{ "cells": [ { "cell_type": "markdown", "id": "94a4daa2", "metadata": {}, "source": [ "# Example 7: Analysis Involving Multiple Tracers\n", "In this example, we benchmark simulation results from PyTracerLab against equivalent results obtained from TracerLPM. We consider the tracer input data given in Example 1 of the TracerLPM documentation [(Jurgens et al., 2012)](https://pubs.usgs.gov/publication/tm4F3)." ] }, { "cell_type": "code", "execution_count": 1, "id": "b25444c9", "metadata": {}, "outputs": [], "source": [ "import PyTracerLab.model as ism\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.collections import LineCollection\n", "from matplotlib.colors import Normalize\n", "import matplotlib as mpl\n", "from datetime import datetime\n", "import seaborn as sns\n", "import pandas as pd\n" ] }, { "cell_type": "markdown", "id": "ac5cff6c", "metadata": {}, "source": [ "## 1. Load Observation Data" ] }, { "cell_type": "code", "execution_count": 2, "id": "7456a1bb", "metadata": {}, "outputs": [], "source": [ "# load input series\n", "# this would be the tracer concentration in precipitation or recharge in a\n", "# practical problem\n", "file_name = \"TracerLPM_benchmark_input_multitracer.csv\"\n", "data = np.genfromtxt(\n", " file_name,\n", " delimiter=\";\",\n", " dtype=[\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### plot input series, output series, and observations\n", "\n", "# get observation timesteps\n", "timesteps = [t.year + t.month / 12.0 for t in timestamps]\n", "\n", "# create figure\n", "fig, ax = plt.subplots(1, 1)\n", "# plot input series\n", "# this input is valid for both tracers\n", "ax.plot(\n", " timesteps,\n", " input_series[:, 0],\n", " label=\"Tracer 1 & 2 Input\",\n", " c=\"lightgrey\"\n", ")\n", "\n", "# plot observations\n", "ax.scatter(\n", " timesteps,\n", " obs_series[:, 0],\n", " label=\"Observations Tracer 1\",\n", " color=\"coral\",\n", " marker=\"x\",\n", " zorder=10\n", ")\n", "ax.scatter(\n", " timesteps,\n", " obs_series[:, 1],\n", " label=\"Observations Tracer 2\",\n", " color=\"darkred\",\n", " marker=\"x\",\n", " zorder=10\n", ")\n", "\n", "ax.set_xlabel(\"Time [months]\")\n", "ax.set_ylabel(\"Tracer concentration [-]\")\n", "ax.legend(ncol=1, fontsize=9)\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "68d49bd6", "metadata": {}, "source": [ "## 2. Model Setup" ] }, { "cell_type": "code", "execution_count": 4, "id": "60800290", "metadata": {}, "outputs": [], "source": [ "t_half = 12.32 # tritium, in years\n", "lambda_1 = np.log(2.0) / t_half\n", "\n", "t_half = 1e10 # SF6 (which does not decay)\n", "lambda_2 = np.log(2.0) / t_half\n", "\n", "### define model (we do not use the same structure / units as the true model)\n", "# time step is 6 months / 0.5 years\n", "# because we use half life in years, we have to use a time step of 0.5\n", "# if we were to give the half life in months, we would use a time step of 6\n", "m = ism.Model(\n", " dt=0.5,\n", " lambda_=[lambda_1, lambda_1, lambda_2],\n", " input_series=input_series,\n", " target_series=obs_series,\n", " production=[False, True, False],\n", " steady_state_input=[3., 3., 0.], # this is the true value\n", " n_warmup_half_lives=10,\n", " n_warmup_steps=5000\n", ")\n", "\n", "# add a dispersion model unit\n", "# define the initial model parameters for inference\n", "dm_mtt_init = 10\n", "dm_dp_init = .8\n", "m.add_unit(\n", " ism.DMUnit(mtt=dm_mtt_init, DP=dm_dp_init),\n", " fraction=1.,\n", " bounds=[(1.0, 1000.), (0.01, 10.0)],\n", " prefix=\"dm\"\n", ")" ] }, { "cell_type": "markdown", "id": "930365ba", "metadata": {}, "source": [ "## 3. Model Simulation for Different Mean Travel Times" ] }, { "cell_type": "code", "execution_count": 5, "id": "6f4c148f", "metadata": {}, "outputs": [], "source": [ "# Define range of mean travel times to consider\n", "# mtt_range = np.linspace(1, 250, 150)\n", "# mtt_range = np.arange(1., 250., 10)\n", "mtt_range = np.logspace(0., 2.35, 91)\n", "mtt_range = np.logspace(0., 2.7, 91)\n", "\n", "# Create empty array of results\n", "results = np.zeros((3, len(mtt_range), len(input_series)))\n", "\n", "# Iterate over mean travel times\n", "for i, mtt in enumerate(mtt_range):\n", " m.set_param(key=\"dm.mtt\", value=mtt)\n", " sim = m.simulate()\n", " results[0, i, :] = sim[:, 0].flatten()\n", " results[1, i, :] = sim[:, 1].flatten()\n", " results[2, i, :] = sim[:, 2].flatten()" ] }, { "cell_type": "code", "execution_count": 6, "id": "d03c3143", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3H3He(trit)SF6
TT
13.9429320.2334605.304668
23.9032120.5124495.148497
33.8617980.9599144.934477
43.8587011.6491384.729547
53.8852022.5444944.536607
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" ], "text/plain": [ " 3H 3He(trit) SF6\n", "TT \n", "1 3.942932 0.233460 5.304668\n", "2 3.903212 0.512449 5.148497\n", "3 3.861798 0.959914 4.934477\n", "4 3.858701 1.649138 4.729547\n", "5 3.885202 2.544494 4.536607" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load data simulated with TracerLPM\n", "benchmark_data = pd.read_csv(\"tracer_tracer_sim_TracerLPM.csv\", index_col=0, sep=\";\", decimal=\",\", usecols=[\"TT\", \"3H\", \"3He(trit)\", \"SF6\"])\n", "benchmark_data.head()" ] }, { "cell_type": "code", "execution_count": 7, "id": "5e519b90", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def add_mtt_colored_line_plot(\n", " ax,\n", " results,\n", " mtt_range,\n", " obs_series,\n", " timestamps,\n", " obs_indices,\n", " idx_select,\n", " tracer1_col=1,\n", " tracer2_col=2,\n", " *,\n", " cmap=\"turbo\",\n", " line_lw=4.0,\n", " outline=True,\n", " outline_lw=5.5,\n", " outline_alpha=0.6,\n", " stepper=10,\n", " percent_tracer_free=(0.75, 0.5, 0.25),\n", "):\n", " # extract curve for selected observation date\n", " x = results[tracer1_col, :, obs_indices[idx_select]]\n", " y = results[tracer2_col, :, obs_indices[idx_select]]\n", "\n", " # multicolored line segments\n", " pts = np.column_stack([x, y])\n", " segs = np.stack([pts[:-1], pts[1:]], axis=1)\n", " mtt_seg = 0.5 * (mtt_range[:-1] + mtt_range[1:])\n", "\n", " lc = LineCollection(segs, cmap=cmap, linewidths=line_lw, zorder=10)\n", " lc.set_array(mtt_seg) # norm will be set outside for shared colorbar\n", " ax.add_collection(lc)\n", "\n", " if outline:\n", " ax.plot(x[5:-1], y[5:-1], c=\"k\", lw=outline_lw, alpha=outline_alpha, zorder=9)\n", "\n", " # observation\n", " ax.scatter(\n", " obs_series[obs_indices[idx_select], tracer1_col],\n", " obs_series[obs_indices[idx_select], tracer2_col],\n", " c=\"r\",\n", " edgecolor=\"k\",\n", " marker=\"X\",\n", " zorder=20000,\n", " s=200,\n", " label=\"Observation\",\n", " )\n", "\n", " # origin\n", " ax.scatter(\n", " [0.0],\n", " [0.0],\n", " c=\"k\",\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " zorder=20,\n", " s=10,\n", " # label=\"Origin (Tracer-Free Water)\",\n", " )\n", "\n", " # binary mixing rays\n", " points_idx = list(range(len(mtt_range)))[::stepper]\n", " points_idx = [0, -1, 30, 40, 47, 53, 59, 65, 72]\n", " for i in points_idx:\n", " label = \"Binary Mixing\" if i == points_idx[0] else None\n", " ax.plot(\n", " [0.0, results[tracer1_col, i, obs_indices[idx_select]]],\n", " [0.0, results[tracer2_col, i, obs_indices[idx_select]]],\n", " c=\"k\",\n", " lw=1.0,\n", " alpha=0.3,\n", " ls=\"--\",\n", " label=label,\n", " )\n", "\n", " # dilution factors\n", " for p in percent_tracer_free:\n", " ax.plot(\n", " x * p,\n", " y * p,\n", " c=\"k\",\n", " lw=1.5,\n", " alpha=0.8 * p,\n", " label=f\"{(1 - p) * 100:.0f}% Tracer-Free Water\",\n", " )\n", "\n", " # ax.set_xlabel(\"Tracer 1\")\n", " # ax.set_ylabel(\"Tracer 2\")\n", " # ax.set_title(\n", " # f\"{title_prefix}Date of Observation: {timestamps[obs_indices[idx_select]].date()}\"\n", " # )\n", "\n", " return lc # return mappable for shared colorbar\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(8, 4), constrained_layout=True, sharey=True)\n", "axs = np.ravel(ax)\n", "\n", "# Get indices of time series that have observations (shared across all)\n", "obs_indices = np.arange(len(timestamps))[~np.isnan(obs_series).any(axis=1)]\n", "idx_select = 0\n", "\n", "# shared normalization (same color mapping across all subplots)\n", "norm = Normalize(vmin=np.nanmin(mtt_range), vmax=np.nanmax(mtt_range))\n", "\n", "tracer1_cols = [0, 1]\n", "tracer2_cols = [2, 2]\n", "mappables = []\n", "for i, ax in enumerate(axs):\n", " lc = add_mtt_colored_line_plot(\n", " ax,\n", " results,\n", " mtt_range,\n", " obs_series,\n", " timestamps,\n", " obs_indices,\n", " idx_select,\n", " tracer1_col=tracer1_cols[i],\n", " tracer2_col=tracer2_cols[i],\n", " outline=True,\n", " outline_lw=11.,\n", " line_lw=10.\n", " )\n", "\n", " # plot benchmark data\n", " ax.plot(\n", " benchmark_data.iloc[:, tracer1_cols[i]],\n", " benchmark_data.iloc[:, tracer2_cols[i]],\n", " c=\"k\",\n", " zorder=1000,\n", " ls=\"-\",\n", " lw=2.\n", " )\n", " ax.plot(\n", " benchmark_data.iloc[:, tracer1_cols[i]],\n", " benchmark_data.iloc[:, tracer2_cols[i]],\n", " c=\"w\",\n", " zorder=1000,\n", " ls=\":\",\n", " lw=2.\n", " )\n", "\n", " lc.set_norm(norm) # enforce shared normalization\n", " mappables.append(lc)\n", " ax.set_xlim(0.)\n", " ax.set_ylim(0.)\n", "\n", "# shared colorbar (use any of the LineCollections as the mappable)\n", "cbar = fig.colorbar(\n", " mappables[0],\n", " ax=axs,\n", " label=r\"Mean travel time $ [a] $\",\n", " fraction=0.035,\n", " pad=0.02,\n", " extend=\"max\"\n", ")\n", "cbar.ax.invert_yaxis()\n", "\n", "# legend: usually best to show it only once to avoid clutter\n", "handles, labels = axs[0].get_legend_handles_labels()\n", "fig.legend(handles, labels, loc=(.62, .7), ncol=1, frameon=True)\n", "\n", "axs[0].set_xlabel(r\"Tritium - $ ^3\\mathrm{H} \\; [TU] $\")\n", "axs[0].set_ylabel(r\"$ \\mathrm{SF}_6 \\; [pptv] $\")\n", "axs[0].grid(True, alpha=0.3)\n", "axs[1].set_xlabel(r\"Tritiogenic Helium - $ ^3\\mathrm{He} \\; [TU] $\")\n", "axs[1].grid(True, alpha=0.3)\n", "\n", "plt.savefig(\"tracer_tracer_plots_benchmark.png\", dpi=600)\n" ] }, { "cell_type": "markdown", "id": "d5de909c", "metadata": {}, "source": [ "## 4. Model Inversion with MCMC" ] }, { "cell_type": "code", "execution_count": 8, "id": "6c0cb3ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'dm.DP': 1.0293068701006136, 'dm.mtt': 1.0158922235193089}\n" ] } ], "source": [ "# sample from parameter posterior\n", "# create a solver\n", "solver = ism.Solver(m)\n", "# run MCMC\n", "res = solver.dream_sample(\n", " n_samples=2000, # effective samples after burn-in and thinning\n", " burn_in=2000,\n", " thin=1,\n", " sigma=[1., 1., 0.5],\n", " random_state=42,\n", " return_sim=True,\n", " set_model_state=False,\n", " n_diff_pairs=1\n", ")\n", "print(res[\"gelman_rubin\"])" ] }, { "cell_type": "code", "execution_count": 9, "id": "b5ed0713", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'dm.DP': 0.7907680280412412, 'dm.mtt': 78.20677860796225}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res[\"posterior_map\"]" ] }, { "cell_type": "code", "execution_count": 10, "id": "2e1355f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Steps')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mYfUrPbbvs8dayt5SJ510UjtRjgrIBi5nvYaYmLCK+bgFvzzWEodRtlnP5VUS/ETN6hBIiC8XZYBkKbbHl3mcVSWjWq/WXm9tS8WPjGLhsOfOCyrhmBBKhWBJ4A9LfRnU0T1KJ4khzLj4Oq1g8dfDRIlALBkYxONMKv/JPA2wFHLPA4J56qmntkmTup7Z0IRjCAtVtBQ293+OcBAEjruQlSRf/epX2wBPtum2BNxmNVXSqdR+Q5O0cJRilLGIBZF4trve9a5ztwkd7hebNTVlXYVonHHGGb1XBV1wwQUj1Zn4o4j88B1rQqrPjetSmQcF5dprr51LOVgJx4TAw8YEOO5Dp6Ox70WkiUSrVJRoJ0Kf4CW9BIJIIRwIllSgHwJl2223bbbaaquie45LgND0MEXyQgNMlX0ekZt0EJSKmeiqRySI+G2oSWnUZxQFMo+ylwqunZ122qntUwhRTP3q5/YaIhxKq50qU0R2pt1XxiWJ89y3c0HA1JudwHM5klLWUKvU+Ky2fRD1gYjcjWI5ou/RR3Nj5ve//31y1V5ObvUlqdZSMk/9pRKOCYGHjL90CMLRJ/CSCOkos11Jh0Vr/NznPtdaVDBF2rKzCgIhaZmzt6pIkJYMjCEsLgS3cT9cV5COlUA4aHvIk4Luup57NHmRh2Wc/WT6ulRSE7lHytqRcgmmtLqUpaKvS4XPmOotiZ4GRun7lpjNG3LP0D6rUettnxfWLWLGhsjD4cui76MQDqy1H//4x7P7oQAsPMjYCLm26dt2tJVt93lBJRwTgheCTACYEomI7gMF1eVM036wE7SHGVov+T+7Jg+0B5lHI585xCflYxTh6DPRDJVtllUUdp+MRSEcniggjEgexaoraYElFg5/HcU9jFqurt9wc+SW3Nl+GWmTfZbFWncI2iHjB2ubDSAstRhE/R8XDWR1iJUqfYJGx5l45xGqD1p+SoMfp968I8c23HDD3hYSX85U/xRyVrJcOVnZFY1re49rMzk+cs+Y85C/pRgnl8gkUQnHhOAZKUGVmIbJNUJCsz7XgXB0abqa8AFxFg94wANa9waDQK6dkngArXhhYEeEQ8wZLRyfur1/NNhmleynJMhsloiEL5MfZA+3Ac+cCZbAWr9Pib+Ob/MSwc7EXbJde3QdXD5dydxSxJP6+KBHae5d2XFpFxJIMZasFc+Se8qVSqXvJxjdzyfKw9KXEv7UPWVBLMWosSPjLh+eBrCE0n6RxWPcmBlcuhDdceufCmjV76MG++vZ+L5cYv0DuVVdjNU+hKMGja4yqGNZpslggz2nMtHxHzktvFCMXCoKJrVmVrsKAKEM2eC9tPPxH8fKnO8FBOWQ5YPJ0JseSzWY8847r10zPwlocL71rW/tPJYJ/uSTT26mDbWzbyvaVzsgE7EOacJyk9tWPbVJWtdzQHgrqM5D53JfrC5dVo+cS4XPBMBCmviMydkuubSuAiYqJRtTrIafHOg3WCNs37OEg2ukghKjVSrR5xNPPDG5EoQkaz5RVB9AiCDr0dLHUd0WQ6Pv9VNxEJGVbRwLxxDw/XbI5eRW6RolFmNt4hz6OzK5TxvMawxHzcMxIdgOWNrB8b3TWXETWB9+1IFh+ixrI8uqBLYGuD3Wxl2UWjhkUdGk+K53vav9PxdLwnEIGSZ7hL7VEnzZ+Z8JZVzrR2ogUUYsSV1g4phm2nWBdPFMaBtvvPGy36XBsKSUtrnTne7UPufcMr0U4chpkmr3yOxq2xRNnnKOKrB0H4L8qEs0JvTb7W9/+zYhk8g47/Rv20eoK+1BxlAvUEdN/GXLmQL34gX5GzeRHUSdwEnlOSlFrqyMOcVY+XPuda97TT2TKjj//PNbSxOJtaK4gr5Qm49i4YlWqQxNOFAUIcMoCigMUhQB8XCyUn7rW99qlUUyY1vFTu8pco/y2Gc58ThtPUlUwjEhWNOaPksopgQcAk2d0CI6ns7s3R5o616rsAKyS7CqwytmRGVF0+adazEJSTvzAVhM8poUHv7wh68zodoyTdLHWDrQqEeqjJMExGznnXdetnum