mirror of
https://github.com/slsdetectorgroup/aare.git
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- added rosenblatttransform - added 3x3 eta methods - interpolation can be used with various eta functions - added documentation for interpolation, eta calculation - exposed full eta struct in python - disable ClusterFinder for 2x2 clusters - factory function for ClusterVector --------- Co-authored-by: Dhanya Thattil <dhanya.thattil@psi.ch> Co-authored-by: Erik Fröjdh <erik.frojdh@psi.ch>
896 lines
919 KiB
Plaintext
896 lines
919 KiB
Plaintext
{
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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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"id": "bda7256e",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np \n",
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"from scipy.stats import multivariate_normal\n",
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"import matplotlib.pyplot as plt\n",
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"from aare import ClusterFinder, calculate_eta2, Interpolator\n",
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"import boost_histogram as bh\n",
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"from aare._aare import Cluster2x2d, ClusterVector_Cluster2x2d\n",
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"import pickle\n",
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"import os\n",
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"\n",
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"from test_Interpolation import create_photon_hit_with_gaussian_distribution, create_2x2cluster_from_frame, create_3x3cluster_from_frame, calculate_eta_distribution, photon_hit_in_euclidean_space"
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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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"id": "9453f403",
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"metadata": {},
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"outputs": [],
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"source": [
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"### plotting functions\n",
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"\n",
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"def plot_eta_distribution(eta_distribution):\n",
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" plt.imshow(\n",
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" eta_distribution[:, :, 0].view().transpose(), \n",
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" origin='lower', \n",
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" extent=[eta_distribution.axes[0].edges[0], eta_distribution.axes[0].edges[-1], eta_distribution.axes[1].edges[0], eta_distribution.axes[1].edges[-1]],\n",
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" aspect='auto')\n",
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" plt.colorbar()\n",
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" plt.xlabel('eta_x')\n",
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" plt.ylabel('eta_y')\n",
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"\n",
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"def plot_uniform_eta_distribution(uniform_etax, uniform_etay, eta_extent): \n",
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" fig, axes = plt.subplots(1, 2, figsize=(10, 5)) # (rows, cols)\n",
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"\n",
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" im1 = axes[0].imshow(\n",
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" uniform_etax[:, :, 0].view().transpose(), \n",
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" origin='lower', \n",
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" extent=[eta_extent[0], eta_extent[1], eta_extent[0], eta_extent[1]],\n",
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" aspect='auto'\n",
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" )\n",
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" axes[0].set_title(\"uniform distribution of etax\")\n",
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" fig.colorbar(im1, ax=axes[0], fraction=0.046, pad=0.04)\n",
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" axes[0].set_xlabel(\"eta_x\")\n",
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" axes[0].set_ylabel(\"eta_y\")\n",
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"\n",
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" im2 = axes[1].imshow(\n",
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" uniform_etay[:, :, 0].view().transpose(), \n",
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" origin='lower', \n",
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" extent=[eta_extent[0], eta_extent[1], eta_extent[0], eta_extent[1]],\n",
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" aspect='auto'\n",
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" )\n",
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" axes[1].set_title(\"uniform distribution of etay\")\n",
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" fig.colorbar(im2, ax=axes[1], fraction=0.046, pad=0.04)\n",
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" axes[1].set_xlabel(\"eta_x\")\n",
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" axes[1].set_ylabel(\"eta_y\")\n",
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"\n",
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" plt.tight_layout()\n",
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" plt.show()\n",
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"\n",
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"def plot_photon_hit_distribution(eta_distribution, marg_CDF_etax, cond_CDF_etay): \n",
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" normalized_eta_distribution = eta_distribution.values()[:,:, 0] / eta_distribution.values()[: , :, 0].sum() #normnalize \n",
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"\n",
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" n_samples = 1000\n",
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" rng = np.random.default_rng(42)\n",
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"\n",
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" flat_indices = rng.choice(\n",
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" normalized_eta_distribution.size,\n",
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" size=n_samples,\n",
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" p=normalized_eta_distribution.ravel())\n",
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"\n",
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" x_indices, y_indices = np.unravel_index(flat_indices, normalized_eta_distribution.shape)\n",
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"\n",
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" photon_position_x = marg_CDF_etax[x_indices, y_indices]\n",
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" photon_position_y = cond_CDF_etay[x_indices, y_indices]\n",
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"\n",
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" fig, axes = plt.subplots(1, 2, figsize=(10, 5)) # (rows, cols)\n",
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"\n",
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" axes[0].scatter(eta_distribution.axes[0].edges[:-1][x_indices], eta_distribution.axes[1].edges[:-1][y_indices], s=1, alpha=0.5)\n",
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" axes[0].set_title(\"Eta distribution (eta_x, eta_y)\")\n",
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" #plt.gca().set_aspect('equal')\n",
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" axes[0].set_xlabel(\"eta_x\")\n",
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" axes[0].set_ylabel(\"eta_y\")\n",
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" #axes[0].set_xlim(0,1)\n",
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" #axes[0].set_ylim(0,1)\n",
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"\n",
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" axes[1].scatter(photon_position_x, photon_position_y, s=1, alpha=0.5)\n",
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" axes[1].set_title(\"uniform Photon positions\")\n",
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" #plt.gca().set_aspect('equal')\n",
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" axes[1].set_xlabel(\"x\")\n",
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" axes[1].set_ylabel(\"y\")\n",
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" #axes[1].set_xlim(0,1)\n",
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" #axes[1].set_ylim(0,1)\n",
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"\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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"id": "f57feae4",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"num pixels: (1000 x 1000)\n"
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]
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}
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],
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"source": [
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"pixel_width = 1e-4\n",
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"\n",
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"values = np.arange(0.5*pixel_width, 0.1, pixel_width)\n",
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"\n",
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"num_pixels = values.size\n",
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"\n",
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"print(f\"num pixels: ({values.size} x {values.size})\")\n",
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"\n",
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"X, Y = np.meshgrid(values, values)\n",
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"\n",
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"data_points = np.stack([X.ravel(), Y.ravel()], axis=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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"id": "5a93b339",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Text(0, 0.5, 'y_0')"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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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"
|
|
}
|
|
],
|
|
"source": [
|
|
"# mean is in bottom right quadrant \n",
|
|
"variance = 10*pixel_width\n",
|
|
"\n",
|
|
"covariance_matrix = np.array([[variance, 0], [0, variance]])\n",
|
|
"\n",
|
|
"mean = 650*pixel_width\n",
|
|
"\n",
|
|
"mean = np.array([mean, mean])\n",
|
|
"\n",
|
|
"base_frame = create_photon_hit_with_gaussian_distribution(mean, variance, data_points)\n",
|
|
"\n",
|
|
"pixels_per_superpixel = int(num_pixels*0.5)\n",
|
|
"\n",
|
|
"plt.imshow(base_frame) \n",
|
|
"\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"\n",
|
|
"plt.xlabel('x_0')\n",
|
|
"plt.ylabel('y_0')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "2376390e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"### create eta distribution\n",
|
|
"num_frames = 5000\n",
|
|
"random_number_generator = np.random.default_rng(42)\n",
|
|
"eta_distribution = calculate_eta_distribution(num_frames, pixels_per_superpixel, random_number_generator, bh.axis.Regular(100, -0.1, 0.6), bh.axis.Regular(100, -0.1, 0.6))\n",
|
|
"\n",
|
|
"test_data_path = os.getenv(\"AARE_TEST_DATA\") + \"/eta_distributions\"\n",
|
|
"filename = test_data_path + \"/eta_distribution_2x2cluster_gaussian.pkl\"\n",
|
|
"with open(filename, \"wb\") as f:\n",
|
|
" pickle.dump(eta_distribution, f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "0803d81d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"filename = os.getenv(\"AARE_TEST_DATA\") + \"/eta_distributions/eta_distribution_2x2cluster_gaussian.pkl\"\n",
|
|
"with open(filename, \"rb\") as f:\n",
|
|
" eta_distribution = pickle.load(f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "778969be",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_eta_distribution(eta_distribution)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "68f283b3",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"interpolator = Interpolator(eta_distribution, eta_distribution.axes[0].edges, eta_distribution.axes[1].edges, eta_distribution.axes[2].edges[:-1])\n",
|
|
"#interpolator = Interpolator(eta_distribution.axes[0].edges, eta_distribution.axes[1].edges, eta_distribution.axes[2].edges[:-1])\n",
|
|
"\n",
|
|
"#interpolator.rosenblatttransform(eta_distribution.values())\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "1108a591",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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mzRqlkSLJFhtYXqpjx47o1q2bzU9cXJzUexcvXownn3wSPXr0QEZGBr777jvs2LEDw4cPx8WLF2t976lTpwBcu8Bfz9fXF40bN671vRaLBf/6178wbNgwLFy4EF27dkWTJk0wbdo0nD17VirvAByK0GMvX1V5ryqLu5w6dQrNmjWrNmegadOm8PX1rbZ/e/Xn7+9/02NS9fcbb67Hjx8HAHTv3h1169a1+UlPT5e6MBcWFqJfv344evQoXn31VWzevBk7duywNiJuljd7fv/738PPzw/l5eXWOW3OMGL5pk2bhn/9618oKCjAlStX8Oabb+LBBx+s9nkBrh0vIQQuXbrk0D6IyJaz1057qq7L9u4z4eHh1a7btd2PGjVqZPO7n59fra/LXgu+/vpr7NixA3l5eSgpKcGWLVvsBmO4sV78/f0B/O+6durUKfj6+lYLzGCxWNCsWTOpe+SpU6dqrKuqvzuSp5uxdy29Pq+yx0/V95HaOHou1a9fv9p93N/f3+a8GDt2LFasWIFDhw5h9OjRaNq0KXr06IGsrCwleab/YRRBctj777+PgQMHYunSpTavy1xUqi6OxcXFaNGihfX1q1evSl2MIyMj8fbbbwMA9u3bh48//hhz587F5cuXsWzZMqn839hgqU1Vvq6/qBcXF9uUpeqCduNEUlcbYI0bN8b27dshhLDJc1WvRVUUKFdVbefXX3+1+/qnn37qVOh2APj8889x/vx5fPbZZzbbuH4SsCMqKirw+9//HiEhIfD398f48ePx7bffWr9gOMKI5Xv44Yfxpz/9Ca+//jp69uyJ4uJiTJkyxW7aX3/9Ff7+/srXaiMyu4CAgGrXYwCaPK2vui8UFRWhZcuWNn87duxYteu2I/cjVWJiYpTcPxo3boyrV6/i5MmTNo0sIQSKi4vRvXt3qW0UFRVVe71qZIWq+1yVqvv3ja+1bdvWmh8ANebp+vyo+D5SG0fy4ojHH38cjz/+OM6fP4/s7Gw8//zzuO+++7Bv3z6n74VUHXuwqEY1PcGzWCzWp0ZVdu3ahW3btt10m1XRdD744AOb1z/++GOHhzq1b98ec+bMwR133IEffvjhpvl21o15rQplXlWWsLAwBAQEYNeuXTbp1qxZU21bjjxtGzx4MM6dO1dtLbK0tDTr31WoGl7y888/27w+bNgw+Pr64ueff67W21n1U6WmclV9ebj+fBFC4M0333Qqr88//zw2b96MDz74AOnp6cjPz3e6F8uI5QsICMDEiRPx7rvvYvHixejSpUuNYZMPHDiga2h/IqNq1aoVTpw4Ye2lBoDLly9j3bp1bt931XC/999/3+b1HTt2YO/evcqu20ZQVZYby5qRkYHz58/blLWm+/LgwYOxZ88em3s4cO0+Z7FYMGjQIKV5vvF+vnXrVhw6dMh6P+/Vqxfq1atXrUxHjhzBN998U+Pxq+n7yI0c+Q7gbF5kBQYGYsSIEZg9ezYuX76MH3/80aXtkS32YHmp3bt3223Q3HbbbdYnUXfccQc2btyIf/zjH2jevDluueUWREVF4b777sMLL7yA559/HgMGDEBBQQHmz5+P1q1b37SR1LFjRzzyyCNISUlB3bp1cffdd2P37t14+eWXERQUVOt7d+3ahalTp+K3v/0t2rVrBz8/P3zzzTfYtWsXZs2aZU13xx134KOPPkJ6ejratGmDgIAA3HHHHU7U0rWhF3/7299w7tw5dO/eHVu3bsWLL76IESNGoG/fvgCufcl+5JFHsGLFCtx2222IiYnB999/b3dNqap8vPrqq3j00UdRt25dREVF2Yz/r5KQkIDXX38djz76KA4ePIg77rgDW7ZswUsvvYR77rkHd999t1NlulHLli3Rpk0bfPfdd5g2bZr19VatWmH+/PmYPXs2Dhw4gOHDhyMkJATHjx/H999/j8DAQOviu1XlWrBgAUaMGIE6deqgc+fOGDJkCPz8/PDQQw/hj3/8Iy5duoSlS5fi9OnTDuczKysLycnJePbZZ603luTkZDz99NMYOHAgHnjgAWtai8Vy03lURitflcmTJ2PhwoXIycnBW2+9ZTdNZWUlvv/+e6fnnxF5svj4eDz33HP43e9+h2eeeQaXLl3CkiVLUFFR4fZ9R0VFYeLEiXjttdfg4+ODESNG4ODBg3j22WcRERGBGTNmuD0PWhkyZAiGDRuGP/3pTygrK0OfPn2wa9cuPP/884iNjcXYsWOtaWu6L8+YMQNpaWm49957MX/+fERGRuLLL79EamoqnnzySbRv315pnnfu3IkJEybgt7/9LQ4fPozZs2ejRYsWmDx5MgCgYcOGePbZZ/HnP/8ZCQkJeOihh3Dq1CnMmzcPAQEBeP755wHIfx+50S233ILIyEisWbMGgwcPRqNGjRAaGmp3WQHZvDji//2//4d69eqhT58+aN68OYqLi5GcnIzg4GCpHkdygJ4RNkh7tUURBCDefPNNa9q8vDzRp08fUb9+fQHAGgmnvLxcPP3006JFixYiICBAdO3aVXz++ec1Rm66UXl5ufjDH/4gmjZtKgICAkTPnj3Ftm3bRGRkZK1RBI8fPy4ee+wx0aFDBxEYGCgaNGggOnfuLF555RWbqEIHDx4UQ4cOFbfccos11O312/vkk0+q5ammKIKBgYFi165dYuDAgaJevXqiUaNG4sknnxTnzp2zeX9paamYMGGCCAsLE4GBgWLkyJHi4MGDdqMFJSUlifDwcOHj42OzzxujDQkhxKlTp8SkSZNE8+bNha+vr4iMjBRJSUnW8LdVAIgpU6ZUK9eNdVqTZ599VoSEhFTbrhBCfP7552LQoEEiKChI+Pv7i8jISPHggw+Kr7/+2pqmvLxcTJgwQTRp0kRYLBabSEj/+Mc/RExMjAgICBAtWrQQzzzzjPjqq6+q1Xdtjh07Jpo2bSruuusum6halZWVYuTIkaJhw4bW/Z09e1YAEL/73e+ktm2E8t1o4MCBolGjRuLChQt2//6vf/1LABA5OTlObZ/I02VmZoouXbqIevXqiTZt2oi///3vNUYRlLl2ykYRFOJaNNEFCxaI9u3bi7p164rQ0FDxyCOPWMO4VxkwYIC4/fbbq+27KmLeokWLbF6v6R5WlbcdO3bUWic15Vc2nb06uHjxovjTn/4kIiMjRd26dUXz5s3Fk08+aRP2XIia78tCCHHo0CHx8MMPi8aNG4u6deuKqKgosWjRIptrfU11IkT1aL32VOV9/fr1YuzYsaJhw4bWCH0//fRTtfRvvfWW6Ny5s/Dz8xPBwcFi1KhR1qU7hJD/PmLvvv7111+L2NhY4e/vbxM92V79yuRFiP99X7nRjef8u+++KwYNGiTCwsKEn5+fCA8PF2PGjHF6qROqmUUIIdzZgCMi4zt27Bhat26NtLQ0xMfH650dl2RmZuK+++5Dfn6+0z2Xejpx4gQiIyPx1FNPYeHChXbTjB07FgcOHMC3336rce6IiMxn5cqVePzxx7Fjxw6b4d9E7sI5WESE8PBwJCYm4i9/+YvyULNa27BhA373u9+ZrnF15MgRZGdnY/z48fDx8cH06dPtpvv555+Rnp6OBQsWaJxDIiIiksE5WEQEAJgzZw7q16+Po0ePIiIiQrP9CiFuOjeiTp060tG2Fi1apCJbysiW76233sL8+fPRqlUrfPDBBzZRNq9XWFiIv//979Y5gERERGQsHCJIRLqqGrpRmw0bNlijPJmNp5ePiIiIbLGBRUS6OnXqFH755Zda09QUadEMPL18REREZIsNLCIiIiIiIkUY5IKIiIiIiEgRBrmwo7KyEseOHcMtt9wiPbGeiIjUEELg7NmzCA8Ph48PnwNW4b2JiEgfjt6X2MCy49ixY5pGUSMiouoOHz6Mli1b6p0Nw+C9iYhIX7L3JTaw7KiabH748GEEBQXpnBsiIu9SVlaGiIgIBv64Ae9NRET6cPS+xAaWHVVDL4KCgngTIyLSCYfB2eK9iYhIX7L3JQ5uJyIiIiIiUoQNLCIiIiIiIkXYwCIiIiIiIlJE9wZWamoqWrdujYCAAMTFxWHz5s01pt24cSMsFku1n//85z826TIyMtCpUyf4+/ujU6dOWL16tbuLQUREREREpG8DKz09HYmJiZg9ezZyc3PRr18/jBgxAoWFhbW+r6CgAEVFRdafdu3aWf+2bds2xMfHY+zYscjPz8fYsWMxZswYbN++3d3FISIiIiIiL2cRQgi9dt6jRw907doVS5cutb7WsWNH3H///UhOTq6WfuPGjRg0aBBOnz6Nhg0b2t1mfHw8ysrK8NVXX1lfGz58OEJCQrBq1SqpfJWVlSE4OBilpaWM1EREpDFeg+1jvRAR6cPR669uPViXL19GTk4Ohg4davP60KFDsXXr1lrfGxsbi+bNm2Pw4MHYsGGDzd+2bdtWbZvDhg2rdZvl5eUoKyuz+SEiIiIiInKUbg2skpISVFRUICwszOb1sLAwFBcX231P8+bNsXz5cmRkZOCzzz5DVFQUBg8ejOzsbGua4uJih7YJAMnJyQgODrb+REREuFAyIiIiIiLyVrovNHzjgl1CiBoX8YqKikJUVJT19169euHw4cN4+eWX0b9/f6e2CQBJSUmYOXOm9feq1ZqJiIiIiIgcoVsPVmhoKOrUqVOtZ+nEiRPVeqBq07NnT/z000/W35s1a+bwNv39/REUFGTzQ0RERERE5CjdGlh+fn6Ii4tDVlaWzetZWVno3bu39HZyc3PRvHlz6++9evWqts3169c7tE0iIqLaZGdnY+TIkQgPD4fFYsHnn39+0/ds2rQJcXFxCAgIQJs2bbBs2TL3Z5SIiDSn6xDBmTNnYuzYsejWrRt69eqF5cuXo7CwEJMmTQJwbeje0aNHkZaWBgBISUlBq1atcPvtt+Py5ct4//33kZGRgYyMDOs2p0+fjv79+2PBggUYNWoU1qxZg6+//hpbtmzRpYxEROR5zp8/j5iYGDz++OMYPXr0TdP/8ssvuOeee/D//t//w/vvv49vv/0WkydPRpMmTaTeT0RE5qFrAys+Ph6nTp3C/PnzUVRUhOjoaGRmZiIyMhIAUFRUZLMm1uXLl/H000/j6NGjqFevHm6//XZ8+eWXuOeee6xpevfujY8++ghz5szBs88+i9tuuw3p6eno0aOH5uUjIiLPNGLECIwYMUI6/bJly3DrrbciJSUFwLUlSXbu3ImXX36ZDSwiIg+j6zpYRqXVWiMpWQVYk3cMo7qEI3FI1M3fQDZ2HTmDLftL0LdtKDq3bOhyOtX79RTeVl7VzPA5z8g5jDX5xzAqJhyj4/QP8GO29Z4sFgtWr16N+++/v8Y0/fv3R2xsLF599VXra6tXr8aYMWNw4cIF1K1bt9p7ysvLUV5ebv29KgCTWeqFvIun3Ss8rTzOMtI9zJV7lavH0zTrYBGwJu8YDv16AWvyjumdFVPasr8EmwpOYsv+EiXpVO/XU3hbeVUzw+d8Tf4x5B46jTX5xs2j2dW0hMjVq1dRUmL/s8UlRMhMPO1e4WnlcZaR7mGu3Ku0Pp66h2n3ZqO6hFufCpDj+rYNtfnX1XSq9+spvK28qpnhcz4qJtzmX3IPe0uI2Hu9CpcQITPxtHuFp5XHWUa6h7lyr9L6eHKIoB1mG55CRORJzHYNdtcQwRuZrV6IiDwFhwgSEREZTE1LiHTr1k2qcUVERObBBhYREZGDzp07h7y8POTl5QG4FoY9Ly/PGvk2KSkJCQkJ1vSTJk3CoUOHMHPmTOzduxcrVqzA22+/jaefflqP7EtLySrAoEUbkJJVoHdWSNKuI2eQunE/dh05o3dWiLwWG1hEREQO2rlzJ2JjYxEbGwvg2rqOsbGxeO655wBUX2akdevWyMzMxMaNG9GlSxe88MILWLJkieFDtBtpgjvJcWQyf0bOYSSs2I6MnMMa5Mx7yTZ6Pf2Bhjc1/hnkgoiIyEEDBw5EbVOYV65cWe21AQMG4IcffnBjrtQz0gR3kuPIZP6qqGwADLFEg6eqavQCqDVE+PUPNPQOie4OsvXgCdjAIiIiIrsSh0R55Bc9T9a5ZUPpL6+MIKoN2Uavpz/Q0DMyo9brmjGKoB2M1EREpB9eg+1jvRAROSd1435sKjiJAVFNMHlgW4ff7+j1lz1YRERERERkaK70Qmnde8YgFybg6ZMeb6R60q3spErV6cg1sue97Pli9OPmSP5Ul8Xo2yMi92CQCzITRwK43Khzy4aYPLCtZnO/2MAyAW+L4lQ16XZNvpryyn4gVacj18ie97Lni9GPmyP5U10Wo2+PyJu5sxGk+n5L3kuLxnrftqEYENVElzlcjuIQQRPw9EmPN1I96Va2W1h1OnKN7Hkve74Y/bg5kj/VZTH69oi8mTsj/THIBamiRURKRwK46I1BLuzgRGIiIv3wGmwf68U7ZeQcxpr8YxgVE85Q6mRYnn6eMsgFERERkYcYHRfhkV9YjS4pIx9rdx/H8OgwJI+O0Ts7hsfz1BbnYBEREZFbeVuwJjK/tbuP4/TFK1i7+7jeWVGGAYi0wwYWERERuZW3BWsi8xseHYaQenUxPDpM76wowwBE2uEQQSIiInIrbwvW5I1k1ihyZR0jrSWPjkHyaL1zoRYDEGmHDSwiIiJyq8QhUUgcEqV3NtzK2+fsVPWOAKix8SSThtzHmSh8ZmoUGwkbWEREREQuun7Ojqf1fMiQ6R1hD4r7qW4QsVHsHDawiIiIiFw0PDrM2oNlFipDa8v0jphpHSMjkjleqhtEbBQ7hw0sN5AdJiD7lCElq8A6dr22IRae0o2ruhx6rc3gKcdD9bAX2XrxlHSy3HG+6JVHTzn3iRxhxjk7WiwOS+rIHC/VDSIzNYqNdO9hA8sNZIcJyD5luD76Um0NLE/pxlVdDr1uIJ5yPFQPe5GtF09JJ8sd54teefSUc5+MwUhfmjzNqJhwm3/pf1Sed6q2JXO8zNQgUs1I9x42sNxAdpiA7FMG2ehLntKNq7ocet1APOV4qB72IlsvnpJOljvOF73y6CnnPhmDkb40eRouDlszleed7LZu1hDzluPlbIPUSPceixBC6J0JoykrK0NwcDBKS0sRFBSkd3aIiLwKr8H2eWu9sAdLX95a/3r0YKVu3I9NBScxIKoJJg9s69I+zcyI9eDo9Zc9WERERORWrszl9OYhT0bgrT2IKs872W0ZqQdGT55QD2xgERERkVu5MpfTW3tQjMITvuyaBR8mXOMJ9cAGFhEREbmVK3M5vbUHxSg84csuOU+vSMxmxwYWERERuZUrIczZg0L23KxnU3aJG6qdmUL5G6m3mw0sIiIiMixv70Ex0pdGI7lZz6bsEjdUO9lIzEY4T43U280GFhEREZFBGelLo5HcrGdTdokbV3hDL5lsaHgjnKdG6u1mA4uIiIjIoIz0pdFIbtazmTgkyu2NHvaS/Y8RzlMj9Xb76J0BT7TryBmkbtyPXUfOaLo91fuVlZSRj9h565GUkV9rOr3yJysj5zASVmxHRs5hvbNil2z9pWQVYNCiDUjJKjDkflWfB55y3MzAk8pCZBadWzbE5IFtDfPFkf5nVJdwRDaq79ZeMkfpdZ3meWqLDSw3qOom3bK/RNPtqd6vrOvD79ZGr/zJqprIuSb/mN5ZsUu2/q5/ombE/ao+DzzluJmBJ5WFyFPxQYh2EodEYcMzgwzVe8XrtDFwiKAbqO4mld2eXt2zsuF3jdB9XBvZiZx6ka0/1ePOVe9X9XngKcfNDDypLCTHCBPXyTFGmAtD+uF12hgsQgihZwZSU1OxaNEiFBUV4fbbb0dKSgr69et30/d9++23GDBgAKKjo5GXl2d9feXKlXj88cerpb948SICAgKk8lRWVobg4GCUlpYiKChIuixEROQ6XoPt06NeUjfux6aCkxgQ1QSTB7bVZJ9ky9FACmwUkx48/bxz9Pqr6xDB9PR0JCYmYvbs2cjNzUW/fv0wYsQIFBYW1vq+0tJSJCQkYPDgwXb/HhQUhKKiIpsf2cYVERERXdO3bSgGRDXh03A3kB3K5+iwb86FIT0YfWii1kNndR0iuHjxYowfPx4TJkwAAKSkpGDdunVYunQpkpOTa3zfE088gYcffhh16tTB559/Xu3vFosFzZo1c1e2iYiIvIKRonJ5GtmhfFqEG6fqPL1HRjWjD03Ueuisbg2sy5cvIycnB7NmzbJ5fejQodi6dWuN73vnnXfw888/4/3338eLL75oN825c+cQGRmJiooKdOnSBS+88AJiY2Nr3GZ5eTnKy8utv5eVlTlYGiIiIiJ5sl9ItQg3TtV521w2VxuURn8Yo3UDULcGVklJCSoqKhAWZhsYISwsDMXFxXbf89NPP2HWrFnYvHkzfH3tZ71Dhw5YuXIl7rjjDpSVleHVV19Fnz59kJ+fj3bt2tl9T3JyMubNm+dagYiIiIgkGf0Lqbczeo+Map7eoNT686Z7FEGLxWLzuxCi2msAUFFRgYcffhjz5s1D+/bta9xez5490bNnT+vvffr0QdeuXfHaa69hyZIldt+TlJSEmTNnWn8vKytDRMTNV60mIiIiIs9jxAawowFPHOFtDUp3062BFRoaijp16lTrrTpx4kS1Xi0AOHv2LHbu3Inc3FxMnToVAFBZWQkhBHx9fbF+/Xrcdddd1d7n4+OD7t2746effqoxL/7+/vD393exRERERGRmSRn51mVHkkfH6J0dj+POBoI3uD7gier6c7VByTlrtnSLIujn54e4uDhkZWXZvJ6VlYXevXtXSx8UFIR///vfyMvLs/5MmjQJUVFRyMvLQ48ePezuRwiBvLw8NG/e3C3lICIiIs+wdvdxnL54BWt3H9c7K4aRkXMYCSu2IyPnsMvbcjQiItka1SUckY3qGzLgiRGiCKo8V12l6xDBmTNnYuzYsejWrRt69eqF5cuXo7CwEJMmTQJwbeje0aNHkZaWBh8fH0RHR9u8v2nTpggICLB5fd68eejZsyfatWuHsrIyLFmyBHl5eXj99dc1LZuMjJzDWJN/DKNiwjE6znhDEvV60iS7X9mnJbL1LLs92fwZ/fiqZvSnV6rPAz33a/S6JjKr4dFh1h4sumZN/jHkHjoNAC7fyzwtIqLW12IjBzwxwhBDleeqq3RtYMXHx+PUqVOYP38+ioqKEB0djczMTERGRgIAioqKbrom1o3OnDmDiRMnori4GMHBwYiNjUV2djbuvPNOdxTBJUY6EexxZ1e0iv3KTsiUrWfp7Unmz+jHVzWjT5BVfR7ouV+j1zWRWSWPjkHyaL1zYSyjYsJt/nWFkRsIzuC1+H+MMGdN5bnqKt2DXEyePBmTJ0+2+7eVK1fW+t65c+di7ty5Nq+98soreOWVVxTlzr2MdCLYo9eTJtn9yj4tka1n6e1J5s/ox1c1Izy9qo3q80DP/Rq9rolU8tR5O2bpiR4dF+EVDwmd4Q3XYrOcp4CxzlWLEELonQmjKSsrQ3BwMEpLSxEUFKR3doiIvAqvwfZ5a70MWrQBh369gMhG9bHhmUF6Z0eZ1I37sangJAZENcHkgW31zg6RXTxPr3H0+qtbkAsiIiKimzHyxH5X9G0bigFRTTy69+NGRgpCYEQpWQUYtGgDUrIK3LL9XUfOIHXjfuw6ckb6PUY6T91dPyrpPkSQiIiIqCZmmbczMW0HsveVoH/7UCxP6H7T9EaYsyJD5RAxb5ub7Ch3z313Zs6Ykc5TvWIDOIM9WERERGRYZnlqnb2vBJeuViJ7n35hqt1BZfjtUTHhiI0M8Zi5yc70CNXG3b21evdGuVpfZurNZg8WERERGZazT621npzfv32otQfLk6gM5KBlEAItjr/qKILu7q3VuzfK1foyS282wAYWERERGZizEW21DqEtMyzQjPT+Uu4sLY6/N0QRVMmb6osNLCIiIjIsZ59ae9OXuevpFVbbaOH0tTj+Rmx8JmXkWxfLTh4do3d2bBixvtyFDSwiIiLyON70Ze56ei1+a7QABN56/NfuPo7TF69g7e7jXDRbRwxyoSOjhytVPXlT9faMTq/y8rjZp/rz5o31LFuHZigLacssgSq05K7PiV6BDMwUgMCTDY8OQ0i9uhgeHaZ3Vrwae7B0ZPRwpaqfgun1VE0vepWXx80+1Z83b6xn2To0Q1lIW0br3XCHjJzDWJN/DKNiwqWuMe76nOjVc2OmAASeLHl0DHuuDIANLB1VhSk1arhS1eOXvW08vF7l5XGzT/XnzRvrWbYOzVAW0pazgSrMxNGHOPycEHkuixBC6J0JoykrK0NwcDBKS0sRFBSkd3aIiLwKr8H2sV6MzdEeLPIeegUeIXUcvf6yB4uIiIjIRVqu8aSKJ3/xN1LZOGza+7CBRUREROSFPPmLv0zZtGqEyQ4HNXKIdXIMG1hEREREXkjreWBa9irJlK22RpjKdb1kA48wxLrnYAOLiIiIyAtpHXFQyx4zmbLV1gjTI/Ll8Ogwaw8WmRsbWERERETkdjK9Slr2ctXWCNMj8iVDrHsONrCIiIiIyCUy84dkepWMMi+M63qRK3z0zgARERERmdv184dc0bdtKAZENeH6YAaRklWAQYs2ICWroNZ0GTmHkbBiOzJyDmuUM2PmoQobWCYge3LLptt15AxSN+7HriNnNM2f6v2q3p7q/cp+0PUqh2qy5ZBNp/qirvrC6ynnM2CuGyhpKykjH7Hz1iMpI1/vrDjMmc+Up1yP9TA8Ogwh9eq6PH+oc8uGmDywrSa9V554TVNdpuvnotWa7r8Lba/Jrz2dOxkhD1XYwDIB6ZNbMl1V9/uW/SWa5k/1flVvT/V+ZT/oepVDNdlySNef4ou66guvp5zPgLluoEaSmpqK1q1bIyAgAHFxcdi8eXOt6T/44APExMSgfv36aN68OR5//HGcOnVKo9w6R1WvhB6c+Ux5wvVYr0Zi8ugY5D4/1FThxT3xmqa6TKO6hCOyUf2bzkUbFROO2MgQjIrRbs6aEfNQhXOwTEB2oqVsOtVhWfXar9bhZR3db9UH/GYfdL3KoZpsOaTrT/a8l6xn2XSyPOV8BtTXtTdIT09HYmIiUlNT0adPH7zxxhsYMWIE9uzZg1tvvbVa+i1btiAhIQGvvPIKRo4ciaNHj2LSpEmYMGECVq9erUMJ5Jg5qpkznylPuB4bZQ6TGXjiNU11mWTnohlhoW0j5KGKRQgh9M6E0ZSVlSE4OBilpaUICgrSOztERF7FDNfgHj16oGvXrli6dKn1tY4dO+L+++9HcnJytfQvv/wyli5dip9//tn62muvvYaFCxfi8GG5oTxmqBfSn5ZR+PTERXlJS45efzlEkIiIyAGXL19GTk4Ohg4davP60KFDsXXrVrvv6d27N44cOYLMzEwIIXD8+HF8+umnuPfee2vcT3l5OcrKymx+iG5GyzlMejLz8FUj8sT5aHpiA4uIiMgBJSUlqKioQFiY7bC5sLAwFBcX231P79698cEHHyA+Ph5+fn5o1qwZGjZsiNdee63G/SQnJyM4ONj6ExFhjKEvpC0G3rBPVVANusYT56PpiQ0sIiIiJ1gsFpvfhRDVXquyZ88eTJs2Dc899xxycnKwdu1a/PLLL5g0aVKN209KSkJpaan1R3YoIXkWTwi84Q5mDKphZEYKEOEJGOSCiIjIAaGhoahTp0613qoTJ05U69WqkpycjD59+uCZZ54BAHTu3BmBgYHo168fXnzxRTRv3rzae/z9/eHv76++AGQqnhB4Qw/eMhftRilZBdagRY4slGykABGegD1YREREDvDz80NcXByysrJsXs/KykLv3r3tvufChQvw8bG95dapUwfAtZ4vTye71po3kR365y1zqlTz1p4/2WU3ZMW/sRW3JX2J+Dfszy8l+9jAIiIictDMmTPx1ltvYcWKFdi7dy9mzJiBwsJC65C/pKQkJCQkWNOPHDkSn332GZYuXYoDBw7g22+/xbRp03DnnXciPNzzh+So/tLnCby1AaCVvm1DMSCqiVt7/oz44EB23SpZOw+eRoW49q+ZaT2XkUMEiYiIHBQfH49Tp05h/vz5KCoqQnR0NDIzMxEZGQkAKCoqQmFhoTX9Y489hrNnz+Lvf/87/vCHP6Bhw4a46667sGDBAr2KoCnZtda8CYf+uVfnlg3d3ut3/YMDR4bjOSsj5zDW5B/DqJjwGofzya5bJatbqxDsPHga3VqFKNumHrReH47rYNnh6lojMh8AR9LJkh13q3pcsmw5PGU8tNHLK7tf2XSy55VsOr0+H3pxx3ngKedWTbjek31mrhdXPs+ecu9wlqPl95Rrpxk4O9/JWQkrtiP30GnERoYgbVwPt+/PEUb/nGp9X2IPlhtUhboEUOvFTTad9H4ln6SobsXLlsNTVpc3enll9yubTva8kk6n0+dDL+44Dzzl3CLv4crn2dvPJ0fL7ynXTjNQ3Vt0M1UR/owY6c/on1MtejSvxwaWG8h+AFR/UGSHYKgeliBbDk8ZDmH08sruVzad7HklnU6nz4de3HEeeMq5Rd7Dlc+zt59PjpbfyNdOo/VymK23z8iR/ozwOTXS+cUhgnaYeRgGEZHZ8RpsH+uFzC51435sKjiJAVFNMHlgW72zY+ghd+Q4d55fjl5/dY8imJqaitatWyMgIABxcXHYvHmz1Pu+/fZb+Pr6okuXLtX+lpGRgU6dOsHf3x+dOnXC6tWrFeeaiIiIiByhMrKfiqhwXFzXs2gROVKWrkME09PTkZiYiNTUVPTp0wdvvPEGRowYgT179uDWW2+t8X2lpaVISEjA4MGDcfz4cZu/bdu2DfHx8XjhhRfwwAMPYPXq1RgzZgy2bNmCHj34dIKIiIhIDyrnwaiY82PkIXfkuNrOL62HD+o6RLBHjx7o2rUrli5dan2tY8eOuP/++5GcnFzj+373u9+hXbt2qFOnDj7//HPk5eVZ/xYfH4+ysjJ89dVX1teGDx+OkJAQrFq1SipfHIZBRKQfXoPt06NezDZHhbyHkebbkPG5OnzQNEMEL1++jJycHAwdOtTm9aFDh2Lr1ppXi37nnXfw888/4/nnn7f7923btlXb5rBhw2rdZnl5OcrKymx+iIiIvF1VRLo1+VwgmIylc8uGmDywrdsaV1ovTEvupfXwQd2GCJaUlKCiogJhYWE2r4eFhaG4uNjue3766SfMmjULmzdvhq+v/awXFxc7tE0ASE5Oxrx58xwsARERkWczckQ6IncyethxT+aOnnOvC9NusVhsfhdCVHsNACoqKvDwww9j3rx5aN++vZJtVklKSsLMmTOtv5eVlSEigkMhiIjIu3GOCnkrlWHHtRxq6wlDJz1hLTfdGlihoaGoU6dOtZ6lEydOVOuBAoCzZ89i586dyM3NxdSpUwEAlZWVEELA19cX69evx1133YVmzZpJb7OKv78//P39FZSKiIiIiMxOZY+Hlg0GT+h584Sec93mYPn5+SEuLg5ZWVk2r2dlZaF3797V0gcFBeHf//438vLyrD+TJk1CVFQU8vLyrBECe/XqVW2b69evt7tNd0nJKsCgRRuQklWgaTrVZMcfZ+QcRsKK7cjIOazpfvWiV/6SMvIRO289kjLya02n13FTTXX+ZD9HsvWsmiPllU0rm87onzkiT2T0azCpo2U4+NrmGul1f6sie68ZHReBtHE9TNt7Bei8DtbMmTPx1ltvYcWKFdi7dy9mzJiBwsJCTJo0CcC1oXsJCQnXMurjg+joaJufpk2bIiAgANHR0QgMDAQATJ8+HevXr8eCBQvwn//8BwsWLMDXX3+NxMREzcq1Ju8YDv16AWvyap8UrDqdalVPQbbsL6k1nepJ0LL71Yte+Vu7+zhOX7yCtbuP15pOr+Ommur8yX6OZOtZNUfKK5tWNp3RP3Pk3fR6yOhuRr8GkzpaNhhqC/6h1/2tijfda3SdgxUfH49Tp05h/vz5KCoqQnR0NDIzMxEZGQkAKCoqQmFhoUPb7N27Nz766CPMmTMHzz77LG677Takp6drugbWqC7hWJN3DKO61P6kQnU61WTHH6vuylU57tkd9Mrf8OgwrN19HMOjax7uCuh33FRTnT/Zz5FsPavmSHll08qmM/pnjrzb9Q9HEodESb9P67koju7P6Ndg8jx63d+qeNO9Rtd1sIyKa7AQEemH12D7vLVeUrIKrA9HHGlgubrujaO03l9NPCHIAZHROHr91T2KIBEREVFNEodEOdSwqqL103KjPJ33hCAHMtiQ1Abr2TlsYBEREZHH0XrdG633VxOjNPTczVsaknpjPTuHDSwiIiIieMbTeqM09NzNCA1JTzhfbsYI9WxGbGARERERgU/rzcQIDUnV54sRG2xGqOcqRqyfmrCBRURERHY5G2DCrLztab2ZvrAakerzhQ382pmpftjAIiIiIrucDZF+I7N8kTfS03otaP2F1dMa7KrPF29r4DvKTPXDBhYRERHZpWodRjM9efYmWn9hVdVgNxvZBwze1sB3lJnqx0fvDHiiXUfOIHXjfuw6ckZJuoycw0hYsR0ZOYc13a9qqvOnOl1KVgEGLdqAlKyCWtPJUl3PRj9uRt+eXvtVfV45sm+9GD1/JC9xSBQ2PDPI5S/DfduGYkBUE1M8efYmnVs2xOSBbZXNH7rZ535Ul3BENqrvcoPdbKoeMGzZX6J3Vkgj7MFyA9kndbLp1uQfQ+6h0wCA0XERmu1XNdX5U17Pip+sqa5nox83o29Pr/2644mt0XsDjJ4/0p6ZnjyTc2Q+986uaWZUsj1TZhraZmZGGorMBpYbyH6QZNONigm3+Ver/aqmOn/K61nRUBhH96vX9vTar17b02u/qs8rR/atF6Pnj+QZ6QuLt0rKyMfa3ccxPDoMyaNj9M5Ojbzxcy/7MIkPGLRhpId7FiGE0DUHBlRWVobg4GCUlpYiKChI7+wQEXkVXoPt06NeUjfux6aCkxgQ1QSTB7bVZJ/eIiPnMNbkH8OomPBaR6fEzluP0xevIKReXeQ+P1TDHNLNeMMDCDOV0Z15dfT6yx4sIiIissvbeiW0/DIpO/x/eHSYtQeLjMUbeqaM1Ct0M0Y6HmxgERERkV1G+sKiBS2/TMoO/08eHYPk0W7NClGNPOUhi9Y9cWxgEREREUHbL5Oj4yJq7bkyCk9bu4oc4ykPWbTuiWMDi4iIiNzKLPM4POXLpEreunYVeRate+LYwCIiIiK3MtM8DrLljkio5Hkmpu1A9r4S9G8fiuUJ3fXOTjVaPzxhA4uIiIjcypWnx7LR9sg9PG3tKnKP7H0luHS1Etn7uJgywAYWERERuZkrT49lo+2Rd2HDWy1Xh/H2bx9q7cEiNrB0JXsyy6bjRFRt6DWXQPV+eXPShurPuaNpZcheO9xRFjI2IxxL2Wh75F3Y8FbL1WG8RhwWqCc2sHQkezLLpuNEVG3oNZdA9X55c9KG6s+5o2llyF473FEWMjYjHEuzRNsjbbHhrVZNw3j58N45bGDpSHZMumw6TkTVhl5rQqjeL29O2lD9OXc0rQzZa4c7ykLGxmNJRqWi4Z2UkW9dxDl5dIyinBlXbSNXahrG6ykP77UetWMRQgi378VkysrKEBwcjNLSUgQFBemdHSIir8JrsH2sFyK1Yuetx+mLVxBSry5ynx+qd3bcLmHFduQeOo3YyBCkjesh9R6VPVh6Tk1wpuzXc/T6yx4sIiIisssIc7CI3GV4dJi1B8sbODNyRWUUSVenJrjS46j1qB02sIiIiMguI8zBIs9htOBKyaNjkDxa71xoR+/5jK42ctbuPo7TF69g7e7jDh83rcvOBhYRERHZpWoOltG+WLuDN5TRVQyu5N1cbeSYqceRDSwiIiKyy5X1q66nxxdrZxo8rgyJ9NTGg8phogyu5BpvH7Jrph5HNrCIiIjIrfT4Yu1Mg8eVIZGe2nhQOUxU7yFqZschu+bBBhYRERG5lR5frJ1p8LgyJLJd2C3o2aYx2oXd4vB7a6P30EOtQ/Wbad0lrXuUZI6FkXu5jJw31djAIiIiIo/jTKPOlSGR7updcLQnTnWDTNUwUVlmWndJ6x4lmWNRW570XvfLm3rgfPTOgDfbdeQMUjfux64jZ5SkU031flWXNyPnMBJWbEdGzmEl+VMtJasAgxZtQEpWgZLtyZbX284X1fWsml7HwxFmyCOR0fVtG4oBUU2U9/SMiglHbGSIdE9cVYNsTf4xpfnQyqgu4YhsVP+mC58bgbuOuStqy9P1Ufj0YMT6chf2YOlItiWvV4tf9X5Vl9foE4pVP4WTLa+3nS9Gf9pphid2ZsgjkdG5q6fH0Z44s88FU7nukrtp3bsno7Y86R2Fz4j15S5sYOlIdlyz1uOf3bVf1eU1+k1kVJdw6zhyJduTLK+3nS+q61k1vY6HI8yQRyKSw0ASVBMzReEzO4sQQuidCaMpKytDcHAwSktLERQUpHd2iIi8Cq/B9rFeiOTpHRyEPIuj11/OwSIiIiIiQ1A1J1SLuWhGnwtO+uEQQSIiIiIyBFVzQrWYRmD0ueCkH917sFJTU9G6dWsEBAQgLi4OmzdvrjHtli1b0KdPHzRu3Bj16tVDhw4d8Morr9ikWblyJSwWS7WfS5cuubsoREREROQCVZHmRsdFIG1cD7c2fByN8EhyPKFnUNcerPT0dCQmJiI1NRV9+vTBG2+8gREjRmDPnj249dZbq6UPDAzE1KlT0blzZwQGBmLLli144oknEBgYiIkTJ1rTBQUFoaDANmRzQECA28tDRERERM4zU6Q5BhRxD0/oGdS1gbV48WKMHz8eEyZMAACkpKRg3bp1WLp0KZKTk6ulj42NRWxsrPX3Vq1a4bPPPsPmzZttGlgWiwXNmjVzfwGIiIiIPFhKVoE1UqtZwqeTOruOnMGW/SXo2zZUs4av0aNEy9BtiODly5eRk5ODoUOH2rw+dOhQbN26VWobubm52Lp1KwYMGGDz+rlz5xAZGYmWLVvivvvuQ25ubq3bKS8vR1lZmc0PERERkbe7fq1B8j5Vc+K27C/RbJ9aDO90N90aWCUlJaioqEBYmO1iZ2FhYSguLq71vS1btoS/vz+6deuGKVOmWHvAAKBDhw5YuXIlvvjiC6xatQoBAQHo06cPfvrppxq3l5ycjODgYOtPRISxDqjsWFTV6VRF8nFUSlYBBi3agJSsglrTyeZPdTqj06scRq8/2fypHvudlJGP2HnrkZSRr2R7ZuAJ4+eJHCV773KU3tfWUV3CEdmovmHXGvQkeh9re1TNifM2uge5sFgsNr8LIaq9dqPNmzdj586dWLZsGVJSUrBq1Srr33r27IlHHnkEMTEx6NevHz7++GO0b98er732Wo3bS0pKQmlpqfXn8GFjfSmQDTWqOp0eTy0A+adlsvlTnc7o9CqH0etPNn+qQ/uu3X0cpy9ewdrdx5Vszwy0CI9M5uINjW539fTofW1NHBKFDc8M4vBADag41qo/a51bNsTkgW1NMy/OKHSbgxUaGoo6depU6606ceJEtV6tG7Vu3RoAcMcdd+D48eOYO3cuHnroIbtpfXx80L1791p7sPz9/eHv7+9gCbQjOxZVdbqqpxVaP7UY1SXcOt67NrL5U53O6PQqh9HrTzZ/qsd+D48Ow9rdxzE8uvbrmifxhPHzpJYnTFq/Gdl7l6OMfm0ldVQca2/4rJmBRQgh9Np5jx49EBcXh9TUVOtrnTp1wqhRo+wGubDnhRdewNtvv42DBw/a/bsQAnfeeSfuuOMOrFixQmqbjq7WTERE6vAabJ+Z6yUj5zDW5B/DqJhwfukjciN+1tzD0euvrlEEZ86cibFjx6Jbt27o1asXli9fjsLCQkyaNAnAtaF7R48eRVpaGgDg9ddfx6233ooOHToAuLYu1ssvv4ynnnrKus158+ahZ8+eaNeuHcrKyrBkyRLk5eXh9ddf176ARERE5FI4a0axI5JX22dNj4iA3krXBlZ8fDxOnTqF+fPno6ioCNHR0cjMzERkZCQAoKioCIWFhdb0lZWVSEpKwi+//AJfX1/cdttt+Otf/4onnnjCmubMmTOYOHEiiouLERwcjNjYWGRnZ+POO+/UvHxERETkmuvnNrm7gcWn/+TJquZ4AWADy810HSJoVGYehkFEZHZmuQanpqZi0aJFKCoqwu23346UlBT069evxvTl5eWYP38+3n//fRQXF6Nly5aYPXs2xo0bJ7U/s9SLalr2YCWs2I7cQ6cRGxmCtHE93LovIke5+llgD5bzTDVEkIiIyIzS09ORmJiI1NRU9OnTB2+88QZGjBiBPXv24NZbb7X7njFjxuD48eN4++230bZtW5w4cQJXr17VOOfmkzgkSrOhgQzQYh7e2FhwtTe3c8uGDteVynr2pmPGBhYREZGDFi9ejPHjx1vXYUxJScG6deuwdOlSu0Ga1q5di02bNuHAgQNo1KgRAKBVq1ZaZpkkuDJXzCiSMvKtkUuTR8fonR23udlwN5nhnmb7wi8TqVJ1mVQOK/SmIYpsYBERETng8uXLyMnJwaxZs2xeHzp0KLZu3Wr3PV988QW6deuGhQsX4r333kNgYCB+85vf4IUXXkC9evXsvqe8vBzl5eXW38vKytQVQpLZvoCS7dp7yaP1zo373CykuUy4crN94ZfpzVVdJpXLBHjTkgNsYBERETmgpKQEFRUV1dZsDAsLq7a2Y5UDBw5gy5YtCAgIwOrVq1FSUoLJkyfj119/rXEJkeTkZMybN095/h1hti+gpH7tPaM2sm823E1muKcnfuFXXSZnhhVqsS2jYwPLBIx6casimz+jl8NTQgHLRsEy+vFQTXW9mKGeGRHNvSwWi83vQohqr1WprKyExWLBBx98gODgYADXhhk++OCDeP311+32YiUlJWHmzJnW38vKyhARoe1x9MQvoJ4ueXSM0p4rszayZYZ7euIXfk8sUxUzfW9hA8sEjH5xk82f0cuhZShgd5Jdxd3ox0M11fVihnqWzSM5JjQ0FHXq1KnWW3XixIlqvVpVmjdvjhYtWlgbVwDQsWNHCCFw5MgRtGvXrtp7/P394e/vrzbzDjLClzU+KNAXG9lkFGb63sIGlgkY/eImmz+jl0Nm8qgZyEbBMvrxUE11vZihnhkRzT38/PwQFxeHrKwsPPDAA9bXs7KyMGrUKLvv6dOnDz755BOcO3cODRo0AADs27cPPj4+aNmypSb5Nis+KNCXERrZZseHBGqY6XsL18Gyw1vXGiEiMgIzXIPT09MxduxYLFu2DL169cLy5cvx5ptv4scff0RkZCSSkpJw9OhRpKWlAQDOnTuHjh07omfPnpg3bx5KSkowYcIEDBgwAG+++abUPs1QLzVxZQi2Wb6cmiWfpD2ur2Z+XAeLiIjIzeLj43Hq1CnMnz8fRUVFiI6ORmZmJiIjIwEARUVFKCwstKZv0KABsrKy8NRTT6Fbt25o3LgxxowZgxdffFGvImjKlSHYh3+9gMOnLuDwrxfclDs12NNGNdFyNMFdL2/AgZILaBNaH988Pcjt+yP72MAiIiJywuTJkzF58mS7f1u5cmW11zp06ICsrCw358qYXBmCbZb5sRySSzXRcn21AyUXbP4lfbCBRURERG4ls35PTZxtnGkdccwTFim2x0yR2whoE1rf2oPlCA5xVYsNLCIiIjIsZxtnZoo4ZmSsR+2oaOQ4OyyQQ1zVYgOLiIiIPI4zEceSMvKti/Qmj45xV9ZMxUyR28xOz0YOh7iqxQYWEREReRxnwouv3X0cpy9ewdrdx5Uu1mtmDNOuHXc3cmrrIfPUIa56YQOLiIiICMDw6DBrDxZ5Nz3mJLm7kcNhgNrx0TsDdHO7jpxB6sb92HXkjKn3K7u9jJzDSFixHRk5h5XsV5bq8sqWQ6/jq5rRj6+slKwCDFq0ASlZBUq25ynHl7yTt52/yaNjkPv8UA4PJGtjZE3+Mb2zosyomHDERoZwGKAG2INlAnpNMFW9X9nt6fWERXV5ZcvhKROIjX58ZakOCe0px5e8kxHOX0Y3cx9GCKyZHnOS3H08OAxQO2xgmYBeE0xV71d2e3pNtFRdXtlyeMoEYqMfX1murNdjj6ccX/JORjh/jf5QxsyM0IA2Kj0aIzwensMihBB6Z8JoysrKEBwcjNLSUgQFBemdHSIir8JrsH3eWi/O9mClZBVYH5YYeYFiPbEHyzWq64/Hw7gcvf6yB4uIiIgMy9meBNXDfT0RIwS6RnWPE4+Ha4z0UIVBLoiIiMjjjOoSjshG9ZUN9zUL1YF6qGZ924ZiQFQTDgE3iOsfquiNPVhERETkcRKHROn+FFsP7LnTDnucjEX1HGpXONWDtXHjRsXZICIiIiJXeWvPHVHikChseGaQIR4sONXAGj58OG677Ta8+OKLOHzYmGvZEBEREXkbI33J1JORhkp623py5GQD69ixY5g+fTo+++wztG7dGsOGDcPHH3+My5cvq84fEREREZFDjDQfpyoYxpb9JXpnhTTiVAOrUaNGmDZtGn744Qfs3LkTUVFRmDJlCpo3b45p06YhPz9fdT6JiIiIiKQYaagkg2E4xhN6/FyOItilSxfMmjULU6ZMwfnz57FixQrExcWhX79++PHHH1Xk0XQycg4jYcV2ZOTUPnxS9gSS7eaW3Z7qdLLlVU31fvX6QKs+HnrR6zzwFEkZ+Yidtx5JGXxARUTmMzFtBzrM+QoT03bonRUAxhoq2bllQ0we2JYBMSR5Qo+f0w2sK1eu4NNPP8U999yDyMhIrFu3Dn//+99x/Phx/PLLL4iIiMBvf/tblXk1japV59fk194tLXsCyXZzy25PdTrZ8qqmer96faBVHw+96HUeeIq1u4/j9MUrWLv7uN5ZISJyWPa+Ely6Wonsfca8R5F5eEKPn1Nh2p966imsWrUKAPDII49g4cKFiI6Otv49MDAQf/3rX9GqVSslmTSbUTHhNv/WpOrEudkJJBt2UnZ7qtPJllc11fuVLa9qqo+HXvQ6DzzF8OgwrN19HMOjw/TOCpGhZOQcxpr8YxgVE+7UgsNG5Wnl6t8+FNn7StC/vTHvUeScXUfOYMv+EvRtG6pZD5wnhL+3CCGEo28aPHgwJkyYgNGjR8PPz89umqtXr+Lbb7/FgAEDXM6k1srKyhAcHIzS0lIEBQXpnR0iIq/Ca7B93lovCSu2I/fQacRGhiBtXA+9s6OMp5aLqtOjkaJK6sb92FRwEgOimmDywLZ6Z0c3jl5/nerB+te//nXzDfv6YuHChWjfvj2aN2/uzG6IiIjIy3lq77inlouqqxriD8B0DSyjj54xKqcaWLKys7Nx8eJFd+6CiIiIPNjouAiPGEJ3I08tlzeR7ZkycyNF5XC9iWk7rMNIlyd0V7JNo3JrA4uIiIjI0+YbEQHyPVOeMKdIBW8KhOJymHYiIiKi2nhDlFHZJVXIc3hCtDst9W8figBfH68IhKJ7Ays1NRWtW7dGQEAA4uLisHnz5hrTbtmyBX369EHjxo1Rr149dOjQAa+88kq1dBkZGejUqRP8/f3RqVMnrF692p1FICIiolqMiglHbGSIR883kl1ShTwH17dyzPKE7vjPiyM8fnggoHMDKz09HYmJiZg9ezZyc3PRr18/jBgxAoWFhXbTBwYGYurUqcjOzsbevXsxZ84czJkzB8uXL7em2bZtG+Lj4zF27Fjk5+dj7NixGDNmDLZv365VsYiIiOg6o+MikDauh0cPDxzVJRyRjerfdEkVIvJ8ToVpl3XLLbcgPz8fbdq0sfv3Hj16oGvXrli6dKn1tY4dO+L+++9HcnKy1D7+7//+D4GBgXjvvfcAAPHx8SgrK8NXX31lTTN8+HCEhIRY1+66GW8NhUtEZATuugY/9thjGDduHPr3769sm1rivYmISB+OXn/d2oP15z//GY0aNbL7t8uXLyMnJwdDhw61eX3o0KHYunWr1PZzc3OxdetWm7W2tm3bVm2bw4YNq3Wb5eXlKCsrs/lxhew47F1HziB1437sOnLGpf1Vycg5jIQV25GRc1jJ9mTzp7ocsttLyshH7Lz1SMrIV7JfvaiuP1my56m3nVd6HQ9H9jsxbQc6zPkKE9N2KNmmXmXW2tmzZzF06FC0a9cOL730Eo4ePap3loh0pfr6roIR80RqeNM9yaUG1p49e7B27Vp88cUXNj9VkpKS0LBhQ7vvLSkpQUVFBcLCwmxeDwsLQ3Fxca37bdmyJfz9/dGtWzdMmTIFEyZMsP6tuLjY4W0mJycjODjY+hMR4doQBtlx2FXRZ7bsVxNNRfUkYtn8qS6H7PbW7j6O0xevYO3u40r2qxfV9SdL9jz1tvNKr+PhyH5lIzEZvcxay8jIwNGjRzF16lR88sknaNWqFUaMGIFPP/0UV65c0Tt7RJozYvARI+aJ1PCme5JTYdoPHDiABx54AP/+979hsVhQNcrQYrEAACoqKqS3VfWeKkKIaq/daPPmzTh37hy+++47zJo1C23btsVDDz3k9DaTkpIwc+ZM6+9lZWUuNbJGdQnHmrxjNx2HrXpdBNWLFsrmT3U5ZLc3PDoMa3cfx/DosFrTGZ1e62PInqfedl7pdTwc2W//9qHWtURUbNPMa7Q4qnHjxpg+fTqmT5+O3NxcrFixAmPHjkWDBg3wyCOPYPLkyWjXrp3e2STShBEXOzZinkgNb7onOTUHa+TIkahTpw7efPNNtGnTBt9//z1OnTqFP/zhD3j55ZfRr1+/m27j8uXLqF+/Pj755BM88MAD1tenT5+OvLw8bNq0SSovL774It577z0UFFwb5nTrrbdixowZmDFjhjXNK6+8gpSUFBw6dEhqmxznTkSkHy2uwUVFRUhLS8OKFStw9OhRjB49GkVFRdiwYQMWLlxocw8xCt6b3E924VgtGTFPRN5GkzlY27Ztw/z589GkSRP4+PjAx8cHffv2RXJyMqZNmya1DT8/P8TFxSErK8vm9aysLPTu3Vs6L0IIlJeXW3/v1atXtW2uX7/eoW0SEZHnuXLlCjIyMnDfffchMjISn3zyCWbMmIGioiK8++67WL9+Pd577z3Mnz9f76ySAs7M4zDi0CQj5onIiIw0d8upIYIVFRVo0KABACA0NBTHjh1DVFQUIiMjrT1JMmbOnImxY8eiW7du6NWrF5YvX47CwkJMmjQJwLWhe0ePHkVaWhoA4PXXX8ett96KDh06ALi2LtbLL7+Mp556yrrN6dOno3///liwYAFGjRqFNWvW4Ouvv8aWLVucKSoREXmI5s2bo7KyEg899BC+//57dOnSpVqaYcOG1Th32BuZufekqmECQDrvRhyaZMQ8ERmRM595d3GqgRUdHY1du3ahTZs26NGjBxYuXAg/Pz8sX768xpDs9sTHx+PUqVOYP38+ioqKEB0djczMTERGRgK4NoTj+jWxKisrkZSUhF9++QW+vr647bbb8Ne//hVPPPGENU3v3r3x0UcfYc6cOXj22Wdx2223IT09HT169HCmqERE5CFeeeUV/Pa3v0VAQECNaUJCQvDLL79omCtjM9IXFkc50zDp3LKh4cppxDwRGZGRHkY4NQdr3bp1OH/+PP7v//4PBw4cwH333Yf//Oc/aNy4MT766CMMHjzYHXnVDMe5ExHph9dg+/SoFzP3YHmrjJzDWJN/DKNiwj16YWciLTl6/XWqB2vYsGHW/7dp0wZ79uzBr7/+ipCQkJtGACQiIiJzYO+JPKM0RqvCnANgA8sFRjmeKnlimYzKqSAX48aNw9mzZ21ea9SoES5cuIBx48YpyRgRERGRWRglGMWomHDERoZ4fJhzdy9IrPJ4GmXxZGfKZJS8m41TDax3330XFy9erPb6xYsXrQEpiIiIiFxlpMhgtenbNhQDoproPv9jdFwE0sb18PjeK3cvSKzyeBpl8WRnymSUvJuNQ0MEy8rKIISAEAJnz561mShcUVGBzMxMNG3aVHkmzUZ1F6zseGrZdClZBdYFZhOHRNWYLikj37qQb/LoGJe3p5rsflUfj4lpO6yLvC5P6O7y9mTzJ5tOr+Ohuhyy57PqelE9f8Edx0N1XcvSqw7Ju5kl0IYZh1Oa+bPq7gWJVR5Poyye7EyZjJJ3s3GoB6thw4Zo1KgRLBYL2rdvj5CQEOtPaGgoxo0bhylTprgrr6ahepiA7NMD6XR5x3Do1wtYk1d7urW7j+P0xStYu/u4ku2pJrtf1ccje18JLl2tRPY+NduTzZ9sOr2Oh/JySJ7PqutF9dM6dxwP1XUtS686JO+mZc+Qtw2HUvlZlak7lfVrpp46M+X1RnrkfWLaDnSY8xUmpu3QbJ+qOdSDtWHDBgghcNdddyEjIwONGjWy/s3Pzw+RkZEID2cLV3WYSNmnB9LpuoRbn0LXZnh0mLUHS8X2VJPdr+rj0b99qLUHSwXZ/Mmm0+t4KC+H5Pmsul5UP61zx/FQXdey9KpD0o9ePeLX07JnyNsCRKj8rMrUnUwaMwViMFNezUT1g2w9OBWm/dChQygsLMQbb7yBn3/+GZ9++ilatGiB9957D61bt0bfvn3dkVfNMEQwEZF+eA22T496GbRoAw79egGRjepjwzODNNmnnsw8ZE5vMnUnkyZ1435sKjiJAVFNMHlgW3dm2WVmyquZ1DQVQ8/PpyZh2nfu3ImxY8fi97//PXJzc1FeXg4AOHv2LF566SVkZmY6s1kiIiIyEL16xPUyOi6CDSsnydSdTBpVPe/xb2zFzoOn0a1VCNKf6O3StmpipIVtPUlN89vN1MPsVAPrxRdfxLJly5CQkICPPvrI+nrv3r0xf/58ZZkjIiIi/SQOidJtaCB5J1VDQncePI0Kce1fdzFjYBMzM9Pwc6caWAUFBejfv3+114OCgnDmzBlX80RERERE5LRurUKsPVieQmbOlxHmTbqLmXqYnWpgNW/eHPv370erVq1sXt+yZQvatGmjIl9EREREZBJGm7/mrmGBepJZsuD6aK+e1sAyE6cWGn7iiScwffp0bN++HRaLBceOHcMHH3yAp59+GpMnT1adRyIiIiJDS8rIR+y89UjKyJdK72kh4b1xeQatF8GWWbJgVJdwRDaq7zXzJmVp/Xlzqgfrj3/8I0pLSzFo0CBcunQJ/fv3h7+/P55++mlMnTpVdR6JiIiIDO36tSOTR988vZkm7MvQen6MEUKka70ItsycL86btE/rz5tTDSwA+Mtf/oLZs2djz549qKysRKdOndCgQQOVeSMiIiIvp+UXaVf2Jbt2ZBUzTdiXofX8GK0bN/YwiqB5aP15c7qBBQD169dHt27dVOXFY8heoFXfNPSa2Cg77lqv8dlGGxfuLNXni+rzVK/8yappXQ1379eTsG5ID1p+kXZlX8mjY6R6rqq4q0HiLZ9TIzRuGEXQPLR+AOBSA4vsk71Aq75p6DWxUbbbVa/hEJ4yDEP1+aL6PNUrf7JkV4Y3wlNRo2LdkB60/CJthC/trvKWz6m7Gzee8nCW9MEGlhvIXqBVX8j1WhBStttVr+EQnjIMQ/X5ovo81St/svq3D7X2YGm5X0/CuiE9aNlL4Ak9EvycquEpD2dJHxYhhNA7E0ZTVlaG4OBglJaWIigoSO/sEBF5FV6D7WO9EGmHPVjm487hsY5ef9mDRURERER0HZVzdthY04aRhseygUVERERE5CZmGG7oCY1AIw2PZQOLiIiI3MpbItsR2WOGueBmaATejJHmULKBRURERG5lpKE75B30WrrGHq1DhDvDDI1AM2EDi4iIiNzKSEN3yDvILF1jpEaYKs72FpuhEWgmPnpngIiIiDxb55YNMXlgW017ryam7UCHOV9hYtoOzfZpBLuOnEHqxv3YdeSM3lnR1agu4YhsVL/WpWuub4Q5w4h1XdVbvGV/7Ws+knuxgUVEROSE1NRUtG7dGgEBAYiLi8PmzZul3vftt9/C19cXXbp0cW8GvZzs4uJ6cdeXc0e+YGfkHEbCiu3IyDmsNA9GkDgkChueGVRrz5RMI6w2RmzM9G0bigFRTdhbrDM2sNxA9qKZklWAQYs2ICWrQMn2ZC+Ustsz4pMZZ8jWi+zxkN2e6nTedjzIdUkZ+Yidtx5JGfm1puMxcVx6ejoSExMxe/Zs5Obmol+/fhgxYgQKCwtrfV9paSkSEhIwePBgjXLqvfq3D0WAr89NFxfXi7u+nDvyBbsqsMGafOd6cMxOphFWGyM2ZvToLabqOAfLDWQn88qMD3Zoe5IRYGS35ymTkmXrRfZ4SG9PcTpvOx7kurW7j+P0xStYu/s4kkfXnI7HxHGLFy/G+PHjMWHCBABASkoK1q1bh6VLlyI5ObnG9z3xxBN4+OGHUadOHXz++eca5VZ/SRn5WLv7OIZHhyF5dIwm+1ye0F2T/TjLXfPSHImkxsAGrjFS1DoyFjaw3ED2ojmqS7h1cqWS7UleKGW35ymTkmXrRfZ4SG9PcTpvOx7kuuHRYdYvtbXhMXHM5cuXkZOTg1mzZtm8PnToUGzdurXG973zzjv4+eef8f777+PFF1+86X7Ky8tRXl5u/b2srMz5TOtMtrHvTYzw5ZyL6RK5h0UIIfTOhNGUlZUhODgYpaWlCAoK0js7RERexejX4GPHjqFFixb49ttv0bt3b+vrL730Et59910UFFQfZvzTTz+hb9++2Lx5M9q3b4+5c+fi888/R15eXo37mTt3LubNm1ftdaPWS2306MEibSWs2I7cQ6cRGxmCtHE97KbhemhkVo7elzgHi4iIyAkWi8XmdyFEtdcAoKKiAg8//DDmzZuH9u3bS28/KSkJpaWl1p/Dh807Ry4sKAAN69dFWFCAw++9d0k2Ws/6EvcuyXZDzryb7NxjGaNiwhEbGVJrT7jRgkJ4ytzm68nOvZXFObrO4RBBIiIiB4SGhqJOnTooLi62ef3EiRMIC6s+HPPs2bPYuXMncnNzMXXqVABAZWUlhBDw9fXF+vXrcdddd1V7n7+/P/z9/d1TCI3JznG1Z8+xsxD//ZfUcuW43EhmuKHMUHcte7k8ZW7z9VQPx+UcXeewgUVEROQAPz8/xMXFISsrCw888ID19aysLIwaNapa+qCgIPz73/+2eS01NRXffPMNPv30U7Ru3drtedab7BxXezqF34I9x86iU/gtbsiZd3PluDhDZt6Zlo0eo81tVtG4lJ17K4tzdJ3DOVh2GH38PxGRJzPDNTg9PR1jx47FsmXL0KtXLyxfvhxvvvkmfvzxR0RGRiIpKQlHjx5FWlqa3ffLzMG6kRnqhchV3jxPK3XjfmwqOIkBUU0weWBb5dv35rp1laPXX/ZgEREROSg+Ph6nTp3C/PnzUVRUhOjoaGRmZiIyMhIAUFRUdNM1sYioOiNEV9SLu3vUPHFIpCyto1yyB8sOPiUkItIPr8H2sV6IyBXe3IMlE+WyNqaLIpiamorWrVsjICAAcXFx2Lx5c41pP/vsMwwZMgRNmjRBUFAQevXqhXXr1tmkWblyJSwWS7WfS5cuubsoREREZBAqI+QRucIokfg6t2yIyQPbel3jCpCLcqmSrg2s9PR0JCYmYvbs2cjNzUW/fv0wYsSIGodVZGdnY8iQIcjMzEROTg4GDRqEkSNHIjc31yZdUFAQioqKbH4CAhwPDess1SEyZben+gMsuz1vu4nJ1ots+FfVYWLj39iK25K+RPwbNS946gjV5VV9nuoVZld1vbiD0euGyJ2uj5BHpKeqSHxr8nku6mV0XATSxvXQLBKirg2sxYsXY/z48ZgwYQI6duyIlJQUREREYOnSpXbTp6Sk4I9//CO6d++Odu3a4aWXXkK7du3wj3/8wyadxWJBs2bNbH60dH2ITC23p/oDLLs9b7uJydaL7HofqtcF2XnwNCrEtX9VUF1e1eepXuuqqK4XdzB63RC506gu4YhsVN+hCHmuPJTggwWqida9J3rg+W9LtyAXly9fRk5ODmbNmmXz+tChQ7F1q9yT98rKSpw9exaNGjWyef3cuXOIjIxERUUFunTpghdeeAGxsbE1bqe8vBzl5eXW38vKyhwoSXWqQ2TKbk91KE3Z7Wkd5lVvsvUiO1lV9aTWbq1CsPPgaXRrFaJke6rLq/o81SvMrup6cQej1w2ROyUOiXJ4bSdXggB46npBKVkF1nu8q2tleSuZNcLMzlPPf2fpFuTi2LFjaNGiBb799lv07t3b+vpLL72Ed999FwUFNx9utmjRIvz1r3/F3r170bRpUwDAd999h/379+OOO+5AWVkZXn31VWRmZiI/Px/t2rWzu525c+di3rx51V7nRGIiIu0xmIN9rBf3cyUIgNZRyrQyaNEGHPr1AiIb1ceGZwbpnR0yKE89/6uYLky7xWKx+V0IUe01e1atWoW5c+dizZo11sYVAPTs2RM9e/a0/t6nTx907doVr732GpYsWWJ3W0lJSZg5c6b197KyMkREeN7JQURE5AhvizrmSohwT+2l8LZRKuQcTz3/naVbAys0NBR16tRBcXGxzesnTpxAWFjtQ+HS09Mxfvx4fPLJJ7j77rtrTevj44Pu3bvjp59+qjGNv78//P395TNPRETkBbx53RxHeeoTfGeGWhJ5O92CXPj5+SEuLg5ZWVk2r2dlZdkMGbzRqlWr8Nhjj+HDDz/Evffee9P9CCGQl5eH5s2bu5xnIiIib9K3bSgGRDXRZQ6h2TC4i/fRM0osGZuuQwRnzpyJsWPHolu3bujVqxeWL1+OwsJCTJo0CcC1oXtHjx5FWloagGuNq4SEBLz66qvo2bOntferXr16CA4OBgDMmzcPPXv2RLt27VBWVoYlS5YgLy8Pr7/+uj6FJCIiMilXhszpTevhjY4Gd7l3STb2HDuLTuG34Mtp/ZXlw9uGddZEi3pgDy/VRNcGVnx8PE6dOoX58+ejqKgI0dHRyMzMRGRkJACgqKjIZk2sN954A1evXsWUKVMwZcoU6+uPPvooVq5cCQA4c+YMJk6ciOLiYgQHByM2NhbZ2dm48847NS0bERER6UfrL7+OzkHZc+wsxH//VUl1uc069FGL469nlFgyNt2iCBoZIzUREemH12D7zFwveoT6NnpPjll6sBJWbEfuodOIjQxB2rgeNaYzWkPM6MefzMV0UQSJiIjIs12/IL1WDSxnhjdq+aVcZaPqeqqHdcoOfTTaOkhmHt5KzjFSo1q3IBckLyWrAIMWbUBKVu1rg8lOtpyYtgMd5nyFiWk7lGxPluwq37L7ld2eXum8jerjphfV570nTYKWLYsnlZnUGNUlHJGN6hs+1HfVsLIt+0v0zophjI6LQNq4HjdtNI2KCUdsZAgXGLeD10RtGOnzyx4sE5B98ic73jh7XwkuXa1E9r7aT0DV45dln27J7ld2e3ql8zaqj5teVJ/3njQJWrYsnlRmUsOVUN9aPpXmnBrncR2kmvGaqA0jfX7ZwDIB2UX+ZE+s/u1Dkb2vBP3b155O9YkqO8xAdr+y29MrnbdRfdz0ovq8N9IF31WyZfGkMpP+tPxyymFl5A6y10QjDXEzIyN9fhnkwg4zTyQmIjI7XoPt89Z64ZdO8hapG/djU8FJDIhqgskD2+qdHboOg1wQERGRxzDSU2lPw8arsdysp8tokRqpZmxgEREREXkhzg3ShmxD9mYPE4w+h5n+hw0sIiIiIi+k9XxJM/WYqcyrqoas0ecw0/+wgUVERETkhbQefmmmHjOVeVXVkGWkRvNgA4uIiIiI3E6moaFlL1dt+1LZu8d5hNeYqQfTVWxgEREREZFLZL48yzQ0tOzlqm1fntgo0jtIhp49mFo37tjAIiIiIiKXqPryrOW8MG9bs8+ZIBkqGyZ61rfWjTs2sNxA9mSUTZeSVWBdaDhxSJThtqc6nWqy5VVNr3qRLa+nnAd6nffeiHXjfSam7bAuTL88obvT2+G54/lUfXmW7TlS0Rvjib1UtXEmSIbKhome9a11485Hk714maqTccv+EiXp1uQdw6FfL2BN3jFDbk91OtVky6uaXvUiW15POQ/0Ou+9EevG+2TvK8Glq5XI3ufaMee54/k6t2yIyQPb1voFOikjH7Hz1iMpI9/l/VX1xqzJ1/bebmaj4yKQNq6HQw3Svm1DMSCqiaa9TilZBRi0aANSsgqUbVPm/FSJPVhuINtKlk03qku49cm7EbenOp1qsuVVTa96kS2vp5wHep333oh14336tw+19mC5wpVzR8veL71GPHiLtbuP4/TFK1i7+ziSR7u2LYYs14YevU7XPxA16+fQIoQQemfCaMrKyhAcHIzS0lIEBQXpnR0iIq/Ca7B93lovqRv3Y1PBSQyIaoLJA9u6dV+DFm3AoV8vILJRfWx4ZpBb96V3wAE9JGXkY+3u4xgeHYbk0TF206galuoqbzw+RmHEBx2OXn/Zg0VERESGpWXPqZYjHpwJOGB2yaNjbtpzpWpYqqu88fgYReKQKMM0rJzFBhYREREZlpZDlLT8YschbvapGpbqKh4fcgWHCNrhrcMwiIiMgNdg+1gvROZklCiaRsmHGXGIIBERERGRQei5wK4R8+EN2MAiIiIiInITo0RgNUo+vAEbWEREREREDpIdcmeUBY31zkf8G1ux8+BpdGsVgvQneivfvpGGQLKBRURERETkIA65c8zOg6dRIa796w5GOh4+uu7dQ+06cgapG/dj15EztaaTXaladnuq86d6v6rpVS8ZOYeRsGI7MnIO15pOdsV61ftVXS+q92v080+v80rvbRKR/HWbCLg21G5AVBMOuZPUrVUI6liu/esORjoe7MFyA9kWtOxK1apb5LLbM9KTAHv0qhfZtTFkV6xXvV/V9aJ6v0Y///Q6r/TeJpGncWa4kOx1mwjQf8id2bhjWOD1jHQ82MByA9lJhLILGqqelCi7PaNPhtSrXmTXxhgeHWZdsV7L/aquF9X7Nfr5p9d5pfc2idxpYtoO69pGyxO6a7JPZx5EyF63jcxI81CIvBXXwbKDa40QEemH12D7zFwvHeZ8hUtXKxHg64P/vDhCk316SkPD0XKkbtyPTQUnMSCqCSYPbFtr2pSsAuuDXq0WWNaKpxx/Mgaug0VERESG0r99qLUHSytGGi7kCkd74hzp4ZadqmBGWgylZiOOasIGFhEREbmVVsMCPZGjQ4IdaVjKTlUwIy2GUnM+LNWEDSwiIiIig3JnT1zikKib9lyZtZdGix5M2UZcRs5hrMk/hlEx4bUGizIiTx5G6k5sYBERERGRXeylqZlsI042Gq8RefIwUndiA4uIiIiI7GLUUtfJRuM1Ik8eRupOjCJoh5kjNRERmR2vwfaxXoi8m1mHa3oCRhEkIiIiIvIwHK5pHj56ZyA1NRWtW7dGQEAA4uLisHnz5hrTfvbZZxgyZAiaNGmCoKAg9OrVC+vWrauWLiMjA506dYK/vz86deqE1atXu7MITsvIOYyEFduRkXNYyfbuXZKN1rO+xL1LsmtNt+vIGaRu3I9dR84oyV9SRj5i561HUka+ku3Jki2HbDrV+5U1MW0HOsz5ChPTdijZnizZcqRkFWDQog1IySpQsj1PSSdL9XlvBqrrkIiIrg3THBDVhMM1TUDXBlZ6ejoSExMxe/Zs5Obmol+/fhgxYgQKCwvtps/OzsaQIUOQmZmJnJwcDBo0CCNHjkRubq41zbZt2xAfH4+xY8ciPz8fY8eOxZgxY7B9+3atiiWtatLjmvxjSra359hZiP/+W5uqJyBb9pcoyd/a3cdx+uIVrN19XMn2ZMmWQzad6v3Kyt5XgktXK5G9T832ZEmfB9dNcFWxPU9JJ0v1eW8GquuQzE/2QQ0R1axzy4aYPLBtrb1X3vhQz4h0HSK4ePFijB8/HhMmTAAApKSkYN26dVi6dCmSk5OrpU9JSbH5/aWXXsKaNWvwj3/8A7GxsdY0Q4YMQVJSEgAgKSkJmzZtQkpKClatWuXeAjlI9aTHTuG3YM+xs+gUfkut6WQnrMrmb3h0GNbuPo7h0WFKtidLthyqJ+iq3p4eC3ACDpwHkhNcVR8Po6eTZebJzc7ipHi6ESOREWnDzBELb8ZMc9B0C3Jx+fJl1K9fH5988gkeeOAB6+vTp09HXl4eNm3adNNtVFZWolWrVvjjH/+IqVOnAgBuvfVWzJgxAzNmzLCme+WVV5CSkoJDhw7Z3U55eTnKy8utv5eVlSEiIoITiYmIdMBgDvaZuV64lg4B5l4Pyiw8uY5TN+7HpoKTGBDVBJMHttV036YJclFSUoKKigqEhdn2eoSFhaG4uFhqG3/7299w/vx5jBkzxvpacXGxw9tMTk7GvHnzHMg9ERGR51P1xFhmQVtv442NTjP1ruhxfFQ0jkbHRehSt1r0LplpdITuQS4sFovN70KIaq/Zs2rVKsydOxfp6elo2rSpS9tMSkpCaWmp9efwYY5bJSIi4nw6eY7OM5Od3+pJRsWEIzYyxBRDpvU4Pmaes6vFtUJmDlpNtA6+pFsPVmhoKOrUqVOtZ+nEiRPVeqBulJ6ejvHjx+OTTz7B3XffbfO3Zs2aObxNf39/+Pv7O1gCIiIiz2amJ8Y30nqolKPzzLxxAVe9elecocfxMfOcXaNfK7QOca9bA8vPzw9xcXHIysqymYOVlZWFUaNG1fi+VatWYdy4cVi1ahXuvffean/v1asXsrKybOZgrV+/Hr1791ZbACIiIg/XuWVDw08mr4nWw9Ec/ULOYZOuudmQNFeH+OlxfMzUAL2R0a8VWjcAdY0iOHPmTIwdOxbdunVDr169sHz5chQWFmLSpEkArg3dO3r0KNLS0gBca1wlJCTg1VdfRc+ePa09VfXq1UNwcDCAa0Ey+vfvjwULFmDUqFFYs2YNvv76a2zZskWfQhIREZHmtO4NYINJWzfrkWDkyuo8OQDGzWjdANS1gRUfH49Tp05h/vz5KCoqQnR0NDIzMxEZGQkAKCoqslkT64033sDVq1cxZcoUTJkyxfr6o48+ipUrVwIAevfujY8++ghz5szBs88+i9tuuw3p6eno0aOHpmUjIiIi/Zi5N4Bu7mY9Et44BPNmauvVNVMIdDPQLUy7kZk5FC4RkdnxGmwf64WIXFFbD5aeIdDNwNHrr+5RBD2R6lW0J6btQIc5X2Fi2o5a06mOkKJ6e7LlkCWbP0cjOxmVbHlVp5M9n1VvT7WkjHzEzluPpIz8WtPpVV5H6kX2syR77msdXYmI3EevaywZ3+i4CKSN62G3Z7dv21AMiGpi2CAVZsMGlhuoDrOZva8El65WIntf7aEvVYfIVL092XLIks2fp4TClS2v6nSy57Pq7am2dvdxnL54BWt3H681nV7ldaReZD9Lsuc+Q3ETeQ4zh/om/bgSAp2q03UOlqdSPbG2f/tQZO8rQf/2tT9VUB0hRfX2ZMshSzZ/njIOW7a8qtPJns+qt6fa8OgwrN19HMOja18GQq/yOlIvsp8l2XPf6OF1ST+qFls1y6K69y7Jxp5jZ9Ep/BZ8Oa2/3tlxiplDfRN5Cs7BsoPj3ImI9GOWa3BqaioWLVqEoqIi3H777UhJSUG/fv3spv3ss8+wdOlS5OXloby8HLfffjvmzp2LYcOGSe9Pj3oZtGgDDv16AZGN6mPDM4N03467tZ71JQQAC4Bf/lp9KRgi8k6cg0VERORm6enpSExMxOzZs5Gbm4t+/fphxIgRNpFvr5ednY0hQ4YgMzMTOTk5GDRoEEaOHInc3FyNc+6YUV3CEdmovssjAFRtx906hd8Cy3//JSJyFnuw7DDL01MiIk9khmtwjx490LVrVyxdutT6WseOHXH//fcjOTlZahu333474uPj8dxzz0mlN0O9EJF38vQ1ttiDRURE5EaXL19GTk4Ohg4davP60KFDsXXrVqltVFZW4uzZs2jUqFGNacrLy1FWVmbzQ0RkRAyuYosNLCIiIgeUlJSgoqICYWG2AVPCwsJQXFwstY2//e1vOH/+PMaMGVNjmuTkZAQHB1t/IiI876kwkbO4vISxjIoJR2xkCIOr/BcbWERERE6wWCw2vwshqr1mz6pVqzB37lykp6ejadOmNaZLSkpCaWmp9efwYa5rRFTFG5eXMPIaZ7WtseWNGKadiIjIAaGhoahTp0613qoTJ05U69W6UXp6OsaPH49PPvkEd999d61p/f394e/v73J+iTyRNy4vUTUMDwAbMgbHHiwiIiIH+Pn5IS4uDllZWTavZ2VloXfv3jW+b9WqVXjsscfw4Ycf4t57GQKcyBXeuDCutwzDS8kqwKBFG5CSVWDzupF78G7EBpYbyI4Llk1X04nm7v0mZeQjdt56JGXk15pO9oSXTafXuGozfXBrI3u+yFJ9fI2+XzPQ6zPCOQ//M3PmTLz11ltYsWIF9u7dixkzZqCwsBCTJk0CcG14X0JCgjX9qlWrkJCQgL/97W/o2bMniouLUVxcjNLSUr2KQEQm4y3D8NbkHcOhXy9gTZ5twAwzBdJgA8sNZMcFy6ar6URz937X7j6O0xevYO3u47XnT/KEl02n17hqM31wayN7vkhvT/HxNfp+zUCvz4g3znmoSXx8PFJSUjB//nx06dIF2dnZyMzMRGRkJACgqKjIZk2sN954A1evXsWUKVPQvHlz68/06dP1KgIRkSHVtG6emXrwOAfLDWTHBcumG9UlHGvyjt10gUbV+x0eHYa1u49jeHTtcwqqTvSbnfCy6fQaVy2bP6OTPV+kt6f4+Bp9v2ag12fEG+c81Gby5MmYPHmy3b+tXLnS5veNGze6P0NERB4gcUgUEodEVXt9dFyEaXrvuNCwHVzMkYhIP7wG28d6ccyuI2ewZX8J+rYN9ap5OqQdrRfX9fTFfI2MCw0TERGRoUxM24EOc77CxLQdmu2TQ1rJFTLze7Ueou6NQ+LNikMEiYiIyK2y95Xg0tVKZO/TrrHDIa3GY6ZeRZmQ6FoPUffGIfFmxQYWERERuVX/9qHI3leC/u21a+x0btnQ8F/iZaRkFVjn1dqbl2ImVb2KAAxxbGpr8Mk0ZrSeE2SmOUjejg0sIiIicqvlCd31zoJpXR8ZVnUDS+vGm5a9ijLzlWpr8LExQ67gHCwiIiKyS/W6embNg55qClmtguplPW5Gy8WBZeYr9W0bigFRTTiMlJRjA4uIiIjs0voLuFHzIMNdC3EnDonChmcGuaWHyZ2NN73JrJmkZYOP5AKHeAoOESQiIiK7VK+rZ9Y8yHB0fpERAj7UtN7Q9cwaGpxD/NRQefxlAod4Cjaw3ED2oik79ln1GGnVF3XZD5/Ry6Ga6puS0curF73qWXU6PZkhj6QPmS/g7nZXxzD41a3j8DAurc9rR+cXGS3gQ0286UuxN6vp86Ly+HtTFEQ2sNxA9qIpO3FV9QRX1Rd12Q+f0cuhmuqbktHLqxe96ll1Oj2ZIY/kvZw9P7U+rx2NWmiWMPLe9KX4enr03OkZMbKmz4vK4+9NvYpsYLmB7EVTdtiD6uERqi/qsh8+o5dDNdU3JaOXVy961bPqdHoyQx5JHxPTdljDq+sVCdDZ89Po57VZwsjLfin2tJ5wPXru3Bkx8mZq+rx4U6NIJYsQQuidCaMpKytDcHAwSktLERQUpHd2iIi8Cq/B9ulRLx3mfIVLVysR4OuD/7w4QpN9kjmlbtyPTQUnMSCqCSYPbKt3dlxu8HlbDxbVztHrL3uwiIiIyC49Fggmc1LVY6iqJ8zVIaJ69NwYYc6jmRkpIAsbWERERGQXFwgmWaqGPKqaO2f0IaKknpECsrCBRURERESGoKphZJY5blrytHlyNzJSQBY2sIiIiIjIENgwch93RtY0QuPNSAE52MAiIiIigjGiJpLnMULjA3DvsEku92GLDSwiIiIiANn7SnDpaiWy95XonRXSmcqIfkZpfLizd5Bz3mz56J0BT5SRcxgJK7YjI+dwrelSsgowaNEGpGQV1JpuYtoOdJjzFSam7VCyvV1HziB1437sOnKm1nT3LslG61lf4t4l2ZruV3Z7qutZNn+q06kmWy+qj4fRydaLaqrPP3dQvW89y0Lkiv7tQxHg68OoiR7A1Wv+9WtSuapv21AMiGri0Y2Pzi0bYvLAtrU24PS6DwPa35fYwHKDqigma/Jr/1DKfnhln6jJbq/qScqW/bVvb8+xsxD//VfL/cpuT3U9y+ZPdTrVZOtF9fEwOtl6Ub5fxeefO6jet55lIXLF8oTu+M+LIzg80AO4es0f1SUckY3qY1QX1wMmyDQ+vIFe92FA+/sShwi6gWwUk1Fdwq3dz7WRXYdEdnuy3bidwm/BnmNn0Sn8Fk33K7s91fUsmz/V6VSTrRfVx8Po9IoupPr8cwfV++ZQESJzMNK6Qaq5es3nmlTq6RnlT+v7kkUIITTZUw1SU1OxaNEiFBUV4fbbb0dKSgr69etnN21RURH+8Ic/ICcnBz/99BOmTZuGlJQUmzQrV67E448/Xu29Fy9eREBAgFSeHF2tmYiI1OE12D7Wi2dJysjH2t3HMTw6DMmjY3TJQ8KK7cg9dBqxkSFIG9fDpW15cmONyNHrr65DBNPT05GYmIjZs2cjNzcX/fr1w4gRI1BYWGg3fXl5OZo0aYLZs2cjJqbmi1FQUBCKiopsfmQbV0RERETutnb3cZy+eAVrdx/XLQ+jYsIRGxmipEdBz+FfREaj6xDBxYsXY/z48ZgwYQIAICUlBevWrcPSpUuRnJxcLX2rVq3w6quvAgBWrFhR43YtFguaNWvmnkwTERERuWh4dJi1B0svKtcNMtIir7KMEj6dPI9uDazLly8jJycHs2bNsnl96NCh2Lp1q0vbPnfuHCIjI1FRUYEuXbrghRdeQGxsbI3py8vLUV5ebv29rKzMpf0TERHR/3D4WHXJo2OQPFr9dlWGF3eEkRZ5lWWU8OnkeXQbIlhSUoKKigqEhdk+uQkLC0NxcbHT2+3QoQNWrlyJL774AqtWrUJAQAD69OmDn376qcb3JCcnIzg42PoTEWGuCwQREZGRecPwMT1DUF/PUyK/asEbwqfTNVovOaN7mHaLxWLzuxCi2muO6NmzJx555BHExMSgX79++Pjjj9G+fXu89tprNb4nKSkJpaWl1p/Dh/W9OBIREXkSlXN9jMoojUiV4cU9HcOnew+tHzzoNkQwNDQUderUqdZbdeLEiWq9Wq7w8fFB9+7da+3B8vf3h7+/v7J9EhEReQJVw830GD6m9VA5o8xB0iu8uBGiIhLVROslZ3TrwfLz80NcXByysrJsXs/KykLv3r2V7UcIgby8PDRv3lzZNomIiLyBEYabOTu0R+u8j46LQNq4Hqabh6SKEaIiejqth7l5ksQhUdjwzCDNHj7oOkRw5syZeOutt7BixQrs3bsXM2bMQGFhISZNmgTg2tC9hIQEm/fk5eUhLy8P586dw8mTJ5GXl4c9e/ZY/z5v3jysW7cOBw4cQF5eHsaPH4+8vDzrNo1kYtoOdJjzFSam7ag1ney47l1HziB1437sOnJGSTrZ/MluLykjH7Hz1iMpI1/J9mTJ1p/qdLJUl1f1eaB6v7JkbyR63XD0PK9k06quG732S/oxwnAzZxtKRsi7NxkeHYaQenV1jYro6YzwwIPk6BqmPT4+HqdOncL8+fNRVFSE6OhoZGZmIjIyEsC1hYVvXBPr+miAOTk5+PDDDxEZGYmDBw8CAM6cOYOJEyeiuLgYwcHBiI2NRXZ2Nu68807NyiUre18JLl2tRPa+klrTVY3rBlDrkzHZaDiy6WTzJ7u9659u1RY5SXVUH9n6U51Oluryqj4PVO9X1vU3ktqeOMmmU03P80p6m4rrRq/9kn70Gm52PWeH9hgh797EXVER6X+0HuZGztO1gQUAkydPxuTJk+3+beXKldVeE0LUur1XXnkFr7zyioqsuV3/9qHI3leC/u1rj14jO667KgrOzaLhyKaTzZ/s9mTX/JDdnizZ+lOdTpbq8qo+D1TvV5bsjUSvG46e55X0NhXXjV77Je/GhhLRNe78LHApBbUs4mYtFi9UVlaG4OBglJaWIigoSO/sEBF5FV6D7WO9EJG7JKzYjtxDpxEbGYK0cT30zo7hOHr91b0Hi4iIiIjsY3Q+0oJRomB6Ct3XwSIiIiIi+xidzz7VgZW8nRmiYBplMW8ZbGARERERGRSj89lXFVhpy/7aA3GR5zDKYt4yOESQiIiIyKAYnc8+1YGVyPjMNIyRDSwiIiJyq5SsAmtkSUYEJBU6t2yoZEkQMo/RcRGGHsJ4PQ4RJCIiIrfiAqnmpXKuk5nm0BC5gg0sIiIicqtRXcIR2ai+4ddGYwOgOpVzncw0h8bbMGiIWmxguUFSRj5i561HUkZ+relSsgowaNEGpGQVGDKd7I1G9Q1JdTlkyV5cZI+varL5M/oXBNUXcb3Kq7ocjmxPdZmNfs6Q+SUOicKGZwYZfnigKw0AT/0c9W0bigFRTZTMdRoVE47YyBBTzKHxNgwaohYbWG4gG1JVdsiEbukkbzSqn0ipLocs2YuLXiFzZfNn9CeEqi/iepVXdTkc2Z7yz5zBzxkirbjSAPDUz1Hnlg0xeWBbJfOdzBAK3FupbEgTg1y4xfDoMOuigLUZ1SXcOunXkOkko7WojuqiuhyyZCMSyR5f1WTzZ/QoO6ojP+lVXtXlcGR7yj9zBj9niLTiyiR6fo7I3TJyDmNN/jGMiglX3khl0BC1LEIIoXcmjKasrAzBwcEoLS1FUFCQ3tkhIvIqvAbb5631kpSRb32olTw6Ru/skJuZKeLkriNnsGV/Cfq2DdWkcZKwYjtyD51GbGQI0sb1cPv+6H8cvf5yiCAREREZll7DskkfZoo4qfW8JT3msMnOO1c5L1mvue4qsYFFREREdhnhi87w6DCE1Kur+bBs0odZIk4C8vOWVAXl0mMOm+wDDpWNTU94qMI5WERERGTX9V90kkfrk4fk0TG67Zu0lzgkyvBDA6vIzlu6vlfOLGWrIjvvXOW8ZL3muqvEBhYRERHZZeYvOlrPjyGqieqgXFqSfcChMkiGJzxUYQOLiIiI7DLzF52qIUsApL/4mSnAApmHql45d0YRJLU4B4uIiIg8jjPr+pgpwAJ5H09da80TsQeLiIiIPI4zQ5aMOJRrYtoOZO8rQf/2oVie0F3z/d+7JBt7jp1Fp/Bb8OW0/prvn/6Ha62ZB3uw3EA2VKXq0Jeqtycb9SYj5zASVmxHRs7hWtPJmpi2Ax3mfIWJaTuU5E+W6vqTrRfZctz18ga0mvUl7np5Q63pVJMth+ryqq5nvbgjxK1smWX3rfozpzJcL5GWEodEYcMzgww1PDB7XwkuXa1E9j5tQoHfaM+xsxD//bc2/Ny7nx5RBMk5bGC5gWyoStWhL1VvT3aohOoua9mbieqhHMrrT7JeZMtxoOSCzb9akS6H4vKqrme9uCPErWyZZfet+jOn9dowRJ6sf/tQBPj6oH9716OzOaNT+C2w/Pff2vBzT/Q/HCLoBrKhKlWHvlS9PdmhEqq7rPu3D7UOh1CRP1nK60+yXmTL0Sa0Pg6UXECb0Pq1plNNuhyKy6u6nvXijhC3smWW3bfqz5zKcL3kGRjRz3mODgtUHahDdlggP/dE/2MRQgi9M2E0ZWVlCA4ORmlpKYKCgvTODhGRV+E12D4z10vqxv3YVHASA6KaYPLAtnpnx6MNWrQBh369gMhG9bHhmUF6Z4fIIzh6/eUQQSIiInIrZyL6kXNGdQlHZKP6hgrUYUZGn99L1amem+8KDhEkIiIit1K5CCnVTtWaS96uaq4rAAaVMInr5wnr/RlgA4uIiIiI6DpGn99L1RlpmQXOwbLDzOPciYjMjtdg+1gvRET64BwsIiIiDaSmpqJ169YICAhAXFwcNm/eXGv6TZs2IS4uDgEBAWjTpg2WLVumUU6JiEhLbGARERE5KD09HYmJiZg9ezZyc3PRr18/jBgxAoWFhXbT//LLL7jnnnvQr18/5Obm4s9//jOmTZuGjIwMjXNORETuxiGCdnAYBhGRfsxwDe7Rowe6du2KpUuXWl/r2LEj7r//fiQnJ1dL/6c//QlffPEF9u7da31t0qRJyM/Px7Zt26T2aYZ6ISLyRBwiaACyoT1lw0kmZeQjdt56JGXkK9meXqFHdx05g9SN+7HryBlN9ytLNn+y9ay6vKrDj6o+D4x+fPXijnph+GB9Xb58GTk5ORg6dKjN60OHDsXWrVvtvmfbtm3V0g8bNgw7d+7ElStX7L6nvLwcZWVlNj+uaDXrS+uPLFXXHdn7mMo8GP1zYpZrpsp7o8oyd5m7Fq1mfYkuc9c6vQ1XzxHV92UjnhMq8+TKdQAAJqbtQIc5X2Fi2g6H36t13bKB5QZVoT3X5B+rPd114SRrs3b3cZy+eAVrdx9Xsj3Z/Km2ZX8JNhWcxJb9JZruV5Zs/mTrWXV5ZfcrvT3F54HRj69e3FEven2G6ZqSkhJUVFQgLCzM5vWwsDAUFxfbfU9xcbHd9FevXkVJif1zIzk5GcHBwdafiAjtQ0Wruu7I3sdU5sHonxOzXDNV3htVlvnMpQqbf53h6jmi+r5sxHNCZZ5cuQ4AQPa+Ely6WonsfY7nReu6ZZh2N5AN7SkbTnJ4dBjW7j6O4dFhtaaT3Z5eoUerFpg06kKTsvmTrWfV5VUdflT1eWD046sXd9QLwwcbg8VisfldCFHttZult/d6laSkJMycOdP6e1lZmeaNLFXXHdn7mMo8GP1zYpZrpsp7o8oyNwyogzOXKtAwoI7T23D1HFF9XzbiOaEyT65cBwCgf/tQZO8rQf/2judF67rlHCw7OM6diEg/Rr8GX758GfXr18cnn3yCBx54wPr69OnTkZeXh02bNlV7T//+/REbG4tXX33V+trq1asxZswYXLhwAXXr1r3pfo1eL0REnopzsIiIiNzIz88PcXFxyMrKsnk9KysLvXv3tvueXr16VUu/fv16dOvWTapxRURE5qF7A8uRdUSKiorw8MMPIyoqCj4+PkhMTLSbLiMjA506dYK/vz86deqE1atXuyn3RETkjWbOnIm33noLK1aswN69ezFjxgwUFhZi0qRJAK4N70tISLCmnzRpEg4dOoSZM2di7969WLFiBd5++208/fTTehWBiIjcRNcGlqPriJSXl6NJkyaYPXs2YmJi7KbZtm0b4uPjMXbsWOTn52Ps2LEYM2YMtm/f7s6iEBGRF4mPj0dKSgrmz5+PLl26IDs7G5mZmYiMjARw7YHg9fey1q1bIzMzExs3bkSXLl3wwgsvYMmSJRg9erReRSAiIjfRdQ6Wo+uIXG/gwIHo0qULUlJSbF6Pj49HWVkZvvrqK+trw4cPR0hICFatWiWVL45zJyLSD6/B9rFeiIj0YZo5WM6sIyKjprVGatum6rVGiIiIiIjIO+nWwHJmHREZNa01Uts2jbDWCBERERERmZ/uQS4cXUfEHdtMSkpCaWmp9efwYWOu+k5ERERERMam20LDoaGhqFOnTrWepRMnTlTrgXJEs2bNHN6mv78//P39nd4nERERERERoGMPljPriMioaa0RV7ZJREREREQkQ7ceLODaOiJjx45Ft27d0KtXLyxfvrzaOiJHjx5FWlqa9T15eXkAgHPnzuHkyZPIy8uDn58fOnXqBACYPn06+vfvjwULFmDUqFFYs2YNvv76a2zZskXz8hERERERkXfRtYEVHx+PU6dOYf78+SgqKkJ0dHSt64gAQGxsrPX/OTk5+PDDDxEZGYmDBw8CAHr37o2PPvoIc+bMwbPPPovbbrsN6enp6NGjh2blIiIiIiIi76TrOlhGxbVGiIj0w2uwfawXIiJ9mGYdLCIiIiIiIk/DBhYREREREZEius7BMqqqUZNlZWU654SIyPtUXXs5gt0W701ERPpw9L7EBpYdZ8+eBQBERETonBMiIu919uxZBAcH650Nw+C9iYhIX7L3JQa5sKOyshLHjh3DLbfcAovFUmO6srIyRERE4PDhw5xw7CLWpTqsS7VYn+rI1qUQAmfPnkV4eDh8fDiSvYrsvakmPJdZBwDroArrgXUAuO++xB4sO3x8fNCyZUvp9EFBQV57YqrGulSHdakW61Mdmbpkz1V1jt6basJzmXUAsA6qsB5YB4D6+xIfDRIRERERESnCBhYREREREZEibGC5wN/fH88//zz8/f31zorpsS7VYV2qxfpUh3WpL9Y/6wBgHVRhPbAOAPfVAYNcEBERERERKcIeLCIiIiIiIkXYwCIiIiIiIlKEDSwiIiIiIiJF2MAiIiIiIiJShA2sWqSmpqJ169YICAhAXFwcNm/eXGPaoqIiPPzww4iKioKPjw8SExO1y6hJOFKfn332GYYMGYImTZogKCgIvXr1wrp16zTMrbE5UpdbtmxBnz590LhxY9SrVw8dOnTAK6+8omFujc+R+rzet99+C19fX3Tp0sW9GTQRR+py48aNsFgs1X7+85//aJhjz+Loubxp0ybExcUhICAAbdq0wbJlyzTKqfvwXsNrGuB4HZSXl2P27NmIjIyEv78/brvtNqxYsUKj3LqPo/XwwQcfICYmBvXr10fz5s3x+OOP49SpUxrlVq3s7GyMHDkS4eHhsFgs+Pzzz2/6HmXXREF2ffTRR6Ju3brizTffFHv27BHTp08XgYGB4tChQ3bT//LLL2LatGni3XffFV26dBHTp0/XNsMG52h9Tp8+XSxYsEB8//33Yt++fSIpKUnUrVtX/PDDDxrn3HgcrcsffvhBfPjhh2L37t3il19+Ee+9956oX7++eOONNzTOuTE5Wp9Vzpw5I9q0aSOGDh0qYmJitMmswTlalxs2bBAAREFBgSgqKrL+XL16VeOcewZH6//AgQOifv36Yvr06WLPnj3izTffFHXr1hWffvqpxjlXh/caXtOEcK4OfvOb34gePXqIrKws8csvv4jt27eLb7/9VsNcq+doPWzevFn4+PiIV199VRw4cEBs3rxZ3H777eL+++/XOOdqZGZmitmzZ4uMjAwBQKxevbrW9CqviWxg1eDOO+8UkyZNsnmtQ4cOYtasWTd974ABA9jAuoEr9VmlU6dOYt68eaqzZjoq6vKBBx4QjzzyiOqsmZKz9RkfHy/mzJkjnn/+edN/GVHF0bqsamCdPn1ag9x5Pkfr/49//KPo0KGDzWtPPPGE6Nmzp9vy6G681/CaJoTjdfDVV1+J4OBgcerUKS2ypxlH62HRokWiTZs2Nq8tWbJEtGzZ0m151IpMA0vlNZFDBO24fPkycnJyMHToUJvXhw4diq1bt+qUK/NSUZ+VlZU4e/YsGjVq5I4smoaKuszNzcXWrVsxYMAAd2TRVJytz3feeQc///wznn/+eXdn0TRcOTdjY2PRvHlzDB48GBs2bHBnNj2WM/W/bdu2aumHDRuGnTt34sqVK27Lq7vwXsNrGuBcHXzxxRfo1q0bFi5ciBYtWqB9+/Z4+umncfHiRS2y7BbO1EPv3r1x5MgRZGZmQgiB48eP49NPP8W9996rRZZ1p/Ka6KsyY56ipKQEFRUVCAsLs3k9LCwMxcXFOuXKvFTU59/+9jecP38eY8aMcUcWTcOVumzZsiVOnjyJq1evYu7cuZgwYYI7s2oKztTnTz/9hFmzZmHz5s3w9eUltIozddm8eXMsX74ccXFxKC8vx3vvvYfBgwdj48aN6N+/vxbZ9hjO1H9xcbHd9FevXkVJSQmaN2/utvy6A+81vKYBztXBgQMHsGXLFgQEBGD16tUoKSnB5MmT8euvv5p2HpYz9dC7d2988MEHiI+Px6VLl3D16lX85je/wWuvvaZFlnWn8ppo/k+SG1ksFpvfhRDVXiN5ztbnqlWrMHfuXKxZswZNmzZ1V/ZMxZm63Lx5M86dO4fvvvsOs2bNQtu2bfHQQw+5M5umIVufFRUVePjhhzFv3jy0b99eq+yZiiPnZlRUFKKioqy/9+rVC4cPH8bLL7/MBpaTHL022Etv73Uz4b2G1zTAsfOgsrISFosFH3zwAYKDgwEAixcvxoMPPojXX38d9erVc3t+3cWRetizZw+mTZuG5557DsOGDUNRURGeeeYZTJo0CW+//bYW2dWdqmsiG1h2hIaGok6dOtVa+CdOnKjWsqWbc6U+09PTMX78eHzyySe4++673ZlNU3ClLlu3bg0AuOOOO3D8+HHMnTvX6xtYjtbn2bNnsXPnTuTm5mLq1KkArt2YhRDw9fXF+vXrcdddd2mSd6NRdd3s2bMn3n//fdXZ83jO1H+zZs3spvf19UXjxo3dlld34b2G1zTAufOgefPmaNGihbVxBQAdO3aEEAJHjhxBu3bt3Jpnd3CmHpKTk9GnTx8888wzAIDOnTsjMDAQ/fr1w4svvmi6Xm1Hqbwmcg6WHX5+foiLi0NWVpbN61lZWejdu7dOuTIvZ+tz1apVeOyxx/Dhhx96zfjfm1F1bgohUF5erjp7puNofQYFBeHf//438vLyrD+TJk1CVFQU8vLy0KNHD62ybjiqzs3c3FyPv4m7gzP136tXr2rp169fj27duqFu3bpuy6u78F7Daxrg3HnQp08fHDt2DOfOnbO+tm/fPvj4+KBly5Zuza+7OFMPFy5cgI+PbdOgTp06AP7Xk+PJlF4THQ6L4SWqQlu+/fbbYs+ePSIxMVEEBgaKgwcPCiGEmDVrlhg7dqzNe3Jzc0Vubq6Ii4sTDz/8sMjNzRU//vijHtk3HEfr88MPPxS+vr7i9ddftwnffObMGb2KYBiO1uXf//538cUXX4h9+/aJffv2iRUrVoigoCAxe/ZsvYpgKM581q/nCRG3VHG0Ll955RWxevVqsW/fPrF7924xa9YsAUBkZGToVQRTc7T+q0ISz5gxQ+zZs0e8/fbbHhOm3ZvvNbymOV4HZ8+eFS1bthQPPvig+PHHH8WmTZtEu3btxIQJE/QqghKO1sM777wjfH19RWpqqvj555/Fli1bRLdu3cSdd96pVxFccvbsWet3cwBi8eLFIjc31xqm3p3XRDawavH666+LyMhI4efnJ7p27So2bdpk/dujjz4qBgwYYJMeQLWfyMhIbTNtYI7U54ABA+zW56OPPqp9xg3IkbpcsmSJuP3220X9+vVFUFCQiI2NFampqaKiokKHnBuTo5/163nClxGVHKnLBQsWiNtuu00EBASIkJAQ0bdvX/Hll1/qkGvP4ei5vHHjRhEbGyv8/PxEq1atxNKlSzXOsXq81/CaJoTjdbB3715x9913i3r16omWLVuKmTNnigsXLmica/UcrYclS5aITp06iXr16onmzZuL3//+9+LIkSMa51qNqqVAavp8u/OaaBHCC/r8iIiIiIiINMA5WERERERERIqwgUVERERERKQIG1hERERERESKsIFFRERERESkCBtYREREREREirCBRUREREREpAgbWERERERERIqwgUVERERERKQIG1hERERERESKsIFFZCIbN26ExWLBmTNn9M4KEREREdnBBhYREREREZEibGARGYwQAgsXLkSbNm1Qr149xMTE4NNPP8XBgwcxaNAgAEBISAgsFgsee+wxAMDatWvRt29fNGzYEI0bN8Z9992Hn3/+WWp/aWlpaNCgAX766Sfra0899RTat2+P8+fPKy8fERF5h5MnT6JZs2Z46aWXrK9t374dfn5+WL9+vY45I3IvixBC6J0JIvqf2bNn47PPPkNKSgratWuH7OxsTJo0CevWrcOpU6cwevRoFBQUICgoCPXq1UNwcDAyMjJgsVhwxx134Pz583juuedw8OBB5OXlwcfn5s9RxowZg4MHD2Lr1q34+uuv8Zvf/AbffvstunfvrkGJiYjIU2VmZuL+++/H1q1b0aFDB8TGxuLee+9FSkqK3lkjchs2sIgM5Pz58wgNDcU333yDXr16WV+fMGECLly4gIkTJ2LQoEE4ffo0GjZsWON2Tp48iaZNm+Lf//43oqOjb7rf06dPo3Pnzhg5ciQ+++wzPPXUU5g9e7aKIhERkZebMmUKvv76a3Tv3h35+fnYsWMHAgIC9M4Wkdv46p0BIvqfPXv24NKlSxgyZIjN65cvX0ZsbGyN7/v555/x7LPP4rvvvkNJSQkqKysBAIWFhVINrJCQELz99tsYNmwYevfujVmzZrlWECIiov96+eWXER0djY8//hg7d+5k44o8HhtYRAZS1TD68ssv0aJFC5u/+fv71zivauTIkYiIiMCbb76J8PBwVFZWIjo6GpcvX5bed3Z2NurUqYNjx47h/PnzCAoKcr4gRERE/3XgwAEcO3YMlZWVOHToEDp37qx3lojcikEuiAykU6dO8Pf3R2FhIdq2bWvzExERAT8/PwBARUWF9T2nTp3C3r17MWfOHAwePBgdO3bE6dOnHdrv1q1bsXDhQvzjH/9AUFAQnnrqKaXlIiIi73T58mX8/ve/R3x8PF588UWMHz8ex48f1ztbRG7FHiwiA7nlllvw9NNPY8aMGaisrETfvn1RVlaGrVu3okGDBrj77rthsVjwz3/+E/fccw/q1auHkJAQNG7cGMuXL0fz5s1RWFjo0BC/s2fPYuzYsXjqqacwYsQI3HrrrejWrRvuu+8+/Pa3v3VjaYmIyNPNnj0bpaWlWLJkCRo0aICvvvoK48ePxz//+U+9s0bkNuzBIjKYF154Ac899xySk5PRsWNHDBs2DP/4xz/QunVrtGjRAvPmzcOsWbMQFhaGqVOnwsfHBx999BFycnIQHR2NGTNmYNGiRdL7mz59OgIDA61hdG+//XYsWLAAkyZNwtGjR91VTCIi8nAbN25ESkoK3nvvPQQFBcHHxwfvvfcetmzZgqVLl+qdPSK3YRRBIiIiIiIiRdiDRUREREREpAgbWEQe7qWXXkKDBg3s/owYMULv7BERERF5FA4RJPJwv/76K3799Ve7f6tXr161cPBERERE5Dw2sIiIiIiIiBThEEEiIiIiIiJF2MAiIiIiIiJShA0sIiIiIiIiRdjAIiIiIiIiUoQNLCIiIiIiIkXYwCIiIiIiIlKEDSwiIiIiIiJF/j+Ea/N885F7iQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"marg_CDF_etax = interpolator.get_ietax()\n",
|
|
"cond_CDF_etay = interpolator.get_ietay()\n",
|
|
"\n",
|
|
"plot_photon_hit_distribution(eta_distribution, marg_CDF_etax, cond_CDF_etay)\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "7170170f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"marg_CDF_etax = interpolator.get_ietax()\n",
|
|
"cond_CDF_etay = interpolator.get_ietay()\n",
|
|
"\n",
|
|
"#plot_uniform_eta_distribution(uniform_etax, uniform_etay, [eta_distribution.axes[0].edges[0], eta_distribution.axes[0].edges[-1]])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "2de329be",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"cluster.x: 1\n",
|
|
"cluster.y: 1\n",
|
|
"eta: (0.3519491547025806, 0.3519491547025806, 71553511.0)\n",
|
|
"distance x: 0.7083333333333334\n",
|
|
"distance y: 0.7564102564102564\n",
|
|
"[(0.78166653, 0.81284991, 71553511.)]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"cluster = create_2x2cluster_from_frame(base_frame, pixels_per_superpixel)\n",
|
|
"\n",
|
|
"print(\"cluster.x:\", cluster.x)\n",
|
|
"print(\"cluster.y:\", cluster.y)\n",
|
|
"clustervec = ClusterVector_Cluster2x2d()\n",
|
|
"clustervec.push_back(cluster)\n",
|
|
"\n",
|
|
"eta = calculate_eta2(cluster)\n",
|
|
"print(\"eta: \", eta)\n",
|
|
"bin_size = (eta_distribution.axes[0].edges[-1] - eta_distribution.axes[0].edges[0])/eta_distribution.axes[0].edges.shape[0]\n",
|
|
"\n",
|
|
"bin_index_x = int((eta[0] - eta_distribution.axes[0].edges[0])/bin_size)\n",
|
|
"bin_index_y = int((eta[1] - eta_distribution.axes[1].edges[0])/bin_size)\n",
|
|
"\n",
|
|
"print(\"distance x:\", marg_CDF_etax[bin_index_x, bin_index_y, 0])\n",
|
|
"print(\"distance y:\", cond_CDF_etay[bin_index_x, bin_index_y, 0])\n",
|
|
"\n",
|
|
"photon_hit = interpolator.interpolate(clustervec)\n",
|
|
"\n",
|
|
"print(photon_hit)\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "dadb07f2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(0.7816665310999981, 0.8128499138725078, 71553511.0)\n",
|
|
"previous center: (0.07500000000000001, 0.07500000000000001)\n",
|
|
"interpolated center: (0.7816665310999981,0.8128499138725078)\n",
|
|
"scaled interpolated center: (0.03908332655499991,0.040642495693625394)\n",
|
|
"actual center: ([0.065 0.065],[0.065 0.065])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# scale to cluster pixel width \n",
|
|
"#cluster_center = num_pixels*0.75*pixel_width\n",
|
|
"cluster_center = (pixels_per_superpixel*pixel_width*(cluster.x + 0.5), pixels_per_superpixel*pixel_width*(cluster.y + 0.5))\n",
|
|
"#scaled_photon_hit = photon_hit_in_euclidean_space(cluster_center, pixels_per_superpixel, photon_hit)\n",
|
|
"\n",
|
|
"print(photon_hit[0])\n",
|
|
"\n",
|
|
"scaled_photon_hit = ((photon_hit[0][0])*pixels_per_superpixel*pixel_width, (photon_hit[0][1])*pixels_per_superpixel*pixel_width)\n",
|
|
"\n",
|
|
"print(f\"previous center: ({cluster_center[0]}, {cluster_center[1]})\")\n",
|
|
"print(f\"interpolated center: ({photon_hit[0][0]},{photon_hit[0][1]})\")\n",
|
|
"print(f\"scaled interpolated center: ({scaled_photon_hit[0]},{scaled_photon_hit[1]})\")\n",
|
|
"print(f\"actual center: ({mean},{mean})\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "e6968416",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'y_0')"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(base_frame) \n",
|
|
"\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"\n",
|
|
"plt.scatter(mean/pixel_width, mean/pixel_width, color='red', s=40, marker='x', label='Actual photon hit')\n",
|
|
"plt.scatter(scaled_photon_hit[0]/pixel_width, scaled_photon_hit[1]/pixel_width, color = 'blue', s=40, marker='x', label='interpolated photon hit')\n",
|
|
"\n",
|
|
"plt.xlabel('x_0')\n",
|
|
"plt.ylabel('y_0')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ba2c856e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 3x3 Cluster"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "b4e274ed",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from aare._aare import Cluster3x3d, ClusterVector_Cluster3x3d"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "d9b6c7ba",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'y_0')"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# mean is in center quadrant \n",
|
|
"variance = 10*pixel_width\n",
|
|
"\n",
|
|
"covariance_matrix = np.array([[variance, 0], [0, variance]])\n",
|
|
"\n",
|
|
"mean_x = (1 + 0.8)*(num_pixels/3)*pixel_width\n",
|
|
"mean_y = (1 + 0.2)*(num_pixels/3)*pixel_width\n",
|
|
"\n",
|
|
"mean = np.array([mean_x, mean_y])\n",
|
|
"\n",
|
|
"base_frame = create_photon_hit_with_gaussian_distribution(mean, variance, data_points)\n",
|
|
"\n",
|
|
"pixels_per_superpixel = int(num_pixels/3)\n",
|
|
"\n",
|
|
"plt.imshow(base_frame) \n",
|
|
"\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axvline(x=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"\n",
|
|
"plt.xlabel('x_0')\n",
|
|
"plt.ylabel('y_0')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "87f061a6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"### calculate eta distribution\n",
|
|
"\n",
|
|
"num_frames = 5000\n",
|
|
"\n",
|
|
"random_number_generator = np.random.default_rng(42)\n",
|
|
"eta_distribution = calculate_eta_distribution(num_frames, pixels_per_superpixel, random_number_generator, bh.axis.Regular(100, -0.1, 1.0), bh.axis.Regular(100, -0.1, 1.0), False)\n",
|
|
"\n",
|
|
"filename = os.getenv(\"AARE_TEST_DATA\") + \"/eta_distributions/eta_distribution_3x3cluster_gaussian.pkl\"\n",
|
|
"with open(filename, \"wb\") as f:\n",
|
|
" pickle.dump(eta_distribution, f)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "57a91e41",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"filename = os.getenv(\"AARE_TEST_DATA\") + \"/eta_distributions/eta_distribution_3x3cluster_gaussian.pkl\"\n",
|
|
"with open(filename, \"rb\") as f:\n",
|
|
" eta_distribution = pickle.load(f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "cd109d25",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_eta_distribution(eta_distribution)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1cf0e265",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "c38b2b9e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#interpolator = Interpolator(eta_distribution, eta_distribution.axes[0].edges, eta_distribution.axes[1].edges, eta_distribution.axes[2].edges[:-1])\n",
|
|
"\n",
|
|
"interpolator = Interpolator(eta_distribution.axes[0].edges, eta_distribution.axes[1].edges, eta_distribution.axes[2].edges[:-1])\n",
|
|
"interpolator.rosenblatttransform(eta_distribution.values())\n",
|
|
"marg_CDF_etax = interpolator.get_ietax()\n",
|
|
"cond_CDF_etay = interpolator.get_ietay()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "0458f9e6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"plot_photon_hit_distribution(eta_distribution, marg_CDF_etax, cond_CDF_etay)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "04a9a588",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"\n",
|
|
"plot_uniform_eta_distribution(uniform_etax, uniform_etay, [eta_distribution.axes[0].edges[0], eta_distribution.axes[0].edges[-1]])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "9e00f659",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(0.5499154381017892, 0.44933336606613455, 48591988.0)\n",
|
|
"[-0.1 -0.093 -0.086 -0.079 -0.072 -0.065 -0.058 -0.051 -0.044 -0.037\n",
|
|
" -0.03 -0.023 -0.016 -0.009 -0.002 0.005 0.012 0.019 0.026 0.033\n",
|
|
" 0.04 0.047 0.054 0.061 0.068 0.075 0.082 0.089 0.096 0.103\n",
|
|
" 0.11 0.117 0.124 0.131 0.138 0.145 0.152 0.159 0.166 0.173\n",
|
|
" 0.18 0.187 0.194 0.201 0.208 0.215 0.222 0.229 0.236 0.243\n",
|
|
" 0.25 0.257 0.264 0.271 0.278 0.285 0.292 0.299 0.306 0.313\n",
|
|
" 0.32 0.327 0.334 0.341 0.348 0.355 0.362 0.369 0.376 0.383\n",
|
|
" 0.39 0.397 0.404 0.411 0.418 0.425 0.432 0.439 0.446 0.453\n",
|
|
" 0.46 0.467 0.474 0.481 0.488 0.495 0.502 0.509 0.516 0.523\n",
|
|
" 0.53 0.537 0.544 0.551 0.558 0.565 0.572 0.579 0.586 0.593\n",
|
|
" 0.6 ]\n",
|
|
"0.9999999999999998\n",
|
|
"dX: 1\n",
|
|
"dY: 0\n",
|
|
"u: 1\n",
|
|
"v: 0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"cluster = create_3x3cluster_from_frame(base_frame, pixels_per_superpixel)\n",
|
|
"\n",
|
|
"eta = calculate_eta2(cluster)\n",
|
|
"print(eta)\n",
|
|
"print(eta_distribution.axes[0].edges)\n",
|
|
"clustervec = ClusterVector_Cluster3x3d()\n",
|
|
"#print(marg_CDF_etax)\n",
|
|
"print(marg_CDF_etax[93, 0,0])\n",
|
|
"clustervec.push_back(cluster)\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"photon_hit = interpolator.interpolate(clustervec)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "2f878b6c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(1.5000000000000002, 1.5, 48591988.0)\n",
|
|
"previous center: (0.04995000000000001, 0.04995000000000001)\n",
|
|
"interpolated center: (1.5000000000000002,1.5)\n",
|
|
"scaled interpolated center: (0.04995000000000001,0.04995)\n",
|
|
"actual center: ([0.06 0.04],[0.06 0.04])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## scale to cluster pixel width \n",
|
|
"#cluster_center = (1+0.5)*pixels_per_superpixel*pixel_width\n",
|
|
"\n",
|
|
"cluster_center = (pixels_per_superpixel*pixel_width*(cluster.x + 0.5), pixels_per_superpixel*pixel_width*(cluster.y + 0.5))\n",
|
|
"\n",
|
|
"print(photon_hit[0])\n",
|
|
"\n",
|
|
"scaled_photon_hit = (photon_hit[0][0]*pixels_per_superpixel*pixel_width, photon_hit[0][1]*pixels_per_superpixel*pixel_width)\n",
|
|
"\n",
|
|
"print(f\"previous center: ({cluster_center[0]}, {cluster_center[1]})\")\n",
|
|
"print(f\"interpolated center: ({photon_hit[0][0]},{photon_hit[0][1]})\")\n",
|
|
"print(f\"scaled interpolated center: ({scaled_photon_hit[0]},{scaled_photon_hit[1]})\")\n",
|
|
"print(f\"actual center: ({mean},{mean})\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "1b9a9823",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'y_0')"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(base_frame) \n",
|
|
"\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axvline(x=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"\n",
|
|
"plt.scatter(mean_x/pixel_width, mean_y/pixel_width, color='red', s=40, marker='x', label='Actual photon hit')\n",
|
|
"plt.scatter(scaled_photon_hit[0]/pixel_width, scaled_photon_hit[1]/pixel_width, color = 'blue', s=40, marker='x', label='interpolated photon hit')\n",
|
|
"\n",
|
|
"plt.xlabel('x_0')\n",
|
|
"plt.ylabel('y_0')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c2c6f5a7",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Interpolation with Eta3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "1698728e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from aare._aare import Cluster3x3d, ClusterVector_Cluster3x3d, calculate_eta3, calculate_cross_eta3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "019d93c7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0, 0.5, 'y_0')"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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YVsk2JtmR6piPx3kvhsd+OmcQ0KyuBQYaZZtlnDKeDB5SZgs8tGIelOuEb/3O8kylOnITVX6wwYes7GvFHwtKCKT46Tryu1SAiJgmxwaIiUsojc5pkAo45K2nNxM4SKzFBKNqexk4VDx8IzWuQOsu9dkHwuVxObi6mReUNje+YetpM1Y/LFdPfEORbBlg8LwVYBgJeKzAhKYzTy7fCHaU3jFfU5FXAQCXtqlggWU15DR5e/x8zZ06hyOPaLe5IcPUPYdnTN5GhwjJ/80XbJQ+lRkDE5WYrNCQlQ1skVKQ78MUAAHHD+rfYHmNcgeBhzkBkypjZceRRbfQtVYT5FAr+9w2OFADpNm/qmYCGXr9Cd4IOAiyXLPuIlnyZC5wiONSCuT0wCGEUveGgQPdcBPkOEAyOCj3Nj+c3fiGdl5VziO+VnwD9Xm+H4eu/j0kaRnT4GnwgAGbCxgGcT78WHBdgIHTO2u9ma/yATt3hPp8jc+Z8iGdYzhe+hZB04eNRlu4Xlj5dbsn8KdrAV2T/m74yBX2+qg8t6VVd96voRVDIHH8CqjTscFft65Gum9nU0YrXsP3g++DebEJ/CxNiWeAzeudN5/dRsyD9gfzf+mf/9aWRYOXjoFGrEOrTbmMmPfPvB8DMCnOIedJ4922eznE9qVDvzdMupZynULtkTxuZb4ko4xRYssyD7cZDR4RF7dQVEsF9s03KsTKMYxat22L4ajiG7aeZpv0O1RpaWlgagEG97L1AAMPICWf8lS+GThsfnP/BeNOqAeGanBp5VXH9WDbBQATjnMaD5AuL1+PoC1/jK9xXl2nl8EDY2tQaZXttblTtktV/mZOhcQetiwN/kRvt9RMLauE+Qplpx8muyOonUJZFT/KvRDXNrMqIhWsYh7Y8sA8guxGaNU7ZnWYu69DtgoI0HNXTI1zyHmCpsWh2suhYXFIQiuLQ5izHNNbHFpWAbU4hDl7OAjQtjiMbDWdZTfyMpCifL8ss/cibBGtYeOrJzZa/mDSEjQQNQFDY6fHloVhywDDiDJeGDCorMRn013dnNdS8oa33b5FwUIbiFg5XjE0+X0ZV8cpTz6nBiEstyfD5BGnLDBkjcnsUYUC2vLq5ZRi70GvOU6bZyAgqF0ajX5aOJ7B8c8Phqz5WuCh2ucBwN0ffU6+P3yZQgcMJkzcQ+o/E+vA7eFuE3FxCiiKWRwIwQhwEKQlmcjKHiltMnAIjeWYc/dx0MpDdJ30QAHmAAdeilnFJaQblhtHeXm/Bb4ZeqyDS3nqRKRehrlNtBbib6MyDlVauid6tABg4OVFmwEY2Jya3R2s5AEy1U5zRwRqp9lO1ytmQeUKgKDptsifBva8gva1cN2wdXiQMs/90HM9oPHzpvF9H/s706fj5ZO2GgIC/1Su7xfqr+av08bR30RZ1fbQqa3Qn15Loz+rPmi4FYw7oyNjkjvC3+/GM+GfnSZf8/kSU9dX/uXv+u+Dd1lw+91zbp5x1MeA1t1flmm2n66uQ0iO5imTtjWNR/NcFa3lmPO2nM71S+rrUndlac18DZ7mMdWNHp8790hAhkqu4TgIbopvVlpaGlq0KGCYF8NgBgjKTwNJyXODaSUbRnYLbLSPxZbN8mFetMnWBWnI7MnyPJ32ttpj+Hz9jqfJ78oAsdz+PZ+3PDm/KNRRi8PI4FRNIDZ7IDNT/E4VnBBcX+VpLpwVQUwfGXEqj60JWnew500LRKNZmTfxCEg2845ZHjxPFiepbQG3fuXz5tlqLdHMt15QrbDI15Bm4eLqr60GgNkMalbkShpLwgyQIZSNoPJluCWZs9QANfEPmG5x6G0A5VdtgCwOLpLULPXMN5X6Kl1ptRsj1Q/Y49w/vR0jheQZN4VeCEzZehnm1tNmxCQsYxq+kcjHDVSAofzWAxisYrajfpXnFamUevxyyiZg0DZyWUFbCfvjXJ740Jl1ddqx2WChBU7mAYUWuFg99jgDEppl/XGiJlhp0ZTxa4ynZ76Umqdr6SQFWJVnAADUQKIDIvQxN3ULdWcDQIy6L7KCisddoDEFPNjqEUSwevTxRpDJ50uRouBzHuksVbIRO4T8bIl21awI03fULMsEzErDMEt7GPh+2CrgoPVk4CCQIcTvWVTAITV2QAQ4vjMqENDqMLEAgMCBKYOO7FZe5e5w+dtEMwjWJr3g4zIOVVqCBqYc1KiK0Sr1nKbKeBsBQ8mfE7/AUdy+TWJ563odn7l2/wU+n98p32lnCxBVbWrxkcxFgEI8jzknff/TENhM3+JFp94F0rrlp9BYOVU+Xlu2ZIRGlipnluEUsc6qc+Egtm+1uK9DGHigKjMGCph3EnjwmytJEaXt2P3oH8jLG6s6SrVFSRPwMW555qtiENJ75wGMj3MAtZUCJFk2v7cyC5sHHPi+LAIcfJRoK75BMBI8CbQtB6lBKhc9PrpRmufaYZZhLmnLaRnTwGSUeVHqefA/WIBhkfgFRBkGMAhsTIJeVyN2oeWjz77YVn5qg2kHt5Hb5nmkTjM+Z6nb3GzDaFxDHYew551/UC9HhJVRy4Epw+1tLdFsbeG8ab+ROqtYgl78A/9Q9yfft/g3IMdEdORU8QwuZgAjvPw8Nfn8PYEt24t3uPYv/iAduyWadM2t565qh+dDeRd9jJCpg7afNvVm+WLf06psea8ZkawrxoHKl7aIkVvGntQgcTy9+Iaxz2mbstyWkTJDo7FK85ZhbjHNwub8DlVaWhqIynchyotxpwAM8C+uz2N51HaWTeU4b8x60NwTotX2CfmtNpQ+dO1kPt+2CbxI/mTPz9SzXpg6W+ljafOIZS5SrFeo1wYBKgtDSgNovA0d/jTjFVc2WyEQip+cptHGKsAyBV3rQ24Kt6/FR/LqjZYw7rJgF4Hz03P7WGyWSe1wLn/EWXbjq5ncxmzBKNs8CfWlpDFldBOobHFIfT3H4sA3On/kKs3O83XxxXiLgNK8pZh8D4LbatrwCCrrA9xKk5xH5f1GT34ZZiveYRtoDRt3T2y0/MGkJWjwRAi3KA1S5lsAGJpLFkmu/1gV0AAMafDxcirF7Y97Cn4k0HFMZukb1Nc0lWeED+jxjgMFLnOXBzyoBhKtNrTOXZ4dZp1JdSoZDVdnh56sDqrxStXXYz4hkORkEKDpDkQYdwbnsRsjSNUnVTxDQxmb5pFuyHLFNU0VLitXIdlaLADHnf5Ac2+jHpLU9GDK5y4gfWXaQGDKAociqwscBMgBkpQ3aUmmAQ4wCrQFHLpfx0wVeuAQEnCQvFTS6vt8/a2lmAQ+otsGNfgQQe8z23b/Bu1c5UtBFfyAMIjwbopDWBEfSrQEDUysZPIgSQOhQbNiFeZGAIMCADC/8olVmI3jNoCplXULMHiFzy6Qymzs0trmzvbxRsFCUz9KqPO4rR3ZqyccX/ePP4ZNN8Nga+rfKdtV+D2aw5+VmOENpoG5TrpAZm0BI1WIxhoRXL6vtuiLdB6qQErTVOaXuhs9bxM8JBkCe5y7gV6zIMDqMSfYtkrhn2J1yG2ifjPAQFAUNSt9/btlwKE0zgCHXJcDDkh5M2kCh/JcaIO0XXrRIY9X9YqK0mnGetALjPQ32D94fOPZ+mDuCGoLyTZ96XJpaVhSofSCGMCQlUsZbTwA2LCFAR3A0FlSWftHxaZ7ZSyuLGo5+boafFy3P56bz3XxNaLmacmu+ULhI3n5GjpyWdbXPnAZjrjPfeYr+jngYCFAsBljRGhcX0d+UXLBKXZYMOEBCOmQHojgXhG4cqQt9WNQue9Tm7pBjuUyS3rRYSUzPU+jLomU/5WPXYa7nHofm5fkTrE6iJPHlg/VgUjuj/xVRypr2uaBg6BakjkdOAg1oHRW8+uYrY6skA99f2IOcCjlxYKCdIHZ8oIej6aj9AODiMnLMF3eNtEsCGYLzwZqGYcqLUGDo8mAgfI8YMiKTCYABlaMpFynAYbC0wMMlWWgwcPtHAUEAnet4yCkWR41T23taIOFFh8wDSiYPGnweK3j24gGzXvvN3tc4AF7DhkWfUyMNi4zw1hACo/vBwciJgOIJFAyo5gyi4CHeVYF5a9cFokhy3L55fJrq0O+TIGxPhjgIEiWBtVfkq/ZgAIqG9+H2nKwEVdFuZY+cCigJgpj70KRo+4C6nBW8qPxDdSxLXeE8sxbusll9Ng/KMxngMSStpqWoIHIuyT8cQswWAUmRnlOckl4pYv1A4axWIOeO2JTrAs6KE8t32ifUcyGL1R8Si33SK8tzHfiU5+W2hNMelNuS0Yvz/EF+n+UWOtNYK5ivnw5r/g1WRyvMJCoQQQryKo61SkkMxBDDpQPfF8b1gdMAw/UrArfjYGLnWc9zQZCog0sRBVsngm3AUMFHAKKpSHnlQBJAwr42poAYL3AoVyLpJ5oAgezP0SsLAOfgMZSTNf/HBjZjG/gfnGBkUpzLQfakTpwNMCGQQ3Urm2ib3b3xHLJpSdWhB2XBAOGomDoXCx/LN+SWYpOBgwswy/1aspry4Cg3gK6UW/k8/1S0kKnbq6zAhycpsvzTN8H2ra58GnfG5ksQ6+V28ttGgKCBHz9n/4hbauMxtbL9lqrX1rCGMtFeWVJp/3F68D8n5M9zlvXU9Wv/eavBaiup3vtfG0t4Na6v2PLas0yztQ3nre3vLKR1nzu/BJiADd+8h/y85yfyday4lz3+NJM8/yP8ACLLMm08vRdGAP0INk69nA7sgU0p6eDIQKSeE9S3SDK8qUobiEe804JKuJAcs5mXrPVd2lkEK7AleEJms+Dy9tiWsOwKb9DlZaWBk858FHqFy4PCuJeZHs+ySVhXr7ENwUwwNXdC3hs1dF44as14OY6bLpJEz8ouIFN6nZV5WHzTGCjL+fTWB7ncXtUpqvntmuvHS1XydAWjPHOo80Y1DoWhGYdaRaZ09LsTfS4I9MrkDLDDWSpEOvGENSr3yZZH3JEgeFtWh549u94cvPZcoB4fMsXrrXXJxi1OuTuSu4Dn8eWBrZgcFdaiwPmr6xYh8Wh3jkyXZi/Dm6vXntalCCCevMnjW8IgJiPT2mb9MVLgHimldBDQF/E7K2aMCsjJrspdHkIPRj5eHBAYusohI3HNIQNlj+YtAQNTAkBj37zoaGQma+v+EkmStktBQzNdsr4NczLc8dz833f6blp9whYcOc9PpsX2mUSrRx9VFXO8oV2vqd5730jf/Gd62ghGcsbE9MCF2kk9qskmkCiVU1WKpgGIFJ+BSDWCx60fg8eYI9zuxP/ypFHkUJEE1h4xQ8k/TusM85BTwXVEsiNAgeYugg4CFB/VjsKz3Vxb/GukRwX4YGD0E3NbdIbwDEQRQ7fvL6bosHfc1O4YM+um2Le+7ikTaElaGByCimby4zybqyUUDDQ+4AUK1SU83UDhpzWrmvLAAPnoeZtKnhOc22uwILvIy/L8SnF9tnBowLydH7yjz7TypwHElqDEaWF9Q5cPd5gT5r63GhITpZqLDV8vl/ZIpEG6awEe83KygUEINoxEB4A5LRNBA8mn4BKEGD3k59VgIK7zaRjYz3U9pJHew8IXV5WzCPAIaC5d8JGgIOpCyhKO8srF5WBBEK2CpiAz1aAIj0HNjASlqZs/OT6owIBnc9om3YDjdUUfNP8g7L1tIxpWFKmOCgJjSxFySLlrQcwVDs9klJbD2AITvk2t4N2yqEbvyBAFZ8AOu/kmTZ2fMQ+v/CE5DNPaS5ewchhWXqdpn0hgw9TL6yc3I4B+OKb/p/sq89xB5638evFL4x++npKLMMiZcbq0Da6dk65tizHx2V02qn3rsSccAyE63+KOcny/DNhnrN0X2DrYp7qOWg9iwCu+6M3N2Md+H3rg2yWL7Y+15ZWm/I7n62WUuf7OifEOJh3BCW9yJPSlgFx3Oq2Q6wsakvZflrQj2+QIsfTUC7O5JtjNNNrayWXYbXVqHeLaS0Mm/I7VGlpaWCaE/hYAQb3wvvBxrzo4LTENwcwtCwd9SBTzvsDWD0Q1e2ckOfqMXytfHGDEIC8GoLb5/uwlQauL5h03z5znAe5EWuCH3cEcU7XSB89HyNJbVgXiS3aq5fTaSYWsvmYWCtTTFtWoFljMUtbqiwQ6FsfjLWgbmquK/K51RY8IWU5NKMlEbaN9KoZq4O3DnCebXqZUWsbpdTFdQrL1HZvlcUB2hbvwoidU+rub/6Ul2K2voqpDezGNwTfSbAuBd9Z7s7MW02BRro06lguudw2WoIGpqyEygiTAYNRuI3Nm5rKVrYOMBhZJb0JGHzZRn2L5rUU+zxXRFdetwwyVWCB9RfxdYEC8Rz5gO+o27EIqIDPawxYY2Wm5Ad34vm7YyRpo1Z9qVyQerCvtuHlfFkAQIgqwUBjuY196IIHBQakjzJ4ILXYdFn4Zgtwl9PvVz1HJhASLq/x5UyjwjhAkmRUelPLZmWflHew4GMR4JABTlLyVRnpuDC0v+CXYqIOjFxvfMM8NwVK+9puCk6PDYw4o8Hny+jN2SaaQTDboJF+tu4JxMGnJWhw1FspoWmqyA0wYOJ0VoJGyQvJ2xrAMBq/wEGe0iu/YB63DZzf3mdhvWChsu64ckb5t3gAHLZ7l5XbqdsQj8I9vmbaOgeHXjt4ypzTYE/EpzsNx8k06GZQAIxbIpiXFYcHBSjK3cQ+jIEH1REN8CAS8vW3wEO+RVLODz9lFylAZGXJl2+VNSyo4LYmOa1PbQts9/aAQ6l3PnDwCtwq+QQcqmuLcmO6FkSe6IPbqWaV1JHl+xW23oXiG3j/BpMfTPvyzWsdd1dTpJOuVWJ7aBnTsKRMrJDmmudhAQYA89lcrwg3DBga7WnFMuR29coOddnqehuxA616zHkVt4Act6D5yu/l+Tbm9CHY/RSYB1wv+e9HYgWU78b3/lWWy22zCjWUH8dNOL98/DGP+6HfnvX9GnUM/OP+d2V8G33bzPPEcRGOD7ZMiaNo9Dn0Xpa2tOIeLA+lmfsc6zIgckRGEOArV/xV/fy4Z9fn8TPZt9AJUE0w+mWryYPKaJS3aWLSc77ut+BjeFDGmPYeDmJ5+dwcW5nT4ht8WXqh8uRLbLrJd/zlpJ0+WmZJW0VLS4Mh99KMxDFUyp8Bg1sKaT5vzeluECkvVSMPdM71VYOaNGR2QFCvHaj5TJ5PE3u9xhWhdQDt9sD+zZYCP0j6MaTB2+JrWh58mdTmZj0+39PUcWqj49nkCZVrp/J7C4VOa5mdp6PCddqlmsY1oekC8FLMlvvCWhUmWB5oxp8tD5ln3GUh1BXNWTZfcujk6WUJmjsvxnxBtbLCl1X57hqijBGLQ257TM23TGUKrPvDmzwyr+R7HSTem95XMc1W07pjpHaIyu7FN+T7ulluipa1wZU5CPEMmxHIuHYIx2AsQYMnVfgYWSnRUroogMHkMWBoKE2reGVjgCHPBtCsqwkE+Lhz3s3TccLk2Rmsz2+1u9QRbJ2+LPO58k3g0SgPAMc9/d+VUagjo6t8PZny/YFAuidziJTHOM8coR4gZI1W6rA8Th4pI3VNdF0YygNSJj1gMAYeUIAAWIQqRCTIkK6jFSh51+97UnkO+TKcYm3maRfN0junj8siwIF4AdtGZFkd4GDqsh2hepVvILe93hRKyv3V8awVGLlIfENGiLCbQW2am6IstQxIYMYDDXHn20AxpmGRl7gt41ClJWhgykquE/io543Ax0rJmr9y0AHDJMXvyrRBQS+vYV0wfVbXU+qaAxZy2VDnoRyHsXwqf9u/fAKHn7rL8dKg03qfc1oNWMSd+/o2RGL+pCZIgydkZWK0Vl2aBdlsAyJ4dui0YS5deEwQpfJKAQ8QqbpjIfDAZSpw0Lc63PzpT2DHzt0F8IB0DIEAo7AF1rLAqxhA3c3dBaf4BXnzwh5wCEBztu/bw8AhBzIaOY3Nn4Ayo8/pkvuZ+9PUkRrv4xtKuwQ5vsEDUb1RdP9rJS+wnecE9FZT6I3RCltBkUvaFlrGNBCxD7GQlBdACABkfv1JrcxZniszFzBQ9ZMAg8D6hFt1AXXd0i9j+IaRcs7vHVDzturhPRYqHoHxl2dg4X4mnsHnA7D+/Chz/yc+beMQhrZsEy8gASJxINUda2UI8cM+2xbP4K6pEdugbYrtS+1sxWb0rrfZH52yZs+FTvxD5qNvWFT3EDbmodHGbgyO2S+h9LkCkluv/bf6+UdDDqgeoI5zaMUPVcdi63DvawtwB70GlPL94OaY2JYjVXuMTLrG0hYxafmgkecnDwDSDrrumqVU3tybgZLsONfgdcfmXkH6ZbaYZpvw3YmNrr44mHTotnwriAcCPQe/9FLxmheW8vSlDP4l8QMN7Mtezc7doNUFDFV6XZevx7sn5oKMwZcjRdCrrxXcxmDBBzjmeuZtLuTyKz4LFOLfpPyPONzywpchgJDGpjY4aLcNggQukpzN/GVg0K9b7w2DHgMkUrsKIGrI6AKqDiiqAh0bcqeCh3z/YerIzx4H1fp8B0Rlx+FWtpfln1l9d/yzjwZY8DwyEThwPogPbeDAf1su0gwcdCxBp0wnMLJVP8urPmxVrQwrZQDlTzz0AatM+YNVArTyqc5cn8lspFeTva2jg7G50/vf/3489alPxe7duyEiePe7393lff7znw8Rwete9zqTvn//frz4xS/GySefjKOPPhpPe9rT8LnPfW7h61+CBkML7PiYjqullXAzAkqvBiF9sRoDkRlo1gMYgHow9IOkb9NIhLkdJLC4dSGfLwgW4GT0VkkAaM6IjaKPaSc//1k2f6hBwjyAkA1ITYVeyoj/DWHxn5Ohyrnk+x/z8c9ZJahNVd+5ez0GwgyA8NaHqeCBn19+xjorLernClZBpzbd7YfPbYNa93wHl9dfmeTSnZyFgYM4Psrvx1CJyTfXw2NKzhNXt5QyA5CBg28fB3RXFgs9J1moAYt9P4kxX7eU9N7KCGO9gKnvYFgbZslSsNHfIvT1r38dD3rQg/D6179+lO/d7343/u7v/g67d++u8s477zxccskleMc73oHLL78cN998M57ylKdgbW1tobYsYxqYOnEMTcvDUF5QkzfYvz7dvPjVy41qQFo3YKjqIzndwa50RX/DqAmxC00lENryTFow5Ww73cwWzNNQdI3YA03/0u/8D9z1RT+qt7nUC89Lh8zjxiZplW/wTczKVAZgK7+qTspBXOUQSnKwjLZoOcuBbQLkVRCAfSi08pCEZ35K1zRqWw6KrDou1QXAr7YIxAL1w1Nbcn6qP6REszpBAq7/wz/A3X7kOc2VCz7OAcHm8aXk9NYxy8npvCIB5gON0inHAYZBgomFYH6WH/ul3VZbRlOUKZ7nazf9QrwcU+CFaywBxyEo+9zVFOlvqi4/0z7IkR8Eg0hCg3/KW3Vo0pOe9CQ86UlPGuX5/Oc/jxe96EX4i7/4Czz5yU82efv27cOb3/xmvO1tb8PjH/94AMDFF1+MU089Fe973/vwxCc+cXJblqCBiIbQonwE5aWAmxk4pVkUvWQx8dzz2fxqiSaXaynhTQYMzfRGu7qAwR+zLFXojfaW9PWAhUa6l4M6TwTAgbU4u0aDT3kaoMOk+zyMUA9UzKGmTK+UNTn9n8dNM9jqTDK4pnRAhFHQwb4XrBm5j5RfwUMDIHRXXWgeOuBBFWOq3CpPWxPryBCA2dodWXN6/SNUoAcq8mVpOin6brogrrjwwMHJbwKHXHfRpG0QwLWjAB5x6SAWsUBD2eIjpY3UtOnLMFurKQqoQBo37BdDY1nTAIwGRebOa+wUuc2rJ9aCYM0/w+uQAQA33nijSd+xYwd27NixsLzZbIZzzz0XP/MzP4P73//+Vf6VV16JO+64A2effXZO2717N8444wxcccUVC4GGpXvCU6VonWbIPzGDR+B0L8fIK7IC0N/TYasAgzsfdVXwNc9zRzSCMPljTqOuCJ8nsH5x46oIgE/3LgRtN8cnCLIZ/ogzvrXwCHKwoLoYQPw+vfDr7Q4l0FCovsq9sBkxDWi4QPga0w+ljdoP+Vo4HsK4N4if+9QEVYaRYErN69wT8+z13RYmr/Ecl5gJ+yx7F4Q+u0fd59valq4hPrPGDdF6X9x70XOV9AGxVDKq97BVh6BYMlv15LZ2AiNT2eb4AR0nxPWvd1Okg61yU1BaaOWPHHf5t4E2GgSpPwA49dRTcdxxx+XfhRdeuK42vepVr8Lq6ip+8id/spm/Z88eHH744TjhhBNM+s6dO7Fnz56F6lpaGiri/Rjo4YYDEgKrVP0LjMYgIKmAGRiI3yv+0qSU3hsIXDk36FUuiOaL2uADMM8dUVkXEBW+yae2qtKoFDznaRqPBZWvvTHjF0BnOtLiS2k77nvP9KE8a02QhkwzHFG+HadCI82RAH5evwgFSDWb4pmrGaXTbN/MpllBqEWCpsu6eZOQnFKbs0AIaBtpoYoSr6YLqM2uc1QGAAFdSH7G4gyUbwlbHdJVzLU6HHHP0/J7JhLiEsJ0vZVlAfa8skZweqPeluUg5o/sw+Aq9fkhpGWTnJdn9rDuiWIMgAzobjUNU7Y8L/rS8Pcpyv1SwZ1OYsvClG9TsNx0AbEp/LzoOEHPvrEq0EN8iLomrrvuOhx77LH5fD1WhiuvvBL/9b/+V3z0ox+N/b0Axb06FiuztDQYmhPHIITgq7z5KyV04G7NZtrKlfLXAximHLsywdTRsS4AtfUg5YXets+SyvBWxyDZMmJZMFs+j8x0pQQzZj6qQ2fL+y75S1TWhMFbEYoFIc/QJZYfXPDhMNRpVXAktbkKjhz5lTL9wMeh1QY+5xUTHWuE7weYelr9XPqjfU8obXDn/pnwwJRktIJevdXB5/Gz/dW/+guqR5/PooSnvA/d9Eb5LqBuWBwm1SGoJi/1BnLxoDmGsMx8LLafE/l2xDRqN8RcS8GXYvuThfr2CJXhfC3nr4Hk+3IHy9owC8Om/ADg2GOPNb/1gIYPfOAD2Lt3L+5xj3tgdXUVq6uruPbaa/GSl7wE97rXvQAAu3btwu23344bbrjBlN27dy927ty5UH1LSwOTf8nzi4Py0nQCHJuDBfOlF6I3UDQHnzmDwiTA0ErnOtFrUw0YqnbCywjNvJjWti70rQ7O4sDnIN6kAA0P8YnKovN4e8kikct4i4HlqWIafD0d6gZKTiCWGyfYvtE232+4I5K+e8gzQki8v9ylakFgGYI0A+RYCCmWDe3DlvXBthq5I7uWh7TTYPDpsBYJmpGny8C8WAcz0855/L8r05n1b8TiEHL72xYHUwdKYrEkpHiEATFegq8p3jTkngiUVG56aRdIXr5/odQn69wt0m/6pJdL8QhNq4EJiuxsQY1GOe4oIO4guQ3E7oX1y1j/mODp3HPPzcGNSk984hNx7rnn4j/+x/8IADjzzDNx2GGH4dJLL8UznvEMAMD111+Pq6++Gq9+9asXqm8JGoiKlUFsGv8Mn+P3CpHdHNKW1QIK1gIhpq7NBAzNdCDGLwDVErDqGnL/hLacXE+o+ianA64/poAFUubMQ3xC5cTJPf6cs9LAV8plQCDUFDOKw+SZtvjm+XKbROY6kICor6Zoi3QajGLLcYZu/CZ9ZgBEDp4UICQNoUqiWJpJqWutAgseMphJnaiFHQjSwNkMHoxSDvDfvSjFVWEWeUGAEx73hHItoXRNhgxqFoer7mABB1a2acUFdOWFoLgimnVoamqL3mPQzpBUmXVt6IleS+cz2i03Rb7HMOXrnSRjgzclKLL3XYpvULr55pvxqU99Kp9fc801uOqqq3DiiSfiHve4B0466STDf9hhh2HXrl24733vCwA47rjj8LznPQ8veclLcNJJJ+HEE0/ES1/6UjzgAQ+oAMc8WoIGR61ZclRwNJBSen6YxZYfAxQsYy5g4DRN3yrAkBTpegDDuq0LpDCs+XpxsCAsA6iBQ6wd+//tczjyPt+SRxsRltEDCUkxZtk23aYluXxqTtZJgQ+Lr5sNCbmPqftqWGPbrPESeSxmvdCxQFi94TSIKiEGD0brUntUpo7++XoCgZBSJISiHvlqss4JwVgrbvvcZ3HEqfcovCPAIfdH2jLabx296cCBLjvnD1Qv6UfRfkzPdFVHzibLEAnWFRDW6lKejiwAtM00y9ADkqWNbFob9KHkfjOdSDeOwYW9TBhky83tWRu2gWbAhldPzBbk/8hHPoLHPvax+fz8888HADznOc/BW97ylkkyXvva12J1dRXPeMYzcOutt+Jxj3sc3vKWt2BlZWWhtixBA5MAlVsCaVBsKV1MiWNAKTs0ZDT+RlnSVtRbBhhGllM6uSUvVO0u/MGmYSzdg4tQlWu6IYT+GEARbB5s+Vv/8ZM44UkPi8kt4KGnBnTU4CCndcaPZvJ6XBXBXwxgBklud4j/ZQtVnm3aIlYYX1sxTY8CCK9A0oOU62HXRcvykAEPa5BSR7oKkqFyc060OpCC1X5gd8Wtn/hXHPeIR5krrvQWzXDNngqswOF03hzgwD0r7tIMr1bd+NuqtyhsX0mS5dwXRhYBptLdI8sw57kp4gNjlf6UvRukExSZP2hFZZkqa0N6FqTq9i2l9WzO1JKxCJ111lnlOy4T6DOf+UyVdsQRR+Ciiy7CRRddtFDdnpaggWieW6ICEw3FbRWy2LyWDK+UAVuvdMqQrDHA4BX6FMDAAKMCDEKK312Tz7N9FqrrqQDAomCBlXoPSEAHymJRkJWhbYWQMmfmgdmXz+nmJLTTnax1Ebsk0s1wY3864Yvha0eKNxByEYcsi1vNH0TqAog0Qwx6bQoYcuyDW3khmAYeFHE0rA5RKpUTpI8qiemEorfTlQwr5RnUPKoiA44QILyyYoPAoQYmtt78FUgW6EHHGHBAUfTcRmN20To1iSGVARqxLVGOCkXuoO5qCl+HuTeWhe9bZub2OoXY/Xw2yzTy/Vu3pK2iJWjwVClIKcqR8ntxDGWAEqOkrRUh/W1tE8t1+jKc5mVR+yYBhpw+ATCYNgRXPv0dkGeGHhjMtS6sByzwccorgxYBhAwcyqC0+2XPzIrFuhvaIIObVsUw5HodaDBlNwgaEgW4WWaAlVyPvYlPGxkIRJSxWBILAljDGADRDGAj2QYw6HFgS1wBD3m7qArkqEZNF+amkFGuGHYDKCqFHbDzPz4nWyNylaH0nXErDEX+lgMHUtZNYODk2/uJykJQWyc6X8RsuSmqv/GkmsFTvSBZ40GRWjmstQGd2Ab6fHYLTIxZG7YLN6zn2xEtGYcqHbot3wryCloVv+ZlJSptxZ3/ipHjlWh1buoWqse1x5VtWjc6dS4KGEKzDQ3AIMjL5szSOMS0ehOf0NgEyOWr0ndL+ezSyLKMMXZZKtdZ+pj5BNjz2/8bcakkUJZQzsyyRf2mTnN5o9AyRwkYZIZBAlaG+Ivps/xrLY1c6JfLz+gX81YGbtPMlBn0OqTIsMstLW/uC+1DhNxnvLzUL0EFyeTveORj85zrUleU5wD23jfBZN64qfexq+DOo7Lf+z/e3twMqn4XajkBKLE9Y1bFVjrsO1q/5/pXunLN+6c8XsZYvXDX52RYfmnyh3TzqnqdTPLZub9S55m+lMIHLlPG3zof7eNtQg0zyKb8DlVaWhoctVwJPXBg+FuDEEgWGnx+YPBLKxvypwKGVp2jgKEx+HUBQ8XrB38afE1fTLAucF5KFyrbWxVhrAOSh7ky1pBiC7fsxzCEws/NZEtCkiPEIKaMszq4k/6wULs6mlx6U8TKCvQ/1xMnimXGHmhGx1YJnlhWVgid5AM2FiIllDpIiM5wA/LqhTzLVReHWiGo7Rrt33RZ6EU3rQ5pVjtjpYIqCBIAZvtvy9cX/ejI7wf3G0J5VuKKk9KH67Y4pPSmG8Hch87mT96CQJNr0Xun1j3XdV1rhLlxjt/EQ2ghrSxZLgKVl9R2klXYY4Pp8aLqqOepKVV8BKcx9awN2B76Zrc0LEGDp6zUdPCL1JoZ6F+rZMWk1VaKDmBQpM/7QPgft8XVO2Yx2BBg0N0dq+9QEDAw1xHlmzZXoKI+F84r3YhFwELLVcHuCb11R93/HmUGDKqf+bMcCxJyO6n5mmfqJdmepEppU2iUZeWq+lqllqHYghkzSw1F14TUvjq2oQMgGIkCeYD3gexN8AD6CJNTGm2XRbB1Ze1LXUHuhKK0SS0F4IhvPY2K1cDB1MDAYSCgsyBwyO2j9KyQHXAwxF1QKfF2nQo4Wm6KcnVOqQs6bgo9abRHz/Pyz8Z3NbzSz3+TgCpgEmks6i/BNIG2k2IblrTVtAQNRGNuCQYSRaGmgnncEqN4K/M+enlWLlq8QFu2P0YnPctYHDC0gExrjwXeProCDAIwIOA8aeSZzZf8MTAHLBSzej6mGdkxDz3dgAY2oY+BhDLOUywEyWU9YAIpsTmkSj6eUKSEFKDA6QU6eBARR3kGETlEgStLA3eJno98IYtMvR2QQVkXPBBgkKTdSg+l5ZWCGLA5z+pg7kRjaSZBhyPv9x1G2XrgQDXQtXB6+n8B4MDYpkp3it0o/8bsH42ucJdaWRICzGNSgwn31/JP3/QpkwMLuZlqbQBMmZLv2tKQxW0y1LQ2bA9tzuZOh66l4dBt+VYQK13623VLmL9SzlkBN+RZ7VJ+1lXh6pSObJKxaYBBYLaDrtsZzDnz21/oHKN8CEnzUh02BiEUvtT+ln9dgYdu/czbKZdjZN/+3j94Xx2XkOMQOH4BplyMGZjlOIKVFEOwIvEX4xpmWBlSjAOlc96ivxwzwfJMPuUNs9gu0XiHWS7jYxRKrATFRgwqpxMDIS7+QUr/6j3z21mza6i1nXV5PmycBFxeE3ym57ECsSnO5oY/e0/jGQ/m2a/elyo9lPSJMQ4egPt62mOJdGUa2cqjchVUMT+I38Ur5PKdyYod96ih7prsFtOaJ0YG8hd/pc4rvsTyZWCm8uJTWdee1vEW0yzIpvwOVVpaGpjyyFaAa37RhvoFaQ4M/NfxtV0W0h9EpgZfYQOAobl3RHBl6zybHlw/LG5dEJPnZu+qlDqWhWKVqK0KuXzi0zFoYJnUvjS8WqDi5AClDb3zQvUUaEo8Qy6ZZ740hfc8qW51M0RLQCiWLz5GmeVrNLv7+HUqg2KB0L+Zw1oV8nGaUuoM3buj44xWd2BMXGSByFyS+HpWBz3mKX26TuOu0PdnKN23bosD9cNCFoeArkvC8GZXRP/jVlU7mCfYzb7UjVDq1Ax7fX75Zqx3bAfJFNtg0lAeAiH5VLXZoCpbglyz8kWSrGxtKMNFJm9t2E7k8E1MS9BANOqW0DSg/v6EllMlynlG4boZQyNiecwl4QHKJFcFgFHAYNoDLAIY2nsv9GeE3dgFBhKqNJKs9YCFMlgRWCC+nT/4PRgcMDGxD1o8H1t3hHAdsG3yVPEtQLmvKMWHe2m2ugg0JaR+C0HsMYAcxyAFUPQAhAIHHb9zbhrFR8GDtkkz1K+h+QQYzM6MSTsKX28GCME2zM3YjLsiAMc+4axYj78Tgrg3gcAEVHaBwxCa+ziwVm8CBx+XwJdiG07uhWKO9+6FtmtD8zrxDQ05rXaXzvGytDBsP+WBLo0ZobieYIBI7LTudymSML7uTB6dMKig6gvv1tNsE9wTG90c6mDSEjQwif0b3N9WmgmMzMq1wVvlpcG9af6nc2pbF1w4Pgt8NgMw1OBgEmAwctzKCB04nXUhpwFkqoYDBOymcHlkCs98sODj9s9/GXLG3UeBQhs8FBlM2iZtc0xzyn0TxjPeEc60KCu3omSLTij/K1gwxzr+SlS4IVgAEXVArICtD1m5h7gWP0iowYO2hGegSLKTVSDQ/dONo9jqoLs+hqyMVAhrPhhNzMDhji9+KQZDwgKHrNCDBQRZfNW3DeDACtdoXgccxOhoqwOFLqVFFRKhdLg8r9RdebZiEHbLDGXjr3598Vronjbk0u0rZNopNpNPM5+tI+aZB6ukCcwzttXEX6nciIxDlZaggUnoUc7KUWweK2pBlceyKsXfyzOK25Yx1gtXf9NVwW3pAQbX3rmAofqypwcEgM42asCgoAAwgGGedYGU96JgQWMbfLCiytj3d5/AKU96YG6i+vuVx7oaLEgw7UjHABxPKd/bDXLe+NYsle5boEE3lAvLoCLbR9SaYNRwARH5mMBEfsbVApFba4/yT8d2BRoGPCQXgwEBNO5LqVBbVVsd4vNXVlh4TUYaqgEcbv2nj+OYRzyM+kFM8azQFwEOQQyPAQOgZ4Gus8k7ujpic9wUtWuElk5y+WQlyLJRwEBlbYg3tzxXfJ1baG2YtJJiSVtOS9BAVCtS1SKJwf3dkFuiSrN/m2Xd8boBg693PYDB8Ibyl/tpSIMKraoQFH5vXch/NQ9lAOaAuzZYKOUHyXcn83kLwuDOu0swkWSler0loWVZkFKwyptK0kiL46yOwkhKqsgOyRqQYUJSAlBAoIo99Q23KgMHZ4HIfxtlc17sIVJGSQGNgIMy6Gu5EatDUihdd8UIcIAqUHAaQYeJwIFPeB+HRnZRxK0m8inXDVbWMO6GCjiEwtPOm+CmqLaeRt3AACcjJlbXxW3lz2frjVTiurbC2rBNtAbB2gYr3Gj5g0lL0MDEipT+5mPhPCllWorYl3HlxmT3AAO3cxFwEXw5wxOqNk4HDHTOgCGd19YFGHBgFD+V8bP+VlyDWQmAqGEG4rM8GswYz+/7y08vqyRy3zBQGAcJ1cZRIDn2NpXrp25bD5VxPWQQkPsv85RppypXVeaAAoFidyh5UaxO+AJBgwCJX+RLY/UsX0nIyoSBReD4BSmWBTvMkzLgznHAosAEZSyWgiAByAo+NX5W+keLnPwTz0Hefprul7E5TAAOWanzs5+Bjr9HqCwArlm1omYyeYJqRi2O1+e1ZJs86v/ASZ0vYTb2XggCjC7BpOdq26wN20Tf7O6JQ7flW0VZ6Uk5T3/X45YIJk8qhd/8NeRkWULvJ7XJKv2izAPJGgUMRqYDDDIBMJhraAGGkNIDLbcM5meWBcLl0ZbEcWmgroCYua2WY1m7zbM9v+a3/8ItrQwYUJZRrgxuqWRatrhCyzK1rQMCBm2TpKWPvGRSgvvNsCozrA7zf7le/3PLLfO1AxhA10Rtiksv9dp0SeaMrhOmnC67VL68zDP91dUnQn1ntqSm+2W20M79jlJ+QE7jYNlsiaKltaDnx2xHjpiOvD11zPvq2/+oPNOwz6h/n1vgvXrHzHunwMzxjryb+u6uZ9IQWnno5GVw5erLPGKvs/XXtTWIy3T8k5Zgmr+uIj+OolGe0+DSGslL2nxaWhoc6YtRvdQxOZ5D3AtKeU0l7tLGBiqMvehuAGrIwxDKADJWtwcMma8BGGQCYKB0celm3wV9t+daF+a4IiQqamSQgXJM4MJbG4CAA1+7xbklCKhoe8HjlbUWtFZVMB9bI7SMoYUGt9A9U3dCaklRYgHQeAS1BogrH6DGe8llS1yDc0P0frlM5NS6PJ+2z7hpRCew1pZgLlTSNYVSvu2uECpj5vuY3XRzeY5nEy0OebaL6l5xFWoRASRbFvxsvzX5r9JoNt50JSzopkBLJrcddX1zrQ1kOdDTlrWhFMk3uJm+NdaGhV6sddMaNu5eWNucphwUWoIGpnnKGu5vS4l388TK9vyd+rqAwe/hACD7sCulX45jfVsAGBaNX1BFzgragQKOUzDppOTB5wwWDCggGQCO+fZdWMk8wSj57AqhbvBxE+lOGqCRSa8HltY1xPCz0pCTZ8/qa6aWZxeDhC6IyOAy1ABiFiSvqijSI0iZ5fqi66ICD+iAjFSx5DalNmRFHooSCPUKi/UAh8NPO5We0YnAYUBcjknAoaX0y7EFDgwGDCPd14rHK3dQGgMHwDE5+VkBoxR29ZS/WjGVo5gECzJSnIR+PhuNtrAS53b42ATzl2SxPKZWbEOLcZtAwze7e2IJGojUbGeVpPubNR+ngRRpnbfofgxzrQk8COb6k7l16JRTebrTI8uSLQAMiWdusKN294h1wQQtmvz5YKGKgUDArsfdN319sqQboJDBQcOKoXy+DJgKcFDZYL4FxjY/2VKFWXRGUQz6f7aW5bX+UmIZGESEpILFAwjd8CeWm0GKcg7ASnp+ZgFYQcwPqMEDUMb7mbkIUma5XsAs5aOebAEHVdXIKp8Xm+aSOOphD4ZBShOBg97fJnAgcYadjg2v9gOllfcR7W9ReFDAWQ6cME7qraYYtWRUQZFSGg7YC3IXu6XWBmlYG7RqfoRawZFbSN/sH6w6qC2/8MIL8V3f9V045phjcMopp+DpT386/vVf/9XwhBBwwQUXYPfu3TjyyCNx1lln4eMf/7jh2b9/P1784hfj5JNPxtFHH42nPe1p+NznPreuNo1ZAvyqBx1oM08rr6O856aRbMAC7LqO0AUa1joRSj6YZ4OAQeAAQ0ATMAiif5p82FGxsp/bWiHUd+794ewjVz+/iV8gSwJvk7wyBPzbG/4m+/kH4mE/f4knqGMBsh8fxZ8vxJtjEswW0Lq98wwDyi/HOKTfCup8bUuJudCYh5BlckwIt0u3v16REOVTTMYKbTkdvzxtYxpy7AP1Fcc+cNxDq+8Hvo/uM98KqPynuUXKM2TiXmCfjwxU6Xn0cTSQgK/9zz8tPJqun3I37xw/3/wOBfO+VPEJXN69w633sGuZRCdN3Pjj2tGKS6jcqY26y1+xvCrDy6L6c2xDd9yiduZ8W4/9S5W0eJj0m/X5hi9pu+mggobLLrsML3zhC/GhD30Il156KQ4cOICzzz4bX//61zPPq1/9arzmNa/B61//enz4wx/Grl278IQnPAE33XRT5jnvvPNwySWX4B3veAcuv/xy3HzzzXjKU56CtbUFPUdjD7Z/PhsvYHNggJi8fIyJg8W8wad17Mob+S1wsB7AoAO3GzDH4he8AoCEHOTmrQRNACCq2EjxSR8saPDiCinugQCNBjBagFD+loC/qIQzAEk8qznYMSp8CzqCBQOaNtjfimv7ytDmqcCFBKq/AILVHNxI/QJW5LGNyl/AFAOIkO+V6Q8DtCx4MKAttYHvtQUxgZ4FBo0WUIhEgAn+m5+7UP7Sc1kBB35X5wAHv2FZEzjAvW/gv6HOH3ufMSGN6wQBB/Tf9ZyW+8COa7XcVlCkNMe4lkLPMriO3A5Xt0vP37/wdafBowAlPwDb62gjjK2h6Jbb2C9sY3s3mw6qe+LP//zPzfnv//7v45RTTsGVV16J7/3e70UIAa973evwile8Aueccw4A4K1vfSt27tyJt7/97Xj+85+Pffv24c1vfjPe9ra34fGPfzwA4OKLL8app56K973vfXjiE584uT3Nl1TN/fkhRnkhgfqFNS8ulWG5Y4NJK80NJj2FXrXJ1NkCB3W7JwOGPCucAhjmuCNETdnWDeEDHasVFvmcZGQFCeQVGPlWRJ57/uCDSalpveQ6yZcf8lg1sEsk1cPnfMvpTswdGlp7OPgBxY+XxTivrQwmL7oVynJK455Q14SoEyFgSNLUzVBiGohPEH3a5LJQF4dG0q1IdEME6oEgyO4QTc1mbLWAa6wDQtyZWYDZDMlUHQFDCNpboR/noPckCMIs2s6PecIj4YMjs29BkOUVpZYcFd4l4fwF5iyg7E+Q5LOVH+IK8C3ne9tySYyluTYaN4Vrn9m7gcWyy0LvS2p79V0KODl07+vrSDde/0iRb6492PTiwqjzSjltaKf+Laale+JORPv27QMAnHjiiQCAa665Bnv27MHZZ5+deXbs2IHHPOYxuOKKKwAAV155Je644w7Ds3v3bpxxxhmZx9P+/ftx4403ml8mVb6keGtzPipFPuaysEp4Tho6afS3gIORlRJ8DUlZVzwOIExfVtkGDMa9QLNVCxjcrNLNWou5Wk3uyLNXu3QyzWYzMLBuCDan8+x5RWa446s3p3xyGbhZ+WCsDpEnz86N2d79MMvuAb9sc7XxU3fDirMatPjMckjEutilYGb+rr35WmgpZ3RllL5fGUKxmEhpD/cvW0RW0lc/rduiZwWaFbDn2pwDYgV5aS1/nRSAeZZKbAw9V/p8pudWLRNr+25qPr/2fSatpOfNj8XVLoj2+2bfyZZLY2HLo0nTTumMUXwtjTRDuR2dJZidMcjLmmRtUPglLj0OEP06Kn6udxvRwpIA3IkCIUMIOP/88/GoRz0KZ5xxBgBgz549AICdO3ca3p07d+Laa6/NPIcffjhOOOGEikfLe7rwwgvxK7/yK3VG96UQq6w9v16DGQjcC4KJgwMPBHBpRvHbOIYK0Dhl30vfKGAQl5aDCvV8UKCQ0vO5tSDMtS5kxQVj9jY8DcsC5wNR/hf/+pO45xO/jawTJDMf27R8rd6ykGa3g86iswXC8fD52DgnlrcZCAl6RtJB0FpopphO099AfHE+PUgsP4OUeLV8LZGvBEGWvZM0Vk0neLMkf5YeErVxBCntycrSWR30A5RFvsBMe6kHuR/jrHrOyopBcMuH/xFHf89D0g3x030hec7CEGJ58FcsA+z3JzrSujtGtiwDes9kWpoZkxqrKUw76F5JuveVtSFbEGy3r9vaYP6mNkppS+4MdxnZKpNFUG+2AiJzNhXcJgCxGZ+2Xn4aexPoRS96Ef7xH/8Rl19+eZUn7mGIkbrjnT7G8/KXvxznn39+Pr/xxhtx6qmnxnKAVdz8l5VvJw2pvFXAjndqmquHfz2/qQECHjDkOoJp76YChqZlIabrjo3DoOWtUs+WCs1LxzyL1jxoOgrY4JmskavHCPl6GJxkH35uUwEeDBLKskzvoij5kvqPb0nqZayLxB8UZ0RxMDgwkczjIYGBPH6jKFhVk9k9IYKZfm+CFJZyBgUPEldIzEItU3lnpJWiy0IHfgIYQQApCmkWBINeW1JEAlp1QQABdN3zgAPS/cgXNAIczK3SVRZ6kUD/WxGs7FSHDQGYSV2tr7LgIpvmm9UCHJ20XJwvU8lfugMiZSvwTlul8xepX8SupCj1poSk5EsfSkENAhT0amXXQEQINNHxNtDaJnzlcqPlDybdKUDDi1/8YvzJn/wJ3v/+9+Pud797Tt+1axeAaE24293ultP37t2brQ+7du3C7bffjhtuuMFYG/bu3YtHPOIRzfp27NiBHTt2tBvjFbDVChVfW8lLU1m3wIQ5b6XReQEHRZHnV6X51UoqAz0PRvZ6YxjmAQYhvmp1BAovB921rAsDgQJV8mxxWAQs6KU89ILHwyy5VHkOFMQuqmXndHMO6N3IZc3AXwa1hppqUm8YDPRfub9lHq5WhwAxIEJnN8WSVQAEL6sMSPsvEDDIMQ1B8u7NannQV0RUjsTlmAWURLYZomVhBsEgZeknQux/5QFdx5BBhV6z1SjzgMPJL/yRtPdADzhwfQp9YIEDpwlxsrLkm5P3Ogi57/P+B4knXwE1KU/aVaFiXtr8vRssYMS0JZj6V8tuwNpQWQmktM32fQOf5IaH3IYWcbuWtPV0UOFOCAEvetGL8K53vQt/9Vd/hdNOO83kn3baadi1axcuvfTSnHb77bfjsssuy4DgzDPPxGGHHWZ4rr/+elx99dVd0NAlp2gDrPLPYxYcIOBr2kq3BACOYzBtNm1AUfjmuuzL6y0OTcCQ0jcbMNj4BAYDbjWE2yK6xC1YP7+6JjQWofjUU2wEykqJf3njFc7v315tYGMA7EqJvCQRdWxDjs+olk2WXytuoRvzIDOsyBp0ueYKZrYe/qH0gZURzGoPv6rCLi+1KyvyMs50P2ychI1NsH1R4hg4BsRvf83PSSkLk6dp/Jzp9tMabAtB9feGd/y/4BiH8j7o881pLRBN77o55nfF5bfKjciaZ72sLI2oj738Xjvstbq0/NL6tEb51t/cVhvbUNqosqUjR1C5GBp1lDySt42xDeqe2OjvUKWDaml44QtfiLe//e344z/+YxxzzDE5BuG4447DkUceCRHBeeedh1e+8pU4/fTTcfrpp+OVr3wljjrqKDz72c/OvM973vPwkpe8BCeddBJOPPFEvPSlL8UDHvCAvJpiMrVeSNRpYy6L7svVeIlH3RKchjqtWX8+Dv1yk34EGIbNAAzWimDcEXBKg5RMbV3wrohiPVDLgSrDYlmoXRC37b0ZK4kfsHxWbrFYIJ3ncc9ZFTRmQkx6aIyBi0+JSgt4A6PaTaFugZB5Jc0cQ645f8kScXYe0gDGM9IQ4vXoCgk1ObPrQi0PaqGYkWzd88FYHdJ0UK0OcH9n2oDUx5gBgwhmCGUmC7VUAILYpmGIbpVs9kaxNAgC1r66L3V8dDUEndKnNAzawKIs65iENA+2fwwfGSGM5WFefINJxEgaTeSBtrWhmnELydB6pVgOslwqtyFrAwOwlrXBp+v1JPeCab9wg2OH1S6NTr9tMekuKhuVcajSQQUNb3zjGwEAZ511lkn//d//fTz3uc8FALzsZS/Drbfeihe84AW44YYb8PCHPxzvfe97ccwxx2T+1772tVhdXcUznvEM3HrrrXjc4x6Ht7zlLVhZWVm4TaNWBsAqV+KPx9JIq/mMnE5ae3ZRZjdNEEA8NZCxMyO/Jr3k9wGD5o8CBrHgYBQwqHJ2M3Qb8AiX3nNFdPIIBCjf8fc5ySh5dmVYoKCWEZhz77LIAILr5gG0catB5Wry3KH8TwMutzIqeuei0CWSmmYARHE1RFdBCYgM6XlfQVR6A3RteYgDpo7XQsoTA2YqJ2mDFRR3g491UHeE1gCJyyyhimiIujyDjKIxSuyDAocUjyFSWqPA4fB77DLKSjmMpm9o+/xlTChrgIlvcMo1i2OFmOuNjDaN+KgvWYlXaVTUIAh+TMSIr+IemA+uDqOoTeNcXT7dgxtBBpqmiYLy3Qiv+BvyCqigdrW+R5F3O8WStoEkhG2MILmT0o033ojjjjsOZz7j1zDsOCK9ZFKUr8YLgEDEgEp5V7EM6XjUJDmWpttEJ+Vcp5V25LYNblWFbmJDac3ARzXf5nLphXc7Pa4LMLDSbgAJb9bPMny+AwDGLUFlAC5TB0nesvfruMvOozJAiN1kLQxqhdCuzjKS/AogFP1iyinZ8WyRV44ltiRYUKCtCum8HJd0KDig8jPNT2X0PF2tSY/gQihuAUBK129WzMKQgU08lyI3lDaplUPTcz63I6T2UzmTlq47xj0Iwiy9vwG448s3YvXE46KlQ/PT39TA2Md5g4l0p9K5KF9KEyonoZQpxyXdptXl5pdB3N4ZjqeZFmzaLJUfqUMtFDJzdSPJY958/WEOb5IZbyrxBVtvys+8oPNomip5gc5n+cEtACKlrR24DX/5L7+Jffv24dhjj8Vmk+qJ//yBc7DjLodtSNb+m+/AGx/9ri1r61bSoWsj2QLKzyIDBhozsqJ1ACKX8WlSlzHggHiaaVRnywVSWTRY6WtdsGn9lRKkllT5bhJg0FgEobX3Pn7BL5sseyXY2IUBKH5zOJ96krlKuzL6uIdBAj7yG5dX8QWlLbMsy8cF5P0WaK+DgeIDVqBxDDbOoIpnmPBZ7NXBxjT4vRrMNtb6c/XZ3SjL+QAXNwK/XXbZIbIEilrZA8U8mL0etJ90N810P+tYBwsIzTNgnh0bM1GeMZjnLALF9BanZxECfPUtf5KfX7jnt7wHdCzlmR99d81xqPkr3oZcek8dqrRjAexxK63hB7NjhGtPJY/HFpVXpdX9UbXfXJdQW6W0I5dptNnJCPna0vhadRTx9rM2lZYxDUsq1Ht5MzBArcCJp/mCo05rvmBo5OWXOtg6mgNaaACNYOTVLhIPIOhXfUsCkwHDoGkJMAgSYKAZ+jBYi8HglIIqMwYZqnzG3BRaZqC6gGIp0HIrqrjIqiCwFoWy/DLQGBpMd6nC4X0ahO4jxzCIO59LScbMPSjZFBt0EklWhPRpyvysAtmcrzxCLZkFyS4MLR9El08OEAnZAgCUcX4Ar7goFgM1d+tkWBCi1UHBBXQ/h1nlrgDK+6Jt87EMMVPThUpQjMOsrKqIbeYlodqDFN8gWmP9QrpPWRU++6d8Z0vTAnFrxRLry2WoauXLraCmtdLAl891isvy3WTalDKEZGu7XRfn9oVWbEO+tBzbwPm+fu+aKHVJfn5zp8LJMLK0/aaXtpzCJnzlMhzCO0IuQYOjeVaGPKgZpS45v6mAWZ5X4vS3XW9R3hUA0fr5y5Wd+lXpTzkWksHR6Fm55vNQqpoIGOzqApsmaOXXoID5wbN6AgUeBLC87/j335brBqgdSXVad0aRlY/1ugggkOE/txe5TJ88iGjNpIaKJ5acZQlFFXJeHuAhSSHFgZVjGDQ/Kv6ilKISmDXBw4DIN6TxepauN8+gBBYgSAIIaVzPmy1KtCxrLSsA1lAAwgAUYIESRDm6CZQDDsc+7rvy/VEgEfLzIfHdmZU6rCbT/g42vkHjJ1gpKjBhRco3jJS5v5fiM1gun2taR8H3NkFqAQpuVx+MpKfDAZSqjQ58VLzQOkpAJIMs93hXgMN//bJZj5OxpK2jJWhg8m80K2Y+l7pMpdDp7+Q6Gop+klvC1yWo4xg6JlTj0nCmW7UKZktDCzDQeQ8wDFTOLxXMgIOVv7EuIJnTywoJVczW7TAjWTDySnBjzFvbf0e2RnAbGKS0gIJ+tArUBraelO7nY74vY8bVfEfbKXSDFSLEYEJOL0AiKvYSGxBQ4hgkPQ+68l0tBXG1QoxHwATwEHFAlKPWEAHyHg8ZgFD6LEjuY7MnQxAECVXwJKBApGiGbHVwwCEeCW3sFjC74/as1wTIOzoGvR+p3tFIxFD6CwHV/g1lt8P2bNemRrllto9SR7431JTEl2VYPFNX4MCBASXBFZECLHM6Kewsltsn5Xqz7PpWUFoCHpVipz7uAQ7/KuR7MbJD5DbQGgRrG6xwo+UPJi1BA9GmWxnS8aiVgeuATyuKvumWqJS+8gbzElVrz/UlZT5eKaGDkoIDvURXxvqVNwgYBmspaLsjakDAFgv2v1eggADBp97zb/i2J5xKYEHBSFH4BbCE3EYA8G6P8rfcMx4Oyq2xg1xxi7RpllFqkVvgDN1b1SLpmIFEcT2UsuVDUwUIB5QVFALBgNkIeJC05FFXUsTBf4XS1MLgrQ6ieWEAJJiAqtBI53ej9EcfOESXCVAcEYKbP3AV7vLdZxTlhQQS8oUriCj9aN6TSkNn0eaYoYtZhskKOCvcyO23eWbRRtlzvdS+PFunbli3taGqvAiOK0lYHqEITpu02ZMDFyRKjBxJ1RCgGKXGfdoimoWNbwM9m3s9d15agoYeMTDg84ZGMIO42L9Glkuz4AMFMKRRmgd1Iz/XGyo5TfBi6iXAQGkKEkyaAxCQYL4l0Qt6nAYYimvCxhvUVgT/RcriirDWBRPToMdZOVsQkYP8MtiAOVc5QL2yotx6q/hzXANZKwov3/r5Foe4/XLNZWoPESDovgtF2cTzFQc0Ik+Jf1ALg5Yr1oc+eIAucUzwYYBgLc2c472fNa0OM4kWoyiouCv0eVnDEOsj4KAuCtUosyx1DDjEbas5gkFdM+WrGH676VYvt/q+AIJ8PrYMU9Oc2AoQGOXrmhCc3JSnIKTZ5ArIOEXNbIJJu0S2gIpX/C3lHo1Eav1JCTpuJdCU0VRPbm5r6bzi6hDXqCVtNS1BAxMpYJ7l8AO5LisDrLwKpDbKTnJLVIAAc9wSod1WQSfwsQAGG5C4uYChG78gsyIT7dgFn6cgAyjR9AwWBpnh7F99WOZhsMBWhR5QUCABgECJBQc+rgEkg/nmkQ+VMgAgz2YtKEAAZlJq0xl0BAUaFFn2XYh7HCQQEOaDhyGN0YOoWyIq+VkYsosBaTatG9jMAAw6Y6VHLsoEIIIVzBI/A4e4udMYcCgKuWg6LQcIdr3w6WVmT2CiQAgB6KyvtbWaYOMbpLgpSvEG6GBFr1pc3RStLaalI86J3hJrgyvHwCXLSm4mCzDmbPbkyYGFAlA43RUeASjbBRxmmxAIudHyB5MO3ZZvJbHSTUlGiaPOzzz018hixU9/20ClvGwVeHEAIIDlWMTd2hK3Ag9Cs2UCDHm2nEEBMkAwIEK4WcGuklgHYLDLLJEVeNkami0SwSzvM598Tn/LNtEhbcUc8OHf+zjJtVs2myWWBB4yiIHyrJVligg5Lf5s+RX6XLZfjjn2K5/AtnJKfTNTn24vbdJNfdoOWgKKxpLO3E77aW3uyyEBEL3+vGU3uP12yawCLN8HOZ2Wa5Y4GZTnBcxvny+7HLOAk6++6/0G3Oos11rR6D2gd68cO6XVeqf0fc3vsnuHO3xVmufN77L9m65kens4n+XmNkqRz20GYEwaXk7rb6suHlNVnq/HUZ6Uza1H7N8tphlkU36HKi0tDURdK4PY/HgsVb5/OSsrg5c7oR74NpG8hd0S+ldKWh3HUAbU1tJKncHndNDgvQmAwSqTIkeV2KjlQeuGlV1iFqLMG6+7OSpEtixkRUNgic5VPmAtEvY2ptlvTnSzYcc3hQINhDpfzlLyrUyzXSk7JerGS5KtDsmikO6zbgudZ/RBMBOyKmDIcQ8h9d0sPdQihT/3B6JNIq6iKLEOQ57FRofGWjof8rUMEKS175LcEiG6Z9bSleryTmNxoNm/9kGcSQsYCN+x56v5nvCqB72mOCFWQaGsruCJLvW+1jTmptByPLOvpQC8PLYZFCnEv5XWBtduP5P3botiDGgsv1SZuV+L5WE0IJLdDKHTDgDmk9nof8RqSVtHS0uDJ/eCA4tZGbpgQNAEJbX7IlT8tYxQ1bOQWyLVo8oxN3so4CAXFU4L8cM/pOiNm8KBgsmAgWaZHjCs6EeaeLZqLA/1LJbL+Nnzisxw4r3ukjd0yps0kRVAxM7m7Yx8zVohMniZEcBJFgn9ZQtEsURM/7lySabpE+4/ROdD2ZhqLW/olNvf2dwpXusaWRV838WPXqkVJPcDyVCrA+fxJltlQ6iQ72/pNwKboFgWSbEP3Ga3QZQ+W/pca78cvvukbGHIH63SZz89+AUQN94X/+7k99BaH9p7qZC1oUaO5l0Ons+/r9i4tYHrruRKAajVZARANikC7XryOcnwvPS3l1/GQcrwFoTWWLuNtBZkU36L0Pvf/3489alPxe7duyEiePe7353z7rjjDvzsz/4sHvCAB+Doo4/G7t278WM/9mP4whe+YGTs378fL37xi3HyySfj6KOPxtOe9jR87nOfW/j6l6CBiV5ePTcPeX6wWavWvE0wgAYfn6cBpPUs2Zc4VIBifW4Jn68gAgVMkFwdD3Slg/JYEzGy8p4LGAhsrCRlskL8DAg4ENK7I+xOiKXMamVqL8rsu//j6U2wMCRwkF0PHaBQ4i2S3KTID0vKnXeZzHKgslsgYuQHW34wYIfdEH6nx+QqSD/vyii7Q9K9ImDFO2CWL4WqMuevXBYZIr37Fq1TDOaEQMI04KAWLgsS4mPMaeU5HyTgpHMe6Z5NkIutAAZvXdsUNwWcghebV4GJlgJ1Sr9pXRQ7zpS67WDSdFW0dFev7a22teT0ZArbBcrAElxS1WbK743P2+WaAEpMw0Z/i9DXv/51POhBD8LrX//6Ku+WW27BRz/6UfziL/4iPvrRj+Jd73oXPvGJT+BpT3ua4TvvvPNwySWX4B3veAcuv/xy3HzzzXjKU56CtbW1SuYYLd0TPWq9pJrefUlrPj/7qKwM/qXx/I0Xd9PdEjxgUn4v8FFlDDSAM6Co/dUNwIACGKyboigK62LouSNim3U1BCsqVShZHqIy/fMLrsQzfvu7y7WB609uEgTqVjV3s8siKjEQX9nHwbstmII7Hyc7q7QQNEBoBYXk/JgeXRFkAC/7NEjIPCJpT4cgmEna3ioUk/ss80h2T7DLIrslUD4WGa3uuopCoB+5gsSPWK2FeL/WMOQASeRVF/FDL31XhQZHhrIBFGKl+sFK/YBVEMGe3/lj3P3lz0ptYnN2jOjXtMAvoqibIpQbkO/DiJuitekT8dONg3VJlPtDCwTy2JDFqExyFeQaxMrPVbKchhvCuEHYBSGu+c5VUeTETOsiqQMiTS+QvJyQ+3rcRUEdi28mF8WTnvQkPOlJT2rmHXfccbj00ktN2kUXXYSHPexh+OxnP4t73OMe2LdvH9785jfjbW97W/7688UXX4xTTz0V73vf+/DEJz5xcluWoIGoh+jtwE2DSEdxT7EyVAFH4lVCS3bDLQGb1t3ECUWGAgMVXwEHAxI0jawJDBT0HGXmZzdNargkJgAGDoT0wXVRLlkkVJ6JXbAARQMkfYyCthWwYKEV28DLMFkOAwFVJ/Y2rX9Q47J0xwoYqMBCARFDTkurCVRBJv8yEs8sDCnWYa0CDxFsRXOqiH4Ge8gxEbG/Z/CxDrpbZKxG4xniqogV6KqJWdrPYcjPS15o6YBDBgepPenbmLqIM/4fkgtiBvgYA03PsQwoPFlByoRlmAYQxPfNfg2z0tdWoYIUfEuhdxRlpcQB25bgslS5i+XL4EB5q8baig1I4FUNlSJvtN/Irf9O/WR2do3M3VZ6eyjvQbJBGUD8CBbTjh07sGPHjg3JBoB9+/ZBRHD88ccDAK688krccccdOPvsszPP7t27ccYZZ+CKK65YgoYNUwM4NAGC8tBfw6PAgAGCl9Uos14rg/koDlBARgtI5PIKDChLLQo6FjJASDxmto8CJLLlIaX1YhgWAQycrjN8NZNHxT0zbclxBYavtPNBP3D3BDBCfR2wVgU1+QMMHIoyL39rcMBLMTnPbwvdo+AkhqLuaPzkvRhqEKEbPA3mHBkUAOo2sOBBj5MgrIjWFOf6ceBM15P6Y5YsDoJkGQi634TSLAMHa5wtyyxX0rkHDi0+3XJaSwQUJaS65ITvexCGIaTPbgNqKYmH6f4QiMpWB+gc1k27FQlVFohyP8yLq++fZ6RZfkENI9YGDyBcs5qWAaE+oXKmKdwOLq/HzMr1Urm8/NK1M19/oPIinU9mI49DVb3c5HxtWsilbQMFbHz1g/bAqaeeatJ/+Zd/GRdccMGGZN922234uZ/7OTz72c/OX9Dcs2cPDj/8cJxwwgmGd+fOndizZ89C8peggamlmIm6gUJGcSfelmwnP+T0xkZOlYIPtk0KEjwYYH5fjiwHEBAwIOuD8qg45wZoBT5W4IDyNw4Yin8cWcGzO6JtkWBQwe0fMMNhh0mJSzBgIfYZL7XUPF49ka0QKIMfWzh8HlAAhNI84BAqCXFwzseiLUGuNeoGu6GT1qufph6SX3lGFoUoGxACD/G4rLgoro0ZpLI6uM2bggAyQL82HYUPqe9mcTMoUmyR5gOHCFlm+QNYChzyo0+KI2+0tRrrHSQQeLGV+w2fVCGOuyn4Xjlrg0TAUfqVeFhB5pvkgAE3z1sJqEwuT2Uq9wEcbwOEgLMVBCB0gIhWVHWja2tyUaSezZmta2tleD4GH7nKmLjdLorN+Eqllr/uuuvMp7E3amW444478MxnPhOz2QxveMMb5vKXLden0xI0eHL91wUImkd/jQwFBgwQWL40+OnYzDCdLAYnmUdftE5boQMAzX4NcFALgSo/KQBBZ9o+8FHL+9USGTAMxQVQlPZEwCAhR/ln10JSHnk9v3NHlEDKGbkjQBaFCCI++kfX4ozHntwGC0JtRrn2Fhjg1RwFPFh+tkT4O9Z7Vcu9d6Ahnc6oJUG1ECKo1U2b+GNVsV2qHBUUAAPWoNaHmcShPcYQlJ0eCziQxAsCacXqkGfwWdHMIBJdEoNIOceQ4xqGEeAQQUKyMiTgsoIUB5GuT7+cmWlAsSgkVXXDpR/FMQ/7NhQ1DhfLgKzwVUmabaarm6R56W9Lcc5T6JTPenjM2uAejEnWBi1vlKrU+V0g0QAiuTmV0m+k+T4Jdfqh6qLYLDr22GMNaNgI3XHHHXjGM56Ba665Bn/1V39l5O7atQu33347brjhBmNt2Lt3Lx7xiEcsVM9y9YSjPPNqKN2cjjq9CRCYx8kKOX2OlSHx1PJCzZfzQ4MnOEAxxy2RLQow4MC6KsjqYACD24wnp802BBhWknVAo/ZNXINbQplBBq2CiKsI1ix4kbK6QFc68HLDCCBmBkTw0kVeRaCrHXTFA69mKMsiZ/DLS/u/ws/gLK/EwAyHgTaTkpKeV3zkVRR8DbT0kjZ30vYmeFAtN83Xk0BVybMxI7x6pbiUShkhfn5OyqoPlLIZCMZnz6YhyyiuKZh08zrRM82vgl2GWcCwfU8672B+960yYxAfWvx+XBA3toj9G5jHvMd1maarlOtlHj8ueRmd+rKcLFeququJUs5v2AX8+OeoMkoA2C53hKeDsXpiHilg+OQnP4n3ve99OOmkk0z+mWeeicMOO8wETF5//fW4+uqrFwYNS0uDJ34xzMMu9cvTAgiaT8f8MnStEnRsrAxp8DFWBldrc08Gy7G4WwIKDoI57wGDKqagAhEzlzbikugBBl5SCKdIkuI3MRYoLgqOazjnl+9XxTM0YxvUSsD1ofRJXi2R+1H7r29FmGJG9WUr82t+Rmg75JC2SZLyUaq4fXM0M8/AKyPib0XSxkkhbSMtAnGBkLoEUrJ1YoY1lZ+tDjG6QBAtCWWlRFnfoG6OuNnTbJLFQcFjtC6ULafZtTNLnaErWXLoAgQIAae+4EnFNZR8IkXX2IrnuynKHTHaM4kxX8KUmtXM2jkNWJ+1QavWoanBV+qTMksXytcivr1u1UMVEJkb3q43Cx3bVpqScoaEXHfF12p3KuOXl24lbaZ7YirdfPPN+NSnPpXPr7nmGlx11VU48cQTsXv3bvzQD/0QPvrRj+LP/uzPsLa2luMUTjzxRBx++OE47rjj8LznPQ8veclLcNJJJ+HEE0/ES1/6UjzgAQ/Iqymm0hI0MDFYaCFtoiYqZlDQAggsLylxg9ir/EbdvXzxPN4SYZXVFLeEUZJiFaT4coApOxYQuS4LA8oWxj5+YYVnyEmhr/Cs2MU2fPDt1+LJ592nAg4eLDA4gVCsg/ZDByT42AeOZ1iP75UdIyGUNDNWkw5bSb7kFUj6DoVAQvToz6TEIWTQQeBBZMBAgZAKHnQFhH6mWj9iVb6Wmb4dEWaApDgHKFgbslKbChwCAoYcz5A/XZVXUmS+VGZIxfnvDIIv/5+PYNePfR8K1M7RBmYZZlTOkvtSgloPGASo1udjToNRmmYHSiRdSzIWjW3Iul95RoCEBwFcple+tNHeC//I+pUZjEky+FHic3+cu2Oii6IS4vroG5g+8pGP4LGPfWw+P//88wEAz3nOc3DBBRfgT/7kTwAAD37wg025v/7rv8ZZZ50FAHjta1+L1dVVPOMZz8Ctt96Kxz3ucXjLW96ClZWVhdqyBA1E3QBIHWackm4ChBaIEMszBhD4fQstGYrAc5vpnIBAaQPNrITBAokRckuo4iWwUS+19Gb0BjBIQKAKkETZ3W8jgEFdFd0YCZBpHNQeBHzxUzehrLDogQXacRCl3jZQiL51oTbwLVZ+0PHciVHgr1yG9L+YZ0RboEGO+YNMquyhAEKgn8wWDBjCWo5/mAXkklH5ruVASAUJs6SprNUhBkSuyUB5ZFlIjZghWpliTwzTgANK3pADDLUPyqk+S3nLaoBsGxEE3HbtlxCDIIWUcdQyZsKc30+1KiQe7n0O4OSby2Bnq60NTnfack6er96Vb8oF9cdYQCRgrQ/UKBMDIXUdankoETfUJju8GYqfyw5VO7abNuPbEYuWP+uss2IsTofG8pSOOOIIXHTRRbjooosWqtvTEjR0aEoApAcITUDhifiat9nICSN57hjumIGBhJKlwCGlV14XQQEIVI23HLTiGLKZPytY8lNT2eKqKMp6KmBgZZ+XXGpdKEDCr5xgi8KJdzsCqxK3CyqWAwsW+BgEOhgEcHCm3k0GIHq9/tbU5KdmSAo8NDlCKDafaCkomoDXkOv9DtDNnGI/qLVB6DPXOoMPQLLMSFklQS4LDZSU1POS3RWUl1ZPaMNDboyuiOgDh2j1iMpjRQIOaBopnFla4ldWVIQYtImQgYf2y45TjqV7gSLEADfWVmJjHPUkX0MHAfDqCgYRm21tYAUOl85KudVUNFYZePDAsh1VLgrv7vDlBbmvPQTz12UaJKHI93wMPgDw57I3qMcn08FwT9yZaAkaHNUBkFLScxrxEECo3jUGCOk489CM36yOcO1Yl5XBp+W2FN97AQjeklAUXrEyqIoqYKJsiqTWAwIQSV4JdivKm79nUKwG0wGD7q+Qty9ObWq5I7R9Kzktyn3a+acZxT4PLOTleyjtyPkoYKmsnGBquy76VOenuWs5ziN3KOAhz9wk+fclWyBmKDPGgBjn4MGDkNsiQAfkkIDDEGMZkmuixDrMcCAMWJGQ3RUa56BuCsC7FPrAQXem1GWXayHE3SCTslAwkTdUEtiYh/SC8T37luc+Jj3v2oveTQG7mkIBQ+rP4r5IQEPTDZDQDkuH2r5OvlHyRqmjaTWoFasFBlOAhJdngAmX0TY02lzVH+pyXRdF71p8W7tgYj45u8WStoiWqyeYxP0Fz5Ia6Z3yNUCgv8zTKs8Kv5uH2tpRgR1kxV+OQcAhqQYqp1YG5atWS2TLAVsdCtjg9AG0rTPqoEN2JawfMFi3hq6eEAIJ+RsQeoyAP/iZf87tyd9tkJBXFNh2FEuI/eS1/UR2dr0osNDVEwSOyp4Q9bbarV/mNTKsXP+9CL8qYiV9w0LvB69oiR/V0k98h3ys9eR+T+X1g1QcmxJl1x+vyqs8xLqJyn0qz0EuT9YjtUjxSotWbIwG55qYFvpd8xt/kp9T89ymOhQY5tcovwPpvem9h/SeVO+reycZ7JvxBC7NvNOh5MG97413PfN0xoN5qyU8aZsyPK7a5+S6xnTHNz6WhiOv1TdAQTL5BjXkbhNmUEvDRn+HKi0tDZ6kDxSAxsurZTovZS5jQEQx0VUDBtVhrQy+nc6i0EoTyy+UVgcx6gDackuQlcEABHIZ5AFZ81HzKIgQq7ymAgZewlcUGlkrCEjkuuDKpOvlDy2p4i0KpFgQtCxgN30qt7fwmttD/drOHyevXIqtA9k9wXVpSwLK7o1AWh6W2pE3a0Kac4u1PKyJAGGAyFqKJ1Crg0BjGCCIsQwYYpxEshTkT1WnAMr8SewwS4N83A2ytjjEYEcJahlC4U180ZKQ4i9E71Xqk8BuleS6QHFT5GebfOhq0UYoVptifQglj+6DsTZAGm4LTLM26LkxM6B6wTm20sgOdKg8jZl5jyeAgg5NOirLR4vW46LQOmN2ZDRXX7U93RcTAGmvq1Vuu0HDRmUcqrQEDUT+Ps7dAZLL9BB8D527dAtUQv0CaFpPtgcIVMaABU1X5ZdGlBz8qOVJ4Xvl590SxdTPs8FZLpNnti5NQYDWvzhgKMspa8DQiG1I+Q978slmNqxggd0QZutpaDv7QEFIhmQ5+Y7TrVrM5hqMlHJ/inpV14QQd8h3pGwRnVwREuKqiiBYc+BhJQBDAgwSZphJ3JxJEAMJo5spKnHBGtbCYL4zIWnPRQ2QLMABSXkE46qImzfNEBQg6MoL7acQlUx83uJnqiSIAQ0zxKBFjW/IbojUppPO+o4UCKkKi14XCihQRZiVUgZe7Q9a2dku2dd9bIPKop33coAj624xXYXMmJ6YSasmeoqbeahtpkwjfR6QaLooYGWBz7kRLaDj5JmynXKxrVK1bUlbR0vQ4GkCQJgS31DJzLwFmQfOd7JDI63Io9GmaWWw7TbAQS0CNLY1gx+VJ4EKs1ICxC/WGlHMzspXLAJalgFDsUIUQNJzSXjA4M3hQMCq8jdWRmiZY05YKXs6MDCaAxZUTunWUj+nAaA+CCZ9I6SQYEaBkCsAdGOhmDakWUwoyg66J0PZARISF0KuGctDXHa5illaMVFbHeIyyjWshZXYN/qNigwGyvoFLZeVSmrnLD2KK8wbBohI3FciycnWBlUQUmIOhpwcUhxEAX3Mc9hxR5TnOvVLsZDoSxiKkjQaSfIfSRpUwYMkIJBftIZS7K6kUFKQMU8pq3yvoFsK35fhNkHL2oDIjHeIrbSxgJueZcODBbPqYt5jb67doQUPRrLlITVkwoqBraClpWFJhbwixwiAZTDRyvMgoFVWqE4GARUoCUWmOBnVccPKULE1rAyq3IyFwVkTnAXCxzewsmcFb5YsIuQVDrGMlm3swzAHMJQPViVQUAGGAmA0VmGQgL+5+Ho86FHH5gBNoOzrABRLRblF1nqg8QDldoR8Dcrfut1o5E2hYm1IbaV7qr2lQAKIy1g5LVDpkNsfrQgrom6LIVkTotIeQrzP3uqQZ/Sylj4+NYOEAWseOKQ8CxxKcCRC2cch7RKBkHbJW0kaKoIYoKyoSBtVGeAQoBs/6f1QN0VAwBf/5KM47jvvne9bSFpwEP3IVbwrAmQ5+aZl80NGDaSkQ0HeekFsbfBAIIGMbG0AsXZm+pmJgUcLWGSBts7mzL3RrqpsBWJsxZWLgjV7ByDZz2WznARtXRtpMUs9wPbStokieN5YhQcH7mwOLUFDh/JA7RQ1A0TvJlDl74FHC0QAdV6L3z+bZgUFWQ+aZdP5FCsDkgLlwEcta+Mf4tXxcskMFKT8VWVut5JWFwRcWglkzIGHYgHCFMDAlokCGDQPOYgQouWQ68+Beijtt2CBAVC8Ez2gwPn+UfDUAhHBcZeYBeZRqdo3HkAUBbWGgVzPIV+VyBq5LdYykAhAVs6rmOW9GHQDpxCiu2KFwAHWBRwkOR3UuhDy1zEHmSU4AGNJCNo/CiaSdtEvLVZuCoDSVYmmdIPP9XPZqV95kwRg3daGZlq5sShgA+wtaVgHUnGBfTqCPczVUv2NEIYyHgVUCtsAl0ZbfPVzlXslnxJa5TQju3uC4ePm2AveHlpaGpZUyCvrEYAwjz+XMSCivCihxQ/PTyCBf77NdCxaj4KFiq1YGeq4haIcOQagBD/CuCNaAIGtDn6PBhPbkMHBLCt9Y53gCPukFHuAQb8nYTZzykqewERq37m/cM/Ij1lW+r2NnhTAsMuC+6j0b1H13NdACfDz4KLwWk3ix9C8AJQCIO3yQQUaFkBo0OMqZhEEIO3kmPii4o9ui7UUMLkqs+SyGLLVYSV9bAoh7csgA4YQyo6PFATZAg4BM8woxiHk2IUQYxTy1DPWN0v6QtM1FiLe89gj0QKC5GqIgEEcuJAg+NYXfl+JaQiSrBCAzm6LLuIlmHRzxqwNypO1WIC3NpgvYDbEGGtDQzFX+rCV17IahAaPASFtF4UnLd/d6CnLs/q7uUlTq60ur7KOdPi6IGJJW07LJZdErKzNuUvPSr/H01LuaKfboMgwyj8fQNRv6piVAXpO+bwUsyyftMGPxbKQiopXpBybUPiN5YDyV8zmT3b7Zk2zQGEaYMhL/sg1MSDgb9/9pbhUUMpHrMrS0AJe4pJKXWIZ8vJFjnvQvByTAQU88UNSh6UlnboMkq0zxQ1DVo7GL3+gKsnjD1TV7bAWFF1SGuWkJZJSymj5FYkfutJyuc/0XqUllyJxaWa2IqV+5aWtbOlZEbu8slib6u2/ddMvBQflmkr8yQDXdi4nrk8lYO+lH8+vivJAAYO41ynn6bMdDE/znYLPbL2XnB5qfqI8cTByQp3HZcwY0mgPXJkOj5HdG8NaZNasWqHGMuvry/XUdjpPpSxVtI3WBablksslVdR1TbSY+aVs8dCA0bIk5DqdnMg3NsCUgUv54wBWZrV8GfnK2MrAihmq3EEDpgcHsAOqDuA6GDuFzoqC4xhUnm66pK4OBRW8UZO6F7Ibg8DJPMDg3RVR2czwmatvzsrIWxdi+2dG+eo5qJ9Kv9pr1jR7+0v60Bwr/FTKkg4wgThzLEYacMtOkGXZYOaVNK9MKybU8qAfl8ouCwF0VQQkhkfmOAYRIMR+XpMBK8laoKsh1EpxAGhbHFI6pOwcGTBgCOlvuvRka0irNlJ8AuKKCd34adCVFOllUjdFdKkIKfqAmz+xh9xNyNaJ4sKJ6QEAUlmgY23QvuUBX4GAj2PgdzsUV4nhyTIa5Um+WiQM8WPirQ9AbRFo8GT5fq6R+CtLBudJp03cb9W1SLYmzV16ye3ybYCrX/O3SQ8v3RNLqsmh7EmuCUc1iKCn3oGImNaw54nlr9JsjY6/AASeWeWiem54yZqQgQK5KGCDHwH16etMGxloVG4JsGJtfPaYZpQeMPjVEsWdUQMG5lPAoHswKEg54a6HZT6grH7wSzRbYIEBGFtE+JZxXEQLao4PF6E6G8SP2mpiLzWvIFQAQuFDDzzEvo0rKJjU5bCGIbkr0iej8kA+w4EOcFhJMSMMHLg/Q/paJgKvnghxC+lUPpBrJAQOlkwf1Up9EqicCCDZTVFWV+w46S6p1/S5FrqXknu0KKBAsQV6weVF1ndWgRYQ3Q/FTa/8pMUcmFhfQGT7EVGeDCxaCrYlJyAHJ2qdTXCC0rZmYCVQAYgmEGjUX+V5ykGWjmFeuSVtKS1BA9MU8CdYl2uiFcMwBjp8WrVltP7lOntWhgwcCETkXymuVgblLbPwJEtA5YoZt7WJU1EUxYJgrBewcQwa+MhLIXkHwaKc630bNE/LRkAQQYsCg1Xi/fELvsW5AmDq4NUTAPL1IF/TTEP0KJ+tCGyJKOU6t3aUuFTgOkWPE1CgeIcIjmQueOC9G2aQPLuPsQoRHMQVFmtxhQQG6Nq81Q5wUKXIwZG6VTQHTRa4ENLSRKSvWsb2I5S9IaLsgKAWhiQzluVvUZRYBt274fSffCyQrk/rK69NUvogXNCyNuSbpnPkEWsDp5GSNAGHXtlxecIp9gEo99qABDg5XjFTenN27ikDQydHkJV3BUIUUDn5GgcxSbkbMOOubQJIiGBukTdr/fTNbmlYxjR40hmA0ZZ0bHjjH519zAURzEPyNK3pmuiBDZNWZv4KHgxwkPI+CZ8rbwYc860MxT1RYh1M8CPzkUJXuQN0Ru/Kid0Zkmf6KwRSeB8Gb2FoAQYDJpJf/jdfeI0BP3Hr5ZDiG2YZMPgYgdUUp5DrzPwc8xHyNdZxBvwohIrH89tHyPOUdI5fsO2b5VgDbheXWZG1LHs1B4UGSlsrcRq6zFTdQ50lrsXaU+JXBCUupbr3KfYEfP8ZaNJzloGs0PbRCjq07wjsfvyCP83PXwbLou9AfMfq+IZ0L7Wd2QpHr52QYs0g3p/z7NiNDvz+i0trvO9NHdMZH4Ln6RGPS9JI97Ic2TIeRJW/LCPwQGTkLBDXYGj7lW8Isim/Q5WWlgZHCgDyudi/0PwRQLFh14ST2QQQ/pipGrioPCllo5AysGhbGQZTRnmsEqpARR78mWfWdndkqwOyYlHFk9uE4rIoQXHFutEDDGydsIqWXCJo7c0Q+2OFLAsMltiiUJSNvQ0gWcVlMYWKLP0QU4El3L7SCrUlxOBP3bipb3nQWAFJLoj4TK7lrae19XZpJeZaHBQgsGUBkjaOkvSRq7QKQ0La9jqE/PEpQe2mQPBuCu1zyRaGqMht/EMBwSHl1daGantpJBuEe23jbQglX232Wnbq8kvAuCg0z8QWpDLVrL5+PCwPlxVYywKVa7oahCwYXh5fi6vfZxlqtKvwc2a7bHsVhmZIfg6XtH20BA2epiBzTLAqEE1xTTSjjJttCvav6ICmsyabbvdYoAmBjm25TCjnQGVlsEGQdfAjz/bKjI5m4B23hP+wlQ981LpyJD5H3MMGPc4DDJr+3WcfV9wgKJYIgF0RKrtYYPwqktiNFggUENYHCB5cjFFISrAIU1+/wLYkpCFY00MXPKyFaKfIyhbAqqxhhgFxF8jiQtAWxziH+cAhpKWVuhwzhJWo+ENpaVb+KXjRAwKzw2NyU0D0EVc3hLokbFBkdlFIlHPKo7+1PPsGIKSIBlLeFrsHByLSbpSgED6KdUhspD1Ja2e3Q8DUgMj1uCiq4Ecqa5S6Ud6Nz2U3yGMfU5e/9tCvD700V95kiPa1FVLVsU00g2x4c6eNlj+YtAQNTAT8TRordK/s0/FcEME8HiCIK6NKwpVvtae7zFLzfLOEgYMq9KLs2lYGAh2w5mAFDBwgyYo+Klpk/totUYIZ2frgl1gWy0Mxg9erJOYDBgGw+56HVW6NfG3pb7WsksCC8thbXQMFBR++zCLDRf7wVJYWJZQ9ONJ6g1A+ga3jbkhK0oOHVZlhBqQYBrY6zAAJKY6hrJ4QzZ9ocViTlbSPg2BF1oCwAiACivJohwQmYpu0n4PE6Av9xLZ+n4JXU+Qva4QS1DggbgylLjAFH0ftPi5ZK8qGT2xtGET6+zbQq5Vn80CJcQwJnKQTGxAJFtY8z0pPXEJLeTZAArgs0Jbt5I9ZH7huY3EwbWsgAAYhTn4zrmHCcS/osuofA4C2h5YxDUvKlId8DxQ8Y0+BU34pE0x6zjOKGxVPKR1q3mJbNek8AOUsdhnQrD8rMroWDx6KlaHtdlAfNPv92eXA+zboagmzlt64PMrqBXZ55LIgIKHgxi2rnAcYovw1XPJ7X4bovgNUl7pPOGhS90MAbEyA9jHHNZjrQNz3YBUhx0vEPIsH9R6Ye0K/gepZQcAqYizBim+HhLQnhG0HW05WxAaElngHUPtCdf2g69Y4hVaMQ17RklZQFNClsQ/l/ptPmIt9Hng/CxPnQc9nfkYyWOX88gx/5n9eSZa20hfc7xk4i+37vKoInfet+e420vzfLKu82wUC1mWbEws37hgeLttIa5L0lW4zvSlfqvxR2a22VUinfbqkg0dLS4MnVtjVg4z2C0AvsQeQk1ZNTAEonXPzjulMV4FD40VjK0O1V4MbfJV/3MoAGri1KSyTFZJdLWFm9EKKlQLoVsB82gY4l0TIbpGVUcBQZKwaZQjbFrQ3tNI+KRYP6noq174/lr9JDcuQmUzRwyUJxAAhmUtjS/Wa1fKgvGp1AJKlIQjWAKwAKaaBWxfyUsv4POlnrXkXyNriICHmrWnMAmj/hbSiYhZW8oqI/MGrdE8R9LsayfoQdGmlWg703qsFQmeyBUh4a4OCBN0lU90R+X6m1RLR8h3KC0IW8RIvoO4U99nsoMc6lae7t4iLQrgMJrko/IDR3D+BS1KZMpvPHZDHt2qWz+1o1NulZhv5U9ksVuietcsX64y2OfX3Nn68ajMCGZeBkN8o1LqPNJb2IphDg7cLNBoAIZgyNKsZARfxPFT1FOBQrAo53c3seRWFtT6QFSFbKZAUOlsZrNLtWRmqmWCqj+MYsrtBFbuAZrTWGqDfkuDYCFV0Jb8NGFYww4//3MkA+oBBLRXlNvCMvngjlX+FRjUPEjY6NJhbL2WgZRChqynUzTBrgodsRI9RAAJICDiAIQE0wYH0wSiBbtaUNnrCUAEH3XOBgYN+3joq1qF8cAolvmGFwIi2WfNKn4YcCBmUL7ktQlLQA/TjR8GBBKFXKODbnv9Ic79iTEd5vRSU6FbPus9DBgf67hadmhV6BgyqYTPQIHXolWZPCXKe/+sfBi6fFb8TyPjF61Mnx7SByKf7plX83JZWnc28BnMXKIzI3UZauieWZGiSOU8avE0+eprTKBV8fqX0qS2g/HmuCdcWoTQGCR5AeOXYcl1kxZzq4liGlpXBmI5RWxnih6Oca6LpKigm8WKhmGUZHEeQLRJzAMMgM3zw0puNVcOb7JHbXFwA6oYQukZ1PTDYyvEdqG9tUr/Z1TDvp/ytR8R89EtKenRhlE2p8hbPGfjY+8PXVJZrFouJrkhZgXdV2K29i0wNuKx34zT3ThRQlnvDS21NbI0CSNC5glbj1ikWJ+2XL13x6Qy4zFbTHkSn90rlm3dCn30BuSsInPtxoHfOf/M7XN5nM4noyGrmCeWNjVnM10iffJxOqmXpro3anqZOb5XtjqfSzdtmvBDr/CZfcrkEDS1qvABVXuOe10stG3xmwHDlR9pRnxdFrYNPfp8bA5l3N+bBUcsat0SZgZvdH9P5PCsDA4/W7pA5LQML3t0RJj5hhesii4SulFBAUnzt1p0wOMAAAP985a05T1dHrKS6kJV1AUjR90/nDbDggYJV4qUMg4F5P45jOMzVy/cy9w31u4KHDHrYiuPu3WpaUtpy0QBt4FCsMmumnF8WuwL7jCigiP2Pct+zAi918yoZA1Ch98mCAAZReq++9k9fyM9jbrfQa5OAgI13KNY0iAUR+i5VID1nkklC+JzN/24yYQQRL5zi5TrGxiEnu7tcvEE9JTymnKu4hkq+mD9TqXYPOzmHrt49pGnpniC69i/+ADKs4NR/96PYc8V7cMdNN2DHybtw4kMehevf978RABz/4O9GmK1h3z99GBBg11N/BF/54F/h9i9/CYeddDJO+t7HY88fvwMAcMxDzoQcdhj2ffiDgAB3ffoPYt/ffxC3X/8FrBx/PE586lOw9+KLAQBHP+RBGI47BjdddjkgwAk/9FR8/SNX4fZrP4vhmLvgxB87B1++6A8AAEc+5H5Y3X0ybnrP+wEJOP5Hnojb/uFfsf9fP4PhyB045cU/hD2/+XZgNsNRD/5WHPlt34Kv/q/LAAFOeeZjcOv/91nc/A+fxnDYCu798+fgmlf/McJtt+PYB94dJzz0Xrju9z8AIOCez34Ybv3Ml/DlD8XZ2kMvfAr+4cL34Y4bb8OJ99+JU7/vNFz9+isAAN/+rDNw2xdvwmf/+jMQBDzuwu/FFa/9MG7ZewtO+fbjccbTT8Nlr/ooBAEP+ZHTcMfNd+Cf33MdgIAfvPDBuOwN/4obPncLdt77aDz6OffEuy64GgLge87ZBUHAh961B4KA5/zat+J9v/95XP/pW3HKqTvwgz+5G//9Z/4NAuB7f+B4HH2XFfzF//gSAOAnfuVueN//vAGf/udbcdedK/iJXzwFv/6iL+CTH9+PS9/1NdztW1bxzt/7GgYJ+MlXnIC/fs8tuPpj+3Hc8QN+6TdPwkv/014AwPc+7gjc59tW8ZY33gQA+MmfORYffP9+fOTv9uOoowW/edEJOO8nbsDttwc84tE78F0PPQy//dqbAQAv+qm74B+uuh0fuOx2rK4Cb/zdE3D+T30NN98U8F0PPxyP/b4dePWFUe7//Z+Pxqc/fQDv+4v9AIA3vul4/MLLb8SXvzzDgx58GJ7ytCPw678aeZ/zfx2FvXtneM+f3QYA+K3fOQG/8es3Ys8X1nDf+x2GH3720fgvv/A1AMAPPfsuuOW2gD971y0AgF/+zRPxexfdhM9dewD3uPdh+A8/cSx+/WVfQQiCf/dDx2BlVfCn74j1/NSv7cS7/+Br+Mwn9uOuuw/HuS/did88//MIAXjUU0/AXY5fxXve9mUECJ7zi/fAZZd8FZ+++us47q6H49m/eG/8zov/BQDwwMffFSedeiT+8vevQ4DgyS/5NvzjX34J137sazji2MPx73/9wfjDn/o7zGaCb33UTpzy7cfjb3/vEwgB+O7//ABc95Ev4boP78XKjhV83ysfg7/++ctwYP8adp65G6d8593wD7/7MQQA9/2x78QNn/gK9nzwOgQRHHbMDvzThe/FHTftx3Fn7MZJj7gPPvXfP4AQBLt/6KG49fp9+MrlnwIAnPbz5+C6N74Xd3z16zjyPnfDcWc9CF94018AAE540sNwx4234aYP/BMCgJ0v/mF85Q8vxYEv7cNhd9+JY57w3fjK//PHAIC7POZhCHfM8PW/vRIIwInP/WHc+P/+DQ7s+RJW73oyjn3S4/DVt/5PIABHP+w7MRx2OG66/EMAgJN/8BzcdMWHcPsXvoDV447HiU9+Kvb+j7fF8eSMB2PlmGOw728/AEBw8r/7Adz8jx/DbZ//LFaPugt2fv8P4/P/6/cj7+n3x+EnnIKv/N1fAwHY+egn4+ZP/zNu+dw1GA7fgXs88T/g2v/z+wizGY459b44+pR74IsfeS8QgF0PfSK+vuca3HTdJzCsrOLe3/ccXPM3F2N2x34cs/Nbcezd7osvfOw9AIC73e/7cOvX9uBrn/9nIADf/uj/C//29+/Egf234JiT7omTdj8An/nHPwMQ8C3f+r3Yf8vX8JUv/CMA4Dse8qP49D//Gfbftg93OWY37nb378Kn/vmPgQDsvvvDsXZgP76452NAAO7/HT+MT1/zl7jt1q/iqKPuinvsfiT+v09eAgDYfcp3ArOAz+39yCLD/bopbIJ74lC2NEgI2xhBcielG2+8Eccddxzu//xXYthxRET2ajVI00dzjnKcTXTKQ2lBQjxP/DYPwBBs+SE4WeSKkFCdy5BMzkM6V2vBQObXNJMaBjtb4yWSw6DbMpfZ2kqyBqw0zgc6XkmzcI1H4K9Y6u6KHPTIPLxkUnceFEnmdQl5FsurKqI5vWzUpOX8qotiap9VQY9sYVilmTW7Szh2QVc/6G30mzT52TtTsYYU3kUp8C/Us74AXTtuaQYAQTL/GkpwZAyELHNrtR9oeoCkDZ8kyw+IcQ+axw6ltSDpA1hxu+mAuJRxDSuYBcEBDGl55ZDPlVfjLtbCgAMqN8TzNQyxLuKJP/1a4JDTZnpdgcrkc8mDPedlnllJCwFxg6uZ5P0w9HgW4rRfz5H4QxCEWTIJpDTQOfQ83RjRtFCfRw+ZlH3ZZlCPSPmbZBseaF5JVx6VAcRjk5/lh0qml5PTEZptUzniy4Rg2wVAZlxfyG1DCHQ9wbQNs1CuMz7ISXbAgQO34W+uvBD79u3DscceW71HGyXVEw/53+dj5agdG5K1dst+fOyHXrNlbd1KWroniCq3wpgZr5Vn0pwJsmVi7Jb1+TWusxY755qwLS0uiNKUOQGQKGZecx6yT5c3e4pVs3/Ymr/V5GvjGNisbIMf1WWR5ZJbIrpBkmJH8ZEzYOAdKFfIraCA4Rf/7y/AA4Z6yWGsexXFz88uACV2I+RbK3GXw1WJprwV6ne+bfN+zDskOatJrvaB5qsbg1/oATAAxyz9lOL6EahrRYFcAXn+fvH3PbK/H+qesfEnuspF3RT1/bRLK9kdBcC6J3I/UGyDey5t/8XzD//8e3Lb9N6UdqOWw+XVRZHKKX+RY6lyUeQKyGWR/lZjzYRzLZPHEX5Q/APTIkqfNNb12il5xGk/1ES98ou0tWpHxSvU+Uvaalq6Jzz1XizOazz0wb3YFV+jPAcSzS1n6gxNkFGSdMDTdynYd0qqGivwYEGADuzKq4qGAIH3N7OlAyVoLysCKQqAFT5/vyIH3KXrsYF1wcQxgGXAKjZvYZjNUAEGoGw+lY9ZsTTAAlsWCugZ1wFTxku9O1LdpZK+kgTMEH+63a7GTKylO6FtV6vDCtLXIaGrJkJaIRGvRb9miYC4JDOvdpDcghUJWAuS8lYQV1RIXgWxKjPckVZIhNSmkO6TrqaIx2lXSokz9RXRnSPT8xrKhk+zUABpXDYZINANmEJugz5XcVIaIi8CRCQtjSzLLyXtSBn1uuS+Culq9TXTeyDS+FBV6mSVjbTcQoDGRk96R5Lwlqx8nvIFdumlPgQgWa3nJrVJ5Y4txTSUFLSYdjfax/U18kzr9BoadY2jAccs2r+2ULsnto7itmcbq3G5I+Q3GnXAQRdENGjMZdWWExrgYKQ+nQE1+FqzIi1TL7vs7DkgLMdaHfwGRwO1pbcvg18tYYEGHBgIhscDFIA/fmQ3J1IwwNtEqyx1STzysUesGzBkEMP91QAL/njRIaL1CLYAhAZNBgUQ6TFaRUiAQjIffysh7qMQW6bAIA6+UeF64BDILxd3VgCAASGDilh6BTMcwIAVBKwlJa5KPm4zvWIUve7dUJ6nkMBDbOeQAMOQgIo+byFEICKprXGHR3onUt07v/se9EyHuGtjPpdiBJCQjuttouM7FttUQEWgZZdi+rY0Yg4wcPdSejwVoCjnPaVt+FrlUdKaSyUbx2N1WZBABXxjFmzr6DLOg0Tf7Ps0LN0TDRqd9VN68DxCvx6P1jACCLpLLRMfI3hv+mxHdZMC1DQpytCaYtU6oMflPCtQSS4CAiCq1L3rQusry+SKeRpat6ogsVYHIAEPTRdV2rzsElSeAYQFKGXTp4D73v/wuYChBagGRGWczyW6Idj9wL/WkklPeQ8M/Y3xOpnuUcMK9JPW7fYyAJKcFwz40jqKy6H0H/c1W3H4nnnXQ3Y7QONK/PLZ4pKKcun+E2CsVk3k+qi/aSqtz9Jxp58c5aRnMvc5XUvpG+KBfy/Ku5X7c+QdHk1vjhflnQ/u7xSZ9UqDPn9vfAuucLd+3/4p9eo1sfxOkVF5Hblz+Ze0abQEDRPIv5DzAS9xpBcrUPkxwDD/vAYcYoAFWSwMCGBZ7gpo4C2Agce00Dgu5mK/k6T1O7etDDaWgfZVqKwMaVtiWB7vlmDlZZcFWjfFIAFv+Z19BEpGAAN1mcYt5PMOWOgBhajUBCsiWOUf3M/lr4iY+AUjz9WNlLYqFjysohHIKSVP743dhyI+J0WxW1AGFOBgdutE2Tsh3wex942fR10uW8rrPWNwZp8NCEjBB1MuWxTS30++7Ur3vNZguGwXXfon1+HvZfXu2XQt63dnbcc1uHFipB4/9jQVf2d86VpI16lo541/3fzeNVXpUjP1ZBwE8kG06/0dqrQEDS2qRgrYF611v6WP4JvnJKv5ki0IMBgUsIIufG3XRL0SoIABZB4UAAICKZnfKnqYgRsuloFiDHRGib6VgTf4AZAtBlaGVWCgdP6+xQpfA8YBA3c/BxgOkgIR3e1oAgWBAQkraCt6Tx6ErBCYGMR6U8fAAwOHFRSrQ+63dO2r1OcMuBg4IPePBX8cLwJKywAvf58i3s/YNnJbsctLyrMg7lnwoGIA7YshGjNjFb1/Zf17oe3i9wFw90VYRrF2WEHWEuHL2vNFgELhbU46Og+R4eV0x1+NV1PGNV9PQ+4kUCKeQYos37aRug8GpVCZDf8OVVqCBqaxF2qEv0bK/Srapke2DnTqaeS1XBEtxVWdp8HLDJZOyRfFb4GE2VEvWwx4cPcxEqwAtA2NFRNUzioT3aHRKgyhOkfdEjSLRlI0z//p4whEzAcMeqzWBb4lallgGsiKMNc9AcFAv3njbFxBUSwQnNf6GNaqEACEjcfQ1RWAd1Ww66j0IwOIAjLonpBSzffEyGpbG4T46/tM+QwKROupnzWgPKv3+0/fhfh+8bONLNc8lyTXtIUteKA2gFwXgOEpNF07TJqh+3GjmZ5yx5T3nAet2hBK/xqZDSE9EDNW75zxNbepyTN2IUvaClqCBk+dF22uia8HOBqyxs6b8QwkUTSdFL8ee3l2AHTvoOHRAbMeH9quCctfHaPtNkDTylD7xYHayhCVmds5ElZh8SyZFVwJoox5V37oNmORmAoYvFLugQV1WzBFfolWAwxYFf1FAKC/kj5gJfG3wARbIFrgQY+BGO2sPE3gkI5X6N6YJZKwliC2DjBAKP0P8D2eYm3Qe+FX21gQZJdbcpxDbpdL+/LHPm+UvAEG5KYB16fvU6UkQaC7JHdf50b55t/M15g89BQ/8ZgZv6c54EBpbkzEOsgDj7nwaSNt2MZll8ttpJdkyD/YPddB16UgNY9F2nU8wfTzxkzG+EpDDQb84MSKnwblyBKsjAxKrGvC5qdZGA/aOkiL8hfly0spbTtqS8XgYhmsuZpnusU87t0SA7ySA6784G1ZieSPTc0BDG78M+fRZVGDBQUKChJW1L0gtQy4cvEaJMdBrCQQ4QFEBAGRx7TJtVODJEsZa/mRnJ760d2nCMJSn5v7oDEs1tqziLWBrUfWqgQIf5OCZ/2GJ/5Xnqdy/KUrv2D4vIuCr1/bCICeca/HgymbmczfAuqrdP6LviJtjx1tnooaD5fXUZPsH1KDiZ7roy47gmD8A7wIdV6c7bT2f7ODhuWSyzFqIf655Gb8c8ov9LB3AIWY89agVrsIqn0dYMG6UfrmmAZsaZuHs9IjxSKcT4NnVjbsbtBZIEp7elYGtjYUKtaDEiyJLPuII+IZBzby7LwHGJgvn4tUyFvBwrCJM5/YF0VtzdKSQ73qIeXPEHTTPPMcBG27IH/lcQUBBxSESMgaQvc8iEsbJdUoCKlf/TLMkHjj0khdQoksK9Y9wwz6dcsZZljBkL5kKVw+1a3PTxAp1yMhL9XPf9O91w0DC7CM4GzlCG1LSMBC0tLMBN6CPhvaD5rmll6qCEH8iqWUMlFc7D+/l4NgjnJf4IuYfC+bwGXeYNLjoXS903OJZaXj7l4Qrt5m+8fapHJj59cCp1z7JtIsCGSDSn8ZCPmNRB0kq9QzAY767aqZiKundd6SM6cKcQmss7ICFhBgYBOtnQ3mnSA79ZjZsvAl0EyQTNogUMDgwsdD8KxyvVYGGywZqF2xvlf9zknVB6f02lqAoYAg6geJQY4eRESXwdAFDFGWjWPo/XpbyMS2RevDQBxa/4rYNL6PGiBZ+Nk9FXJavj8M5PL9SsrauA86ridvbRBbF1ADwBJY6K0OAOAtVc7q4VwUj/gvj7MuOBQLh7YHJLu8J64MtYv7VZ/16gaZ49DOm3Lek+3HDpc/1RXQjF2YQKMukTl1tuRM5V8of0lbQkvQMIVGlPhCQZDub+usrtP7VvXcmz6tzGIRmK/4kY+DE6ezM7vSIeZ3Bmth2d41UZRPXu6GAhyyksplY112iV+tZLwSGahN2lagmOR/9oVfoXZYK4S21bskzPbMAqzCuwP6YKEGCVaZ935DktsDEAoeVg100GWXhb8FHAahY+LT52rF3ZucD7tCBfQclKWR7dgGdmdlYCJF6Wq7ajBQQOc8FwXoWAB88Bf/MqYZcKDXqW2I12UCJdO1QkrZXLRz3tW/6xgjKl6hPPeuT6qHQcKiylYmgBBHc/d4yOeNzlsvbROIWK6eWFJFk+5n5wHtvvQT5JggyEYreu+bWfIljfxcmGbdzo6YAYG+wxkApAFa0oBO4ILzrd94gmuisiKUdnglY74dYBSUXeoHoAp+ZAWtIOL228rXfYwi1WMGU6gBQzG+x/xV2Nl9yatBwnqoBhAuXxABi2vXSoqf0HNuwwoKcGgFRgoKcKhXU7RWvPC9syCzLKXUfRsKoOT9PMQpcpVj7oeU50ifQfA5tQ8A1vYfoPagAFLY+2Gscj4eCPX9mwckSoNHRhNp/S3vYRWcOAIK1qWDWg8k17XIA9vjnyjDQLV0o6xdB/1+2GbKHyjb0O/gXsNGaAka5tG8F6vD030mutOReeehUU9wxzYOIMoo5tqcLGWQr+MZrBKA5il4IEUgZIlgeTrwZ+XfcU3wzpA88PsgOWuStkqpNlUXgMDXwLPjhz9ihwEDrCCjNYSVT6EaMAhWMORYA05nsDBOYv7N5+6DhxWRCtCsYBw4lGMaosX2MSvhNKybFQ9sbchlffBjBnDeCubdAEVmkVeDUr72wT2fbKXYeeZu5A2XNF+oXgIRILki7t0yfUjvQvcddXm54c5CyPmtY8wBBJ53zvm88t16W2BCSkavjU0ZE+peqH3fBMsu3//+9+OpT30qdu/eDRHBu9/9bpMfQsAFF1yA3bt348gjj8RZZ52Fj3/844Zn//79ePGLX4yTTz4ZRx99NJ72tKfhc5/73MJtWYIGpg4I8C9E8wVpvfTVS7KJ8NKD7zkzn2KFCKZMHc8AM2vTOszP+HsJfPDsT2wbeq4JHrT9/guxXKA6rWLyMQ5DY4klAAM4VhDwXd+9wygFs9Nj3cW5/ayQoztC4Gej42BBEqAYsIqV+OMlljJgVWL6CgYMTWhQ6moBjaEBHNiV4pWuX4pZXXfmm2Zt8FYiDwTYSsUuouKiCOb+tlwUrXiV6vlMz9Up33m3wiOojgH7Dtj3w1rAxCt8KXwGWHgrXvMWkkWBR5R5inUqoBgBIT3+qfEJc0exhpxR8NBLW5DCN/CSy69//et40IMehNe//vXN/Fe/+tV4zWteg9e//vX48Ic/jF27duEJT3gCbrrppsxz3nnn4ZJLLsE73vEOXH755bj55pvxlKc8BWtrawu1ZQkaiCpwsOjDLfXLH0bKLITCZSRrBDCwguA8MyCSEi/y2YoQqnzhQVZ8nbXbATzoNpRKKefzGRxEyksx3WyQYxm4HH9QCwBe/5obSVZbgRrQ1AAM3h1RlHhNapFQYKBuA1Zcpl6BWWq5miCEv/OC4rZg8sBB07hcuRYb3+AV5hRrQwu86X1A4vUWCOVvuyg8ELBKfkgZBXDScyS2H69+05XV8yOlARmE2HcgmD4yPdkMhuzwGhoBBptBrQZ7gDEZcKy/gfN04XoAR1W+1fHbSGGTfovQk570JPzar/0azjnnnLo9IeB1r3sdXvGKV+Ccc87BGWecgbe+9a245ZZb8Pa3vx0AsG/fPrz5zW/Gb/3Wb+Hxj388HvKQh+Diiy/GP/3TP+F973vfQm1ZgoYeTX0oZQKKpnQbiBQaWn1EVjazzm+jd0dwK8U9snbGFXnL7CuUmZuU8laZe/OxBQvWtaDKA5ZnzDUhdXkx7VBlVKwMfG3KyysmNM+7Jao+QcMl0XFH1AokgoWVFCC5nrFOlZ9u/NQHDy4w0wGHuGrCnutZy03BsjgoMub5+IE26BycrBxXkEFo30WhlgWtt+YhIKsAwlgG2m0q+VZm5jPPOapnn/nGzhdAE/N5CagE/uvBwZSHawq4cPzNjZ/Gxq2cJo30iW9Al+0gooU7KV1zzTXYs2cPzj777Jy2Y8cOPOYxj8EVV1wBALjyyitxxx13GJ7du3fjjDPOyDxTablPg6fmw99mnWRhUrAwUWaV15zOhM6xnrdnNWUwLoOots4OlFYxQMvpQJsGaG5ekecUvNCxuQj6HoXyO9eEdUOwAvEBkKSg3OzXWxkA4PkvvotJU8Xnj2N5a9r3M/gIGGoaMMB/J2KjJNBlnoK1MAObtSX/T3s3iAABWNO+QHxm/T4OARE06f4NktJEQn7IY38KdB8FLTkg7tsQ91Aoa/wF5RPS8VzMvZohWluGoMdlf4P4LEjC1BYk+qeI83gOp+2933MfHJ/BtPdCzAzVy6t1aoCaNHnGSfttIVqkUL4xvowmWor3sCOf0k3p9VzERsusq+MOHm3mp7FvvPFGk75jxw7s2LFjIVl79uwBAOzcudOk79y5E9dee23mOfzww3HCCSdUPFp+Ki0tDUxznoONBBXN42+vnPBKgYo607z3o+bxEWXg1YT+BKFRn5FjyxvLhNaRGH00OpfhGWeppp6F8gxWy/t4Bb7GaqdJlLp4q+h/ufqOnKdtamEzb33goMJYbwswqHVhHmCQFLVQ/5tfEmmHyKFK9y6SIYGMfA4Lgkp6OZ8S25D3b6gCIgufUH7PRaHWtjpGwcMDff4KKOhblZCB7df+9csxL2eUmIrmB6rcubgMBsi9dy6ftm5jq/Pd+agJvld+M2krZLtOPYQwQk2b6J849dRTcdxxx+XfhRdeuO5m+YDsEEKVVl3KBB5PdxrQcOGFF0JEcN555+W07YwInUt9TVvaO1ZmpNzC9Y+It4Ocszq4WXweRIVmdM5n6+upTM4uOKy1jDLXl9pgTc2stMndkHi9a6OUY1cHzy6tCZr/atn3//V+Byz4+vjYKVsXF1DvBDm+sZMChRgEOcDu3VB+K4lnJav4Wl68bknAwbbLg44VZy3x8Q3lXtZpQqBAfF7um1C1UhWrf17svbCBjNAy7AahZ8NuLMWNKc+Jl/2FD34OxQLGFjVqM9XBVO3ZYPLcxbpzU0ZBc+6EEZUptq6FvwnR4Ku2gt5KwLERWqhdB/EiNiMIMt2E6667Dvv27cu/l7/85Qs3Z9euXQBQWQz27t2brQ+7du3C7bffjhtuuKHLM5XuFKDhwx/+MH73d38XD3zgA036dkaEdmnTFP/4rGS03gVnNN1zqca2TtWlvsG3O+eTKZiUjaem0nf7LhjlToO68vrr4M2DGIQMrmzlmlAFOLStDAYcebdEpWjt1cZYBx+SWHIjELB7KcwjMeXar2or6DECGptmAVAPEFogoPk9EFb6P/2tYk88yKvzisL34IKfM9Sz+gaIYWCQ5Qz1vTUkRX4px5a5NpDw5fvnvYpR34T1jC1UZitm7ww4moGUMqHeKYNOqwzdyLng6c4KhObQsccea36LuiYA4LTTTsOuXbtw6aWX5rTbb78dl112GR7xiEcAAM4880wcdthhhuf666/H1VdfnXmm0kEHDTfffDN+9Ed/FG9605uMv2W7I0JzvXPOK2oh+/VUvNUPPQ+kzl3QbIZR1v3YBJvmA9RagIPL0bE4uW65G2BN2CzPKrY63c+Ef+f3TiTl2Lh29C0Oka+GDD3AMCSlv9HohmiBWGnKKRYHbpEFNpWbYo61wUjrxInAnddWBVb+cHkN64RfWVFdT3DlyJImaK7iecyrn1DJ8NdsLQwMXFsgxpKVQfmTlleHxtE8zglSW4/aZo4voyhsTjsm8gX3986ECg7GjpA333wzrrrqKlx11VUAYvDjVVddhc9+9rPZQv/KV74Sl1xyCa6++mo897nPxVFHHYVnP/vZAIDjjjsOz3ve8/CSl7wEf/mXf4mPfexj+A//4T/gAQ94AB7/+Mcv1JaDDhpe+MIX4slPfnLV8K2MCN2/fz9uvPFG82vSIs/pQULAXvzYcsu+DDuzsqsoXPyBJJ6qDc7lQO6OckwDL++7ULWl4+Iw1glk+cUMPt81AQAv/+loomsGd6O2MlgF29hUqQMJhgUtC/NIAHJZuLpEKmuEv/98HT1rQws4FfBlwVitVAEe5geaxSPl+Q+RQfheuXvc2K+huu6qHdYK9sFfvYyuzT9vddxEBgytzZ1yJfMtbBUJwH1TFxrJm3e+CM2RFUbyto42UNFBwBIHY5+Gj3zkI3jIQx6ChzzkIQCA888/Hw95yEPwS7/0SwCAl73sZTjvvPPwghe8AA996EPx+c9/Hu9973txzDHHZBmvfe1r8fSnPx3PeMYz8MhHPhJHHXUU/vRP/xQrKyvNOnt0UFdPvOMd78BHP/pRfPjDH67ytjIi9MILL8Sv/MqvbKzxvZG2NRK3zqfK9llz5foZD2AUuje3MhigtDEM1J1JpgQfF9Fqsk0vwY99kGBns3CgQDqzX2/1EAD79qmsdhvHrQyWdJWEp80GDEwrGLAGu3oCiKAgBMnpkv7n8wHxS5jKvxb88xCfsfghxwBAv/YIkib5b6SQaxkkYC2Iu7dFdoC9nwz+8tcnUfdzvkYEhLSyQcyzILm9LPf2G/fH81R5Acf2vDzH9nq17CIzQ19+qwrp1U79umRXRotvXRcBvslV+XJ3JuRPpPWUORTprLPOil9X7ZCI4IILLsAFF1zQ5TniiCNw0UUX4aKLLtpQWw6apeG6667DT/3UT+Hiiy/GEUcc0eXbiojQl7/85Sb45LrrrnOV9hqzoJmwl+HlTHnqnVIcBRaN7B7G4XNfzs7eLGApVoPa3GspGIVeRbzTboKl3pYFoii0kheqtvuf+RhTojMfelhTfrmukjZmZYifdF4/YJDOvynUsjgoKPBp8/Ct5xvc38hg74l/NloxEK24g1pJtyxO7CKwSy5Le+cH7ooE3PWBO62iyiehBuBwfVIB7MYzXr0TNs+fbzlNGks2W2Z6Gzt868Eec+lgIgUNZNzo7xClgwYarrzySuzduxdnnnkmVldXsbq6issuuwy//du/jdXV1Wxh2IqI0B07dlQBKJnGtO1U8qNXIvuchPG6WlMHqdmaZbvtsiZXHlxbdXpXR/PYjaTSUBRTmmoj2xUgkELxlgNY3vbQVCuyAQGPP/uIvmuCUltK2fPWafMBQ94MSiLoqH554eW4HL9yAogguxWDkdsnRW4NwvrHHiT0tkqugyWtoi9/nZVErQ9SAEK+b/xcdLqkBTQB4B6PORWo2jIS6Nj526YNqsMx4dXYENr5vRs3pY4FeIPj2TQgMIbC7qS0/MrlQaLHPe5x+Kd/+qcc3HHVVVfhoQ99KH70R38UV111Fe5973tva0ToPGreYw8CNpvmvT9zIrv9ZkljIlu+/9Y1GT7p53lZzRiHjhukP3u0ikF3gayvsa1ANO1Vr7zJyO2Nux5AWD5pWLNqhW1z07JKiWW790Ki8heZAhxqYNNbacE8Sv7LmPq3p5O8Qm+DQ/uMFABY0uDkTCdrpWIy50nola//iCnH4JTYIliZ2JDF27y5NGmkWW8Dt/rCZIMj5UbLL2nDdNBiGo455hicccYZJu3oo4/GSSedlNM1IvT000/H6aefjle+8pXdiNCTTjoJJ554Il760peuKyLUU2U96rxM6/JdLng+d7Yzsa2tsv2Zm/6tZ4rFpOz80pWMtnXA8/iVE60yDDS4fa22VgrP7V4JtFdNeGXZs7TE8u2AyB5l58MCg3JsgyAE5DiEllyOU9CC4mIbBOVZZf7WoxPoIO/eiPpZt3ENtu8C8dh6ihc6+9KpALdanw0EZrL1KU8JLFMQ6UFeTb0YhqqdXK9jbpdtZDR2mOySaEzJ5pPtwW2gRQNCmjIwf6BdcIOiDVFtKFufjEOU7tTbSL/sZS/Drbfeihe84AW44YYb8PCHP7wZEbq6uopnPOMZuPXWW/G4xz0Ob3nLWxaOCN1SWuh5XvxpGlPKrerrNe+Fb6ypUy7DK+pFqGcV6VtHlNozzh6I+E/PP7otz8UvjLW0ZWXof5FyccDg2zWMAocBwBqdR2CwRvwauhjlJR0GCygssGCJKiQqvkofAgk++NBMpaLII38fJPafwYBBBLPglHiLnxp4/x89gwI7x6j0AIdYzlf2BR75ulvtmXQ+lQw6WwCUjLUtkeuFJRFt5jbShyLdqUDD3/zN35jz7YwI3RRapzWiN9T265nA3zDVTqOGa2CkvLU+tC0BVRmx9Xh5betGbbnIQXiusnkzzOuuPQD57sNHef3xPJnjbomNT4REJCn6tguIQYHyjz1WHkT0JoPeSqFpQHQPzRqDX+u7DWyValUlY5lN/vo7FK38mz53E+76YAYsc+Q2LAmFgpHS7ze2TKxTmXMDNgNg3NnpG/W6vgHpoO/TsKQJNGHMmc/iN08akTMyxffBijavpdDsHg1CaUB7x0kttwjVij1Ul6Ey3/vn+7syynEfJrRsCv29IFtWifXRWIxDK30jG0qtZ2AYnBtoroKeADAXJd/Vn73s2gll+pa31nFf0CbwHKwJ6KE78T04FDb4O4TpTmVpOJRoS61LmwISHP+otWB9gqcohSni/DJMwLa3FfMwVudUGpUpzUMALYAwbmXYLBqbjM1b6eEtBjVA6veb5pa/3j3Q85SPBzpK4mlxCNSSEaq21zI2h6rrclaCeZPhQ8ko4Pd22MxYh+6+EZ7uzB00Qt/s7omlpWGraGGtviWt2CbqzNQWBCCb0QVTZLzhd49fiH8ejVkZNjtAa1wBWxoDN32LxfrbMK+MtwS1yG/etVF67P/vsY22bIbsKS7CCWIO6ff+m5Q2amU4xK0NS9CwpFGy6++nPenbEUC1vuV6kS74xXrbcLup05hhXxaqdPN1wljLNhmgzBG3eP+z+6LtyppSfl45Pv+73/hQV1qvHeui7UC8S4CxpDsBLd0T20XTLdp3Klqv62JzaL4SmQtmGm3e+8XZqNSxy9wsi8h6Ka586K9TOHRpvgtqqpJnObd85daNNGoybYmlfarQQ9TMX9Ehcx2bMQocIgqgQUvQsKRvcKpHoQc86LCD0I4lHQw6+dtPOthNWCdtZpTBkjaVNsO9cEiAozYt3RMHiw7hh+aQokbA0Tk/2P/WySSRGyq9pO2kb/3+bz3YTVgnyfJBW9KdkpagYbvoEB0AzDr0iRG/09c6zKOp6zMWq+9XfummOtFEkvdv1sF2C4TOXg3AFjxiEwSuv87aXzclomHKs8U8f/eav1+wHeujg/pUHKJjS0WHynV8kwdCLt0Tdxa6k1ojSyz7+IK/jb4F+h5N7YL6ixMbI65/bltcZuhwB8TtjTd3AcXYVW+8R0LneDNqU2UeALSiSubf03ZHeiAxtV2bOnZvx4KMQ1jRfEPRZnylcrnkckkVbeQF3+bBYauqm00U3GQLE3iaxea/jOc+96iF5do6wui5595M6klrtaHedjrQ0fR29aWMt2mcZx4A0LXwGxtcv/2HvmOkjnEa/2TCBIvH+jpmSUu6U9PS0rBO2ujusBulRQ0TIQiCsNLobMejLHOEN2dplVDBDDKKTPmblywxlgu57VMvdlx9xzpuuGHWbi7zhpB3cvR8rTripsUta0OkzXhUQggjrgkPZOp29KwILZnta9S/naVAwZf1m4K35PXAwzRr7jydu39fe/fPtixvsVjMgjFJ/99JQELvS9tbIbtLd5K+WJQ249PWy09jL2mDNEFDz6GFn8FugdKW1oPNaTZ7fP/H6ItPCyRD4V2k3aPynSxWVr6OP/vj20y51nEtnc9qNdv7mFR0UWyO22BMSmXuD+PWhHnXPWmS7FDzTO9p6C+E9fdoal01dcBGsPnXXPrpuZKm7M43xRrWZlpQHa/HjLMZdAgrsW2nFqJdz+8QpSVo2EzqPAjzkLeMnLXrWZDHm/oXfGDH+L0in01QBPOsASyzBRQ0TevyH02amfJ1vX2FFireFn+IGtmV7dNmAIf5Vgab50FMfT10raP3l8oG7XcrcxLAmPNch4mCptbJ+fxMzi0X6r4q5J/NHvXfvTkF51PX5LLJG3ttqrQJdAgr0W82WoKGDk01sW36y9WYacwfICcMyIbGTcK2TGuQrH3NVR3rGMR65uDpwNyayT2A0b+v+e3j2mO5saKEEeXRjhfoWRuUfz3AIQCYjQAGAOYT2Fqm5meQUI5nTY52oGKrbYXaK1lCyoMDgh4kFKuDs1iR5UDBoQeV1XNDz96jf+Uxcx+e0sbG37nPsbvm9YCExq2a9PZshqLtylhq8S5pIORGf4coLUHDRGqCiPW8V5tufpQso8wIWfyYcpesKLsTGHPc9vn2Zn+sCDRfB/nA50Gqelp+86psCpSb1w5+QQOA33r1zU1A4EGTVfL1TL4GEmOwIZaJAGAahRBGLQwq07fNl6ktJZ36OK8DvCx//WyFKt27KkpetgiZ59XKH1tSm++7ufH2Xn/0jVc6ufzMTwyIHAEFk3XuJiqJjUiaW3azscJmOO8nmbK2D+RI2JzfoUpL0DCPJt/cObMN+BdWxmWHRv68gcidV77aUA/mRWxtURhzDSijnZ33AwEDKQgzgFcl2jLHMFvd/roM837+c2sGLPVm2L68n8/PGgPVbM4cXV0VMwUEXgkF5PwITPoPSWjUF9N8S/v5rWvw4Mmn+3iRFn/+q/3MwM2BOCNzzvtmrAwObLSU+9f33JwSFGA6edTgfryOb8Mm6dZ5lUzlbfFslVJKctcNXIIru2g7ffmDQWGTfocoLUGDp828mb0Xv/fgzwMRzLbgoDI2nuRBvAIZ/fKs+C2fuPdi2tr7Gc0Acx0NRePjF1rvn1dEFhQIvu2+q933lq0LtYvClmhZGwIC1qYAB0RQMMMsAoQMFGZzwUKpv66nbWUIJt/mleMit5Vv40jKvbHnvGTSnnsw561LnF8sSvpc6HH/uW+Dy+PvfQIqi4Spu2+J8/ENNc1x0fm0DY0tnXdznsxF6uzxblBRL1b2ENam3yS0BA0tmvLyTHi2J78sCwGA+VJrhcgzsLaLoVXOKwwziAarBALsoGzqIAUzc+6EVuBZbSmwbomSV2TNgivrlBiX+w/Pifs0tKwKAU5pdpSspqyFVnTDfODg+fXfVFprQJaAdnwDk7EyVOAiHYdGWZfWC4bklRPlnnnLhJ6PuB9GuqLIaAfN5jYGwX1/6H4duTVIraudD1D9w7t5IGGdNKXOTW9Xupvbeb0HE1ssYxqWtGFqa9r2341WFeacjwRm9WbXFR/FGPgZZamDwIKrb2ZkdY4rv3dpNysF3+56Jlu3if9m1U0v6S/9/I2mPTVYsorV51XnTRP/YsBhKkVg0AEMYQa+kgB3LRRPEdDefIv7ohVI6vtfj/X+1SLbS18rF0XwMSv2OTaWjlDf+/IsWv4PvepvU33uPjeAUc8VFlquwhFa16veGkPmUL4TPf4JcqTHNzpYjNDIeDfPLbEeNXpQVG/YpN8hSkvQMEaLoPY7y0MwAhL6xxYklLzG4JwG0JZyKArCDv52psmmYgsSSj6bqQvNch1FScxMMGQL2LRiNcrflrVhFhzPqLUhKvF2bEDAgaYTY300Q8Aa1pqAwa+w8IBBy5djOF6b7hWwvUdj42Dp75laHQh4+j0cdP8OwPZryHk+31kTmlYtBjZ9S0QT5CggabjBSqOtu8OCKctjBbTBfMwZUX8ViumzzqU5sg6GEpaNBDHeWcbdbyJaF2hYW1vDF7/4Rezduxdra2ub3aaDSv6l2Tz02/FJTjmfw1sPfO7UoVsbK9BoKgCezYXQNuXG48ZqCJLRAiB+RhmgQKShcNjiEKzyUrnzwPzMKb0fftZRo0oypgdzPLYcE4hugRZwAKLFYd7KijFS8NGMYQByLIRP5/rWKiuDBRi5TDqZNRSc1jBz1ic9L5aJ9jkfeyCZnzOtw1ufMji0YIbbGCoLBHCfH7hv9bzma03X4MGpffZt2XmrkRa6yQuYqLucjfo2baVXT0YLOTdoI+4KSSithvx3AhobcBb5HaK0EGi45JJL8MhHPhJHHXUUdu/ejbvd7W446qij8MhHPhLvfve7t6iJB5k2gvI3bYbQHjJCdTCvGhd81mD0Srm1zLIM5nbG1eePCsfGRnTcHX52GWo+v16/3uTJK7NycQHAHQcCBfS18dks2Nm4dzW0HAQ9i4Pyr2EtAYj5tocYKDnDAcxS3XWJccBAoCCMxzKU9DKeeTDFgNC6LcrzMAsWPILK1MCSrA/Ez23y98U+uwloBptXAGi6pgOzku6IQYEC47puDyi8EHGNa08OWqCkkrlBRbIIsJgsk9rWnFA10kfrX3T8DHU75tax1bQEDdPov//3/45nPvOZeOADH4h3vvOduPzyy/GBD3wA73znO/HABz4Qz3zmM/GmN71pK9u69TR2Iyc8+Asj60VARZXXGQRNgo0TMFnGZFwGdTPLclX7tKi0hGRYpcADuanPK5JUv7ofrJvDKqzWuXdRZIVRKa5I7/5ftxo13LU2uNn5mgMEbYvDzMzqPSkYWMMaDiQQwb8DmOX01h4MRU6MYZi35DLABkfO4GJO+BeUhy1RzmoQ6j4trfQAr95DwwbCsoXBujByfqD7HWoAkss0rBAhCD79fz4JoCGvsWNqBXgbljLfL01S8OFXJU15v0Oqq6cs16E8xeXNHae2WqFtiuI/hLXuIU6TP1j1G7/xG3jDG96A5z3veVXe05/+dHzXd30Xfv3Xfx0//uM/vqkNvDPRVn6kSiCkggTxpdC/5UwpBNAnlyWdB1tMkkIWKao0CH24qtQZApJArS8eB5Wj9XMfUF5uXVKYMwCD5qU2ZICgH4KiOmcQSBCqK4IIgXBVCBgQ1SJdkwEo+jfmz4JgkCh/BcEM9po2S305kAztiRkCVrJFI0ACMNCHrEprQXJnCEEwQCAy6q1uwI5xin0YEhDwIKaW52Md2BLCcKNnZSiyvctB5XVcE0nhFoBCOzpSTIB1FxAoaLmnAMCAloabK/eRB4AqgNwcwdZdrrVDofQRX0fODhV7U0bzL5FX8uul0aFqUxT3AuTkHsqbGy0/jT2RPv/5z+NRj3pUN/8Rj3gEvvCFL2xKow4qtR7mzgOuD765/Z63h+5D55jP7TSO0niW5GdMxbrgWltEBS+yzIR0wGWeMhPU+INGQBvNFGF4eeZam6hZWQB2LX5RPOWabFqtzGakCEw61f1rv3l8SmPlV7rQKxvrpghVPEDL4qCrJ2ZhNmG9/3yK1xyXeLbcFQpwOHUt2K2tOYTSP2J6/d7KEACsOatCKd93TfTuMyCm9WxtgEnjdljFXj9zicc8/1Huw1/xvTmdn/OmpS7wsatrE+7hhqkHNOZYPebRutRX/TA0eCb22EHv2MVouSPkRLr//e+P3/3d3+3mv+lNb8L973//TWnUnYKm3tgFecRoJalfvDF5E32h5ouSaM2AapdFKzDNz8rqJYptU3WtFHjWWWabdtBv+b6Bpjuj+qtgorg4THvcbPj33nBzrneN+sLPvDOPcze0gEMvTmGGEN0NYZbdHVPHC713awQWmisnUO8C6QFDzy0Rr6dO888G0ABqCuAcUM33IgxG1szcHwUQ3l1RZFo3BT+ziU/BBLmn/LPzz2/7B3Nt5ueAb3azcV1+uWVj5UTrfEOKfaQsQ3N3k+Y+WM0yjfpMFAePg6NjUyo751pkXiPn1hUOOZDxjUaT3RO/9Vu/hSc/+cn48z//c5x99tnYuXMnRAR79uzBpZdeimuvvRbvec97trKtW06TQULv/Q9ShCS+YvCvy5q8efXQ+UhWv9mB6pM0MEoogy5dfFbIIaQxk10nZXAHQuHTC0rygsTZ54pxhajLQzBL7gAd6CXJmgFYyWlRAYkU5aEuByH5kVeyu2Etpyd+CAb6e82nD0T3CYrSHYDspuB7o/26FgJWyNWwlgavofiIstOkZeuJlodYRqUMI3dNFf68baSbcRUNwMDxGD6eg2MZihKsrQw+AFIBgAUPDEqLivOuCYRiVVLgwOCPdUcGEwEJjAgBYQcU6PULAbjxs/tKe5pdKS4IkgGDbYN5AakPqyDLHrjvnS9CU8eoCfVWFtIp4GCraGKdm+W62RBNAGiTZByiNBk0POYxj8HVV1+NN77xjfjQhz6EPXv2AAB27dqFpzzlKfiJn/gJ3Ote99qqdm4vzVHu+Zz5WseVNneS5mn/sfN0nKsKgIiqXj1v1RuVvAIHQchysgLP/9XdooOxTsBinIcO6hJxE0KOXVDAoYqeu0YVgIgCBsEQAmYiWNE2ZmUyYEVmRqFEEKCDvMYvMPAoClVjG9YguMc9V6GxHZLlRN61AKxK+36vIcY3jAEHjkvpYsvE43dvnEpFSYYqfTYBMNi8cjyjdK8/1lwAZGulRCxbLD78TAWT7vK8a6KKW7BKOzTybDyDus8Ex9z9WFNHAcT2HlcxDaG0r1jHYMmsnBCA6kBDXlU2pZsnZUGAMWljpzEZlDfVTTGXr1GfsXJsksL07djQfg9LmkyTQQMA3Ote98KrXvWqSbx/+Id/iKc97Wk4+uij19WwOw1Vir+RRueMFZqPcEsetCzP6LtQhWQlC0EAoIChnGaegJAUuAUOcdxK6aHkBwEpfQsA9BKgM0K1VoCVbwELuQ0emCBki0S+nMxHYCMBA7UGaP1rGLCaAg5lAWtDgODHf/LYfA1a9gAEqwocAKy0ej8AaxKwSjdwLfXPilgloeBNFcLUAXmMemAB2ja4oEdYwMBjdlT85Xzm7i2gVgYxs39ViGplWMsuiFhmFoYMKjQ9BHHuBhgAkfkUkBBA8HV7kKDXzvEMHJfxHc99CK2CiIrdBGDSse0ja0ivN3Lq3FHfyT7mqLFqo3nMyrynbFvKOYyfzyvPedJqX3DH2rOuzbn+kSpqfgu3xPN0AdL2ggXBRKv0HBmHKm3ZjpDPf/7z8cUvfnGrxG8pVTe09YBMfWjmIfl5A0GoB7T6XFyC9fmWPDtoc5GQy+l5MgHzksoqrkEHTzLxBirvBns2UwMlIE4VAwDMMJiNnYAyqy0BkQJrPq/N2za2IfGmun/hJTfka+CVAurbn4Xaz5/7JQAHQnAz9oADod6jIaQ8/XlZ86iAMZCMuvRaqHeebAEG/q3Rs7HG951cDWot8EtXe0GPM3MvahCQrQ+qqEO83y3XRHepJT1nIbW39bxrG//+1y6r2mkBEF13KMfcaS2dXcUJ+XN/k8YyqQK2OjSVdkUEStcxJi2Utx6aKK9ylYyhhe3FCEtytJClYRFq7cd/SFBAHwY28nhmHzo8Pi0v3dSCPDL13B2aVwpS5Y16STYrC50xI7kndGRSlwMXL3ELOtCGnKfm/jzACw3eCBY8SJTCLgpdbslWBevLLtaQYm0YMJBRP1oVMMfaAOisPy7hVGtC5Gm5KQQlvkHjHvK9gyrdyGCtH/G6h8Yyy5B7km/z2Hxj/mLM8vlsSzFQ09fNIKENGBhA8e6Ptvx8KwO7MvRveYYYQFhFP+qaMMGsRY4HQ+ya0GtR0MttggMbyHzsihCrvzKosP09PwgS66dGEGSFeLpl6+PKEjGpDQ1XwJzyU7+HIVXnLUCb2c8L1SvmvqxbxiFKy29PtKgFcjsv3dzyc+Q2ZwitqY0792A8K2Jmb5WnwbAMsikt0MDulpzlAZOGiVyeROdBOimGGQ3S1s9tzc98DbMEEFg5tLaVzkpqxNpQ2lXKPOWcozCDlCC/bL62SnQtWEXqx+q1tF8Cp6nVYS30tpVmeWP/+uVmIdVR1Z2sIMGmVYAhlGu1X/QsloGQ8mxwo2DN8ajsnpVhLQOJwdzfEKj/YYMpcztCCxgItSm22Vig6FpDENzzid+WV+1kkKL3O8CsNCoykWWVcqkOAg5av1WdThkElzZP0c0bX7wC9w8mjytz5FT1NcDBXJoKYHxdC8i9U+0GqfVtxu8QpSVoGKPeSzT2ctXTdQsMFh0kDLVqZd+rHci5TeUrggo43EwMyIMq8oAIq6wDD7oC4ytWkBB4ALYKBCiDfFFSqiCGzDvDQMqlKKUaPMTYBjNDTO2Js+Dyl5Xn4UcM1L4a/CwCHGZBVytYittGBxwIIS7Z3MAgoUBhrQMWYptDtTTUt/sAeD8GVIAhphelPAt1Pyk4YPCgvBEctKwM5WeeUVK4DBaYT1dKxOOhck1k2arMCVQCwHDEKqzFwAEEdw4HIkqGBS4MIGImWSi6LkU3Pw/WHTF3bFhEOTveUfdF62K13ALj1nTrQodvLgXQjfymogMHDuAXfuEXcNppp+HII4/Eve99b/zqr/4qZrMy8oQQcMEFF2D37t048sgjcdZZZ+HjH//4prdlCRoc9V6SPkigv5NQeyOVyok3W815WbMycn5YHsSCKWtnaV5k5SJAtDoEPnf5CjCyfzlwGvmqg5+RqkL0s0dk8OCtDVweKMreWxt0pqzyQWX+6O1fz+BjDYNTBm3g4GMc/Fcio0KvwUMM5owxB2qBUCtEVoCNXwEJBSj4vRhiO2vrgraPQc5aKM/KDHZ/CrYwaPqBYPvRAjDbnwr4/L1lKwPyfdX7zYCkWIYyiDCghNrKzwODPpQloxwPcc27/8XF4cCBEyAHRxJgMOAZ/I44sADKpHr4HayEdHVe7YoYm/lPCnqcOp61+FrAoJNe1xsafI2CY23uym60aztxRNik3wL0qle9Cv/tv/03vP71r8e//Mu/4NWvfjV+4zd+AxdddFHmefWrX43XvOY1eP3rX48Pf/jD2LVrF57whCfgpptu2tj1OtqymIZvKAqYG6fAVG037XlHypp8jTnIcQyaJIWJ4hrsMkskX38UyM+qACauIeT8KI8HV+RYgThLjVtDpzKpaSHFBfDgLSgDM8vPf4PEmIYAzCTGKsxSDAKg20rH5ZdDim1YQ4xtWAsDRNZyDMIaBqxglvdtyOlhgMgMa0i+Uykz46gc46bUa0grJwJo/4gS96DXDrGrKmZQG0u5bWp10LgGf9trG8HiFPvYAgUlvwW0buqk52MuCQUMa42YgGJZKFYFvZcKsGYuxqEFCGYoqyu8O4ljHNhqxTxlvwcFV+SaYItaEAMeynOnSt25KgjsxP/s8dimTkYH9ACFP+e/6SfuvMnfkNtT5It8Y2KSW2ISWOjIDP12TrnGSRVvUxzdZuzouGj5D37wg/iBH/gBPPnJTwYQVzL+4R/+IT7ykY8AAEIIeN3rXodXvOIVOOeccwAAb33rW7Fz5068/e1vx/Of//yNNZhoYUvDc5/7XLz//e+fy3fPe94Thx122LoaddCIHt5FkPik7aTheI08mT5YzKmiG9dAsx4bw6AtJ5cB+5JDGXTBgzENzvyhqWxOTvXOiE+pWAz4sm3MQ4lLsNaGrLzIesC8vQ2IDlCU/s/8lxNTO4qSO6DlglWqB0jJzgJwINRmf7+ps4KHAyHgAEKVvx5Sd8IBtWj4+4w2YPCrJFqAgcuukdUnr54gC49aD3jbbk63VgYxsQxFlrUyWIDAqzYGwACKtsuDFTcvt5xB8OCXfK8FCfR8BNcfyH3igIR7F4sVwsHCppVwE9wPPB6ZB21E1TfGqbl18fjnQU2DJ79lPZ5EkwDJPGqNycC2AYWtohtvvNH89u/f3+R71KMehb/8y7/EJz7xCQDAP/zDP+Dyyy/H93//9wMArrnmGuzZswdnn312LrNjxw485jGPwRVXXLGpbV4YNNx00004++yzcfrpp+OVr3wlPv/5zzf5rr76apx66qkbbuBBo5FncaHv1Y8p/xbYmNeWjvvCvrNi3/U82LFfGXkg9u+79xHPQnFR2LX1vB6fAQa7EJxbgQDDLJm7S6xC+QutK9SxDTnuAUUJKJhYo9gIrcP66AXvevvNOf8AKTsDHFxwJJvzW+6KFnhA6pPiZohxDmsJSMz7rSGCjjuSq6L19Uyul38HUDZu8uDHAwbej6H+Vodee3FPFFBClgOjxBkIEOAbsTLYAMjBuM4ysOD7Ssf5ekzsTiz/6T/+ZyOn2jo60LPesCYwIOFryQxJRjll912L2AUxB1D0XJU9BT1nPPHKfcokZ1Rev8hcmQZ0ELOk9Om9eBDIv2zr/QE49dRTcdxxx+XfhRde2KzyZ3/2Z/GsZz0L3/7t347DDjsMD3nIQ3DeeefhWc96FgDkzRZ37txpyu3cuTPnbRYt7J74oz/6I3zlK1/BxRdfjLe85S345V/+ZTz+8Y/H8573PPzAD/zAoWddmEeheAoQYJ7W4jTwZazbACG6DUI+F4s8nNzq3IsP6HzhUsj3kPJE2xhy2TzmpWN1LyAp/TEXRXRJ6LLGwjNDWfaoCkiXZOYlkyHyiJZRV0BAdEMkxaCbMMVljwLBkHdsjK6C6J5Yo10ikeuJwGGV3RchbTuNAIQBn/qX26MLId2cyD9LwAF5kye9TwJVzNZdERDdNX5ZZun9hnsieK7Ficd+X6//xoSugGB+uxeDKsMS52AAQ7LGlJiRojxLzMKKaddasuqU1Skl0LFnZeC03AZ2SQRS4IGBnbo96BpDsmgEwY2f+kqWwZa1AjDoHJxfd7JJy+3o8FTxDB5oYC61lLqM5PXOK7dApw0ypVEYsUKMtS3xct4iQZaT8raLOte9sAwA1113HY499ticvGPHjib7O9/5Tlx88cV4+9vfjvvf//646qqrcN5552H37t14znOek/lETO8jhFClbZTWFQh50kkn4ad+6qfwsY99DH//93+P+9znPjj33HOxe/du/PRP/zQ++clPbmojt5sW9u+NvERNs+Kcc4GQTCl/zUDmz9OfhtyWy4KXlWVwkAf52kVhBuigPFGeX26XXQc6KAdSHKQ8AkoQnbc2GItCSErLWTtYsRQlxm6NoogO5GA94JRdFFGfrv+Ac1Vwvxg+2Bn7Wmi7LPTnlzyulzIgcPJzO1JbeJdHtZAoXwQUpQ/ZwqDX7wFD5B3KTo9Qy45zPzggYYNP6X7OtTLUO1DyPbdWpvjfzMjj/hEcccpd4vNHgMS63Oi+eSCB8h7w+6X5XNYezDn340Wgdz40lGlLjh9nWrxdcDAuS9O9zG5MAtffpQXfAK1zHrDo5R8idOyxx5pfDzT8zM/8DH7u534Oz3zmM/GABzwA5557Ln76p386WyZ27doFAJVVYe/evZX1YaO0odUT119/Pd773vfive99L1ZWVvD93//9+PjHP4773e9+eO1rX7tZbdxeopfI78jW/ILbIi+Rk5vNhUmBN7UB/0V9Hug8szMgMANUUbIeIPhqvYsipPYVBUHNDWUgVp4yw2Ul7suxq6IEvxWFX8AGb08clXVaUskKJKXP8t/WzFjwEz9/UnMvB3ZVmFUVFOcARGWswELbyeDB64QZuE/ayj84/nm8uV4UsBBymlTxC+piAuqgR29hKAAuAgYGBtrHtctA6H6qYhcD+Nbc/WhZGQqIiGmz9HyWZbrI5xxzYJ/rkn6/F3xP6QfnulDgqyAYoPdF68p9Tq6JUN6xEiC5dfEMYzw9RT53+2jK705s1kvNlRNz6pir/FXmwUcHB+PT2LfccguGwarrlZWVvOTytNNOw65du3DppZfm/Ntvvx2XXXYZHvGIR2z4mpkWBg133HEH/uiP/ghPecpTcM973hP/63/9L/z0T/80rr/+erz1rW/Fe9/7XrztbW/Dr/7qr25qQ7eDpvr4WgBiNBhyzotflevUabidnLL1rc7ykQcu9vH79479uWXJnxvIg1UqPhCS+YrVYLCAJA3OeT8GZ23QAdhbIIwZnIIiY3oBEAwAyp4BJfhRr2ctDLjgxXujUjXAQTJwUDkHMJgNoOweFNHq0AMPB9AGEPPAwRiYyHUg1dEAC2oJUf6Z3ltonIQFDD6GAalf/X4MHEtg71vJ0/tTrA2q+AdnFUr3Ruuh+2hWUiTZLSsDx7lUVoRsBRNc+cuX2ntHz7heb65L35cMCgp510ROA6Vn61+pS89zfkofjWdgXhRgYABCqMcA5vWyJyspP7b5B3isvuDSWWanroWp14btJAXgG/0tQE996lPx67/+6/g//+f/4DOf+QwuueQSvOY1r8G///f/HkB0S5x33nl45StfiUsuuQRXX301nvvc5+Koo47Cs5/97E29/IVjGu52t7thNpvhWc96Fv7+7/8eD37wgyueJz7xiTj++OM3oXkHmQLyE2m3fq7zq/PkD89pAWWrac7nsuD6BCG/bUkAyYyH1KCRpZfQLBKjA56IgD+BHdnTls+pUUFA55K2do7157iFUOIVJLUjLkksyy/jNtD6pUotF5dFxniGkD5RHdOoRqxhgISZWYI5w5DqmkGCbhmdXAUp3uFAileIMQwqLSnE1DeDINUda9QNioa0fDMAccvp1BmxL4PeFRxIKmBI7QeQZth0S6Ug9KlIncfpGd1Hz6OxCVVZAjkcvwDoPgwODMK6hg4EBmnJQpEAgVpltGyJb+DZfLHYaJxDcVFYEDijOjiWoQJrQV0khYddGt5VgXRdVWCl3s4st1yncU2QcrYxEbZ8dW9aN8r/7SnNXtlEoxOTebwtENFry4iyz73r61ukrZm/UblrX7sdfGPWg0DWSWP3bhEZC9BFF12EX/zFX8QLXvAC7N27F7t378bzn/98/NIv/VLmednLXoZbb70VL3jBC3DDDTfg4Q9/ON773vfimGOO2WBjLS0MGl772tfih3/4h3HEEUd0eU444QRcc801G2rYQSGHlM3z3AGGhk8sv/hkBiFADkTstsPJy3kNS6gq6lxfQP5UtgIWRQ66v0JMSt98SA3M6QHmy5gxWFLAn95uBUQGDAgSh/VZIJAgaR+EdDGS92hA2ntBsEppAoEkIDKDYAgxWBJhiGkB+VPXkpRTcWwUwNIKjHzMk4/JQZRd4JD6ZEgdewAxCHIYAQ9rCYioKuTvUoBAhP4FHLhLfPPGEx2zOPjP5JGCBHSppQKEYokBLGBgN4QChuJaKe6dA2QFYktC/NtySwzpugpYKDEMSb5apnJ7UptMPWTRCoXHWxnYdbHrsadXvNaiYK1h2v9b6ppwvK14hlFffk9RdxS/H9daVD1JnTbLnPxm+Wa76sR65URb5rZbFu4EdMwxx+B1r3sdXve613V5RAQXXHABLrjggi1ty8Kg4dxzz92Kdtz5qKXQg7MWKB9QJvs9y4NPC1RGRaRZ/1wgASCbPUx91AgBQkgvoAiNHQoCYIwhamnIs6lUPoMCCdmcLEBeDaJWA5Hp1gbBLPMCWk5XTqgSiWnRmpGUsq6a0M9ip+7Q1Q+ar52yFoZohUjHKzLDDIIT77qalaQChxAk5YfcWp31DggZoOgnunvgASjASFsixF89DvMGX7r1HH/R4mmBhaL0YJZUVsqZgh7XktJVywQDBrYYmBgEFKtCyy3hl9kqcABKvEoBEz33lo1BUYDQcmkoUDv8pKPLNQcQb7wbBSxIPi8vAN0jr1O9om65JjQ91VVuVOcG5/PCK80yUv5vPAy9z1RX9RNI8Uq+CQ68XA9wWvwtmejIr9rXuYiq79tsW0UHY3OnOxMtt5F2NLqWGbAPamf0nmeS6z7svcGDW0JpQc8bg9XoKgodINlfzQN0YmNffzy3ykaDF40SCYJgVkTw4F/MzX7fBrPBT2gFRSYgkBQLKxgT99AI2ovKfsjLB9/1lhucsowKssygAVZCaxCzrTIHQpa+0PbWt3qGEv+gv7U5P8/vYxWKbFacKO3FkPtYlT4DhgwIwkCuhgE2PqQGDKygWW7ZKnrcLRF5rQwOdA25fRagFAsGuS9grQzqzuBVNp/53/9gnhPlLcs3rXUjvxcN4FDeFXr/9N1CgzoK1K6OGilDZAACP3g9HjpeKJ5hkXTHkw+qdvkO65X15Rqy7wwUNul3iNJyG+kx0hvrXQPp76iLAQBP5XVmbi0VmujqbLkwuB5+4GgC03JR8Ke3heTkavXz2QFlS+iYAv2QdHQvZDH5PNaRtnzGFGuD3bchf7o6gYRoWYjxDAhI20vPjJWguCmiZQYhYBBJMRbJshAGDMqPkC0OSGZypDaIXmOSPyAChxWEFKsR83XfiANkdVCXhbohdB8Js9EPWR/8rVvPmFHKkjKjPHY1aJrfEppn2SUQMq22cLs6jgEGBWjMk2MhMrBbSc+MGBkcxFgvu0yggl0QARTbQACkYWXILpskI/ddIGABB5qTfDCY4P4KxTWBDCZqEF862bkm/E2nv3NdE14Btx6cKQ8VyRqNZ+C2ddL1pGfRMM98r22tst32hzY/1bWk7aMlaGDSB1OVdqD3nxS+6l6lfO4z57gssichUBF1UXjhTm4+cKAjqNmfgxOi4AwMVFAw2ZqvUQwFMESFnEABEgCg4MkMLKgNrdiGCAzi9SpI4O9SRMABaCyCKj003BSQGRCGdI0zDILsO9e8gQIgGTj8+CvuhuCGm7WwgiAzrKB8PjoGViooij2iM3sGD2tgEFJiGbLrQnucRuEpg13m9tYlOmarAadXHwEjsKB9qOlrlYVlGmAIKKtcjBsiW4I4UFJdHtYFkS0PoTwDDECKlWF8xUSxMlgAdd8XfK+9NgJbZhUQycwBkIDhRy5TOloBioKFYJg9ZLT3srqhnB8az4gbFoC+eyHnNcrUssbQxkidPn8qeBlPqIHSWKPGlnduFXlAtU4Zhyot3RNE3Yezhbh9vkPxvRfU889F2+bcDUKNQYvL8ACnVWb/LJl5ddjIy/PcDKzELnAeuxuGvOMegGymjwq2DOJl7T+Z81XphGKCznyh7NGgpmq/D8Aam62BpOAGmjkX5amuir/+0xsbrgiQqT6WuSMMJKO4YpCOD4SBliTq/gdDXqpp/O/ct8HOlHs/7zLSX3Ff6JJQbX9sky4bBei+pedmLYi5Ru4HXsEw1cLAy3A5jcuUjaAYCLBbwloKjAUh9UHZwnqelUHysz0Lguv/6hO1pYKefX4n8jNP90stEgjlvLxiUt5B/77yX/rNHRc8Baf89V3v8M9V3AwWOoCju6lTaxycp/x8OcQJiKk/H3so3yib0+cNyltI/oVc7+8QpaWlwVAwf3SK2Ax+1DzUk4ecz0JCPpruoggNy0OjfYQhrIsiVRbFx4wy5qT/A4uQbGmYqesAuroilLYHiSscdOljaqeuPY9bQ6egQV0RgchTtn4uQZHZihDSVsbJTbEiM+TVFGn2uiJruT1rMmA1rGFNohy96HkWh0/8460ISWGuSMgrPHRJ5oEwYJCAFYRoRQgxSDL2WnRZeMuDng+ivVsAXlHZDPsaA6S7xQWgcLpUfGxVYL4yNnEcCYrSdnEEgAICXlY5BhjstyR67oqysqKAyAwuCGAo+MwbPoWyl0SshwAoCk8rlkGV/r7/74v5+jyAnrXAA6yVoRmLR64MfnH9eQ8EFAAx4ppolG8CDq/YHVnA0WkPbBta8ntk2xQa5WqA0CVqq/DNGmvPIax8D1VaggYmegHnggQGBgwsQi2gCzowx0Xh62mUR1Kgfkml5EbVgESVP0IBEarqytp+Xn4p2bWgg3esTowXRGMIIpAoKxBifEBRrloux0NIiXdQ5aH7NJTPVA8QrGEtrJTPYifgsBJmOCBxRcU4cIj1HHvialk5ka53JefH64mKLCSwECKQQMCQAVogkORcLCigQKTcLDu+TXFQ1KTKUFdo2HGegULMZ7AAlEDEYl0qFgl2UywMGNTy48rphk1lG3Cxro0MGNT6wMGPJU8tYroplA2GLB8sYytDAHD48Udaa9n/v72/j/erqO7F8fecBJIAITznJBIgaBQkogjovUAFq+CtWrW2ahWqtd5+tfgUtGLV3luutwb1Vy2/W2/xq18v2iLFtmovtlrBJywXK4iiiP2CFuQ5BgQTEEjI2ev7x541s9aaNfuzP+cpObBXXp+cvedhzZrZe89677XWzLYWHMpjBeHeUFsA8NiS1osJOBCgrHzq3KTbi+md18paENFRvgARPUCJTK8DFAECHEWubKGWj9fuSKVfQQseQBrFarbIuz7T4bFAaQANlpLmjn9oBEio1OviWaRZYGDO1UZPCWEIZCLSc4CjnNyEZmflT9y5PMcFnliTkmdepbXBxjawtYGDFSkIS0Ks24QcfBgg22jhQQhNu+lOtCxApE0ECEXPgZE8VqOBAwc7AgGv/9M10RXDaa0iYoDAVoe2z63VYQKU3CoSPAC8V4SGBskiIEAEgGSJSNe243YBYNwTZWkGA6PAAit965IBtDtCWyCyYparUzzA0JBdjimtCXqlC6k2kMBLI5S5dkFAAYH6ltJiE6vY3pPOek4CHpDtxbYQwQAvE5VjOFYApJdm9F3oci0w/9R6m1a4JkSepS6rggsCYGFn3SLgWkK8el6+l9cFmLz6Y/Z3LmlYcjmQIvUQOQi6yHNuIL6ZzRSgJgHNzyIQzb94MIqyZX2Sk5t56HQwl/DzQk/QDCiYn1peKd/o5Nui4JN39JPL7iZMuVapKD+4UEDpexCkfebq41RcnmLkPrLy4RiH1n/f7uv4gT/4aao7RYtS/EEbo8CbGmkFt8PEVaTYAelrRzad23iGxtSr/R4x51NClnw7BNVOXgrbjgvX47SW16J8XQRwmKKJNgg0HU8oefWYL3IAw6I4/otE7Evejlt/RIzb0G4JtkbkJavatSHdDmob8gJEWKAB/OC//mMZyyBBR3r+AtJ+DZSfkXz/y2cGqT0uUOzlUHue4/G0XRPOfNDbqiDns1GKvMa7xt/J95R9imcQBbviGXxLRUcDA805DZYGS4T4piteHPi+7Gt94HT5kHZYJka6KCRPOOepftsogVdQIOMRlo8fePZchDw5WmtDEysna0Oc1ENMZGuD2jUSIaUjxC2ZA7VxC5Cui7iDY8iAIITWBcHyTiFgUcgrH9rllhBLK1sLSrv1NEZaHCYCJeDAyo3jHNgV0SopwkRokrVBuiwatHELAe0qifaDUSHCibytNl8HcduoyxdSKZ/KqRXFcXq7FkCN06VS5nrKukA6iHJKjQvznVDAgUx7LSBDAgwMRti1kawXpOtJy0O2cJj9HMgGP3KwbQZjLBdbBTgY19uXIY9Bzcogf9rKoI75uqiLYiwIjmui+NZEDVTU8vqACJnn8CusDaJMNZ6hr052VzHIu9jNqpyTmzdv7oeBOmkADZIs+g75D9l0CRJs/SDqOHkQh3kfhqCf3EIGASKsi8ICmFS/Vf6sXFuQ0BZME2mgDBQSUCI1OVNyY7QAgRVpO3EDARNYhKYFGpS3fubtpdW3JFjxt40jgNAEPgaACBBMXV6OCQKmAsDLLQM4yHE0cCBqgcGxz923VfQhL5VsTdqLIlhojwlNdCeU4AFAGz6ZXBetcFPCHTEBUvcIqTti3ClQKP90LYw5HdnML21m1hXRCABgN32y6Vqxh9R2dklIwBAMYMgKmd0aO2JMQlolAWkdyJYptYImglVtUeDYBq3sbYDkfic8IfHttjIESCsDjzXzykGSUBYJzi+up51LrAIujke4JiQA9YCCAQEqT7ZDMt1BBFRX8lx+VDxDwaez3+V5toL44KHathu1Ogc0Dpjq4rFAaQANDgXkt8SRQEDq7UJpS+tDNiUkPjUAkXgH/SBIcFCAkBZUBFGIAQEEG2kNydaGCAYIhbWhnbiDu2cBECfwEN+ygVSex7G1JHBkQ9y4CTIGgr9P0X4hMsS3ThnfIAHCRJSdgcMOQHyQqgQOi9AgEH9bAiCawOTapQpEyEFvlRvFFR4TaIjEngwSPMTjaH0IQAIQfPnYUsOXicfMxjVUiWAUuqUSKHDbQK4LlGChjF1g4Ci3g56IH5XiPRK01UHvxaABg+Sf3RvSZRPdUsrNkFdLZLdEMLKL1RQMcqSbTFgZiIBlB++nght7WRnAIALZyiDGFSSPxTyhwISxLIjjZHVgYACpKE155kQmj0yeaWs6romx0qV8nkxGnj5gwSW+cLbNvvXngIaYhoFKmsmDZ3jIesWN4k0CneXla2vQaaYsA4O84QxPlHlSk29eYKAgTN12XwG5b0MT38y4XMqHiWUQpulG5EkztFrTz2+wwrSdfeETSlHwXgw72CeOzHdH5LMj+uHlltdf+PjPVJyDF7m/gxZlZRffkOW+BDaeoEmyLMIjUdlKfjIOYVRcQ/ohuwdUXAByO638Bgwgv3E3qS+LVPtycycVDyFWQWTwoAED85B7a5SAQbs40tglPiFZEXLfxH4O6R4pgYXaxwL6uitwgIDbP3N1utfzUkzWQxUrgwAFqawEEWQAgXpbEM91/BUBkN5zHfMKS4KcD2JS71UTTt2CqJLXka5kkO1V2k6yqf0Z5LEPfjptcd562AWsiBcSDZYGQenGdcz96eWedEKvWAWRrPhDGBOSqcI8LaK8LKKYphdlWbDN6Gtt4ANS7OMkG/KSwgB2QUC93bcm/vgOFdhtkeMiJoJ0U8QvXoZYPpr02zIAwgSARu3fwHs1SPcFSLsqWvdNqy4nCJgKi7AI7WoLCsAial0hBCRwsjg02IEJTBDFVRK5/y3IWRQtDfFTVoQY15Df4/NlyFEM7KbgEmnCD07AV4UYkJVc7PwainO78VFSxpCWiwz6GCBId0TLp+0Pbw1tgxsJqFoYOG5CAoZUjrTbw4tjmBJAE4ACohYg8DkswAUDWQGCGWCRuMflmPSxMkSwoOYEe+zkqQBIiL+mvFb+BnQYGts1QRWl35GulHzRFjlvzhoUdJJdx1qyEf3YRZDBLiLGzqABNEgSN4JyF0ggAHO/eErdy0fMZBeFUNycP35AZGyYslTEyjUq+rTBE0xsQxQiA4mWjzZctL7+oMzKbbNNepgpgoT49Urw5k7ZPB6EmyPCA3Bg4xTQggRqEq9UN6YjMAhowQSoBhzaPF6OOUGUXBRtPmERNfittx+SlOcj1H5rol2W2Y7TRNrIyQMPFO+NNmIjiDR5C2Vsl//nC9QXNEh++rx0VcggQlaAgFjK6IAFQMcuZMtBLBeVqvxImAUjXRYGBgzSgsXARa5EaaiMY2AZ9I6hNbeEDLLU43DY654l4iWQAQHYyiDS+MdjGs+VlcFeDGEl8HZm7QyAJJNeAwReefhv524dOa/JzokyNRdEMH875RMyFbJZWWrt1cBRR71gE+aaKtdqbB4LlAbQIEk9bK1Sra6ikCBBAQMHEEjQwZOStSYkvkE/iTIP7SRU7BCpeBlrBQXkT2QDytqQjiN4kPs2JNbt2157TIl9qzRkwCNlkAC5SiIDCnCgJHi1RMsr7RYZAyrT/gtACRwgvzsxCji0+0hMYSIGczagMIHvf2MLHveEPeKmUohujpB3qhTWBXkZ+a2XgUJrlWDgxapUxiyI2JjicvWZNUpwwJRAAWVXBJdnpS3BgQcWJNCYQgDSectLfsRKLqmUAZLZ8gB4FgYLGNKXNIUiby0MOo5BLsPMlgHj8kryimW5sg4F/PzbN2HVmoO0240BR/wLkaYBgmNlEMCAVGblWAGCUJYRQCTI8hB1RN6cuiasIray1BS6TXMVflcBL4knorKsK/MCVsILjYaYBkO1By/lAcX9XzyU8oElU0a+hdg80b58aKVJs5wsxNtNzCPk8/y8ZvMtxGSJ9AaW5WMzblJCkY+NzHff7sjELYhfUgjIfm3pT6+ZrFPAXORRfvsgpBiH7HNfBPm9iBznMIEbvnN/VILyDdbGMeRz63NneR+hRWpPhAa8QiDHG+TNkILgE9R57WdjGVjh7ojt7qBF4o19IsVe7IjxC6wgeR8MAlJ9Fd+g3vrbOjxWDQJ2iBUSPmDwXRLSQiABQ7pvCMU1lHEMUwoMWLeEjIdp71vpluDb/v4f3q6CJBHvdWlVSKswKD9a/awM8pifa/l86zpS4XcFQHbNQZZm1TVR65thrOUjv307r9n+pmMHVntzKreV2jSdnUfQwIGQM/0tVBosDZYI4q3eWUUB+HEM0vogy4i8yFSdKt7BlPcsHJg9a4MKqEiHlJqU5eTStnZdQZsu3RTtp7HjHgqQbooIfEKecNIKCbSFJgL7sxsETMQYghwvIT8xyhYHYmeIiGNoosVhIhBAizCBJrXLq0KW7tUGP1KIrgmKbphA4KDJCTRpzwW2PKRPfscLxMM7Re2XLtO7eioXr1a6VPmaVd/+5GU0F1jPyVl5ejENJOrojbmQlL5+827La+uC3clR7PJIGUSx4i423nIsDB5gaARwkBYGRNnZCjHlAAYLXOW4NBQwsWxJuo9SXyGsCmAdFK+YPRYXo7QyiKvoKW+SPw90CIBhL7oEFg5PvRwzHxcgolDS0ApXKrDKlJL+2ja9ciTuVEc+9zjJburJ/u9KVBmHsXksUBpAg6D0UEhlHb0F6pm3IMEqeS4DXT+BBQsSgO6ASJIFpMDigKSw0Js9BZ4YQt63AQBMrETuFpt/2+DEQPzp6xgQGUIsy/s5yCDI7IIIaAMPJ6LS4Pf+iQg2kr83uiDaQEhObQdsAkhgQoKpFiBMpDFpgUWT4zkowptgl1YSXvPBJ2MHCIso7joRKC3NbD/N7YMHUNxCOgKkVhQJICLIpNSDeG0pjUdf4GBBgAQANp/LSKAAaEsQp7NCB1+NeF9IaxCv0ABBKWO2DKWNoQRgKaw/HYCBPMCQrD4Q7dgYhaBAhNxzQYEIyoGPh5/9ItVumy50ubC8pfEjpHHJYKEDIPSxMoh63lt3ypMX17Tpvp16YMGmV+SurYAITtkCEEneHXJVwUKtnlfZ8ipkjQIuYEW8kGhwTzjUD62LCgatdz3cepJx3jBgJpXKpFB1WcgJx7QpAQtPmNk0myd6qLysGKSLQO7OV7ztpQlcLrkEcvQ7sqIhrRDycjy9jJKXXHIwnt03QPvWtTsiuyva8v/3m68HkTDNU3RFxC2RddAduwO4frsskZc6yr6zeyIpOjFu/Elq5pV/3lbSukzaepnHEvU2pyi7TqbA46XdFumtPcq+Iyn1iXRMxpLQBjzyNRCuhDT+E/0AA5DdIQVg0IGPKd7CjWPQFgW5HDhbE4Af//fPCbeEdFNIK0N+TtRSTPFspmdnXCuDPU51QkeemWcM7+CVMVRYJ1K6U9jOQ6qeLq/5ijwjr4RM9a2jDT8pizcu0Hx3Fkh4rLsndjpouOOOO3DGGWdg//33xx577IGnPe1puOaaa1I+EeGcc87B6tWrsWzZMpxyyim4/vrrFY9t27bhzW9+Mw444ADsueeeeNGLXoTbb799fGHcm1Rq2VyuExhwGZtugYF90FRacOQxQMHNy2Xk5MbPP8lJT0yYiW1MK855MhaAwdtzQe7VkNbhKyUiFRaSQvDX8Zf7L7RBexNCyWjgkL+xEN9KBWDgb0U0U6QVIhYlXgV4SMqu/faC3K9hSgAIrdiFzEKp21gGrfTzryyjy9o4EgZUDBS43BSDDtG+uh4J/OS9KPKeFfzWn4HajggOZBm502MvwGBiVzhWIsWjqLLiXkMGCDJGgcQ4sGrKdQJoRxPv5XxPZAuFOJegQ4GI4ALw8rhiZSAN8IP8a+aC4vlHBSCYZ991H9gyXnoH8BjpmiCRLuWU86UpW4Ijr5AvR694hvlSxDRLvwVKOxU03HfffTjxxBOx22674Utf+hJ+9KMf4UMf+hD22WefVOaDH/wgPvzhD+MjH/kIrr76akxOTuLUU0/F/fffn8ps2LABn//853HxxRfjiiuuwAMPPIAXvvCFmJqaGlum6sPhFbYTQSVf8s0PwZjWBjupIE5OXTdinASLYC4GBdT2TPlq+U0M9ly+rYktfQE14Taivvx2gQQXydRNWTlMBzhYMzYroh1klKRQSFMIeOKJ+2vlSLyxkQMeUr5W3mkTJwEgLIjYwUAC4q3d/GoBkDafgQfzTZYIxMBDARSkXCTHgRV5klEDh7YtaV1YlBR/AmpiPBko8dbQfN0YXLguCQEYOOhSgVAGEm7g44Qqx6tZlKXKANrlxx5ugK8PjtMjQ8LKwM+NfJ5gK4hzT7FXnstqHrre+kWZjja63B98XHvp6e2aQJkGm9YFHMzfIt6iVt5tjKJMC1gTLyDaqTENH/jAB7BmzRpccMEFKe2www5Lx0SE8847D+95z3vw0pe+FADwqU99CitXrsRFF12E17/+9diyZQs+8YlP4K//+q/x3Oc+FwBw4YUXYs2aNfjKV76C5z3vef0FMg9e1Kk53cQxBJh72TxUBPRffklemolt4Ip9YhvcJxxp4gsggPeAAAvKQvAhAfEtD4T4Oeg2ZmEixi4AbTqB0HDsATcp4hsQcmDkFOKSSIppod1CehHyksoc1AjELaRYNDGGbUzDotB+Y4J3Z2zXTUwggFI77XC2cQoHP2UfsaETe/x57CfaOAwwz0Ux5qHVMnxNuY+84gBxTAMoxUUkGw/l8pLyx6H1xWyc0mTKsCKl2GcS5TktgUMBHrKZfyJdPxVAmMAXoqUmWwSkO4KQQaEMtGTrAPOXQY+k6ua2kiuL748ELjQYyDtIZqCarQ4ZDEhLxB7rVice2i0hzkmc81gnftnKkAB4GmRh3YtpvawM6kqmC6Z/4g4oXJ+OMq6CCAEQgp03TL7klyctY3WQyt1T7LZ/jmvCtu+mebKa8oULZr4ww2y0tYDxzU61NFxyySU47rjj8LKXvQwHHXQQjjnmGHz84x9P+TfffDM2bdqE0047LaUtWbIEJ598Mq688koAwDXXXINHHnlElVm9ejXWr1+fyljatm0btm7dqn6AYwqMpLc/jVR7MG1jchIoHipjbTA3Yy9rg5iU7KTT8rbWBi4j3qYQVJ3ON7M42WvTrlBGJBSUmvDZFA1lVdDWgG6Lg16Omd9kd4i3alZ02Wy+KL9xx3YuO/9mFeug+MKzPORtnVvXRX7jzRYBXpLoLIvkN2+OMWAFG/npXwq1VBaMhrJ1IS3nVPEMEGMlxgGLsAOLVMyCtCxI1wlbMdjKwFtxS0tOjh/JVhg5ZvKvBAzSEmStP+21EPeFAQzJoiTAknJTAIlvjiNp79tNF/8f40pjsJXP5T2vt4vWz5F+xjhfgAj7DHvKpeCjZoI4D3S5IfUc0CsA0sjnujxQpne5REqZ+7smQpxQgi1EzvwJJAARpGvC4TtfNMQ07ES66aabcP7552PdunX48pe/jDe84Q14y1vegr/6q78CAGzatAkAsHLlSlVv5cqVKW/Tpk3Yfffdse+++1bLWDr33HOxYsWK9FuzZk2bYW726QREjgUkHBCQeCc+wXkwOtwS6a0n1HkIM2sGBPmNreamSK4H0hO3jV2w8QDJpZAC7Ez9XsDB7uMAFd8gFRq7IaSykgoLgDDLi0BJoZwUeBABgimgUQCIpPhIKi7tzsjm/OzaGPXLsRJ6LwXJO73ZJzdOK9cj0HEWO7AoAYIaWGCwxd+fkOPBAZBpnEleM65r99koV0l4FgZ7P8j9O6QFI7lA0j2TLSLy1zTZzQG+vyHv9ax7MkAQbgmVzve/8ySbZ3BGVoZ0HHIeDECAKGuPLU/zV5nunTmqBgw8EDLtVROVvwW/GvDpINeKMldk597p/hYo7VT3RNM0OO6447Bx40YAwDHHHIPrr78e559/Pl796lenciHoh5WIijRLXWXe9a534W1ve1s637p1awIOyj0gKICX06WENAnwXMFLK0GivgUEnJ1YxRTKeSlZ8ExyCR6pDKSbAbpglKHl0WZmfgHZWRGliVtOs/9Fuim4Oy0brgcQJkBxXwVQ3j6axw1piSXSro/tZ7SzO4Plnqi6KgiUyk+At3RuldBE7BeBqMGiwHK0efzVyoYWYVFo8Owz1yW3CYW8D0N73Mrcbg3djlAAJQtLO0aECWrzG7TjFJC/cBnUW1S8DMGc++9UBZE5yefaNcHKM10jVrgpLZfn8yJWhPMo89R7KGiLDQEKjCnQZZS7BIAZVBrAIECCBpsCkHK+sBo05ocIGIgCDnrls6puCb1qCOn+leXzgEqgbqwMedCdMvL6dVgZKP+tKl5PqQpAwj/tHvB51RSytRq4wZVz5pqIfHsEOgaWI9Xx+zPQ7NNOtTSsWrUKT37yk1XakUceiVtvvRUAMDk5CQCFxWDz5s3J+jA5OYnt27fjvvvuq5axtGTJEuy9997ql8g8kEW6SKotixq5/FLWIact235hKfDcEnICE75WwaNmfiWuw29nnE7iJ5qSSqOhvL2yTGerRWtdEPVImq9RvKHXLA46AE/6znN5jti3gZDSkrCDJvDT7/5CKMscICl3hJSrJPLKhazMkgsC+Y1ZWhJ2gN0b+Q1eBunpH8TPWGootyfdDXbVBufL9LR80cjOSzuTZUEqdbbO8HhAuy2k9Uhaf6y7KbuP9LJKZRmBBgzarWFdEKEYHyKdJgNyEdv85Y9uz6AgWSCMFcJ5LhhAdAY/KkWtQaDnUlRv65KPPYauJ8t3veUnCTrARs3FOlIew3tGrglMxzXh8N1Z5Fz/af0WKO1U0HDiiSfihhtuUGk33ngjDj30UADA2rVrMTk5icsuuyzlb9++HZdffjlOOOEEAMCxxx6L3XbbTZW566678MMf/jCV6U3OA1P1HxYPgjmuTQByEsm13HKW58hgJ2fi6fSPpreumJ0mXcdNQXmCt/ENTaOVIU+0vCdDigEAlCIkUa4GHJJywgT489ZqXwD5hiqUm47cDyrW4Sf/+vOkCPNbrQYPDSvhxFMunZxQoIN5PZJWM2SFWbgloH/s5uDfDkyUZaSbQijpEiSwyV67H7ILYlGKj5CKXoIFGefBsQ38bQ65goP7aBW9lFOt2kjn3G4/wCBjI9RnsvmeRb4fk7tC3EMPXHtTBrEIoEY8NjTCLQEBKOTzBPFXPoskynjPoS0LqXRzPdcNYZ5dz31RAwjVAMgqf11ez28CHNi5rjL3FX/tnOqUK1+2KAGIkvf8auDHekzDTnVPnHXWWTjhhBOwceNGvPzlL8dVV12Fj33sY/jYxz4GoDWVb9iwARs3bsS6deuwbt06bNy4EXvssQde9apXAQBWrFiB173udXj729+O/fffH/vttx/+8A//EE95ylPSaopxKbkQ4sSUni4iuB+xsscEvWpC8pAkH0aItiKf6koKfrDMFzDbr1FSWT6115bnXQypw02ht6jk3SEpAwIw4qTkfuDPSk+hdS9AuSBCuwYiDV6bXpYzY0hBpLcrHhDbaOeeCRDaHR2b2J+pmNa6QAiL2NUQh2PRbq1/f1GgOB5tmfYSR3dE7D/DCooumVZyirs8UhS3FTiI+vmi8B8qlEErZXljsOLTaeUbr1ifgdxKzlOWHwYHQuoU1GrKSwuOF2jIACLFp4CtQtkaJBU1gwS5GZZcJdHYtiuAQQJaVTbV18C2IQC7LU76JsUlkADHPH7E95pnseOfOM8XqoxlcBV3LmLdCYXStgpU8qrU8dpxQYSRr5DbyuyU9RW6Dy7kHdptLYiT3TRcE7k/C1gTLyDaqaDh+OOPx+c//3m8613vwnvf+16sXbsW5513Hk4//fRU5uyzz8ZDDz2EM888E/fddx+e+cxn4tJLL8Xy5ctTmT//8z/H4sWL8fKXvxwPPfQQnvOc5+CTn/wkFi1aNJY8CnlLH7RS3qKw0M8KSECXi/rGq+7HNgRx/ydAIICMBCleJ1h+korfARMSMATmz29EOQ0UBIbIAvCY8DbT/DXMHHmABAiCWGLZCziI+lMxneewFLMgQAWh/Y5ESOPdAqAJ8JcveHllwG/82TPQgJKCl+CBP3PNAKOJ6C3FOiQAkbfKbutp5c0jxBOauaUA5t2TtEHXggWeb3M8gA8UchmuYwMKPbBg4xksGMnuhrYcoqJXFhwpGznLKiuAoVX2Zs8GBgnKYmUsYNGCsOYdL8tlBOCouiUEQFBWhjTIIk0CBla4CM6FMVaGSNrEr60MXQGKfawMGXA4k4Th7771OiDEgg1tJfHrl+nTdE3U+O0Mcq7JtHgsUApUfPnosUdbt27FihUr8LTT34eJJUsRtUH7HE/kY76zaSKotPSXnT2cNiHmC3lu66U0yuUin7IOmToATVA6lmWU9uNvSMe0MJHzAgBMtG/P7XmbH0J8o46zwsREVMoxfSKWnZiI035Aq5hDa5WYCO33JLg8v/FPcH3IckJhhzZwkRV6MOltvSYpa+bJFoBFaMReCa1cbVpb5gvvugovef9xbb+ZN4RFAjIQki9pHgcJFrgdpOEX9USepVLtlyVquRQVkwIHnJcsQROivrYqAPkNvQQLGSgQnL0YapYHld+WsassmvgwjAMYEiARlgSOd1HBj+S7vm7/0OewasNvqTgGdqepVUQpLQ6ZPBfgQlkbmggaUh1xzsqYgNAIkNHovHwcRPl8a4TUji3v/GW8TbIeqbZrZVP59sZK+UqWuI5VuVe5DdknkOknCV4k5OYLEtuV+Yj1uFwj+gHEc1J93LHjYXztug9iy5YtOk5tloj1xJFv2ohFS5bOiNfUtofxbx9595zJOpc0fLBKEpnjgPyGb17aASQQwS/OM7Y2UG6wcG8kChr+80SmVER0MwSRx7LHdjrdFHLTp1gmBJ50iVPa93t2TUSF2tBEXK8gysSGp9BaCTyLQ/yeZFyZENIGUFMU2t0IYjemaKJdJQH+kiWlcWzQbuxEaXVFxk2cRoGw7cEpTFFbP1kCApLlof1+pnVF8LCHqObEtYIEC6EFX/HaSNAhaSLIC1KS3EMgX2oLNUoXA4n6to51WbCbQbYn85LbARMaTBAgXQqlOyIDgamIpMsA1+kBBhtMmmNySsBAFNA8tD3p+DwuYhwJIrYhFmrYysA/CR7yTwU/kgEMEHVTfnmd23KGv+Bpb4J0P6lOOcck7jnZtj2u1QdU28lloeQWgNkrKyYwVb8Yhzg/Tcc1UTIbaI5pAA2GWLlLwJC1eyxDrc97pNsCjvL39IQEFw5P+SnuqCdzdqWOkpkM4olpFMEAonshpgCBYnxEFM6Lb4jM+TPZDYJyR7CbgR0Lo4DDBPJyzCYChxR3kFoI8UuYevgmonjtcs0MJigCAP5KZatUCI97+oExIDDnJ3AIpGsb0MRjin0RAALtGEZ4Fpf32glSWCqMxmhGGvjMdEgZAEi3BqWLjaTYZZ4FChAWAop9qIMFbTmwsQvMp+XJbdn4BSQrRQkMaul1wFCsqqDcx+y+QMpbetRhSSnbIN8MGIReojwuigwAKH+mfNOmFW4GVtqmngcGkmL22tM3gFbaJo+Pu9wQepIqeXoKvJrn1QP4BtUZVIHOyTVBPdueR/Bgr8F0eSxQGkCDoISC0xs5dj1rg7QeKGARrQNJHlZnRl59koMP4uQbYtutGFEZNYT8FeqYFgdLggvZREMhNZWBQ5s5CjhMRMARgt6zYUKOS+wfoWktDHK7aDCIyXEQE+JaHfIfVmGK2m2mOVgyg4sWJAQAIW47zWpTAojswsjXnxvI6jmIe8lMyBhN5bySwUEuU4IE62LIMQqsgLOU8m3fKnhdHyL4UZf3XBU6fkFYJES9nB4EH4CUW6MDMECAItJggeMa9jz6CelYxjF4wKGIYxBl0hVLSlogeaPY7Vt5UoxS2fQBA+YGcIGF4ZllEErZyU/8pLw1nvHAxjRk94GQUS2RVDeq7ovhoeIXCiL3dF43dLLtz7TpnST6bNBO/8rlLkX8wPGxSINMgzHLVcoq359Mg/M2MGIiqJv/TP3aRCQnOeQ04jzBxy7DRFQ6qRnHDKzSKE/mdtldWv5oFECxu6FQdOrDVUrB+FsXy6h9uTyR5fk///O61M6ORixfdPcbaMvJ5Zf5Q0/yU9ftjomN/ck+Ocqv/88sSwV/pEp/xMouh5xKaTL2QO+UKZepemPAfBoKqf9y0ya7W2R+8+cdIeXntvOnwj3AoK6zuNdcwJDOxYfSKN+PRAH3XPTVeP/yfS0sLBIwuM9QxS1hnhe1Zwo66sLOLfNvZVD5al4jVc+bbwrZbDuqb6Y+B0BauTx5a3wASNeEAi8ej4HmhAZLgyTK1oD0xt4m+y4ApjGsDeo8phWWjPjGH1d45upCBrYkaKtFtC4kQ0RogyK5P9Thpohp0k0R0ApAYkDaN27E59Z0HGYpJlolUVocpJm9jR5YhAa8dFMSWwh458d210deClm3OoTYvSbKz/+4bw149QN/gjkHPzZY1FoSoOMZCGw9IDEJx9iHFN+QOyDdE0Ab/2FvCagynF7aIRpxQ3nuiQTeBEdrUeDycj+DHOAYz0VZG8QoXRGoWhegrREk4xdY0ec9NyxgUKskRgAGthw0EQxAgAcZE9IkJc6AgfWkVP4+gE4AQJ2bPEfBFkrXKGn37d+m5Qs8cyuD4VtYGRz+SikXaVD9jhdFlKnUgZbP66N2TfhlfZof1MDzxkx5LFQaQIMlvoErrgEJCJJy9QCF8SAUXoUgiks9ntrNzDycUjQCrj8dN0UdOECcSeDQAoLscpADIxViJ3AIOXCS4xkYOKT5ONYJHGdBeZ6eCMAEIfJp1XyrDlvXw0QUi8FY67IgHPOao9rYB1BeoolWESUQgNZ1wWZWH0BEBRvyFz9ZVXHMB6+4yMrWu4pyxMrpRM/NWUmxElfzqbgGKgiSwYEACE0q67khYhmh2CWw4ODHtH8CmGcGJbW4hgIYwAcFowADp6e9Q5KcGRzs85JfSflJlxkAkdwSYpWDXvaUL8JItwTpOoUVgB/NyMcqb8mn5lZo5dB/E3/ocrKua2Xw0jrayX0glS7bL60URvHLRr38HgChtmHVvJA3ftPhsUBpcE9Ysg8qOlB434fZewhMXc8M6bopBIuqD7IwjQb/uNaPNLEC8g1M+orZ95v8yYXJWLgqnMm/EXVY8citlokCmkbuOjiB/FZauiX4rVeW550JSeUH3P2TLdk034gy0Cb5HU3eDVKa/HeQ3B3Suh5EeceF4f0eoUXp5+VPCR5yJ8jS5ZG3gM5f28xf3LQ7VBKyq8K6IeTW140Zv+TOaNjlk10OpbsIhTtqytTRffDTRwIG3iKad3yM99f2Wze78QvV/RjUM6ItDFW3hHqmQ/ezLPgmPGnnBvNM15/z8hn2rAzBlFdAxQIAsnKRL6Ntv5ZmZJEAwQU53H95kmSKDah2Mr/5okCz8xuX7rjjDpxxxhnYf//9sccee+BpT3sarrnmmpRPRDjnnHOwevVqLFu2DKeccgquv/76Wex5SwNoEKSCeOxN7TzEXh1VHvqv+zaBrjTxxuKUS2XMpGRlKW5QOynGNDJteuZcCQRyUFlf4CAVilTW0Eoimb79bzHkKH7BT5m6NXhghcly3XrFHUn5ye8vyG8l1ADEDsEznwd42zZb2b20PrEMfr2yvdQnGXtBBuxQtjhIuRJYSKDAgjETI0ITykIgZczfBREAADldLY9UVgakc7usku8rDzCke4JNWun+DPjld28QgFcDB3mf+wBbPlMVIG6eMc+yUJQreFeebei6iW+tLVNOtWHT4JSrtWP6o3d75LIyTTAxbakASJFvXRPpDcXK6fBMifMIHOab7rvvPpx44onYbbfd8KUvfQk/+tGP8KEPfQj77LNPKvPBD34QH/7wh/GRj3wEV199NSYnJ3Hqqafi/vvvn1VZBveER4Rss0Z7nNwMfG8Gvxw/oBSA0CBt+NQr3sFrl8oikpKJPDUc062bogntJlCpUrTZy7qxDPvtKdVr30Za+fm9hHIb6ZEnIXQQ8Q1IbbA7gpdo8pbTJEz8LKKOZ8i/1l2Rx4bdJ7zEMgDZnRHLU2iVTdoRgkLkwY6YHO8AIrHRlLQ0tUe8h0MeiXLCbPnFN8pAYoRK90NfYhdBOjY87V4KKi9JBSeOIbsLYNwQdjWFcmmwAmcQIFwD3e4ICFAg93jAtABDQxkwZEArQC0Aa2loLySXUYOcQUGRls97uSWkQkx1tZWhM/gR4kXCKnZ7LJS5AjGmfKeVAdB3p1TsXUBD9S8njQyAJNNGhY9tJHiZ8wkYvPGYDo8x6AMf+ADWrFmDCy64IKUddthhmR0RzjvvPLznPe/BS1/6UgDApz71KaxcuRIXXXQRXv/6189Q4EyDpcHQjK0Nsjx0HcWD/AmhMBFScCeMqpuCyexO1+Zb14SwOIg0Zc6Nbar17DyxVyZqzy8tg9NUwBuJCPqoFKaa/KYIRIQAAIqgSURBVPaaFBi/XfNbbmOsDk3+0qXrsmjyB6me/WenlqZ9aNeDWnkgeKUPVlG2mFh3QsN1k4uidDvYt3bvZ10Y0jKS214k3Cz2I17ahTJFrUtBWmjkx6WsG2fKyCqBQxpnYeWQVqKaO0J9tEoABvm1ymSREPeTvFbjAIaV7zgDytIAcZ/zMyCeNRRpGSxyWvkcmefUBRTaojBSCSOfe67OTotGkhP+HFZrl0xdOHMaL7NU7cj5j1x+bb4PEKyVwe7NEESeltfwm09yrvVYv0hbt25Vv23btrnNXXLJJTjuuOPwspe9DAcddBCOOeYYfPzjH0/5N998MzZt2oTTTjstpS1ZsgQnn3wyrrzyytnrNwbQoGmE0s9vnNCK3ZQrAAH0cbdLQuSltNFuCp7IOuMu7ISnftpE6/uBHeBAbY+6gEMJHkq3gzRb8yZBNs5BuTEQ1DEpZWQUmQEPV7z3ikJh5jbkEka9dHFHU5rtJYiQ7oQpCq1Lo8muDQ8QZKCTfzVgoXnl2IJOkGAAhQI3Qm4ijmNw3BACLEhXBPdRgjeV3+hlsKWbSQKCFggqywQhtStXSch6JWCAsjDcff7n8r0M5/6Gvf8rgME+P3IuALqVeHoug5o3PGtFl5uxUDpq/iCdZuugbLewMqj5Tytk66KozpVqXBwrAxckkeHULyq5ZYSsVMvctWnNmjVYsWJF+p177rluuZtuugnnn38+1q1bhy9/+ct4wxvegLe85S34q7/6KwDApk2bAAArV65U9VauXJnyZosG94SgDAr0jo/1TZZyJVUnpaF0SVgeMOnGJeGleW4KmSM/eGWXYRZtk/Jp5Iqqg+VSTGKzPQU0RJiY6HZVcFqDELeEbvMbWYPiiog4eO0W0pmbcldQXJYKwgRR/iZGVBYB7IpoDe3xEyIIAdi2ZRt4c6dcBuI89joNR1yeGdqNoALyKgueePkLn0juDP6fYt+m75aQRII3icR2HpeuiZDTiPNiOmU+SQGLY88NIV0YbB2CqoMCXLTPjARlcoUD89YxDZyPDsAggx5LwJDLgQKmHnhQnAMWEKM4zr9ecQxczqSlq5QuUijTzENc1PXSRoAJVUbwKRS9TasqfqctWb+m+MmWz+WKFyRBNqYjWxko1q20J+WdY5puIKPlAQC33Xab+vbEkiVL3PJN0+C4447Dxo0bAQDHHHMMrr/+epx//vl49atfnfkGPc8QUZE2UxpAgyVH7xUKXShxuUukp+ytpleq2EszVdXeDVGhyYLuPg6mDwFRoScwwwreCCJ2h9RsKsAhgZQIHESMAyEvO+wCDrxkFROsminWbbmw7739imRwYxba69HmTYgBnYIPHvZbv7IFK1GhBRHD0IC/iCmusWgD3H7qJddDOkbM47GzW0hPmyi3oGIakoL3QEKUJt2bbVkbf0AQCtvw0fEIoh6nGWuClEMCCbc9BRjYXcEgQLcNwW80YGj5LHnCIUnnjAYMlePIrxrHYBR3vaxJs3zFdXYVtFS4EMBABgySLp/mCdNWl5XBgoVUlxW3Uza5JswxLH8Z6Oil84WzfbH9k5lk6s012WszXR4A9t57714frFq1ahWe/OQnq7QjjzwSn/3sZwEAk5OTAFqLw6pVq1KZzZs3F9aHmdIAGiSRBAWOtUHqQEBre6AtEEJKBgzIGGWBsJYHBhUMDARakdaP1F7IgECmtW0myJHLyVmBgQPpDjI0YIZV4ABtcQgwgZCxsxTTGkL7Jc04Zk3TAgOu0wDpI1UIMXBRqL0JIVOTrA5cPKQ9GEAleFh9yuGRH8AgfIq09UAGO+aNm/Jw8Rh6QIFtHamsnERFm31Iz4PawkCQgMGAhFiAxHlW9iUIyHyjAjegwm4AVVgQRHmbJy0GcOp4AY8zBwzt+R7Hr0/KfSRgSINqFHkTAW2hxEOpQGW9xCfk+4d0uc64JifN8i8UK9dDvl9dJVep2/4lWOBQ8JA3mC1r5EgZYgxceQyPYBK69maY3XfpXY9OPPFE3HDDDSrtxhtvxKGHHgoAWLt2LSYnJ3HZZZfhmGOOAQBs374dl19+OT7wgQ/MqiwDaJAkb1y+uynY7zWlfPUmCk6T2yTJTEFOGreheZliJs1jLQFBma9ThO0iAweJjIA4Ebdv9dy4CxyS8rfAIe8AiWgd4K9jKt9EiEAiSpi+5B2QFHFAzeqAaDIMoJBdDNIlIcHD9//iX3HiB/9TBB9C6adux+9PBAsgohyBiuvQ1hdITqQj1lP3j0jXWFEqf5FOQZ9rznJezmnICp+PidugDHfyOR9ry4O0LDAg4BgTVviSj29dgEpjQNA0cVRVPoMBUZfPDTAoV0kIAEHAfRd9EQdteE0JGHiwOF2Mobsfg/3sNKAUa9UtQRY8mnJSDji8R6ZRkVYAE5OmrAzk87V96W1lkP2s8Cz7z/JQUaYdd4K+bqTLyLR5oNl0T/Sls846CyeccAI2btyIl7/85bjqqqvwsY99DB/72MdafiFgw4YN2LhxI9atW4d169Zh48aN2GOPPfCqV71qZsIaGkCDJVZc0hLAN7ljbbBv9OpGDoIfMt9eaZrFaDcF7LOa34ItL13PAgdP+BA/WtUBHIRVpmnYj5aBQ4jgiz8J3URfGytubq8FA/EjgQIYeFYHQgYG7bLK6LJIlocynoHHkGMaeKrjL12mctAAAkECjLwFNYOBANITqh1K8NumnS1GvSOZGiQPg0ou4xky2JCuB5g85YIQil/ykWCBAA0IHKWvXB3UBswqF4ZKa2X2AUOZ1hcwMCBwAUMTUr4YQNjAxz5xDIXSt8p4VBrKtOLc5ZWVZwEAlEJ1/kp5FY8ZWhmYhyzH/FMdKuvY8pZcKwNpWeaL7HhMl8cYdPzxx+Pzn/883vWud+G9730v1q5di/POOw+nn356KnP22WfjoYcewplnnon77rsPz3zmM3HppZdi+fLlMxRW0wAaDJWug/bAtTakShlEgK0NPYIiFSgx2j2dijzppii+TUECgDBvqfhTmRYAyNgFBRw8mNEbOCDFGehOZWXFn9WmKLhsieMc2jgDJDN+etsJLHYMRowDKgEEd56VigQP7KJY+4qnRuDB4AWtZSRk90ICBQJATDFkEFYItimlPRlif9u6csLkw1EgoU7yluNARQkqlEVAKHJZt7AKQIMKG0QJwlhgQVkmbB3Jy7MicL+mBRjEeVKsAcufd5JW/LGs/gskIKAUdShBQEwvgIBR2J1uCZg600mzN4SVh9uETnM3o0s88v3a3gXMgzRfSH65grIy1GSVvEWb9WWWpm0HPMz0rX+h0Atf+EK88IUvrOaHEHDOOefgnHPOmVM5BtAg6CdX/DXCokV4/Amvwm3f/xK2//I+LNt3EgcecRJu+de/BwJwwBP/Axqawr0/uRoAcMjJr8DPvv91PLxlM5asOAAHHXsqbvv634AQsO8RxyLstjvu/eG3AACrf/U3ce8Pv4WH774Ti5fvg8lTfh23/eNfAwD2PvKpWLzX3rj3O/8CBOCgU1+Mrdd/Dw/deSsW77UXDnrhy3DnZy4AArDnEUdh9wMPwr1XfA0AcMDzXoAHbvw3PPzTmzCxdCkOeuXp2PRXnwSaKSx70pOw5NA1uO+yrwAA9vlPp2HbT3+Kh264EWG3xTjwdb+Duy/4NGjbNix54uFY+uQnYsv//udWpl87BY/c+TM89IN/AwJw4Fteg3s+/ndoHngQS9atwR7Hr8d9f/PFtuzzT8TUz3+BB69qty09aMPLce9ffwk77t2KpWsnsfdzno67P/FFAIR9/9PxoIcexpZvXocA4HFnvRh3/83l2P6z+7B0zQE46CXPwG1/8UUEAAecdjQQCD+/9AcAgMPPeh42fe5qPHTrz7Fs1Qoc8poTceP7/wkhACufcyQW77k77rzk+0AAjnjLybjzi9fj/p/cjaUH7IUj33QSrj3nS3j47gdw+MueimWTy3HTZ64FAKx/43/EXZffhHt/uAm7r1iK499zCq48+5+BQFh9wiHY5/H74d/+ui179OuPw6arbsfd39uExct2w4nvPQX/8u6vonmkwapnrMaBRx+E6/6f77VlX/dU3HP9Pbjz23dgYlHAKR94Dv7lTy7HI798BCufuhIHn3gwrvnLdivY9Wesx9Zbt+DWb94GADjlA7+Kf33/lXj4vodxwJMPwNrTDsfV510FEHDEK47Cg/c8iFu++lMAwIn//dn43l9chQc3/xL7PGE/POE3jsTV/7//AwB4/IuPxNS2Hbj5n38MEHDcHz8b//bJ7+KB27dir0P2wRNedQyuff83QADW/NqTEBYtwq1f+BEIwFFvfzZu+dwPcP/N92Lpyr3xhP98Aq5735cBAg761Sdit733wO3/cC0IwOPPfA5+dtn1uP/Gn2H3/fbEYW88FTf+938AUcA+JzwRSyb3wabPXgVCwONe+2z84ts/xi9/dDsm9lyKgze8BLds/AyoAfZ6+hOw9PBVuOfv/gUEYP9X/CoevP6neOi6mxF23w0rN7wCm/78M6DtO7D0qMOx9Mi1uO/vvwoQsOJFz8b2W+7EQ9feCISAZccehZ9//G/RPPgQljz+UCx72lH4xd9/ESBg+aknY8fdP8dD3/shgIADf//VuPczn8fUlvux+5qDsdfxx+Hez/5De3+fdCKaBx7EL7/XXteDXnk67v3SF7Hjvvuw+8pVWPEfTsTd//D3AIAVx/0HYEeDrd9r54jJF70C917xNWy/527svt8BOOCk5+KuSy5u5V1/LMLi3fGLa78FELD6ub+Je7//LWzbfCd2W74PJn/l13HbP7VzxIp1T8Vue+yNe679FwQQVp/4Yvzix9/Dgz+7FYuX7YVDTnoZ/v3SCxAArDhkPZbufSB+dt3XAQAHH/MCbLn9R3hg882YWLwUTzjxVfjxNz8JogYrJp+E5fuuwR0/+gpAwMFPPhX33/NTbNn8Y0yExTjiGWfghu9chGbHNuy9/+HY98B1uOXfvgwAWHP4KXjw/k34+eb/FwHA+qe9Gjdc//d4ZPuD2HvFGhx04Hr85Mfts7zm4BPx8EO/wN33tHPE+iNegR//+xexbftWLN9zFR53wDH4f3/azidrDjoeO3Y8jLt+3j73Tzn0Jfj3uy7HQ9vuxZ5LD8ChBzwTP7rtnwAAj9vnaADAbfd+r3uCnyXaGe6JXYkCkWf3eWzR1q1bsWLFChz7m3+KxbsvBYB2J8cQX0ZCfOvi84kIikMuY8u3PILiBQh+/FocRqQF3Y5OIze/lIOKNEwAxPb41Cal+sy/OEZ7HCYgXjfiW7X8y+ViGr912/OJCU4XqyIC0hcnmVcIcYWDKDchjoFch60AE5EXv29z2e+++ws47twX5vIsaxoeaUnI/IOUE7k/QG5Dkn7HR+I5LjXQb8q2JdFCe065nHzjB8y+GtJKkawKXF5bBhK/+EIol2ZmC0PkDRSxC4V1AaFqSWjUuXRfiPMRFgZOu/v//ykc+JbXGAuBtRSI83bAi7TQIFsewPWQYh2URaIJZZpzPHZalIPdCOmNvOlXP1kZGo+vyIOpw/wh0ojLajmSe0O0J/lAWjoAoIl3c7uOWlsZ+FxZISjVS1aQKPuOHQ/jqzd8GFu2bOm1ImFcYj1x9Gs3YlHUE9Olqe0P4wcXvHvOZJ1LGiwNlgiIFmdNwSkjjr0YB7sCgxUgAb1dF4kfiboBaSKV8Q2BSrHbSm1NKVvLL9ZObepzFdCRK2E8V0UeLHYDsNIKE4irJtIajTSo+dPVuU2Om4y4TZ2HVCevgiDwckruDiVf9FRULG1cBal6PJYpnDW6p9KXK9NfJFeFvUXyUlgx9mRLjUeZXzwnmdemJ1CQymhXgsprByUr+cRDKG1RlxI/P26B82X8gjwHCV4CUPRzR+RyJVDIZYsYBpHuAQb1AzRgiKRN8SgVrlXUgOI7EgjU0mSbqn114Yv2gHyXBJaXMzr4WsAAqaxTXdLjpdp3YhlYXubn9YMBgqSiXVle5hUz3tyT7P9MeCxQGkCDIPsgsbqj+IZIlFdFTDco0m/YybNpqeH2rxffIOuU6t4Ah5Qn4hlY0XPMgwAciqsEDunjDHrVSBApDByIItDgYIyo9dMiioiUKB62rOU+C20cAy+vDBSytQEm3sGCB1AK41j/Jy9AuwMix07kmAcXQIDnvVZ2DuBE6nGelBPQ4Xsjjcb04YK+NYKaO3Vwo1DMkPNpaVHgutJKIOMRUMmXlgUAOn6BZMyC5pfAgAANqq3G5iHzj2llwCOSFaQGGA54w6s6AYMCCHZppVLysh1Z3x6H9IgUQICvhkzrUuKuHOSkaf5WRpkWbBr44pg0mD64spEqJ+t7cRUFOXmB5WHeHQGQ6TlLdQaaDxpAgyQ5GxslDSAptVkJimTWUg93pVneoj00AUhm/tyNxCu1OQfAIakPhgmx/oSxPURlSw0BIVsjkoD5IoiBbc/Z6sDnFJU97+vQKv4siwUPoLjxVFSnN37kmzjirF+NwCtaHyIYKYGDAB9iLHncWpEo7bomrRB5fEkcj0+yNolEqdyjGKkFNYdXrA01oCBBBQdcdoKF+NdzRYCYj013wITYfwGSD+XyvQFD5HHf3/wT9jvjN/oDBru0UpYjm27L1gFDocS9NKvse9R33RJFHitgqL9eWq5LmRe3n28MkcbtzoKVQU1stv9OGVt+niiQHsPp8lioNIAGQ6GhNhaBsgJmhZEUv1TK8SApePIUfbl3Q6dLQrST+FowULSRnyG1ooJsGR84KHQ0DeDQpkbgENB+HTMIKeXWlYlLrsmgIhkuXKtDXmGBwD7uNi2kcg54CAFTlPMfvueBdslldF3I8W0nPgEgJCBIVgbp6mFQlHtlJ9raNq7BDoigMkICqg3VhDrOSp/5dCl7Wa+0OvBfx91RBQuxLY+XtS7U3BEWQNQAQ2LkAwZQwNQvtmAmgKG2UqJUnBk6ewq/d8yCTINIQ1b+Kt/+7ZuW5KCSF0yZQo5cOAMF0weW0+NbkTGYvC4rQ7wJctp8khmXafNYoDSABkHyobCKnLV01U0BrcQT2Zuj0PhOnjxnGciAgaJ9Z+GkAR4WOBicoKFEX+AgBJXQiKcUYWso4hxI1NSgQg5Q0CmEHKMQFTLv2xDggQftaiAC9nz8yrQjJMsWhAgKQCAGv3kgAu3NIQMc9T1gAYUlH0yMotQSyXMIhSwVc1TCQFa+XCdZILhuBhYyNkJbJ+pgIQOP2KYEBbI9yu2p2ATBK1sRLHDgcxT5ajKPwYi7Hfw4rcRpPMBQuBeYBww/2DZKfh6vWXFL1NpCrtcVN1HKRLmPqV+U+wfzd5pWhuBZGfjikk3TrN039epzNtBs0gAaJKUbVWoQWP1aKv4g6ou3/qRngdJNQYaNl2bbM+fipbsOHOyxAA6tVSUX6gQOrJEtV+UvyYqa04sASZaS3RUhpWSFF/tkrQ7JwgAGBjzsZRxDEGXSefwd9J+ekjYv0tYDHdxIKIFaBhESKMjYhliYoCwMNauCBxtqc5+KX1BjroGD+qt4BjEf97BAkOAvrAguWBDleZUDbz2twIqxLsi+1NwRbsAjADQZSGSFrY/3Oul4o8zHBAw8ylLZwuEn6na5CiwvCF51peyU9/gWaVrZhoKHY2XwZBF1dzkrg82fBwpEvnxj8lioNHwa21DV70cyj8p0csoWeaT4uO3Zul6a84Dnhy74E5SZCLx2M/9gygbDI7S/uAyNlREI7UQe/zJfotCmN0Epn6wk9Gezi7xGp6tPajdBKZv0eeomfm6Z8ieam6b9OuO/f+SreUkg8uecpxr5ieqJlKaXD2ZlmD4V3bSf3G4/V82fhs5pDZWfm5af5ta/WjnuC/eHP3WdP/md+klxi+cIZ6T8U5Q/XZ0+ny3k5NgDL199bpzHHaZOE0D8Oe1UBuk6ys9ft+k5j/jeEeCgtFbEe07eZ+q+FMcA7vubf5gZYCD9DFWPbVnk+oq8+qjMF2k1A2lZ7HMr+Yq06pxheAJCfgYEqv+6rG5zrq0MKEiDH8FjvhSxN6dO57dAabA0SBIPm1wqmF6clWWhTUimbPNGysUI8sCh8mU9y2Da9fiqWAZw2fjmTrqMtV6EJsSARdG3VM6xOBSdCPmDEWlVBNoJPVC7Xj2OlZKLLQuCL383AoXVwcYE5OvCR/aX3RZx3JLRiMeFXRr6TZ/HmyPoeU+G9jhaEqIVQlyqctxhmJp29FcvPVuDqG4sBm4Z5iHuBVJ18xu966pINykvfxfWB65j/sp6af8EriPbltYIglb+Kd+3JPSKX0idLQFDVs4aBLuAQfDpDxhCrit42br9wQESJXDQUJVfb7dEjbccv3bA9TiZv8rKQIBV+olfI8bTkuUN+cKjZVeJu4iVYaABNChSN68HFKziLrQ4TAHDB3DdFDBVyxOn/ZCfk6J5/s8pMKvAQVZqolBJSKn6Mx/trgAUOJPDHwCJxghQ7gaIejYvJD7RBRIVB39o6qAXPh1TzQT489p5w6bcPmIeS48IFng1hl4twe3rtSRynChzzjfDWCQUISCvggsQosgKAMh60q3A+eT8tWAgAxMfLCgrgQQKCUSI9kiW19YFkE4DlxHKOne+DhiWP+sErQhrgKG2eVNVQQvAwI+Iu/KizB+pwJ02O/nKfsgBc+q3f0m3Y+pr+fL9LS6+ltG0GbjcbFoZ7DgJfrKt+aBgxmi6PBYqDaDBUtRFrVLnN+A2y77921URSTUGU7bIm8YyzFhXylkDDpwglXy1rCjnAQeYd+e8Q4Fk5qCmlA54cQ5S0/tWhyhb7oF3mRQiEyzT31wa4KiF7Q9sU5aGBBgMgMhjn8FHGgWeAAV4kAstgxoz72j0rNG9gkLnexaAcn7N41SLZ5C8FB9OY17RNZFfAGtgwfCwFogu60ISNgNHb4VEDTAECmgeelgrXQsYRN2RgKHJ94lS0rKMqFtYGKCBhfuDbFvcQ+TUg3OMsn0NXEjLk2SmzEfw8hS4tDgUytwpX+UJ8UQkPo4Qo6wMPZ6lWSU55jPhsUBpAA2SWNeRTWQlh/IvCIWbQjyQsrh+ce9YhtkgBSgqHgZMpEZgyioZegAHRIXtWBwUDyW/ABM14CA45M9rI+V1Wx3a4xQUCemyyIAgHVvwwL84IPlz1oR7v/4j7Puso5KVQYKFdBxdDS1wCUkFKxgkxrMFEuJCQLg/UhkSQKYEBDWSCp/ZZZa5z7U6aa62ih1ZOfNxCRTiOdched62r3jKcgoQMJCAAASOdSHVzf1L5w6QSGNglCm7JH551few59OfNrMYBiADBt4iGqaMOdZvxFq2rrLWveCVk4q2BAhk+Hi8hRzmryqvtpYmX37JgOKd095Mpi0+p/zQqDwqx8iwd60M9nigOacBNEjiQEXxIiwtC4US578umIDVm8qy4CJNUb+wQnSBCVE3AKAGCBMYDzgExL0V0JrZJ6Bk7A8cYucMQECy2DirKwhtPIO1OoixzIcsVAU8mJIskXZtyHkrAhYBHDIvXl3Ryp+/QRFizdz1lle+eSxsSvWmMb/VquQ5OxRppTvCWBFiZmFRAErgUHNBGB5pfwbHeiDBRi/rAlCujuC8DutCq8wsnwwiOH0mgAG2jHgEVD1TprA8mLJW8fN95PKQeelvruf/JS27rFfI4vPiWIZg05i/TIcg0R6TBD8tH9IVJM/2BkFB0kIyT+BhcE8MlMje5Fm3xXdiq8TT31lyU1SUDQRg6AMcENBOdBI4REsCMAI4xMk/xABHqRzCRBuYqD6rTTGAMb1WI3dYtiCEtFaHKBXnCBCB7GJJ5Zll5q/AQxIjH6Xqsdyas16MhiYQwFEb/DckSVQMA7QVIpeBCmqUabL3LMTM5gkNAhJXx9Kg0ij3S4KBGlDg406rgqxPor0eYEHJ1RG7kHSEBQCdgEEDABBwwO/89qwDhi4QkC/CiLLirwtCZJ4po9qIMo7dZuJB9fZSeb7nvXxK5ynfAo4UzEllXh8rAxm5a1aG+bI42OswXR4LlIYll5IIybenULD3INiHJ9746YGVeV0Ps/ExeuX9B7mLZ8xvfDn0A162E3hCNnw9E29bXk7knGcmd5nPSyg5L/JKSzP5mJzjJoAaQG4OxGV4GWBa1tfwx5JieWrTN130zVSmEUszZSQ/L1Vsy+Sll7ysMS2lFEsda2l2KWVDE63sHb9ymabk36/ddokpL5vMSyjzEkykMSHBO49LQNPkseNxVOPcBMEjX0e1FDYGGabHKOZxWaGXimue7rN4b+T7SQOGwABA/QJ+8cXL1PMzp4Chku65KqyLIPPIhQu3RO25R1beVbcE6T0Zguwf2fKSF+n5h/nIPkHIze2b9GlbGZIMtkGZDz9/jogtDTP9LVQaLA2S0sNAkHEMfdwUQD4ZaxmmY6nIb/yxmGOF8NJVfbZIKIuD2fyph8Uh/x8LNRDfkMhDVw+QjAMgLAsyr251QGvVCFJm0SAByXRgLA8pGzlLui62bfpFUlZJJDaOWING7D9EICSbv+UnsyneIELCVjHJ8yDGklROJ9ny/nwtrACiPIlKcgyzPsj9khs71VwQEEAttSnrizKKjyiTAKIUUICO3taF+LdYUhnLBQJ23PNzRzHPE2AQf4sysmxtPwb7l/Os3Mj1/L+k20t8KPOz9eR4QvetUPTy5aT2csWfvrZyQcumbm47hqnOiOOB5pQG0CAoPaABOi4gKVHHTYGsA9ndUMzqSiMLfiLdVfyxjOeSsLznFTgQc0EhVOLOwiANjj8YFN0bsS4PKkluEVRwvINSuIQMHlICtwMF3hhELDn4gKRY5ZhJAJEmU/GtCeaf6+TUwP2MZeznJtoJuj9Q8MiupqAOINEFEmSefJmTwMMDFOqvaHQcsFB1RYjj1IDjftDnGcBl5RTvo5i/28qD2p7K8lKBKl6SB0YCBti6hmcoLHKVsjCAodYm51UsiH3cEp5LRI8HiXJk+iqsFZDyUsrXbfC55hM4z/Zd8RU35i5kZWjbg/PATYPHAqUBNBgKxIomfmMi5Hu3Ja2FlPJnxUZjxDckPcMpUhiMFcswHnBg9ZeVpJRAyWyBQxYPYJAggYMAAqmgREg9rQ5IrXIrvIVzDTzkPiRgxNdKjP2+v34CmiZkxR4vTBq7dC1FP3myE5YPebWULUQtz9SjpY9GU+fcQjY/A6U2W5+3x1Lpi+PEL+j6ac42IMDmpQm8J1jgsjFPKSeINL4RjbKzcQpZqQblPtvn5JPFm/zsAoYuy0MBGBrTjiwrLAEJFHhtqvFhHmR4Wf7aLZFkjzdP4ZYwfVR8bBogb7byZlV8yMmz7ZW8dlUrw0J2L8yUhpgGSc4kJNMTWu/Y/U0+DOlBtjyqE455kCvte3ysHIqvF+MgJ97aJCrSuWyxzrxBu/Njo8et9TEHlab90tCKgZB83ez3lvmtb1z4u5v8hqpiEYS/XaVTLnfXX35BlEFZFtIfX25bnbePlucTKTaCf+T+sqV21K8xcstfu1U0H4u2G92+jDnQ8Qc5xoBq9cRW0TJegeMUipgFMuX4GjnWBY5N8VdGVO6RpHjtfdWWC6QBQyDgns/8XZvX6DpzARiq84YFDHa+EM91l+It5g7OtPND+kuKf7ZgUJ6XTBuZD+XjIj+3m+cTUR7ynHQfUh5lWSxN08owMzveQH1psDQ4lCwB0tpAyG/ewdn0CfllW71Yy79AenCK8mD+3SsqCsuFSfP41y0OgHJWCJ6qrTQuod3LoUF++UttVtwVbHWQr+3csXaQNapCm08xzbU8UBz0eJxXKzj7PcRxVNYHQv7KJYV4nWP/uQuh5ROSvGJM2WSRxiX+DZTlyxKoE2XJ6Ulym+icZvLJpKeLY9pK17duUUh1uvIJalxSWQECvLiF1P40rAutkrE8S/BrlXk1rgBQynumgKGPe8AChs44BmebaxXHUJEDQLmJU8rP9aDkjOXdPRmoeEQTL9mmypOPralIzrGNd5Ayy/yu47GeqhlQDuqZGY8FSgNosCSUBxErGruRjygICDAh/wrlj9GKXSt4Ak0EpV93CnCgqDyFwue9HFiVySEJ8X+1LDPkiZ6c0rpX3GgWWsEBgWhYkTGwa6+ZDaSEuCDxegZg+bOfbuZF3io6isy4hPsS07R85XsNSRRpe0rqbNpUTDVGjuIWBV8pFCAhp5XKX4EK0uc2SDLlkZcXZUz3VAdYQOaRj6M0DjBQgAGybOaz/PhnmPLiuEifA8BA4nYo5KRqfQUyzF+A6uWRj4t2u1ZL2LFN9SnVLWRO40eqXm2JZeC0eDPMqpVByj/HFMz4TZfHQqUBNAgqNjRJFFWIeMmVwMDV/qzEyI9vqNXJilasqJgP4BARDwWW3W83t9emynI8VN7qCm7DtzoAEaHBtIak0KLGz7s/cnMJqgjwAOQ4CwkgMlcZ0yADQ1UMBPeXxWP9RLkoYlv6m1p9gUHXzOHz6KqhAiNVwRIAJF4jykmgUNSRboeRYAF6XOQ51fKBBAwU37ZsTXEDJZiw7gAXMLjpJY+xAYNMZ+U76kNU8rpYHpW/uRy5fS3iGMxfBRLsOMiCJIEGGRnEuWAVDAsNUkjnSX4yv+t4vhDDQANoUEQCCEAo4yCUTvybAhSpVK5ayVJWXDLP4ZF4weEnXmKLx2MmwCHI8mZlheiHECu1x+pWeApEu6xktBC+1cG0ZlwSUgIFHrJEGTwQwLtLtgCGhMytEtz69e9ij+OenGRiQJCpbLdtW4y3OLdWKMtLcVN5PcCFd709mdK5yANgAUypF6JizzesDxTSgbAqyPbU/D0CLIgy6eIUii/eQ0q5OOlS4cW2pFK8/6qrsNeTn1IqQHm+EwFD8XcE/+LFplihQVkGyD5ROZayvHFLhFgnqLJcV8hgb05ZxrVAkO6HqituGi+/Ic0fUtay+JzRbLQ3n/LOMg2gwVJUJFnJsVKpxDdg1DLMqMRE3ZKHr9zbhzYU6QVAqKWPAA489yZA4AEHqxCh7/cc21G6K1qlbawLqp5I5wEj5NlpJHiIIESUIcFHuS74OnAh+ZYsgQOJZlN/5QAE00kot4QEE9lykqSegSszFGOrDmtuipqsSc4gjjMfW1+DAwksJHMJFsw4kS7jgoX413M5KEBQKD6Tn8rHY/t1yaSAsyw1wKDjD6yc9fIFYEh/tSLNQELUq/CXgY85TfIixVPJKutByFIdTzJjJ9pOY0VmXCmXteVFQwowuFaGSr6THmz6PFBoxBjPgMdCpQE0CJJvAjQhNCo/TBDxDYC40bNyzwoKpTWiQevr57+Jr25qvoCDTIfiVQKHpAwg+qPaDOD/WQmPZXXg8uOCBx5/p0xhfYjnB/z+b2irActB0J0TgEluAyG3iVbiUL5OQjh7OE0KbioVBzJPK24JEuT17AcUkPpXtEfGOqHynHTKbeq0fC2KdMfq0OWO4PwDf+PlMR+q/lwCBiUnZFnSMjTmbyd/KmQp2rY80l/K5VNfydTlJ9/0GTlP1SNRHjm9eEyZ7KorrlPUp3q+dyxpAQcXLiQallwaKt4IYCcDMuViocobBAy/ol4s0+nXFJNN77eanhOdrZ8njXYJWyDoNzXBw8rSLnkLap15+lWWZoLa9DSJN1K2oJdommWYMl0uubTL9toXn5DyfvFPV4CXC8otrdvLG60QpJd4ymWZcvtk+8vteT+nTkJK7U8t91S/MXiyvGJZZGPGSMuA5HJIeTzuZjlqHvc4TnLpZFMq7uo1lGXiB6XqsQvlfaOsC85ySs7fcsXl5X0rygfke262AIOv/PMznMo7f7Wy5/LdgY98Ab3nuLaMO7VrV0s0kZdTVs8Pmp+eq8iU55tLz6tZftL13fzMs2plmC/QQLP0W6A0WBoUkbmYhPZVlN+mkXaLVKsD0gZMpYVCWQfQHRjZZXHgwEgU6aZsLX0ci4N4w27dKtT2OZh2bLvpXPxvGkxWB+IZRdRll4VKjEwIefayVgVuI6YXrgseDLT9euSOu0ENW4wo8yPkNNk2H8YJnM0OqQtiENRY+MaBNI5coTZ/UPpvVHpuqJg3bYyDPfGsBx0WBSVzzapg8whKDq08TTmRHyy4gFXgpTvCKvLtm39m8jJPVdZZ3mjLFErbykRAJ2CALu+BfgUYjAXCAxhKEYvbtktJ2RcY1Q+eZVy3ROzHdIMf5bETFxFq4EHVrzwt82hlSKB0hjwWKg2goaC8B0OyVEelFygqilDbv0HXKRQ0RF2bZ7TvfAEHSNn4mNAdIBkLqrIhMwmxYhEkmYe4jXVIJ1kINkMXcRCd4EH2AqlB4tmT9O6Piw/cr00m7gzLRG6a4i4+fZ3SKfNWQtuJQVQae86gjtN0obrysxBlPELQc646tkAhtuUqglLJ18BCofBFvhsACalcy7qutQ3AbvvuLxSzuHbclmnHBQOG/7QBg0p3eMkxMkrbujKUonXSZdvBSctjReX4pWtL+U/NLaHaJMAAGBX82BAKGhX8WPCU8pIuN19EFVnH5bFAaQANlghAEMBhjPiGNrsjMJLbiMjCBwa+rsn5GThIBn2AAwB/+aawLEglr+uIjZMIgLNyBNCy2yDJlC/rsHUh2PEdBzwAKuhAjo2xPoAC9vmNU5ERXmYtN1EKcTBIAZOYF+oxDerUlhGT3njkmyx8/vK8Ejxp021dCxQ4jUaXHwUWqpaFWMcq8baOU0bwtW/W8nz/5zyvdUegzOu0InjtmzqzCRjg8CpWSnhyAa6VhK+wC8xSOpn2qewfYrqUUfJLm0gRpHIPsR4g8pn6Bj92HaOWPtBc0xDTIMhORvnhIV0m/aicZES6nVz0pERlWqW8muyQJ6PQ1OuNM7lZ/kWePG5CNl+SHQ+kKHDZtvRJF280MV/5rVVfg46FcGMeZH7ICk79ctl7/u+/zfEPTgwE4vwnt5KWfEluscyxDKmMrC9+iXWYxk/cVuKX+ht/Kk6h4RiEmCfzYccGeQw4jiPGQ6h+wS+fr4sYSy4rtn62sQeZX5sXzPUPkPdTLGPuy6DaKEHBz/7ubxS/4p4293sNMIx81gwf28dRgKHI58xKHX7TVm2n8lTpS3vQb3klFXzrbonMCxAQ194zok465pvRyKrzuZ5o35abR+JrPtPfQqXB0iCJ9El6U06zbPvWWbzV2zd+tgjYD1tx0VSuLZyWYgp+RRvFVze7XRUq3TtWb/tRpqD741ojAoAmqLftYnWFM5xym2lpzZBjH1KsAGUmqV/C8iAuhypEyE9j1XURKb59JhcGYhtcJ0BNRvkWMG/QgI6DkG/YxkJhpDXyaxo5D3r5ngWhoyznkSpnL4yo7wUqynQnz7Us8DGhnyvC8lWKzDlP9YPhVSprmV9YMDi/x9cqtXKnSvqoetwXKuSVSoaVvN9/na5AgO2j5AVTNslGmS/MLavGi0xabJzguyXEngs6X/CR6TUrQ7XMHJK8fjPhsUBpAA2SInLPcQzUbptsTPEKHMCJb6gERqY6zlJMBgTVOAlg+sDBAwGE9NVMWd8CIYmZkqs/Mm3zKPdP8E9tCCXME7lyWXB/0zXoAA8QSkYq6pwJ5bogkSYAxB7PfJruLAkAkTqbWhNAgmCbbOXkDhpxvIkhJlL6bxSVStyt1sXLKHUSx0noypzcCyjYfBLXyeMt810lltuovfmrc8lXXE8QsPfRTy8UMOfNyPLgySGVrMdnVDs0AjCkNkmlS8DggwwSdXNnqmCKyQlWTH9HuSVSmmA6C24JPX5G6MFNMS80gAZBfMOnmISofHJgZM16YL5P4QAEpaQUcIg85xE4gJA/tx1yRQkcAFE/Jip+Ka9tLJ3XrA7MmMEDovk8xC2YRZ/TRGbBg0ElbBnwLBNK2RkAMbFsGQRCKDulgEkUXvB0V0U4gKKYwqRc41Kf+dBR5GTOXZBgzy1QkHWLNP03GIBS5I8LFriMozy7rAucP7H70k5lXbbdARicpcfyfKaAIV0w0XbVxeDkB8CVW8kJLWPVLaG+iKvbrK2WSGT7CFNunOBH214NJMjdIueYZsO9MLgnHi0kHl4FHCAVqgAOggrgwHWCdnPYN/mk+CVwABw+3cAhvqNohS6PCQq8MGAYZVmo5on2R1odCHJBghizPHJFmXHAAzgfeZCSdQCwAOKBr30Ly456Uh4AkaeEI3EiBpXSIIjiNbdELjDzSc0DHKT+lGVrbdr0mkWhD1DosipE3lbBa0XGeRWwYOr6boTglv/F1Vdir8cfWVfWVpZanrNjo6wzc8BQylW4RWo7Pjbx6W88uWUdMm31WF7J9cF8ZT8pT1Jp3Cm1o/dkoKJ+r50freuCTHkrx3zQbLS3gK0iA2iQRHpuz9iA1ISdgANM+RpwMCBEvtHzfDct4KCUutk5ssuykNrU+lXVcWRME1oAqCmBwCirQxovo/vkKouxwIMkrmetD7KDEkA0IY2bGoAaiChIK1PVJ3nR3AIzJCWW82bfWT7WIScvpdXBiVZ8lbaTIqwsq0QPsMBlrLKFTvOsC0rxi5+bF0mtQLBtyjpSPqlsa+U9fk47NuagD2BIfOxDZpSytTBYedQBISt2996Q8uY6CTCkcuY48fbGTD5INl30QclD/vFAc04DaLBErKypVSzp7dxaDKJbQCpywUC+lXN6b+AgJ7Mu4GDq14BDsixMWFlFfXMsz6UeLawOUkZhdQAopY0MlAx58q+CBzW87RiRVPqe9SG2bwHEvr/9Et0hNQAkBAxa4FIaf+DgCV5mj6TpzIVenS7lzgLZeoVSAZTFwGuLlaR467f8SheDA2DIK2fOSfRLKFCrGFf+2ksLfi4oQKmoxwIMpt1OwFCsxBCK0ZGj2xVBekyg5aq5UmT8AyBXYcjllVqu2mqJRDzhUVknHacyDgNyymvmHTznjx7r7olhyaWg0p9HZrIgd2Jp60JNCikNzoMKU8dOIOZhV29IztJFPTE5wVByMiJz03fyEufN6Dw1QcnlcbZdW0cstQuEuDQv6HJiDORYFMs1nR8v9+NyD1xxdVk+8Q/F8klVtlimacp2/SDbmeXyNbnkkkixfLFYairbKbZsLpc7qjoNX6fK0tni2odc1r2mpp5oJ0R5uqwLcunmlu99Oz8PzrJJmZfktXnmnldfqzT8YOvJusD0AINU8Kq/pPqdZRRyUWYm6xVuEZZN8pZ5PC+Z/JwWGVLukyIbzOik19wS2spA9Tpw2p0L6vv8jvpNk84991yEELBhw4YsEhHOOeccrF69GsuWLcMpp5yC66+/fvqNdNAAGixJU1r8WwMO9hO3rADZv5jSIG58cuqQM5HINPmwmjr+BEVpQvP2TfAnGgeQwG9H8fAm+XTuKBsjQy/wIL5nYXllHhoY1B7UQAGP3HYnglX2LojwFLBRwnJ/CE9xezzG/dX41QCOJ5eqJ8bO9l+O5ajxFECh+l0ReQ82FfDh3VfyXN6X8rsR5r4p7tsG2LbpjuJZKp4tMx4FuPaeUe/Zrz6PYm5QzwGpuuq6pPQ6YHBfDgogQZmv+12J3I9im2gISjwILmBwXBBFWmqDdH7BIzNJfWBqzLE4VcePUrr66qvxsY99DEcffbRK/+AHP4gPf/jD+MhHPoKrr74ak5OTOPXUU3H//ffPugwDaDDUPigkHnxxHLMACQYqk4d8WG2dERNO4msmLg84VCcq0U6X0u5ag15MppUJtFAORlYkxYI8wVu5usADQSl5C1RqigwVhbdoxd5C5opyVG/muq91xV0BFLP5axz+XQADHTx4vJqs+L23f8WjBtDkfQJ7PwiwYOQprjmV19ZanzywEBqHJwGL91pRVeC1tmD48X2YnxnK/UAJtt32TLoHGIq3/3EBA/K5BQxK+XqBj4V1QvztWl4JmL7qsWmPWQ4ygY2ifteeDOSkF8GIDt85ojwnzew3Lj3wwAM4/fTT8fGPfxz77rtvSicinHfeeXjPe96Dl770pVi/fj0+9alP4cEHH8RFF100iz1vaQANkox1ID/IpB+SeCPnB9c8KDJdPuzISnoc4CDfUMqJBUaWnJbakTeqKBekTDaPJ0KjFFSebU+ee5YBclwWph8ueFByCeXhtiH4VADEfi99UVmehDJsKqCjBiTEbTGWdaGPBaFPnUIGI3MxviNAgrmP+1pyyus2Plgo71ENfgIq5cX9KfNXPvfF6nkpQHElL8kLy5N0XqPLzAgwQPIyLoR0fbOloJBzxEoJ3Y5o0Fm5kHnzOakqiarflmCeOW1GezJ01UFFtrmihmbnNya98Y1vxAte8AI897nPVek333wzNm3ahNNOOy2lLVmyBCeffDKuvPLKGXfX0hAIKShZB0J7g3NQYi0w0l1RQfkBJ07HGJs/tYftMyDlaJBXVah82Zb4K06KvRwSg9yNJLOs11TypAxGnjQxsRWcWrnzcx2VSKCU7wVL8rhDtMONtZOJ3UsjtukJxtckXp/N/+tCHPR/vVbMxD6lESOV0N4LdhBE/giGmcaZN0aVtflJRG8Qu+uouuSUtQpO1TXBkoZvWV4qRHFu3CgSLKR2rbxkeQB3fP6vsOY3X1e+CMh6zei82goJXcbpqy3bBRhSWVJ9TX9FzEE3YKiMiR0/w3PacQyiX6leqsNty/EzZR3QkicHltPWgTjH/JK8NjPhAWDr1q0qecmSJViyZElR/OKLL8Z3v/tdXH311UXepk2bAAArV65U6StXrsQtt9wyQ0FLGiwNkszN3Ssw0j4YipfmOSOLg5Jj9ARVBn1RlmPUxFLL62t1gEkTVoU8kRj/9ijLg/OGn0x9FeuDa4FI/eywKNR+jahrrBLZr9/By7oWxvlV+CkZmlImKXdnv4w1oY9FIccqONfTuX6eVSrdE8rCFIq21Ll3H3rloe9hVwah8K1FZGcCBpWOOD4g//mVbkiRkduxgY8keMe+de3HMCqOQV0PMfBjr5Zo0qF27wrhbR04fBcQrVmzBitWrEi/c889tyhz22234a1vfSsuvPBCLF26tMqLl6QzEVGRNhs0WBokyZs07cOQ3/RbK0Nlx8hYVS7F5AeMRPqsWRxI5+u2UCztzGVaPt6eDTwExoiSJvaRVoc8bOpRLvJ5DGJuL8uDkANiDJX8UUBKnYhFTJt7PvVoPcEDSJteJAuJ6FzREUP54pfWiVHkPdPTmQdH1Snm2Q6LgHPuWQjStfPqEDT/pLA6ynluCD6XSrmoV+FLwN5PPNrN7w2URwUum/qFTPGm9lwfswIYigBEUmPQCRiSRaNN868XKSWtrEKSjyX5bYkuVwSV6SPdErV71pNjDii92MyQB9ACgr333jule1aGa665Bps3b8axxx6b0qampvDNb34TH/nIR3DDDTcAaC0Oq1atSmU2b95cWB9mgwbQIIkf2gBQQ8BEUpHgCZLieW2r6aSYBXBgmlXgEMp8nnB4PwbYMixH5CN7l/Mq4EDIJMtJwCJ5eXIpl8WY4EHJyfWN7EoWBhBcitMDsHiffUynBaNUTjTQBSQ8HqNI1h9VZ5zJySubRHYGzJY3557rQaXbelJpeulu2VCUHwUGkgzOsTonYPe99vWtAM6xrJuUuO0Xaf6jAEPxLQl4ih/jAYbUT8s7P6CtNaa+UsJf7RD/ysBH2abKZ5nEwDtBkP3cEmTqOjxtuVF5c0mz0Vasv/feeyvQ4NFznvMcXHfddSrtta99LY444gi8853vxOGHH47JyUlcdtllOOaYYwAA27dvx+WXX44PfOADM5PToQE0WIpgoQUOAMzHqqRukG/0CPnjVhY4KGU7TeAAgvhWRduwsiwgCyWtCJ71IQGQ/F48GhyIPoPQaXUo8oUg0wUPgOEn65PgIawPNQCx9RvfxLLHP0ExtPGEipiPBYJSD8tJpAYqBL+xyatTpGUg2AkOKunBqzMKKMRjqTCLdJPnWRZ0ugMWUKbXrAvy+OfXXI491zwh96HGX6QV7ghAB0mT4OX0f84BA40BGBpRKcko8qqBj1wl1wspn7IM0PUg+wPylSuhulqicEt0BT8qnlQkPVpo+fLlWL9+vUrbc889sf/++6f0DRs2YOPGjVi3bh3WrVuHjRs3Yo899sCrXvWqWZdnp8Y07NixA3/8x3+MtWvXYtmyZTj88MPx3ve+F02Tn5A+m1Zs27YNb37zm3HAAQdgzz33xIte9CLcfvvtY8uTJzh508c8ZdYTZczkM2rzJ/nAB6deLcZBlRGThPLlmnp2ghsV51DzHRf+Xtsfb9kd59sVDkDZXmPkJyD7yEO5usP0T/FgvrKOuG6hYUUVtO/cxEIo3oaPbFNuOFTEOqj4gFE/dOZ38c55WaZCdvNTfW2gxzjGiHCMQvD6TvXxTnwhxkmOv10+Cc1DjT00T+9e7ZVv5LP3cq5LBV97D7uWCxN7My+AgXmgPLeAQYKCTsCgjknLZMCUKgvLg8r0EcedbomuPRnm08qAcp6Y7m826eyzz8aGDRtw5pln4rjjjsMdd9yBSy+9FMuXL5/dhrCTLQ0f+MAH8NGPfhSf+tSncNRRR+E73/kOXvva12LFihV461vfCiBvWvHJT34ST3ziE/Gnf/qnOPXUU3HDDTekAdmwYQO+8IUv4OKLL8b++++Pt7/97XjhC1+Ia665BosWLeovUHw4iG/61gmBbDHQKyQolUF82yaA4wU6LAcARlocEGScRKwnyxCAED/Ljfyc6g9J5bqBIKwg+plL/eJq07U6cH6XVUH0pVpGWR6QxhjJysKNpz+qP4kP8xblAWD/F75ITJQh/+GBYh7Q9ab1nPNk3lWGG5qNiaTCw7UipHMnvsGWJdEHMn9r/JVy1AMZTLmqZYHTFC9TpoPP5Mn5WltlD2SFnBR4IbeuVypwIacMnDTyjNzpEZpPL8DQxETDUyl0CRi8lRKCfeZLJWBI+ZTlsNRYWbgemTKU02vWg75uCQtO5oPsPThdHjOgb3zjG+o8hIBzzjkH55xzzswY96Cdamn41re+hRe/+MV4wQtegMMOOwy/9Vu/hdNOOw3f+c53AAB9Nq3YsmULPvGJT+BDH/oQnvvc5+KYY47BhRdeiOuuuw5f+cpXxhdKTirypk8Pg5kQijeF+DCOshyICcCzONiVGsXElSYr035jH1g9camJUMklgrXMW3qn1YEq+aZ9a1WALVOxPOg3RvP2G8tClC0sBE70/gM/+EHx4Oe3bruqIuQ2mszHvqnDtlv7edQnr8evJpvckTFZEdTqD30tirFzxhvk5MnrIVZjqABHU76wCthyykpRv2dq1oWtN36/vKclP/hK0gIGWR5OXhUw2HqJ99wBBjVXMH/BV62USPmU5a8BgiSXyK/GMTg8OpR/EfvQ1y3RVNoaaM5op4KGk046CV/96ldx4403AgC+//3v44orrsDzn/98AP02rbjmmmvwyCOPqDKrV6/G+vXrqxtbbNu2DVu3blU/AOnmUwAgoXP5gNqJgfS9PBvAQU4soi3/2xN5kgkw+XxuzbN2ogW3l8fATuZ2sleKRuZLcy6g2g3OcRd4cMuSNNmLsj0BxLZbfuq7Maws6ecBiaDqJEDhKW75a8b8dfEy/HRfBUBoNNjqAgnyPkvj0xcopLrZ/VDUUaCiPubutXfuEY+PrPPgnbfo+7C4j6m4R62bxFPuZV5+doq6RdvzBRiEPFxeWhi4fQUYTLvgOpTlSPly7CiNg6vwRduyzSw/yjpczsikylXBxdwRu3Vn+luotFPdE+985zuxZcsWHHHEEVi0aBGmpqbwvve9D6985SsB9Nu0YtOmTdh9993VtppchutbOvfcc/Hf/tt/KzP4xg5xpQS7HJoQzf4EeK6K0OalQEgIPtN1VaR8u1Ij5ym3BfkrK6DK5HPphuh0V/A4JFnbwoVLQuYLfiE2Vg2WFIKynGnyC4J/HOeUJlrMPETwJPfZdI4IWLTHnllJBF0+1bf+BDFWmVnZcdV+GoBZpDRIRdO6XbdemebW9RSHzTPXMg+eyeNzpeAqcthypr2RLg2TFghYvHQPt20b7Cjzizd1TwZVLoP77o2iSPOUYzuXgEG6LOyYWcDgxjGIiSPVNw8Vj0NtO2hrSYAYC/uAqjqVPAtOivw5JAbSM+WxQGmngobPfOYzuPDCC3HRRRfhqKOOwrXXXosNGzZg9erVeM1rXpPKTWfTiq4y73rXu/C2t70tnW/duhVr1qyJFeN/XcAhOefjcYOUVwIHpLS+wEEqVIpC9QcOgFxZ0Y4fqnEOyOJA+v950qGQ1+Lb9gFRV+ZzGo+fbMuW0UOez2U5IWdqX9ZN1A0geCxW/uZvy3k3k5DBAgcy56JJJUhRpHNZRoXnTOc+W9/KVsnn47IPDh9C2TcybQi+5duk5SXKmTZ7gQXBR+YffOordfusRGH4KSXst5NAhWyLbyRTfv4Ag9cHKusTklLNssVz6HwXMDSSrxg/ZTGQ42qOO5W/U46ccpKsW4Joxo/NQP1op7on3vGOd+CP/uiP8Nu//dt4ylOegt/5nd/BWWedlXbFmpycBIDCYiA3rZicnMT27dtx3333VctYWrJkSVofK9fJeuuY1QPGD5PaPU08VLGcffCBPBl4ror8hmMmBJVffpZbmfpFQJeMc2Bzq2fiLSYc1y8sJkUvX5XVbSjZRpUxMti4Ctm+3InQNZcToFZfGP53/tUnVLs2H/LYmuybjvJ9fpamW8b7TUde61pAhV8a+5BXP3RcQ8Wz65pXXVBlWqcrwnOJAfjpFz4hXHrahSDvXymn5ROgy0HwU3xQeUbkFs+UebZjRTMEDH02b2rLpXqI5yxHdcdHI4slm2/GPh2rL1PmTna6Jagp+chyFjDMo7n/se6e2Kmg4cEHH8TEhBZh0aJFacnl2rVr06YVTLxpxQknnAAAOPbYY7HbbrupMnfddRd++MMfpjK9qdEPHVN60BrzoKU8yvUBlMBBTBoogYOevEgEVZl8kFLiqUziCzEpkVKsxSQMA1hsOchyul01MXsTbiXewZZx+VB5bgGPq2RGAAjU/PrWXw+Hj6dopUIeEYfgKvZxfs54SIVctNs4MjtjJPvrgg4CVDCjiFMork8BLsr27ZjUyvYGCx7wNfXy/UbF8+bHB+l7rX3WbV4lfsEB9cE8+wowkPj41HQBg2qPdH3RTqoHaEDQZ6VELfAxAQ/BQw4AAXJr6DKOQdQRYKIWI5aY7iy3hBBhVn4LlHaqe+LXf/3X8b73vQ+HHHIIjjrqKHzve9/Dhz/8Yfze7/0eACCEMHLTihUrVuB1r3sd3v72t2P//ffHfvvthz/8wz/EU57ylOJrYKOJoquB4wMo7QoZqJ0z9eZP8ZgACgRgPFdFa3KPtnZKfxACgeLHsYJ4fqLnAXJjpnacADRIcQa5vF0imssrdwX3DaIcIcVGcEaIlSiOh3I3sMuCshyAeTZMGXh8RBqMXAU/WVbmRdnh1gnY80lHtSAi+VCiDLKwbDcUTDJf0b7bYCizZ0y1CUeku23aerZ8Uiql20HxJCfdmwjl9ew45+ORbgigVOojyqw49Eit6Ey+siB4cpLtn7+qye2jjDWwfRQWgrJufuhHAoZG1BG8wXkdgEGtciBxfeVKiU6XQ6w4q3EM5tzeVNYt0ewEt4S1dEyXxwKlnQoa/uIv/gL/5b/8F5x55pnYvHkzVq9ejde//vX4r//1v6YyZ599Nh566CGceeaZuO+++/DMZz6z2LTiz//8z7F48WK8/OUvx0MPPYTnPOc5+OQnPzneHg2JKMYvOMAB8RaeNnBABA4od46MVACHIJQ8ooKfEArcKG2pwxLAiGgjpZMHCISIQokyUMknFPuawRRqvAg6TsGWIQc8qIHOk6wKhhTDqdiKzpMolOpEHrsfOKkF5nKyQcNDFk01a0jGq+vUH4ucNjrZdcy7gFQiDhepgCu8XMUv82VeVx2pNO15R7qtk/gbxbt0v8lKvn9sQYIqx8q7JoviR2W5xHduAUO2jkgl7bQj3/z5wAKGJJ9gIvdjqAEGJ+ZACSH5zsQtUQMfA80ZBZpPZ9AuSlu3bsWKFStwyrHvwuLF8StiodXWaU7l71BIBTkR8nnMp6x5gAlWggI4MG8gp4WshJMOC7q+UqicH6BltHnFsehDqq/5at5QvG07iactK8tI/k5bnpxd5VJZr42ede646BN43KteVwKMmhaWGlC25ZbrkTZTqihqj5TCqAlvQYJMk3mzBRTieW8LxBhgwb4d3/xPn8Dhz3+dDwJkPXTnexs2qc2STNsFH5k/CjCkvFkGDOqbElLZcj+EUu4KfFTyOmUs/yKOwc8bCTQKK0OjLt+OqW346t2fwJYtW0Z+z2E6xHri5BP+S9YT06QdOx7G5Vf+9zmTdS5p+PaEoDQBxDfqNi0otwS/uRIwA4tD+5QW36oQayUDtaCbTejeksyUQyhWZYCQdo5kBeyurpD9geUNbXUQxxA827J55YJ0NaRx5W5LRT3KosDnFX5F+ZxcXtt0XUUhbrv7ZVu3SqJ9+xouDzusEDXWvctztVrZrhUb3jjKdJnvKGh73gkUbD0aUd62rZStL6u2CvjXwn43wuUv+Yg6QD93hAsY5L3SoGqpAKDinHzAQA6oEQ/qXAEGSSKtvoGTLjdeHEPHDTfKLWHjIOaSBvfEQJISXugLHGLhvsBBKdUQwUQyADjAASIPekkmP/AU4qQjtp5uQQmKD0uF2C6RUPKxuwiy7yjyZZupLDdHuf3e4IH7YcEDcp4EcgRdVvEU9VwAIeodeMqvtaZfUVnJKsZM1lOPeUr3FbSr0GtaftT8MWrZZg+ehQXBK9ORJ9PGAgrxvOqCMOWnBRaEgrWgYNXxz59d64I5znXiXOEGPO4EwCC62GvzphpgUO3IvtTKCPeCjWOoxkdAAxlYOZuibuGWGPUMDTRrNIAGSQ0Bi0YABxEQkGMN2sJ9gEPLyQAHkt+ZGAEcoiZVOo6VHur7Oehyup0uq4PMV5YGLivaqsY7dCh6ZWGwiptEHmWg4QEIGc9Q1BHtAcAvb7oRS1auLpWVrS8rSSChhC/5K1JWhGkof0uVybHgbMuZ85EAQaRbg0pvoCDTbR1XeYlzj7cpV1vmJ9/077/9Buyx7yq/DeRyXSCksC5IGez+CwVv604YVZ/0WE0XMHA7Y27eNGrHxwDqH/hYsxx4cQzwixauDtvmTqC0A+sMeSxU2qlLLndJ8vZljze59Csi5svJIZ3XlmPaSSBlk5ro7LLPICcunlSKCTTL4S79KpaNte3INeJyciwmWJlfOVZ8vf0dIMpRKZe3xj3libJueY+3rCOWGz50y7+rMXXr26WMjW6fefrLFPMYFmkz/cHn68ljx7/aD+j+B1NHLftsTJtm/NR1scswa+UdWWvXk5+PYgmlc58HAh6407nWpl/62LlvqSJTH8Bg7j3IPLt/w3wDBtGe7E97rttJ8vUJfDSgQFs4yKmXTwtAYM9NHMNOsTJw/2b6W6A0WBokpQcDrbUA8C0OXNhaHIjcGAdg1NcxAbY4IJ3q3SNTXUK7soKlES4FnpQoROBg3RWU2YFQtTogtQNVP8ufk5K8cghTexTb6bA8WIuCla9WVgiQJkrHAiHb5XoTu+3eXmNpPZD1ZZ9Vp8TEb1/t09iXaXNNodZOz/SaJaHg7fEjU18qvVp7pMtX2zd5nnnd8rPHixYvqSh0Iwec2AXnOLcRn0Drjkh1SLdT6Ud+47RpVMg464BBtjPSemA2JCrK+Hl6jFGCjpo1AmhjHgq3BNS5ScBAc08DaBCUHwqaHnAA3OBI5t0HOKQgxQC9lwPLyEVj+0Tt9tbypSEkBVxxVxD0HhCs4ANa94foT1L0cpzyKGWZmL/Jmw544PYKMCBl4Lqpr0I2WccIFAA87sW/49blflsqpqLgJSL3zSs/WzTuvGjKdwEEwJG/cj4SKDjtdLogbJ7iS67MXWCBj9c++4wCLJTlhUL15BNtl/EHKPh3xi8UYIIMf2RAUJUxHs81YEhWANLXwAKExtThvhBKfrKeBQzqlIp21EI/MTYu/7kkr+3p8FigNLgnJBFU1PS0XBVAetiCOAacyUnySm3ENPkG47gr1ATFplVThttQu0jGcu4OjqktynlC3k6XBRm5zDn333NbFKZuVy6MNF1b07trjgdw++c+5cpg2yx2fjRyeHK7E0pXuXF/I/jW5Ex9q7gair7L9rzr5bkeHJm63BXudRRlPTeEvTe8+0SWv+mrnyrvS+EOGCfYUbojqoBBuBTGAQxZLmlBEPUg+Kf8LE/q86wDBjumsjxKIAAhE/y8dC7vZ3VMKOMcvJtfnjZl2hzRY30b6cHSYChQ3o0xPdRhhhYH8RpeWhza+oHaNtO9FEavrIgtt+4KihKxGV66E/htf4TVAals2760OiB221syKa0R1jLRZXmQVpS+rgtVVsiQM/UkZ3eUBAE0tUMLaJ7f5M6QZPilCbVmRbADMJs0ar7x+jMOD6kInTpjWRQ4raNO6a7wFUrVrWHb5PLI17r7zd2Rs5CPyrKqf5Rl8XiMDHiEBgyRgZYtt6EAA9OcAAZCqbC1DKl+zXJg85pGjU1Zz1z/kXEMFRkHmhMaQIMk8aAk4MA34yjgQNS9j0MP4JC+pMmyBLOygiju6xCUwqbAyivuLsmAINVDdlcQ8iZPgNqCWpdloBLbk/2Sx4CSZRzwkCZCDzyYS6OUPtcVAIgET1nJTuAUgL0OfaJOD6qICyRSlihv+bo0X3MZabF6ty8U7LRAgmybRqcxFYqV74Va+1ZZE0a3S8Deq5+o6tu9HEZZF9y3+UIGyscFD3L64aRJ62VkMKeAwSp8yUfJ7pRj/ulclyvdSYZHLS+1r8urEh5gaIxVYq6pBqTG5bFAaQANiigpkbGBQ4DexwHIaSECh8TcAAdCtDIQ+JsIboBkQNx7QWguCxAglmWGLKu2JLSJnd+NkMdwAiWhj1mWscGDkLutEDJvrutZH4SMCkBAt2caQSBgj9Vrk/tHjQGXE2Ml68LkK9a2g/NJfecfvo29OuK8l2WCHD6VNEl9rQq2rHVnjAILXGevA9aW7RDQBRZy26TzCznEB6dMv9qyQgELhV1tI+UJwGA2hZo1wJBk1Qo6y1Yqb3XcWU/KZjZwsvsxSPL2Y7DukOI+7HvzzyIRhDVoBjwWKA0xDQWJB50o3xziQdGm0DY9P+TyAZJl2nqSZ4ofAMSWtGaioiyT+vy1RP0Qk06aIGWbmVf2/5axDopPcSyCoYhlKI9h2kplxNJFlQdbr5WrtvTNk9fzx4eOenf/ny+79QsezlJFd8minQfn++e07cmcrlNXP+01sTydce0a6zTGNt5EXmP4bcAcq6WL8j4z/ZJ17vz+l6v3UnEPJlkpPdMuuOB4C5ap0fK0fHSbal4B16HMV9TbaYAhyUFlnmzPuhqQx07djwowGD5iPHL7MsGWZyYj6swDDTENA2UiecDm8hlYHNA+SGlTqPQBKv0VS4A/jgVhkRD8+EEO0HEORP720dJdYTeDmoHVIcUjBJTxDmnExDA6lgeYcsloEsTzz/V4YonuC2V9sNeu4oqQMiohlaCKjSbJS5br4uVYG2ZjihjL/eD1bYyySelU5u1RLgvX/VAoinr5qjvAk8/KJBWwLO8BACmDtzLC8hXWBY/POO4I2093SSWXLfpIZZuzBBh6f4Sq65sShYXAxjFAl3UsFOqW8twSI4MlB5oLGkCDJL4xWcmnJYIGOBC6l2N2AQcuFWTAZWyj2KGREPhjVVV3BSWlGllnUAD4QZIsRVLA8e3G2dfBBQ+ICmCm4EGe80RnAUGqq/vZCSDMONhyBz7zVL0jG+dJF0fJriQ5L3oAQqTNutfCkbMKCirlbf5YIMEp22nm93jycVG+zq8XWBA3+ar1zzUrkbpldMFKqpuVazAytXWFIvf2X2DeDAjEPVgFDB2Wy1TP+5bEnAMGI1en+6JP4KPk3QMweLtEzhdo8O7p6fBYoDSABknpZuBX86wNi1UVnfs4AOmz2gFACAI4cEMMHFDdy6FVyrEsNHBA/HZE7YNXPLG5VocgZYbgY/Z1iDIEUqdzBx5MvluXJ+EKgIAcJ0Nc7uG7bsWeKw9RRZTCrLTtEo+Dl98xMfTZUboTBFQZ98sP5rzI79mfwiSd0uykbvK9tqxyNfXHAQt8Hz14z21Yvt8hrpJPylSU1/xye13Bjso9mfKp7DOJsinPLLmWgELMJ0rhp/7TTgQMlPsFy9PWhc6XNDLwUbPPPHS/pUxzTrMBUBawVWSIaVDED5F5yNRDKsrW9nFoyjeHtr4o27mXQzxXcQ7l5NI+6EgPFvtii4lVTHxpHTn05Jx9vRxTINuKsnt8wflGblFe1TWTqyrXoPSXd+7lEGVtcruWj+ejv/+WG3T7tt0G1XzPpz6dXxFv4PymxZvJk9+OpYkBKMbM9g8lT/9aUFFX1lNpNl7BxgfIMTfXxbuv5T0DArbcdYN7DwTxjNr7JABJcSf/s3c/gfNh+JAerwZJOVp3hAYbcwAY1D4Xsnwer3YeMXmC70jAoOQzZa1VQVKfwMeijuUZ+cwXYBhosDRICg0BiwhlSH1MC8gWB9a6nsUBFJdPird/ELr2cmgRNrfRltdxDm2ZEFprR3qerLtC1uUuUO5C28QIq0PsQ3JZyOEQvJTVQbQ9yvLA5/INvmZ9SGUFL7DMyOcKpAkrROLF7QEIExMo5phkyZACIo2r7YRryhe83KyZ+Cgchp0yOPVGlvfaICePr5lUGF3tybRC6Xbx1/X7WBbscQgTZfs9XBGjYhfa+kKJ93FHqL5I5Sr6IuWT7ckXlOLtnMty25QBQypjjpMsIwCDDGYcBzAUyt3cK9T4LgadYOoQijgGa8mYD2ows2eZeSxQGkCDodCIvRA6gEObEkYDh0DARIjPA/nAIcYtJGVeiXNI7gpnWWY7sVWCJGNd7WbQ369Iz6cEBuyyEHxhyzjgoZWXSvBAWWa1SRRkvUxJVsr5RXCjAyBS+4mBiNUAcNivvVY9+DV3huqrFYrb9upI+Uz6rFKF33TAAad7oCnnVSZoqUj53CpqW86Ukfmj3BVVsOCcP/Gk3xU8hMKzdYTctY/CKYVftE9O/yjzEKDCdUeI8moMgDEAA+W02QYMwiXg9bdoo/NT1859NN3AR+uqmAeajdUPC3n1xOCecCgwojYPsrr5SU4elM2P8TSXFw+QmLjU5CZNq4lXlEW+QXe6K9oDaUJNy9qETNIEHLgPfA49oeYlaXGZkDWZe/yKpY9U+IOlebzmugChNKfLNGnW7nBh8PhK8/mtl16oZfTM99CyFDzFNXR/Xa4Hj6fz68PH+9lx9MfEkbVoP4+ZtzzSXlO5TXXhjmh0W8W1NuWL+qC6GwL+OQj4929dpNx2tu1AGRh492p5v+dxkM9H8Tyw+zH2nRt03REE88yLe0wuqTSunyy7SZ8LwNBlNRi1F4M6pZJf02cDJ5WQx2yeAcNAg6WhSn0sDqzkk8Uhlg0hCIsDWqUV32yJX429lRWEjh0k0Z577orC6mCCJEn2JbKlJFprDQE6XRZtGzzp+cGScmgghirWiEm539L9ULgjkNuX5eUU4dWRaa4VAkCz/WGtBI07I/Ex9US3+lPF4jAj62ZfAbx2bF0eXz7weJu0muWlsCgIhey3qcu6PKSiZZ4jzhMfIkw98nB73pg6snzNFaH4ke6XAQu5zZJfqs/Uxx1h4xdEOS3//AKG7s2b4Ct3eeK4MRRk8KwQ1ppAgBvHMF/4wYurmA6PBUoDaJBkLuRsAweg3XTaW1mRFCLvIBldA+yusLEKyl0Bs7oiFghNBhQtaHFWWCA/ayH6L4ovZ1rwwBN56AYP/nlb2G5PDSm60HTpikj3hRjX1LSTJsdJ8ttz8nAlM19DzZBPQ5E2FqCgssy0yZlnRoICkx74pGvOMnmecgdGgAePv5SBnHNVxsgolXmsq/petN8mLD8g7/5ZggWtvOv9FArci10AzGoFp35q0wCKmQAG+aYtg68hyqdyXHQOAUPnvgnkr5SwytPeNzZY0pErt991U88iDaBhIEV8MXmpZSdwiOUISDEEInAgAQcgKidW8CMCJInMRlCxHWl1UN+DiJNVl9UhKTzSb9aeYhdt2ngHnhSrwZIeT2islS0dURbyrQ+jAERRhy9PofgzgwBgxSFHZksLHJL8ZQlZmOMkRPvQh369uSSpqEYBA6dOqkv1fC8+oVC4Dv/pWhWKcmTGWClnZCUcy+47eaTblm856FOGnDZRggGuL3mqMlT2D9D7H9TiF1K5mDcKMMjxnUvAoMbQDGgvwGBvIEc572zAMNAQ06CoctMXMQ6VB69Y3hQnieItgpdycbrxU8r6eULWk4xdXy7L6Em2lT2YdP32I/hGv3SOd8gyBK8sT4bOMs0sK9wtfpMSII69iH30ljd6aaa95DM3ZWwMwJ3f/iedRxXe9ieJxJawjfOj8lflO+LH16L4dbRplXo3bzF28to0lTyb7lwLy7sa60AtwCmWH5rrmM69NsRSTx0HAdx63Rf1vWCuhRcHwWNbltHjmkAKP8ui3cIdwf0T8Q6JR7yfcvxCB2BI5eSzIsvJdknJs3MAA/oDBpVEKD5ERfDjGOYbMKS5eYa/BUqDpUES37jSpSAsDu1HpaKlQez4aMtRXBaZ+LkrK9rjwCsriJw4h8zbuivacsJiEUXotjoAdoVFWyaofidjSeqWXqKZ5s7CouDsLBkpfVAqlpVm4i7rQ5ZBTBUiTaUHnSAtDnY+4hgTJQPKepZ6PerS6qKSZ3mi6MkueOU8+aie71oYnLK+qwFZ0YtKnVaFmNbtAiFzburKesYSUHVFFDsdxgJF27l93XbX6ghRR7VPov+kyqm+pHL8LJPpszixwdQ1YEGYW8DgWga8MiqhEvjoxTHM8jPVh4YllwMlSje40GoCEKCh9tPVo4ADSZeCAAhenAMHNnbFORB1uisA9Ix1ABDivg5CUapAy/jHmu9TIOMI8JBiHlqh1DJMmLLWdaHDB7LG8dwXSbYagBDdsUpi8uhnt8BI8POAQjEdEfRcYSYOtZ/DPFMBDDpk6AIHnBZG5Cde8txLt0DB8nSAQVdfxgULj3vCKdqy4LTf8iHVjwRgVRk+psxLTP7WHaFXPhmZUzmj3Dk2QrabyuX0KmDg8ZkLwGDr9gEM1lrQe4toT04HSOyUZ+2xveRyAA2W0sWcKXAAkvo0cQ5S2SIp90qcA1jpx0pyM6g+VgegBQnS6hAZF5tC1cCDUvAUu+qDhzThBuTVFgRU4x5g+etz2WYLIPhAgAXKfZPiQzQHkf7wL+7GXisPV2AllRfnanLvYXUolN1M30Zq1GO+6WtdGAkQTHpR1ir0gk8FKDg8Rlo6pNKs8eR0au+bh+/fjBX7HVblbxWjF+iY288yTMe6UMjQZ/8FoAQMo3ZvJCFTp+vC5I0CDKq8AQyFQp8OYECH+8EDDAtX8S5kGkCDpPTgy9miBARoKCrlfK6AA9eLExfv9CjzBF5ID08IyBtBGXdFeguXm0E5Voek9MWkQ2BgAv02bF0WSZFLACPSpw0e2v4k14UED1X+WU4NIGKisEDIMRLVqiBiyy0/xAFPfGZmaJUiyZNYz0kbCRKcOXE2yMUiXQ3xbdenrJNftSZUlbwPFLw6o60KItGW9/oVnzk+/vmm6zF5yDNK/qTdI71dEUCndUEDBtIyyvmFRP1CuYs+9Q14LACDo/Qlz5kAhmIXRqf8SMAAw4NlNIkNoVyVYfrDybbNuSLP5TIdHguUBtAgidGzerOHDxyIonUgblMrlLkqS1GZTwTD18Y5xJOKuwKZndJg1upQKP1ULwIEG+sAoOayAMsxXfCQ2bdl4syZXQFjWB9Mmmw78ZZxEKqiAREskyOrapDKJAt2JHnTwFwZG2zDRTt95iQPHNh0OwYOeGjznIGsAIVCXsvLKIWR8QopLYMFrldaP/T3HzIQIVXOWgrUueSj+kSqjpI/VSMhHxVlU98EAEj8q4BB9ntMwGDe7PsBBnMxbPkigNH7CBUVZeo7Ploq02g2FHlfashc1GnyWKA0gAZLlAIQ2vMYAOkDByCgiYqVtZ8DHIAcIBkAN84ByKCil7tC8K9YHYCs9AMhBnK26Z0uC4LaGGra4AFQfVNxD9b6YK/DOAAilc0zfnvqg4gnPPu1WrlUNLv7WId6AXcemW3UMJ25xqkzCiCkMoXSzYVrLhDXekBmKJwyRUyAI18JFryljrnKkce/RihT3Z9cTiu+bldEKefY1gWghzsiyzUSBKT6VF3ZlcqOAxgKa0EPwOCAgeIjVH0BQ81VUSRRKetAc0bDkkuPRqFr+7D3XZJJ8i2AUjsBzgTDy+g4XciQlp5JWYnxCDnm08hYLWOjpLStPxYgZ4tesyW1mKCLrx3yGFCWtZiwGz05pyWEShbTTtFWTguk6wQhS+DE+OeWK/9OL7W09dWy0/KHrp+lUeXH/XnUUb7aB7Hls7weapzl8kvYJZ+6bXcrarnU1bmm6bqKe6u4HhD9UDyEHGY5p5TrJz/4LOwW6HoJJZX3cmX5pgqAo7Zc51LKJAspHp2AIeVRnlsUH1FPLgvtAgyETsDAz8qsAAYzTxZLK4ubmNAfMHhJVq55INnXmfwWKA2gQZB+E3IeMvtQyslPAgcuLx/2VM+ZCGRAlH0QC2Wdj9UE2VCePHkCkZOhmuzEpCb3yBcyJlAxHfAg9nmoftuCJztyAETTH0DU9g5QEwxpeXY8/IAxJSMruC4wUSvX8Ztt0NCnTfV57Q6QVYyhbGcMkCD7qXg71y5f87y3grwPymsm+PB+B01W1Gqs1T3Zyv3Iww8UsqEGFiSIlzLDRMvzvZTao/RcprpMxdJHqGc4AQapKNN9JtvU7Rd8RwZHijQDGNS8BZTLKpvGKDlTvi9gKKwENMZeDKZfXKIAM/NBpPs8LcAwnsznnnsujj/+eCxfvhwHHXQQXvKSl+CGG27QUhHhnHPOwerVq7Fs2TKccsopuP7662ex3y0NoEES2cmhfBDKj7Hkc/Vhn/Sw+rwCK3nmw283QK6f2kRpdWA+POnINtJESllpoHxTykqRomXDAQ+xj2OBBz4XIKYAD7BvY0ZR8/UYASBkm1UrhFGMe+5/SJ74+YfSIlGAhBFAIfVZ/Do/ODWNn+VfbJrk/WxdNYbkAARS12UkSJDpXdcoPR9UXm/Jk+/pNKblBllKDnUPstWqPV++z5o6WEj3oJapfGZEG/IZH2VdsJs1SQUnngOlSMR9mcgFAVm+LitoCRhy53oBBm+VhDyfdcAgkaPph6UCzDx66fLLL8cb3/hG/Ou//isuu+wy7NixA6eddhp++ctfpjIf/OAH8eEPfxgf+chHcPXVV2NychKnnnoq7r///lmVZYhpsETI8QRAvtnl6ogGcIMe43GOOxBRfk5MBCtS4v0cxHcruGiaPVmBcXyBDZKUzck2AsXqWV53lUVA+6ATqsGS7YSm8zpjHlj0ODvmuAcI+XIbFOumyZvlkvEPsZI7VZh2wWOSswEA+x/6tLS5k+UTZGVmFSonpnItNmJeqHPujEqiq5xU8F45Ma5uN+1YSOVp0x3eRbwD5fvFglK/XT9m4aDJp8EqOuvm8OSqxi2Icwk+tOLNJ2OtjmBwofonFb58UKi7bPGCA6WkFzpgoJ0JGGyfp8tjDPrnf/5ndX7BBRfgoIMOwjXXXINnPetZICKcd955eM973oOXvvSlAIBPfepTWLlyJS666CK8/vWvn5m8ggZLg0dkJg2YB5CofKDMg5NiCczkVJYVEwu/CXW5K2L5aqyDnKyly4LPxeTruSykqdTbYpdlrFseZJ9FWyNcF+nNy9QF6bfZNIGzFYIcGW3bpGW49ZpLcpsizzPTFzzMGzlbKAJfO/Vz+M3aT7cl5ShkJDOu4udZUIpYB+ty6BprNqt7FoUe7ofCqjDCkpHuAytzvFf//d++kOWD6J+w7HW6ItglYmRUICbJRcK6QK51IQGGVJZyO8UcI+qZgMexAAPRLgQYUIKZJL+ta/qVipKbPm8ggq/rTH8Atm7dqn7btm3rJcKWLVsAAPvttx8A4Oabb8amTZtw2mmnpTJLlizBySefjCuvvHJWuz+ABkmOMs9vNqTNYenBonr9hpUJisnGTgrJXcEPdKe7guqxDrCTO6nJqgQPNrjLgAcHIBTgoVAy5USZ5CI5cWslXHVfiLZLkzbLIdwYVlYjQ5JFmu1J8Jc/45qw/LQCGwEwZvVnxrNLrg73ykgA4Y2jvZ4yPgFCNjlm8vql+0vecwx48vVw3WXyvlXPkwYLrhvCAwvimXNdEcXzS6rvbdnymSoUnrivC3eEfJZR1lPPsAcIFMjpzg+SX5J9HgGD90lrLy7Bjl9iaeSVbXlgZBenNWvWYMWKFel37rnnjqxDRHjb296Gk046CevXrwcAbNq0CQCwcuVKVXblypUpb7ZocE9I4htyImIpAhAI8nsN6UZO+yBQuSQT4ryh7FKgxDRrdSIodwUAYjs7TxQT1l0RTyi07ge5IZTrsoi80vJMxIc8pJkstW32d2jl4YnScVvEhtQ+D0FMTo7rIr1twQ4JiSEUssYyqUnJQ4xJcmMkxvk6SJkn1/2KqqfK27nL2OILM3oH2bqzSYWZvotM2ZF1K/k1l4O6Fg4vd8woX28LKqqy2GvLMsl7UeYBOPjQEyMwoJQGU6cEJmO4ImReKmuUfqrHZXO/x3JHWCXsgosegKGS7wIGFwjMADDYcg2hWD2RhLEsK4CB+Yx6IGeLqKnIPCYPALfddhv23nvvlLxkyZKRVd/0pjfhBz/4Aa644ooiLxgfKREVaTOlATR4NA5wAHJ8wYS4OAIM8CSk4hwI7vbT/DaRNoMCQe7pkOZFziPoWIcEZBiItGWJ21HgoT0vtqPmvnnggaBjHniMDHhw4x6QBAcfFrEPqT0HQHB1OZeKczX5p/ZJ54WARx7a2j2/SBGtQuHDUc9hwHiKfTrUwb9X233qk1NwBEgAxgQKHi8FDKyylHWoLM/nBGx/eKsGG51gwchnlKwub4EEFeUVYJKAgdvqY11gWTvdESiVvVGiLuCw7Xe1IevMNWDw6nvyJD6O9WIuyY7BdHkA2HvvvRVoGEVvfvObcckll+Cb3/wmDj744JQ+OTkJoLU4rFq1KqVv3ry5sD7MlAb3hCT10FlXhJ1kKg+dLSOOlc8f6DYjNtL8Suqhdt92GmPmtJHaxQRGwh2gZU9uDDmBjop5EOPE8hauCzIy6nlNmbVVm1S6MHhCLszsQhbftUC497bvJ/O2iougXLfzJ2Wt/Zru38g2evDoal9fk3o/1LXh6yNjEhgoEsqxNPz5/kj3p+eCkte1gxeQ41YUwEh1xLNkrol0Jdy96bpuNwSEjCAhd35+ijH1ljvWnjeSeTyW462O0LEOtjxBAYb0Np7LzBpgsMGHMwYMtmClPlAPfNwZAZGzGNPQl4gIb3rTm/C5z30OX/va17B27VqVv3btWkxOTuKyyy5Ladu3b8fll1+OE044YVa6zTRYGiTJbaSBfDNaiwG/9vLDl6wSfB5UHWtFSJ/YBqKVwndXcPmxrA5od5NEqLssELhrfOOG2Dy16WlXyZiWKkWZAvOIk6CQv1hxAXRaH8DjyRRU1bZbzFO4MPLl6bBCCH6p79wHVY5yUfksC7OeXkGBbuphDZwVK8SYPArQW+GpTPOjytiyrJid9FEWhVbGUmlkYGEvrpPPj6wnk9e2tUJI4G7bUsqcz63SlOMn8rkt0mVVA4U7QsszUvHaFw8zJl6ZsQCDSZsvC8MuBRh2Er3xjW/ERRddhP/9v/83li9fnuIUVqxYgWXLliGEgA0bNmDjxo1Yt24d1q1bh40bN2KPPfbAq171qlmVZQANkggotpEugAPaLZspK0o00T9Qc1dYHinOAai6K0T5EPnlpZlI5YUFXgCZ3AXlsjDgwV+iiTghoAQPyPU98KA+6S3Bg2gwKWvlAqCESZQ6Ggkg+KLxsOVrYkGELLnumaf7ykW0SWpgK0re8RUWH+OaByqVYQ8B+oADkTcdkJDqTQMoSGA3Flgw7T95/Sv0Wz3nTRcsyHNjIXBdEakvjvI28uQ2qFSgbvkxAcPIXR7hn88LYMDCAQweWJwOjzHo/PPPBwCccsopKv2CCy7A7/7u7wIAzj77bDz00EM488wzcd999+GZz3wmLr30UixfvnxmshoaQIMlfiBtcKOyKCDGA3TEORBh5H4OhGx1CJiZ1YFFkHWTYg8aIMh4BwgFKYGCBx5EP1XAJBCVvpy0QgYPPK5iZlXWB66T+gwBqGRmqRQKK4QYg2TN4T/x760/+EccfsxL9Ryl5KyBBDuvlYWqFoTZCEYaZ6IRRV3F3VE+1fHyayBBHLtj0BcoqLJlGb2ig7KshdJpn6+bfvwlPPFJL1Z1amChkN3IWFsVkWQAdCwBt1dT/rKNNHYjFDkBo+MXnHbG3Raa251NwFBTtp686AIMs6C0Z0IVecfmMU7xHu2FEHDOOefgnHPOmZ5MPWkADTVqDHAAYoAkv14D7eRpgAPBWAxYo4k0xZPy1yv51bjgkeWoWh0YPPDza8BMiDyI+xYEzzHBQ1tHgId2KJKVoT1l0JLr+NYHtM4RBhBB8BIgg6wa80BEviwZRIg22Z2x7cEtCuyk+uWh1p6kT4sH34ioddjsTXIu/BiHvQUUtfykECuDIxXmbAIFty7yxbXtOmCB6eGHt4wPFgBlsg9Kseux6LQujAxelH0dsTqCzy1Po9RHxy+gBB0FYKCqFWJGgMFb4VADDB4Prz8ma6C5pwE0SPJMaYGyhYHTJgDxOhst70L7NKRXX3iWC+jz9GI9TqyD/Gomix5GuyzceAdkpU+QdSrgIfLO4AG5MosaIFwX2fqglHvqEPcr85ZXQ8VABJOZ+ikncW4/54eYseeKVVluUpmJlQcmUEuqlJ0F28L4NI4MBQCgsg6VZavWlCLd7JshyvUGCpxemN5teX81xPK9JrXSHwUWrCtCBiNb+fmk0X3wVnvo+hKE9LUuWOVPzpjMIWBoGufyziFgqG0AVVlaOa+AYSe4J3YlGkCDpaScsoKuxixIJR61VLI6dNXpAALJiiAngZrVgRUfKz0FDkKuYi0hUayueIcSPLSJejlkBgFp0gLg7fXQ5jKvkNsoFK4AENICIS5R8lFzugURQbNS/AMweegzs2uHM+U4paHOAEbyLhRxH2AxB9QLlDgKmw86rSZScfYGCeLazAZQANI971sVRHuSbXoegdWrnqH2aSjaSfUMWJiOKwJzZF2wZXq5I8xgeXweVYBhHpVwwzvCzZTHwqRhyaVH9iYkjIxUzpMAdJliWWW5bMmeB941jZ+RzqWcENvVxgRul7xtclkulMsfO5dpClnFUk21DDJSXlIm+yD4UZax2CI4tcX9jP0g1LcibsSSPlVf/ATvm77/ecUvCBn1B6Dysj91nJZNQf9Ee2oJJGbxJ/iq/hlZ8nJS8vth6hRLRWUbxXXJ6cW4mDJ6jPP1tNdFL7Xlay6Ww6p7zFxv5Hp26eSNN16inpfyXiP1fNWWUDLoCbKOAAzl0sjyuZb9TltB155rQMgh0+xySluPijK2j1kebxysDAYwkFMX8AFDWlpo0guZWYQFABgGGiwNmswkBNKvyt6qCCLtioCJcwDpgEh+YCQf5jUjq0ObVrgsCMBEfmsnIL+2EZB2lRxleWiLZlk4IUBsEiX6yTLFsl7gZNV9wW2pS0Kab5cbI50wL1OI+XoWCdlm0M1LvkEmFrKapmZxTuu0LnjtOGm9lntWylQtCTFN8+4oy3LIAZbD6eiImlWhfeZM2hiWhcTbU2by3kh1cr/8OA0zj6gy3lJKwVPVMYrfgB85Zl4ZAHGVQYd8sp7TXnE5i5u5otA7V0mMARiYVxUY7ATA4I3zdHgsUBpAg6QG8VWkosz53K6KsK4I4kmMwUPSqKpMC0ImhNLRQADxrYnS+kw4rhELHqKSTpqN5W3LSLwwFnhAnngVeBBAQcU9cPtJ0VOuy9pYAggA2X2hAUR2lUAQJRCW3BiybMjlpTsDACYPeWZiUZDUyhZMiHRZ3n3+g3s4uzRdQNCDT5teWSUh0kKRVwcKNdcDUAcKScnaJjzZLBAA8LjJ48dfERF5doGFBBhUHUdximojYxf4vAh21APTe/+FAtDYcyDFOJi6ZcCjIyvIN7PPKmAwVhNVbycp3gE0DJSI+GafGA0c8iu8SIOyFiA4208ThLUAbXsh9LQ6IIMHLhNG1WELR1bIbrDkNMBDVuYGPHAhfra6rA9pHCoAAlnePlaIKogQ1Ew9kk3JQgTI8a2Rze4DLPrwmQ6PvjSSj7fpkM+jBCV1kKDKzwpQiHlOmgULfD7VPJLbHRcsqHokxsBR2IWsskyf2AWu4yh+Qb2WU44DGJwYjF4rJDoBg3MzTBcwVJTrTgMMAw2goSBW5BMecAC0lnE2gnLdFUJBgsTKCGl1QKcFAWT2dcgNdNSBv8qCWOygqo0LHqSi1+Chrd/X+gA5PhZABDFBsNx9rBBcPymBjB423/5dHDh5tLZGpGpW+zCgkCdjUA0cTHfOm8FcWcQAdJb1yo2uX9YjPcac1wcopLKVzaN6uCA2/ex7WLnfUbn96YAFzu/rihDVelsXPFAxLXdEj/Z4DnLKzRwwzKKFYVzAMF84otNdMg6PhUkDaKgRuxzkckt+cJWCi7ONtBQU7gqgWF1RWB2Ewq1ZHYC8rwMrZgJytJ0PHniymyl4UEs1uVxX3AMJGUS70wYQ6TKIiaxmheD68kTkeUsBU12LydTgGDKggEph55QKE/k4bRaAqcKkg59rofCsCZU26kAh5hf1tRJzZXfcFHMKFhR/0beR2zNzPdJlXDA0AjAQUC6nrMnpgw2ylWv99oDBuICha0fH6QKGmX55sicRNS3gmSGPhUoDaJCU9mCIRFQCAE4v4hwI3fEJ7X9lkCQ5VgcnTfGKk60ED1KuigwJPDAoGQs8cJmWX5pX+7guuGzNfdEJICSzlk8a+poVApmXck/Egyetf5melMRw6ApQZciUlzxTFjmJhs/YNF3gMUq5egVHtFWChA4l7vLqCRQUn1J59QILRDjq8b9ReaueLbBg23VcEW49cl0DJWBweHnuiOLNtabwPcDQd0mlAww84GPzCjZzBBjmy2Xhjvc0eCxQGpZcCiLP7FZ70CjNcly5vHEZdECnFV/Z894avC+hOW8lxdLG2mQkKC21FBN1qkeU9bfpYiqTlvMZeU0f6svbSCzbbK0weambblMufZQTetsmiq89pjFq8l+7jPDWf/+aGR/o8SOyiWCgppYlyh9ZOSo/u0yzGTNf/GybdZnqfVJvyOa28XjLeyCNiSir5E18zFJPOe4N1FJJvfyV24l8YMZX3lNm2WSI99LNt1/u35cw9cVzpL8wK8p5zyg57fap19g0PXfk62Z4edtB9wIMTXV+skXHAgxN5GsrVIDEnLgk5hMwDDRYGiwRgNA0pdWAyIlzANIrP5/zm7dyV/DMGlS9MkiSRlsdOL0IenRWWQDVJZq5HvK7XcXykOYga8EQ3VdxD1y2an0QTNmS0MsCkSq3YnhWiCRY7kcyu8Y/Dz/481YByrKKp2pGkNSE9Syd3cO0MPZ816PCGDzrQZCl8hhtSWgzqtYEIN0jpUUh51XlS3W0bMqEL+6TBx++V4GOsn6+N2rbXKtEKWPiS4U81Xrey4cFNa7Sd8BHH3cEaBbiF9Kg6vZrKxtcPo8iwGBfGKfNY2HSABocanW6CXIERJyD0GQ8ObjuCgMAGHiIelGtjlhhIUBHh/vDXWXhbUddq1cBD/5STcGLux9EX6zcXI7HqAYgOIDSyJGXkOb2qyBCJlMSK9EeexxQTsBxTCTAsTTW57HHLzhn5JvyzYkjZlFvXJDAddS9bnjNACi05YQCL5QgsOfS/bVVIbU9c7DQ9rui4Au5LagoFXnvYEePXxfQsPX7WheqgKGSXuXzKAIMQNQDM4xJGGIaHiUkbkCK563CsYAAWhlyeqG0jIIG3CDJwurAD6sLOhyrg1SobAKWb/9JKc8UPABqkyjR3TRZhH7Wh5EAgmVjUUJOV1YIIUMvEAFgzSEnt8+81GKhZSz0ge4fkOMlbN9tP+aZOt/qbUINHNi8jo64wZe23mwCBSNP4HQBSDwZAoDDVp0kFJkGAb3AQtFW7JcLUhw5XKVtFC7N0LpQreuUnSvAYJ9dVWUOllVW3B8DzT0NMQ2SnImAPD9iDcHb+oToczQPrzsZVGIdaj5M1bYnS7sddZqMWLYePte8VTLEZEDalw0kH7PLz2xjrMfDaZN/pg+pvPDvhzjJJt52++JIMh5CxkXc8G+fFePOcsGNkdBbKpP+NfYHP95hjn+uLEJOuR2zG6fgxU6o+8iOob715HVN5ZJiZf7kXnsVB+LcQ1KeHKsg+Tj3ETKwuP6mf9Dl5P1tHqGSn7j34nOQ4xZMOQ9AWIWYnmfTf8+64NWtuSNsWtP4c07fLaFRypl52Bukiw/aVRJzAhh24pu6nQem+1ugNFgaLMXJQb7NExDjHJw3f+uu4Dwb+0CNthLI+p0rLOBYJ+ID2sNlAaK4ZDJA7e9AI+oiv4nlpZqirmhfuS4AzZPahLRs07ovkPmwaMHwISkftyv2agi5lOhKaYlo+9SWLVdo2AYFCTG7QxSKRWvzQq77QdJIodoCvXaTTDqDctu2nfS3ZFiV1bEotDKJdG+ildeGExqTyWVm27IAJy0pBVOuz66Osr6tW7TdUdeRyd3h0eVRUeQeSGM+NcU/28sqEdvayR97oqYBzdA9MSy5fLRRmkhCobim7a4AdECkUqxk9oOoxTpYkGHSeoAHFSw5JnhILoc2UYMHoLJkU7TDQyoARxrqCoBQbKpuDJQgQrgzctG2zKrJp2u5hXKwpD0SI/wPEvBY6gQbPWlGiGQMYGDbYqBVK9MBEoDpAIWYaACKJ1u+xaQCzHxX7/+0fnEHlgf3eSywUEvXaTOLXajJU3mjH8cd4crA5R0lNx3AULNWpOwZAIYZPR8D9aUBNNRITlbS6kDxLdUo+awROzaDKspKQOHEOsSJWgUBWitDF08HPLjBkl3goVY/fRbbTLQhg4eq9UGW5bwagLDtG34uiJB1HCAxgQkEMrtUSiosE0zds1KxsVP/qjOkjkDE0VXNcYJXo8tV2uy0fFTM2COBgkjS1g0qy8d7KBAwYYFeF1gQoKM/WOD60wQLgK9E+1oXQNXVESDH8lUDDGOvkMAuBhgI1EzV82eTPIvLtHgsTBpAg6SmASZYI0dyFD8BjrsC7Y0QTDo4HVCajqidRdylnUGVbYMATaAk33Pe7pSe1UOV5WDJtl+dbgu3PpIflpTlREy+xvowFoAA9Jcp+1gh4kme90mVi+gLQMCdd30HB+x/ZGmRMFVVn4vGShq5sdPOogowAPqAg3jQ0a2RIKGSX3wxs5f7AXWgwDxF8h33fA8HrXhSXdkrNmOABaCirLmsGOMaWJixdYGqPPq7IwhVK8KYgIFq8nA7c2hhoPl0WTQ0hsmuQgNoeLRQvDknJuACh77uCiYb11BYHQDY71cA/r4OGMdlgZ7gIfahBh6Acktr0680yYYoYcX60GaFYohcAKFiIOBbIbiuGU8LIhJLqwCbsi86RiIeyPaKQ6Nya6BiBNgYi6rKuUyoNuvxmA2AkFj4PALnMY/axNkJFIwAUQ9VVx+Ayms4U7DgKXYHLAA1wEClK4Hrz8S6AIzhjuB0DzB0KPgKLzdgvA8/rlujPoBhAccHLEQaQINHaXMnDzhAWx1q7gpW5m6QJKA0WpfVoeKymB/wAK1crYI3PNLEHeDHPsRuB9P/xM1aUmSdlB+yRUFO9FLDjLBGPOkJLyrHQpSXZVVteehpz5oOHKVkx6De+MPRPeqkh0y9AUKlXAES5HnBR9RxefcECqaNI9e8QNSZA7Ag0wXtDOvCWO4Il4eUz7u3pwEYagGUsm6N+gKG+X5rJ4KItp0Bj4VJA2ioETUAeUo//mfcFWia1hTfK0iy5NE+sHLzKMHDcVm04MGssphN8MC8C9fFCB7ctZheXXmBzMtihZRn2+D2SYOI/JEsKxPz0rLdfue/4gmHnQZFGmeIkwqoKLS3o86t5WI2yZ1z+oEYS3L8R7c7SyBBlOkNFAA/qNErH+m2u6/CuslfNTLv4mBhbOuC97GpEXy88jUFXBsrYNorJIAOwJDAyy4IGABQQ6AZuicW8qe9B9AgyX3AEHez8KwOQSfP1OrAad7W0dZlEcsWVofUJnT5ccEDT6wBBjyY8oX1QY+JWnmR3BexkTQZhSSTCyDkEFnLQEBejZHKCneGrROAX/7yZyjIU2C2bcHSvVd6JM03aYU8RsUOcJB4y0EeAySUck0TKNTaE0rugYfuFteWVN5oPuOCBYeP63JAHQDMmXWB08d1R/gyEdANCmYEGEaAgZ0IGNr2eWOTmfJYmDSABkl8IwalgYUSd1ZGAIXVoQiSBDDa6gCo110GFN7yzD4uC/lWP13wENM4aFIv1xRtqMBJM2HV3BejAASQgygdtn4sRMwIpIaTefJQL12yT+lTNqBDUU3Z1SgYWeeIeOhmRBaEdbZlAcKIStVxE/emLSh493E/6HpkZAOW7r4C7rchOnnNAlgA6jsqzpV1IfH3eI8CL315oW23JhcwYg8G+G1x8q4OGAYaQIOm+DBMwFEchHbLP2st4P+ysqNYPhB8V4NrdYj/WSWuyjvp8wYekHZURDCui2QxgQEQHbw8AAGgCKJEHqYqiLCv0159IeITDnluXDoafMuBsUwosveFR1RW26nUExgwuQAhHU8HJFh+VpHmMvVvWHQpGkdWtLyeeODJTtBhF+joBxYAdLs4ZuSKkOV9PiUbbwxighcXkBS0U6nWLwCdKySAxwRgeKy7J4ZtpAuKD5ndZhZA1YzHD5m5EdKntr0HvyFUTYXe20mVj91uFnHytRMwiXbJ8HDSOa8yiaYtojmTxfbaULzKsQuCn/60MmW5HTkT3iGewGXdSttE+OGNf5+3PTbbXedtkOV4il+xdbSRq/abDeri3ylXOS7eFtt5+/BKn9z7HvEaiuvBmfaaSR5cT12Djj4X7Uq+zJa3r27SVs8/uOOS0bx4q3dvi3Xnucufre75nMrrYBv37tW0DXTJn2qAwb3vmwpgkHJWxtYhqvWPeU7NJWCI+zDsCso2fWZ8hr8FSoOlAUiobwdtF4lAaz0I5dtlg9JdwWTf2lOysRakjFCt46fBlwnQsRSyPILzuAYUVoFR/LtkStaNYNJR71+Nn6iv3Rj1ch6v2vTS0BR27Hi4g6EjlzRy9LE27CKkvhXhKajp8rUJ1Tdd0zZ1uB26ZGKlQ/I8Z9be+pumcq25fF9LASQY6ld++tYFP90FC9wXy79zyWQtD34/gO6Ax9rLlBHTz0QPwIBeGzfx/D3Xb/E78Ej9/h2HxwKlQAvZTjJLdNNNN+Hxj3/8zhZjoIEGGmigGdJtt92Ggw8+eNb5Pvzww1i7di02bdo0K/wmJydx8803Y+nSpbPCb75oAA0AfvGLX2DffffFrbfeihUrVuxscXZZ2rp1K9asWYPbbrsNe++9984WZ5elYZz60TBO/WgYp35ERLj//vuxevVqTHhW11mghx9+GNu3bx9dsAftvvvuCw4wAIN7AgDSDbZixYrhoexBe++99zBOPWgYp340jFM/GsZpNM31S9/SpUsXpKKfTRoCIQcaaKCBBhpooF40gIaBBhpooIEGGqgXDaABwJIlS/Anf/InWLJkyc4WZZemYZz60TBO/WgYp340jNNAuxINgZADDTTQQAMNNFAvGiwNAw000EADDTRQLxpAw0ADDTTQQAMN1IsG0DDQQAMNNNBAA/WiATQMNNBAAw000EC9aAANAP7yL/8Sa9euxdKlS3HsscfiX/7lX3a2SPNG5557Lo4//ngsX74cBx10EF7ykpfghhtuUGWICOeccw5Wr16NZcuW4ZRTTsH111+vymzbtg1vfvObccABB2DPPffEi170Itx+++3z2ZV5o3PPPRchBGzYsCGlDWOU6Y477sAZZ5yB/fffH3vssQee9rSn4Zprrkn5j/Wx2rFjB/74j/8Ya9euxbJly3D44Yfjve99LxrxcanH+hgNtAsTPcbp4osvpt12240+/vGP049+9CN661vfSnvuuSfdcsstO1u0eaHnPe95dMEFF9APf/hDuvbaa+kFL3gBHXLIIfTAAw+kMu9///tp+fLl9NnPfpauu+46esUrXkGrVq2irVu3pjJveMMb6HGPexxddtll9N3vfpee/exn01Of+lTasWPHzujWnNFVV11Fhx12GB199NH01re+NaUPY9TSvffeS4ceeij97u/+Ln3729+mm2++mb7yla/QT37yk1TmsT5Wf/qnf0r7778//eM//iPdfPPN9Hd/93e011570XnnnZfKPNbHaKBdlx7zoOEZz3gGveENb1BpRxxxBP3RH/3RTpJo59LmzZsJAF1++eVERNQ0DU1OTtL73//+VObhhx+mFStW0Ec/+lEiIvrFL35Bu+22G1188cWpzB133EETExP0z//8z/PbgTmk+++/n9atW0eXXXYZnXzyyQk0DGOU6Z3vfCeddNJJ1fxhrIhe8IIX0O/93u+ptJe+9KV0xhlnENEwRgPt2vSYdk9s374d11xzDU477TSVftppp+HKK6/cSVLtXNqyZQsAYL/99gMA3Hzzzdi0aZMaoyVLluDkk09OY3TNNdfgkUceUWVWr16N9evXP6rG8Y1vfCNe8IIX4LnPfa5KH8Yo0yWXXILjjjsOL3vZy3DQQQfhmGOOwcc//vGUP4wVcNJJJ+GrX/0qbrzxRgDA97//fVxxxRV4/vOfD2AYo4F2bXpMf7DqnnvuwdTUFFauXKnSV65cOWufP11IRER429vehpNOOgnr168HgDQO3hjdcsstqczuu++OfffdtyjzaBnHiy++GN/97ndx9dVXF3nDGGW66aabcP755+Ntb3sb3v3ud+Oqq67CW97yFixZsgSvfvWrh7EC8M53vhNbtmzBEUccgUWLFmFqagrve9/78MpXvhLAcD8NtGvTYxo0MIUQ1DkRFWmPBXrTm96EH/zgB7jiiiuKvOmM0aNlHG+77Ta89a1vxaWXXtr5hbvH8hgxNU2D4447Dhs3bgQAHHPMMbj++utx/vnn49WvfnUq91geq8985jO48MILcdFFF+Goo47Ctddeiw0bNmD16tV4zWtek8o9lsdooF2XHtPuiQMOOACLFi0qkPnmzZsLlP9opze/+c245JJL8PWvfx0HH3xwSp+cnASAzjGanJzE9u3bcd9991XLLGS65pprsHnzZhx77LFYvHgxFi9ejMsvvxz/43/8DyxevDj18bE8RkyrVq3Ck5/8ZJV25JFH4tZbbwUw3E8A8I53vAN/9Ed/hN/+7d/GU57yFPzO7/wOzjrrLJx77rkAhjEaaNemxzRo2H333XHsscfisssuU+mXXXYZTjjhhJ0k1fwSEeFNb3oTPve5z+FrX/sa1q5dq/LXrl2LyclJNUbbt2/H5Zdfnsbo2GOPxW677abK3HXXXfjhD3/4qBjH5zznObjuuutw7bXXpt9xxx2H008/Hddeey0OP/zwx/wYMZ144onFkt0bb7wRhx56KIDhfgKABx98EBMTeupdtGhRWnI5jNFAuzTtpADMXYZ4yeUnPvEJ+tGPfkQbNmygPffck37605/ubNHmhf7gD/6AVqxYQd/4xjforrvuSr8HH3wwlXn/+99PK1asoM997nN03XXX0Stf+Up3+dfBBx9MX/nKV+i73/0u/eqv/uqjevmXXD1BNIwR01VXXUWLFy+m973vffTjH/+YPv3pT9Mee+xBF154YSrzWB+r17zmNfS4xz0uLbn83Oc+RwcccACdffbZqcxjfYwG2nXpMQ8aiIj+5//8n3TooYfS7rvvTk9/+tPTcsPHAgFwfxdccEEq0zQN/cmf/AlNTk7SkiVL6FnPehZdd911is9DDz1Eb3rTm2i//fajZcuW0Qtf+EK69dZb57k380cWNAxjlOkLX/gCrV+/npYsWUJHHHEEfexjH1P5j/Wx2rp1K731rW+lQw45hJYuXUqHH344vec976Ft27alMo/1MRpo16Xh09gDDTTQQAMNNFAvekzHNAw00EADDTTQQP1pAA0DDTTQQAMNNFAvGkDDQAMNNNBAAw3UiwbQMNBAAw000EAD9aIBNAw00EADDTTQQL1oAA0DDTTQQAMNNFAvGkDDQAMNNNBAAw3UiwbQMNBAAw000EAD9aIBNAw00GOULr/8chx77LFYunQpDj/8cHz0ox/d2SINNNBAuzgNoGGggR6DdPPNN+P5z38+fuVXfgXf+9738O53vxtvectb8NnPfnZnizbQQAPtwjSAhoEGWqB09913Y3JyEhs3bkxp3/72t7H77rvj0ksv7az70Y9+FIcccgjOO+88HHnkkfjP//k/4/d+7/fwZ3/2Z3Mt9kADDbSAaQANAw20QOnAAw/E//pf/wvnnHMOvvOd7+CBBx7AGWecgTPPPBOnnXZaZ91vfetbRZnnPe95+M53voNHHnlkLsUeaKCBFjAt3tkCDDTQQNOn5z//+fj93/99nH766Tj++OOxdOlSvP/97x9Zb9OmTVi5cqVKW7lyJXbs2IF77rkHq1atmiuRBxpooAVMg6VhoIEWOP3Zn/0ZduzYgb/927/Fpz/9aSxdurRXvRCCOucP3tr0gQYaaCCmATQMNNACp5tuugl33nknmqbBLbfc0qvO5OQkNm3apNI2b96MxYsXY//9958LMQcaaKBHAQ3uiYEGWsC0fft2nH766XjFK16BI444Aq973etw3XXXFa4HS//xP/5HfOELX1Bpl156KY477jjstttucynyQAMNtIApENskBxpooAVH73jHO/D3f//3+P73v4+99toLz372s7F8+XL84z/+Y2e9m2++GevXr8frX/96/P7v/z6+9a1v4Q1veAP+5m/+Br/5m785T9IPNNBAC40G0DDQQAuUvvGNb+DUU0/F17/+dZx00kkAgFtvvRVHH300zj33XPzBH/xBZ/3LL78cZ511Fq6//nqsXr0a73znO/GGN7xhPkQfaKCBFigNoGGggQYaaKCBBupFQyDkQAMNNNBAAw3UiwbQMNBAj0I66qijsNdee7m/T3/60ztbvIEGGmiB0uCeGGigRyHdcsst1Z0dV65cieXLl8+zRAMNNNCjgQbQMNBAAw000EAD9aLBPTHQQAMNNNBAA/WiATQMNNBAAw000EC9aAANAw000EADDTRQLxpAw0ADDTTQQAMN1IsG0DDQQAMNNNBAA/WiATQMNNBAAw000EC9aAANAw000EADDTRQLxpAw0ADDTTQQAMN1Iv+P232CV6ZJ9kkAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# mean is in center quadrant \n",
|
|
"variance = 10*pixel_width\n",
|
|
"\n",
|
|
"covariance_matrix = np.array([[variance, 0], [0, variance]])\n",
|
|
"\n",
|
|
"mean = (1 + 0.3)*(num_pixels/3)*pixel_width\n",
|
|
"\n",
|
|
"mean = np.array([mean, mean])\n",
|
|
"\n",
|
|
"base_frame = create_photon_hit_with_gaussian_distribution(mean, variance, data_points)\n",
|
|
"\n",
|
|
"pixels_per_superpixel = int(num_pixels/3)\n",
|
|
"\n",
|
|
"plt.imshow(base_frame) \n",
|
|
"\n",
|
|
"plt.colorbar()\n",
|
|
"\n",
|
|
"plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axvline(x=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"plt.axhline(y=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n",
|
|
"\n",
|
|
"plt.xlabel('x_0')\n",
|
|
"plt.ylabel('y_0')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "14da0d16",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"num_frames = 2000\n",
|
|
"\n",
|
|
"random_number_generator = np.random.default_rng(42)\n",
|
|
"eta_distribution = calculate_eta_distribution(num_frames, pixels_per_superpixel, random_number_generator, calculate_eta3, False)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "e056ffc3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_eta_distribution(eta_distribution)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "bfb92aba",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"num_frames = 2000\n",
|
|
"\n",
|
|
"random_number_generator = np.random.default_rng(42)\n",
|
|
"eta_distribution = calculate_eta_distribution(num_frames, pixels_per_superpixel, random_number_generator, calculate_cross_eta3, False)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "90f910a2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_eta_distribution(eta_distribution)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "fb161fb9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "base",
|
|
"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": "3.11.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|