TUqVNDt7ngggva///+/ft19dVXa/z48XriiSesx48qYQMAgK7kyJEj2rNnT/v9d955Rzt37lTfvn01ZMgQ1dXVad++ffrRj34kSfrGN76hxx9/XPfcc4++/vWv66WXXtI///M/67nnnnM6r9Mg4TOf+Yw+85nsYuj79u3T1VdfrTFjxujJJ59Ut265ackQdazQuwxPfuVGLvG6sJbNmZixQd9SJptCW2ra9fzInu97GfX+psg/i46/K7ZcpbDnAyWPltLmwG+gY85AcOlosxV9Ott7Y+5ftN+7HJdAbtu2TVdffXX7/Tlz5kiSpkyZouXLl+vAgQPau3dv+/NDhw7Vc889p7/5m7/RY489pkGDBumHP/yhU/mjFFPi4r59+zRhwgSdd955euihh3To0Mcf4gEDBsRxSgAAciaRSimR6vwowXXfCRMmKBWyT6ZuihMmTNDrr7/uemlpYhkkbNiwQXv27NGePXs0aNCgtOfCXiQAACgcscQApk6dqlQqlfEGAEDRi6i6odB1+VUggzW96fGwqGOlthwIG9ea5o5c4pqZnrflT/i+tqhjj3HnMETd16Eri7qltu/fIuo+Cbbto8wtsl2PvW9B+m9ccDn7dL65SVEv4V4sOQpRdVwsdCzwBAAAMuryMwkAAEQux9UN+dLlBwlxTvtlPF4gPBBejmRu79Py1LXls3P4IeYW1rluoxz1+Yo5PBH33yLfKw/m+rPjEzaUgt/NjqtC2laMNL+3JvPaXcOO5mv1Dd0U8vciDOEGAABQ0rr8TAIAAJEj3AAAADIplXBDlx8kuMbNo46/mXzLjQKxTodj2do223IYon4vffmW0eV6eWHb8Vzer1yXc+Y6hyDq8/tu7/q8Ld/Hlldg7t9xe/M3wPVY9pbSbsvX+/5mFq0SmUkgJwEAAGTU5WcSAACIQ7GEDHwwSAAAwFUqderms38R6PKDhKhjqTbWPADHemlbLLPj+cxYpO1cthwEX7710HG3bfbdPu72si7bR11rHnfbZNvzcZ8/6ji5rQV6WN+DTM+b17t+/xvt/7+2Kn1f16WZXUXd46LL5ih0UV1+kAAAQNSobgAAAJmVSHVDyQ0SfKcdbdP/puDzblN/tuOnrQ436aIzPidJWpp+d/3+VWn3x+38Sui5fMs3o55mzPW0Z9QllT5ljFFfi++15br9edThFXuJom3lRb/jm2WHHcMLklRbNfKM12KGF2wlkuaxqxfceabLzojVU0tLyQ0SAADwlUieuvnsXwwYJAAA4KpEwg00UwIAABmV3EyCdzmPEdd3jcNHHUfvGOsMtl8Nj5uapVQnHduxui6HG3XZmmvc2zeWGnVJpc/zuX7tUecoxN1m2fWzElZaLNlbF5vfvW3zFqfd75hTkM31mNuHncvMc7K9FvN7/2n5vde234GumoNAdQMAAMiMZkoAACCTUplJICcBAABkVHIzCbb4WKCN8tLM22V7PFvs0XY+l1iqGSe1tYp1XUraZFsO13Y+U9RxbN8+CK7izEEwn/d9rVG3jI66j0Hcf1tbzoL5WTZ7kPRQ+Gc9LKcg0/FtvQw69jAJtl1Ol+s+BraeD11WiVQ3lNwgAQAAX4QbAABASWMmAQAAV1Q3lCZbjbHJFoc32XvAd35ZV9u1uC5na4tN2pa7tV2frT9+sDY93vUAbNvnW9j1xJ1TkOucA9v2vs/b8m9svwO2/QO9Awy2nibVC878/th+Q8xr+0Bun3Pf72GhfW/iQrgBAACUNGYSAABwRXUDMrG3abYsp2yZ+nOVNvVnaYtsCyeY04xm2VdgWlPhU672kkgjPGFcv/W99GzTbMr18sS285t8lorOtXwv221yDwsaDxifTdsS8LbvueuS8y7nDpZthx/b3oI62nLUroJwAwAAKGnMJAAA4CqZOnXz2b8IMEgAAMAVOQmQ7HF7Mz7oW4pmcoldusYOba8lePz0OG6whDF9e1vc12SLG7suSeubsxB36+NCLiWLegl01+PbRJ2D4FvK/OqoVWn3zeWYzet1XdY9bEn4uNuVmwot/yVfEvLMSYjsSuJFTgIAAMiImQQAAFzRcREAAGRSKiWQDBIcubZr9Y0f2to2+8QXgzH/8Oet7V4tfRpMtnwLM05rixP7LkUddc6C7/Nh15PrpZSjzs9w5dpy3JYvY2N7veb5q9femX4964weIpb8GZN5vrAl4V3fW/v3rnBzZZB7DBIAAHBFdQMAAMgkkUop4ZFX4LNvLjFIiFjU5UkuzwdKBI32rNZpRoWHTmztYF1XvjPLxrQ//e64nbYVM8MFVuoLtKt12991WtbGJzwSZygjE9vxbeWpNq6fTZM1DKjsS4ml4Osx97d+zy3Xa11VMtCi/Mx/e9uxXdsumwgvlDYGCQAAuEr+/uazfxFgkAAAgKNSCTfQTAkAAGTETIKnuFvtusSarUu8Xu927mAZmSVHwDEOXVs1MvT5kw6tajNdj63E03VpbVvrXFe5LIGMu0TS9W9vi+GbfytbToAth8Bk/Z5eH55z4btUd1iJ46nnQ0o8A8vTk1OQF1Q3AACAjOi4CAAAMimVjovkJAAAgIyYSYhY1MuyuhzPtZbdjIPa+gq49imwseU4WGvxY+a6fLApzuWSfZdmdu0B4dp+3Ma1r4Lt+L79SdbvfyPtfrXS2yzbchRcczJcpbdljneZbnIYslQi4QZmEgAAcJRI+t86Y9GiRTr//PNVXl6uK664Qr/61a/OuO3y5cuVSCTSbuXl5U7nY5AAAEAR+OlPf6o5c+Zo3rx52rFjh0aOHKna2lodPHjwjPtUVFTowIED7bf33nvP6ZyEG3Is1hJI5zK19Clm24qTvuWetnCHWfZl395tCtypzCzD/q4C4RuDz/Fdp7tt12L7W7q+N66v3ba97bNnXaHUYO5fW2WcT27lxLaVGV3aLktu33Mb1/JMZCkP4Ybvf//7mj59uqZNmyZJWrJkiZ577jktW7ZMc+fOzbhPIpHQgAEDOn2Zsc8ktLa2atSoUUokEtq5c2fcpwMAIH6pCG6SWlpa0m6tra0ZT3f8+HFt375dEydObH+sW7dumjhxorZu3XrGyzxy5IjOO+88DR48WJMmTdJbb73l9DJjHyTcc889qqqqsm8IAECJGTx4sCorK9tv9fX1Gbf7zW9+o7a2NvXv3z/t8f79+6uxsTHjPsOGDdOyZcu0du1aPf3000omkxo/frzef//9rK8v1nDD888/rxdffFH/8i//oueffz7OUwEAkDNRrd3Q0NCgioqK9sfLysq8r+20mpoa1dTUtN8fP368Lr74Yi1dulT3339/VseIbZDQ1NSk6dOna82aNTrrrLOy2qe1tTVtqqWlpSWuy8sZ3zi+TwmkK1sJpM/SxpK0bdTitPvj1n0lfX+zzGxSetzdGue1sMXxzaWrq9eml8HZ4vK2VsPm/lHmQNjyP1xzCHyX5Q68lwuMkkLnpZX9lma2vT5bea338sqBZcrDl6r2KXW2IUchIhHlJFRUVKQNEs7knHPOUffu3dXU1JT2eFNTU9Y5Bz179tTnP/957dmzJ+vLjCXckEqlNHXqVH3jG99QdXV11vvV19enTbsMHjw4jssDAKCo9OrVS2PGjNHGjRvbH0smk9q4cWPabEGYtrY2vfnmmxo4cGDW53UaJMydOzdQc2nedu/erYULF+rw4cOqq6tzObzq6urU3NzcfmtoaHDaHwCAnEhJSnrcOjEJMWfOHP3gBz/QU089pf/8z//UnXfeqaNHj7ZXO9x6661p/+5+97vf1Ysvvqj//d//1Y4dO/S1r31N7733nm6//fasz+kUbvjmN7+pqVOnhm5zwQUX6KWXXtLWrVsDsZXq6mrdcssteuqppzLuW1ZWFmk8BgCAOESVk+Dipptu0qFDh3TfffepsbFRo0aN0gsvvNCezLh371516/bxf/t/+OGHmj59uhobG/WpT31KY8aM0ZYtW3TJJZe4XGf0vSH37t2blk+wf/9+1dbWatWqVbriiis0aNCgrI7T0tKiyspKTdAk9Uj0jPoyC4Jvu9uO8cSoY5Vh58rmfL7tY+M+n+398Y3rm8z9t81Lz9Ew4/Zhx486Z8BcttvWo8K1pbZrvoxrvonr++H73XDOT/FcmjuuY3U1J1MntElr1dzcnFWcvzNO/7v0R6Pmqkf3zv9H7cm2Vr2084FYrzUKsSQuDhkyJO3+2WefLUn67Gc/m/UAAQAA5BcdFwEAcFUiCzzlZJBw/vnnK4aoBgAA+ZGUlPDcvwgwk5BnrvXUYfFIW+zRXA7XjEO7MmPqtUvDj+e6lLWt9t3c3nU5X2vOgWU9hMD1TwqP45u1/ub732Nd59d6sMXIzfu116efOxBzl9/aC+Z7Yf3bGMz3zmTta2DJCXBdFyTK72ncSikHAfFjkAAAgKN8VDfkA4MEAABckZOAYmOb4jSXw3UtCTS3r15g7K/w/W3Hdy0jC7bWDT+eyXfpaNcpepN9Ke90HcM7ZrlkcHo+vGTRFg4wQz3me2vb3lbCaJveN/8WpmD4wtjACAfYwgWuoTCX0uRMx3fdnhAC8oVBAgAArphJAAAAGZXIICGWBZ4AAEDxYyahyPmURNrirrYytLiP73s82/LCthJJ11a/wZyF8BwH2/6mjiWTZrmka06A7Vpd2WL+vn97G9e20b7Hd32/XPN9wnIUyE8oEPRJAAAAmVACCQAAMiMnAQAAlDJmEoqMzxKy1laxRkzeFtN3XrL2+vBYqhlHN+Ps5vmDcWa3Vr6+cWaTra+CrTeAC1uM3TcGbzuea0+JYA+I9PfC9bNli+Hb+ka4vve+PUV8l6YmD6EAJVNSwmM2IFkcMwkMEgAAcEW4AQAAlDJmEroQ3ylJ1/3NKWZ7q123cEfUU7TBVSX9SjBNgVbHEbfm7RguCbRF9pwOt/0trRxXRTTvB1YUNVqIm2yrOrqGW1zLY23vty10Zjs/ioHnTIKKYyaBQQIAAK4INwAAgFLGTAIAAK6SKXmFDIqkuiGRShXunEdLS4sqKys1QZPUI9Ez35dTdFxavWbiunxt3OdzZc0hsJZE5vf8Ydu7bJvN9ibXpZNt713UnyVXvseL+/1ENE6mTmiT1qq5uVkVFRWxnOP0v0sTh/yVenQr6/RxTiZb9e97/2+s1xoFwg0AACAjwg0AALgqkcRFBgkAALgiJyH/yEnIL1vtedStaaNuZevK9fps+0ddu++zLLjr3zLQJ8AQdf5GrvnmQDi3JCcHISdympNQdYd/TsL+peQkAACA4kS4AQAAVyl55iREdiWxYpCAM7Ktkmiboo27BNI2hes6ZRx1mZpveCbselyv3TXUYd8+vAQw6r+lKe5yXNdQEeGEElQiiYuEGwAAQEbMJAAA4CqZlJT03L/wMUgAAMBViYQbGCQga1G3GXZdntfGtwQx6ri2jev+Hbe3XYtrW2VzqWffclXX5+Nu82wT2N6y9DVQKhgkAADgipkEAACQUYl0XKS6AQAAZMRMAiLjvXzu9Wac2a/PgJnT4JpT4ZoTkculuX37DkTdVtm2vzVnIJADkM6WU2F+dnxbYgM2qVRSqVTnKxR89s0lBgkAALhKpfxCBuQkAADQRaU8cxIYJADpfEsIY2/te725f3j4pMekQ2n3beEW1+3D3q+o2wzne0VP1+sLhg/S38vge0sJI9AZDBIAAHCVTEoJj7wCchIAAOiiSiTcQAkkAADIiJkE5E3cSz37Hs9akhjIYbAcL1Di6Xa9aTkNlpJBk2sOgq3E0PXarTkHlnyQuNsyA65SyaRSHuEGSiABAOiqCDcAAIBSxkwCAACukikp0fVnEhKpVOFeaUtLiyorKzVBk9Qj0TPfl4Mi49sG2ba969LYcR8/7FzOOQIRL5vt3cOCHANk4WTqhDZprZqbm1VRURHLOU7/u/RHvW70+nfpZOqEXjr+bKzXGgXCDQAAICPCDQAAOEolU0p5hBsKeBI/DTMJAAC4SiX9b52waNEinX/++SovL9cVV1yhX/3qV6HbP/vssxo+fLjKy8v1uc99TuvWrXM6HzMJ6LJc49jOfRQcewfY1m5wOb55LNtSyK7rVLiuqxF1zgA5CCh0+ZhJ+OlPf6o5c+ZoyZIluuKKK/Too4+qtrZWb7/9tvr16xfYfsuWLbr55ptVX1+vL37xi1qxYoUmT56sHTt26LLLLsvqnMwkAABQBL7//e9r+vTpmjZtmi655BItWbJEZ511lpYtW5Zx+8cee0zXXnut7r77bl188cW6//77NXr0aD3++ONZn7OgZxJOj7RO6oRXzwogCm3Hj6XdP5k6Efq8KXG01Wn/sOfNY9nObTKPbbIdz7Y/kA8ndepzmYt4/8lUq9ciTaevtaWlJe3xsrIylZWVBbY/fvy4tm/frrq6uvbHunXrpokTJ2rr1q0Zz7F161bNmTMn7bHa2lqtWbMm+wtNFbCGhobTLa24cePGjRu3rG4NDQ2x/bv00UcfpQYMGBDJdZ599tmBx+bNm5fxvPv27UtJSm3ZsiXt8bvvvjs1duzYjPv07NkztWLFirTHFi1alOrXr1/Wr7egZxKqqqrU0NCgPn36KJFI5PtycqqlpUWDBw9WQ0NDQdfQ5grvx8d4L9Lxfnys1N+LVCqlw4cPq6qqKrZzlJeX65133tHx48e9j5VKpQL/tmWaRcingh4kdOvWTYMGDcr3ZeRVRUVFSX7Zz4T342O8F+l4Pz5Wyu9FZWVl7OcoLy9XeXl57Ofp6JxzzlH37t3V1NSU9nhTU5MGDBiQcZ8BAwY4bZ8JiYsAABS4Xr16acyYMdq4cWP7Y8lkUhs3blRNTU3GfWpqatK2l6QNGzaccftMCnomAQAAnDJnzhxNmTJF1dXVGjt2rB599FEdPXpU06ZNkyTdeuutOvfcc1VfXy9JmjVrlq666io9/PDDuuGGG7Ry5Upt27ZNTzzxRNbnZJBQoMrKyjRv3ryCi0/lC+/Hx3gv0vF+fIz3omu76aabdOjQId13331qbGzUqFGj9MILL6h///6SpL1796pbt48DBOPHj9eKFSv0ne98R/fee68uuugirVmzJuseCVKBL/AEAADyh5wEAACQEYMEAACQEYMEAACQEYMEAACQEYMEAACQEYOEItLa2qpRo0YpkUho586d+b6cvHj33Xd12223aejQoerdu7c++9nPat68eZG0SC0WruvJd0X19fW6/PLL1adPH/Xr10+TJ0/W22+/ne/LKhgPPPCAEomEZs+ene9LQZFjkFBE7rnnnlh7kheD3bt3K5lMaunSpXrrrbf0yCOPaMmSJbr33nvzfWk5cXo9+Xnz5mnHjh0aOXKkamtrdfDgwXxfWk5t3rxZM2bM0KuvvqoNGzboxIkTuuaaa3T06NF8X1revfbaa1q6dKlGjBiR70tBV5D1UlDIq3Xr1qWGDx+eeuutt1KSUq+//nq+L6lg/MM//ENq6NCh+b6MnBg7dmxqxowZ7ffb2tpSVVVVqfr6+jxeVf4dPHgwJSm1efPmfF9KXh0+fDh10UUXpTZs2JC66qqrUrNmzcr3JaHIMZNQBJqamjR9+nT9+Mc/1llnnZXvyyk4zc3N6tu3b74vI3an15OfOHFi+2O29eRLRXNzsySVxOcgzIwZM3TDDTekfUYAH7RlLnCpVEpTp07VN77xDVVXV+vdd9/N9yUVlD179mjhwoV66KGH8n0psfvNb36jtra29hasp/Xv31+7d+/O01XlXzKZ1OzZs3XllVc6tZvtalauXKkdO3botddey/eloAthJiFP5s6dq0QiEXrbvXu3Fi5cqMOHD6uuri7flxyrbN+Pjvbt26drr71WN954o6ZPn56nK0e+zZgxQ7t27dLKlSvzfSl509DQoFmzZumZZ57J+RLG6NpYuyFPDh06pA8++CB0mwsuuEB//ud/rn/7t39TIpFof7ytrU3du3fXLbfcoqeeeiruS82JbN+PXr16SZL279+vCRMmaNy4cVq+fHnaoiZd1fHjx3XWWWdp1apVmjx5cvvjU6ZM0e9+9zutXbs2fxeXJzNnztTatWv18ssva+jQofm+nLxZs2aN/uzP/kzdu3dvf6ytrU2JRELdunVTa2tr2nNAthgkFLi9e/eqpaWl/f7+/ftVW1urVatW6YorrtCgQYPyeHX5sW/fPl199dUaM2aMnn766ZL68bviiis0duxYLVy4UNKpqfYhQ4Zo5syZmjt3bp6vLndSqZTuuusurV69Wps2bdJFF12U70vKq8OHD+u9995Le2zatGkaPny4vvWtb5V0GAZ+yEkocEOGDEm7f/bZZ0uSPvvZz5bsAGHChAk677zz9NBDD+nQoUPtzw0YMCCPV5YbtvXkS8WMGTO0YsUKrV27Vn369FFjY6MkqbKyUr17987z1eVenz59AgOBT3ziE/r0pz/NAAFeGCSgqGzYsEF79uzRnj17AoOkUpgUs60nXyoWL14sSZowYULa408++aSmTp2a+wsCuijCDQAAIKOun+0FAAA6hUECAADIiEECAADIiEECAADIiEECAADIiEECAADIiEECAADIiEECAADIiEECAADIiEECAADIiEECAADI6P8H7WGg+WKegGcAAAAASUVORK5CYII=",
|
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"text/plain": [
|
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"### Show the evolution\n",
|
|
"particles_in_time = utils.to_particles_3d(sol)\n",
|
|
"\n",
|
|
"\"\"\"\n",
|
|
"SHOW_N_STATES = 10 # should be even\n",
|
|
"# skip some particles to make the plot more readable\n",
|
|
"SHOW_NTH_PARTICLE = 5\n",
|
|
"## Show the particles in 3D\n",
|
|
"fig, axs = plt.subplots(2, SHOW_N_STATES//2, subplot_kw={'projection': '3d'})\n",
|
|
"\n",
|
|
"for i, ax in enumerate(axs.flat):\n",
|
|
" nth = int(particles_in_time.shape[0] / SHOW_N_STATES) * i\n",
|
|
" p = particles_in_time[nth][::SHOW_NTH_PARTICLE]\n",
|
|
" ax.scatter(p[:,0], p[:,1], p[:,2], cmap='viridis', c=range(p.shape[0]))\n",
|
|
" ax.set_title(f\"t={t_range[nth]:.2g} (step {nth})\")\n",
|
|
"\n",
|
|
"fig.set_size_inches(18, 12)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"## Show the 2D orbits of selected particles\n",
|
|
"fig, axs = plt.subplots(2, SHOW_N_STATES//2, sharex=True, sharey=True)\n",
|
|
"\n",
|
|
"for i, ax in enumerate(axs.flat):\n",
|
|
" nth = int(particles_in_time.shape[0] / SHOW_N_STATES) * i\n",
|
|
" x = particles_in_time[:,i,0]\n",
|
|
" y = particles_in_time[:,i,1]\n",
|
|
" ax.scatter(x, y, c=range(t_range.size))\n",
|
|
" ax.set_title(f\"particle {nth}\")\n",
|
|
"\n",
|
|
" ax.set_xlabel('x')\n",
|
|
" ax.set_ylabel('y')\n",
|
|
"\n",
|
|
"# Share x and y axis\n",
|
|
"for ax in axs.flat:\n",
|
|
" ax.label_outer()\n",
|
|
"\n",
|
|
"fig.set_size_inches(18, 12)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\"\"\"\n",
|
|
"\n",
|
|
"## Show the evolution of the density distrubtion\n",
|
|
"for i in range(particles_in_time.shape[0]):\n",
|
|
" p = particles_in_time[i]\n",
|
|
" utils.particles_plot_2d(p, title=f\"t={t_range[i]:.2g}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
|
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}
|
|
],
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"source": [
|
|
"#### Plot some key quantities of the system as a whole\n",
|
|
"# sol has the shape (n_steps, n_particles*6) where the first 3*n are the positions and the last 3*n are the velocities\n",
|
|
"\n",
|
|
"# kinetic energy\n",
|
|
"energies = np.zeros(n_steps)\n",
|
|
"for i in range(n_steps):\n",
|
|
" p = particles_in_time[i]\n",
|
|
" ke_per_particle = 0.5 * p[:, 6] * np.linalg.norm(p[:,3:6], axis=1)**2\n",
|
|
" # logger.debug(f\"KE: {ke_per_particle.shape}\")\n",
|
|
" k_e = np.sum(ke_per_particle)\n",
|
|
" energies[i] = k_e\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(t_range, energies)\n",
|
|
"plt.title('Kinetic energy')\n",
|
|
"plt.xlabel('Integration time')\n",
|
|
"plt.ylabel('Energy')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"# radial extrema of the particles - disk surface\n",
|
|
"r_mins = np.zeros(n_steps)\n",
|
|
"r_maxs = np.zeros(n_steps)\n",
|
|
"for i in range(n_steps):\n",
|
|
" p = particles_in_time[i][1:,...] # remove the black hole\n",
|
|
" r = np.linalg.norm(p[:,:3], axis=1)\n",
|
|
" r_mins[i] = np.min(r)\n",
|
|
" r_maxs[i] = np.max(r)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(t_range, r_mins, label='r_min')\n",
|
|
"plt.plot(t_range, r_maxs, label='r_max')\n",
|
|
"plt.title('Radial extrema')\n",
|
|
"plt.xlabel('Integration time')\n",
|
|
"plt.ylabel('r')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Full PM solver\n",
|
|
"We now have all the tools to implement the full PM solver:\n",
|
|
"- force computation using mesh\n",
|
|
"- integrator with RK4\n",
|
|
"- estimate for good timesteps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:03:42 - task2 (mesh) - Integration range: 0.0 -> 796.7712360609767, n_steps: 31415\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "TypeError",
|
|
"evalue": "ufunc 'bitwise_or' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[15], line 15\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# The force function is now more \"rigid\" => the mesh is fixed and boundary conditions are enforced\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.mesh_forces_v2(x, G, mesh_size, utils.particle_to_cells_nn)\u001b[39;00m\n\u001b[1;32m 14\u001b[0m force_function \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m x: utils\u001b[38;5;241m.\u001b[39mmesh_solver(x, G, utils\u001b[38;5;241m.\u001b[39mparticle_to_cells_nn, mesh_size, mesh_bound, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvanishing\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 15\u001b[0m sol \u001b[38;5;241m=\u001b[39m \u001b[43mintegrate\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrk4\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mforce_function\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mp0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt_range\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"Cell \u001b[0;32mIn[10], line 20\u001b[0m, in \u001b[0;36mintegrate\u001b[0;34m(method, force_function, p0, t_range)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m1\u001b[39m, t_range\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]):\n\u001b[1;32m 19\u001b[0m t \u001b[38;5;241m=\u001b[39m t_range[i]\n\u001b[0;32m---> 20\u001b[0m sol[i,\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunge_kutta_4\u001b[49m\u001b[43m(\u001b[49m\u001b[43msol\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_prime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 23\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIntegration done, shape: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msol\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sol\n",
|
|
"File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/integrate.py:85\u001b[0m, in \u001b[0;36mrunge_kutta_4\u001b[0;34m(y0, t, f, dt)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mrunge_kutta_4\u001b[39m(y0 : np\u001b[38;5;241m.\u001b[39mndarray, t : \u001b[38;5;28mfloat\u001b[39m, f, dt : \u001b[38;5;28mfloat\u001b[39m):\n\u001b[0;32m---> 85\u001b[0m k1 \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43my0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 86\u001b[0m k2 \u001b[38;5;241m=\u001b[39m f(y0 \u001b[38;5;241m+\u001b[39m k1\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m dt, t \u001b[38;5;241m+\u001b[39m dt\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 87\u001b[0m k3 \u001b[38;5;241m=\u001b[39m f(y0 \u001b[38;5;241m+\u001b[39m k2\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m dt, t \u001b[38;5;241m+\u001b[39m dt\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
|
|
"File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/integrate.py:34\u001b[0m, in \u001b[0;36mode_setup.<locals>.f\u001b[0;34m(y, t)\u001b[0m\n\u001b[1;32m 29\u001b[0m p \u001b[38;5;241m=\u001b[39m to_particles(y)\n\u001b[1;32m 30\u001b[0m \u001b[38;5;66;03m# this is explicitly a copy, which has shape (n, 7)\u001b[39;00m\n\u001b[1;32m 31\u001b[0m \u001b[38;5;66;03m# columns x, y, z, vx, vy, vz, m\u001b[39;00m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;66;03m# (need to keep y intact since integrators make multiple function calls)\u001b[39;00m\n\u001b[0;32m---> 34\u001b[0m forces \u001b[38;5;241m=\u001b[39m \u001b[43mforce_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mp\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;66;03m# compute the accelerations\u001b[39;00m\n\u001b[1;32m 37\u001b[0m masses \u001b[38;5;241m=\u001b[39m p[:, \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
|
|
"Cell \u001b[0;32mIn[15], line 14\u001b[0m, in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 10\u001b[0m mesh_bound \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m\u001b[38;5;241m*\u001b[39mr_max, \u001b[38;5;241m2\u001b[39m\u001b[38;5;241m*\u001b[39mr_max)\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# The force function is now more \"rigid\" => the mesh is fixed and boundary conditions are enforced\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.mesh_forces_v2(x, G, mesh_size, utils.particle_to_cells_nn)\u001b[39;00m\n\u001b[0;32m---> 14\u001b[0m force_function \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmesh_solver\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mG\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparticle_to_cells_nn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmesh_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmesh_bound\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mvanishing\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m sol \u001b[38;5;241m=\u001b[39m integrate(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrk4\u001b[39m\u001b[38;5;124m\"\u001b[39m, force_function, p0, t_range)\n",
|
|
"File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/solver_mesh.py:44\u001b[0m, in \u001b[0;36mmesh_solver\u001b[0;34m(particles, G, mapping, n_grid, bounds, boundary)\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPeriodic boundary conditions are not implemented yet\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m boundary \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvanishing\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 43\u001b[0m \u001b[38;5;66;03m# remove the particles that are outside the mesh\u001b[39;00m\n\u001b[0;32m---> 44\u001b[0m outlier_mask \u001b[38;5;241m=\u001b[39m particles[:, :\u001b[38;5;241m3\u001b[39m] \u001b[38;5;241m<\u001b[39m \u001b[43mbounds\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m|\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mparticles\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m>\u001b[39m bounds[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 46\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39many(outlier_mask):\n\u001b[1;32m 47\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRemoving \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnp\u001b[38;5;241m.\u001b[39msum(outlier_mask)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m particles that are outside the mesh\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
|
|
"\u001b[0;31mTypeError\u001b[0m: ufunc 'bitwise_or' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"t_orbit = 2 * np.pi * r_inter / v_mean\n",
|
|
"n_steps = int(t_orbit / dt * 5)\n",
|
|
"t_range = np.arange(0, n_steps*dt, dt)\n",
|
|
"logger.info(f\"Integration range: {t_range[0]} -> {t_range[-1]}, n_steps: {n_steps}\")\n",
|
|
"\n",
|
|
"\n",
|
|
"mesh_size = 125 # as per the previous discussion\n",
|
|
"r = np.linalg.norm(particles[:,:3], axis=1)\n",
|
|
"r_max = np.max(r)\n",
|
|
"mesh_bound = (-2*r_max, 2*r_max)\n",
|
|
"\n",
|
|
"# The force function is now more \"rigid\" => the mesh is fixed and boundary conditions are enforced\n",
|
|
"# force_function = lambda x: utils.mesh_forces_v2(x, G, mesh_size, utils.particle_to_cells_nn)\n",
|
|
"force_function = lambda x: utils.mesh_solver(x, G, utils.particle_to_cells_nn, mesh_size, mesh_bound, \"vanishing\")\n",
|
|
"sol = integrate(\"rk4\", force_function, p0, t_range)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"## Show some results"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "projects-X-9bmgL6",
|
|
"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": "3.13.1"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|