0snTRySopPXnEm9F5KLL0qT2KXkGfbWx1H+2P9klrfoNks0LwcxOurz85MB3uT9sP1cblLgdIxN/1ySGGwgy9NjHPnaJwKeuD7CwsKrm1re+9aArVFIuFSai29zmNstWh8li+stf/nLihINnIeJu43R8OSkjCpIvZw4+7qePkpJy63kSmzu+T9Ao7YzV1JNfLHb0nRvf+MYtMeSetJcnHLn79y1bZOHgOXFvG+82bVSXyoSQ89sN2bHsOQhyn1xJk3uphcNOYMRosCRN18I9wzW02ZU0KwVZIdy22WabVoPLCfCSmJRSUDfKIfaf0hJS4NhpB1hFGjnuC2n3Ihwl9bDCympKuWeN5ql9RCL4c6Ny+HOx2lgNzE6OCNcPf/jD7WdIslwqlMFntCSGhfgjXC/R5ADh4HdLOGy21VybRS6VVFt5t6ZIX4rY2ONp3xRJ7LI+pdBlio/+K7UGsGoCi8Q4ky1uUlsexqRvJ6wtWKdKxycEXCtS7HLTcTR3TzCGzMip7KRRP/PE9rqOPmRBbiMpKryQv3ql3KLRWCDD6jnnnNPMEpVwTMHCYTXOPpNICYjYlsUh6sTWpYLg79JMrQYGgdDW3oA6kDZYkw1ChQkE4c9/MjmXWGdKJ3lNLJQrCnJkhQEDCeHEXguqh68nE7pfWcExTA7svzJNRBYIrENMptYUWzpheM23a1KDSDKhd7lUcr/5vobg00oPPwHybEQgqJuuhyWAhHa+rOrP/jqycFiSyD0jC0cqfiBSBFKEQ1q7YpdAaRr56Jo///nP23YaRamIXEG+HqMCcsRYF/peC5ef70s8VxSRnOLVBdwPckXYMc1YhiCVBob7e1qrmS33uC5ezqfPUC7Kqjg17qE+ft31Y9/uwh0pDQLnch1kH9YhyB07eePq5EVStD4WjlknjauEY0Kwg6vUwpESfjk8+tGPbrbeeuv2vCghjnWpdOVm8KY9K+AFb1LWJl8iVyXlZ8IrSc+Mxea4445rBQyvE044YZ1juCf+ULIwQoYoa7QPBIM2GpwM5FmYGL1woZ3x/QLrsupqT4Q6whfipeeMoM61ryboLtKXmiC6tHxbL+5Bv8T6IS1V/0fLG6Nxg5BEg+Z89UeuyUT5zne+cx3CwXHkayAuxMJPMJZweEHP9bVZpCXIXYRDwaxcj8mSiVev//zP/2zdnvRFvvddiuv7AzFfEJichQMX6FlnndW+Uvuj5IJpS2CXkep58e6Dnfu6k3jWIt/qO5xPsDwkJ1ot1AWfhyW1omkUUD5cb7hKLeGw+YmuM2O0pL2pK6saNZ45FjnHfke8Uu2ZGp/jkqpxUQnHhGCFrz6j4ZT4vnlnsrUDuUQIwK7/+q//ekk7Q+DxLmHZpTF7l4r1mQtW2wO2w5eYp2U2J7iqCwhvCbBcMh6rsQC5fHJlEBQMOA+gHHvssUevFQxMuqS7ZvKSkCGALWVqFUpiEfTZt50PnIyIhiZH+yx4jtGE3eUqoA+j2Wm5MEQF/7eENtcjMI9jZKUjHoTNBC04JzWmuPYHP/jBZWW1KCUcjFvuw0SGOwASqRfBwARTs3s0k2WfTfEsOeL+jAdcIV0yBW2bexO8mbIIDLH5nyWJ9EeN78jCEZWXZ0ziLFYBXXTRRcvO0cQrlx3H0gdGca2QwZfy6VkhI60sslYVD/772Mc+Fo4tWzeUMNqT61NWq4hdd/1n9VN/DdVJZIp7WRlcWmeboHEcF9TQqIRjQrAdkBcTgkz+OZZJB8VkBjsmaZeAybNLKHAfhAr34ngGLgKpNGLZu1To9JTH+ua9cPJBfV5jjOqKVSGXOMoKfeJGOD6nzdgyMNgRIKVm51mx/tQ9rXCS1aqLJNqJqMSlwrHerSUhWuJSEVnBDXTxxRevI9hsm2I61hiw7jHbz7zbxFs4dF25X2QNsveD2NDXdf2ItBEgbF1+tl70c2sVUltilbATdc7vz/2Jedp8883ba1MGBcPyIn4BwkEwad9cD7askCssFlgKc+NMFp2uwNghCQeA3ET1y401ZAxj/WEPe9iyCZ1zIGqyzuh8jh1lIqUP2J1gKSu/6fqQwJQlCDJEMHNE3DTm5DZE/iLHeVbewrHm+mfBM4SUIgttjArXf8973tMeq9V8pe7SrmWx1cKxQiEha1/6PQc6G6Z/jmOixUQHEFIlhAOighYH6WDyldApmVh1fQll/O5bbrnlsiV83sLBdwQEE6NMqV2gjqlcJJH1gUCn1OZ1tl4IfB8tb4+NyjbOqoFx4cvoJzN2s1RkOeCdtkDLwsUACZPVwLsUUnWSa8MSDtqM7KGlS4R1L8gEO5ha7c3Xx9ZVFiuRj2i1Uy5WQcf6eCjrIhJpjpIkpVwHfjLmOOJOyPhKX6VdZAXrcieh1aJ9U9cUeRtV6KvutB0rPVIuW4vInB9dM+qLfeAVgr5jTRM1fcKfy+oWG0sGvOU1B66HvEntwYKLQlaNkrip1P86l7Ihu5HZ9EmsM4zZs846q5XLIib8zn21HQW/sVSfbM9qL+Xi6bq3R10Wu8oAU6bjYL7zAqFkMHvh0KWFKJsozJ9OSueGvffRXmQhUVwGpmGCQv3SXk1UEvSY8CE5sHGWf0XX9XUraQMEqwZbKibBti0rZlKDLHdPCWMJxGkQkCiQTeTQWjgQwHIniVyw5BgBhvbNM1beDj1njqM/WAHLMbQlZmsmResWsUTFl80LYI7ledvkW+ofOVLNbxBT9UeErQ2OjdrGao3egmbvo8nK1ieycKS2p7d15H/6PcuWIR22HID7YE3RpCCof4okp8iSnXT7TAi2n4swWgtqysJhx21uohxytYZ9LhGBtOXy/6WuZctqryHiai0HEXhe/G+XKutYfpMlkbblWfKMWW3XB7o/zx/LBe9cG5KPdWvbbbdtCYZy2yiIk8+4mYnJYVwo9ojfSbxnk36VWji6XJ6zQiUcE4K0RWlddCRe/J6b+NQpEM6wcg2QLuLAZE/H9MzWLovVdVOahkx4uicD2S839IKLMkNytNxRkybCGrNqtPyy1KogM6vVdDx8WbhXyledcqlQFiwHtBVWnSc84QnNLC0cXnPVd5l7IRPEK7A6h6Bh71LRChQ0JwJqMe8iPO9+97sv9QFiDO573/u2360rpsulongK/2z8cZ4UQIy4D+4u3ikfbhEsV0r1T2yDd6nYd8r8oAc9aGnFi/qV+pN12ZRYOGQ99G2gfqZy0N6K/aAeTBw2IJVzIYC6r02cl3u+fWAna1+/HOFQGyF7aB9kCs9PQLNmnEZEbBRYQhDVQdYWAiu10Rm/EVthn3vkcrPl4h1rLsut2U0bl1UqLilqM3s9S9y0woT4mEh56grI5HW3u92tVTSxdCiGibJ9+MMfbomNZKj6gq6HK06WDl2TwFspFPqtBFFw9DygulQmBB8oRMARHR6hmgrWsx0DAcc5CAgEcmoysOf5jsXkgHuGVQyYv+n8fE6lyuZ8a9L0vl/5/u3xVijo/kxG3AtWL/eOhUz+XVHmCCUJf47l3lhuWE7JTryCBroErJZKWkSCXhkkaQ8mM7+qYVqgbrb8TAy4hySQ+Z1jmNTwIeO757tiVWSVwe8L+G2XXXZpbne727WrdxDIvj14zgpa9JaOHKzVwf7m3y1RAvjJsazQl6XZQYjQ6kglTiyIvYa9jt5pE4Ki+azVGbY/iRhDJCKC7n+jfa02aWHLjraqMcjvjGH7oo/K/cXkrUyiJAwb0oWnMnGfVCxKdD/6CpMzz5sJlXdePA9iDHRcyfW6kHJTQXhs9l9ID6vreClOTPVDq2dMRjJNoA2lWDCJixDSL6K9qrgG4wbFwlr+vPWHd2I8PJmO6hjdg/9Q/Hj+kjmyWv70pz9dcrWVuLCsZbmvhcMqmYA+IDkzS1TCMSH4iHzcFAgntEq75t1DnZEX6aAVgc/gyk0IHC//oC0Dgh6NDM1QAzQaMFwbIWRJBhOaHYz8DtvmerqO10I00TBoEeZYPjzQGBHKXdtMcw1ZW2gD2pB014961KOW5RTRPa2GE02KnCMtGLcAEzimVgUb0n65NOJDwQtRXCMISj1jygDZwoJhtS+063ve857N9ttv376jQUmY8VLAcC7GQECg+lT4Oq/LpcJvCE67VC969/fnXPoD51JOBKDKb10gepZMDLYs6t/485nMrStIljyuze7BTC521QngPwL/KDeTLfeUFa9r0oZI5I7BWoOW/Vd/9VdtDAdjJFIsbJBvH1gSF2nr0SRkJ2z6DsST8tF3eMmqwIsxyZhgsu5rhYEsWMtJNCki8ziOoFoFjDMx86If85+NIUrFIdk+qvalL3Mux1N+lohHoL/TdyLLU1/3lvoT9fF15h0FBiVPc4Ctyy9/+ctlFmOVwbvaND6968mPzwi2jnzG4hwR4GljLgnHUUcd1U62TDAM3K4t3Y888sjWjMVAJ73s85///F555ycBm3PABllCAHyHZ8LTihQr/JlwEWQQFf0G6OS2TcSqge3Yskh4wWcnBoQ6zBsNAaFjU6vzWQJOHZ3BjZk+RThS0eP8RodnckXIK+Ng10CHmGy33XbLBhZaMZMxk4cdgLl8AvhImcSVcAcCA6FCUOGmoJ2xCAzpy+6CLx8TKkFjdmmhtZL9+7//+5JGahMJafLRZnR+ma8XSlzf9gvVGaLT5VLR/SA30iRtGe09U5ppTrvT84TYKgjZu2p4VjY/jOpDX6ZM/Mez9GSX9kUuYPVTxkUvwCO3EBMxZNwS3FGgsTRqplHBWjhyY8jeTxN0dG/GOfKW6zJZ99WE6QvIEGSYtVTYiRlij9UCGcO7TzT2mc98ZllcjMoqRQHlxFpFLeHgM8+eVXl26wX+5z7k8rGB875ultSX1Fv1ok/Ql2hjWWQA5USe0g+xokmOWnkPOU2RUK8A2N9oC9sXU5ClVGnn7YqXWWLuYjjI+njIIYc0Rx99dEs2IBNotXS4yIdPMqgXv/jFbad64AMf2ArkZzzjGW3DHnHEEc2sQAfUgLEDnXIxMLQEDE1MQUZES+cEnzogHce7I2xQG52cyZg042h7kT8ZKCkQ2g9maIQ017arUryFo8sHKnJky869EUSQBFu3nMlU/9M2GpwEPBIYygSAlcOudLEWDl0PqwETOL5RfqctrNYAoZO/XUF404K/F+1OPRHedjVHqV9bMQxo7lizPPH0Akr9BM2H587/p512WmviFqJnI7ebJfQpl0oElcs+J399ldknCtPvfjxwHP3Oph+PoOOZXOVbj4S7bXuujRtSFo4+mjCC3i5tR1FgAqT9lEHS/p8DSywpM89X14CQMh6QJYxl+o7fp8ROyqlVRLxDcHFXYf0ZJdU/11B8jtXWwWMe85jmmGOOaX9HKSQ/CkqEYFcYCYwByR7qy1i3yhDXYrLHYsMxBFLTn22eFeUyYmwRBEz72/4k96t1waaer7eWck0SKSrtAONIdWJscV/kDm5x+psfj7/4xS+WuQUjIqQ2secqay+W32ivHgHXKwQO2c69tP0DcwyknGc9C8wd4YAkHHjggc3+++/ffod4IAghFBALDzodAvapT31q+52Hu/feey/5hGcFyqHN1Szh4J0HL4ENs99hhx2WzosEoNVmdUxKWHMsg1U7siqqnokbUyadnIHHtei4WB3+9m//tiVqCEiOYWIG3MMuvbSA/NFx7QQYmfpS5urcAEcARD5U6sN+DBAOu1JG96auMsvynfpRfo6XFsw7bcBgtGXrylUwFCCCylHg78Ukglak7ILRJmd+ZYeduHmmWAYgLp6Q8py1F47qi2uGjJwEntrA4IhkCDZA05Ieyky/8nEw/jlzLs8Iwck5SmzkU0zzwuoDEUd4824nT7llmGRZIkysCqSDYD89S2/xygVG+mfhV+5Ex3SBPWHkfgQIfurEUnPKzz3s/znw3HEHcA36CeMZGfOQhzyktQQz8flYKfVnu2zaj2P/rPV8Ssk3z0V9TeTdukciaxbP25MH/zwUdK7/o3Ki1NF+6otyjwk8O9oGK6nc0+obALnI80DZwtVNGR760IcurU6yUD2IQ+G5YqnmWrS57m/bm9+x4nolCHAM4xQZxHNUUKgNJgUR8UNZ7XLvAcYF/QWihUxnnqE8ciPOCnPlUqGTYi6nkQQeAt+lHXtg1eAcuRiYXAhGQ4imQGdAmNvX0KCja28MSzjQAlJxApGvPEU4FDRF2bUqQZ3eTgR0aDqoVrFAJhioHP/gBz+4PZbVC/zumTg49dRTl3yOdtCgCaeIj5+4o8FBGRjsGlRokYoJIF11KsIfwWsnElsGhICdaPmPZWhKNQxoMyY5noHXOqZh4UA40WctREqpG8IRLZC+A3HQEmUf0W5Jhs2z4C0g+swzVNyDbTPaS+TXr3Cy5RO05NQLQ5tbJSIuttw8e1waTLpWO9e5HMPqFY6hTzIJoIGLCOs54x7jHTcAOTPsfieagDzhUKyStSJZ4ikTuaBxxfEKyi0F9+f56YXlkOBS6sF3xqb9P/eyx0arg1Lj0JrrU7E9VtbYcwRkB2TSvxhbjCXqpfam72olU0Q2IkUjKjuTJBYDfxwygrGrWCVL3r3sQi7aFOIenI+FBGVLlhFL5JGtdlNItYVW3vFMpLgBq1TSF3Hz436OiN5vfvOb9lrcm5euT3+G8NBHo5gqPfsuwsEYk+xQH+Y71sxJ7x48UcLBQ2FTGawQJcmccoCla7mcBd9TkzSWjVe84hXt5ImQZkBjMfiXf/mX5H0OP/zwVmjpNYkHYActnV4dTrktIoFhB6PtUD6YSB0IgYxLBoELW5cWb68rWEJSqqlZQZUyr9uBZMttBVjqWduJhjrYVM8abAxcWD0CQe4GBjqarJY1qpy4SKwv1prFJVx4FvRXoIhxaVvTsHAI3AsNX/st6NnRhzGVUlasSJ5spggHxzIBMAZtHaRt8htaDuPVu7RyicL887OEw/aJyPURgfsgoCGbTE4iVx48Y2nD0v50TTRCzPLUWb5qiLw0fNoBBcQSWpUdLY82x+Rs68x/97///dv/0WJZKaHdl2U1zCVGK+k31AlrLPcYBdH49f3dQ/1FmnYXyY6WltKnGJu0u33JEqBryPLCJBtNjFYh8r9HgaqUhfsq7opjGDNM1Dwf+rb6TiSfqIeNg/LH5OJpkKcoucREKd057aCVbRoHECPKpDpB7LG4YaHEfYECERG9G9zgBi3p4Lqcz5jnGvxGX1NAtW1f+6xT+OhHP9q+23Fl42GmoVRNjHDgH0c7xp++++67t1HQxARMEzzcV7/61c2b3/zm1kRF+nDIzytf+crkOYceemgr9PSy69KHgh4ynRU/q/L351whdsL2LhV+F+nS4GRwYxbHnBwJD76j+SFAEbAS3tY6EE0S3q8YJYSyZROwLhFzg1+ae9IXIAZ8hhzRX2hvSB6DypvS7WDHSsWx2gsGbR9BRl/baaed2vsyIdAmdgdOW3a1k+oJGUXrUNIq5XPYbbfdkvUbGra9qSe+eSv8UqsYdJ7V4nUex1Iv2pXjbHwFy4d5BkAkwRJFPV/b/3xb2jIjUBGGuE7kovHWF+vmirRcJTuK6qdzKQ/jUvtcRM8GoY31Sp9tgjTICETVpqmmfMgp+pBIrwIVZQ1EnmGm553rQOj77EuRs+z1Xf1Rel3/HaLF0nFinhiTjDPbtyzkutJS+dRxkCQsM/alBGd61taihGWKfuj3QMoRDoG4g7322qv9zFi1RI+6YNXgebPSRm7SlELkXRneAqz7e+JGeVjFo+XD/KY8OCId9A/aToGyOg9lASVWZCcK2l/PuFqQQ5ZQq05+Dyzrlkz1Q8rj22OcfjdXhONFL3pRG3yCORy3BhPBwQcfPPL18MHS2DA+C77bqF6Ll770pc3Tn/705pnPfGa7e97jH//4loBgxUitOEBQ0mnta2jQSSFgz33uc9vJIKfxEyirgY725S0K/McAhnErI14kODxj13G4PzBLw3qtOwJhq90Sc4NTpmgGmIKs7KZEeklz5VlxT4J98XeiOZIXgkmKc3U8wui9731vez+uJ6GH2ZQYHG1HjyBTQiXaAeKhAFCOgchYIWbNoqqL6oyQQnBAUrQ23VoNpmnhsG3NC2Hq94ywz8AKZv0frQqAxEiYpWIzvK9b/SIigLZNII+QDiYgGxPi6yNAgmxchwiHFfypJZ2UR5sR+nazQljWIa6L5YP/NNlBtAWuR5llBaStITVW+7P3UqI0H9A4KiKLYJ9zc5OGLTvjkMkSVzTBlLKURYG6TIy0E2MoRTi67m2tKHq2PHfGqN+HRi+sk+RfQU76dldALLCTLp+xhGJZkdUuZb1QuaK+ZZU6n7FV96LcLJuHcGKFQHFkHqK81JG+o4yhinmxCo53Zdn6bbbZZm25sMgif2h/lCFLJEQ4vNXbEhMPAnPlJbB9TfWcB+IxFuGAZLzxjW9c0rIJ7OTBjBoTAWMmyprAOoFG4jv3iMCD953KLhmbFZgUYerA+0gt1Bk1WNFI7P4ZgP/wv9G2EAQ/kOw1pYn4QRgJm5yZmHMRXJogAMQS0sOLQS8iYM/Jlc3vw2KXZUKkZB3ToGLwYLHyGj/ClEBX2ldb0uv+AGJF2fHHI6As4yeQivaRYMVdN03CkZqY+YwVjIj+aMVMyqViU9HrevjU+Q3tnwlV9fKanOAtHKny+qXd6td+bxZ7HhOHMojaPuCFK8djrWTiw0KmDbzoY1GZrObItZAdPHMtt+Y3NE1M3opdiQi5iLNtE3t9zvdBdjmhHZEjQH2waI0TsBdZvnTP3FJb1S2acHCNoBjZfW36rFKB2Gm/D9sHuA6/2fFuCQekH1emjaWxx+m7tZDwG+Od8e21f1s3PjM3QYwtIVH8TkRSPOHkvrhDCFJHkUZhQnbIusG4wtVDu2HB9mUBNrbKtvtmm23WfpeVkGcA+bDjFPiYpEhx8EDeeXen4k3GDXkYAmOFq6KRanIDNBwCBuY3qtWAJbH77bdfqyGjHWOihwVq1cq+++7bPigsGAATKStbIDzKVY/Vg9+j9MbTApoVnR6tFasFHVa5IGD3yrqHgJXlgUlcaaPR5BHswGpgEpwIQl2DgYVrgfoSbc09fXpvTSq249r28YMCSwR+SHzOEAzOwXKhFTVyS0QTaGpJJoOTvkHZlStCywOjyYB7+NS+uqbf0Mj+z+ClTRVQrImURFAsmdbxImFeeE0SnmRYEqAMhSqLhYSPnWQB7WD97pzHNXi2CDafH8AKLb2Ij5F53PcD3yZKsGSP5Z3zebYyMxOnRL/0ycUiJYFrEINFf2dCYOzjIuWY3Bhm8mHcM2akwVkLGr+xNByLj5Kq2RUstA19XHVQThYLu49F6XONwHWxrvkcKaWwz81bbnPWSZ1HPbBoQi5yZS+1cFAfZBxtKOucjRPRs7OEwU6oPA/l7InuCenkXBSsUgVS57NyBxljE8dJnlA+xWypPyBvsWTQb1VeS+LU362rgxcKD6SEoE+l7ud/tYnagWNZzXOD688HCnqlfEqwSJuylJb5gXHjd821ykKuLaiHlafcn+cuS/AsMXbQKIyKSVQvGoKJ0/7WB095ylOa173udc1hhx3WLh+jkfBHKpCUDkiDCi95yUuaf/qnf2rfGdAHHHBAa8p/61vf2swSCC80LHJtMPFpIoFl8rtcDmh/EuJ0OMgUncOv1NG6dOvewFXBNTCbEn1sJxEvpCyzt9dNabRcn7JhTZAPM6dFCd7sZ02KEAGIKNf++7//+3ZSYpLi+dp0wwwQ2kKrCbgeQoK6+rJa06VdiqdBaevIfdnd1LalhB8gbsS783zdaAtP5ogV6NvPPSLLkLdCINTldvLP2H6G2EEMUQYYn/Lr2uBj+5kXAlPCNKq3gBUBMmctLWjuCE0RX8aoovkVuyQgdK0bT9fQig4mZPqJ+oy3cKhdKD/twaRFmSmTXS6oYwDXlIC3fVMkT6sEmHR8DFpfEpo61k/afQW/18bt776fR0D+8OqqS2oZpweWWJ4xMgigFKhfWMJnLah2XNLWCvL29RP5Q0lD6ZSlWM/Ujg17jj5zXeoa1UMbWuocLWHlHG0BYGWH7uEJh6x09FmIAXLspJNOWrqPl0uMje1MAkPiqiRHIEecz9yA+x0wZpWczpJH268FymLjtnBHK927gk8pJ1b3SYQP9MHYC3IxN/kOiVnYNlDfRDLEgaRiQTC7WiCQXvayl7WveYLtsJh5meRg3gg/v86bDsOEFW3NDBg8TMpAhCMiAJEmAhhIaIHarl6wjBv4wamlfPiyiZXwk4c9Ryt9ciZ5youA0soMBj+EjEnRBiBKK+c32k2+dB/dr+PVDja1shVI3hRpNXOtWqAs3EtxIxEQCqz0oN3o44DAPCwnxA6VwJcLQYTrSDlTouN4IZSUWMn+T9thDcMH7Nse6xRWMIgb1gPOURwOYxKiIMuYduZlOapWAkEMojT8mijkf6fNIDdYkyBt3AvByXPkXhADBCgvromg1UotXKhye0Xt5N081oom3zTjBkuHzVQpwcw96cdY6TgeJca2v8i81R79OFD/oo1oD5EdC1lGUhN6bkVEH0TjO7Jw2DpK66YvME4Zc/58e/0o9s3fV+5IrUahXb2rg+ciwsGEKKWH9pZrxJIltQ+k1ssqT/zsd/vsBBtPkmsnO0/l9onSNWURtFmZGQ9Y1InFY7WJrQ8TPPJX8gwo46eCp/lMf9LeSADCQBvbQP9U38JlaLeJ4FlzPmMMmagUAModsrCEI9okp2K5gJGWxsCzQXYC/9MRELoEvcr0ZzVttAeb3jwiG35w6Np8x/eI6Y94CH9O1IlllrcBeFhcbHZAfzz/v+lNb0pqclY4yNQIMHczycHEmbQYjAwWfKda06/zIvO6Dfzy97XEwmuI+h3BRxmIEWKAcr/USismG6Vl1oTDiigl6+qCgjIRNLLicG/Kj6BCcDFp2lU3Ki/+4pQA5jqR0I3As+R42hotlXtqnw2sZLQ9bUFfxTcN0UHA0iYQTi0H1OohS4Dop0wUVtukTJAX+iD15rq8IDsEhNplixZch3YmcG/HHXdcVm8gogAZRQ7RhhA38kMo4RLPE/M0ZmqtRNJzjFK5M+6klduYFlyJPHfKrNgYv7Sddi2Jo7CgXe0mhAAt1Gb6jc6PCEU0IetYXrKeKmeEh23XPkGjmqh5BnLXWAsUEzPKEu0GKWTHVGLyrLZv6wFoa8a/vUdkMbXnRITDLgOOSGsu3szKWCsnqQcklj4lC6zGry2rPZ5jGUdrrncF8xtkDTLAuLCyw9aDcSa5b9vIy20+W9cVS8IZi8wrSufPGNeqvIUlHLgGKmLYiVIxFXbg8DsdjolWzFfCG8GJec0PIA02bzHy5kX/WffT71ZL9NfReYoCR1BRHiYiG/FPQCYd2XZgJu/omn5wWLM2dcFtQ5pg3iEfDEDIjgSfkrNF1/Yav+5hCYetv/2fezPgycuBGRKXDZq5d90ITDi0Be8y8zK5IUgxfypegXpgCrbJ00Q8max43gx+tBLMxrSx/LgQEE84bPkRVkz+nMtkyqTNs4E85KwzAGGHYFIqczQjSB2kA8EWuS8QpmTupUyUzUa880yw+HDOIx7xiHWWxVpgRRKBVZxFNAkIsrrQFyISa1dbAb7bVNH8h9WJNqJtLHQt/pOVj8kD9y0TAWOPvqxAPtpcuUcgXYwDv3U5zyS1C7PKEz1T+o40ZcqpRFoekfUl1XbeoqffcgGrOpY+Qn9UIHJ0fVseQH/GykYfZnLVf9wPJYplyKyggKQpmReE11oXfF8QobP3wcJI2/j8G3YiFhTAase/z0MSWTGsbPAuFY0HyWC+a8dgWac94fDP4ze/+U1rjWQ+gHCq7MQwIftSCqCO81lg+Y5MkUyVBRNyqT5L/7LWc9rPPt9pYpAcpwgTmCsDkUohBB/3uMe1wny1AmEuvxqDBz8x5kwJSYQvAhsTM5qBFZ6pThdp6x52EKXYrCUcqWMgQvgZtQGRAvIAAkmToh1gCB4mYtg8FhWV29bNp0nnPIQIpkel3xVZk5BmAkBA+XTIKfOvXAL2/l4ASDuXAEFgYhamDClwHJYGnqOse8RKUFfKLwsNG9TZYE0ECUDYcg/ckPSH97///W2dZGKVkLb+X0AZ0dz5T4SIYEj6lyLvaXslqko9cyYEyBBtzHFo+hAO4LNyqn/oNwlwBCW/88797TJTP3lYIU7fQdh6IqjjfD/kNyWCi/qoNZnz4vnxHGxOHY6RWy46344j6ka7MEHyjuVEViUJe45RamjvC9dmcrkxF2nT9FP11WhFTupaUX0s7LjkZS2uHpA6LGvS0iFdrEhT9k36J22rrJ1cg8lfWX8F+oT6Qs7ag8WIOQI5YZUDnjf9PMrTYmUF/dxmyI3a3btUIuIKocQSoLJjuUChYDL2ZMSSKK6lpd70L63W43/kAX1dsS2WvKxZs6a1qtHOnE99tRmjJyqpcYRs1JgFtAHPRQSDZ8VY4Nr0SS9vGQskB3vSk57ULCThYLUIAZ50GNZ70yhMEOx7Qj6MF7zgBc1qhO0kdABeQFYCre5hVQmmL4KodHzKh0rnQZNi4rCdTv+jSWgJIoOaeypZmB2QCvhiwqEDck20OwUsWVAWygcp0v8yy9oBLIFGMOi73/3upIau4Ed9Z6Brt0quS3kQBAgka1GJGLkdlAxEBJG0fC3dtNYffYYsaZKWkI80k6gtKIfXbmlPnifanVwNSi5l6w/RUCyO1z71G4LL7+rI5AaBsRl4Ebx8VwA1E0JqRYc1O6dg05Vb87rOEeFAwNEXCJQF9ENZLFL9n2fC5CXzM89bFj/fFgLPn0kwqpPayWqwmjxoOz6jBPEfn+lHcpPxfBhzKpu1iNh+YOvuE6ZF5e1aSZFSEvxvxHfZDcgExjGTWMrCofIqQFHj1pIlWY1sum/ts0T/sZY98vaoPxCbQNyHFEjucfzxxy+tolMb0TcgApAVWVNse9iAT9sesiJxfciez73iJ17kB21hN77zhM67VGgPuSeoL8HjyAFiiI499til3XJpOyyA9FW1kyUvKFRYFymD5jtbRrkbtRGnJxyAazN+GdNa6WeVRLWPVzwgeYwdv9oMMB5ZnEBfp214FhrTVjHU6ppZYawIEvyPrA75//6//69lhgg/BoYIBy+lpV1tsNqF/91CQUESzHbnQj8pYaanI6GFyYKg/wDmWRERLVOLwIA+6KCD2mP5jKCh42sXWpVbJAefvrVWRZNlxMztsfqN+lnTLoNTZEwMXedgRUBjzaXeVvCaLA5KDSztXO8y47KSCaBlMEH1IRxRLhO1NQMd4oEAtxHjXmjYydy6IHRfhIFN5uXrmtLSc6TCXt8KHwtZOPwEYS0cij2BqFFn+qGepbfQ2XtwHhO/0pVru+5oUrH3lubo/yN7LhODTYxEvIkS49l6KkMtlh1WhuEG9mTHkvwoFoo+wwRCn0ntKlxCViMS7n+j/2C98q899thjycIXab76zGSI1oyLUMHZOoa64RKybghgjxPkauOVqo8tg75r5UVKafKEw77zrNDU7eqVqL14V14JViNiFfHjgDGUIsJMyFgblbMFIEOsVRY5qCzA9hq0i+5j24bvKByRpSJa8n+Tm9ykHRfEvkFw7H92LNtnK0udtw6qvJBV7qPEiJbs6NgU8V0IwsFOrmT4/Nd//ddlKwhgb+xvQnKmt7zlLc1qRfRgo1S/dDztV2ADiGC0uGbQztD2tOyvJNLYB39FJMaCiR9hp0RROlaM2LozBNt57SRjJy7LxiETTMq4mDgOiwT1k4Dhd9oBoW41Rj+BqWy6FwKECQWhAemyDN6fozKh3WjiyWmuJSsNEFRMvrhOeIbUQb5UgoF1jo158RObFcZ+tZLVUn3722yqkZD2ZMS3o8oRmfO9hUNxPRAO2kJ7oVB3LdX2gWl8lnZoE4zpP3uc/eyXr1rQpmh01p+tbdm9lktZscggkAmms1pfdH+rhWvShJjavUFyhCNn4Yj6TtQ/1a72JQtfVG472fLSTtXEWek3uQ/R8mkPvSgTuYu6+n5UTvsdhVPxVyny5UmebReraCDnUFSRe1xTE7+/BuMLa69PdAXoH8gzT4j0DOy40fX8UnFfXivblHtGiiLuIQiTZK69rrdwAD5TZ+pqN5y0S7dzVh4/pm2mZpQfFH/d2475iPguDOFgAJNWPAX+k+l1tSESaoDtwKNjGThK306nYHJCi0OzwgKBlQELR26JsZ/87bEpq4M+I9AiMhRNslGH9R07soJwDFqifKQMOJl+qR+Dj4FiXS4qQ2qQ6D+VURYjO2EwCTJJyXxp62+XN3ZpqSlLC4IcLYUgRYgP18TcywZTrGJBIKGF4TvFDKtzomfhLSL2GP/sIflYFe1kE7WT1Tb5n8mTCYK2lqJgYzgsMbMWDsXW+DZjQuR8rsWydWU2FCCAaNZyydn4GvsueGHv3/WMbRZLEWJvbubFfXku/MfSUCYzXIiMMblm0PIt0fMEIho/Frl4KF8ni3GEP+NIgYf2Pva6GmfEikWb5Ckuq+8KG91D92PJP8+YiVc7d0fwrgPAeVhaFReDFQqXJHIPbd1aRG05eW4oLfRlxjfKC+QJ5QxlDXLls/CqzCJgnmgKVu5ZS6LGAAqLEpchp7FCKUmc4sJShGOt6VfkUPJt7fua74u+nF5GygXk41h4t27qhSMcsFmZwyPQiVK7vK50aPmgF0KRdiB2r6A6gCDBPGwnJq6FNmmX+IGoI9LZohTzEREAXhjxH0SAa3TFBkgr19p5P2CsCdcyeGkm3Fu5SngheKwAjyZhXTsy3dr7cz2sHpg7WRFiLQk2aNRrFdSbSci+pDXkwPWIOCdeA58qqzcIoGZXY/6zwWQRtGbe/y8TrK0b5mc/IUaTHhqUBCXXhdxiUoYkcQ0Etp6NPV+EQ7/TPyNtTccySeB6gxhr8sYPjvDHCqQ8A7goLKlMldtuzGWPU7Aik1uUTl2fo0mUulB3JjKCf7kWmr526fVEl9+jeKm+Fo6hNEt7DcaJxm2OMGDJo65R1tQuy2eqDL4+uHKYgEUCc9ez5+t5YsXQOZAH9lkB9DnrorTAMqqlzRB53Ai8Q2g5ByKjZ+f7kGJaIA6KZ+N3ZC5WykiG2TpBMLCoKnePsiFbAqBzraLyp+u3k+B45SJhAYG9T0n727ronfkWWKJhxyvymfuW3GMuCQcPNZeql8GQ29J5JSOlFXggmBXoqPdIm7LaZkq42I6uuAZvgrOfebe5NXxHZOKA3OQsHPpMP9Daelt3r/nZvBkiHErDzYBgQvYJsFLCmsHDRGbN4DoO4YoWq8y02jBJZeA797Z7SNgBj6bE85B7hxcCLVqy6NtGCdK0Iy5gcteGVGoX3+6cy/VtfQSW0vnEZ16T8s9GUNpxQH2VBEzPmJwH0QoXJhA0YPIm8FJuCxFLey8JcFsfQB+U68o+R21xruh630eA8jr48UA5eHGuX4oa9U3bzppk7LJz+gJJ0ojx8OcyjuiTTErERmCxjYh81zYK3qUSPa8SeRFNSt6l4o/V6pro3GhZeeq+qXvSJ/xeOjY+yZ/jzxeR1rH0OS2LRSOHEPtz6FNYMFB4Geta2g0J0xj1VgXbZ6UQsiqN+0F4eIdscO1U7IPKqXGqxHJ2Ga9kNX0GlxDEmN+uvPLKVkmnTlj9KLsntL6NVA/73Vs4lCtHbj+sTVh1uZe1PNOOLKHVqrmFXKVChG8qsEjL2lYjvMnOwnZgJhE6YDQxA9vpc0sedYy+M/A0UFPQwLHl0u8SzqWs27o2IsKka9JXmOC03JbJWUvuONYutbMWjohkUXasCBa6n3JNaCmp3fOHiUOaGPfD16u6UiZNYpyjpYIqD0SkFBCOVO4DS8h0bbU1E1/KZ2/h4yEQOKzAsD5hgNaHYEQoYa5m+wCCCgEWCRvLYsvG9XBFYBkSyKyqvX90XxFbr3zQt5XKXNliZclTQCL7H5EHJdU+KQsHYOLnWUEW/DmQO2+1k8WC8tIHJOi9xm0nJu4lxQmiRn+IkrzpGqlnlXNL9IV3D0Rkxl6Xvp4Kdi2xcERW2ui3lAtXWU6Vft6fr+BwPVdLXunLvmyMDe2No9gzm73WKhERsbIWDslgpUKnHbWCjf8pF2PF5lUC9GnKRtsia6yFVH0Ba4naBIXhe9/73tJcafuXfWYpK5mWDWuljR33nKe4KoBMxYpoLZK8U15kLdbehSQcmITe9ra3dR6zGoFgj7a19oybjqLgNzq+NFF1VLuuvWvitwPMH991biQQU4Qjspr4zeEi8kQUNUKHzJFMQKxyQgBpAzLOYVKUBpsrW1ddfPl0DdoaFwvBq0wk8v1TJu6JVq29Y0Y1gVNHAt64hlwoHp5A2bJqO3Ff9ugaCFoECyZh2hHzrMgEwELFCg6tnlEchZ1orAaE9s8zQGj7PWO84FaZELqQJG/9Qbgi3OzyRfUr5WshF4mCUX19rQXHQvdmrKBF2vsiaLke0f+ecFBOLVuk7SAPuFa02Zbt6+qP3lqXCi7uCuROWen69jHalHggnhGxCky+jCF+5xlTXgXQAlkQUhYYPxGnyuMtMbY+WqoZyTtAe1NG+pOyX1qCR59D2+c5apWeffaK+fLPQAoF12YZr8qmukIKfL4UyI1yWaDkKMDcxj0wThiDXEe5awDjgyW/xNrR73hRZ7uc2LppdR3qxfv3vve9ZZYt+qhP4Z6KmZMyp3Tw9vnKeqUl8pZw2Tgn+5wXknDMOgBlnkGnTFk3LKwpEo2aQYCW7YMKZaYjNiAFLzCj+1mGH/1vkTLD6hyugQ8V5qxEQJHgsoKb4FBZG3iXGVDllbVB50lz6gpc9RYDne/vryQ5uH/Y+0OajDefRsK3dKBK+OWQcqmk6pW6Bu2vJadqS98PrZUlNenxQkDzDnlB8NtNEm1ZIWUkMNOmZ0CJhE444YR1jge0sZYpEofEtXnWuFX8RGUJR2oSU4yStVzpHNo/CpBk/CjOQALc9nE/qWKhivbjiGAJSoTICmHfS0F7KccL5dMOw0ycijWyVhrrUuGzJ3D2+aQIR46I8B8TstoLRcvuv6N7qu5o/SxrZqJFztF/IczUQRsgKoZLFiNN4LZOnvRYqL8jl5QrRPVGTiGDtC8RJECTtqwecoVybSyGSg7GORB22lzbVGDxVOwE35WllWtDCumf2vV1rQuGtqkG+A8ixPPDCuF3Wda5kB6UJfs7ZUZZ5RwpK1ZGW3f8qErUXGUarUgLmJxLRVCnIPkXHUfRzwxegrHQlulkaK50eAaJNpzSvex1vbZmj9Hnt7/97evE13jzqpavpoQo2sJxxx3XvmMyRcv1x/sOTv1kVrSp8W18hc0hYpcxdiGyvHgghBA4WpGDZoW1xQqCFOEYEkNou9KOMOniVmBL94iwSDhH/cFPfAhPCAFCMiIcymBoNTN7XYSlzL7+XpZIiEhaU3CkleO+UDZGQWngtTeLr2/q2fHc0Tqlafpnbt+pH/eAoDJOKCNjMGexTfU7MvZimrf5FiKM0t+8S8WSHq5H3ADPUmb2FIkusaD682x70SeYzKOYPY6BoEIsNLlr+3V+5zlDMrQBpPa0sankI8taKreJyKY91pIw5KzisZS/R3lmeMcqR3n8VgG6lpITck2bVwh5yTkQCYgHbcEzl4v2hteTGHste23OVSwcydbss+F/rs/44jhW5PBssRLaLLLKcaM6MV4tAZk14Zjo1nFagrYa4ddje1ihYJfQ0nkxm8GqydL6xCc+sTXZke+EjkxAEC983x5eQ7OC108wKqMvjz4rc2WXhYMVGSR+I8Mokdt2ckO4I4TQeNBmc6ZnDRgffIjZm5UeXSbrXDvoWnbQ8aJNZd3wFo6Sa4+DyALU9/raUr7kXjkS5QVzCix3tCs5ouyvaLt2UrZC008QsjhEZAghTf+BDOKW0mQtjU5ZXRkvrAKK6uRBAKjIUMptp3IomyUTC+WAiHE+boGSFTW2ranLE57whHWIWKqcpbDP1d9TZXryk5/cyg/aj/JrWXYUK5aKEfPltO2ke2L1wloRZTbmMzEMtlx247+oHVQezvNLnbv6PJMursSIjOi3Rz/60e34scu+LbxlK4rNgiAhkxW7xHiAIGkfKPUx3eNmJmg8JU+R/RALnadke3bsMMaw0qKwkevK7s4OKNs+++zT9mFWx9kM0l3BzQtNOMjDYXd6XE3wJlQhYrapAQTL1lbS0gzpRD6LaGqy6loy2jVwowQ09j5Wa/D1kbkRMz2mU4iHTc0NrLlcPmDtxJoLwIvKos8QGzRRu/Wzn2ytkOUFubMBj9OwcEQapXcd5TQ5f42usqbaUs+vpF+iaWJJsRYI7VTbdV9rArcmcT1rgDXBT+g8GzRRmyqbc/kOWWFC8pNorjx+ky17jm8DJmnvHku1sydsJX3X37Nvf7PPyPabyGKUunaJhSMa/56gYT1h4kstQ7UTnawJvg4Wdkm2ZIOemSVZKVerrMQ5WWXdNkzglB8w4fu8Qro2L9yUkBXIKBYa31Y2/sQTuTWZ/qPxoSBu2hKXELLT1gNChaUYAkvfl3vH3kfyzAdyr2gLB0vp/E6NqwWRW0MsWNvQWyJh/cm55E+CNpFKQZNpai8KW8bo+iJMfTV+fzzaLi9Yv3yzAlqRIqZlIsdEqbXiuck0NXC0oZgPhvMC0J7PShcFj+asAUOSEC3lk4BWsFxXrIqFT8seHc93a24vJcE63gLhZ4U0ZAHBq71JIti29Pe3LhX+I6gYi5mOx5Lnk4SpTPQdYhnsUlY0OfWdVLtxP0i8XRqs60Z9nWXDWgWTi9PIEfNJwQe22vuX3nsUCwfw9+Q50Q/8Hiq4klh66i0vfmz761srSFS2HIGOLD7R8Xb/IOSyiCvnRAkWKYPcPJCOqFw2aBTYY6677rqlXaT9s7LPkf2WINkKCLbKU9RWGv8EQEftkGvnFRXDYff7WG2wAxItUBMaA5MJ2E/KsFqEJ/7eLjMmYFdCD8/euSfZL1UeWy77my+3sg+qI+NDx6SsmAs7QHzUfjTgpbX6Cccuz+J3mRwtYYBAYCkp0RhtmX2d7X82iC2aKFKTypCQ+VXpkXFX4JLqc9/IwpGyhBBgifUoJax8m+XIFr53hBtlx+WRWg6p7zrXpjbXd545z1tLDGkXLYWM6uL7ne1PlAdhn9qLRsAtZK9vy+THB9eMEtp5MEFAmFjyHbXDqCBzq8ajB89UG7R58jS0hSPqDykgd7RElX5CrIGdmL1LJboWRJzVVZwbuTi6ZJj6V65fe6sA4FlDpJFZPuGbsrWqH0dtJguHt+yl2tFCK6ywCHNtPn/sYx9rr0d5eN6aUyMFKpc2wfb1FUM4iEDm5Sue04BWKugYCArag4HztKc9LdyPhIGJPxFztYI0U+nLbSezlouoc0tARrs2RtdUh2SQaTmkFcqYu22QZ5eFQ79TJ0s4UgOOgaDrW/8l/kqETtR2XdA9lTlQ95YWYssb1aePkB0CuIMgndo5uAuRuTc6BiHJGMTi6K1bnnB40BdJya52BFgtiW8g+FKuDUHPLrLU+LgmvkM6WR5IdkmuR1Ii+hokPYLIhixidhywIeFRRx3VCmxtE5CCJ7+R9aeLnFtAHpUt19Y5hVJNExlil116aPm1X5XmJ6QUSglHhCguR22BtYDluxA2mzJeZbWr5KJr4KrgBfmEdCmAk3OVpl6IFB5Wc/DyBNBbWvzqDSxnWKAZKz5AmD6KFc1aoFPLtm0b2f6+JvHc+Y+yapdjxizykHPlWuJ3KafRs0DWaglv6j5dxHkhCAfLC/fbb7+W4dsHa5nmas3DoaXDtg3IasdA5IX1AC2RAYp52rZXbvKLEB0fTZp2RQj+QbsawWp7diLKpZD2A8zeS77UrnpAdKxQYfJFeGMi99HiqTrb33RPNE/qaOvkzZM5rbzkfuNA99LLB5ZJ4KQsFypTbmJM9SPbBtEz5Vo8d7Ro/MVsBqb7Kuspy7Tpz2ovJheSg6lsZHvFIuKT4Ol+/A4ZQrPExYT7gkmW8z3psJYnmzfBggmDY3xch2+3aJKKLBxRu0Wg3o997GOXNPJRhPqofcta8lIWqhILR0pDJugVYoOcYqVPV7n1HdLHOShd0UTfpfHrWky+TMSUg3ISrEkfweVGLpLo3iSTo0/ZwGbfzyPXDkDm+H2l7DVkOaFcXUGYtl3XZvoWwbYQJC0dxwpHW7MKhfoyV6QSaSpbKfeyicVsv8A6Qt+0SftmgUHuTKQsmgoCCe2HpUb2vS/QUliuSGdhNUZuMyCAQPuHf/iHNsiLCY6ynH766c2sYRm03hmE1A2mzGCEmNCxsIiog0QR0jlm6geNn1ABZmbtVWIDu9AmIYoqoyc8Op+Ob8tiJ4xUeaLfU52dQU6QMVHfSgxFIJetQxcis7IlPNGkkmrnaWgBTKiQdSbllBshRyRSWl6E0v9TmrEXYDYuxP6Hq48YCa2mInaHJYj0b5t9F8LC8j+/My4gMZtNua/7Y9LmpbwDCNco90gXuJZIja1rpOWXWJEEJoVSC8fQ8BZPPxZymnWXhQPZAZGzE140lgAxCjwTiD5BmLhio4ne51eJZJd+R2tHLtCH1I/sOR5RPaIg9BQRZx7hWVrybze5kwWPuYkVdBE4nvEtYhzldBG0rwrtC6mybYElESKrJcOAtiWZHiSQeQ7ljHZmrk1ZgvmPMqwIlwqV+eAHP7i098E4YP3xIYcc0hx99NHtAz3yyCNbkyL5KCKtBT8XqZf5j51YmaQwzSpZy6yBeRdokDAYIVJojXymU/PZJt6R0OorsKzg9+dipqdNlF0Rk6E19fkUupzPoNN15JON7tlVJpAqlwVtAfmy+2PYSS5334hA6BwEJm4tWZByps1cGw5NQpiYMY8qxse2d3T/qKweUTvZ4yA2Sg5FO7Cen1wXCHRcEgixqB3sd99+3sJlhRqEwpITIA3RBoTackMmIk2M87B2QdoRwFYI9wH3Q25A/LUvSiqnQ2QJSfUDxjVmd9qQ643iBhwFEaGO/k+dy0ofJatKwRMS7xoRFO9CsKN1pVs5YJMdRlalqG9ZN509xhNWT4wFPV+OV2ZavmtjOHsN5hIUQRvDoQ02KQMWG0hJLmgfiwX15xz6AfIH+N1rAdeBSHFdEQ4RG8pCP2dOA/wHiceqAcmg/MyZuLGYT+wcaduB9n7xi1/cnHPOOevEpiwc4cCsiu91CMJxxBFHNAceeGCz//77t98hHmzxTYIpGsyD33lIWFeU8CW3g+20wXpwMuj5pVHebO8FxSjakb2GNbdDYLA2MdDspEFn1Q6SHAepQwBjPqcDS2CyGgBBWqr1RZpw9D2C11581HdJG9j78R2tm0h5JhkmK38tXEpMxBAeEZJpuFTor9KCUv5wW48UogDi6Bq8sAaSUh7BhyUQEkb/RPtS5kP7TLvaoSvfjO3fHEvf2mOPPVqrmvzVuo8F5SNPigiQBDOCXH7qUUFbI3SpL9YlO+n5SdX3p9zkjQ+e8tm9Z1IYsm9F5Sy9Ns8EJU3Byyl4S2ZqjCNj2HI9pfBp0rcWhy7Lg3cV4XrQ9VOJ33Rd+jhWXDvm9txzz6VjsSBAuLvkkr2/Yu26oDgiu7T68sReTCJiKCA+07I9xt9XcoN6QUxSVmEIh0+jvrCEgw3ciOEgSEjsywIBUwImBEzMhx566LIGJajswgsvDM/5yEc+0mrFuFQ+/OEPtxo8yU5e9KIXzTzJCZDZ109ifpBh5dBEGG0+FAH/JayYyQKGrPN4l/ZofYjK8Me9iWtgyRrCW+XiNyVjssDcJ7eLR9dAtfUtIRyRdpab0HLXQRtWgBXftZeGH7i4tvyeA9NwqXhNL0rhLuT6gs1v4smU72/8z3hiYmAfE/oNGi79KEKJZcoel/pPhIO+hSDmJcJRKgTp06zksXuFjIIuy1CKDJT0CX8MrshJx7CVjKsu6Pn0ub7cBba9NJnnSAD9HsWG8ektkynyQdmUlwhrgX6P4nF0PGAShnBE/ThlDemyEqVIuP89ZQG5+c1vHsZqUVbkFXLZyoOITFrFkuOYc7V829ezj8VrIQgHZAAN8owzzljnPzVcCWCuHOsTRPGdwLSUO4cgNTKr4c+CQT772c9utfqXvexlSf+aXWoWbTc9JGzugpT2yEDFzWHRJYjRVrEu+WRgsFzMedoCWZMuA8D6mG3nxfWDpi/B43ccVcf2u07mLBz6v9Q64dtkVOh8CBTxAyKeIhwp87ktr16peg0BrmdXpETlkklWG98x1vbaa69lx+i5l5AVPS/7G33HEy6Vz57jQZwFFgsCo0ssHKmJq89kThvkTNkl0DPWWLCB0v5+fkLsui59jlUVADKHPFLuhag+Q8CT8miCKVEMSssDidIS69JrW2AhoO1RLomB4BrIG2Q8VvKIQHAM5xH7BuGQfIruHT3L1GoSX2dvHY/a1CoKOaT66X3ve991NjoUEUF2awPLSB74QGprnfOgvbAQavfbecAgESTPec5z2mWfTFhWWCtRyiQhP9cxxxzTaj5svU2qbVwxKRx++OGtRUGvUX3B4xAO71Kx2fRKBZwmUAuuSWem8yp3vw0M889DAwnrkvZB4F3RzgId1ubnsHXzsHX0Fo5oUy0LJldcOCyJUxKnXPKy6L72nmgSClCj/Nw/5SfWZ/5nKag15+fuOw7kytBzisrFpM4Lt1i0XNSeo4mU8qcmJU8gLBFNaYIpwandOLsmq5xgLDlfGCIugj4LMbDLCyNLGm5iu4U9/2ln2Qgcg+KAxRWSoQDXKKX5kIgmfayS9H36MJYkP56jsjOJY3XwLz8GFZ+gLLElY4JrEPxIeyJLcNnaFSRY2NgGIzU2ZZnTSoychcO6YHKxfNF40H4zqWfM77vuumuY6sG3Qx9ivPb6NmYc6v52PhAp9gpfipjwHcst8Y9k+x7XKjhXFg4G7/Of//x1LBN9wcDUhk0WfE+tqyd4xy9Pwk3AoGDi9KldAS4bAlOthWOSpMMTDspElLFNdsXv2qabzyU7jtrBicYB8WLgEuVPQJE2vRLJ8JkSPeEBtCPX8il7AYHB3IO6lA4mOxDwcXflR6AckEAChhEwEEm5QXLXj7RTDVAELoIOTVwxHCkLh20jb+WZBGw5UpvUURYsNQR4lmQKhcTIReJN1RHhYPxgXUTj1J43XujmJpWcgOY/Jr+IUNljMCNHG395jc0L3FGg8xljWkUX1ZW21h4gfCbmCdKak3Mi1JGFrLRcQp/J3H+HxNosrF1gXGsVkO9LyBFWCmp5M5YI+heWDoIru8qo/kG78Zk2wvLD+EK2I2+kgUcuFY1J9X1c5uzThUtZ96Ys9B+UXsY5S0D5T2RPE7i/dqoNPez/fsv7FLqUK399CBjzFm1M+bXLr8Yr3z3Bz1mQozoNrTDNhHCwMRGBaHaDnlHARAwTw7WgDZloTL4ffPDB4Tn4rdgS20YxM0C0tCkCnXuaJiZPOCITK+XRsjPiYPruQcNglkXJbtaTIxzRhE0HR1D5JF8wb1YPwJg5nwmCQR6ZFyN/aGksAPE+fkCXxOIgBAl+tNeHCKNJITR333331lxJ8Cvuo5wG75cy23oNOWC9QIgmGGk9aoNcW1h3kP89RzgQdMRG8MxJq2zLo+O1oWAEyoRL1ZNQJU7S0sjUBArZpz9pRVeqbir/uJCcsOUtebaUHzJMor6Se4xb1j79zbuu+gL5AamNgJUEBYDJHLlEX4CYQha6srp6UDZcvQQ6MyEzJiEvEBDkS2ThiOpkiTcKFmQZ6wTPCFLIuzLK6r7Rvjv2HpTBkn7khkjwKGM/51KxgPhSLqx3WMj+8z//syVK3J+2thYP7ZviEVk45iFmYyKEg0hgrAbnn39+m6XNM7vnPve5xdfC8kAAKpMeEzPLYmHCWrWy7777tp0Utwhgl9I3velNzT/+4z+2rh202Ve/+tW97jlpMDhg3VFqaUETCRYPmR27YDuSBJzP8qjfAM8Faw6mS9wumJRTg6JLowVYC/zkZY/xLhXFiOQQWUBKrCmQC9wNMh1zP/oJban159IWZLbMWTjsb9OAJmRvwUAQsdeLrBvWpVBSvqi9IzM0ZMKa/u3/CD4mI3YeTZF+nyhJPnmviUXlQTFgIod0dKFEEy3RuP27d6n4Z2EJORPZuCiZNEonuch1WXoeSk5XfSAWjCNklCxMCkyHcPSND/Gb7yEXsaxEAd185p4+qNneE6KirQKQMbxDoHyfZCxZ65S3VDF3MPnLdUywKWVDCSqRCb7sKbm1ncsxg+vDX0eKnF1tyHcp0SoH5cPyFCkDpRbKhVylgqDHTcDLgor2mfyJwcCcdNhhh7XmJUz7aF3qHHRM29nQjmDguHRgjkwykA9WqcwL0PCUx6JkyW5frUafvRVB77JAQDggctpkCRKkjJFdQDBEgYUp2LLwWdHsWrbVBz5LZQQmYgSn98v72BhcB2gy1mWUcsfkLDeTgF1iimblLRUIFZvpMbIapRIcqU42LbP/PwXGNEm8UtBEZKG4GV1bZC/a0r6kDLbOufERxTNE94LE5a7r46NyputR0TXRj0I4PNEvsdh0AdlljxMZQ55g5Uzl6BEgslYR8PJJ0PJ33zeRWayAjAggv9m+l9L0o37vr6f4EFk1tL2Cyq0ylqKPSyXqw5TDWyp838aaj/Lon6M/b0URDoLZhgTuk5QLRRHgFgjhiy66qJlXIGRT5sqoLqnNmnKwFg7f2RD+sGq5HEaZOPvmNvGCj3LBzkdZvldCOCAytBuEVKb5KEaFIDgi4W2UuCdrVssdEpHVx0LPDk2Mfo7GZZOBybUhYK3y+V2w9PhVV6m4naj+/jdrIRulrrou2iw7wVqBjeZohXLuGavMPOOc9a/UwmETRlkyofPpJ55wDJ2lkXwVOZTUhfZEw/XuoUm5bGw/xTWCVQqLQg42G2fkbrXXjaxgkMPjjz9+2W96FgSiouWnrmnvm3PLRHEwHrj5++wLNmp/Wbt2bUsgeK54DKxbSRYmK6OQZd6akmoH5oFZko+RCYcNusyByr3+9a8f9TarDnQe7cfQBzY+w2sQSp6Fj9MHQqpToj3b9OWlSLlUPEoD4DyYfKNYnEhL4jjiX5ToJ2oLtMpoSZonHKmJdlKDVSZTJSPCUnPxxRcvqzvmXjth40LCHIvgB9QLkzLaoOJ4oufTx8IxqlWnhNha91kpEWYF01AuFQsfi0BGRmv69gRqXJRaLromLQKr+17XXj9Ffj1sOawljonR55TogleIAKTF7iDbdV7KSgIIBI6slrlr+N952ZgizkdGlmaw9m6TPlh7fep/2kSLGUSKowRsuLyIWfSANLPEFuIiRLJvIQjHF77whWXfiRjG/CRBh6mHxpmX5TiLhFEmNSsQ/fnKn8FEhhslSudL4BXpc3NxJql7enjBPI6QRqvwbrquMtkyeMEUCYIu19Qk4bVsfS/Nrgohk7ka4U/a+pS1z1pYUgLZH2vL2LdePi6i6/ghMIr5WPErCijkfNrS7xY6aZda9Ez61qVvDMeoFg4l/eoLLL2atO1YJQ6IrK+pMjGPWNeNjW2wQOFg6TIB0HbFTfTsUnVXn8UyLZdzaVvJOj3ODulrryea3g0kC4etD8cQbkC9fR1QPgjuxSo6L9m3RyYcrEqx6cjpDO985zuXHhATF4GeOd9vxXDC166EsYNRLpXUAI2CofoK1qi83pUxrh+xj5nYQgM0pylSLiZpmRstYdJuv+NYaXz5ci4Vuzy5q845kpA6NiIcvk5MJAQTipiOCrVjqdVhiAl9FAsHsqtrCWmfjfKGwihjpq+Fw39mkib/CH0Asu/HMZAlrmsTtRKLjB1rnnRbQFJsGXKbQPKi/xIcL5TEcPhyeXdfVz1x/QyRd2qtIxx8xoqBddrvHcMxbJKX2h8FA0DpMt5pYBCnJC4TVo3YAEQ+v+pVr6rulJ4Y14TtB4ZcA94Up8GXCoIaQqhaDTdagTEEoen6PRKYEdAECChVeQlCRYAoKy0vlt6Ng642tc/ebuENMFt7n3/KuuTvyT5D1IdA2YhwEBPBPjoEX0MyyH5KXUU4RnlufVO0pwgHAhzSxyqFEmE+CuEoJTtDWzhKCOWo47DUwsEzZgWUwHe0ZaxmKh9xZUzikBCeBRNftMR+nDKqT+YIc44ke6QykKbuH8WWpP5PgYm9NAg/B91bhAO3Kosp7IZy1sKRy80z691hJxI0SpBaFHfAb3ZL44rJWjhApCFo/baurc5KoCUWKIITbeDVEPCujHEEU99BE5GcXJtG/mAELoLXErJUev1pPHM0G4Jd7UZUqfP8b5iGid/RM46W3j7+8Y9f+k67kaSNPoOZe1TYvtg1qaf+x0WEL5oljiXLUSdlSRulH/PM+uzMOYRLReeVHke72rFvCamuwyRKXXgWkI1UnNQo8KSl1IrYFUuRasuItDChM7Zt8sdU9s5pYK2xcPj7ewWxS5GbVplLMQj9QVjhPvnQhz7UBh7yIivlAQcc0CYFqyhH5F8vPc+mMNdvILUpGAONgYu/URkm+0B7e6SWxXn3wTRcKj6XhgZo6b1pE2JZ0Kj7WFZK4CfVvi4TgKUFH7XwpCc9qfMc+7s10056M7BceaLjo2MhxZiF8f2XmIaHsnCMagWxYJ8jv/y2D0YdM6WrirosZP5/JmSClLUr+LgWH9umluSU1FlxC8TepJ4fv5100kmtxQ755pdkq49jPbSWCclSv4plFoRjzfX3hPC94hWvWNoGQeiycMwb4RjEwsG+JS94wQvalLNKtkIDQTj+7d/+bYhbrBqMGicQLYu1mr5lxphG7S6l1nzaN78ImUd9VlIPrk1q5NIIb48S64S9lzLeWiFRqgXgekCgpnYnngQkbLU9vC0LZA7hqtUqCFmWoRNt7oWgD3K01/YxHCUCz04Go9Qpig/qum8KTHYl/WdUwtF1DVYCjULKc2UgVsKuqGBJM5Oj9vDR1vGl6POMdVz0jEqVnqFcKj6GoxQicyxQiAgHcg6rGNY6YkfkMvX395+j36ZJOADkyM8FdnyvapcKgvHNb35zSy5kakPo910uVfG/yWJSyZFy0GCNfI/k31A6ZqLvSXzFS4g2dSsdXKW+VCXmGgUl2qUth43kLnGppK41aQFjJ3asRT6gjj2BIBYQO14ALV8mcN8mZOZNCcY+E4o3q48itLy2WkICcs8YlxCktQtDmfj9NYifIdZhyDgOXNG77bbbUvZYVhXgPoLEj4tSwgAgNdFqjKFjVnJl6GvhsIhWzHANlpbbPVr8tXNxRrO0cGy99dat4g4BHZcIzZuFY1D6A8HAPM+rko3RQNv5iScFKxByEddoZ9IOIRw++HCUTnnQQQcVl28cTXlc7a5PDIc+cw1ij4Z2qdhy+s+l8BNzl5bmrRWRL9tDwjalAfcpZx+XyhAYyqUSnTPKqowcJjWh97EoySLo3VUlbTJue3h3q9p4iPblGuSp6dotNoUogeK0Ju/73//+nW2hZwNBzWFFE46K8YF1o0+gmYAmjGmR5VN9NHQ7+fi9OkqQukdkph4VpdvTC3ayFOHoE1jF90kQ5hLTfck1cqZz3846RgGCaE20BS/2JYrgr1uaE6SknKX9ZdKEg/2fcvcehZQsGlIxHH2exbguFUtKhyYcQESKZe8EhpbsURVZWqbtUlkvCBqN0LXKcEW6VCpmD4LqWHFCQjafh6PP7pld8Ril0H2HyMPBoEpNjhHxwvxOanARDoROaufgPhh6whn1eimrQ9S+1lqB5mS3uE657rxVZJSdT/uax4cS5hCJrr09ALuV2nt3teUQu792tc80SZeOS9Wp5HzamQDrruyvXWXQ/XJ9ZhQ3i33HdVVyvOAD7adNNtcUkq+Ucjott3BfVMIxZxiXkfqBUdJpI5dCKbpiAUqP7UKXYLSCy/pt+b7XXntlr10q4IbWckfxl0eat7+m/64+VaLd+XP4XJKELHetaWKcDI+5GA5NAEM//3m1cHT1dSZk0mkTxExQ5ihIEeQhMWr8EenA/Vb205y812QIR59yzJuFY75KU5EFPsmudMI+yM/vehl1Xt8pu3z8XSDoTdH1QwSg9Rl0Vvun3iVb23vClbr2uFquF+KjBHzlXCqUj31ULOy+FzqnC74P2fNHTeA2b5qWhe2jqXgjG8Nx9tlnj7TfUe7eQwGrA3ELJRa9FOHI/S+QKhvZQkryoQheX6tYDqp/V1/VVge2j+v+1q06bZfKmo4VOyliHF1nnlAJx5whN0CIJO+zNI/tjUlB3yV8hjbrIvBsorFxr11iWYgmYbSvUVPrT8vCYS0Jfc6LwKoWlgqyL449tm+727gPME60/pBugklBdWWzPFyS0b2sT51APTZ3m0ewEmyXXXYp2ho9ZzW0JCx6hrgtt9lmm5GtG0PHcKTq0kU4ZBHrcqvNgnD83m0o6Ms1TvbmWaG6VBYI7K6ZE7waNOqEitLu0kL8wOqDEpdKtFy3L/q6eXS/kgHpSVFK6A3hxy/VIFPICUFcH+RUsQRzFAEeEaFRLRx2Mpm1C6ELBNXKghhZOPQbrgTGljBU2v5xJzTcHMqDNJRLZVrPTPfs0ur7ovS52MDo6Dl4q9+kcec737kdy7k4q0UkHItV2lWALhN716DTxkpACb+6rjl0p/Vm/uj3Ua83yYj7qA2Hdqn48uUQCfySPkD2xXHawLthVG+yr37sYx8bKU9MF2Zp+u3SboEnYPb///zP/2xzaMwaECGWvadWLnh09Y2Ue2koWFIzjksld/wohEPXnGXQ6EYbbdQmIMzVbagVPdNEtXAsELo0ADJSYgWR77GUAUda1rgdOfKHT9ulMmogZioVfJ9rliJX1m233XadGJRcDIc1E2sC9EKplLzZCVaEg0RVpBlXaus+9RsXkxSs/hmkgkYF/z/p5nFfjnLPIS0crELqg6iedvJPHTMUUnEyQ9yvr8zpsnD0udaksaa6VCqmgS4NG/cJ6W9lUh+FcPRFSdDSEKbZnL85Os4Lzj5IJf0aemmk3TI7irNBY82hqyxkmL3iiiuWrs0SRp8+vTS1uUy4JUG4qTJCiPueL1CHZzzjGc0kUEK4LQGbtj9/Uigl8ZMuwzy43dgR149ByoOLir3B5s2asLbApcIOs/OGSjjmDF3ujz7LxkoIh0yHfVYxCAQolmyopeuOY+GIUhfnju9zT3sMKcTZ48K6JSa9SoV9QrbaaquRrpGrH3tHPOIRj2g+/vGPt99Z6lcSROv91XYn4lJzfVRuUjbn/u/CELlUugR4CvM02QwFOz4gpvTDyMIxKVx99dVtvhxtdw+GnthLy0/fUv+ypPOud71rO27o9/NmTVjbEVeCe23eMF8tuMrxzGc+MytU+054pYFOdoD1GeysAiGwKXVvXXNcrZDI+8985jNt1HYKnjAhxErN3LZcCF1WedjdI+1xQwtgng9lLZ1MS1wqQpdroOQ8e69RTLiLMFFHJuo+LpXo+NJ7zrJ92BuGiRQiiPUrFdQ8qTIykUPs2W2cuCDGwNe+9rWiFTZd4Dmykgb3csk2DBHsGJgnq9aaBXapzGVpjzrqqHadN50QP3bJpk3gxBNPbB/G4x73uGYRUWKNGNrCoetaDDWpDjVIN9100zavh99gzt9LUA6QaPfUcdC3/SN4gY4GRXbM0qRcfuLLYVSB5LVMuxNxn+v5XYnnFdZllApcnEZcw7TbiGfz5Cc/uR0v3mo2jRgOrm0tC8Qe7bnnnq0i49G3DGRefuELX1jswku51bQcep5cKje96U2b7373u60SFilG84y5Ixzve9/7mkMOOaR52cte1nz+859vtthiizaRFBHyOfAAXvCCF4ycd2ER0NfCkQt+9MKFnUbtb+MgFQg3znVL9xagfTAlYqmw+2XkUKqtDi1wqA8aHuXsc+1Sl4qfLEomD8qExUX+6x/+8IetgBuFcPAMUBxKAOEadTfhccE4wbxvJ5VUnxhF273qqqva1T02KRvWt9RqqGkCKwDJwqLYp0nHU0xaQx81XsjCWmiHKOsOJqX+qGD7BlK177rrrs3d7373ZpEwd4TjiCOOaA488MBm//33bwfD0Ucf3Qq84447LnkOA3efffZpXv7ylxcFxS0q+goBVhREsQgpjcDfa1x40/y4wanRRDtNgV1KeiZpSRrHpVLyDLbccss2mROm9sc85jHNfe5zn6X8L30nCDRWxnApOcG0Pgug1KAtYuLPWThy31MgX8cHPvCBtn5K2gfZOPPMM9tYoXlWZIYI9s5hKKsBwchYQcdBysIhq+ZQlp7NC5WglYq5ChplIF566aXNoYceumwwsF37hRdemDzvFa94RZv3/oADDmg+/elPNysVfU36uKPmBeMO2K7JfpSgV6G0XEOvUulzb3v8qGUoeQbRypghfMaz1uRzgJQ/4QlPaD9/7nOfa9+HIhxKxIW2reeGq4lJ8r//+78HswCOi9zqrkm6VIawGkQumHHgCYd1t1WsIMJBVD3WCgajBd/ZWjjC+eef37z97W9vvvjFLxbfh3XzvATyCywCJjHhCUP6ar2wGmJDpq7rRIRj1EC+3P+59md/DUzz3//+99vvuAi++tWvtqZP3DzR+aO0eamFw/bvb37zm21ujlHup3IzZkZdpbIoKNFm+4yVqL/MW7Bfl4VjUhPtvEziO+64Y9ivLeEYihytdix0C5Iv4elPf3rztre9rdh1AA4//PB2AtALc+ciYKjJ2yJ1vXEFgTfHDmHhmBTZ8isyuo6LwIT+0Y9+tF1e+OAHP7h1Q2BCJ/A5tbpmlDYZpQ1xVaDBj2p25p7EcrCqYdRnMA8TS0nZmHii4GSfh2Mc2OXF89IuQ+SvGeWe8zCJE7gd1XcSLpXVjrmycEAaGIg//elPl/3OdwS4x7e+9a02WHT33XdfZwLFhPmNb3yjuctd7rLOebhsCEy1GuAikI4hJ11rKpwkuA9+7Msvv7z1lc8qfiKHUkHCcamltt/+9rfbOCKtNiHyHosA76nVNaMSjr4WDsaC4nlGEZq0PYTqsY99bHOrW92qWclghdvvfve7UN6sVAuH71OLFsMxNHg2IhvWwjGPZV00zBXhQDiTAOncc89dWtpKp+T7wQcfvM7xROiidVm85CUvaS0f//Ef/5EkEUwKpcsQV6qFQwPJT4ZDDioNUjaPYxAPsbOk/e7vFf1egtIdW8k5knLtcV/bpyDOkBPyANikZUMI8FHiVcYJslW/I5PtSgfJ7CJo8lFMxjjjJLV6bFYTWjS2phVbMk/Ey5bp4Q9/ePPLX/6yEo6VTDgAlof99tuvTUbDUs0jjzyyXabHqhWw7777tuvGcYtgrvYBQxKKQwcSzQNYrcPSur57JuTgCcyQOTis8BrX918aNDqKoGRlE4HJNq4nAn3LlgGrBtYxVnZ4iHBYC0dUnnETafWxzowKzi1ZYp0ClpWb3OQmzbyipG0s4RjSwjEPk1hkNZvGRIs866P4TXqZbrSkVmR7Xq0xi4a5Ixzkfyf47rDDDmt+8pOftMKcJWQKJCUgbx5Z8TSAhq12SAmChz70oUXXgqzh6vCT+CQG1RBCK2XdGaq8ZDfEbYDrIXVNyIPd/pvcMGRojAgHAgsCg0BNuVRGsVaN4lIZF4y3cQiHVoAsMjQJ8zzHCfTNpYifFwvHtFwqe++999wGIYsI1aDRFU44AO6TyIUCyL2fw/HHH9+sdOTcB6WJYHBZnXbaaRPfanwoIdoVvzKuYMRqxjJF/Pc5UsIqFCxuuEooE6QC06snFQhSyAkkheBRsp5OYpXKNCCyt5oF7qj9eJEtHJPGvJINwB5E55xzTquUVZfKcFi9EmRBgebM5DbuZIO1BGsS+UsAQXJ2FcMQg2tITdy7VIYe/Fyfjeh+85vfZFOo434hUBlAPMikCVHxGTVpXzaCU9AyVrtJrFKZhhAU4VjNAnfIutMX5qktUys0xomLWglylld1qawCC0dFGgwCghDRnIccAGQa5cVWzEOiK3dFKbAuEL+SCgQe4h7Un3uwoibVtqzSICgZ6wWZKVm5EWn+WEB22WWX9jOkzu92K0xqlQrly212N+o9Vyu6nlPqf7WbYnrIF0Sgu91KYJ7gswOvds3exi+tZgvfUKgtuGCAaOBWYuXO0CbJRz3qUW2AX07DHzWvxbhCi7XyJZH949wHK89OO+3UWjoiUB98u1g03vGOd7TxNCVCSCRR17DXG4dw5EBgceluuUPdc1FRGjSaOz7XPqSHxzKGO45VTrjtIKSjlGPS8FaNlfzcS4CMpQ0YS4u4snHeUC0cC4bttttuybUwNOMmzkADbFz4iXXSsQQps/C4wIpBPhfARMFqC94JFGUiKYECSFNLeUdFjrDgHnvqU5/aDIFJJl1bFNh27tMWIqnqu8RMzXtmY0825oEIzaoMyEOWyFYMg2rhWDBoiSmvSQxCabOTyMcxhFsl5Zog6JOssUMnByPpHNooq1cgGfe73/2W3C+lSz2thcNjFAsH5OUXv/hFG0MyDVQLx/9i++23z67o6AJ90y63nEf4oNGV/Nwrpo9q4agoWn46LtEYinBo5UdqQohM1aPAxkmwfbdNeoXLhaDQPvkG2JSQzLgEDIqoYKYdpV0gO9/5znfa9phGMq55nRynCaw8tHcqH0xqYvbLYXNbps9DO0eWyXko1yww6WXBqxGVcFSsA5aCjYtJDFRiLFiqhrWBlweTbyr+YlQXQuTC2WuvvXpd75a3vGUbXHrBBRe0bhgIDGC5LJaKvpCVZVqAMN3iFreY6j3nFUy+jA89w5L+rgl7UZYWz6uFY9pl+au/+qux49kqlqMSjoplQCgyEQ61Z8aQLpq/+Zu/aQlFtJKGWIuhhDn3uO997zvxSWJRVgAQsFua32WlQs+Jpc749NkFuNTCERGOeX/ulO+qq65qrTqrddLdfPPNZ12EFYdKOCrCCXcc14TNzjf0xEoAXrT6AqHo3Ryj3pN7QG4mQTiG3EF3WliEMk6rDXDnjePGmrWFg3HCjsYgSnKnPonbjqzO5KVJxR9VVPRFJRwV6wRf9olPmDYQ+FHsA5rYULCBgUMm/IlWqdTJfDGXxfLszj///F4xHF1gBcuktWqy4rLqCqWC1PwC/fyss85qSQhxJiyP5zUvqONkZaASjoplwHTetYnZLFe9aNv3ScIGBk5yD4V58o9X5OH7L24V7atDfEtJDEcJ4dhhhx16lQtXIstsURKIFeoC5bz1rW/dJqOzO23vuuuuzTxDW8ZXLDbmP4KpYuoYYqM1YIXwULuFshx40j5lb+GYpBl8EYToIpRxmhYOEV/cjrwIIPUxHdOyYn3uc59rM99+9rOfbVYydtxxx+K8NxXzi2rhqFiGoVwIdknd4x//+GaRYC0cQxIOn8OhulRmjy222KLoGeCywzIQ7YlDwryvf/3rndcgEBuXpeKDhgB96J73vGfxlgTqc7OOJemLukpqZWCxel3FxDHUJEhSqkm7PhbRwsF29uzVwovVQNMkHKNmTFzJpGjbbbctqh8WDRHnVFbbrvwcT3jCE9rl3No5eAhU0lqxSKiEo2JwAUawGYGdaHS5REeTBFrfqKsJfAzHUAKd+BhM8MpzgB89tRndJDCkZl2xHLk+MmTyu3GxqBaOipWB6lKpWIatt9567GsQAT/r3TAf/OAHj3wuAvnHP/5xG4zHayjhDAGaRmbQiukjtc9PVzDptC0UNVC5YpaohKNiGeZpKVwKROSfeeaZbaAeS/nI/DikIMUSwB4q7O5JPgIybVZUjLrfzDxYNlKZRCsqpolKOCoWDrJekJjokY98ZHPSSSe17omhMG85CCrmH303dbMruaqFo2K1oDryKlYEhkz8VVHRF9XCUVHRjUo4KlYEqgCdDJ74xCfOughzh9Qqlb7Wg1HOGRfVwlExS8wl4TjqqKOaO93pTm3mPZat5ZLavO1tb2se8pCHtOu0ee28884rPglORcW0MNQmfisddofheV+2Om/lqVg9mDvC8b73va855JBDmpe97GXN5z//+TYxD356m/ff4rzzzmv23nvv5hOf+ERz4YUXtssMH/GIRzQ//OEPp172itmham4Vs0afGI7S/4eGCFAlHRWzwNwRjiOOOKI58MADm/3337/NpXD00Ue3qwSOO+648Pj3vOc9zbOf/exmyy23bPMcHHvsse3ytHPPPXfqZa+oqFidSFk4wDxN7jYDcEXFqiYcJIu69NJLW7eIHch8x3pRApZIsqlSyUZGFSsHVYBWzBJ94zGi/YamhTpWKmaFuVoW+/Of/7zdmOu2t73tst/5ftlllxVd40UvelGz6aabLiMtHqTctmm3Se5UUVFRMXTQaCqGY+ONN66bkVWsOsyVhWNc/N//+3+bE088sTn55JPbgNMUDj/88HbA6zXN9NIVFRUrD33zcCCfCIyvMRwVqwlzRThItsT242R5tOD7Jptskj33da97XUs4PvaxjzX3ve99s8ceeuihbRZJva644opByl8xGzzsYQ9r7nWve826GBWrGKPk4ZjFpF+DqytmibkiHOzIuNVWWy0L+FQA6Pbbb58877WvfW3zyle+sk13XbIXyAYbbNDu92FfFYsLsozWZ1gxS8wip8aoqBaOillhrmI4AEti99tvv5Y4sAHYkUce2W51zqoVsO+++za3v/3tW7cIeM1rXtMcdthhzQknnNCaKH/yk58s7bfBq6KiomLSyG1Pn7NwzMqlUlExC8wd4XjKU57SXHnllS2JgDyw3BXLhQJJ2T/D7sj4lre8pV3dsueeey67Dnk8/vVf/3Xq5a+oqFi5YPXb+uuvKzZTk/i85eEQKumomAXmjnCAgw8+uH2lEn1ZfPe7351SqSoqKlY7vGLTZeHQf31+nySqhaNilphLwlFRUVGxSGAS//a3v91aZ8Fd73rX0BIyL2B13q677jrrYlSsMsxV0GhFRUXFIoIsx6yku9nNbtb8+Mc/bn71q1/NdQwHbumaDqBi2phfCl5R0QGCiysq5gEQDV6ApfbElc1jDMeirKSpWJmoFo6KhQXLmysq5g0s7xfhmLcYjlnet6KiWjgqKioqBgSbTV5yySXNN77xjXZvJ3ILzQtq0GjFLFEJR0VFRcWAIDaiJD6C9OasuiO78qioLpKKRUIlHBUVFRUzwDbbbDP1e1aCUjFL1BiOioqKilWE6lKpmBUq4aioqKhYJagxHBWzRCUcFRUVFasE1aVSMUtUwlFRUVGxilAtHBWzQiUcFRUVFRUVFRNHJRwVFRUVqwQ1hqNilqiEo6KiomKVoMZwVMwSlXBUVFRUrCJUC0fFrFAJR0VFRcUqQXWpVMwSNdNoRUVFxQogEldddVXncb/97W+XdrWtqJg2KuGoqKioWHDc+c53bi6//PKiY295y1tOvDwVFREq4aioqKhYcGy++eazLkJFRSdqDEdFRUVFRUXF6iQcRx11VHOnO92p3b552223bT772c9mjz/ppJOau9/97u3x97nPfZrTTz99amWtqKioqKioWEDC8b73va855JBDmpe97GXN5z//+WaLLbZoHvnIRzY/+9nPwuMvuOCCZu+9924OOOCA5gtf+ELzuMc9rn195StfmXrZKyoqKioqKmKsWTtnmWCwaGyzzTbNm970pvb7dddd12y22WbNc57znObFL37xOsc/5SlPaSOvTz311KXftttuu2bLLbdsjj766KJ7/vrXv2423njj5uqrr2422mijAWtTUVFRUVGxslE6h86VheOPf/xjc+mllzY777zz0m/rrbde+/3CCy8Mz+F3ezzAIpI6vqKioqKiomKVr1L5+c9/3lx77bXNbW9722W/8/2yyy4Lz/nJT34SHs/vKfzhD39oX5adVVRUVFRUVEwOc2XhmBYOP/zw1vyjFy6bioqKioqKilVi4fjLv/zL5gY3uEHz05/+dNnvfN9kk03Cc/i9z/Hg0EMPbQNTBfxOd7zjHaulo6KioqKioic0d3aFhM4V4bjRjW7UbLXVVs25557brjRR0CjfDz744PCc7bffvv3/ec973tJvZ599dvt7ChtssEH78o1VLR0VFRUVFRWj4Zprrmm9BgtBOACWh/3226/Zeuutmwc84AHNkUce2a5C2X///dv/99133+b2t7996xYB//iP/9g87GEPa17/+tc3u+22W3PiiSc2l1xySXPMMccU33PTTTdtrrjiimbDDTccbGMjSAwEhuuulJUvtU7zj5VWH1DrtBiodVq9dVq7dm1LNphLc5g7wsEy1yuvvLI57LDD2sBPlreeeeaZS4Gh3//+99uVK8IDH/jA5oQTTmhe8pKXNP/yL//S3PWud21OOeWU5t73vnfxPbneHe5wh4nUhwe6UjqqUOs0/1hp9QG1TouBWqfVWaeNM5aNuSUcAPdJyoVy3nnnrfPbk570pPZVUVFRUVFRMZ9YlatUKioqKioqKqaLSjgmBIJSSc9ug1MXHbVO84+VVh9Q67QYqHVaDGwwwzrNXWrzioqKioqKipWHauGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDgq4aioqKioqKiYOCrhqKioqKioqJg4KuGoqKioqKiomDjWn/wt5h/XXXdd86Mf/ajZcMMNmzVr1sy6OBUVFRUVFQuDtWvXNtdcc02z6aabNuutl7ZjVMLRNC3Z2GyzzWZdjIqKioqKioXFFVdc0dzhDndI/l8JR9O0lg011kYbbTTr4lRUVFRUVCwMfv3rX7dKu+bSFCrhaJolNwpkoxKOioqKioqK/ugKSahBoxUVFRUVFRUTRyUcFRUVFRUVFSubcHzqU59qdt999zayFVPMKaeckjz2Wc96VnvMkUceuez3q666qtlnn31aV8jNb37z5oADDmh+85vfTKH0FRUVFRUVFQtBOH772982W2yxRXPUUUdljzv55JObiy66qCUmHpCNr371q83ZZ5/dnHrqqS2JOeiggyZY6oqKioqKioq+mGnQ6K677tq+cvjhD3/YPOc5z2nOOuusZrfddlv239e//vXmzDPPbD73uc81W2+9dfvbG9/4xubRj35087rXvS4kKBUVFRUVFRXTx3rznpDr6U9/evPP//zPzb3uda91/r/wwgtbN4rIBth5553bxCMXX3xx8rp/+MMf2mU89lVRUVExKTlWUVEx54TjNa95TbP++us3z33uc8P/f/KTnzS3uc1tlv3G8be85S3b/1I4/PDDm4033njpVZN+VVRUTArHHnvsrItQUTEXmFvCcemllzb/8R//0Rx//PGDpxs/9NBDm6uvvnrpRcKvioqKikmmfq6oWO2YW8Lx6U9/uvnZz37W3PGOd2ytFry+973vNf/0T//U3OlOd2qP2WSTTdpjLP785z+3K1f4L4UNNthgKclXTfZVUVExaVx77bWzLkJFxcwxt5lGid0gHsPikY98ZPv7/vvv337ffvvtm1/96letNWSrrbZqf/v4xz/e+ky33XbbmZS7oqKiIiIcKE0VFasZMx0B5Mu4/PLLl75/5zvfab74xS+2MRhYNm51q1stO/6GN7xha7m4293u1n6/xz3u0TzqUY9qDjzwwOboo49u/vSnPzUHH3xws9dee9UVKhUVC4T3vve9zZOe9KQVOylXC0dFxYxdKpdccklzv/vdr32BQw45pP182GGHFV/jPe95T3P3u9+92WmnndrlsA9+8IObY445ZoKlrqioGBpsbY21cqXh97//ffteV6pUVMzYwrHDDjv0Cqb67ne/u85vWENOOOGEgUtWUVExbazEwEoRjmrhqKiY4xiOioqK1YWVSDhk2cCae+Mb37i5973v3S7Fr6hYjZjbVSoVFRUVK4FwsH0DQeyshvvFL34x6yJVVMwMlXBUVFRUTNBqQ7D7X/zFXzQ3u9nNqmulYlWjEo6Kioq5wEp1qbDVArjBDW7Q5gmqqFitqISjoqJiLrDSCQdLfivhqFjNqISjoqKiYoIkSlszQDiqS6ViNaOuUqmoqKiYgoWDLRVIdPjTn/60JSIkMdxyyy1nXcSKiqmhEo6Kioq5wEp3qdz85jdv9txzz6W6nn322TMuXUXFdFFdKhUVFRUTJBxD73ZdUbGoqISjoqJiLrASLRzUSRYOi0pCKlYjKuGoqKiomIJLZTUQrIqKHCrhqKioqJgQ2P2apF8VFRWVcFRMGN/85jfbnUArKrqwEjV+yAarUSoqKuoqlYoJ47zzzmt23nnnZsMNN5x1USoqFhaf/exnm5///OdtttJf//rXzeMe97g2ZfpqA4nTyGdSsZioFo6Kioq5sGysRAvHUPjDH/7Q7LDDDs0jH/nI5ta3vvXSLrSrjWwcd9xxbVtULCYq4aioqKiYc3gythrJmbK0rkaytVJQbVMLjl/96letaZWdKCvmE2eeeWa7DPJPf/pT85jHPGbWxZk7VAtHRQkq0Vh8VAvHguMTn/hE86UvfWnWxajIALKBKXw1+txXM0499dTmNre5zWDXU+4O3lcjORPhWI11XymohGMFDMJZDMALLrig+NgqICpWo4UDgnm/+91v8Ouu1qRhJRvfnXPOOdn///u//7s544wz6sq5GaESjhWAWQjqr3zlK1O/50rD73//++Z//ud/mtWOlUY0Jr3rrL6vFpx//vnNb3/72+aqq67qPPbb3/529v9f/OIXzU1ucpPmd7/73YAlrChFJRwLjtWq7awEfOYzn2ldYhWTAasZWJZdsdj42te+1lokPvaxj41NtureNrNFJRwVFTPCH//4xxrXMUGXCoSDxHMrDXXCHA+1/VYp4fjUpz7V7L777s2mm27adoJTTjll6T8i+l/0ohc197nPfdoVGByz7777Nj/60Y+WXQMz2z777NNstNFG7fbPBxxwQPOb3/ymWek4/fTTmw9+8IPtpDXv5tV5L9+sQB+/0Y1uNOtirBiQGKvE7L6IsGNoNQaNDuVO0t42024/AogrZkw48MttscUWzVFHHbXOf/i2P//5zzcvfelL2/cPfehDzTe+8Y1mjz32WHYcZOOrX/1qc/bZZ7cPFRJz0EEHNSsdDBoSAJUEUi0qVvoyOJ5damOv1YShLBxk40RWrFSs1hiOScbCTAteUV6tmGkejl133bV9Rdh4441bEmHxpje9qXnAAx7QfP/732/ueMc7Nl//+tfbHAef+9znmq233ro95o1vfGPz6Ec/unnd617XWkVWMhg40nYQtETET2Mw4VOdBo499tgVTR7H0VRJb03g221ve9ul3y6//PLmzne+86omMXVSXrnP9a/+6q/G3ghvVoSj4n+xUJLp6quvbjsLrhNw4YUXtp9FNgD7diBwL7744hmWdPLQoGEAYSk64ogjWhP9tKLGK8bHOKZdrH0+IPLjH//4QqZ9HooYrGSC4V0q08QHPvCBZp4wznPm3Gm7VKZtqV27dm0bkE4q+HnD+ou0hJCYjr333ruN1wA/+clP1kmsw8Y+t7zlLdv/UkAoW8GMtjgvwFrDRmd3v/vdi5n6Snc9rFQg+EZ9djz/1LkXXXRRs9122zWLhkUgDJB6LEkqK89w8803n4pVaVbWm3mKixmXbM3CwjFtt/fvfve7NszgXve615JyPi9YCAsHg/zJT35y21ne8pa3jH29ww8/vHXZ6LXZZps184IrrriiufLKK3ud4yceYlnmSXjPQ1l+9rOfNfOGcYP/UoLzv/7rv5pFwbvf/e52yeNQgZAkdiLdPxjleuRpuOyyy5L/c+0f//jHrVLAi7wPKEPTxGoMGu3Kr1GKlU441q5d24YcQICxfHPveYrzW29RyMb3vve9NqZD1g2wySabrDORYEaCkfNfCoceemjrntGLSX5eUDogIm1H7wQoTUMgLZLQsyug5gU8w3GtU/MkTEqAdeCHP/zhsuBwAsKHmgSIL2K1yqj4wQ9+0OmORWtESeE1bkzBShxrk8CnP/3pQV0q08Q0x+jPfvaztg8//OEPb2McyfOD7IMkzwPWXwSygdZCw93qVrda9v/222/fahyXXnpps9VWWy35sRHi2267bfK6G2ywQfuaR5QOCEtMZiWMagDWeBjHl8x5uALf8573tMvF7e8lWjxjK0fKJwXG6h3ucIfm9re//bLf+/QjxreP5wJodBAO/hsVtB8Wiy9/+ctLz+ie97znsrFmyzrN/m/3UlltGDLOZ9rtN83J/g9/+EM7tgge5wVwr8yLYjJTCwf5Mr74xS+2L/Cd73yn/YxJCIG45557NpdcckkrVGkw4jJ4kXsC3OMe92ge9ahHNQceeGC7JI5AmYMPPrjZa6+9FnaFSp9MeD6Gww7K1a4RzQtyAs5bOLDO0e9PPvnk4uuPYs5H8/nkJz/ZzAI3uMENwvbo4ybAQkLAOMqFTQ2vILlxrEacixKDvEHB+e53v7ssGDt6nrMYa6ttfKu+Q8VwTLP9sDjf9KY3ncq9onrNkwtuphYOyMSOO+649P2QQw5p3/fbb7/mX//1X5uPfOQj7fctt9xy2XlYO3bYYYf2M2QEkrHTTju12sgTn/jE5g1veEOzqBjFpRIJ2HnpYPNWlnl6nvRXG0mOKR/rQ0kMT6pNSyZb7svEPwSYnInBmGYcFHW/053u1Pzyl79cVt8h8ppoM0SC0VFaWA3k720xC2vDLO45K2sm7gHd35ZlkVwq3A/CsXaGFuF5kcEzJRyQhlxDlDQSK1JOOOGEZqWgj0sl+rwaO3EpZjHg+1g4mDD7audDCU8mViwfj3vc43qd961vfas972lPe9rY7dSnP9kcNJ5wjONqFOGwhKyLZEwrXmqWOUZmNVlCaHENaKVM3zKweyxWMFZs3OUud5lZPehP11133WBEPwdfv3lywc190OhqQ58BUV0q/TCL5cNdhKP02AgPechD2myzfesYmVixFhAD0XdbgHGW9lr0uUYqfkmEY1wN2BOO1L27rjMpzMMEgvWZrRVGWRHVt495Yt6nbekTJESU63EolwrXS7kzL7jggnV2o6U/XTuFOIp5d6lUwjFnGGeVir9OX6BF5PKXDHGPHEhLTyzOpDCtQfe2t71tJM3U/mddLcQs4QdW7JKOJThsiODnr3zlK+3KDgQznydNOIbqr36coA2PK1xl4SCfT3SP0msPrUn7+87CwmFBv2OfK3K++PgaMgRHoP+y4+txxx3XK/cRfYxzS/tZZJHiN1yVBAMTuKyg4FFx7rnntjFEERhDtn7qT9fOSeDmLFEJx4IGjdKJGdyYs7VGfVwhxCDUkkAGhw3ImwbQmAgYXnQLh7c0la4u4Nif/vSnrZvCEg6CqSFiJbkIRhHKCHO2DBgl0Fqm4lJI+BP34Z91n8ncXkugzdjose/1LFSXUpdK6plOMlZgVjEcJeAZpPoDgb7IK7T/Pn2GeBqWeypfS2lZcRNiuZPVC8JBIDBEqW+uIwsCiVkJlXOPeIvMtCwcKZdKtXBUJM25pQKFQcieMgTVEsvirzXK/XVvBhVJmbqOTy3NOu2005qzzjqrufGNb1xcFoQD5shJoU+boKVQ/r7Bk9E9+1o4MNV6gYzrxJKQcaL2U6tERkFfC4eEP5MBFq1RhXAUw6HfBSa3abhUhrLYdKGkHzERUu9os7BIgSC/0aRy1HjrB/s90Yd52edOXaz1zoL/bnGLW7SvyHWcOgewEgtLg/oJrxve8IatdWYcMghx6rIE+zExS5fKPKESjjkCpnhIRMlgkPBhe3NeQwSy2XPGsQYgPBAQj3zkI5uHPvSh4TFc35skh2TiLGXEKoBAtfcsBcRHGStLwOTpyRL3wzqR04IRXFguICuqO5MFZl97XCSwouuOYuEYh7z0JRzyx3NPuYNI5seu0X3dFVF/sWOH/AN90VUXTziiNpPrALI9CeSeE/0dwh/FVkQKBP2uK3U5/3/pS19qr8krt3mjfR6+DPRf2sRbQbDodQX+q9/06aPWLUa5tDX9uPmLOL8r+NP3I8ry1a9+dZ1VT9O2cEA6+7jNh0YlHHMGJps+g8p2piGCRu1g7GLk45ADrk3WSQYAqaQhCAgDfme59Lj3wGyLxYQJf9Rr9Tk+iqVAmGMpwoQL/HPFkoFbAWKDINL9aAuWx3qBNepmTF6jHNrC0fd4b8nDeuP3RBo3SG7UtvKTUklb+TJAONgy4cEPfnAzFEotZfxOQrfS50k7obDkiBYyCVfEX/7lX7YvEjH27TOMde6FIkIiLJttlt9zFg7GB+Oor4XDu94sYaEe7DSO1aUvSoiPd6kgA+5yl7u07TBJ5PoF+OY3v7ms7aeNSjjmDH2DzYb052J+lNkVLYlEajbpEVo8bgaYOgLAIyI+XUCYMeghBwDBY4XAOKQGEjCO1WZca4vMwdbd5a9JzAHbbqfuBSmhTXzQme0ntCGChPgP3j1IHX766adny5kq39CEw644sGS5j3UrZZHxS4xHQTSZ9G0fkZZJITfm+8oPJntZHXL3I75Hr1EsN2xLgXwhMyzXsJtndrUpq6eQD34s09+j56zj9B/lx0JDenStHmGZLEkjR7E4lLSx7zM3uclNmtve9rZLVpdRgCxQXpI+8ESVTL+zQiUcc4Y+wWa5yPVRJkviLpRsjcGJYLHR1gxW3CQMVoSAx3vf+97Qd5zzcWswStAP4VKRyd5fb5IWjtT5JQGG1sfs740Wxg7COQsH2XnxTWPm5d1nNUTbRov19xsCoxAO1VXnjhqH4pdL2uuPQjjI2YD7IFenksmmr+l/FKAYRCs9+t67hHAA219K+k8km7Dayfri45G6yqx76jhcRzwvSEfq3kysu+22W3vOeeed1253scceeyy7p499m+cA9R/84AdZxSEF/7xmuay6Eo45RGmHiCZV+19fWCENm0Y45AaOvwfr6yVISjUAri/t3Z4jYTpKPRBEWElmkaDJ369EW7ZuBv+fgm45hvgeBfjZYyEaf/3Xf92aicn46XNzlKKPIEIzZAIZ1aUiEL+ifjdKDAfWmwijuFQoB9sp5FwqJSSyj9JQCj9h0L+jZZkqH646lAfGQm6pcynhyJWn5H/F7ECG5Tq1yMU56X/rUsFdiZsnJ58g2VgVOFeWWvtsR0XJ+RERLgVuYF7eilxKYlJ90r7PCpVwzBnoELgy5CfNHec/j6PNY/KEMGji0xbHueugZUQ77fpzEI5o6VH5RDikmWmwyOSKoCAArw8gKzbRj0AQaZ+lvuMOzhJtU3Vm8vYCBaGjiYt32kS7I/MZK5N1eY2KvmZ4jifOhj46qktF/Qx/MnUYYrWNrYc12fdFX8uh/21SLhVbX+6R2tJASgjBgewamvPZl8Rw6Lq+HLmJzcO2iSUAuXOia+ieBKRCsLueB8djufXns9IE9+MQO4UjN30SMB/D0ad/n3322W1cm3ePlrRTKqYp932aqIRjTuB9iSU7XpZ2ZMzyXQKFyY1YARtcFZmsLdCcUj5QK5QYkKx7TxEO3AD+PvqfiSOKF8nBlt+aV3EtREtXUxhCGyhxqXAftFUfo4F5nyXPtq0EVsQgdL32WqIF5epVWmeemUAgXCroz2PUuI2ojLmAznHyLIz7TEsJB89Xm1faV+SW9PdPkVlvXekqB4Sjb1xBiasyGs9a2eH3EOrjUtHxWPG0P4kHv0EysJ5xnlbh2OfCf7zGTQAmguATFo4rO651Fl/bppQbBU4vP/Zyq1RmjUo45gR9BWSkZaSEANaKLp+2Oi3X07FdFg5ZJyxSxzNBdVk4cueXQMu9JHRt2yi+YZoDrysAUaC9idwnwNQfZ7VCey7Cdvvtt1/6jUyh9jx/H7TYY445pnXJoI35ftPXwmGPZ4IstRzZVVD2t75C0VrDbLn8tUeFv/b555+/dO2uZ1ranrQbz/x2t7vd0ouYgsi66a+ZIxx9QN9jbPR1kXT9Z3/DEkr/sDLLu3C6XCrRfVB2UnItIoV2BVKJNVgB213l6lvutWvXdrqwUsGwvMizQqA5L5Q5u3w/lcGVY4h3mUZ8UQ6VcCwoch0ac6U3KfNbjnRgIrfbe0cD04Pjo/XoKbMeg1cDOOVSAQgn8lDIxVMKBbzqWpgk0QBsGfpgWhYO2pF7kYsiVY6UkBRRo83IZ4Frxlpx5KLDdMwER1xOqTWiq17jtE/ppIz2yMooXkq4lJts/e9otzYfB2Pg1FNPXdYvctD1lHuipM59XCpo6sQZ6MXy4FLTeXSPUeJHSp5D5FJJHcekxy7egOdGW7PKRC4QH8OhCTiVaFDPlWdJzg4B60TUlyMyy/jAUhoRnVR7f/jDH17HnYsbc5SAZNtm3/nOd5rjjz9+JAsHrhblQ1FOFKw5crXKfeTv/YUvfGHpOaza3WJXKxg4ViO0ibty/lGP1DFoSBAIln0JaLZs6f3ABz6wM/cAg5LPsnCkzPS53Q99PRhApC6nro9+9KOXXcMu+eR/BBaugr4pkH19IFm2nSPhguuKSU0uAsrBSpxJxXB40sD/CDGO9QmY/P27Au0IGOXZsQTwiU984rJVQETooxnRttxv6MC50rZSnTELe9KUMs3zPKj729/+9tYSRHZdLAEldaBNqTcrqwDXYSlyV7IrC78iq+u+fbYnGMX83eVS6fNs+wbsRmWMNHjG3T3ucY9mxx13bH+z7a14JLlzdH7XvkBMqpy30047LZVDfYespve9732X7m8tgxyDLKHP2Qk3ZxHjHPqYH3MQKPpfNHFDhs8444z2M+SGuv3N3/zNsmfywx/+cFkywhRS8TmAPY923nnn9jPLjFHMPIGLAKGl3NXCscqgLJZ6oYH2Rc6c6hPp8J0BD8NlwBDTQU4N27mZlNB+GfRi1xIsRLpHGiHX9dqU7ewIatw5DHZ+R3tjsNpMg96louWbymAJeUIz7xKITESwfbQHlo8xqDkPV0MuZkDBlxtuuGEb9c75pEQmLmFcwlEq/OkDCA67V4rNVWHL7tvbBr1hnifmg2fpJ3N+g4Ch6RAn4GNZIhdFCpA0hH+JWdpDLju0U64TxWMguCGnkVBnEkjFcFhLUEojt8+EtpOwpp9SJ965L/8pEPDEE09cOtc/03FiOCZBOPqYzKl3tLw9VdbcdwCxYxyqnSC3jHWZ8nUOfZH/Tj755HXya6TuS52QIymyg7avPh21P+Ob/B+l7c1YsXFKuhdkVYn8PJC5CoalH0XxbWsKng3PJeVW8/WK3JEpxWQeYjkq4ZgBmGDvfe97L73wx/e1cPTxV9vJB22Rl42qlpDCvIvFAiGBIJbwYCAjmLybRv5fj3e84x2tls3ad4SQTaUrIuFdKgqSVb21KRhuEdwEb37zm7N1pIyQCywjDHwIFsv9EGg2PoX7nnTSScvqzm9bb711mxmS53HPe96ziOR4KHOokguVTE4CAa25/zVR27gahJtt21Rcj9qR8+lrPrq/bz2po4JVu/ohQvf973//st8gvKmtvYHaz/r9bR35P1rZkiIi9EV/DDjyyCNbyx99BLJKmejn9BcIK/X0cRNd8Qr6Puoqla64KVuW1D1KCQdtiBIwqkvFx+PgukJmqD/jAoO8o+RA4NV+EI5tttmmufOd79z2yZL6ogjJ8mrLEfVjHwjrx39p2/j4NNKvK1ZKgKT6AH99l/Jk73lDR2IiUF6UP/q/DQpPWXvtc8hZpHXMLC0c1aUyJ6DjalIYFSnhnxKU/n+9pPkggPU9SskLKfGEQwIFbZvPkAV7bxEOvUNi2GZdfnYNBq7N/wxarlfaLhzPtZmI73rXuy5ZbGz5rOaccwuVuHOY/Eh4hpUCQUN9tHkWwpff+azU3bYtuD71FDxRiFwvxGnoexSA6cF/CE8mXWsB8Ci5li23v472frE+coSm2sUCMojG6etn+69PdGYnOdyF5B3h+drz9b+3cPjkULIQ6Dw+83zo41g2+EyftOVTvW1Z/GftsKxl2UwcNuHaUBaO1LkqA89bbZeL17Fa/DguFesitqSPcYj7g9/+/d//vSX1Vpnw18lZbelHTPasNktZLPUZsmjHtALydbzt63xGHvjcNSgw9EEtRadP8JuVlXyn32MVhTzp/ow19pCyhMWPrzUdcTAoBg960IPaayM/FPAeWTis3Lb99Nxzz237AbKQtpsHC0clHHMCJmYFjuW0v9IJwk9sOVgfOp8lrEQKoslek3ZEONCgcZ0gbP0GWtbCwUDWJKrraFBoKSyTik/rLeCCYKBbMIEjJCRI7RI86/O1dffuhD6TL+WCdFAXXDn4bBG+PE8EMUIJ9wH+ZS9kFKtC9sNcTgWViWtRXx1LkF2qrHbypg2s5uwn5HGEEGXhWUMAcBXqedCHqTfvllRZpDRlwPNDSJLxVv2SfC5MDLQvpI629u2Uu4+FNGu9FPPjLW0W9lj/u3UpMOFheuda5MHIISIcXeM151JhTNAXFVxJEKEsRinC0dfC4cEEiwsA2RWVnev/xV/8RdsmVgZwfyZUCCGkgGNS9+aFPPF7AkE+rfyCyDJZQ0zk0uA4JdDz9eA/LJ7Petazlj1Xxi5uTognzxTCwW+0L9dnrFN24uJSip6u58falVdeuU42YAtZffWciU/B3Us7p5ZMW8uG2gi5hzWbcSMXzawJR3WpzBHoZJooS1wqXRMjwp78Dgw8rCdWQ/ODgJf245Aw1nHRZG99tb5cObOvtBude/e7331JGFi2zoBkkEBsaBO0T1w0FsSW+PsibBEUCkDzhIM2UWyHyphq61JNE2h/CZaqQbjw81K3u93tbu1yx65r+kkzOo7+oSC76Fi7qZZ+I0gNUifCkXPZ9TG16npE8UOEaHMsGg95yEPaF0t2IQRRciaRTQGh7e9NPXlWtJ3cgPjg6Yt2NZVvK9vfUqRB7ikdA7mlL6FFR1YMwVpFIvA/wam45XbZZZeRhHvJM8hpqpSBOB76Ha/NN988SWAYUyUm/q4y0n6QLTt+o3ZSmRnbjEHIEP2TZwE58xsW+nMjSyR9W24cjiHGByWFCVrtQTmwkloyZ2UX5SeuyUJWEcqquAyOR67wH6SXzdh8mVNj2Mrqb33rW2F8Ev+hhEAQRThYUcVYoQwpMqdrewuHv7e38MwClXAsOCJNVYSBzov1AIGOBrrVVlstO1dWBHVQGDyDmsBCOrl1qXh0TdLq3EwALOXCn6vspdbFY4Oe7GCQVs6xaBksGc1lj1Qd7AobXd9OLkwqCAm5iDwpstutl04Y9jgbdd9FCv2zs+WINDFvtfDHSmjaY1mBA4lUO6fKM6oQUjr7XFv5a3O8gnlxvUFULPiddsQdEJXL+/JTGmYEHYN2qmeFgNeKBE+i7X3e+c53rkNQ9Zm+aUlzaW6LUV0qvmz2ml2kC1M7qykIVtfqnZKypsqespal+hRWCFaqcSwWKyxkxHykIEuFltNa2ZEro8CzgIQRWIrSYnMecQ3Ijs+DhKsEBQxCZgmHZIusKSUZRaP2+eMf/9haf+1/jIlPfOITLYliXNCn6Ju8IDjc15Mu+wxsIL4/JpJJs0B1qcwZSjuDnTz8OTBofNF0UgWkwvjtcXRK2POzn/3sJQKAyROSoaVTyjwaEQ7FVtjrASuw7coTtC0IkCUcVnD4pWL2emjQXUvmdDzCg0lQ5lnuh+Zvr2d3kZXfHRKCcLEWkZwQRlizDFWxKoLNmirhn3pOKetQJMjlUsE8+rCHPWyd8/yx1IuyaNK2ZbACiXqjbdJneP68Ry4Q2oSJAcuNPd+SxQjeXWXL633p9hoQZYiqLbc/PrpuiTtM7cPzk6COBLkX3EwAqYRMkBEsOnIrlBAO3ScHrbyyGjhmfSwKLHUeJdkczxJXDy6vUpdKrsy6vnXbpSxoftzb556arBWDw/9+mbu9f9TeeoZYypBDWCD9yhxP0nQev9E+3J+2sv2Oz1zPrtTDNYNFz987qtv//M//tC5RiBcWQZWDMYbiBwHihQWIfse9kOGpQGFcSxwTtUEqeeAsUAnHFIAPjoCpVArhSMCXuFRSv8nsjFUB06787PYcCAk+QSYYDRKtFtEKD5h9KisexyK0tBRNvm8rPLzw08D2Qawcw8Tnd27UuWgCWDkwlXqG7icrb+GgbggZJlOCp9Q20looC5oPpmesHkwUJQGqmqBxJViBZZ9xiVXDasjEc0RCWe9alWL/w2LDZGQDM328hhWS9nr4od/3vve1lidW6NBOPAMC3jzoEzZw2F8vV1dID7tcojH6TIgRWeE7hDEy93dpkPa7AnZT26lbU3QqkNFft2vZqW2XvlaDCEyOuKfoV8oPw+RH3VIBoV0WDltO4m6QAzz70rLqXPoPZJ721X00yTJJ+1g0fw1PODwRtedJIbLWtC7CIVnG79RPcRO6nn1O/p6MNfoEStV2223Xyghr4QD0T+6hgNPUnkB+zK+9Xl5QlyjDtMY6hJKU6ci++9///u29Us+TOeTpT3/6sj2kcnJyVqgulSmAzpqLFrc5MfpoG6kOpMkel4n80hKoAudhxpSJkg7LAJKVg+OteyCC/c9fW795Rt7lUrHXQAsg25/aztfB3lfvGvSadKkTAxZiIM0WDVEWFb5jGiWZDtdAU1Dyni4t2QtK1c/WISf87fksExTxjDZk89YpfadtWMZrA+58eyLYmKQgdTL9AyYaBKpMtWjSqYBlL7xscHFuIuY/6gPxQzB7ASsLWpRV1rafn5yAnUCicqq+KiefGQ+eFPDyFonIKhXVMxLquZVPvn5d4z23/JV6oQHbV7SUOKX18jsKQ8nS1Oh/yC+WA1lEbTkhz105Pjxh6JqsU30zRTjoz7hG/NiMyJMfX8SFaIURLj+5T2wGZmQlv3l5FpU9quv617sN7fE6zmZxtkS4Kw+HtwLaettrrUrCwUS7++67LyVk0dbbAo122GGHtZ0awUh2NZ8QBQa7zz77tCZYJpUDDjggGRU/S6SEokVkJgbEU6Cp2Rf1zvnOESIQDoSBlp9GGyZxnJa1MbDQcBEUaATW9VBaP09CvDkvsnD48zQJYELU1tkSaCnCIQKFFsDkGwVXajKgzjaSm4HNf494xCOavfbaqxXCXSZxTziiwd2n7Ww5mTgkXP19/PG8U1YvTG0GSU2ATPwKVuN32ggXgKLx7VLVXH0R4pSRHAsqZ2pitOf5gGGVEQsLsSZaYYEvmz7o28+TAKx2WKaivmfvKSA7sLTYNtQYiIJqKQd7qPA7/SQ1MVuCrT5Wmk+jCypb1A60FW4nnqlePEe/HDOllIxTPutWsMiRh9x1UsfbZ4t8isheinBQNuQaxIPg+RT8JKxl0rbv2H4hOcRnZGTKysd37WGi+LO11x+T26VW1g8thbX9y8OSZpLleetNlHoBBXhVEg6ECsGARx11VPj/a1/72uYNb3hDc/TRRzcXX3xxyyh90irIBiZ3BBYxCZCYgw46qFl02M7C0kC0NS1v4jMTK4GgFrbDw5whHARcMXAwf9qVAeqQdGz8wWigdHQGKROAJuyuJXp+MFiB4wW4JRzWL2vr7AevHdzW3eEtGxzPUjhWhpDSPUUY/G/efYJfH9eNd+94aGKxbenrE2kk0aQIwYm0txRJjZbyqiwkWUKoaA8SXD8IRciE4mCsELPPxQsogtUg73rpHPoWhNSuvokmRt2LfsvzthYzBLFcSJxLGmyEMkSGY7E05SYi368EuQHtMfZ/7uFJnJYh8pn/pbBQf5QhuSMZT5As3rEOUX5PsFOaaAolFo7cfkU8A1ZL0O9ZHcPnksnetoHf2yRC1G/9d5GsHJGxk2GkYOXGrNpBuSkAz0KWlKhcxEgQNK/JG4Lmg0AjC4cvl+pmLRx+zCjmwt6fAHysJchfC0tMBb+8WsRR90qNMcGumIlkEvIfpczPG6smhmPXXXdtXxFoMDIBvuQlL2ke+9jHtr+9613vajUyLCFoojwYshaSdltJZd74xje2nex1r3tdKyzmBalBWKJloLETrAczRcDwmY5N/XzmO3UwOqxSleP/452Bau+rTq8AUH6jfZWNEp+9YgMIjrS7mQLIDAOejox2JXO91/gslO8gineIrAZ2YzeRD/oBxEBLcyNBZu8H2CmVfR1kLbHnecFBe3cJTj/R2fNpByYm4hVYBRCREd0bMMGSv4JJTPEGqUhzBC0E1O58q/aBkEO2EKokXIJkQB4hqQhr+o1yMkSmX18+NsNTAiz6W5Q5EchilHM1SFjaiU2BrfxPn2PSRAGhHgjvqA18Gf13bUle8sx4TjKVi3DgnoLs+PMgoJAixhRWFcBxNmFUagJLoeS4yHJEH2HiYMzh46etIKwoY/6aqetbC4yyC3eVNXVNO+76rPCy2nkJdA9kDuNAihQB6frdQkqa6ssxkBOfl4QyI+cYK/RDxj99k9go1ZVrW6Kv52KttTwPSxJEZrVE18uplPWK56nEgbZ9ov7ix4S+R8oe78h5vAGzwtzGcDA54iPUJjWAQUYgDcGQgHfMwSIbgON5iFhEUkDQMBnY16yQG8i54732pn0yICUIUSYwBqJM5j5pjrVw2PvLMkAbIkyJvGbQMDFwPQuIBgFVCDru4bXLnIUjJWz94LGmbsqm5br0Dd6j1TEpQWbLxDvna38GC+UFySEiRwKTJv2UgF1pEynNTdfRskACvwDBfKyEYQkjFjzeEYhYFxBqWAhYwaDn5dvaTtZafQOBzJnYAX1Iu7NiKUH4ErSI9Yh72+WfEmDKwNjlUtGkbp9TyvVQMnHb9o9+Bz6Gxj9/hDqET/1Sz8FrsSq39hzipVVavh/k4i76IroWq2G0MSP31CqHCCUyJYqN6gv1B+QJ8jS3hN2f5zPBWkRWI//cZQXCmoc8ErBUMY5SKzVsX2CCh3QwztQ3kAOMY16aI9Rn9blLLvtA5LWmb6a2huB47bGlfsc9cWWiYOZ2yIWAedlny7SqYzhy0B4RTJgWfNd/vCtltIBQQxuxe0x4HH744a1g0Qtted5QahYV0A4x/Wr/ByZS2LqWxWp3TU0mTCxi2UBZAOW2oINjNseqAbuHded22FQntx3dDraIcKTqo//sunP+Y9JjQFlBb10rEnqcR1AoE6EnMDa2Ae0Ha4Fv65KAPzsJ+YmR8xFWNnrfnhO1nRVi1JM+yaRG/0SzJs0xZcc8DMGDZKONQwq9ILGTOERTVhMlP+I/hLGWzNrJht+UaIvsqLQh1hqILBYtSD59QvfimnaFRw7qWwpwjQS/4GMq1Dap5xC1qf/sc6xgLSRYWDE79h7Rc+siQDaGg3fazboxozJ2tVlqUrLosvp0kee+Fo7Uc+MzclfJA1FCusrdZ/Lzz0bjRi4w6mHzeVAn+qztm76/2O8oVBAUjldKAY1j61KR9QQLO++2Dt5FEhHGjTbaaEkB1H/IY+6pVTXIY38echiCHO2fpDr4HCP+vdSatOoIxyRx6KGHtmxWr1wAzzigM2rjqNSDzmlnJYJFgpBBwUSgpYSYDpmwmJhYAYGQf8ADHrA0mSiTnSZgaXIKWFJnV8Q2wXMs7/Vl9R2ed1g4QVpoCd5tYtMa4wrzbN1qBhAeG5QGoWL5pszYnnDos8rkI/ZVX00KTJZKdmZREvAXLT3FsmRzk3TBx4BYSwDXof9AIFOTuQQ22pefvHRttTdasRVguMyiHWOjiYjzccvhHtphhx1acuvvE5mHU9YMux+GruG1RUsSfPn4D/M1SZy8ENXOxKk66TffdyOC48vYRYA8sdZ+ROMgZy3xWrUvc1RGyoNlDO1Z7lKuz2SGRSt6+euq33mtXeMKokH/khITldmXLUU8cuNQ/Qb5RGKvnCxVYLjO8wTKPlsFV1t3mY8lA7gb/T31rBg3evayDP7xj39sCSiWRiwYjFtdC1nId6yZyD0bD8PYwqWJTIAgl8CTLItq4Qig7IPe3MZ3/ce71yC0FbvPXmhBPAMs074mASZeuXa6JrBIwPr/UtexGqqdCG3Mhc8vwTG0pTc5apKRQJHAgzlr47BUufSd+xB4idlXwslq3wwslrvqWAvdlwGvSPFI0EdEx7dhpEHa33hX4iOvpXQ9r0jgIgxyKz18m9nfUs89qr/vy8oIq2tYTV4kS7EzPG8malnC/ITtrQw2S6uFb2M/Mep47TqMNQmhaq1k3rLjJ6PIzK9VIwhw1cGbqVPPLtL41D7WlejPYaJgLHtt1taDa+SIUx/wnLQaTRkmu+qSgqydIvayBjCZyu1BoKnynkQvv7FZRNhGmcRSbelBmWnfKOBXfV35cAQdb++llyX6xMFpTx5LOBjHyDxZhCEC9Dd7XI5QYYWQgob1gnH3i+uT7ImIQsp8rhn6Ib9rdaHKQ4gBc5q/Z85KFFk2qoUjAXzfNDA+NYGJigkcnzLgHaaonSoBmjUPKsrCN22UPFx/jPUhR4AksBonspzQmRXw5oUdHRmhSVAdL7RbBjKDSq4Haxmw5cstERWTV1bSSMh6AWGDV1OwgaKp9rAWDjQ23Cg+o6qFt3BwfhTDUeJ/t9alVPmic3z59Z6qX8ocymcEE24B6oL1x6ap5pn680nUxjvCGfOxxpGts+8zlnCkViIpPiQi7vQPTNNYSLS7q66hZd3RRJ3bKK+r3VP/+/YTsbTLWL0A5zcIGgGETBiKH+IFeeI3lB7JqdQz7gMsSFyXlwJU+8CXgTGhVRKUh0nObh7G5KoN+KKXn8yj/hpNfH3qnrNwaAdfr5xYkuuVBP6TK9ETW0/Y5frRMdwHa8LjH//4JYuwSInckoy1KKZE11eCQX6DzKl8N7neAqqAaV9XKUE8E9UXwsH50eZ2nvzpOvY3W8dZE46ZrlJhwrPZC5XCl3gDBsDznve85lWvelUrqOj4L33pS1tG+rjHPa49Ht82WvSBBx7YLp3lwRx88MHtCpZ5WqHCZEjnjeC1ulQQkd4ReAhvCIcfPFoqq2yU9n+sHbSpTdZEnACTNCZuzINMUrxwY9ikM9a/zYZLWl6JBoHGySSAmRazX0qrs4IBbdcH3KXaA6FRmsyIfqLlvbbd7PV8kCmTBgLeWzhUZ79igTZD+FnCURK/kBvodvKzv0mgYiFgubcXKmg7WuXBpCKLFqRVkfiyUnAugcQcT914hvxn75urg7+3FaxowOTTyRE12y/0Tl+j76HxaWWQoHLb8WA3vEpZufjt5JNPbusaxRxFkwOffd4WK8h5QfRpU/qDsnJSHsYjfVlxC9w72tq+DzS5laBrXPA/fSNa8RMBTdxP7ARjoq1r0iKJnJYKeyKsa0e/R2XvOkZjw8eDoGgyf3TFt9hMwNYap2v78tgJPrLY6TeeOX3GJjfzFhZvnVxrxpnv28SDIOfoU7StXTmHPOc/xeV5YDlUSnTb9lqiSxuwHQLz66jWqBVh4WDwYoaWX+qQQw5pP5PsC7zwhS9snvOc57R5NZSJkWWwNlXxe97znnbCYBkgy2Hx8bMEch6gh2t3uMwda5cYcjydD0FmdzuNzrNCVMtIPfidCRmNiRdr9vF7Aq1m0TWsW8Bqf5qIITyADswzoTMTwMgx2o4+EoSpiRXriHabtBM5xzKJRruJ+nZj8uJ4mV1VBiU903dNvnbwe82B6zBhQWiZUPTCQqQUxxImkCcsSzJ1RgI0Z6UotXBgsUOoRPCxK3Y/F3sdu+IiVUYPbbIW1U2p1lPw5NMTQd6x0CC0S8zrWDh5Vgh7TUCqD6QMy51iflgpJNLl29lOHvwWJf7yYAxCjgje5dq8IAaMJfq+ggApl11ZNymNspQc+nJ465T9zIuJnE0e7Ut76Og7soP+qPP7rHyw7SF5zhhiKbfNYdEVM4XMgFhjBU/JFWQHzwh5RvkUT9ZFvtQf7O/RajDGGc/dHsdnfsOaaPuUlWlrDJlF4UN5pEy0scpu+yZ1pe+lyB0gwNvWnReuHHuMf18YCwfCGFZl1xcDOiuTEQO/BASg5QYkDfOKV7yifaWANeSEE05o5hERu42Osf/RWcmbwAQKEVBOAnu8oGvLzIvwzsUvWKCVYgWy12N5HbEVDHwEKhOpDQa0HVbLZuV+0WDgeWh3UmD9xynTvZYpAyYOBh/naXBG9Ygmb4S9F370RaVH5z5ErYuIqO29lsTAx18L0bFBq7SLNnGywa8QOYQbdY80EAssRBzLBKb06ilN0f6eagOrsflzreDyAlTnRROPvbf22fHR9zofiw8JsHhekU/b35P2snEWmgS8BcXeB6C90UeUkE0kUWXG/YA8UpS/zd9ir6u+xZihP+g9VQ6rCKDo+P2Q7PEck8q8OSmUWDj8ZJwj79TP92HqpBVvgHawVs9ojJZYL7gOk7Zy1Sj4OaqPHwe4sVCSrBvPnytLFCQRWUafIYjeZ6vWuTpfeYKsXLBKrpWDvp7q48ixnKX1T9dbUTRv+vLrHOWK8b974PbT4oeULInaaCEsHEQ0R5nplCmwopxw2GOBVgFoxYnXaqPrYP1RoBkCg88l0fE28yOCGGHOdyYRbWXPd/kt/f1zGrtA+SmLnfi8VcYOIsouKwUajNUOUm0miARoIEPauB4mbpEDf06knTFxipDZFwIOTYyltF47BiSx6woaRXjjE0YI2oyHuaBRtbW3WqjOvn0ijU0TTx9CYxEJVoArDaIXJaDz9wH0JZvTAKRSgdvzII5y2VmLDuThnHPOWUd7jPYO4oU7jJUXTAiQStwFkBT6Wuo5aCNDP7H6vhmtKJk24UihK4lal+KX619eBpSWKSI3Hrq2jSPjmdOHtJkZSgDtzu/aZRVCIssm/R8lgjFsA6EtmbFtpKB5SzhQ5lAAtW9Mrh2w2EF+kSN+DlhjPsutnBuXiifR/SJCqd+or6wa9l6lz3nuLBxkHhSI3LVrnmkYAqfQCivKB19K6Nu18X5g+A7EQJLAxPqEdQIzZde9mfwwazI4mSjp+JAXvutcnitCmmDcPh1Xg8jv1Blp1J7MdN0ndW8mP0ysCp6k7Gjout4nPvGJpbppotBEXCIkIYBK921NrH22IvfCGeEkd5CHz60RXS+CXaVitSxfz5RQ8khpR5wDmZRZOwfdy/q8U2TSElPfFghVm0+EgHEsajYgVZlDIQlKWqf7YHrmGWIRxGXGhMdx9HEbK2T7orVq5Fyj0XiflIDvsnzZzz7/iMgG7UJelSc+8YnJ8qfqkVM0UkpWF6nJQf0BqyCTvre4oSwxDqXl0y9FSKg7MpH/Ia6pctiJ2xMOxZHQ93Ap+VQK9B27KgbLC1lgfSD3H6/PfQMgupBeXHK2HSzxpb8phUGkNKTqkWv7UkI4c8KhYE2w3377LfuPzgvZeP3rXz9c6RYcXmBGv6e092ib9JzZks/adZPnQPBtFxg88qFLMycAl4mZ7whiBpIELu4IYmwiQmDLYutqj42CtbyQ8wMjJVD9ZKXrQDps5llbNga49+v7zxb+dxELSAuCD2uUzVnSF9LWmfi8Kb5rLb2vW+oYaX6U3W9GZcluVDZ/Hfsf52kn4uj43ERIfeljqXr4+6gtovLyTO0OuPY8hD7PyboObZ/SO2Sd/s4kZf+3k7PM4DZw1dab/6O+MG2NMvUcot+JP/G793YRGH33Y6/rnNRvubILWBa1NJZrYD2QRU3nQBwhnYovE7EV4dC9raKQIkiQMMV9CAoixfKMa8b+Rx8kqFtBmzreWr2wsl522WVtubF8KPEe797NbImFJRypZ+H/82R0YS0cEi6shCCGQ/7dihh9zIvAWzg0wPykrU6Dj5JnoPvwH+Z+AqX63FuDj04ukz9Ac2VSQXAz0KwLwJfX/h795weDP4e6onWilYj8qE6Yva2lxJpF7XU0KSiuRHXid8gS9WEAR3uCpMprwcBHQBCzoPO7NlTydU8J1Jy1Imq3XDnthMCzw32Dm8wLJzthRFae1LMSaNNSy0ZUZj1fvw+LJRZWcOv5Ku20nUi8pYwXbjG5eNFsdZ69tu371nVo6442y33pNza3TTQ2p2Xh6AP/rPWb/z9X1tR/lpD5a/a5Ttd9bTZbjbncuPMKkCUCkmO+rJrfGI8+rivKpqs6Ux5dUwkIdX/JKebMm970pu28SR/EKiflJbW8Vuf7uKGoffz5KQtH3zlpaIykmr385S8PfdUwNjbWqujWMIQSM2YqqpoObJPySHAzKZbsjWCZdFQOzM+KJenSpPnPmjB9WXW+Dda0QAtVAJj9T/5USzAiCweIBBC/kbuFyZF7kHuidE169D8re9DQRerspNh1LZ4XFhjckbioIFjWHeOFR7SPROraKQHD+SyB9RYOndNFKoQo8LDkPF+WPsTJHqd+A3FAWGO5IGbJ9is/1tS/GSOsZmNVlT0mVyf7TkCq9rBJxdro3ZdhUoQjRWL9OPaTqX7rO+n4drKZfYmn6Hp+XfXQ5+gc5ArjVnIIK0EUu+SvawmB7sNkHwVpdskSu8Q1p0B4uWvH8NrAmmvLpneIreqnNAUp2LQFUXv632ZNgEciHPvvv/9SWlwLGof/Kpp2+SRmvS7B4817FtEOnNGkr46s1SDEb2D67UrZbu+toDgLH3+Bhihm7suA2d5OADmLgd/CGTApMiH7c23qcgENhPYleJmJ+7jjjluWkZEltqoXwWIIK1xHuEDIiSIobXcfcA9NPFpxUSq8IXBKL88ybkzaCoyNJo4SbSTqExCZaGVTanIqFUIpLTkK+LTH+c/+vGiS9+fINE0fJxBZbpKIJPjJFQsPgdhWs/UkLkemVdZcrI4mQgn/iNBMAqV9r8s9m+tv/jesqrhsiZ/BjdAVKJ1CiiT734hzkPuOWA3ur/jBLqJr41cApCWVA0jHIctESiy6Uhvomp54Rvk8UkqffmNZLW4YZXtNQeMCS4mybnO+XTTgZfLCWThSHZNsdjaQdDUDskFOCiZGb54rYZyY4Jgg7fFd1hLvQ/amwwi6JgLEJ0vz2hFavV/94oV9aimYjsGPCTFJlcNPoFHsCySCWBJcSgxMBJ7dUMxm+fOTuc3DgcD0KyZK2kqf6et+aXgpcoTM1jfXnilAxHCt2aRlEmy2PQhqs+3uJ++U0LTfS0iLFXjRDsXRNXyflybHuLB7sUQWDsYeSx/tdW3Kfms1soQnZ7Xhv9Q41jUg6Lj/1PfmgXDouacUn1S7545h3D3iEY9onwPjicnZbvmesmRFilWfSVCuFMacEsXlFDnAM7NyMLKMooTIgobiIre0Be5Yq1BF9/J15J3+oBijtWZlipVrlqTq+lg1IFdK2pZrH9pEe7Po2iyTtcnSJm1xm0gMhwIGeaGhWd8SnQGTpbZNXu2gjZSjQVsGexALgLkf4UinsUtgldTGZmLt6jBYDtgXoes4gQ7N8lc6KAPYL8H1ExBMu4vEcC2vHUj4YhVjkpdwyhGoaIDYSdBb2PykaFOjR5O7IsYtUfHH5MD/WE7Q8LRcswR9BrxPuR1B2QftdZX4C41bViqrSakcuCdYndHXklJSr9yzpX8oEE6m+ZSrQteR9U7f6a/WlG9JA5oeRN8mzLOrvjzJichuVPfcNu78D9GhnLIE+k3ChkTueUT9PVVuv4KlbxkmeTywz8f2ky7lS/9hRVTullwZIAUQdfoIz9lbFYiBshO/yiIXNuOMOVCynt/5jqVZSbnWrl3bJoU76qijlnKOEODvN3zkd8YHK2vOPvvsZeWmfDaPSDR2uS9yjXGmRJI6tmSsz90qFbRhzMI2QyOMjMbTEquKOF++BZ0HqwKdnfgFTIeQEDpwl8ZooU4EO2eteOnut3RqOmYqh4K1GNjv9t0LK0zXJNryZWQQYyLURmPe3BnVl0GOeyj6n+9+M7nIGuAnWvlD0VZ4NorFiJDSBnV92pmI9hKLVRdyk52vE4D4ac8Fb+rluUqbt2XyGnqu7SMrU05LKumv3rrAS7tg+mvZ4xCcZ5xxRvufD6QuyUMiAe7bKXKp2PN9faM02vbe3EMEjwkl17cmBXs/2opMnpBilnLa/3Pt15dsWmJljyuNI0uVP4J/Bl3lhlBba4VXogTidOQCjywKNmjU/oerltwXyFD6F+NRGZw5Hnlj5dRNb3rTZTvXejedxls07khZgNXiYx/7WLL+zAHvfve7WysUuWZYDQaRgoA/8IEPXCwLx8te9rL2HWLxlKc8ZR0ff8VyWEbeJdQJbKNzIrQsAfCTp016RPyCklmRfwMTet8lmn4S9f/ZclrTX1Q2ficWww5KvVM/tHFIlT8/ahssPGgmDNZoT4xUXfQuE7wtC/dh0FIGbc2u/yOtsAsIKCbMErdKlyZmtf2uZbFMZpBSyKLfYA34yVX1o5wsGcat5Z9B1AY5+GO7JhdrgUILpNzIDwSo3Z24K/4AgY6y84EPfGCpHJowvTXM1iuycPDsrJXWE0ffrlGQaeSSsOUhnsaubEnVaxR4q56vB89E8Q7ep6/zaRdSa7MlRF/tV3X12YRTfSk3BlJyy56Dhd1aNnNlTWnzKcLBZxQilqxSF09sbOZae13kne7FuSiQInfWuqB7rDE5UPT8fHk8QdbvyNAoFsfWiWfBnKCM31hUICisjrFkZqFSm9scHNGKiElt975I8JMenQfrhTqjh5bcycSd07ysmVkuLAbi+9///mWbrpXAB1VFsIQjJ5Sw1LDJU3QMEz0WMVYXWAuHnRh0HgJS+2vQJn6H0FQZJbQ0mK3ZU9DzsNfrw/pt3Uo1fU/MbH0tmIDJghnVyYJ6EcuA5s//XnNHCDKBeL86x8riZts7IpCpcpf859vCtxflt8Gyvr/Y5+KvjTXEuv40tqIxY9/VTrYs9EXanD7mz0HjxZxNO9prpJ65rwef0awZlz53h7XgjYquNrdlps9D8ognwNVDQDHKCjFmWKQh4HaLgq7r+jJwfbujrCU8QyC6nv0tNX5LFQnahPGkvgQR9bFq1JE9o9ROVvETcIHb3b7pW9qiwROgtYm4If3Hi13BUbbon5QHIhFZeHy727wd9h6ztm6MTDiI1WBXVgJT7INRg47L3FcKaAcmYV50PCZjSzj4LhM/gpQNkXKTmX7vGvy8COjqQhfT9ZNdbkkgYEBoR8Lof91Pe2mktBo/CaYGjNdWZKZnoEf3tfXw148Q3c/+bjWWcQcz10BgRRaOHMnLWaZ8HSJrDp8Zw10R+KnAQ0siSuqo+vj8IinB21VfFB4sNpZM+POlyftJQrEungRKWRBp1TXICOktR1E51VchRoyJlJIx6W0glHGV8YCmyzsm/cc+9rGtfIAIMYmeeOKJYT2EVP+WshL1t1S/TMmGFDiGSfypT31qu2cWSlaJJSZn4fCuCpQbFDcRDvqUJxySLTkCI5nrZZWt93rG4q1+mev3Og4XMFsnQJJzZD/Xpl5hXRjC8bSnPa2tGMsRc0mLVjPosPjQpElFHQFmreRpJVqmR9TxNCiYvErRNYBFIKPlW6lJOTeJi2QhAKWd2kGKkER7RwOzZUNA8jvkzJcZIcLvaKTaXFATW0n/HKUP59qh5H4lFpKoPW3dLRlLCX5LjOwkqd8JTIYo4nKJrAuRxcAit1w0RfwsgUmZeXNWBY6HxGMRok/gR4/Kp+uqz9j7QziIw6H8CHTv0hKwzGF5xAd+/vnnr/O/ncDsGBk1A20f5Ain7f9WCfTlGlV+d5HhkjGRIsf2N47hGbAyhu0ztEOxXx3TdX31A6xO2udEsPuopMg3ZC3lggOyPpBrR4qfd6uvcQpK1L+jscx3xifWqAi+75dYIBeGcODzY7UBAYoVMWDJShvutwtPISV0UxNbJFht6t5xXSqpARVZBbhflBEv6vhcBwGO6Z8AZCLJLRAukAa/EgW/vVJQ+2tzf2I+SM2O6ZiVChIQOQuHzu2qe+rYLotU1/n6Tc/WWjVSqzf8/bsme09aIotRytLjz0ndN9Uuvo4pjTMSsLpmymJqd3C1MQRRe9jAVK5NPhTuC+HA0oALBeVJsNYQxi8TVKqNonbRZD+UW8EjRez9JCrCkQoQZvLGbK9g7hLLhC9DKbqu0UXco7qiWEUbVaYsHFhLcpM8SqLd78cCKwg5flKTuT7TL4mV0ipDTwA9PMn3496Sk2j8eCthZJmOAl4XhnDgj2egVsKRBpMlnTvau8PCanmCopw9ujoLS1y1RXhf7aLrfz7n8onwmQnfd/rUwMbUDLGAQHiNPTpeAgQLBrEqfq8De0+WBkNYtF4/IhzevN7HCmIFBBo2xEmTVV9Lh722FbhKedxl4ShdpeEtHKn3rrr760afU5D2aJOl2WW/KQuFHRveFcPzVeCeL6+9rtfGsbIprTpWRtwerIjyJMdOAl0k1GeVhKhAfv1+JYLNk9KFlCafCxq1Fo5U/AM5KOhrWHhogz7WCvvMomzIXRa8kj4TyQ9bh6705tEEnSoL/2k/nZIy2XZmLvQWNOJatFdKZHlYu3Zta+UWWfbn+zKnlBv/PUVqojIsBOE49thjm2c961mtZkAn9Us/te54NYP8G6yX7qsBc7xIgwUDWv5Le6w/L7cqJoXUsVbT7jo2Mhf6MhJwRZugbWLhQKvsI+CYWOxSbGJj8N8TVJWbEHyboBH7FQilZfD/cx0CzpR0J0Kp1qi2Juha++TYcvBOGyKkbPm9sO+ygtn/UhpyJIxzdeoi1LwTNE07WXnhiUBUvsjCoeuKBPNMfUCfLy8k1VpDrDbJ9bTXBcsI0WQhJSx7tm1Nn8OUz2TiJzRPtCHgT3rSk5octG/RKO5aMqjSFwgI9SsaAORcO6um2pB6sPphlJwhtg+zso6cQhBw+q4vi44vuRbAMqAdsFPH2Hr469MeED2/5Dp1DcmPVPr63Pn8Zkkv71iN6OesFiH2h/ZZe33Mhr++dplNzRU2p1CqTP57ygoTfZ8mRnIy8iBh7qQxx9qBRs6SJb1X/C9gt6lJwcNqI56N8sL0SZBuytznGX+p8MhlQ7Rl4XPOX4qg6bonAwtygDXAZ/LTuUwGxG50TYC8GMiQLFwyJcu99Ay8qXtUc7HapSSjZIl2ofZGKDH5aaMx/cezR3DR1kwyIAqGjO6XsmTY37sElzfLM4FrGXSu/vzPBMCz1RJie11rTbDnQCCILVHyO46j79AGCHSOhxwALFq5+/MijxDt6usuMFFCAFj2T2JDMv3aFNocz73ZGdQiGtuRaXso0B4oe/QH2oh9gvzScfoFba1VWdFeKlEZS8mxYMkilkUm2eh5Rt+j3/UZ8gL5i3ISdVlObEyX3WvK1yUi1SVuTB3vj7PXZUkqfQdlRAR7rWmrSGGw1iJryVNfz5Wra/wBm/9jVhhpRPzt3/5tSyxg/zQsQsG+V6QtFR45DVT/W80XV1bOVKhOSSdl4la+glQZ+yAXVa8MpClBZu/pCZUVUHbnRT9JSjvQuQhU1s6zGiB3z8jCEU3SHiUaWqmm3wVLNqNraQKmDdg8jmdBO0VxAp54WEFnrQt91uT7a/IdC4CWt6YmAZ1H4iG5wWz/1fOMfNZYElRfFBssPpBLXBGyKFkh7cur+/sJpot0RZqmrvX4xz9+KSA7Os7370mAMQI5grTz7rckAAcccEA74apdoxgOT5hzZY7+s2NRWrryCCF/xolfgVBDrAiStLtHe0XMPoOIcEdljo6x7RMleEshsiSoP7PqUFY3e8z666+/lB1YeZT8+fa6WuWY2uagVC5hVd53332nEsw8qEuFVRcf+chH1tFSK5bDMlUsQoqujuA7HcSNQYd/FVM0HZOBR8KqnEYuAaKleCUbK6VM2lYTsoObiZ4cAgwCTLpKVDaKpcCae9HclbvEt4stT6rMqYGkBHUSKkyUmKW99toXJVaLFFKaFoLam79VbgQGYw9TPXVi0qWtcE3hWrLWxdQE8vSnP70N+I7q4T+nytuXnPEZ8rv33nu3mqv/P7qG7ocLDasGL28etzETtIG9rm/f1DPypCFH+jW2/PPRf3afnklaOLwWbuuKq4UX7cZEhYaPZSmX2tzWydaf8Yhrye7J4aH70m+JY+B4iCJyoc+mblG7Y7Win8tS3OcaJWTaPlcdr4D1UZ6d72+y9vg+sd566y1zwfh4oai/pvpT1zjSMVbZmiVGujsbZrFSpRKOPJSXnweO6TeVQhz4TsaEiA9WmpxWW3RNcn5iSHXgUpeKymbBhIdWhZBnsMiqJetEziypa3r3BoPc7kRrj+UY7WabEuhRHfUdE7ncLpq4/TEl8NqrfRalGm3OggEgmTID2zr55yjXAEKdcQgxzWk6/l3Xt1pTZMXwn0vqVQKf1yOlnaa0TTtJACYKnwnXH++tPfo91Tb2PH32+6l4a90oMVSjbpkQ3QOFBLkh2Uy/IG7KWp4pJ+QN64jqH8VwoFCgpae2WpDVDULDZ/otcgpLLKTDLy+NxklkIUihK0DWIkU4UivU1C8gV8TfjWqd4TzkmFbDWMvJ2sQ4irYOSK1SieD74CgK0FwTjt133715/vOf33z5y19ud+70QaN77LFHs9qBJorWSefNTfq+w3vBaDtTymeY0ux0jrca+GvkLBy+M/v/mPgkWPhMfE/uXh52jwJfF51D/yKKnmvnjssNtBxZy5GVkt0r+xCOFGhDJgvaQrEbnnBEkyYCHm0pqm8EfuccJqGuLcv9bxFBsOWKYNuccuKOQCBbUA7cJIwZJjfKBpktjXvqsiaovKwcw0TPcnVPtqLy+4lJhMLHQ3gCmhtTQ0CE3qfNBvxmxx99icBRXLG4eBVzw+877rhjm78kNTa0X08KjHe7O3gkHyxy3yNFSUQoOiciqSXyIKU02GWj97rXvZLWmRRxFVAqcfEq11DULoD/UUJ5DlrF5Am+v36KzPq2y8nTWZORkQgHK1TAK17xinX+o0I10+j/bi+PhgDrz63H9x1fn7sEuEfOgpEiHBKgucHZNVj5TVH/GmR+AozYt7VwKPOoPd4ey6C0u5p6QmbPySEKFC2ZLP1v+h2B7C1PpdfywpGJEC1UuSVKBXYklH05vRavVUJYU/oKIMonjRbrm1YNdU3YgD6IMLbWGN6ZCC+44II2op+gTcbMSSedFD7TyEIRjR17fayFlBWzP9fG9E97R5YNWTGIT1MsEceitXvCYfsy5zCBQGro/9yTtlEqdhusOi5EKuzeMIIf65T7MY95TDup+RTrPk+Hf14iHKkxwn1oT93fkr7UyhiP6Pn6zxGR8L/1IRwpxU7HswFlV0Ixey1bBl7R1h76b73r25vgefoEgb/R9vTqh/ZeKVJNv9NWEFGblgS1TwsjORmVkS96VbLRb7LD3+q1RQsFDGG69B0nx+CFruRDuQk3Z+FQPRgUdsv63ARmB7X9bBm51xIFJiWCBm2ZuiLs/URCO+bYfxf8sdrboMvCUXI/ykWcgvWlpyZXK5hSqZEjwW3vDzm0+TCi9o/OJ/gT6wPPg76LRpciPTo3JQi1gRsaJeb9iMj6c5hk7db2uUA6riPyi4ZPng3Kbf3YaOgiyhp/uPdYcaHdQ4HumRpPxDVhOWFL8Yc+9KEt0WBCwbVAOw0Jb8WwSLkz/fPVZ7UTkxYZMgn8J2aMttKOyjnYdvdxJSkiHJ0fjQvfj/3k7n/z2wKkyhvJGHufXOZcfyzXs9tIWEITlduC5HP0D14CsU5YOjnHJi3MjSPmBuK31P4QS6zrKTk+S8wuXLVwYL30pS9trQUMYITAK1/5ynUGzWGHHdYOdo5hzwBMsvMAlROhFwkd/U+5bXIgOoj2iGAJHgOf86mj/rfn29/85JebDOyxOQuH1Sp82zM4mRjwfSpdcC6Gw2oCgJ0M/Zbj+o/njraAW4rMfRqAtq4sCTzttNPa9yjjoAVBcHZzNF0jV/ccMEd3rdvvu++FJQGWHKXIJqt0WO5pf4vq5L/zrJiE2c/HR9Lbc7yQo0zk2WEyTfW53DXsZ54vVg1vrRIgiNZkL8KhSbArMJDr0aYsn6bMUcwPMQqMP4S8XcZuy0kZaGcRDksKOZeAcNpTzw4CA3m0uVSGRG58UYbSjL9qP5QaSCT1xJXAZ2L0kKXUr4tQR/cYIstqinD4zwCrmd29nPMgflEZdV3Kp8neulS6CIdXBmxuoFT5Ijm7ySabtHKTsqutILk8DwWXeuUx1U72GTFGII7+3lG5Fppw4If1a9THwWte85rmLW95S/OmN72pjX7m+2tf+9rmjW9849IxfH/DG97QHH300W0EPAMfs2zX5DNp2Adrd6O0/6mDI5zoZHZSh4B89rOfbQc/RIugR4ReiiDY730sHPxvGXaElGlfMQwQDgJJS9Z5a1t4gcmDSU9LbjlfFhO0RQYz7aeMpHYJH8cyQFkyqW2lU0AL4Tg7oQucxx4NUb0VT6Cy6XeE8fbbb79OkqNSLcKXQZNIZO3x51kBQ/t5f7MlmRxjza02GyuBhbRxyvwcIVemruN9v/dtZt9xYxDr4TVsubF0XEoztr/bHZRTEy8ZN4khiepkx5wfT6zWIqbNXi9H4kcFSsfpp5/enHXWWW27pPb0SLlPoy0PrJUQYkEgOK42rDVcx5K91HO35KzEwhFdA7CCz2dkjdrPPkOvpCCD7HFdCbwYF4xv2tIqVTnCkSM9XeesTfRXYiFtUkdkFHVBZmG50Hkpy1V0TRvvIRkNsZk1Bl0jw5I7NMih3Cr4ddnZcLfddltabfDe9763nYjVmEceeWTzkpe8pD0OvOtd72on8FNOOaXZa6+9mlnCCp7cRGS3DNd50TI1DeJIoI3qv+PeTMRek/Tl8YD80Im1gZKPmk8JWzsQOIZBRYKlT3/60+3vDHZplEyk++23X7seH23cm0J9yuAoKt4CoebPQ8hCVPHbMvl6jRQCTfsoYZWthwZ7Hx9p5Kqg3Eyw1F2EyAqXKGdI6nn7a6O1U29ZxzwgaliQovJ58LwZk5Bjv2sq5nj6AvtNpMrlhaPXzOy9aQcsL/46Pq4gNbZ0Hs+N/pTaK0TtHLlm7PG6B8cRp8EeQPRJ+o2A1Ud9oYs4AiYAYkVKgMsDSynPEasfri1tXW7vIUtZ1B4cQ1/wE6Bvf+rg4wdSsNfyMRzW1doFYmzkwvLyLerrKSUo9T0CfYx7YmUgnokYKhG2rvOjsljSImjDSVuvBz3oQc373ve+da5pr4Nbj/wzCrC2ClbKhR3dX8+COZE+RDI1+g+ybuEJB1pin07WBXZnPOaYY1oSg4aPmY/dGo844oj2f8xGDCC0TQHhgpmUgZwiHNoyXsilpR4VEVFIwWsGOj434BB2CGQizTHh5ghH7t50UgRZ5Kv1AlMkiMkGcyDWCoQvW0dj3fr4xz++9L9iT/y9/DUjkoJVQyb7aHmYN2naNksBIoFWzwRrlzYyECkn/Ys+I20VMKlQFvofkwOTFq4broH51qbIHge0IdeXadZq3lZ7zFkE7HmeAKEtiVDaNrNmZF+PaHJmOTzPHGsUE54Fz9xnuxS8ZWG77bZrLQq+zBYqP0qGv48Ih4/hyFlZIm00miy7yqN2YCyov+t/lqPagEFvyfHgmbMDqs8vEoE60+cIQAVMRJyPSwrXK7IR64eSpXmoPpYo2rTutg8w2dmN7LoUpgic06V45q4JAWC8YUFMxelE98x996B8yE6UG5EsFBBZPKJxevLJJ7cywo85pUDgOVmZy8Ru84hcffXVSXJk5VjKOoOCFq1OytVd1h/GJxasPjuJzzXhiDLejYMXv/jFLRlAi5D293/+z/9p9tlnn/Z/JdKyg0Pfc0m2Dj/88OblL395M03k4ijsBKrPqSBTvTOhM/FB8BT0RvvAYq2LJEc4SgcwhIS09Qwqro/Wj5BT5L4tJwwc8y9WCSanKNOeN+2WTtjWtKhJzO4zkCMcCAKEF0Kbevj7M7FRp3POOaclsPyGifcpT3nKklUJYoImz+SNO+XUU08tTu3tP0cakhWskdXEk4OUhm/Jlw8wHIUceatMF7nz0ITqJw6rldvvtl7eXdTlUomegy2z1+4F6//353nI2uUndhtAXJrFlfqVrGDRihcRGsYVY43fIL70SVzJfM/FcETP0vcj2sK3R4mLwU6SyKYoNijqq/5cjmGSxlr2sIc9rHWX5+5r6yKUpChX0DdlZSImpojnkbJwIHMVyGz/twqf/ax6EeNDDN4mm2zSrpDCSiUZTjvr+dvxoGtwjCXEqUB5Xya/8kWfsYhF1uyFIBwwbBvwMvTmbewK+p73vKc54YQT2kh2NM7nPe95LbHB1D4qDj300OaQQw5Z+g6pwRc7NOxE0rVSxL6nUhFLaFqXgl1eSnZROre1Mo1yb/8f19AOrAworCoIQDquD9ClXPxPICMrGNC8cm3j7616KVI7VTZvwkUQlwRvUgf8opg0owGKWZUsurQjVg/VX8dIE7IBrDlTr/09pdl4y43gJy07MXT5p3U/f2yXFSO6lj/PxwPkrAJRWUWoIKbE72iLed8u0TWV9Ertk7L8+Lb0VjFfPyxg7LacQukyydz3ceDLnrt29J+PffJxQzkrQlc9ROC9i7OkTn3/8880lZuipG8rwNYSaD6XuFQsuAbyEdnokztyLcgG7pGHPvShrWVKlkDFvmkZte2/qhdylr6nbTJ8v059jqwYJW0yl4SD1MhM+ARyRmbuoWI4/vmf/7m1csg1QpIxAruwUHB/NSoP0fqo+Z7a4h3wgKNkSUPCdgz7mYnMw2ug3sKRgl/rThAgJjt/TNcqlZz20leb1T09uAaCycdwCLatOIZjvYDVMUrnbc3BaEPW0pWaxNFkEA7+GPsM6Dsch5DwsO2VukdUP1sP++7bqOu86B5dFo6UhUUbAUZaUk6o0VZRfEVqQvREAKDV4Q5gksdNgLUo6mf+HuSUUKptWxY/Efn7o/njhkRmyU2jYxDo+NoZP1E7M6HYpY/2Pr5uvCBRXG/U8TMOUmPZEwraAWWBFTwl52L981Zj9QEmS7+EucvqV1IH/ywiuRIR367JleeJBVbWDFtWuURKyp4ak7LGq8xayr3++uu3n+3ck5ID+h1rGm2bIhypOjOmdB8r54dYUTd1wsHmbWh/b3/721shPynWpNwTFtb/jgkM0kHsiAgG1gqCAP/+7/++mSWiNsFXaM2MKXMYiDqVP94LMzqmN6eOI/CsKU5BkrZskYDx2qm+44ogMNQTDj858EyjOljtDEsOA1obIGlgYq6M4Ns2SnZk65fqzymBWipcU8dYK5WEeO6aVrBEk7x1OUkARho91h7tuRPV23+3z8AnkYqOF5QEKzrO1oOJn+BZG1Plrym3ra0bZMIHDPty407DNSuSpXrQ17Bu8tJKKP9c0FxLrLYqK+OQOJUu4V7SZzCp09f7KHEpwipFRmST4EXGDe0iRSU6l7ax2wEIEPczzjij/c/mEwK0l08FECk3dvz7/xkLn/zkJ5ddN+WqihSYVH+kL/Ifc5csqWpfrJ99yBL9DwVXSgyAHLBJmpWBGoN//vOfW8swy/zt/yqzLzvzG2RXcSCpPtVl/bJybuEIB2bnD37wgxPfS4XgHGI2YGu4VMh7QMAohEcNi4vlVa96VRtpz2RF3g6EknITzAMsQSAYqiQRl89NAbxp3Fov0D4Y4D74szTxV440lvijI03PExQbPBVZCaLrRb8xeK1mktLyo+va/yHNkW/Ul9uXIdKmc0IjBR1L+yLosNrIn+ufS4p0RuXUM8+ljecYLAVd8QNRO0p46j3X1pSNSZ2xmRJ6/E6/ZWJjIoSYa9VTrg35H9nABO+D1UtIo4BA12oTm70zZeXxZbDX5qXgwxJ09ZGPfvSjrbuQvkFQqj0P830pEfGuB9u2TMA+rskjsghLMYiCXvvsuOqhcrDyEPJptXv7bj/7vpKTWRBg5CXlJqbBXleKR07+2P94zihTOl/l8HIFYvO9732vJScQtNKJn2dDH7f3sJvpeZJl28LXozSuaJIYie7stNNOSd/8kCDfxp577tk8+9nPbs3bL3jBC5q/+7u/a5N/CS984Qub5zznOc1BBx3ULl9kUjvzzDPDILBpw06metiUz+7qaTsAZk6sM6yEkCaWuqasDiITLBVm8OBaou6s8FHymK5VKimobFrR4wd6SuO3HV73RmD56GovBHPXT5VV5CzKSpmzFPA7E5zOsX7bUmGQs3D0yS7JuTbbpcrgBRwCHmFjSVZ0b+pCfAQTks/LkCNTud/t/+pTaGr0uZz/X/dnQk89B73j6mCc87LtEEF9izZBIBPfZftXipCVEsK+gtleL4q9GRVMOKx0iMYwip/PoZO6FxYtu+LHljcV4zMKUgpEybX9/zxbxoUnLyk3ij8m1XcI+CYlOwqzNrCz17NyK1XGqP9EY5EyII9p+9/97ndtzIaPr7DnYGVjHhO07NneIxUuYJWVFBbSwnHssce2MRSkwMUkO6nN22h88mzwSoHGZU+XaF+XeYElHBHL5DsEgUnq0Y9+dLsShI7mk5fZwC97XU3ouBQQQqTMtQx7nFUq2nND8Qwp/6HgtXI7Wao8IJcKO7qO/80ejz8WDTdFMiMhzOCE4CHMFa0uWPeKbw//OSI1TBJM9mjqvgxR29jr+HLb39D0fD6NqEy0A9Yb1txDUKJjorr5STL1fEXOEJ6Y5PtYqVJE1Z/L2Nfy1xR0fcqRSmDXpa1Gx5deIzouNcZHhe1fucm1C1oaTers6HqRu6MUfmmtyo1yhVskZ0XLaej+mK6+4C0cufLShyEzGutRmv8+4Byuh+XErgKR0mfztVybIcb0ee0WDWg7zpWFIxVfwnU0D0ftp+c7awvHSISDfAWso8d/56GHVxEPyCjTJd8RsCzDpLMqTbLNFSKgyWv/iohMKNU275gMx12lgp8TMsO79X/7c1KDwP/eR/h3XUu/UT9cbrlcIh6YqTHzYwlgUtaGablzovJGRMGv4y+xKqQC4gRIESvCmDiiycLXGZ885mgt+xsH3lJg+3NEDFN10GcEM22fuj6AWPndgX0d7cTut43P1cNeI7qu3kv6pb+nylWSO6JkAugiRilNOzrekgp73b6rS3L38coKMsMv+8zVTb+lsgZb66kde9GY6NLmrYUH64O9Zsk+MP53LBcoMDbjaYlF4Ve/+lWWlNG3dc0cqVcbICtS1r2FJBy4MJ72tKe18RI+B0bF/4MVhprQovXhdJC3vvWt7SocPzn5To7WwLIqNMtIyGJePuCAA9rPCHVWxYzrUlFHpQ4KdvLl9MdGmn/qvvacaKK2v/sBQ9uhydugLX/dVBnULphWrXUkRRAircH/LkHXNVHY830CLnsNHadcCz5aPaofBIpJnb6CtuTNsrly2XpE4He7qZTOJQYA7VmCEcKMILWrWXRN+q2WoXeRvJzAtpOK9qEpJcM6xt+X6xH/hVWvi3BQD+pM+0LwrPVuSMHeRX7sRNJV5oggSikZ1cIRQZq9JQ6pevjnYJ9ryqIakRefyyNHVu01kB277LLLOhmfc0jVgz5BPhShZDXk73//+2UWEA/6tpZsd8lIjmXMWQurre84sTVDYCSHDgFMz3/+8yvZKARMX9HP0TJFn7o6xfz1P+ZyJUTSPh/RAPZZ76Ljos+RBQHQWbEkWE03Kmfu+qovS/IgTqWaZAp2+Vmqbr5MfFe6/Kjs0UQUwbaDbeNUm+cmcd2P1R92y3dbDiuEIzO2gGWL50RAG6QzsnB4QpsiLxERwXWHALT9VW4p/OO8cLViPfIm5r4TcZeFQG0CwfJjwdbp7LPPXmYxjCwvdrxaQpfqD7QxxJ/4COrIqh9veRkKqWctq0Vq3Nnf7PNNWclGLbdvQwV2v/vd7y46P7IS+v9Sk210/xJt3lqh7BLSlIUjBeXaiMgzZJT4wlRd17t+HONGZ4fenGXHHm+vZa9Hu9EXPQnVa9YWjpEIxxOe8ITmE5/4xPClWaGwwisSRl3mdyv47EBBm+zapK5rTXluwuc/BgJBrBLCOfh6pLRTtGFYOCZzLyy7BCeArBDxbds1IhzjDrCcyTdXxlybQijY78df015HS83t5NCl4Qq4UXwOk1HhrVYCRNan0+cYfleOGyZhcjxgcRPhSGmFXZaoVNlsuVhpgqaKKwbLjt8kkG0QtEGir1+u7jkLC8QQMzrEjs+ykvVJuV5SzxwRjCyMqeukzOup5FmlyFmnUiQvd25q3Hb1EXtOjvRxDfZvog8TMydLQMrSmrqHPmNF7Lulx1p3fcYseWnsMvXU/SNyBVKhDJHSslAuFTRssnWyrwluAO87f+5znztU+VYURDhyUeHqUF7bjibikgQ1PjmYR9f5mOd5EWVNDEGXJhSZbD1oA7TwaKLxmreuY6/JZKL00tHGZvpuc1HY31N1LvX5alWQNs/yK0pyViUEk0iiJaGco30WUu3mJxV/LASOPW1skqqcZmzfSxG1Zdfz1u9MPix19ztKR2Wgr9lss6my+FgJiDETCe4c316MA8gqzw4C0pdEp+plv/e1cJTev4s8d13HT5SecKTG0ThQ0ivfhpBibUrWha72V114pjxf9j0CWNaibePtuYrl0hJsK9tKlA17rRJFyULHY2nFnQ7YoyiXll6fo7ghQH+2m/P5+5Wke5/bVSo8TJKy8LKgspVwrAseNP5eHjrr6W1gUQkiC0eJ6Y9jU+y7S9sbV/ikBq5fqumPYdBAcqLB58uVcu+kCEcOpYORZWsSVDa3iL2OfS5e84rqwDlc05IwO6H6cyINmmtDDEm6hEDvazHwVhVvrvVl8haOKL+Gndi0rNff1x5v4S0S0Xl28uSlDbT8/wBzNW1Ezh424eoC51FeyHGfsTC06brLSlJqdUttmaDfR7VwRPcV2eAFkabtIeiQQcieXQauFwGm55133jr755QAEs8eSFr6iwxJkZqIKNrPXTKD/6gTVtZRsOb6RQJsAsiqQvWX3KqslEvFAksbK+/sfcZ9pnNBOOgwFf3AJMXDZxDY5EIlJMBrozbhUgnhyFk4Ss2HUXksIqGXs17YDbisgNYxTJrR/hr2mrb+pWTBT6oWXZuc6VwEA1HlEpoidQhUot0joaB6Rpvy6dq6v1/+rGNtG9nVJ5Zw+GRcaPpR0GjOUpFqN//Z3gthh4Uldx9cKzlrSx/gtsGSg+KDJSSnYVoLB20mq1RXfTmP41PKQYqgeU0yVT/K/qEPfajZe++9s+WIrmF/z5E2C2+d1Dv9GFcf1jHIWClyli3aTbs+H3/88e3SddpfwZFeNjCmiDci/oeMxLn7pX4rbYcIVg6VTNSMc3ZM7qs4CpBYgtWZS7usWF7mpfp37rd5IR7FhMNudpYDjfH6179+nDKtWHhNsEQzsb9H7yWEoyQAqtTCkXKpeMFoha9+1zG45MTGS8oXDTLB7hbrz4lcNraMHl6zymmV9jMTL+dqnxyCB6PU3/Zcb/UQ4YgsCzoe96XOJzaCTfLQ5BB8mJIVmCywEgTNL1rB01XH3PG+//EbVjv2Q7Hl9de3ZSN5Ecm6uiwBqf8xRWNGJ24CE73ajD11WLYfnd/X4jOKkLaWtVz5ATEukYXMwvbhLu3XliEqV0SQRN5I5pjrJzmwco0AYZ6Frg+JYZwrYJI8ScT15JQfxjDnpSx7fuK1SG10mELu+cg68/GPf7y1QthrRtfw//Xp02sK+if9BJki0o6cIUBabmU71iJLI6SPfhalDZhbwkFacQsianko2r8CgYfAzO24uJqhjmCTE+XYbNT5dLw6lDYJygnGXH6CnMXC/q808RGp8CAYVEI0Gky8K3ugd3nkCFRqQKcsHFbwp8719Ua7o1/nEFkGqAsEQBkCMQ1Hq4ciq4XetYxQgtK7LfgdDZD+o3sqgyEvVmF4MoD2hbCxiYQAQrRrkkqVU5+x6KSsNRap1OoIUQiHzu2a4KkvOQ6ia9t622yLkYWwJCFe1B4pRGOha7Lz5/a5T9fvubFsn5/vK+MAwqLYGSFafsn/fs8b3ze8xTOqg2IuBH8OMhFXBS7KEnhrEX0D4nrWWWf1On8UrAniM/z1rIVSGWMh2RCOlHIiyEqnTfrGfdbjojiChFUpehH49bCHPaxdq46A5sVOjGhc0XLDiv+nCVt/cB+txcLHcESsVrA7F/aFymY3bsoJNMU0yHfqJxFvsuwKoI3KEmk2XctiU1DZ2IFU2gNr6JmoS8y3qUkyR5xsneULVqBXJHBy94iuXTKJ2JwjOc0sZVniN8gCgrDP8sFSK1rqf58cKSIcOgeSxQZq3uVkSbvGRelkXoKhBbrtZxFxK+0bUZ+KLAejlrHkN7+9gT8uek5R/0TOMP9E9QJY9VB8Ups5Riipf5e7alQCt7bnKi3GL1ZN4l0Igk4pD10K5SwwUsgqLhO2iLfMi89solbdKTFGNbnZc6MJgcGZi4rviuHoU44IVmNiOScMXFuI+9UbkbvAT86lAtSfG7VNNJCjgW21MfZW0PeuiSglYHKBXfxuM5ESf4DpmeWc+j1yuZVozb4f9En4hkmcDRkV5Z87j+vin7dbm6eO9W2fek5Rmfy1ovpb8m2vxTOkL1qt2+bAkdl8yEl1aLJh61w6aeSsA/bzEJOQbcuSMkAUiFnQzrSlZUhZjyCVUSwOx0BOc0m37NgtUQB9eVPWyr5Yz+3CXXId+jUWGOJd7J5NXefOA/EYKWgUc04UIMZvfv17RZpwdAmTLsYst0SXhWPUGI6u41MC15YFq4HfU4QyaYto/YZWYsuJT7mknJyLK8Tvo6K9EiLh2uVOKIEXUv75+ja3kyqCl/gVWTuwqMhFQrAsnzUZ8u4JY0owRlpWdBztcvrppy/7TW6wyBTuJz59t8QpJ6w9Kchd3yM1Riyh9MmSdA5xJX61jg+qTaHvpKxjieXBvVZyndIJonQS7FNOe13ekd2j7v4d1TEqM3Fb9H3uZQPnI3nYlWGWFwGoZNT07dR1fu6aXcdEFpnIAlWKNQV7KkXniEzxbo/XyqCuOWWhCMfjH//4Zv/992+tGWwUBtjl9J//+Z/bpGAV68KaC0uEREQSos5CvABaaY6UlCSEKflfg0Plh2nLbC3YgYeWQcwBBJXcCwRSInQQbPSbD3zgA0vXg4BQFw04m8U2NxlRt2gVBn5OvxOkv1aJQI/awwsafw2EHTEcl156aftdabIRtOSXeNKTntQGfvmJkvMU2IX2xvmnnXZa+wytYMlNYCVmclyf7IXEMm2dwxJUnpddIZMjCGzQqPTlOXg3D35nNn7UUu0+AtC7VLg3fZBgWfrTOeecs3RN6qMlh3bsjYKc8PZ9i/5dujW9jSVJTZCRy8B+Vv140V+QBXbLdYEcD9oWwU+QlHfo3b+j+vAb8QS443B5+P+QDzxD6hEt31V5ebaRVbTUGpT7v4Tc2f5MP2Yc23T/4ygwfbHtttu2K2ZUPgivXwU5D5aNsQjH0Ucf3W4V/9SnPnVJcNDg7OHxb//2b0OXcUVADx1NftQJzv8OELR0sNSWxSUulRIzbPQf8Sg+vsNei6AtAhTZ6fAhD3lIOwkrC2bKXVDCzKkP10KI2j0sSoDFhehzhBpBmNG29rm6R+4ZX2ZIA/WWUBTJxNJDOmxWA1B+/Y+wx9+syYfrkgmRrINHHHFEW05IR2ryEfpsi06GTAiH2gSLEucSj5XqL3Zyo6xYY8hFYPd3KTFfQ54kFKkXfugUQbK/7bPPPuv8z+Sq/AV2IoWM8IxtDhqf/wUgoCOrTo6o5urYF10WkNLr0q8g2BBZEW1/H54VS4khGGpzgGUtt3lYSR08ojYlVol+7wOOZXUj0ya5NIhPiHIHWcKhJFdRGUosHFgVWfVFvb21MoXI9UcZaL9R09lvuOGGLdGCOEd16YKvdyRbo88LRTh4SG9+85tbcqGlgAjRcXelXMlg0mX5GNq+/MqpDo4mknPBWNiskhEQ7vjnJ2HhUB3sf6lr2MGKNQOLGEIBwcfkZ+MmUlq1rscEzLp+yBtEFwGbq4MtF0JNv2NpOffcc0fWhKLnglBHIBLDIjKmDKJo90zudkWKv54VXHY8lVrFbJlyQpDxqsRFHIMAlrWiK/ZDEzd1SMW7REI8KgvxK1giutrY9wtbP6xZH/3oR5dIjNqWvp/aOVPA7dIFCE1qxUPJc+nqR10ul1z7aTwik7Wni1+VBBhzWD9QEuzy6yGQUyAElFM0ccYC5BpS4euk6+RioHjmEGIbn+GtcV3PhON4plZudJ1DuW0iMSsLGef8N4qF43bXx27Za46LWWcTHZxwCAhEtJyKbtCpmOzQIIkupqP5ZWLqqNqIKgp6euhDH9qrQzOwEEIMGCZXBA6TC9aBM844Y1lQ3ZBam4dl3wQb4n9lYLBXCytDeKdMJdfD3QIpY9JkoOeWv/UR6F11SLlU9I4wxFyMtolARVtLIYqtoT0QXkq+xLPCdXHBBResc/9cG6fKX9IGmshzEwiuMJGprvtAJrHU+JTLKfdAVzn9b7QZExgE1F6PvAWW2Ef37Sq/zmOsEqTXhb5WQq6vyT93zZK+2AW0cGWy7XNeX6TGFOSe+D5elgTqWPs9IuP6HSAzI7ll26TPpFti4fjyl7/ctp/ctyof5Mc+Q2RrKkNyCvSvUVfUWMteybMdimSOivmlQgsO/9DtdzRgJlmfV0BAQ4k0Rt9Z+ggNrAEIYUznxEowYTNx81nX7wKDCcJ00UUXLTMBAiWhyZVJCbLs5CZtX7+V7GxrfyvR1Eo0nr7wJnxiM7Da8OywwHS5hqI8EPyGQLMJmGxG1q5Jpo9LxZbFThIiHPZ/C47V5nslGpmWgqeulwOTk7V++POjZcBqJywnXvCTI0j9tAS2zaMJrE9bd92n6/5dKDkul3J/FOh8jevS8vAffQjLK4oGVnK/ZDkVw0aQKOQytxV917Pw/6O0sEKLhHFerglKie9dTyI3uGcow5577plV4krQ57nk3O36fx5cKYNYOCrKAKOX8PPL8SKhbYX+UJ1GTNxq45hZCSJDC43gO6+STAkKVlK9uky/DNZddtllKVjSMnK9KJPP0mnbqC/pyg1e3Dk5+GtTX8ruy0L7YbFhkkPwRhqaf4Z+e3lp5VgNoxTrXYJFx9jr9ekz9jwbw+EFue5hA9NS/dP/3sfqomMJNmbpHxa/6NnnNFnv7mEySW3/PYRZepQJvGsJder6fS0cOseOuaG0XayoXnlKETTkDgoXVkBIK0oM410xG97qY+vHRM6iBGIIRXAi2dDXwsG9Gb9Yj1Pw+XN0T/0+anuuMXvJ2Dp0nRN9jiwf84Zq4ZgQ9LDpzDBnOxhsVHGElEkxdY8SMEFAenRtBgqprxUt3tccHB3riVLu2NRvKRddNMhyFg5iW6y7w+Me97jH0uSTqic5A4i90YsgRB8zI+GG2wrtuXQpbrR6iPNxN6VIlRXYEbzGX0LGLIkoycCp/xT8C9BStVunvbb/3KX1RuWlnR7xiEe0+43kJhFPfPwEAXDZRcGMoyJHhO0xKZSawKP2w7xPoHgfZcSOzyEJB/CrSlLPCqsG/YQYJ8g140bpzFOB7rb+rMrAnWefI9ZartuVP8dfz5a9qy1S1jTFM42qEK4ZU+76+/pkd+NcexKoFo4JQwNHD5pJnhgO+1ukyUQm9KjDl4IJQhYOCQebR2HUzhmdn9PEvBau3ySgSlKbl/ye0pKEri250Xh8enK0KuWZ0UTQV3D7ib2v1s8KAzRCNESPvvtJpMrF5lm44Jigce+o/YglwcVBbIp8zli8sEoh9FPWA107KnOqrkJXPoYUmZGmbMEE5/O1pJCz3NiyseXDZZdd1ivJmr9Gl0slNSkxWfeBHxNDTj6+DqnnRh/B5Wg3AFVb27TzXbJNSdxw13E9XMVyh/S1cJRs265retmmc0ddpWJRqrD5cyLl1P5WXSqrAFbTsh0BE2IqKVT02ygm6ZyFQx0UTYEJdJz9JFKmvRKtLvVfaf6Rkv9zZsWuwY37J1oqiKXDEsA+gzlyqXTBlz8V9zOqS8Ufg/ZIplhIzSc/+cmWSNh+w3JfLA4A8sV/TOT0r6g97fWtnx+t1q8u8mXJ7cSp55eajO2kU2JJiNA1KUOgcKMBSMeoJvW+ZLrk3CGOL7mefS9pN8khe41oLEZ5OASeK4TYKgcPetCDlt2/D0oIR+oYVh0OsepnzYhWDcpEXAtlwJpu40dSltJZorpUJgSxXp+EBX+nD9xKWTj0OafllAAt4Ctf+Uqr3ekczPcM/JyWz/FoDyWwzDq6Vo44+frbTI2pc1Ln+v9SQtYKuVEninEEOJYurAR9LRy5yU+bOal8fUzLUR+L9hvx5+RcCrn70/cInI6OU11zqal1nN/kbijCUdp+CHhtRjgKuu7TReT71KmU5I4CXTfl7osIhyfuqh8yJ5digURvuf9LLBzeAlByfDReKMc4Fo41AWnrcx1kNLFfBP/bPaBGsYJPA3NPODDrPu1pT2uFKRMn0cCXXHLJ0v806GGHHdYuLeJ/zL1dwYDTgHz0NjcAYLBZN0tqeVdkBUlpFF0gGIpgq1QGxFynJMhzXNg4gSj1vb0/bROVM0UaSjSLlJbk3V0lYHmxlu92TbgRdByCChNwyTMtERpYC+wKIJ1XWq5oPwy7dDclUG39+6ww8gQzeuZ9tM7IdTfKhn7RseOaynMWjFFdKqOUi3sx/tgFVavThoAth7U8RMfxzPzqIb/nElYj6y7y9cSikdtqfRQLR4kM0TEkzLMJHHPWti6sSRD4Utg+ZPvKvBGNhSAcmHUxldG5yBmBOZt06jaV9Wtf+9rmDW94Qxu5zLJEBDmaU67jTwMys0UWDsxw+MlJtMTW76kYDWHSnScn1LrgLTGRtcZC2ypbEBuANsu5xAP4nAfjlG9Ul0oK9C2SRfVZXgmieIC+7pg+QrFUQ+cYXCRRsiiRZpU9N4HnXBtd5SZQFgtNH0tESX+INsGbJEaxQvZxqaQIXymxZKInqJA+PPQWFCqrLD0RWeT+yG5clQTOYw2xckN16Nr/ievYoOWoLEPHcAiUG4W2T8boEqx3/f2JmSrpM/57l6VxyLKu2BiO17zmNa3p+R3veMfSb9bET0MeeeSRzUte8pLmsY99bPvbu971rja/xCmnnNLstddezazgN4nSOx2L6HJyAmyzzTZthH/KpeIZ66Q6zVACuUt4qvzWVI5mjgBklQPr69FuoskvCoIqsQ6kytQVNJqC17zGmRxLnmkfjWWUGA5g94Gw53gLR8qHnfO3j9O3sGbmEE0suVUqfS0cEUkcGiUulRILR2k5J1Ef+gn9AMuJtThh6rdg3LOPECDNv1XGLMFQXo5cf81ZaCYRwyGwRcNb3/rWddxH48rntdeXmS0NyHPU5zy/sgylVjJ03iwdc23h+MhHPtKmA6eTEsyG7+5tb3vb0v9EOpPB0GZ0ZEIgIJKlqCnQURgg9jU0yG9B2SAXLGGzEwEdApafi5jPaTfzwlZLYzT0vwRLao0+bWLbyv8PsAoR6d5n74dJxHD01U7tOQJCs29cQQ5e6JWSlNSEzERCGWnzaH8VXJhkkFTSo3EJhz/WJ5OKjs+RznGXwHa5NMaFHRO5/1Po69IbxWRfAtqZiRLFAWuV7pHLtIsM9C5NvROAq2cflZfJlEBJJZTra+GI4jFK+woW2KhM/N7X6lmqNPV5rlqiz7OYhrK6oggHS/De8pa3tBneYM9///d/3zz3uc9t3vnOd7b/a/Meu7OovtuNfTwOP/zw9qHohRVlaMDmYeJo7dpcKoVIYy8xvw8hPMa5Rs6nn0KOcHTdh3NPPvnk5oorrmie/OQn9zrXoyvfxCS0YH8cLkObwKjr3NwxmKqxltmsniXnYFlK3U8EUMTePze+Y5HCStWVI6MLnijxHUKu3ahTZcy5csaxcIyCXFlSoI7nn39+K99wG5Oxto8lb0jC2hfjWO5EOJRpWDEQnKscI6n70G9xa5KzZwi5iHupdMm2rs+LZ6d74fontqQv1hS4oaP7W6j95s2asXAuFRoRC8erX/3q9jsWDlZbEK/BFtej4tBDD20OOeSQpe9YOIYmHeQnwF+qIMkomj4FGwTkYyQmhSGuHQlGOyl3WThS/mgmUbJNIpj/7u/+rg0wtEFjo7hUhrJwjANZu0ru0SVM/MRcos1imTjttNOaK6+8MqwLhBlCoR0++0T+23KM2k4EVKd2QRZs7oYhCce0NsBCpmlDQZQT5IXdgbmUTM/SwgH6Tpr0LbsjrD9/HGWgy8Lhy5aylkKICBBHKY0SkQ3ZR9aa+KU+/VR1tda46BqTfPYrxsLByhNMdD5D5Pe///32s1Jy21389D2VrlvWB1i0fQ0NOik5C9RRcxv62L0zos4Rfbfvs0RXJyaI1+ZTiLYI75pYyUqIeZZnz0uBVaXCuItwjDMQ+5rd7XEIulE2mRoSmMKjhF12ktaKnr7Erq/2bYVuCfxxxEXZa2DmHmds9+0XQzwfXAVYlHgh52zfSk0ipVa2SU06o9QbpQEZjTIRnV8yNpGp2vHYYqg6QgQh5CxG0HxCWRV70pVcsBTXXHNNq1CNCpSWXXfdNSR907LurQjCgZnqG9/4xrLf2GJZCYMIIKUj2C3GsVbQQbbffvtmHoCgpoxkwktBk44CEnNa+dADS6a4UTpkNKlDDqzGgL+VZ2EtNjnTc64sXCu1uVJJGVMulVG1qS4BzkTOC01On/2S45IJsatdUmUrWaoHIWRZau442korCnLHDOn26yq3t2IA9Q39R2Aiu+2OKnRn4fv+0pe+1PYX7b/UZabvW7dJEY7IzJ8D/R6rMpNl1HdKxiTKKG4ViGbfGI4SiGRgZZcVCqDw4LbvWk1TgjUjyPSIePrPXQrXrDDXLpXnP//5zQMf+MDWpYLPHn/zMccc077UqM973vOaV73qVW2cBwTkpS99acueWW46L4RDewZ0CQaEYyRIhhZ89noIaWJllIN/HDDIEZCpYK4Si0RJsKVA2VnpU7LHRu5640yKqXMhR5/5zGfaz8Q/QDZwXfjsmiV4+tOfvsz8XFq2UvhlyPRZ0u8jzAl+pn2pQy7ZUs4XPcnJMCWwbR8fhXAMaQ1IXSc1rpW9VEgl0+orE4a2cKTG0CjyKkc4uuQGliDiXyQHGCupPZlGgXd7YjnDSj6kG9qir0uF40sskPOAuSYcTCYECRJz8YpXvKIlFCyD3WeffZaOeeELX9hG0h900EFtND3BRGeeeWbxngmTRldHsKxZUc7W3B8NSOqJGW6ITkSsCb7yKLtnH3TFmkSCjklYg3kU8x8Bl/jAc+BaBFP69tQ90LL6rHiJrhGV12pd3J9JQ/uPCJGbLIW+Qhzti3r12W9D18dkTF9k4mOJHr9TfjauyyX3GioAeZRAyIh4jBM/ovOQIyX94xnPeEb2On3uWfo/4xbXS+k9mCRzpHFWiGLW+loOyCVTutKkb5/w8WLzEg8heEtLimzPQ5nnmnAA9nXglQINCRnhNY/wQi9n4td/Xas4SIBmt4YfpUxDoY+/HYJhM43iZrLBtDnXwahlhsgR9Ogne8zVDFRIbVfgZgolbqBx0WX5SYG65cZNDjbORv2XREe0U19te5JCLmc6t4KW/WByZcxdn8Ba7aicQ5QxeCikys1qDU02JXVD689p/qNaJibR9/vEV5E2oe8S6NJ+CUGL4u84f5xdYm90fX+BzNoYt5L2jO4p1zjjgQByW+Z5IBoLQzgWHbvvvvvS7rApRJq973g65m//9m+zOUbmAX7AEOmN0Cc5m82tYDXHUSfWLqQ2YUNzPeCAA8a+/rgBp30wLbOoX0mEYMXq0UU4xrVw9AnA67Js6B3BjhWPJcgeufvY6w+5pf2QFo4htdZxXLc5d1oJRP5BFFfVdS2beboEfdrMWtP9NSgXhIS4tb595BnXW8SQQyhFo+aCUjlEOnmVuO9nhUo4Jgwm2NwOftHv8snhi1REtJBb7TIKpsF+qQOaos+XYkHcRy4nxTwOniHLlLvWpK0o/l7KjyAgwLCWEMeRyvBIgHe0ncC4Lo2ustpyRnEE/E9wIQJdq9tKMUSbD0EKSvrGuBh1Y7eIJPa9DsG9JGu0cUrjBmNOGuob9HuUynGXyK4dY7WLdamUxKzNEpVwzAF8B4Gg0IHwz6JRMllbQT905xliUqAOZJ3E1TMKYeBc0ganBhxaTJ9AYMjNpIVWn8mkTzBsdI9o6erQUFmiTdGwbuQmYFYdpGIdJhU0yqaETFYexJr45ZZ9hfCkLG5DYtS4l9S1xgmeti5eVnSUZt30bmT6HmNdrh/cWalyMdESuzFLyLUya0vXL6+34GHNi9xmHNMV7zYNVMIxBbDDKOy9K+OoDe5i1Q2DD20TDRPtUgJ9HDZsN+UaGnTo1D4AfSad6FgEkk2I1IUtttiimTRsDEfXcRFKnx+bRRH7MsRKohKkcqXM2+QJqfAWPy2HhbTbaxLDwwqhL3/5y73vMy10WT9zLpVZWGIsGbWxWawS7BOc6usH4VDMFddNLR3neCbYvhinrSwpZ4zMynLwlTYrdVEAABuGSURBVK98pfnBD37QKqQEd5M+AqUE9w6EO5JPdmnvrFAJxxTAALQrMiKkAks5hwRikA6WYw0hKFlqLIx7LXs+wp9VQhExKDU5ztskUOr3nqTgoe+QcbNvDpJREWWDtX7iUkjY9TU397EaRZNxFI+gwDxLOIYqx7Suk7r2EH1vXAuHJRh9r5NbUkufm8eVNZQTS8K9733vsa+1ZoRNOomLs/ulkDIiFwcyLy6VuU78tVJQMpgtCbDnRZ/HTcmdCqQcB6of/vLo2qVlJePeJCP+h8S4g7hUMBMDM3TsTg4+hqPP8t0IWBz23XffXmOk1NVkYbV98ocMoclOmkxG98yVJfp9qFiTUVyQ0b37tJk/jiXkxNrgTu67k+s0CKB2usYCjRI4KTlaIhNs23XF4AwZYDwOKuGYArq2Qqcj2L1cukzwQ6TkHiqGA9/hF77whTZ52BD3YEDLkjPvmNYgRrhMy8WBiRYXTnS/vhOb2of+P4m8OFF59Dz+//bOA0iKYo3jfRKOfIciSeAIp2SQIEgQlEOPoEiS4CkCJhAVRRExIYgeYhVUqUAhBYclqICSVETJoCBJkUwpkhTwyIJwxH717/dm38ze7t3u3szszOz/VzV1tzOzs93TPd3ffP2FfPnymfKbVhp85hW9Jica5cRzGigjbKQCEJYCoMVDu2HJAP3eCoEjL6B8vXr1UjGhcstmHA4yjPbDchNs3vTgHqHP+y8/mWVUbBZcUrGBUN4eAmkzgj20TrHgxls3cnGgPHiLxfphMJw0aJitDdi6dWtA48VQyM04UfNYskvDgTc3DGZaW+r7otUDl942KVQvlWAEu18wvkZm1twEuEi9NqzADg+mSDQcWO6FDQWyN+uX/8Jx8dT3K9jkIAAhNBxYhl6wYEGumYgjAZNyKLFVcvp+t27dTCtPXBDNVTAC2a3gHsHoXr/EE2iZMdpQ4LAB/eDl35kwUcEYMNjySaB9ThE4QKh2BaEMiE5ZZwwVzfIbFvk5reXm1WgU7qZ2CBwoJ97a/BMfhisIBPpubqB+mAQgDCD5YiAX20DX1sqD9XQIZrt3785RWEAqcuDvbp4T0V5SCXZc+wzhCRpG3LtwQ+Drr5UXt1i9gbx/4Klwr4GyIEUCjCJDyVIcLoGWr52CjFAo0GvRnQwFDhvI6WHGAA+JVX88t+iJ6Fj+6cgjxS7Ng9uEiVDrBHsTGLXlFq00WPvn5nEEgRQTqdlrxZEQicAR6vmYoDp06KD+X7FihUrAGMp1tb+aGyYEjlBA/AQ7+r4Zb5YoJwQqzX7A/9oYQxBUD/l7olFOzWZDi+ESjjdZsOtpgpQVAofTiYtgrMxN4HDK+EuBwwb06spgNhx6oEZEwq5PPvnE0KGQSRJqR+RSweBihkQLad+ugddrRGpopxHKAA/vCn3oY7vRt5sTVLJmxDYBOS3/RYucyh3MJdqsJZW8BP7Cb2uu9tjCSRUQzAZHH+E2FgSOcuXKqXsHo9lIwFJUsIirZnkymQEFDhsI9DBD/alH7yON8/0zrkJlj/V1gPwfq1evNqVsdg28oXZ4p01qudUpUhW2U8np/oc7cJkVIyKS8jjZ2NMscrP/CZe8XAdjFlyOYUQersCB3+3Xr59Yvnx5NoEjWCBBr5GUlCT27t2rlqQiiSGESK25aa2cMLZS4IiihgN+1OFm/3RS5wmHUN5S3DawwH7l+PHjIUdVtGPSyAs53f9AsS2iTaDyQBuE9jDzftrl/hwu+gklmhoO7SUIQbrgbRdJvBj/jKyxpuE4deqUcuWGp044GZ5DxSnPrfdb0gE4yeI9Wjilw5sJBlYEOotU4HCay1qwdtMG/EgiUebFLiA3Al0bmkAEScsrsJeARwve2oNFugyFcN2Iw8VML5W8tBVcZLEsgMkyHAEBL1HBAn/hOrFgw5GQkKCWQ3APtSihZuKkMYYaDhes9XsBLwocZj70ThoU9CCQW9WqVQ3pr8Ml0ok0lGta1a8gcMBQMyUlJc9GkFZjRt/Ji5eKvg3gJh8OMN4NBjQc8FzyusBRsGBBtaQCDYeZQQ9x35BqAvcQ93LLli1Kk4Q4J4HyrdgBBY4oucWG8nB36tRJLFy4UHiBUCYGPAh5eZt0KlbZGdgBbImwnThxwlFLKugrKE+geBqacOQ2Irm3ZgleZsVpQF6PvKDvY7gWlsjcEnnYaTRu3Njn/o1nQos9YneeJD0UOGyAGo7QBkQ8ILEGAiXBrdHp0VXRfgjoZJfHTG79BQbUmhG1P9BImLGsYgZ2CGhOC21uFnguzIzm6WTiLLiHeNHVC2tWRPsNFwocUQ78lRMY3O+77z7hBbyuFo2UunXriu7duzv+/mCdGWUN5npnNnl528Y6eF7Xws2cAKzUtpiZ3gD2EuF6XZntpeUkLZqdlC5dWjzyyCPC61DgsAEYRiGGxq5duwxpnHMD0ikMsdxO69atY+ZNJdzBFWuq4bgRWklOAz3UsMgfESvgbRCu6nYu8UU60ZoxSWPCw/gUaQwIs3DjUpgZxMXFZQvs5kUocNgADIKwgU8//dSUa2rR/dwAkg2RwLilDaNlmxAtEPnUDUt8Zt0nuLPqE0hGk2i3fTSQMSJoUeBw6cPkhsGQuN9oNBwQpGnJkiU+W4BNmzap7LORGP156W0v1HaOplssIXZAgcNmtLX6vA4Q0Qx3TcLHa8JFILAEAeNXrW9qdQ43xwfC7WMp0axoutHELUajTsFLdSHZcbalmgfBmnBaWlq0i0EcgpMG17yWBWv5ekE40utBu+EkTxNiH7EgmMcyrhI4xowZowax5557zrcPaawHDRqkoj3i7apbt24qvbVTgfGdf54UEptwcA0OBBezMiJ73dbFa1oBL9WFuFTg2Lhxo5g8eXK2CGnPP/+8+Oqrr8ScOXPEqlWrxOHDh0XXrl2Fk63fv//++2gXgxBbiPXJw+r6uyE8fjh4TXgiLrThOHfunFqGmDJlihg9erRvPzLrTZ06VXl+tGnTRu3LyMgQNWvWVCFdg6V0jiatWrWKdhGIQ/DSREGiYzRqxndJ9JExMha4QsOBJZOOHTuKtm3bGvZv3rxZBZ7R769Ro4ZaS163bl3Q68FyHlET9RshVhIrAwqxH7dqBfTZrzX4nHgbx2s4Pv/8c/Hzzz+rJRV/jh49qlzuEhMTDfvLlCmjjgUjPT1djBw50pLyEhJu2ncnZb9t1qyZiPWJ0E2YlQMlGjz00EOGz5FEY/YK0qVt6CkNx6FDh8TgwYPFzJkzTY0DP3z4cLUco234HUJifZCBoSbCl3u5jl6MwxHpd50IhVRv42gNB5ZMMjMzlX+/xtWrV5V//ocffii+++47lfzq9OnTBi0HvFTKli2bo9udlwILEUKcidWTJzKAYvxzei6eUKCg4X0cLXCkpKSIbdu2Gfb169dP2WkMGzZMheJFHoply5Ypd1iwZ88ecfDgQVNVw4RY9TbnZI8q4vwJt1OnTr6cPF6AGg5v42iBAwm/6tSpY9hXtGhRFXND2//oo4+KIUOGKHUwgmo988wzSthwoocKIYHsJrwKJw57cr54hRMnTohYpHDhwhGF/3cjru+t48ePV+pEaDjgfZKamiomTpwY7WIR4jqjUWI+bN/QwUsj8vDE2j1LS0vzxJKYJwWOlStXGj7DmHTChAlqI8RNhoM0qIwN7IjD4RVtjZb4L5a4LkaEDRA7NSXEgcT6JEOIfuK9cuUKnwkPQ4GDEGIZ1OKQcPJMwQuReBcKHIQQS6Cw8V+4pBK6hgMCR6zfBy9DgYMQQiyCk2d4Go5YtOGIJShwEGIDsfi2z8n2vyAw16ZNm8SBAwd8+06ePKnsFcj/oQ2H96HAQYjFxPIAGivxBXKKsYBAhOgDu3fvVvuysrKUt13lypUN58ZyP9FrOGL9PngZ17nFEkLcAWLixDqawIWghMeOHVP/I8M1Ui/Url07yqVzFsWKFVORohFJmngTChyEEGIjEDgCRQiN9Tf7mjVrqo14Fy6pEEKIjTY8sFPwUkhyQkKFAgchhNjIP//845lka4SEAwUOQiwm1lXlsU758uWVfcK///4rFi1aJJYvXy5uuummbOexnxCvQ70eITZw9uxZkZmZadh36dKlqJWH2Me9996r/kLggCeGlqiMkFiDAgchFpOYmCiKFCki/vrrL8P+qlWrRq1MxH5guxEfHx/0ODUcxOtQ4CDEYpDRuEGDBtEuBnGAwEHbDRLL0IaDEEJsIpZSkRPiD3s/IYQ4QOCAJiw5OdnW8hBiJ3EyFpM8BHBTS0hIEGfOnFERAQkhxGyQS6VkyZJqWQUhzwmJtTmUNhyEEGIDSUlJ0S4CIVGFSyqEEEIIsRwKHIQQQgixHAochBBCCLEcChyEEEIIsRwKHIQQQgixHAochBBCCLEcChyEEEIIsRzG4RBCaLHPELyEEEIIIaGjzZ25xRGlwPG/1OGgYsWK0S4KIYQQ4tq5FBFHg8HQ5kKIa9euicOHD4vixYubliIaEh8EmEOHDnkmXDrr5Hy8Vh/AOrkD1il26ySlVMJG+fLlc8wXRA3H/xIqVahQwZJro0G90lE1WCfn47X6ANbJHbBOsVmnhBw0Gxo0GiWEEEKI5VDgIIQQQojlUOCwiPj4eDFixAj11yuwTs7Ha/UBrJM7YJ3cQXwU60SjUUIIIYRYDjUchBBCCLEcChyEEEIIsRwKHIQQQgixHAochBBCCLEcChwWMGHCBFG5cmVRqFAh0bRpU7FhwwbhVNLT08Vtt92moqyWLl1adO7cWezZs8dwzp133qkisOq3AQMGGM45ePCg6NixoyhSpIi6ztChQ8WVK1dsro0Qb775Zray1qhRw3c8KytLDBo0SNxwww2iWLFiolu3buLvv/92ZF000Jf864QN9XBL+6xevVrcd999KhIhyjd//nzDcdiuv/HGG6JcuXKicOHCom3btuK3334znHPy5EmRlpamghUlJiaKRx99VJw7d85wztatW8Udd9yhnj1EUxw7dmxU6nT58mUxbNgwUbduXVG0aFF1Tp8+fVRE49zadsyYMY6sE+jbt2+28rZr18617QQCPVvY3nvvPUe2U3oIY7ZZ49zKlStFw4YNlUdLcnKymD59et4KDy8VYh6ff/65LFiwoJw2bZrcsWOHfPzxx2ViYqL8+++/pRNJTU2VGRkZcvv27XLLli2yQ4cOslKlSvLcuXO+c1q3bq3qceTIEd925swZ3/ErV67IOnXqyLZt28pffvlFLlq0SJYqVUoOHz7c9vqMGDFC1q5d21DWY8eO+Y4PGDBAVqxYUS5btkxu2rRJ3n777bJ58+aOrItGZmamoT5LliyBZ5lcsWKFa9oHv/nqq6/KuXPnqrLPmzfPcHzMmDEyISFBzp8/X/7666+yU6dOskqVKvLChQu+c9q1ayfr168vf/rpJ7lmzRqZnJwse/fu7TuOOpcpU0ampaWp/vzZZ5/JwoULy8mTJ9tep9OnT6v7PWvWLLl79265bt062aRJE9moUSPDNZKSkuSoUaMMbad/9pxUJ/DII4+odtCX9+TJk4Zz3NROQF8XbBi74+Li5N69ex3ZTqkhjNlmjHN//PGHLFKkiBwyZIjcuXOn/OCDD2S+fPnk4sWLIy47BQ6TwaAyaNAg3+erV6/K8uXLy/T0dOkGMLnhoVy1apVvHya0wYMHB/0OOut1110njx496ts3adIkWaJECXnx4kVpt8CBwS4QmAQKFCgg58yZ49u3a9cuVV9MCE6rSzDQFtWqVZPXrl1zXfsA/0Ef9Shbtqx87733DG0VHx+vBm6AAQ/f27hxo++cb7/9Vk0Mf/31l/o8ceJEWbJkSUOdhg0bJqtXr257nQKxYcMGdd6BAwcME9n48eODfsdpdYLAcf/99wf9jhfaCfVr06aNYZ+T2ynTb8w2a5x76aWX1Mubnp49eyqBJ1K4pGIily5dEps3b1bqYH2eFnxet26dcANnzpxRf6+//nrD/pkzZ4pSpUqJOnXqiOHDh4vz58/7jqFuUB2XKVPGty81NVUlCdqxY4ewG6jioT6tWrWqUu1CdQjQNlB169sHyy2VKlXytY/T6hKoj82YMUP079/fkGjQTe3jz759+8TRo0cN7YK8DFiO1LcL1PONGzf2nYPz8XytX7/ed06rVq1EwYIFDfWEuvnUqVPCCc8W2gz10APVPFTfDRo0UGp8vVrbiXWCmh0q+OrVq4uBAweKEydOGMrr5nbCssM333yjloH8cWo7nfEbs80a53CO/hraOXmZy5i8zUSOHz8url69amhEgM+7d+8Wbsia+9xzz4kWLVqoiUvjwQcfFElJSWoSxzol1qbxIM2dO1cdx2QRqM7aMTvBJIV1RgyGR44cESNHjlTrqtu3b1dlwYDgP+CjrFo5nVSXQGD9+fTp02ot3Y3tEwitDIHKqG8XTHJ68ufPrwZZ/TlVqlTJdg3tWMmSJUW0wJo62qV3796GhFnPPvusWiNHPdauXauERfTbcePGObJOsNfo2rWrKtPevXvFK6+8Itq3b68moXz58rm+nT7++GNlG4E66nFqO10LMGabNc4FOwdCyYULF5StVbhQ4CA+YGSEifmHH34w7H/iiSd8/0MqhmFfSkqKGnCqVasmnAQGP4169eopAQST8ezZsyN6QJzG1KlTVR0hXLixfWIRvG326NFDGcZOmjTJcGzIkCGG/oqJ4sknn1SGgU4Mp92rVy9DX0OZ0ceg9UCfczvTpk1TWlEYfrqhnQYFGbOdCpdUTAQqbUj5/tbA+Fy2bFnhZJ5++mnx9ddfixUrVogKFSrkeC4mcfD777+rv6hboDprx6IJpPxbbrlFlRVlwZIENATB2sfJdTlw4IBYunSpeOyxxzzTPvoy5PTc4G9mZqbhOFTa8IhwcttpwgbabsmSJbmmA0fboV779+93bJ30YNkS456+r7mxncCaNWuUZjC358sp7fR0kDHbrHEu2Dnow5G+vFHgMBFIvY0aNRLLli0zqLzwuVmzZsKJ4K0LHXfevHli+fLl2dSCgdiyZYv6izdpgLpt27bNMNBog2utWrVENIE7Ht70UVa0TYECBQztgwEGNh5a+zi5LhkZGUpdDVc2r7QPQJ/D4KZvF6htseavbxcMoFif1kB/xfOlCVg4By6QmOT19cTyWjTU9JqwAZsiCIpY/88NtB3sHbRlCafVyZ8///xT2XDo+5rb2kmvPcQYUb9+fUe3k8xlzDZrnMM5+mto5+RpLovY3JQEdYuFdf306dOVxfYTTzyh3GL11sBOYuDAgcodceXKlQaXr/Pnz6vjv//+u3IHg2vVvn375IIFC2TVqlVlq1atsrlY3XPPPcpNC25TN954Y1RcSV944QVVF5T1xx9/VG5fcPeCJbfmLgYXsuXLl6s6NWvWTG1OrIseeDuh3LB81+OW9jl79qxyv8OGYWfcuHHqf81jA26xeE5Q/q1btypPgUBusQ0aNJDr16+XP/zwg7z55psN7pawzodr4sMPP6xcBvEswq3PKnfLnOp06dIl5dpboUIFdc/1z5bmBbB27Vrl+YDjcMGcMWOGapc+ffo4sk449uKLLypPB/S1pUuXyoYNG6p2yMrKcmU76d1aUQZ4avjjtHYamMuYbdY4p7nFDh06VHm5TJgwgW6xTgT+ymhsxOOAmyz80Z0KHsBAG/y8wcGDB9Xkdf311ytBCj716ID6OA9g//79sn379sr3HBM8Jv7Lly/bXh+4bZUrV07d+5tuukl9xqSsgQnsqaeeUi5seJi6dOmiHlYn1kXPd999p9plz549hv1uaR/EDAnUz+BmqbnGvv7662rQRj1SUlKy1fXEiRNq4ipWrJhy3+vXr5+aTPQghkfLli3VNdD+EGSiUSdMyMGeLS1+yubNm2XTpk3V5FGoUCFZs2ZN+c477xgmbyfVCRMaJihMTHC7hKso4r/4v0y5qZ00IBjg2YDg4I/T2knkMmabOc7h3t16661qPMWLjP43IoHp6QkhhBBiObThIIQQQojlUOAghBBCiOVQ4CCEEEKI5VDgIIQQQojlUOAghBBCiOVQ4CCEEEKI5VDgIIQQQojlUOAghBBCiOVQ4CCEWMqxY8fEwIEDRaVKlVRmTeRNSU1NFT/++KM6HhcXJ+bPnx/tYhJCLIbp6QkhltKtWzeVvfLjjz9W2UWRcRJJoZD0ixASO1DDQQixDGQORdrvd999V9x1110iKSlJNGnSRAwfPlx06tRJVK5cWZ3XpUsXpenQPoMFCxaIhg0bikKFCilBZeTIkSoluAbOnzRpkmjfvr1Kl41zvvjiC99xCDnIqolMprgGfjs9Pd3mO0AI0aDAQQixjGLFiqkNSyYXL17Mdnzjxo3qb0ZGhjhy5IjvM4SUPn36iMGDB4udO3eKyZMni+nTp4u3337b8P3XX39daVB+/fVXkZaWJnr16iV27dqljr3//vti4cKFYvbs2So998yZMw0CDSHEXpi8jRBiKV9++aV4/PHHxYULF5TGonXr1kowqFevnk9TMW/ePNG5c2ffd9q2bStSUlKUJkRjxowZ4qWXXhKHDx/2fW/AgAFKy6Fx++23q9+YOHGiePbZZ8WOHTvE0qVL1bmEkOhCDQchxFKggYCQAG1Du3btxMqVK5VQAI1FMKCxGDVqlE9Dgg1CC7Qg58+f953XrFkzw/fwWdNw9O3bV2zZskVUr15dCR/ff/+9hbUkhOQGBQ5CiOXAhuLuu+9WSyBr165VwsCIESOCnn/u3DllswGBQdu2bdsmfvvtN3WtUIBQs2/fPvHWW28p7UqPHj1E9+7dTawVISQcKHAQQmynVq1a4t9//1X/FyhQQFy9ejWbsAC7i+Tk5Gzbddf9f9j66aefDN/D55o1a/o+lyhRQvTs2VNMmTJFzJo1Sy3vnDx50vL6EUKyQ7dYQohlwPX1gQceEP3791c2G8WLFxebNm0SY8eOFffff786B4accJNt0aKFitNRsmRJ8cYbb4h7771Xxe6AVgJCBpZZtm/fLkaPHu27/pw5c0Tjxo1Fy5YtlVHohg0bxNSpU9WxcePGKQ+VBg0aqO/jXMQASUxMjNr9ICSmgdEoIYRYQVZWlnz55Zdlw4YNZUJCgixSpIisXr26fO211+T58+fVOQsXLpTJyckyf/78MikpyffdxYsXy+bNm8vChQvLEiVKyCZNmsiPPvrIdxzD14QJE+Tdd98t4+PjZeXKleWsWbN8x3HurbfeKosWLaq+n5KSIn/++Web7wAhRINeKoQQVxLIu4UQ4lxow0EIIYQQy6HAQQghhBDLodEoIcSVcDWYEHdBDQchhBBCLIcCByGEEEIshwIHIYQQQiyHAgchhBBCLIcCByGEEEIshwIHIYQQQiyHAgchhBBCLIcCByGEEEIshwIHIYQQQoTV/Ac0wcS7MsoIYAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot chains to inspect convergence\n", "fig, ax = plt.subplots(2, 1, figsize=(6, 6), sharex=True)\n", "\n", "for i in range(res[\"samples_chain\"].shape[2]):\n", " for j in range(res[\"samples_chain\"].shape[0]):\n", " ax[i].plot(res[\"samples_chain\"][j, :, i], c=\"k\", lw=.5, alpha=0.4)\n", " ax[i].set_ylabel(m.param_keys(free_only=True)[i])\n", "ax[-1].set_xlabel(\"Steps\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "66309484", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make dict from sample array\n", "sample_df = pd.DataFrame({\n", " \"DP\": res[\"samples\"][:, 0],\n", " \"MTT\": res[\"samples\"][:, 1],\n", "})\n", "\n", "cmap = mpl.colormaps[\"Blues\"]\n", "colors = cmap(np.linspace(0, 1, 32))\n", "c_blue = colors[22]\n", "\n", "bins = 25\n", "\n", "p = sns.jointplot(sample_df, x=\"DP\", y=\"MTT\", kind=\"kde\", height=3.5, color=\"k\", #cmap=\"Blues\",\n", " fill=False, levels=7, linewidths=.5, thresh=0.02, zorder=100,\n", " marginal_kws={\"color\": c_blue, \"fill\": True})\n", "p.plot_joint(sns.histplot, cmap=\"Blues\", zorder=10, bins=bins)\n", "p.set_axis_labels(r\"Dispersion Parameter $ [-] $\", r\"Mean Travel Time $ [a] $\")\n", "\n", "ax = plt.gca()\n", "ax.scatter([res[\"posterior_map\"][\"dm.DP\"]], [res[\"posterior_map\"][\"dm.mtt\"]], s=120,\n", " color=\"r\", lw=.5, zorder=1000000, marker=\"o\", edgecolor=\"k\")\n", "ax.scatter([0.8], [75.3], s=35, color=\"w\", lw=.5, zorder=1000000, marker=\"v\", edgecolor=\"k\")\n", "\n", "plt.savefig(\"joint_posterior_benchmark_2.png\", dpi=600)" ] }, { "cell_type": "code", "execution_count": 12, "id": "830a05a0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\MRudolph\\AppData\\Local\\Temp\\ipykernel_10532\\330341518.py:15: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels([r\"$ ^3\\mathrm{H} \\; [TU] $\", r\"$ ^3\\mathrm{He} \\; [TU] $\", r\"$ \\mathrm{SF}_6 \\; [pptv] $\"])\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get indices of time series that have observations (shared across all)\n", "obs_indices = np.arange(len(timestamps))[~np.isnan(obs_series).any(axis=1)]\n", "idx_select = 0\n", "\n", "# Get posterior simulations\n", "sim_data = res[\"sims\"][:, :, obs_indices[idx_select], :]\n", "sim_data = sim_data.reshape((-1, sim_data.shape[-1]))\n", "obs_data = obs_series[obs_indices[idx_select], :]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(3.5, 3.5))\n", "\n", "ax.axhline(0, ls=\":\", c=\"k\", lw=1.)\n", "p = sns.violinplot(\n", " data=sim_data - obs_data, ax=ax, palette=\"Pastel1\")\n", "ax.set_xticklabels([r\"$ ^3\\mathrm{H} \\; [TU] $\", r\"$ ^3\\mathrm{He} \\; [TU] $\", r\"$ \\mathrm{SF}_6 \\; [pptv] $\"])\n", "ax.set_ylabel(r\"Sim. $ - $ Obs. $ [TU] $ or $ [pptv] $\")\n", "\n", "plt.savefig(\"errors_benchmark.png\", dpi=600)" ] } ], "metadata": { "kernelspec": { "display_name": "isosimpy_app", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }