{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "8b59458f", "metadata": {}, "source": [ "# `DeepTrack`\n", "## A 4D extension of Ocetrac for volumetric tracking" ] }, { "cell_type": "markdown", "id": "85b89508", "metadata": {}, "source": [ "### 1. Imports" ] }, { "cell_type": "code", "execution_count": 17, "id": "f18e8e00-fd64-4e7a-bb49-81e36a3b7110", "metadata": {}, "outputs": [], "source": [ "import sys\n", "import os\n", "\n", "# Go up from notebooks/ to repo root\n", "repo_root = os.path.abspath(os.path.join(os.getcwd(), '..'))\n", "sys.path.insert(0, repo_root)\n", "\n", "from ocetrac.preprocessing.preprocessing import clean_binary, compute_anomalies, threshold_features\n", "from ocetrac.preprocessing.utils import compute_dask_quantile, get_xarray_memory_usage\n", "from ocetrac.DeepTrack import DeepTracker\n", "from ocetrac.DeepTrack import grid, tracker\n", "from ocetrac.DeepTrack import _wrap_longitude\n", "from ocetrac.preprocessing.cesm2_lens_utils import get_ds_var" ] }, { "cell_type": "code", "execution_count": 2, "id": "df820838", "metadata": {}, "outputs": [], "source": [ "import gc\n", "import warnings\n", "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "\n", "warnings.filterwarnings(\"ignore\", message=\".*decode the variable.*\")\n", "warnings.filterwarnings(\"ignore\", message=\".*default value for data_vars.*\")" ] }, { "cell_type": "markdown", "id": "720c9080", "metadata": {}, "source": [ "### 2. Data loading\n", "\n", "This section loads CESM2 Large Ensemble (CESM2-LENS) ocean temperature data for a single ensemble member. The CESM2-LE provides 100 ensemble members spanning 1850-2100.\n", "- Component: `ocn` (ocean model component POP2)\n", "- Temporal resolution: Monthly means" ] }, { "cell_type": "code", "execution_count": 3, "id": "8583fb5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 27.2 s, sys: 2.28 s, total: 29.4 s\n", "Wall time: 1min 42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/u/home/cassiacai/.conda/envs/test_ocetrac/lib/python3.9/site-packages/numpy/lib/nanfunctions.py:1563: RuntimeWarning: All-NaN slice encountered\n", " return function_base._ureduce(a,\n" ] } ], "source": [ "%%time\n", "\n", "# Select the ensemble member index\n", "ens_memb_index = 0\n", "\n", "# Define variable and component\n", "# 'TEMP' = potential temperature, 'ocn' = ocean component \n", "# of CESM\n", "var, comp = 'TEMP', 'ocn'\n", "\n", "# Construct path to CESM2 Large Ensemble data on NCAR's \n", "# GLADE filesystem\n", "directory = f'/glade/campaign/cgd/cesm/CESM2-LE/{comp}/proc/tseries/month_1/{var}/'\n", "\n", "# Load historical and future projection datasets\n", "ds_hist, ds_fut = get_ds_var(\n", " directory, \n", " var, \n", " comp, \n", " ens_memb_index)\n", "\n", "# Define latitude slice indices\n", "# These correspond to specific grid points \n", "# in the ocean model's native grid\n", "nlat_low, nlat_high = 26, 328\n", "\n", "ds = ds_hist.TEMP.isel(\n", " z_t = slice(0, 20), # Select top 20 vertical levels (surface to ~200m)\n", " nlat = slice(nlat_low, nlat_high), # Select latitude range using indices\n", ").sel(time=slice('1979-01', '2015-01')) # Select time range\n", "\n", "ds = ds.compute() # Load data from disk into memory" ] }, { "cell_type": "code", "execution_count": 4, "id": "0c03be08-b0b4-48b4-949b-41e9f4999aa4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded: (433, 20, 302, 320)\n" ] } ], "source": [ "# Clean up future dataset to free memory\n", "# ds_fut not needed for current analysis (only using historical period)\n", "del ds_fut\n", "\n", "# Force garbage collection to immediately release memory\n", "gc.collect()\n", "print(f\"Loaded: {ds.shape}\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "16b504a1-6250-4827-985f-cb6e545a6e52", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## -------------- Figure of temperature at different z_t\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "im1 = ds[0, 0, :, :].plot.contourf(\n", " ax=ax1,\n", " levels=36, \n", " vmin=-35, \n", " vmax=35, \n", " cmap='RdBu_r',\n", " add_colorbar=False\n", ")\n", "ax1.set_title('TEMP at z_t=0 (t=0)', fontsize=12)\n", "ax1.set_xlabel('Longitude')\n", "ax1.set_ylabel('Latitude')\n", "\n", "im2 = ds[0, 14, :, :].plot.contourf(\n", " ax=ax2,\n", " levels=36, \n", " vmin=-35, \n", " vmax=35, \n", " cmap='RdBu_r',\n", " add_colorbar=False\n", ")\n", "ax2.set_title('TEMP at z_t=14 (t=0)', fontsize=12)\n", "ax2.set_xlabel('Longitude')\n", "ax2.set_ylabel('Latitude')\n", "\n", "cbar = plt.colorbar(im1, ax=[ax1, ax2], orientation='vertical', pad=0.05)\n", "cbar.set_label('Temperature anomaly (°C)', fontsize=10)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2c5b6e3f", "metadata": {}, "source": [ "### 3. Anomaly computation\n", "\n", "This preprocessing step is separate from the Ocetrac tracking algorithm. It prepares the temperature field by the trend and seasonality.\n", "\n", "This example notebook uses `preprocessing.compute_anomalies`, which fits a 6-coefficient harmonic model per grid cell and returns the residual. `preprocessing.threshold_features` masks values below the 90th percentile." ] }, { "cell_type": "code", "execution_count": 6, "id": "5db607f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 57.95 s\n", "[########################################] | 100% Completed | 4.69 sms\n", "features shape: (433, 20, 302, 320) (6.70 GB)\n", "CPU times: user 1min 8s, sys: 2.63 s, total: 1min 11s\n", "Wall time: 1min 19s\n" ] } ], "source": [ "%%time\n", "\n", "anom = compute_anomalies(\n", " ds)\n", "\n", "features, threshold_map = threshold_features(\n", " anom, \n", " q=0.9) # 90th quantile \n", "\n", "print(f\"features shape: {features.shape} ({features.nbytes/1e9:.2f} GB)\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "b601f29a", "metadata": {}, "outputs": [], "source": [ "# Subset first 40 timesteps (months) for tutorial\n", "features = features.isel(time=slice(40))" ] }, { "cell_type": "code", "execution_count": 8, "id": "7cf011d9-1f65-4228-92a3-7c6b7d100224", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## -------------- Figure of anom temperature at different z_t\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "im1 = anom[0, 0, :, :].plot.contourf(\n", " ax=ax1,\n", " levels=21, \n", " vmin=-5, \n", " vmax=5, \n", " cmap='RdBu_r',\n", " add_colorbar=False\n", ")\n", "ax1.set_title('Anom Temp at t=0, z_t=0', fontsize=12)\n", "ax1.set_xlabel('Longitude')\n", "ax1.set_ylabel('Latitude')\n", "\n", "im2 = anom[0, 14, :, :].plot.contourf(\n", " ax=ax2,\n", " levels=21, \n", " vmin=-5, \n", " vmax=5, \n", " cmap='RdBu_r',\n", " add_colorbar=False\n", ")\n", "ax2.set_title('Anom Temp at t=0, z_t=14', fontsize=12)\n", "ax2.set_xlabel('Longitude')\n", "ax2.set_ylabel('Latitude')\n", "\n", "cbar = plt.colorbar(im1, ax=[ax1, ax2], orientation='vertical', pad=0.05)\n", "cbar.set_label('Temperature anomaly (°C)', fontsize=10)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "fef89466-8e36-4086-bcfb-b245ad81f9ef", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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N0FgKWMoLkjra611jktejT58+3Dq4E4QpQZXlIvjAUm5SW25PKqk4b948eVm/fv3E0047TXecw4cPi48//rh42mmniampqWLbtm3FXr16iZMnTxarq6tFURTFFStWiJdddplYUFAgpqSkiAUFBeLw4cPFH374wdF8RFEUX3/9dfHMM88UU1NTxaysLHHEiBHizp07Vetoy02KoigePHhQvPPOO8V27dqJrVq1EocOHSru2LHDdrlJM/TKTX7yySfi2WefLbZo0UIsKCgQ77//fvG9996LKZEonevPP/9cLCoqEtPS0sSOHTuKM2fONN2nxL///W+xR48eYlpamtipUyfx8ccfF//+97/HlGosKysThwwZIrZp00YEYFp6smPHjoblH7XfixkbN24Uzz//fLFFixYiAN3Sk3bZu3evePPNN4vt2rUTW7ZsKfbr109cu3at63GJxITumXTPjPd7ptG8rEw+KtFL+I0giiHMbCOIOKZ///6orKzEhg0bgp4KQRBE6KF7JkHEJ1T2gCAIgiAIgiAIX6GcEIIgLJFKNxrRokULV7X2CYIg4gm6ZxKENSRCCIKwpH379qafjxw5EvPnz/dnMgRBECGH7pkEYQ3lhBAEYcn7779v+nlBQQG6devm02wIgiDCDd0zCYKBILPiZ8+eLXbv3l1s06aN2KZNG/Hss88Wly5dKn9+8OBB8Y477hCzsrLEVq1aiZdffrlYVlamGuOnn34SBw8eLLZo0ULMyckR7733XvHIkSN+HwpBEEQg0H2UIAiCiCKBJqYff/zx+POf/4x169bh888/x4UXXojLLrtMrm19zz334K233sLChQuxevVq7Nq1C5dffrm8fX19PYYMGYLDhw/j008/xUsvvYT58+ebNmYiCIKIJ+g+ShAEQUSR0IVjZWVl4cknn8SVV16JnJwcLFiwQO6UvHHjRpx66qkoKSnB2WefjXfffRe//e1vsWvXLuTl5QEA5s6diwceeAAVFRVISUlh2mdDQwN27dqFNm3aQBAEz46NIIjERBRF7Nu3DwUFBUhK8v7ZD91HCYKIR/y+l9rh0KFDOHz4sOPtU1JSkJaWxnFGESBYR8wxjh49Kr766qtiSkqK+O2334orVqwQAYi//PKLar0OHTqI06dPF0VRFCdMmCCeccYZqs9//PFHEYD4xRdfGO7r0KFDYnV1tfz67rvvTJv70Ite9KIXj9eOHTt43zpV0H2UXvSiVyK8vL6X2uXgwYNiSwiujik9PV085ZRTxFNPPZW5EWfUCbw61jfffIOioiIcOnQIrVu3xptvvolu3bph/fr1SElJQWZmpmr9vLw8ufRdWVmZ/ORO+bn0mRHTpk3D5MmTY5Zve34K0luyqVAh93jzz9sVxCwT9+xSvU86a0jMOvVvPwcASP7tbUzzIOKf+r/HXqsAgN3lhtskPzibffw/33HsTW6e8YrS2DdNYh47qtS//RywW/8eknzTJPl3qsTsnlCz/wA6DhuNNm3acJujkjDdR7d/sgxt6vbJ78W9pQAAIcu8WpAWoV0+0Dozdnl2B1vjEIRfNKz7j/y30C7fdF2hUw+vpxM6pPOT1Oti1XJx29exv/XaKt0xamr3o8O5l3h2L3XK4cOHcQAiRqAVUmDfE3wYIv5ZU4MdO3YgPT3dgxmGk8BFyCmnnIL169ejuroab7zxBkaOHInVq1d7us9x48Zh7Nix8vuamhoUFhYivWUa0lu2YBpDaNXS/PM2rWOWiYc023y7snF5+Q55UfK19zHtn4h/6p97qPGPFqmxH5aXAWnGYTLJDDex+ik3Nf4hjZNn/p+mnbGjTP3imUDLFvrnHU3H3/Q7rV8889gHtXsg5BWaju1VmFKo7qOtW6FN83oAgFi5q/FcAhBam98ztQhtWgOtYw0NIc6vP4Iv9S89euxN7jEhnDxoNPd9NTRd40J27EPIGPb8CKFzT+5zCAvi1vXy30LnnmhYuxRoOj9J2t9wj/OOrd+6bdNGR03HD2vIZwoERyIkUQlchKSkpKBLly4AgF69emHt2rV45plncPXVV+Pw4cOoqqpSPcUrLy9Hfn6jsZSfn4///ve/qvHKy8vlz4xITU1Faqq+gdE4SJPHIo/hRkIQHiALECPy8huFSBNimdorcvSOIRDyG59mJ0/8u7NJGFz/kuGdPGyMs3EJ7oTyPkoQAaMSIBoa1i5FUp/B3PYlbl2vFh+SMV37C7d9RBGxclfjwwiC0CFcWT1oTG6sq6tDr1690Lx5c6xYsUL+bNOmTdi+fTuKiooAAEVFRfjmm2+we/dueZ3ly5cjPT3def3tcu9+LEKOfriGkFcov4j4paFkCRpKlliup3q6nlegfilReC4kwaFEKUzqp9wkv3TRekESWIAnDxvjWGApvZqq5bt3upmSbQK/j3qI8gkrQTDT5AURsgvYPBVukASI9u8EQujcU9fTYylIJNGWoOct0QjUEzJu3DgMGjQIHTp0wL59+7BgwQKsWrUK7733HjIyMnDzzTdj7NixyMrKQnp6Ov74xz+iqKgIZ599NgDg4osvRrdu3XD99dfjiSeeQFlZGcaPH4/i4mI+T+h89IgkFV3m+T6I4KhfPFMWmQ0lS2K+7xjvgtE1Jy2Xr80m8VBeJgsRrVfEUHgYwXi9x7tHJPm2qdYeKR2UQsSPBwuhv486wNRIJOMkcTlQ3fhvywzdjxvWLgUAJPUZjPp3X1CFXxmtz8sbIlbuarxu9a7P1m11PSLi1vVxHZIFNH4X0vdiG/ImxT2BipDdu3fjhhtuQGlpKTIyMtCjRw+89957+M1vfgMAePrpp5GUlIQrrrgCdXV1GDhwIGbPPpZwm5ycjLfffht/+MMfUFRUhFatWmHkyJGYMmVKUIdkiZBzPMQK9VNREiDxjcqz0YQkRLSf6a2ri1IolO/SFSOG85EMa8YcECvqF8+MWyGiJfm2qQCOncPk26aafmdGnhGehO0+Ku4pk2O/WRGyC+QnpCxPqcWKnyDkdHQ0PyKiSAIEjd8/APkaUBq5YuWuRgHCiFK4uMHyujURImLlLq6hYWFDOrb6d18AdpfqrqMUY9L3S8Q/oesTEgQ1NTXIyMjA3qfHIl0vGVXnybBlAqpB6JWEWLGTxEeCIBmpymtGT4CYIW1ratQqQwmlfBGFOFG9N8Kh1y9eRYiVJ8RKhEjUHDiIrBH3o7q6Om4rn8j30TeeRUaHEwGASVi48XqQEEkglCJkfxUAYxFihJVQcCoEVCGCZteswRP9eBchSuqfLJb/Tr5vluF6KiGiOG/V2zaj7YW/D929VLr/jUJrx9Wx5qE2dMflNYEnpicqJEDiA1YhoRUgrGjFrpH4Fct3NAoIbZiWBIvXw0XYYSJ5Q5Qc8yolbg6NHqyJqE5i84VWmY37aDJEicTB6jv3OwE6Jj/JKlTQwBtCsCFW7pJLfhPxAYmQgJASlEmMRBc7ngw7OMkjkD0l2g+U3hEylL2jfBedX4mKMqBjZ/mtkdBgCl8xQWiV2fh03CA/gIgfxK3rVdeD0gMmeUHcCBDpWpRCoyTMvBO2BYhyPY0Q8TxRPkzk5ss9mOqfLDb2hmjOkVxlq8K4dxERPUJXHSsR0OaEEPGBWZUzKYzKSnS6TWQ2rLLmg4HMUvkraiTfNlXOA3GFQePDREOqTORWgBCJg9bYdxqC51gM+4RY8VOjCIrz6m/JIydYrqM8B1TiN74hEeIQs9h8q3wQIvoYeUHE8h2G14afXi9ZiOiV9nU4XiKXkFYJkfIyVY8Wwhilgcds7JEAIZoQK35qvB4srgmeRqpSKBtVdVItZ5ifTO0vFI6lJNc8TJjER/xD4VgBo1eulQg3XoVhAY0ixqmxL4lfXp42vXkIeYXGvTB8qAQVFLpljsvL1Lk2UkgWNTt1jgMBQpWyoo+2uzagXyEpSC+IriDhLZgTRYArQ7LefSGme71U7phESPxDIoQgOGFmhNtJ2taOY1eUSGWgTZPYbcwjkT0gWpQ9WHRLIasqlCV2ngizF8SF4UXJ6dFGzvVQXAO8yrPyCLMSsgt0w6O4hXBJ+SGJIj6aSB45QdXNXiqpLIkRlfgwKOlLxAckQjhDoVjxDa9qSHa8KUbeEafXGlO5X4btlUhjxWOVLMkLom0CaYjWQwJYhh3EFTneHisJjzjCI+ObRSTYFRIx6/OYu4EAiXfvntzHRaeZpFTCV8SXiXXfTFBIhFiRwE8yCRN8fsrtJkzLCLPx7OxPK2biqZO6IwGiep+Y3hDK/yD8wHEnbiNCVEI3XoWISoDsLpWFiJBdIHtHjn6zEQCQnF8BISeHxEgcQ4npZpgYDzyfTBMEYJ38zRxGxSEnxKkAURLFaln1i2fKL9voJasnoACRkISIoSDRCpCQGH+Ef/AwsrV5A45DpaTrkSXR3Kl41tvO4LqXS1DHI7tLj4VZNf1L+R/2mDZtGvr06YM2bdogNzcXw4YNw6ZNmyy3mzFjBk455RS0aNEChYWFuOeee3Do0CEfZqwPiRCCsIFcstWmcak0ankltoeh1HM85Ytov5f65x6Sw6q0+R+6+SAEAEDIOhZioWsQ6hl5JEASFmYhorlGuHpB7PT4cOu9s7t9HAmR+ndfsMzxECsq1Au0XhCPwz2jwurVq1FcXIzPPvsMy5cvx5EjR3DxxRdj//79htssWLAADz74ICZNmoTvv/8eL774Il5//XU89NBDPs5cDYVjOSCeDC/CGcpQI26igsHToQ2TUgoRyRMnJaYHgVn1rMghVbrKywfKy2KFh1UXevKCxCIZYC5Eh5DTkVvyMhEOnH6nLF4QuRGhYl3VeiyiwIsqWBa/AXF/VaM3JIJoBaJ87mXvR5PX2CTMKjm/HYTTusfmjRw4yGuakWbZsmWq9/Pnz0dubi7WrVuH888/X3ebTz/9FOeeey6uvfZaAECnTp0wfPhwrFmzxvP5GkGeECNsGhAsoVhCl16NL8W6dsvzyonRNql/7iHH2xL84CFYDEvkVuwMRHyYVeGKYkiWLkrBkZevL0Ck5Xn5CS1AvER6ai7kdIzLeHlCg9RXg8ELYiR8TYWKmbiQvB5e5S15PX4UyW0PISenUYDk5ABQ920RsgtUntZ4pKamRvWqq6tj2q66utFjlpWVZbjOOeecg3Xr1uG///0vAODHH3/E0qVLMXjwYPcTdwh5QpTk5gMtWxh+7NQDIlbsVIkNSYxYbrd5ne729c89ZKuLc/3imWQUhQCe/UXMEseDDNOKGy+IHlrhof1NafqDxJVXyAZCO4Onmx4YW6xCRKz4Caj9Re5BQUQAK0+BkWfDYN2o9p0Q91dBaJkR9DSYkQSi6blWekC0no7cfAjS54qk9ah8d51TmyNNEGxvd0gUgTqgsFD9//qkSZPwyCOPmG7b0NCAu+++G+eeey5OP/10w/WuvfZaVFZW4rzzzoMoijh69Chuv/12CseKOmZeELsGofbJsTQ2NTWMED41q/OiYhYP4tb4tvo+FZ9L30vcnouQYxTaI25dT0Ik4mi9IKyJ6I6MWEkIBeitEFplRqpSliT4mFCIDHl7xceS90O5jpBay2WeYWXHjh1IT0+X36emplpuU1xcjA0bNuDjjz82XW/VqlWYOnUqZs+ejb59+2Lz5s2466678Oijj2LChAmu5+4EEiGMMFcLqtjJtUpWjIhpilNn7cegFTXx2MchKHTPZbnLpzXa7S0MX0mIBC1ItHOIpPGtV06XUUgqe6+EURgGThyEnGib1pGY4YN8XpXXiMYLomfYOq2CpRpL620xylkyEiN63hrWa91o38q5RjAvRNn9XC7HK6HTF8Tse+XWFDJCpKenq0SIFWPGjMHbb7+NDz/8EMcfb257TpgwAddffz1Gj278jrp37479+/fj1ltvxcMPP4ykJP8zNEiEGGDHiJKEh1dhMDFjNxlGTgWFNiyIRIlHWPWIYBEsDKJEuk6V12sQhrDyN2NVbjhssOZLWR2TbunuvEJg6w+O5kXww41o0OuarfW2ROVJdVQRK3fJ3gxbT9sNxgJ0jFyrggksBRWcdkAPgdeFJw1rl+oWBVBi9B0moviwiyiK+OMf/4g333wTq1atQufOnS23OXDgQIzQSE5OlscLAhIhDLAYU0oh4tQbYpbEqzeekFfIFKYVyafSUcSOF8Spx0RvOxNhwkqUBANvWARIIp8f1/hsVBmGYimWuxIMcWIkhg0hp2Oj2GM4v56GYNkY3zE2qsOJ+6u8m0dAmJ1fEiBsFBcXY8GCBViyZAnatGmDsrLGimMZGRlo0aIxt/mGG27Acccdh2nTpgEAhg4diunTp+PMM8+Uw7EmTJiAoUOHymLEb0iEmGDX8HDjCbGqIiSJm+RhY7gmOBMeo+cNMRIgUrM7q9KvevsAqPiAWzTnj4RHyKj9BbAQD3bLvEr5BUJ2AZunxMRAjlLcfhiRvU0mBrrWg2H0PgaD3hTSs1+t4WvoKWFF6Q2x6+Fw6kkJEU7zdgh25syZAwDo37+/avm8efNw4403AgC2b9+u8nyMHz8egiBg/Pjx+Pnnn5GTk4OhQ4fiT3/6k1/TjoFEiIewihKpChYrycPG2C59quotoXlKTnki9okRgpIQMBMSVuLD6LOmPhXyvxLafViFf5mQqLkMsheEBIg32DGmAjS8xMpdbCIkzkJmgkYvzI1pO43YsCs+VJ/ntjcUHXYqcOmiJ6jiuDFn/bsvOBYcJFTswRI+tWrVKtX7Zs2aYdKkSZg0aZJHs7IP9QnRgYcBYtcrYhS+pQ21ksQH70pZ5F1xgCw8NAJE+lt6X74rVoBIn+sJEO1n2n+V6+nNyWGoV0KG7OUVqErqRi2XhXBA7S+y8ZvUh299fGqi6A26BuruUuuXvG7ZsZfeOE2YhW85Cu2SxKrdJp0RFCr1Lz1qS0ho+38QiQmJEA2BVhgyySPhUXErqegyJBVdRkaWS5SCTX6SbuTNUAoKM+HhFMP97nIlSNwSNUHj5Ddh5zcp5PKrmJeQMBhlZgJAL0xK+RTelvHUuSeFXXHAjhdEmZQOQN15W++lxOq9DWLmwYJdARJRxG+/YfodkegglFA4loKoGApmyehaT4neeklFl5HnwyPEsnIAgJCfZ7mOHmbbGSKFahl+7jxMK+4p3wWhR1/bm/Esw00Ei5BdYBlepReqJeR0JM+HSySDPqnPYJUo0Q23UgoPAGJFhWodqcO2vE5uvivBwQ2X4kNolRmJ5HThgosb/9VpLEiigzCCREjI0Bo3dvNFWNEmuFNOCBvyOdPxMCjFhZnQqNvV+J9SaoFOXXgGEeMIRiHCMzck7N4Q1rK8hEOMDPsAngibNS90k9+hFSLkIWFDt+SxjodBXPXOse7aBuJDXrdpuSxGjARIrskDG0aYSgRzvM6j0CskqWtv+W8SHQQrJEIiBO9eJCQ87KHyHjU1jQSgComSBMaB0mq0bJ9hOp60LqAvSPRwJVKMQrMS2Uui7HLe9ABA+RtjXUZoCJEAiaF1W91mdGLtL7LHQzKSWZLVSXjYR8+I14qQ0nF/AQDk9DgOyfntdMepL9sT85lKjOh5QyQviYROAz0W3PYqiSecFhggCBIhHHAjDux4Ooz2wdIrhPCAvIJGj9KUmyCWlaNu1y84UFqNisqDjZ83/ZuT3ULexEqYGGHmWXGNxkuSMJWy8gqOdXhXCAvdnjxaDyUJEGNaZ+ov91CA2AqLUsxD6NyTQqp8Rty6XjdkR8mG2x5D5cEjAIA9e7eg8ylVSG2fqbuunhCRcRmOZVWq1w8hEsWu6Xq4LntMxCUkQmyiFBx24sIbSpZAyDkeQpdetvepZxjZLdFLeEfyxL8DAH7pexoqKg9i977D8me5bVJQUXlQFiIHSqvlz+wIEsnzIZaVx3pB7PYV0UPTa4SXEImCmFH+tqx+0yQ+HMJJgIhb17vqfB4zHgmQ0JA8aLTi3WPyX5UHjwCb9qBdxX6k57TSFSOmQsQhrAnongkRRb8QcX8VhJbOHmD5QcPGz1XhWEqcNowkEgOqjsWIkHO8ZfUqu9WtWL0g0rZCzvGN1a0oKdZ39BL5leFsFToCxAylANGGYpmFWrkWILyrcynQ5oBIAiTKgllqEiq9CAdw9oBoQz/sCgmhc0/5ZbYOwR+rsJ2j91+Fmt/Yf1BnKkBs5ICE+Sl9qAXzhi/1c3pIgBAWkCeEAVulOC1Cs8yEh5GXRPKiSIYQy3woRMs9rBXEjt4xRP47t02K6jPJA2Lk9WDNBYnBifdD28fEYgxJVETBm+GEeD2uRMBuOV7ldqE25uIQqyR0qVdL/UuPysvaZaUBe6F6r/WCmAkPOTldEiAMQkQrQKxCxpRQfoj6/Bmdt0Q/R0QsJEIMcJN8qt3WSjRYhWgpPSHaZdJ+ovy0OarUL54phzG1bJ8BRYHIGNGRWtDWNBFdGW4VA49wKz0YhEg8k1R0mWfV5wibcOpA7jZJXBnuRd4Q79Aa+PXvvgDsLkN92R55WbusNPlvSYAwCQ8JK+GhSEg3Mo7JaGbk9DMtV+FyLlu3BUQyW+MJ+jYtcBP6xCtsSujSy9yDQtV6gqF8l+xdSC1oa+nVMPpcGWKlCrdyKxAkz0devqsQLB75IWH0zEkeRsJDfKyGxatKlerJfZM4ogpYHrO7VFV6Nz2nlfy3VnzEiA0lWuHBUPmKl9Dg4Q2xGkOs+CmU16LVcXMTIETcQSJEB0vPhRth4iAx3SmS4adtYEhYwxqKpfRccO3tYSVApGpWRmV3WUVHgnpDWDyHZqLeKuySdzntuIbFuFB2nW7dNhBDTArjCqMRGFZMw+aU3hBFFSttyJWh6NDzdPgoOvRQenfs7kc3hEmRnB5mzI6VBAhhBomQOEdpbJEYOYZZo0bdhoQ6vTSSb5uK+ik3KdbR/KdoJgSM1tUTBGZ9PJT9SniQIN3VvSxDTN4VBXo9ObSf2x0vALTGNAkSRiw8YbKBmpsPVFTIHo+YnA49dASHXYPXqleJG5x6RqLqDdGDBAhhBYmQCEBhIx5SvkvunJ1821T722tFg1IU2PEw2BUfdnEZkhVvuBEgyhwtPW8HeUAYCcC40HY4N4WMH88RK3cdy8FRCg8bDQTtGLphzfEwFT8h94boFR7gdp5DfNwEH0iEaPDS2PczFIvwnoaSJfpCwSpUymw9J8JDzxui52kxEiLakCwdbwiL50DIK4wp06skLHkhkkeQ9bdu1BvISGxQKBYDETYuqLoWH2IM7ybxoWfAWoU5hVVcOCUq1bY87ZQe0XtEh7RktBTsd784IDYAdUCfPn2QnJyM4uJiFBcXezDDcEEihEhMTMKOkoeNkb0jRiQPG9PoodIY5iojnFVQ+BH+JIkMjz0iVkIkLJgJED0BYdRFncQGA1YhWTbxJBRFO8eIGkBRQRIVUnleoZv6AZ1kgFt12Q67oe6VmIhSSJYjEvj3t3btWqSnpwc9Dd+gZoUKhHbe3dD88IJQyBY7ybdNbcwFySuQRYBKeDgUBkJeoetcg8D7V3goioIuJe10/3bCrkiYmNC6rSsDw3PDy+X8iFjEyl3MuRZCdoHKaJfeG714z9MLuIzrY5U5VhrWLuVzbNrfm9Xvr7bK/T6J0ECekAgghbBQTwMP0Q1pMvaUWKEUEnqeAaXHwNSb4gecq2NZiaiwhGWxoPR2sDYK1W6XcNRWAcJRtTERdsNeMvJCHn8fZcy8AmH3aISRoL0htr08Zr8r1t9cCMUY4Q7yhEQIyinhC2sZXrdI3hHlS7mcC069F3qJ9Qq0c+ZFEB4RJ7kgPCAPZbgwNdxsCJC4DofhhJR0Lj0xl7wiQnaBHIqVCHjmZQkoP0nZ3Z4JHsKeBEhcQp4QH+ApHvQaF0rjs3hKovIEOhAYDHnJCxJ0WFEMdsr0Mno+Ag8LCwgj0aBdbtUkVLm+l6GeiQJPo1+vSpZsMFPiOVfE7xr/XxJxzOOh7EbvSXKzsq8MA16JBFa0HeSBkCenS31dWOZHAoQwgURIHCGLkUQNA/EIlvArIOAQHN79QjR42Vcj7LA2L9WroEWEF1mIaAwcW2V8CUuSR04w/Myz6kpSWB3noghArGAxqubFXUDohQrW/gIE0rizAkJuvj8iiQRIXBNoONa0adPQp08ftGnTBrm5uRg2bBg2bdqkWqd///4QBEH1uv3221XrbN++HUOGDEHLli2Rm5uL++67D0ePHvXzUHzFzLMidOlF3g4X1C+eadrIsKFkSYwXRMg5XtU7wi22Q6DKd3kqQKQ5xQOeluBWXAd+QvdR5xh5V4ScjhRu5SHi1vX8BAiHJ+0sxrRRgr1ymXIdu94V7RxC6wVBU08XG71cCMKIQD0hq1evRnFxMfr06YOjR4/ioYcewsUXX4zvvvsOrVq1kte75ZZbMGXKFPl9y5Yt5b/r6+sxZMgQ5Ofn49NPP0VpaSluuOEGNG/eHFOnOmg+FxH0wrKUkBBhQG4qaLPLrs0n407xP0FdUZXGB9HhVYJ6/eKZ8vy149tJLo8KobyPRii5WxkaFPMZCZFwI11nAZdY9i2cS8cbIm5db3oNe4HQfwibSIrQfYAIhkBFyLJly1Tv58+fj9zcXKxbtw7nn3++vLxly5bIz9ePY//Pf/6D7777Du+//z7y8vLQs2dPPProo3jggQfwyCOPICUlxdNjCBJKVPcWbf6Hn0+6o9BrI6woBZTk1WINqYsidB8looDs+eBhmOqNIQkRm/kgfsEtRMvHCm7Sd6YVOb55aUL2HRL8CVV1rOrqagBAVlaWavk///lPZGdn4/TTT8e4ceNw4MAB+bOSkhJ0794deXl58rKBAweipqYG3377re5+6urqUFNTo3oRCQiDB0QZeiVW7JRfVrjxgtgWIDz6evjRMNEj6p97SA6j86viWZgJ/D7aOpPvAYE8EnGF14Zl7S+e54F4hVc9UCIJCZCEIDSJ6Q0NDbj77rtx7rnn4vTTT5eXX3vttejYsSMKCgrw9ddf44EHHsCmTZuwaNEiAEBZWZnqP04A8vuyMv3O0NOmTcPkyZM9OhI15K0IL8nDxsQYrUHmPgTm/dApy+sXUeoZEgXi9T5KRA+jp+iu0fMCRMBg5SYsdI6fd0iWNl8n6J4kRPwSGhFSXFyMDRs24OOPP1Ytv/XWW+W/u3fvjvbt2+Oiiy7Cli1bcOKJJzra17hx4zB27Fj5fU1NDQoL+RteURcg9c89BOQVxHUoixl+luF1JUCcJqVH2PsBKPq8NB2HnnhSNoVMKros7ht+xuV9lIyfSON5ArrHAiTo8r0xeByOZfR9KYWO5+WDzb5TDzytRHCEIhxrzJgxePvtt7Fy5Uocf7x5zH3fvn0BAJs3bwYA5Ofno7y8XLWO9N4o/jk1NRXp6emqF2+iLkCUhK4nBk8cVpYyCrdiDddSbePWA2JXTOQVGG7D0wvCelxuri+vmilGkXi8jxLRpGHtUr7Gu5H3I8QCJEohVVK1Mrk0tVTe2CS/xjNxZipAKNE93ghUhIiiiDFjxuDNN9/EBx98gM6dO1tus379egBA+/aN5eGKiorwzTffYPfu3fI6y5cvR3p6Orp16+bJvAlCDyd5INxCsFiEiIX48MKQF8t3eBZmRsKjEbqPEmFGKltrZLQ6MmZ9CL8KrQDhbIirPB/SeZUEnp9hblb7IwESlwQajlVcXIwFCxZgyZIlaNOmjRx7nJGRgRYtWmDLli1YsGABBg8ejHbt2uHrr7/GPffcg/PPPx89evQAAFx88cXo1q0brr/+ejzxxBMoKyvD+PHjUVxcjNTU1CAPL26gSk36KJvTBSpArDARKGEx5JVhUry9iGE5Rq+g+ygRVrg9LY9AzoeEngDx2isiibykPoNx9P6rAADNnviXp/vkComPhCVQT8icOXNQXV2N/v37o3379vLr9ddfBwCkpKTg/fffx8UXX4yuXbvi//2//4crrrgCb731ljxGcnIy3n77bSQnJ6OoqAjXXXcdbrjhBlU9fILwEifhV3oChJuxLHk8TDwfXPenQ9iEazyHFMbzfZTyQaJHw9qlusuNDPEwhi05FU9BCBDdeeTk+L5PR/jtbYkjWJrUmvHaa69BEAQMGzbMu0kyEKgnRBRF088LCwuxevVqy3E6duyIpUv1b3zEMSRDjLUaUfJtU+Xk30SoYuT1E3Mrw9zP3BA/vQMs+1I23xQ3r4urnCqvofuo/4hb1wOt25JIihO0Xc+d4KvYMDDcG9YulQVI/ZPFSL5vln9z0sKjkAB5QQxhbVKrx7Zt23Dvvffi17/+tU+zNSY01bGijvJpeFx1ZC7fFfkqSqb4cGxh8gr4IT6cHG9DyRKuvxvlWNJvk/c+CG8hA5/wA7chY2H05NhG23HeAGWFLEfHTV4PbrA2qdVSX1+PESNGYPLkyfjoo49QVVXl8UzNCUV1rKijDccJ+1Ncp6EpDSVL0FCyJG7KnEpenigmZTvB7Bi9Ms6DyMfQHovU6Z4ECEF4S/27L7gz6n1+8q2dq525WzUV9KzpoI4hr9yP7P3I1a9qxzqmEeLW9dbHxaOXS4J6QbQNYOvq6pi2M2pSq2XKlCnIzc3FzTff7HquPCARQthCMuTiRYh4QZDCw8jotxIDbjq8s87FSpQpxTtdXwQRTRznRUhGp7Y8rEc4EUusHc1NP/fh2CQBUv/So97uhxUWAaL83iMsQLKbNUdOc/uv7GbNATSGz2ZkZMivadOmWe7TqEmtlo8//hgvvvginn/+eW7H6xYKx3KJF8ZbmEi+bSoAfe9JPMTuKw1lpYHs9gl+EEJEmrOduTut7MUyDyPE8h2eeUjI2xFxmhqxxXsollwWtcnYiofjbVi71NmTf5NeFF7BKkBYjsfWMSuNa8YQKLsYFQYIDFYBQgAAduzYoeq5xFKd0KhJrZJ9+/bh+uuvx/PPP4/s7Gwuc+UBiZAEIqnoMllM8Eo013tiHXVh4hZll2672ymxGiPeSs+6zdkgARJxlD0Kwm6UNxlNYsVPzgSExuiSm8Qh2oJEyC6w52EIqQDhLj4AfUOboxBRnfvc9lzGZMLtMZAAUWG38avUpPbDDz80bVK7ZcsWbNu2DUOHDpWXNTQ0AACaNWuGTZs24cQTT3Q+cYdQOJZDjDpjx30FKQaBEYVQGikfxCvsCgS99ZXdwOOpM7hpbkqQIVnp7dQvwj8ilrDqViiYbS9W/KQSJXGPT9+9WcNECdZQKy4CxEOSB42W/65/9wXvd6gNoWL9TkmAOMZuk9quXbvim2++wfr16+XXpZdeigsuuADr169HYWEwtgV5QggmlOJKWU5VD0mghVqQaap+eRE+JRnbvD0avISIF6FYpvtjmLfkqbPj1WBZVxI3URDICUeTwSJW7oqPSkOMCDkd40psKL8/5d+m36nHAoRbs8QmXIWbsXzO6XxIoXFMx8/iyWhaR6qMpaySpbqG9cbSHr/0OQkQV1g1qQWAG264AccddxymTZuGtLS0mHyRzMxMADDNI/EaEiEOiPc8EBashEiYqV8809eyw2H1XkT9OrYUH+ntgJo96m30rls9r4dmO8IjNAZL1ISI0CrT3fYmQsRxqFdQ7C6FmG3tbfCDUIgPwL6h7TK0SSs8mOet3K9CcMi5S9r96AkQ5VhW+yJcM2fOHABA//79VcvnzZuHG2+8EQCwfft2JCWFO+CJRIgNom60Aeq8EN5E4fzohWGFqYwuoYZX8QOl8IgRIpLgoBAsf4lYCFYQRE6I6MAqLI2EQ1CiNEpiWIntvBwJbdI8ECNElH9LQoQIBqsmtQCwatUq08/nz5/PZzIuCLdEihihDj/yADPjMIxJwg0lS1S5FcnDxhiuG+/CJCH6Zhh4MwyFDXk/AkUufxoh40bcX+V6jKiLDKAp/KdbL0PjV8rHMHsZYcegZsn7YMG1AAm4zKx2/kYeDcPtGa/JeLh2iWAhEcIIy1N+rzwMXuF2vlENx5JoKFkS92JDj3gXH0KXXglfoS30xIEXRGiV2RiOdaDa1ThRzwsJS0lYp+JD2fuDS4NBu+JD+Vvg+LtQHodrYaaT5yEJGxIihBsoHIuIe5Sd0VlwWmI3Skii2u/kdK9RiQ8pvErHwyF5Q3SFNHlEAiUeQpASAa34cJSLwIg0tt64bgzswEOulGWpw54rEfb5EZGERAjhGCvj1Wk8v9YwdPNU20yA6AkNJw3/oob2e4s3IeIKEiDBQUZOLLW/QFRUJQoLZt4PLw17nkInMAGi5+3wqHEhNwx6nNADA8ItFI6VgPDIXfEz9Mxu2Ff94pmqBPR4FhSEc3iKXSIBaZkR9AwCQS+/QCkOpL+9rpLlJP+DW8iVGXpiQunxYN3GJ9yKCG04IYkSwg4kQhIcrytliZvX+Zo74qYJoV9iRZkULv3tZ56Gct+8EMt3+B7CxlM0SGOREAmIRPaC1P7iiRHasHYpxK3rG5sf2kxMNkMpMswS0ZXrhKFsr6+eD+k79Sjfg5XAKouRECEYoXAswhPiPfnZKcrz4uU5Uo6tzP/wYt9hzJ8Rd29r/KNmT2zpXQq5Ch5tX4Koc6DakWdECmsyNBabzpOyORwr8pi1v8hCIKnPYNtzVCLNV8/zgd2ljf/mttfd1sucES2O+2V4QcBhVoHnvRCECSRCiFDB22ti5t1g7WjObS4+CTPtfqz26zYfRErk98qTZJZbpCewZEhshJt4EB8uURnKALdzovV8OO4doSBGgGhFx+4y9Xuz+ZkkmjtBbxwyvtWwClmlF8ONB82sESdBSJAIIbjh1sjmIUAkQ9gs70USHX4moXstBKR92B2HV0J6GPJuVEJFK0BMBIm0nWlDQ4LQo2WGuxK9u0uZjHY7mBmOrIaoXH61aV09D4iM3jHECBT941Q2MtQbm1VI8BY1QcPa4JEXrsOnFMUT5OuvdVsSIoQlJEIYiOfKQULO8barWEWtH4oSpdfDy6f3En57P4IIg+N5Ho3mb3SNMhVZsPCI6IkNEiDBILTK5NIAMFLsLgV8MDjdGLWWXpTdpUBu/rG/lctdjK39zOoYoipG9M6B2bE7FSlOwvpMvXOKUDPdggUkQAgLKDE9QfGzuzuLiLMy+pwYhUGLJT8EQRg6n/MUcmbXCgkDIp6of+nRxj8kD4GJsSdW7gpNU0AVue0bw7CkUCwzdpcyiRIzWJPcWUPPWLu2e4GT/SrXdzpf7sLAoHwvQbBAnpAExonxGrRhb4X0VD7IeTo5r3ZCqXiJjqA9fNIxBy2iiHAhtMoMegq+49eTe7FyF1tegGIdQ/EjiSfJA8IKhxA0Fk+AEyPdbTK7l0LGyFvi6bXjREyQACFsQCKEsI0fYUxRxY1BbSREvDDS/RQg0vyV+3QaPua0ASZBeI6NCln1774g/83TiORZilceU5mIricectsjedDoY54dCTlRXUek6FXSksa3qLIVM68mvOrS7iU8wsdsj1H7C0RwKqMrCQ4SHoRDSIQQzDSULPGkkpTktVAaq54Y3h5XwXKdmO+TMPBrP3ardBFxSjyV4tXDZnK67FloMrKVpXTDdo7kuWrCqHSrbSlFhzI8i0WM6L3XC90yESZhygexK2DcJOVrx9DmjhiNabvbeQivTyL6kAghAFg/YbYKb+JhYHKpEBWAh4a3ce2kylXY8FJwkDck5NRWAcLRoGcRSuSqUyEwlFkwM6YNy/4a5Ycol9sN4ZLHsPaS8PBgOBUAPHEqqjzx4Cg7vpMQMSWnTQpaJ9lPt65taAD2AH369EFycjKKi4tRXFzswQzDBYkQBpSx61E3Dt0S9jCspKLLfM0HCVuolF7Ik9/4sV8SIvFHpHNBbDQq1BqVqrh+F0YeSyhWaMSPmXeEaXu2kC2nuDbk7STge3QMesjXWtN1ZuUNkT9T9g6p+InEiIesXbsW6enpQU/DN0iEEJ5jZpQaCYYoJCz7PT9tYz6t4NCKF+17v6p1+YFYsVN1fNpqb0qBQlW1iLCirHQU5rAsz+AlRvSwMu55Cxmnlb98StQ33FYhXm2V7/XyOtV2mW/dVuGNqfVmn0QgkAhhhMW48rPsLQ9YG7KFpSKWNA8n51kvHyR52BhXx8ZbKEXd0+anKIv6uUo4LIyVSHtBeKM8V8o+DJW7UP/uC0geNNrx0KzVsezgZj4y2hAuueeIQWgXi2hhFQVW62mT5+1idGzaOXAWIkbhXFpviK19eNn3Qys8WD8jfGHr1q346KOP8NNPP+HAgQPIycnBmWeeiaKiIqSlpTkel0QI4RqvjE+nRr7fIVlhgKkXSwS8S6yQAIljbIQ2RRXTcB8nxqEHVbGARoGhrOSlxezpu1hRob9NTo71jq36jph97tSrYrgvVjHD0CtFWo/jHJXXkqMyvtK1VvsLWzNDpSBw4w0hYREJ/vnPf+KZZ57B559/jry8PBQUFKBFixbYu3cvtmzZgrS0NIwYMQIPPPAAOna0X3GNRIhNEu0JLC9jnkcMv3TuG0qWRM7rZBez60wSE06uxXi9dhPhmohXEsELIokEplwDj0Jc/GzGZyRAjD5jEiaabQ23YRUDZliJBB774ICdpoy6Hdd5hFQ5GYMESCQ488wzkZKSghtvvBH/93//h8JCdU5wXV0dSkpK8Nprr6F3796YPXs2fv/739vaB4kQBxgZf1E0hMxCslgFiDZXIVFwerxGuRrK5Vb5HWEi7N87a9ghQXgBq5fC68ZzhtWsOGMmQLzehlXMWOJAZGjnw20uRvtzUAZYV4gA7kWB1faJkuMUZ/z5z3/GwIEDDT9PTU1F//790b9/f/zpT3/Ctm3bbO+DRIgDwmwQEuzUL57pS7UvpUizunZYEswJe5AACS+J4AWRUCahA7GhTFaJ6bxERMPapUjqM9jx9tp5ux2PJ07EjBVaMcG6D2k9t2JEe724uQaYOs2zhGTZRdkriLwgkcFMgGhp164d2rVrZ3sfJEIcEG8hWXphUomWU+EVZt4NvfVYrquweR78zjUxOkduCheYkt50Y63Zw3fcRMHgKWgiCBCtF8StiHDrKfHDGyLk5MgGeH2Z/m8mOf+YsWK0jhOU4+qNrf2cBbfChkmMMCalM3132hwWzdgxQoSjKLDsYm9zX157Bwlrdu3ahenTp2PixIkxpYOrq6vx2GOP4d5770VeXp6j8e13VCHiSoCEDSnXwS0xJVsNPB5RC58LI2ETRZ6Rbt+AIfRJBAHiGh2DjZeAsJ3Intve0lBOvm+W6r2ZuKgv2yO/eKIcV29s7ecsL5b9uD4WhuR3Xt+9n0a9WLlLfjnZVvkvEQzTp09HTU2Nbu+SjIwM7Nu3D9OnT3c8PnlCCBXx7AER8gpjSvV6WaKXVaySqOVLQ8kSiOU7kDxsTNBTIRI4Frz+3RcgZBc4M/o8DFlxY4Qabcs7hKeutMrxtqntMw23N/tM+lyLHXGhXFfpdYnxguhVyPK4AaNEUCFZTjvAS9uSRyQYli1bhrlz5xp+fsMNN+CWW27B448/7mh8EiEOiLdwLCtYcxnCjl6vEG5jB5Scn2jXYiDHKoVhkSfEHgkchmVW1tYpkhHntleIPJ4HhmbyfbNQ/2SxbIy7ERNOMdun1XzMxIsbxIoK9twQtz1DHG4bk3viRW4ISFBEja1bt6JDhw6Gnx9//PGOEtIlSIQQMm69AgA/I9xvY95pbxEzo1iv6hUrRtuGTeyFbT4SVgUHwn5eifhBMrp45IMEGZpiZDgK2QW6xqpTAVJTsT9mWXpOK93ldrEaJz2nle5y7bE4ESW2hQjguVfEL/SS60mIRIMWLVpg27ZthkJk27ZtaNGihePxKSeECA28DUGxfIeu98PLiljKBHOeT+2NcmX89gxIc+CVu2OHRPL4xCtMXpAD1Z7Pw0vqX3rU9jZ+G2RO4/R5UlOxX/dltC6vfdqdkx51pVWmIstJAnwQ6OVsqP520ATTrFKacl9W1x+JlHDQt29fvPLKK4afv/zyyzjrrLMcj0+eEAeQMeQ/Rn1ZAHvJ5VoBIpbv8EWUOCVMT+iVAiQK2Onbw1Thi6pjEawYhdR4/ITbqyfMvHIIWMXEnr2HVO/bZaXFLNODdT297YyQ5qznJakrrTLMI7EUIpw7p4cBM2+ZE9FLQiR47r33XvzmN79BRkYG7rvvPrkKVnl5OZ544gnMnz8f//nPfxyPT54QzsRjYrcfossPw9aPniC8IKGrxuvzQVXSCC8xMsAcJ67b2IcRvHp7yE+2K37S/dzKq6Bkz95DuiKCVVg4ESDK/SpfWsy8Iq4xao7IUDXLDq6vN04FE4L2whHsXHDBBZg1axZmzpyJgoICtG3bFllZWSgoKMCsWbPw17/+FRdeeKHj8UmEOCAqT4LDhrZpnB+CTSk8jMKzPJ9DRK8XKeQqiNArJV4IEL3j0euXo0JKTKcEdYIRX8SHg5AZO/j1NNpKQFQePCK/rDBaTzmG2Uuaj1aQsIop4FilLGXFrJieI7vLjgkQB13a7WDne/QsJGt3KXdhlahMmzYNffr0QZs2bZCbm4thw4Zh06ZNltstXLgQXbt2RVpaGrp3746lS5dabnPbbbdhy5Yt+Mtf/oJrr70W11xzDZ566ils3rwZf/jDH1wdR6AihOUkHjp0CMXFxWjXrh1at26NK664AuXl5ap1tm/fjiFDhqBly5bIzc3Ffffdh6NHj3o270R6Su31E2KvDVy/RYfRsXhxjF5eh2ERTr7nvJgJkZo9oRQiobyPGlTGEvdXORsv4iT1GRx3xpdkqCb1GQyhc08IOR1j1nHj/VCiFRR6okFPpOitx4J2XaP5pbbPNE1S59IHxey6kYx65UsHPQFiGWLnIG/ILCTPTkW3MOQshZ3Vq1ejuLgYn332GZYvX44jR47g4osvxv79xr+5Tz/9FMOHD8fNN9+ML7/8EsOGDcOwYcOwYcMGy/0dd9xxuOeeezBr1izMnj0bd999N44/nkNPN9cjuIDlJN5zzz146623sHDhQqxevRq7du3C5ZdfLn9eX1+PIUOG4PDhw/j000/x0ksvYf78+Zg4cWIQhxQa440HUQ5RqV880/RzpYfEi+P0+jpIJCFsF7vCM6axpZUQCRnxeB+NJ3iFPbESb8Ybq+fD9rhHj6LSRGSbCRFJXEkJ6lxCsszyQ/TEhZE4YRC7kgBh8Y6oriejvj+t28Z8pnfdJ4+cYCsfKt6uZZ4sW7YMN954I0477TScccYZmD9/PrZv345169YZbvPMM8/gkksuwX333YdTTz0Vjz76KH71q19h5kxze+nnn3/Gxo0beR8CgIBFiNVJrK6uxosvvojp06fjwgsvRK9evTBv3jx8+umn+OyzzwAA//nPf/Ddd9/hH//4B3r27IlBgwbh0UcfxaxZs3D48GHuc04U488PAcJrH3bCupTiQ8grlBvaeREaZuTlYREo8SRmneLkt2ZHgLg+x+ntQuERieJ9NFHg0c8jBo2R6UUvB1bcGIksHhDeSMJDKT7cChEJViESE5IFuEtQtzDqrYQGr3A7PU+Ykoa1jWE/yYNGOw4NSwRqampUr7q6OqbtqqsbqwpmZWUZrlNSUoIBAwaolg0cOBAlJSWG28ybNw/9+/fHyJEjcffddzPNxQ6hygnRnsR169bhyJEjqpPWtWtXdOjQQT5pJSUl6N69u5yxDzSe1JqaGnz77be6+6mrq4v5onkg93bYbKxEo0DYPSBWxqOVF0SLX8UElKIk6DyLsOOX2GcShFa5IiEj6vfRqJM8ckLjv5wESIwRFge9I/wWH4C52DDdzoGXRQuXsCwtRteBS1FiGyPvCBq9IZJHRM8zEo8CI7tdGnKyW9h+ZbdrrNBWWFiIjIwM+TVt2jTLfTY0NODuu+/Gueeei9NPP91wvbKyMtU9HgDy8vJQVmacj/Too4/ilVdewQcffIDZs2fL/7/wIjQlevVOYllZGVJSUpCZmalaV3nSjE6q9Jke06ZNw+TJkzkfQfTxW3x4JdaEvEL5ibjW86ElyGpmRoa2lWEcj964oI7JSGDELE9vdywUS5kbEjLi5j56oBpomeHN2D4gCZEY4kBAKDESWsn57QBO3dKzWzQHwEcMOEXad3aL5rKAapeVhpqK/arSvUYle7VI3hDm5oVGSNcT43XllQCx8oJY9Q5hyU9JlHK9O3bsQHp6uvw+NTXVcpvi4mJs2LABH3/8Mff5ZGRkoKysDO3bt0dycjJSUlK4jh8aT4h0El977TXP9zVu3DhUV1fLrx07fAzhIDxBEhPSv0JeYSAleXkY08oxeDc9tMJvD40fxxc1T4YbonIfJaKBFEJjVs2r/t0X5BcrZn05jMhu0VwWJE7Ibqb/zFVargzV0r4klEJICifTliA2Csty7A3Jbc9FvLox4qXrQIWJB8QulIh+jPT0dNXLSoSMGTMGb7/9NlauXGmZKJ6fnx9TkKS8vBz5+cbhgHPmzMHDDz+M/v37Y9asWa66o+sRChFidBLz8/Nx+PBhVFVVqdZXnjSjkyp9pkdqamrMF024JxGf4HuJVoxIxIsQ9vJ6kDxhvDxdQm4n/Q9ClKgelftoolbIkvDjia5fBp0d4aGlXVaaLEaUf1shiRG3okTCKkFdu46ZR8aOEFF5QTwoz6sUjmH0Iti9RkmkqBFFEWPGjMGbb76JDz74AJ07d7bcpqioCCtWrFAtW758OYqKigy3Ofvss/Htt99i69atuOmmm1zPW0ugIsTqJPbq1QvNmzdXnbRNmzZh+/bt8kkrKirCN998g927d8vrLF++HOnp6ejWrZs/B4L4MQzdEPWSsWHJhdF2JtfzTnhxPvyo6CVdI7yvFaMeMJ6VaK7ZExoBEsr7KI+mZgf4xh4HjuJptiuj0GWpX8mY03267ZL6d19A8n2zTNdJz2mlCmFSig9JjChfPDHyhmjZdugIth3S6TPCIESCRBIeyutL91rTeDGU21lemzqVsOxiJCj0lpP40Ke4uBj/+Mc/sGDBArRp0wZlZWUoKyvDwYMH5XVuuOEGjBs3Tn5/1113YdmyZXjqqaewceNGPPLII/j8888xZsyYIA4BQMAixOokZmRk4Oabb8bYsWOxcuVKrFu3DqNGjUJRURHOPvtsAMDFF1+Mbt264frrr8dXX32F9957D+PHj0dxcTFTLB3hD2LFTgg5x3PPA3FjOHtloLIa2NpmgKxiw+8QLR4YeXW4jG3wPUrLtYUKHIdnhaQalha6j0YHu+LDjgHG+2m3lUhh3Z9RErpSiJhhJUZYPSIsHg8AuuLDDKPj41K+VycMSysYjMRDzDJJPDAICL3xtNeDVR4IC1aiQ/s5CZJjzJkzB9XV1ejfvz/at28vv15//XV5ne3bt6O09NhDi3POOQcLFizA3/72N5xxxhl44403sHjxYsNkdql6IgsHDhwwLGJiRqCJ6XPmzAEA9O/fX7V83rx5uPHGGwEATz/9NJKSknDFFVegrq4OAwcOxOzZs+V1k5OT8fbbb+MPf/gDioqK0KpVK4wcORJTpkzxbN5CzvGRMwKdYqv8rYkg4PGU3WoMu6E3QeSMhBWvvCBh+53EY35IVO+jiUTD2qWhComxk+jrZt5aA10rPKyEiLIMrlKIWFXX0iazm4kPSXR0Smuu+lfvM56IFRWxIVluSvUqiBEferRua9tjyUN4aFEKizD9RsKOKIqW66xatSpm2e9//3v8/ve/Z9rH9ddfjxNOOAGjR4/G4MGD0apV7O9VKu0+b948PP744zjttNOYxpYIVISwnMS0tDTMmjULs2YZu3g7duzI1HqeCAbJEI15yt+llyvPSCKEwBmdO57wHDtsokNCKz6ciBEht1Moy2+H9j5a+wvX5NV4grUikBH1Lz1qXIGLET+bKO7Ze8hRaJUkUrQ9OaSxlGJE6w1hCZlSej3MPCDbDh0xFSLK45PmalQ1q75sT2P1MBgIEeCYGNldaispnUl82EDILjC9DnmLEqPfRSJVxwoT3333HebMmYPx48fj2muvxcknn4yCggKkpaXhl19+wcaNG1FbW4vf/e53+M9//oPu3bvb3kcoEtOjiNJwSwRjmDfi5nXcDLpE7bkRlmOWwsO4VAZryu3QexFEVOGahKswShvWLm30snjQsNAvkaItaatX4labRyKhlztSefCIbQFiBYsnROudUVbM0qJMUNdtXqhMVNfkAOldG7qhV6xYrOuF8W/WQ8fqtyLu4Z/ET+jTvHlz3Hnnndi0aRNKSkpwyy234PTTT8dxxx2H/v3747nnnsOuXbvw6quvOhIgQIj6hEQRuTlhU74DEYveuVGKD7feEOV+3MA7KZ3XNaEX+qcVwG6PncXbojcHv3I7WD83o37xTCQPGyOH7Dn9voUuvSDu3haapHQiukhPdx2Fo3BoSFf/7gvedHRvoqZiv6q/hhIr4SG9V+ZTGBn0TrASIFsPNYZvdU5rJq/vNiRLOhYjj4iE7BlhDM+K+a6dCBDG0KyGtUt99aApfx/kDQmW3r17o3fv3tzHJRHCARIghJdYXV9KMewGO9v7LUBCi5SoTqKEGaFVJvvKEW9aaIVe4q30VNsqKbf+3RdCZ5TpiZrKo0eBg0A7HGvupzXI9XCa0G3V3FApQCSxwYIkRCqPHkV2s2a6AkvZyNAI5XEpSz7ohmhJQoQ1LMtNCJaDHBE3JA8abVjimQRH4kDhWEQkETev45ZkHJbSvG7Rq6wVdoHsZ6hV/eKZ0RU7UcVHoyZeYG3cFkQPCL0KTBKGAqQJq2RyLUqBwuIF0Rr+PHqIaEWKJGCMGhjqoWxmqD0OpSBhbWbo6fetrKClEDRBCQKqjhX/kCfEI3gayVEm7EawVwR13DGhbyFKFPdcAJQr/oPKo6doRDiJ8lNeO0agkeiQvCGAOmFbj9T2mcweEaP9GVXGUoZcmXlElJ91TmvGFJplNJd2WWkxietW58AM3onoLDSsXSpfB27D+cwS3w2X73XXJ4cIF+QJIQwRN69jfpoeZbHBq6u2kjAY/6GYA6/E8vJd1i/t+iZz4k4I+4fEDfHWtNAhRr0g/EJpFNrNC6g8ehSVB49gz95D2LP3kMojYCYypM+kxHSzEr9m/US0zQeVwkJPgEi5IHrL9ASIlAyvlxSvXCYdP6BOXDcVWppu6r56Ayy8IUbhVKz4mV9ChBPyhHhI1L0hiZZwrxQjkqEaxV4iYRAfgE1j30Q0eIGUqO4EIbcTRL0ckPR2lBuCpuo1bbrofmYrHyROUPYI4WFA8hAe0hNolkRjqzlbzUfPcyAZ4mbeACPDXE+IaPuJqEr3NmsGKLQJS4I5S66IlBsi/a3ioM76B4/IIWJGJYulZPWY0r0KfPei6eSKWJXutUPyoNEq7wqRWJAnhOCCV4Yvz+7gUciRcIOfndTNSuna8nzoeTF44bOwIbxB3F8V9BQij7LCkFfUP1ms+hc4lkOh9EIovQJGHhGrECzWSlmS0Z/drJnq1SmtuaEYYfWMAOou7Epvi7Rc+QLU+SNKj4gdPDXWa38xzePySgAl9Rms6+kjwsWKFSvw29/+FieeeCJOPPFE/Pa3v8X777/vakwSIQQTUTXeJeEhzZ+3Z0rvvMSr2PEktMrVOAz14nntywgjjwjRCDUrNIU1CV0PPYNNz5AzGt+twaf0oCT1GawqM1tftkc2uCWjXgrJAo6FKOkJETMBogxhMkr2tpsAr4TFA6It76sN9ZLeK1+AcW6KUdd4+XxqyvR6ZqgrxUeABSXk49tNuR9hYvbs2bjkkkvQpk0b3HXXXbjrrruQnp6OwYMHmzbBtYLCsTyGJSRL2ycjLCFcfhjSZj1CrPpXOO0vwrvHhXK8IMSH02PRigmz0DNueRS8hYfyfZ51TX1umIVeJXhIltBO/3twGooVLyFcZpV+HPUKsdiHNmQmiHAXyajfeuio7HmQjHG5zO1e9TZGXdIlzMrgSp/F5GXohE5pxQRLcrqybwgrWo+LMixLi1SmF4BhOFbQ8AzFIqLD1KlT8fTTT2PMmGNhzHfeeSfOPfdcTJ06FcXFxSZbG0MihAgtTAnxnJod6iWn28kHiYr4MBMTeqLElfiwKzj0PBt5+WweD2l7MyFSvotb1SwhtxOQ26mxcaEE5Yl4B0O/ELHiJ9V7IaejlzNyBW8jTnvsVvt1I3S0OSRi5S7Uv/QoAODo/VdByMlBXWlVzJP/bYeOAGkKAz4NsjBQ5khYiQ+JTT/vizHmZU+LjtfBSHzYYeuho4ahWXooBYh0rGalg5UNDPVQfm9cPSIhKKXNem0KWQz9UgjuVFVV4ZJLLolZfvHFF+OBBx5wPC6JEMI2Wk9CFEOPzLwhYe8lwSo+3B6H6fY8w5vMRAarAFGu76NHRFAKET3BQQKEsIlRJ3XT0r46RiSL0OFSnWh3aUwFp5qK/VhZpc7OVnpDgGOiBAcbDXOrMCqld0MWGZoEcKXQkPZlJjrsNCtUbsMiRKwESLusNNnro03Kd+QFqf3Fm/BHnwSKlKCugrVJI+E5l156Kd58803cd999quVLlizBb3/7W8fjkggJGB5P8f1EryFe1BC69OJSltfPY7fVzdwLEeVFToVdgWFnXD9Ds4jAYfUERAWrJm2On4I3xdmLzraOIanPYNSvekd+L+TkQKyoMBQUevkUSiGiRS+syuy9NjfDDCcChBUWASKhFCCGXpAmQ1wpRHVFqRMhYiQyDMbyMhQryj104p1u3brhT3/6E1atWoWioiIAwGeffYZPPvkE/+///T88++yz8rp33nkn87gkQghmlEZ3VMVH1PDL62EKDwHCSXCIZeUQ8vPs7U8pSDiGZEkI2rAsCQrF4gtDSFZYcWu4sRhmVvtQfs7aZC6pz+DYp9MGSAKkvmwPNu7TqVHbhF7zP0mI6KEnNPQqW+n1AZE8Fl4KDi1mAkQpPtJzWrEJECChPAJRzzdpkZeOls3tm9ZHjzReo3369EFycjKKi4sd51l4wYsvvoi2bdviu+++w3fffScvz8zMxIsvvii/FwSBREjYkJLTo+T1COtc7ZxHJ0IpLKFYLOLDVR8OrSHOIjS88lwwIpaVy/8yCRGJMHhG0rOC3X8cIO6vgiCJEGUDwxALE1YDXo+wPBE2EyJ6zerqSquY8y6k0CZZiKApYd2gkpSy5C9LiV0vxIdZKJY0J0l8GGFUEQuwDsXi6i1o8oIYFkbwOVfEqmeIkF0A1B7wdU5+s3btWqSnpwc9jRi2bt3qybgkQnzCjlEf9SaHUcJppSyvPEFcxYeZsGD1bgQkPCTBYfW5LTHiB0rvR6J7QZTdljlUuJLH0HZQV7wXWmXGRV+RsAgQCcPcEUUZVWWJXiPj30wUSMKCNYFc73OjHh9+eEKMRJHWC6KXByJ5QWIEiLI8L29viI4ACSVNxx223wTBBxIhIUUSLSRGYtF6Q4QuvSyNd+V5NBKESuPerDJWEAKEi/Cw3JZvyJRWSLAKBisBYnc8AJ57Q+SQLKXwoHAs/mgFiIJ4KeXrhLAYkvVl9q93ZeiUmzwOIw8FLwFiNL5WfCi9IHphWLbYXWYqRBx7RRwKEL+uMyG7ACL1CQkVoijijTfewMqVK7F79240NDSoPl+0aJGjcUmEEJHHSeiY5AGx6wXxW4BYio8APRpab4RSPOgJCb1lWiHBKkBc4VcndaUAqdlrvB7hGj0PiFjxU6jL9PKCxTD0wnjUC8UCzDuAm3kltFWn7IoH1vW1YkKbo2J338rQMKswLF+QEsqlUCrl3wrCKkCS+gw2vLaI4Lj77rvx3HPP4YILLkBeXh4EQeAybgh+MQTBH6YeIxahWNIYXjci1JsDF/HBQXiwiAI3wsHttmHyhgAw9n5QToinGIVgSVWz4lWMODUM6999gTk53QlOQ6AkIeJ1+JRemV07/T+0ie966FX7MsoFkfqDiBUVfJoUWnQ/dytAfBEkue2pa3qIeOWVV7Bo0SIMHsyhrLeCJKcbbtmyBePHj8fw4cOxe/duAMC7776Lb7/9ltvkiGAIa1I6oA5TcxuqpjX+pRAsbSiWkHN8eARI+S6LXI+yYy+3c/PDK+ESsaxcfmmXhYb0dqaeELqXxifi1vWN/9o02FgrYYUlBEsPvfwIViPfKwHSOa2ZPAflXJTLWeZlND8WL4jSS1RXWqW7jjK3JgZNToiTUCw7VdRY1icSg4yMDJxwwgncx3UkQlavXo3u3btjzZo1WLRoEWprawEAX331FSZNmsR1ggThFjtixU6XdLdoBYhYvsNYgJiJDxvCQ2m0K411o+VRInTzTm/X+DKB7qXuiYdEdIlIJt/msnkXJWGiJwS8ws99maHsm2IUrqbMp9EVIi6T0p0IVxIghMQjjzyCyZMn4+BB4/LbTnAkQh588EE89thjWL58OVJSUuTlF154IT777DNukyMILzHzbnjdB0VPgOjCIj5Y92lgoIfKcI8HGMSHBN1LCQlfBEhue1/6TXRt0wIXZLaQ37sJfbKL5NngLUCMjsGoKpYSx4npnHAiPpTbSO/98sB5GSpIOOOqq67CL7/8gtzcXHTv3h2/+tWvVC+nOPp1fvPNN1iwYEHM8tzcXFRWVjqeDEE4QVsdK8yNFG0lwluFXbHuk0SGv0g5IQxChO6l7glrWV47xppXAiSIJ9lS3kP2wSO4ILOFaU8PN0i5I25EhnZeUnUuszGVnxklpOvlg9jFKD/E7rXi9how295zsZAgDRqjwMiRI7Fu3Tpcd911wSemZ2ZmorS0FJ07d1Yt//LLL3HcccdxmRhBxBvMFbA4VW8Km/io29WYIJla0Fb3M73l3AlD40IFiXAvTeTSuUBTuVGz5mvxQG4+oAghSs9phVMAVP70CzqlNT9mpDc5BFibGUpoq1Y59XJYiSHpc2l+ndKaq+aqt722K3rlQXvHZommTK+yLK90XSmvsbi5pohQ8c477+C9997Deeedx3VcRyLkmmuuwQMPPICFCxdCEAQ0NDTgk08+wb333osbbriB6wQJf1EmpYsVO0PpVbDTzNFqPb0KWV4cs5OGiIYw5n4EgVJMSKKDZRu99d2KErPqWcm3TXU1Ni/oXsqHsHlDpKR0iaAMQzMB5BVSE750ANk/71N1P1eKkW2HjjBVwtImkZvBy+OiHEf5t7Kbu14/EO3fgDoUy6xTOnAsL0RqXmiEtj+INnQqHoQICatwUVhY6Eknd0ciZOrUqSguLkZhYSHq6+vRrVs31NfX49prr8X48eN5z5EIAK5Gc4iRhFZQx8vLC6Ls2eGHANF6LuyID7viRIsdcaI8F753V6/ZYxmSlQj3UnF/lcobohQLvLwkYRIgEk4EgJ6x5VZEeCVEkgeNRv1Ljx7bT04OknHMkE5tn4nsTXsARR6rZKBnQ+1xMMJMdLgRHG76ebCGXmnzQKwEiB6qkCypXC1DiBIvIRK2xHQhuwBCam3Q00hInnrqKdx///2YO3cuOnXqxG1cR7/ElJQUPP/885gwYQI2bNiA2tpanHnmmTjppJO4TYzwn7CU5vXDM+HH2BKOGxHqofGCaAWH1wJEKQy0IoFVXPCagy/hWzaQu6bbIFHupZIQiWko6IEgiSJeP+nVEyJe9wpRotc5PPvgETk8i6Usrx3R4WXTQDNPhxF2BUiMR0QZktXUNd1KaHjuEfGhhwd5QMLDddddhwMHDuDEE09Ey5Yt0by5+newd6+zhryufqkdOnRAhw4d3AxBhJAweEGU3gmrsDAj8eS2jwgPvExE90Jw6Hk4wo5tUeJB93hDGLwhQHzdS8U9ZUCbLrHLLbwVbgRJ2MKx7GBlaJnF/9vdD/cn28qGck15IZLhfODLLapVJWNdMshPAYCf98lCBDBuAmgmQOwKjuwWzeW8DbcJ5EYCRE90pLbPRF1plRyuxopUrjcmDbhJiADG15Cb7ztoL0hSn8FoWLtUtUys3AWk8g8JIqyZMWOGJ+My/3rHjh3LPOj06dMdTYaIT+zmlngdHiV06RUjXJTz0/vcCWbHYMsL4rEA0RrxboTHgdJqAEDL9hkxy/QwWq9l+wzd7ZTrGwmmsHlItCTCvVSs3NVoNLV29l1IgoJVjIRVgPBMSleuH0SuhyEKISLk5MhGc/rydUCHTshu0VwlQJQ5I5IQyW7dTJU7wopTjwer+GiXlSb3+DDzeLB6OuwKEKmTOqBTLavJIwKAa+4E83VFlasSipEjR3oyLvMv+Msvv1S9/+KLL3D06FGccsopAIAffvgBycnJ6NUr+KfPfiIZmmFM4I5nrJLT7SSuexGG5lpEScJDp5KTFwJE+7cd9MSCmfBgWc9suVKIOCF54t9dbW+bmj2qt3QvZUcrLrS5JSweEL/DvKSnt5JB6JVgsDI49fbpVXhL8sgJqvwQPZSGenJ+O6SiKXldauR3ECqviLJClR4sAsSJp0MrNqzCrYwEiOT5kP7mihSepRAigL9J6dTLI/HYsmUL5s2bhy1btuCZZ55Bbm4u3n33XXTo0AGnnXaaozGZmxWuXLlSfg0dOhT9+vXDzp078cUXX+CLL77Ajh07cMEFF2DIkCGOJhIlxIqd8ku5jIhFGVLFeo7cnEsWMRh07guzFyQv3zIHxIi6Xb+oXlbLncIqNnii3GcUwsW0JNS9tJbv9yPur1J5ScLqAdGi9WL4YSh6vY/6d19QvU8eOcFyG60xnto+E51PaYd2WWnIbtFYylcSF53SmtvLA2nRPObFSrusNPllBzMBIv3rRoBoq2TpdlLfXarKz/CroSARLB9++CGGDh2KgoICCIKAxYsXW25TV1eHhx9+GB07dkRqaio6deqEv/+d7aHc6tWr0b17d6xZswaLFi1CbW1jgYCvvvoKkyZNcnwcjjqmP/XUU5g2bRratj3mam/bti0ee+wxPPXUU44nE3WiLkTsCAXW8Yz24XQ/VtvZHVfPoxK0SJFxIUD0lvE02A+UVgciQNwglpX77wWxgO6lzlCKETOCSnbXEwB+iQ+reXi+z5wcOWxIz7DXKz+bntPqmBBp0Ty2ApVCnEjvecAiPNJzWqnEhvTeKO+DVXRYleEFjiWo67JbE6arI0a8wi8vSFKfwTHLxD0+5vSFmP379+OMM87ArFmzmLe56qqrsGLFCrz44ovYtGkTXn31VdkDb8WDDz6Ixx57DMuXL0dKSoq8/MILL8Rnn31me/4Sjn7JNTU1qNBR5BUVFdi3b5/jycQDYe2t4YQgqlKxiAjLRPUmkZNUdBnTXExFh5RUXGPyn4ENDL0gFqV5rQSIXx4BP4VHReWx2p452S1i5uE2LCsMxOu9VGX81v7iODckqjgKi9GeI05eJD/yR+rffUFtAFdUoOY3vZjyKZRhS1IORnaL5qrSvhJ64sPM46HdrzQfJ5jlfTjxdpgKDFY0jQy1xEvPkESipqZG9T41NRWpqakx6w0aNAiDBg1iHnfZsmVYvXo1fvzxR2RlZQGArVK733zzDRYsWBCzPDc3F5WVlczjaHHkCfnd736HUaNGYdGiRdi5cyd27tyJ//u//8PNN9+Myy+/3PFkiPhBmSvjtSjzrAqWsqoRQ4UjCT88YrzDqljw2/OhFB5KQSIRWk+MjWuF7qUEAH2RliDCTRIgEpJwsAqpshtyJY1tN+SKBe0xRBofSu/aIanP4EiFl6W2z0RqQVv7ryYhW1hYiIyMDPk1bdo0LvP697//jd69e+OJJ57Acccdh5NPPhn33nsvDh7UUfs6ZGZmorQ09tr48ssvcdxxxzmelyMRMnfuXAwaNAjXXnstOnbsiI4dO+Laa6/FJZdcgtmzZzueDBEcDSVLPB1fVX3KRJSweki8DhsjwoHWAxJ2hNxOttaP13tplIwGnkh5ElyePnPOp9EiVu6KyevgTedT2uGM7dtivAhKL4DbpO3Kg0fklx1YxUhNxX75ZUZdaZVKjGjfO0XrMdHNC+FNyIRIIrFjxw5UV1fLr3HjxnEZ98cff8THH3+MDRs24M0338SMGTPwxhtv4I477jDd7sMPP8SRI0dwzTXX4IEHHkBZWRkEQUBDQwM++eQT3Hvvvbjhhhscz8uRCGnZsiVmz56NPXv24Msvv8SXX36JvXv3Yvbs2WjVyn5XUCL+sPKAOMkL0a7PUzgxzcXGE+54JIzhT1pvSKvFnwY0E2ckzL3UY4M6bDgWYbW/HHt5iHJ+XIWIIjTIqbhQhkxZCQu7wmPP3kPYs/eQY2+IUpAYCRMvxIit3BAOsBQZILwhPT1d9dILxXJCQ0MDBEHAP//5T5x11lkYPHgwpk+fjpdeesnUG3LBBRfgl19+wdSpU9G1a1cUFhaitrYW3bp1w/nnn49zzjkH48ePdzwvV9ldrVq1Qo8ePdwMQSQYkcqXqdnTWMJX2QU7vZ1pfgh5Vfhj5Q1RCpEwmO1CbieIgK08ooS4lyZAbogrD4gHwiMoj5SQk4Nmp3VHapMxm758HepuuAhArEGtNNDd5GzooRQcvMeWUAoRs7wRbbleVmEira/tGQJA3TcEiNveHcmDRqNh7dLG31ft5qCnE0nat2+P4447DhkZxx4mnnrqqRBFETt37sRJJ52ku50oigCAlJQUPP/885gwYQI2bNiA2tpanHnmmYbbseJIhFxwwQUQhJj+nTIffPCB4wmFHd5GZjwlsluhDckyqp7lJcokdCmXxOo7EHI7qYWIC4S8QnuNCkOGtomg1jtilKdh1HwwXhFyO0FkECGJfC8lnMGabGwkQHgLE6lSkl6fEGlZ8sgJSH15hSxEtFiFOunB6gXREx/KZTxzRIyOQylO7HpFlF3WlUKEBUeiOKRCRrruhXbGifiEMeeeey4WLlyI2tpatG7dGkBjT6qkpCQcf7y5Dar8P6pDhw7o0KEDt3k5EiE9e/ZUvT9y5AjWr1+PDRs2eNZVkYg/tIa/2/4gbra3JQZNvCGO55FXYFkhS0lqQdvAemSYhWU5/Qzgk2i+f9g5oe+YriRh7qUcPSDahoVhxVZlIgYviFI8WHXIjlpOTnpOK0dCRAmPxoReIR2bnqfE7Lil9ZVCxA+8zhVyxO5SiNm7gNT0oGcSCmpra7F58zGv0NatW7F+/XpkZWWhQ4cOGDduHH7++We8/PLLAIBrr70Wjz76KEaNGoXJkyejsrIS9913H2666Sa0aGEebXDjjTdahoUtWrTI0XE4EiFPP/207vJHHnlEbmCSqNj1aoTBCxJkX4ygO84HcexOvCFCfl5Mmd4ghYgXJJq3BEiQe6lHAkR6byZE5MaGLb3PZ6p/6VEgtz33kqhmgsJKjLCOYxe3RqqZV0SJVlhI3g8ngkPCL+Ghh12hVVOxP0aISN4QORTLoESv2TWh/CxqgpVo5PPPP8cFF1wgvx87diwAYOTIkZg/fz5KS0uxfft2+fPWrVtj+fLl+OMf/4jevXujXbt2uOqqq/DYY49Z7qtNmzaWQsUpjhLTjbjuuuuYuy8C1h0fb7zxRgiCoHpdcsklqnX27t2LESNGID09HZmZmbj55ps9/c/bj5KzfhNUHkNY8ieMvlOj+ZlVQGI9JiGvMHZhnuI/jbzY/1iE/LyYZVF66s9Cy/YZ8ivqCF16OS5mYOdeGtb7qGzceJxkbdaQMKhmhXo4Mfb82sYxiipKySMn6CY0K5elvrwCqS+vkP8G1AnsLALBqceDd3leKcld+eIxhnY8ZuGiCKOyI4Spj0g06d+/P0RRjHnNnz8fADB//nysWrVKtU3Xrl2xfPlyHDhwADt27MBTTz3FJC6effZZzJs3z/TlFK4ipKSkBGlp7D9ylo6Pl1xyCUpLS+XXq6++qvp8xIgR+Pbbb7F8+XK8/fbb+PDDD3Hrrbc6PgY38BQnvLuXhx23xyp06aVqTsgr76J+8Uwu4zhCR4joIdUZjzfiRpA4ECJ27qXxdh9VIrTKVL3M1gscD7wgUTMQ9fJCVByobnxpSG2fKT/xNxMKLAJEKTi86gui3I8SFlFi9LlejoveGLpekCYBImQXGF4z0mdRu6YkhG4e9QMjTDHLWeSBo3AsbRMtURRRWlqKzz//HBMmsJd2Y+n4mJqaivx8fWPs+++/x7Jly7B27Vr07t0bAPDXv/4VgwcPxl/+8hcUFHj3Y4sXb4hROJIXxxd06JUSpw0OrfpA2MkJ0Q3L0uaG5OUD5cdKMOqFZUlIQiSoEC1WIeRkfpIQkcK1lMIkyt3TedxLw3YfFdrlA3U11isabR8GQeEAybhThkhJeSFuvBPacY0+DwKll8NIgCiT07Uow7JS22ciHY1P/rUVraRO6lYEEWql3Kd2jqwJ8JIAUQoRreCKyQnRESBGmH1m+9oMqIdIUp/BELeuB/bFSZhqRJCqY3mFI09Ienq6qqNjVlYW+vfvj6VLl2LSpElcJ7hq1Srk5ubilFNOwR/+8Afs2XMsIbikpASZmZnyf5wAMGDAACQlJWHNmjWGY9bV1aGmpkb1CiteNxE0g6c3xk+vjmTYe+nFMBMxdkSWbliWFo1HRC8sS4leN1be+LEPPfQ8I3YEyNE7hvCekimyaE3P0v3cr3tpUPdROwaOlbfDCX4lrjesXdq4P53kcV7hUWF6is00D8b+Fcn57eSKT5JHROkVkYx3K4HBIkCksVleTrCag9sywbIXRJMHov0+lO+5CpCAETr3DHoKCcfKlSuRlaX//xcPHHlCpJgzr7nkkktw+eWXo3PnztiyZQseeughDBo0CCUlJUhOTkZZWRlyc3NV2zRr1gxZWVkoKzO+AU6bNg2TJ0/2evpxA+8ywjzHayhZogrDSiq6jKv4kESC3U7Yeh4RIy9JjEdEyg2x8IgAMPSKaOHlJeEhNrRj8PTchDEsTcjtBOz7RvczP+6lQdxHWZ/+R9XroQfL8dqqmGWA8txyESW7S1H/7gtyqV07NKxdiqQ+gxVjWQgPnQIBzZ74F47efxWS89uhvmwPUttnoq60ylbFLDPj36mgsNpOShrXztHMM8Idk3K6VtdG1ASIhNApzvsphYx+/fp5Or4jT8gJJ5ygepImUVVVhRNOOMH1pCSuueYaXHrppejevTuGDRuGt99+G2vXro1JtrHLuHHjUF1dLb927Ihu3wYv8Stsiud+tJ4jPUEiVuw09TCxhmo5DenSHSuvMNYrkqf5T4QxWd0MFiNdz7PhpbcjKK+Knwg5HXWX+3EvDet91E8BIlb85Nu+sLvU85AVu14RS4PTg/km3zfLdudtpUdE6xXRwyrng0WASPtieemNbeY9cZuX0i4rTf8YJLHn8Huzuh5Mr6+Q9hEhookjT8i2bdtQX18fs7yurg4///yz60kZccIJJyA7OxubN2/GRRddhPz8fOzevVu1ztGjR7F3717D+GegMT7aquZx0Ljte8EDL/fvZ36I1ltihtCll60QOKFLL1tlfq2+V12viNYjArj2itTt+sXS2A9SDLCWH7Y7x2az33E6JU8I4l4ahvtoPHlAooDbvBSjMY1Ivm+WdZK6gmZP/Av1TxZDrKhQNeNr2eQdkXJFJPSMeslYt/KeuOm3obetsvmgUjDozcPIS2Kn4pdYUdEYkrW7TA7L4uFhk7AcJ6CcECI+sSVC/v3vf8t/v/fee6r27/X19VixYgU6derEbXJadu7ciT179qB9+0YlXlRUhKqqKqxbtw69ejU+lf7ggw/Q0NCAvn37ejYPvwiDEAlDEjkPGkqWGB6LFB5mlANjR8SwfF/SPAxLAFsJESAmPAvQ94pYJbF7hZGHhlUoAeo5soimKBHkvdTv+6hYuQsCx14hdrDqI8IdpYG2uxTQMeh4Gox6eCE47GJHgCgRcnIgVlSoliXnt0MqACgS1vWQwqPMvB9OBIi2Q3l9mdpzKY2p7YSunYdZ2BYQG7qld6xSjxDpHMl1i3Lb27qumMMlQ3AtEfGNLREybNgwAI0lu7TdfJs3b45OnTrhqaeeYh7PrONjVlYWJk+ejCuuuAL5+fnYsmUL7r//fnTp0gUDBw4EAJx66qm45JJLcMstt2Du3Lk4cuQIxowZg2uuucbTylh+IuQcD3HzOq6hP0FglCNh9jmX/TYZ9EJeoWkuiqtu7QpviK3qWCbrMueJADFiRDWOSTUtN9gNA1Nu52Q+8SRAAL730rDeR1UGTO0vqqaF4v4qrt4QFqEhVvxkGBbnev8GhpqRYcg1p0MHJ8Zj/UuP2gqfsiumrMZPvm8W6p8sPlZ+VvkZgPTSKqbu4kawCBCt4DBaRytEjMY38pJI6Hl39uw9ZCq2JCECNHlFpA8UQoS3Z4RHlTcietgp2pSe7qyTvS0R0tDQAADo3Lkz1q5di+zsbEc7lTDr+Dhnzhx8/fXXeOmll1BVVYWCggJcfPHFePTRR1UhAP/85z8xZswYXHTRRUhKSsIVV1yBZ5991tW8iEbC7gWRxIWtbbRCqEsvJtFgxxui2p/FHM28IkwlfAFdr4hqHIVgcCIAnAoOlvHcCiRlKJp2nl6IL17wvJdG5j6qI0QA70OzfPOGGISpmAkOL70iWqPRsNRvbnvbITZOjVG7QkeiUZhsUSWCa/82g5cAUa4rCRFpOythovWUAPohZEoBIn3O5MHZXSoLES1615gdUSFvT6FYCUVmZiZznxC9sGIWHOWEbN261dHOtEgdH4147733LMfIysrCggULuMwn0bCTy8AD5ZN/q5CkMGImRMxyQ1jEktH5MBQigG2vCGCdP8JbcFhhZ3/KOWu3YxknbPkgAJ97aaTuoxohAvD3ioQVpeDQ/i3hRbNDraGp3EfYnmxL3pAYTj8T+M9nANSCgzXx3HSfNsSH2XZ64yiFiZmnxG4FL6U3BMCx/JAmIQLE9quR/mbFSKQ4EZFENFm5cqX897Zt2/Dggw/ixhtvRFFREYDG8u4vvfQSpk2b5ngfzCLk2Wefxa233oq0tDTLJ2R33nmn4wkR8Q1P74pk2GvFAat3xE4CupMO7E7KBeuGrekJEcDYK6LEQJRoxYgn4kM5FwtxxILfAskr4v1eKnTqAez5UX4fYwDFmRCJyX+QKhflGif1A/peEC8EiVWzw9CRm8/cY8QI3sJDmauiDBfT5q8Y7UcrGiRxYpRPosTqWGIS1ZXeCoVnxIkYoRCsxEZZnnfKlCmYPn06hg8fLi+Tqi7+7W9/iwkrZoVZhDz99NMYMWIE0tLS8PTTTxuuJwhCJP/jBADhxDOB3f8LehoJhdtcEBZxYDdky4z6xTORPGwMt/H0cC1EVJ+zh2rZwkzs6JQS5i1IokxC3Es792zsbqxAZXTHmRCRQ5osjGet8DALx/I6gR2INTKdhksBaDoH3v22WQx25Xo8UAoOvVwVvWV6wsTMayL1RpFQHp/esZgKKEXFrMb3TYJEk7gu/W0kMqg8L6GlpKQEc+fOjVneu3dvjB5tv8eQBLMIUYYN8ArHIogo4MQL4hYjISJhWT1LiYUQYUJPWNj53GhdDwWJNgl+/7Bz0Grxp57tj5VEu5caGt3xIkQkw0zPANc8lQZiPRJW4VJh9oiIlbvkbvEyFh4gZjh4RPRwGn7Fip4wAYy9JtqcEjMRpTf3mP1phQigyhexex3ECFWHjS2JaFNYWIjnn38eTzzxhGr5Cy+8gMJC5w96HTUrnDJlCg4cOBCz/ODBg5gyZYrjyYSBqFehcoI2RCrsCel6NJQssRVeZQennhS38xFyjjf8LmKaG2obG2qxIxKU20gvr1DuQ7kfo2UO4dmVnSfxfC+VBIZYucvY4KmN/V54JZGHTsxITQyVLx2058uXcJiwPeFWCJDk+2aphJiRka7XUNAOQk6O/PIC5fh6+0nOb2cqkJgEiISJeNMTvdoX4RwhNxdCfp79V24uAKBPnz7o1q0bZs2aFfCRqHn66afx17/+Fd27d8fo0aMxevRo9OjRA3/9619NPfpWCKJZRqMBycnJKC0tRW7TSZPYs2cPcnNzHWfJB0VNTQ0yMjJQXV2N9PR03xO2WfBCHCmPU/nUPQgR4jQkS+kR4Bl2ZbQvIa+QuUpWQ8kSeX5CXqGr82p2fnQ9NWaeEcDcA+Gl6PAKg+ORPCGSCAnKE6K9x0jE07005j5a8RNQ+wsaNn4uryMZODGGjk4fETsiQk+4KLeXK3F5UKK3/t0XGv/Y8OWx+HzAuUdAIwi054qHkajrjVGIIquQLPmYofGwWFRPchrqVf/uCzj66qsxy+tKq2wJDzMjn4v4kL5zBx4cq/wSJZZz1bv2FNeV8hpiuZ6k60X6N0hPiNG9NGikee0dNwLpaSn2tz90GFnT/hm641KyY8cOzJkzBxs3bgTQWN799ttvd+UJcVQdSxRF3bJdX331FbKyshxPhjDGr14hUfSCAMcESFLRZbYTzlnFi1EiPMs2brHVUwTQr6Cl+jzfOo8jSvAIOQsAupc2ES+hWdAkCithFSWKOH7AXh4JK7wTjr301mhzi5TwECCOxYdWcCi/X6vvWkekSPPQihFb8+MVCgcc+z3qeCuJxKSwsBBTp07lOqYtEdK2bVsIggBBEHDyySer/vOsr69HbW0tbr/9dq4TJPwh6uLDDU76jZiOt3mdN40X7fYUAczzRbwSHlahYYC1p4YzYWt2SPdSHTgKET/FC7NBb/Z0XM941JRbNSutyyWEJrc9sOFLR5t6UUVJJT5c9KfgmgOi62FwcB+Nydk4dm048nLwRsczSSQeX3/9NfO6PXr0cLQPWyJkxowZEEURN910EyZPnoyMjAz5s5SUFHTq1EmuH0wQTtCKISfGvF1vCE/8COUz8opIQsq2V8QNLIKDZTsec4uQNyTR76WGT/PjyCMCWIfYyAanUqBoqxsZCBHVflz2gXAqIvws/2vUqVxvPe54bfgbiRJOIX1abHnTWreFgAiVeCa40bNnTwiCYNqHCmis5OhLs0KpDnDnzp1xzjnnoHnz5o52ShBaDBOwmwxuu6V8pXApr0Kzgoa7V8QuTsUHy3gcxZK2QtbRO4aEomkh3UvtYSVEfOuKrkNSn8GqHAkJlhh/vd4TMYLEoAGd7nhuQ7XcVKTi2E1b6QVpzDVRz8nrClcqeAsBlvNktU+OhQRU1wx5QAgFflRvdJQTomxgcujQIRw+fFj1eViTalgx634dT0TlOJUCxSsx4nUZXq/C3cy8IoZCBHBu6PMWH2b7cDJHHW+IVoiEiXi+lwo5HSHW/mL/KbuONwTg4BGp/QUN275FUp/BzsdgRKyosPXUXleMKNHJEwH0xYgdIRK1ZnS+ig83mIkEKwGh+a69wPD6MPjtKbeL0vVCuKNjR/6FPLQ4KtF74MABjBkzBrm5uWjVqhXatm2rehHO8SKXIF6QDHm7Bj2LNySm5C0n/Mi1MSvja4hdMZFX4I8A0e7T0XbRSbKP+3sp5yerZt4OSaBEKXRLK1QsvSeap+hGBqGb0Crk5sd2gW+iYe3S2L4gRCO57Y+9eIzDgLLanFF5XS4leFu3pdK9BLZs2YI//vGPGDBgAAYMGIA777wTW7ZscTWmIxFy33334YMPPsCcOXOQmpqKF154AZMnT0ZBQQFefvllVxMi9CFxosbI8PY6F0Qs38FcGQuAHEpm9Bmv79WxEFG+WD9zMj+PRF7UoXupASYVeViESNCweEGU6yrXVwkRqwaIcC9EVMalDeNX1yj1sGO6vG+dfhtmL6sxuOCR10JPQGjFhF4JZ697fuiFHxLxzXvvvYdu3brhv//9L3r06IEePXpgzZo1OO2007B8+XLH4zoKx3rrrbfw8ssvo3///hg1ahR+/etfo0uXLujYsSP++c9/YsSIEY4nRKgNVxIf9pGEiCQWzBLVWQ1js3At5f60IW5mAoQ3tkOztHjk6VCeY8PkeSM4JbCHNSQrEe6leiEcbo0jo9AsuR+IgRjx+2luXWlVzDKWsrKqfiN6KPJEAOMQLDc5IpI3xKi3h92x7fQIETr3jCnN61QwuBIaHuZmhNazYBGSRSQmDz74IO655x78+c9/jln+wAMP4De/+Y2jcR15Qvbu3YsTTjgBQGPM8t69ewEA5513Hj788ENHEwkTYciT4PmUPF6xCnVSCg873gsJsXyH/HKK39+hI49IAHjuGYlISFa830slzJ7cOiWoRHTfceldYPGIqL4bjWGtDM3S5tNou7vzJtT5BzYESFx0JW8SJpGcO+Ga77//HjfffHPM8ptuugnfffed43EdiZATTjhBzprv2rUr/vWvfwFofKqnLDVJ2INEB38aSpbEeEGSii4zFSVWwqN+8UzUL56puy9WlGKB9/duJkT8FiPc9le+y3XVLCE/j89cOBLP91KzJnPc9mEgRMIsUPS8IzzgarBr8hLqX3pUfknCI3nQ6NjO2RxL2Qqde/pSRCCG3PxjL93PrXM2vBQcLCFarqEGhYSGnJwcrF+/Pmb5+vXrkZub63hcR+FYo0aNwldffYV+/frhwQcfxNChQzFz5kwcOXIE06dPdzyZRIYEiLfoCQSv+omE4bu0W0UsBsngdxGixSJAmEPFrGAsPyzk56F+yk1Invh39/vkQFzfS30K6WCumtW6rbfGVW5+Yz8FhtK8YUbV+yO3fWxJWc375EGjG3ME3Pa2AOSkd6X4ELILILKUDlb1V3HgPeIkoOwKAS9Eih7K8Dmm/jA6YVlUHStxueWWW3Drrbfixx9/xDnnnAMA+OSTT/D4449j7Nixjsd1JELuuece+e8BAwZg48aNWLduHbKzs/GPf/zD8WQSGddGY4Li5LwpvRhKQ9muKKlfPBPJw8ZYrifNz0vvhx6uc0SihM8d2HmRaPdSr0I59IRIUE0OhZwcJKMx4Ty1fWaM50MvJ0RZetZNDoObHBCtgSm/1xMigGEFreSREww/cw2rUGARJH50HtchqHAm5X6N/o6B8kOIJiZMmIA2bdrgqaeewrhx4wAABQUFeOSRR3DnnXc6HtdROJaWjh074vLLL0dGRgZefPFFHkMShO/w8ooYhXopBQGPzvAsOM4RCaIkL0H3UhcEWTVLWd5WQhIWqe0zVS8tjnpfeFiNye3+nAoQ09K/ue1dNA3M1385Gsv4PJiFQ0U6F4RCswg0dkW/5557sHPnTlRXV6O6uho7d+7EXXfdBUEQHI/LRYQQRJDw6MXhJHHdDWHweoUtWZ0gPMfLp7oKA1Uq/2olMMLefM+0fK+HzfRCh0UeiJm4iKTw0KIRInFxTIRj2rRpgzZt2nAZi0QIERe4FSK8vCCWndkDEB9CzvGhrprl2RwMKmSFsVRvvBPZp8BOUDxpNxMiest1Q7E4hA0pq1hJf+u99OAhRGyV580u8KWoATPxWIaXA9S0MrEoLy/H9ddfj4KCAjRr1gzJycmql1NIhGgIQ3lewhlOhIhZboRXxrGREAmDd4Qnocg70REiYaySFW9YGpGt28a+tJ/zmIffVbKUBqsmNEv7UqLbOM9N2JABVknFTEnHGq+AlcCwI0ACRU9gMVbBSgg03hBKUA+WDz/8EEOHDkVBQQEEQcDixYtN11+0aBF+85vfICcnB+np6SgqKsJ7773HvL8bb7wRX3zxBSZMmIA33ngDixYtUr2cYisx/fLLLzf9vKqqyvFECGvEzesgdOkV9DQSBqdGtNdd252SUInqSvLygXLvOznbIaHvpUYCw69qWhU/QcjpyH1cVSI30NRQ0LxilmESupn4CCAMyqwqkpwDojNnNwJE3LoeQueex/YP6CbIx5wPvXW06ynXUQlHe70/3HwO4Ng1bzfvwu/tiNCxf/9+nHHGGbjpppss/z8BGkXLb37zG0ydOhWZmZmYN28ehg4dijVr1uDMM8+03P7jjz/GRx99hJ49e3KY/TFsiRCruvUZGRm44YYbXE2IIPxEz9sRpFEuVuzkkuNiNLYRXhwzV08SYwle4+3DJUTi/l6qFBTK0riJVGlHmSMCtRAxrYAVUNUmK5RGNctTcB4ekBiPmlSpy0wssK7jAtcCRM/zxyoMWH9DZut5Xa6a8JxBgwZh0KBBzOvPmDFD9X7q1KlYsmQJ3nrrLSYRUlhYCFEU7U7TElsiZN68edwnQBwjiDK9QpdeCReCJhnHYX36r1fSN54J6/fgJQl5L/VBgAitMgNpVJjUZzAa1i6NMT5VJW+tSu+GVHxoCTwMh0VABJg072l4lhvxojeWg22pV4i31NTUqN6npqYiNTWV+34aGhqwb98+ZGVlMa0/Y8YMPPjgg3juuefQqVMnbvNw1CeECAaxYieFY3EkDEnZfhLGXjS+ChCFNyRMDQsTggA9IFK/kCAEihxGBOj3q2ARHhxDhHhhZYjyzgMJi9HLJQTLDax9O+x6SxwKmfp3X0DyoNGOto1bcvOAFg5Ew8E6AI0eByWTJk3CI488wmFiav7yl7+gtrYWV111leE6bdu2VZXf3b9/P0488US0bNkSzZs3V627d+9eR/MgEaJA3PIl0KZ10NPwlXjzgoTR0HaKF6FZfp4fsXyHt0JPGaIl9TSJaNPCeELc9nXjfTQA4RGEFwRoyl8wMMyF7AKITfkhzF3FbT7J9zM5OmZfBs0M4w3PBYhTrwaP0CoKzwoNO3bsQHp6uvzeCy/IggULMHnyZCxZsgS5ubmG62lDuLyAREiIsDIOEyU8JywkDxuj6q6uxK+8ES9zRLSEOkHdSFxoGypKwsRtDgkRV/jVPV3PEFV1HTcSHxErA+uVZyKslaYC94D4AQmRUJCenq4SIbx57bXXMHr0aCxcuBADBgwwXXfkyJGezUOCSvQShAnJw8YEPYW48exwh1WYqD6LRtx95EmkBHQL5DKuekKDoQys5bghw4uSvGE8TkfolaO2i1Io8BYNNuYWN99JAvHqq69i1KhRePXVVzFkyBBb237xxRf45ptv5PdLlizBsGHD8NBDD+Hw4cOO50QiJMGhHBNjJC9IWISIH2Ikcnky5buOvbSYiRGC4IhUStYSSXQwig89Q88P8RFWgeME6Vi0x6RdbvayGp8LdgRF7S/eeS0YhEi8XBtRpra2FuvXr8f69esBAFu3bsX69euxfft2AMC4ceNUFRYXLFiAG264AU899RT69u2LsrIylJWVobq6mml/t912G3744QcAwI8//oirr74aLVu2xMKFC3H//fc7Pg4SIQShQS8kKQxCJEoIeYWmgsZW2BeFVUWL1plBz0CXoPJFnKA0fu0YxE73Y2WoW9IkqLxsTOjk2L0WcVy/DzceEm1JbCLu+fzzz3HmmWfK5XXHjh2LM888ExMnTgQAlJaWyoIEAP72t7/h6NGjKC4uRvv27eXXXXfdxbS/H374Qe4RsnDhQvTr1w8LFizA/Pnz8X//93+Oj4NyQgiCEbMcEb9Q5ojolfJlKe/rdXI6izfFt/wTyg3xn9oqoE2boGcRKiRj1Shx3c95SHOws1+/yrKKlbvi9ym7V+JA6xFhraBlBuWHhJ7+/fub9u2YP3++6v2qVatc7U8URTQ0NAAA3n//ffz2t78F0FjNq7Ky0vG45AmJEH6HTiVKqJbWGA57SJI2NItVUPhZFYvHOgA8FRD1U27ybGwivHjRLd10f4pQLbuhPo73aeLh8GS/HlbHMhJuQYeMxa1YkmAUMvXvvuDxRIgw0Lt3bzz22GN45ZVXsHr1ajmnZOvWrcjLy3M8LnlCiIRGMoZZQrC0XhCtWPG8JK0JSoGh9ZQol7HgtZeCy9h6Hg6pKhZBxClxb/haYBRepRUqiX6euHhDCELBjBkzMGLECCxevBgPP/wwunTpAgB44403cM455zgel0QIEXcE2SskSCFihrbUb+T7qdjxkFBIlr+ENCckSoTRiNaGcsV4KPSaMfqENJ8wnjcA0RUEFJZFNNGjRw9VdSyJJ598EsnJyY7HpXAsIi5J5J4qPCppuRVSvuV7GGEmOqhMLxESnFRjime0x24nDyXy5423se9lBa0mIn/OCVtUVVXhhRdewLhx4+QO6d999x12797teEzyhBC6JEo+iBOMDPQwekDMiLw3xAwKyyJCgDYfxElSuOfoPaW3Y7wmQLd0LaH6/qxwG5pF3hACwNdff42LLroImZmZ2LZtG2655RZkZWVh0aJF2L59O15++WVH45InhIhbnHhDWErxsiZe2/UGhLZbOUc8L83rpIEhQfiE554OqRme0UtvPaNxdPBy7kl9Bst/+1GJyymREiC80LkeEvI8JDBjx47FqFGj8L///Q9paWny8sGDB+PDDz90PC6JEMIRUsiPX030wkxS0WVBT8ETIuHZ0RMXlP9BxCNOBYXeGKz7Y8WDfJAwC5HIwcOTEdW8FoILa9euxW233Raz/LjjjkNZmfPfP4kQwjbxKjrcNCQ0EiLKJ/9Bezr0vjcvc2d8O968AvJ0EPGJmcCwIyjc7N9HmDvPB4Sjp/9hMd6lHBEKrSIckJqaipqampjlP/zwA3JychyPSyIkIoT9aXtYhYnTkCyeHdKVoVnKf/UEip9CheU7i4Q3hBUSKgmP3z1CHGHHsxE0u0sDrYpFOEQpSLQvo/WJhObSSy/FlClTcOTIEQCAIAjYvn07HnjgAVxxxRWOxyURQsTgNCk9rEKEBZ6iw4qgPSISkkDzupKYZ8frJuyqqUJW/XMPcZoMQTjEKMwqYiTfN4vLOF6HYTmtQpYwORB6gsPiuqSGhfHPU089hdraWuTm5uLgwYPo168funTpgjZt2uBPf/qT43EDFSEffvghhg4dioKCAgiCgMWLF6s+F0UREydORPv27dGiRQsMGDAA//vf/1Tr7N27FyNGjEB6ejoyMzNx8803o7a21sejiDbi5nW2tzEzWsMoRIzma9c49kKo6M3B00aBBt+P2XfqxhviuBs9q8BQrqcMy2JJUI+TUr10Hw0ecev6mGVhDy1KNPSEhy/CIopehCjOmfCUjIwMLF++HG+//TaeffZZjBkzBkuXLsXq1avRqlUrx+MGKkL279+PM844A7Nm6T9BeeKJJ/Dss89i7ty5WLNmDVq1aoWBAwfi0KFD8jojRozAt99+K5+cDz/8ELfeeqvruVHCNeEXURAiuuszCgrlekzHZdfDkeCJ6GG+jxImRNzzEQR2RIO0rpXXw2rMhO3dwihEEvLcJBhHjhxBs2bNsGHDBpx77rm44447cP/992PAgAGuxw60T8igQYMwaNAg3c9EUcSMGTMwfvx4XHZZYz7Eyy+/jLy8PCxevBjXXHMNvv/+eyxbtgxr165F7969AQB//etfMXjwYPzlL39BQYH+j6Ourg51dXXye71kG8IcpcGqNWq13bnDimQcO8m3CWtndLew9A5RHreQV2hLMNld3xEJ1iGd7qMRJOLiQ6zcJeeDiBUVvuxTKSpU82Bc12ps7VhcjWuWXh1h78dhMjchuwANa5eqyiwT8UPz5s3RoUMH1NfXcx87tDkhW7duRVlZmUppZWRkoG/fvigpKQEAlJSUIDMzU/6PEwAGDBiApKQkrFmzxnDsadOmISMjQ34VFiqe1Go8IInmDaEmheywVMRyQ1hyR4BjwkNPeJmJscCEmlkSuuazeM4LCeo+mqiIlbsgVu4yD8WKsAAJW9lcnl4Kz7vWR7EylTRfg3mTF0SH3PxjocF2XrmN4cF9+vRBt27dDD3bQfHwww/joYcekjul8yK0IkSqO5yXl6danpeXJ39WVlaG3Nxc1efNmjVDVlaWad3icePGobq6Wn7t2GFu7MVraJaTfBDmsUN+vqTqVG7yQuoXz+Q9rRi8EiJm34+RF8tKbChfoSdBKmUFch+treJ3AESwhMRoZg2ZshWuFVTOTkjOKTM25tuwdqmHE0kM1q5di++++w7FxcVBT0XFzJkz8eGHH6KgoACnnHIKfvWrX6leTgk0HCsoUlNTkZqaGrNc3LMLaNXScLuohBnxglWksITwhA0vDWXeIUdRDP1yNV+/wqkUSez1i2f6WiEtHjC6jyYa2qT0hAlJUZTmbfbEv7gPrxcixbodC3rFBAIn7CFZTUjfiyT8wuYhI/gzbNgwT8YNrQjJz290TZWXl6N9+/by8vLycvTs2VNeZ/fu3artjh49ir1798rb24XFoJY+90uQhCksR4+oCRAlTvJBkoeNcWW0SgZ60N9rUKLaUqT5nc8Rx16RoO6jjpCML60hphe+5KCMqB8wGcAs+QFhwMAYlvNBPCKpz+D4f6KuvNYjjFi5i4RIgjBp0iRPxg1tOFbnzp2Rn5+PFStWyMtqamqwZs0aFBUVAQCKiopQVVWFdeuOPbH/4IMP0NDQgL59+9rep9CugFmA+IVn4TgehmLJ+wi5OHFzbt08NXcSBqZdn1veSVOoofa7CtTjF8eiwG+CuI9aooyN12uSxvIkOCTGm+On6SwN4ngQxTyEJiQDV/qbJ6EpnxxSMe2EhK0ilmAcPnwYO3fuxPbt21UvpwTqCamtrcXmzZvl91u3bsX69euRlZWFDh064O6778Zjjz2Gk046CZ07d8aECRNQUFAgu4VOPfVUXHLJJbjlllswd+5cHDlyBGPGjME111xjWNGFJ4kWnqUl7CJDIirztCKKYVlGWHpDrPp96K3rkqiGZIX6Pmr21J+3cRwSD4O4db19I9foXLg5Hq2wc3luDCtR5eS4GtcKLwzbUIViheS6dYpSLAIOr38i9Pzwww+4+eab8emnn6qWi6IIQRAcV84KVIR8/vnnuOCCC+T3Y8eOBQCMHDkS8+fPx/3334/9+/fj1ltvRVVVFc477zwsW7YMaWlp8jb//Oc/MWbMGFx00UVISkrCFVdcgWeffdbxnILKb/Bzn354QcKOFx4mP0SCl/vQiupQ5PqY5YeQxwRAOO+jMYaV9r1Xse8hMOi01bHEip+cD8bzeEJwbggDtOFZIc8NofCrxGPUqFFo1qwZ3n77bbRv3x6CIHAZN1AR0r9/f4iiaPi5IAiYMmUKpkyZYrhOVlYWFixY4MX0mEh0b0gU8MuYttM/w5d+GfGCkRCRliW4GAntfVQZcqUVIGZoDTAj4zlgQ83oaTr3J/chFw/J94WrlGikUX7XIRciRGKxfv16rFu3Dl27duU6bmhzQgg1fpSDjVf8eprvJMndKV56Q1T78VBg2zoGqZa6Hg4S2SNVTjheMeoY7tbwinAehCF28kc8PHZlk0LAewGSkE/bI3LtetpThQgd3bp1Q2VlJfdxSYSEBN8qbXEIxWLtm6I9prD0W/HDA2HlBYkSoREigCdej6h9H3GHkZdDiRPDTGcbV6FRUcHMaxIRA1cqc5ywBm48CmkictTU1Mivxx9/HPfffz9WrVqFPXv2qD6rqalxvI/QlugNklDEwocUO+fFKFTNqsSx3yWQg0Jr/LKKI2k9P41nL38TfoWmkdjwGTvhJJLhrC3Ny8MrEuJQJkewHJPXBmxuPpJHTvB0F0l9BvuXQC5da3rXIUEkKJmZmarcD1EUcdFFF6nWiXRiehRg7RsS7wazU5TnTnsulWJD7xxrt3WKn6Iyqegy1C+e6ciwtrtNmKplKb8fJ+faVu8UKUfEhlckLOeJsEBrXNvNH0kUrPqoWG3rUph5LUAkhM49IW5dH1OBKabogRuUORjKZYl4XbFC5ychWLlypef7IBFigLZKEBBMqVeeT4kbSpY0jhmQYDI6f0GcV69LsTr9zsKcsM4q5tz8XpjFCOewrDCfd4IwRVtZiTVvJF48RG4MYrNzQIa2PlaJ8/FyXRHo168fpkyZgnvvvRctW7b0ZB+UE2IDIed4XQOel1EfhDiwayjGg8fHawFiND5rInTQT+3Nrgmj34DRuk4J+hwQLvHTEImC0ePHHP3KI8ht7/0+FDD1nJCKHBgVO9Bbh+U7sbt+okHnJO6ZPHkyamtrPRufRIgDJEPMjkHGA8mT4ZSkost0w2bs5nkEQViS2llJHjYm0oa01bn2S4jwOofk5QgIMt7CiwPBImQXIHnQaA8mY42tSllOBAfruIQaOidxjVn5dx6QCIkAfpUSFbr08nwfbnErRPwso+vnvrzASvj5IUQAPl6RKAtCgoEQGUKGT+5DNEfCBXqiJhG+W1YvExF38GpMqAflhIQMv5KoLZPt47CrepCiwLO+HiFKTjfD7XVNORsRonVm0DMwRaz4CUJOR9/2pSJseQbxlBviN3pCJEzfLUFw4uSTT7YUInv37nU0NokQAkBThS8LT0iUwqGCRmou6VQg2DG6vRYiLNXfWNYhIZIg1FYBbdr4v19WI7D2F8AnEaJLVIxVnXlK/TsIA7wu8RtUCWESqqFk1qxZePLJJ1FWVoYzzjgDf/3rX3HWWWcZrj9jxgzMmTMH27dvR3Z2Nq688kpMmzYNaWlppvuZPHkyMjIyeE8fAIkQIoI4KYkc9dCooDESD5KwsBuaFUZB66mQ2/KlZ2MTNgmDQRWmfhTkDeGP10LTbyFL10joeP311zF27FjMnTsXffv2xYwZMzBw4EBs2rQJubm5MesvWLAADz74IP7+97/jnHPOwQ8//IAbb7wRgiBg+vTppvu65pprdMfkAeWEhBCvk93DaADGG34npgfhIVAKELuFA5xe41EIPdMSj6GNoSHqnaVtxtGLlbsMX65gOIcJ273cKdq+IzzQ9odJQGEgbvs66CmEgunTp+OWW27BqFGj0K1bN8ydOxctW7bE3//+d931P/30U5x77rm49tpr0alTJ1x88cUYPnw4/vvf/5rux8t8EIBESGiJh1K4XkJCKni0zSTtXrNOq8vZFSJBChcSIAQTjAalmRBwLUaiLObCih8erwQRIuLW9RC3rg96Gp5TU1OjetXV1cWsc/jwYaxbtw4DBgyQlyUlJWHAgAEoKSnRHfecc87BunXrZNHx448/YunSpRg82DzE0uvqWBSOFWL87PQdReK9U73WeA5rPoR0jTr2bihCtJgbIirOTWjPSyILEL/DN4I2oH0MjxGyC0zFhvRZPHku4uJYeF0jer+tqOQZOSRK4kPIPR5CK/uN/YT9BwAAhYXq//cnTZqERx55RLWssrIS9fX1yMvLUy3Py8vDxo0bdce/9tprUVlZifPOOw+iKOLo0aO4/fbb8dBDD5nOq6GhweaR2IM8IQQTJIaCx6pUc9DGuNtrRBIjtj0qIQ3RSvjfTNRDpYKAg0fEDMsQLvq++OOFGDfqVJ4gXpF4ZseOHaiurpZf48aN4zLuqlWrMHXqVMyePRtffPEFFi1ahHfeeQePPvool/GdQiIkYrhtWJiIJJIxKJbvkF9RRilEWESJnhDxq7+OHvQ7VZAohm2TAcjlqS0HIcISmsUln8QHYnqvRPWa4ikSjM5B0ELEo+9GFs97yjwZPyykp6erXqmpqTHrZGdnIzk5GeXl5arl5eXlyM/P1x13woQJuP766zF69Gh0794dv/vd7zB16lRMmzbNc2+HGSRCCBnJcIpSGEmYBUbQFbl4CRE7ngme34cyZ4QlfyRI0aFHPIcK2iYBvSLi1vWeH7Ndj4jR+iohok1+Jtzj1XkM42+K87FGKRTLL1JSUtCrVy+sWLFCXtbQ0IAVK1agqKhId5sDBw4gKUlt8icnJwPwPu/DDMoJiRBujUoWcSEJETKgwovf/TLsCguzcr5uYckZsXN+vMi7Ii+ICbxzRRwm/rppWKjbgFD5d+0vvhpORjkicZFHEY8YXbNOk9iNckScjBVSouCt85uxY8di5MiR6N27N8466yzMmDED+/fvx6hRowAAN9xwA4477jhMmzYNADB06FBMnz4dZ555Jvr27YvNmzdjwoQJGDp0qCxGgoBESMih5PRok1R0GRmlTfAqJEC/iYjjRdK6WWJu1HocODActULETIAYiRaxcle0hEvUvlctRtcsjyTzOBEfhDFXX301KioqMHHiRJSVlaFnz55YtmyZnKy+fft2ledj/PjxEAQB48ePx88//4ycnBwMHToUf/rTn4I6BAAkQhKOMBhvyqfUPMJn4r1Klh5WT/vDFJakxK/vKqzHTzThlRCRxg4Ko6fbrOtymrvTClmyEJG+n7Abs1EXIhJuj0H6nuLhXChoWLs06CmEmjFjxmDMmDG6n61atUr1vlmzZpg0aRImTZrkw8zYoZyQCOFXzLtXRmLUk6UJPthtbKgHr2s0DKI8YfG747PXY9vZh4fzUQqPhAhjCbtQMsOoopVTMeFV7lWciRsiPJAIIXxFK0R4CZMwG5NeibqoP+0PixDxgjDPLe4JwmAyCqthXddsOSNCdoEsQNyEVcnCJUrGvWR8R2nOUcHu74m+A8IGJEISBHHzOmajT7seLwPfyGg2EiJBVHfyCj/nEIQ4cfpdhVk8EhFDaYR6JETkpHQr0eGTEDLK7bDK72Au7xvFJ+BkBBNEZCAREgGCMKIl45C3kWgUUqbsb+G0z0WYDVqvciGkcymd1yC9I06/O+X3FuR3GHRJ5YTG7VNs5bbSWFoDmqNxGtNfI6D8CT0xwcsjEmqsxFHUhUhY5u9AhMb0dOFAQoQVJigkQghDvDQI/TaWw9D7xKvzGXRYlp7ocCJElMI3zIKScIFk1CiNG62A0PvbDL8NNr39aZeZhQdFybsQFmMYOJY/wXr+wjT3qBLgOaSk9MSAREhEUD5Ft1vy1U4olp+E4em934QhNMwv3HZvtxIjPHNKuCW6b16XUN8xE1rjUU+IKFEa77y8IzrE9PuwwO76pvOIgBChp89EWIhbjx5BIiQqhFFE+IGb0J6wEW/GqR2BwUOMhPm71aKcc5TmzR2rErUsIsPI8+BEoAT1ZFfPUxIwTgy7yHWvDsF5toWLsMR4E40kPBID6hNChAKlN4RK+YYXt9+NWL7DledLMuj1BF3QTQzNPJTinvgyEFzjpiu0k5AtA5x2TndsIEXNKA4zrHk4UeihwbE/jHRtcms+GUAvlsiJXcIx5AnREG9PLsOQC0EQSniITB6/0Xj6nUcKpwZXgCVYHYdiKbEzd63RF5ABHcqn6268YNpXGOA4D6UAUf4bRaTiD1E+BsIaEiEmhEmQaJ/82s0LiRLxmCMiPaUPy/UUNF54u+yeW57hcfH8e+SGn4afWRKzh3kmXLGbiO0A7ZNyZWWt0OFFSJuX16TPosfoeyNDnggzFI6lQNyzC2jVsvFvk7KhrGEfQecARNkLEmipWc15E7r04jZWFJEEg1REgFuDSZehWQShizJsSzLiw/LU2w0eH4fSiBWyC0JluMrhOV4KBj+8TQGENhFEmCFPiIeE6al30ILIT9ycdz3RwENIhOlacEOY83WcXuOJ9NsIDD9FgLZPCEtJXROUDQrj8amykfcj1F4RL+B5jVqN5bFnhOt3py2n7fFv2SofRGiX7+n+CX8hT4gD7BiUZom0dnGTeBsvRrBXhM1jofQ+aJf77T2IirfCyTVOAsRDQuaBUIqH0BvXUUimJvQJ0TUfRbQJ9TF/76sNYlqER5AIiVOURjUJEPeIm9fZDsuSvgNXnhmF6AiDF4L3XLRiy0h8EREjSAHCYLiLlbsgMKwrbl0vH0sgHpCIhe/EPMVWzN1JFbKY8XlVfCLY8PnakxoURtnbKLQrgNCmtf3t0hrFVZ8+fZCcnIzi4mIUFxfznl7ooHAsn/BCCOglwzaULAndU/2w4/X5svu0PQxiwwqnIsFsO+VxR+EcSFBSuobWmcHu30D8aI1XK0OnYe3ScBhDPBo3BoHGgKWyq01wLDHtKSEQv0YekXhm7dq1+O677xJCgADkCfEVsWKn6/APbUiWVTd08oIcQ+nNUBqOrN+JE28IT8LmHXCSpG5nfeW6YTt2IkKYeWVqf4GI2Kf0YsVPhkZPohhDLEhPriW8PjehP/chExVSgQFb581MfHgoTLTXkpLQf++EY0iE+IxSFPBIpOUxXiJhJdqskMRLUtFl1vtyuB+eFai8hld4lhR2ZjSOk1wY6ffglRAnD4gFIcsJAYyrPokVP6nnqiyN27Q8UEOI13nk8J2IW9dD6NwT9e++AMDeeZG2tbs/wCAUS5s07ZaIhb+xwE2AEIQHUDhWxJEMrSAESFQMZSV+eYbcGKja88oieIJGKt/rBqvrybbXxcZ3HaSHK64Jwqix2KdUOUhlnIVMLDlC21NE2WeEY78RsXKXLECUWBq7Tft3E5alEpCsDR2bjt2u+HEEGfEEYQsSIXFAIgkQN8dqZJTaMlZzjm8MieOcRyKW75BfWuoXz+S6Ly8JY9gUeQgDJmjDjKVcqpKg5+sEPfHhAdoSxU69Q3aFiLRPeX+sx6dZj4RIeKHwx8SEREiARDlfIyhjk/WcRfncWhFFD1QQKMWHVoiQMPEZjzt/u8IDb4Fr7MzF7pwdHiPvHimeJKprj00hMOV+L34QluvIDgHOmYoWJC6hFiGPPPIIBEFQvbp27Sp/fujQIRQXF6Ndu3Zo3bo1rrjiCpSXlwc443Ch1+ld+XJLGJ96K3HSz0X5PkxCJgohWRJeXhe2EttNrv9EIzT30iCNM73wJJb5+DlnvZAqP/bDiPRU2nEzPGmfbgSfne18EmiGY0VRjLjAaRnmUFShIwIh1CIEAE477TSUlpbKr48//lj+7J577sFbb72FhQsXYvXq1di1axcuv/zyAGcbHvQM6DAZ1X5hR0xI66qqj7kQI0bhVTwgbwg/nOSDRClETiI091KvDTO98Cq3+3QqYLzGxzkoBYgrFHO2egIeF0/Iw3KtRAyuXd+J0BL66ljNmjVDfn5+zPLq6mq8+OKLWLBgAS688EIAwLx583Dqqafis88+w9lnn+33VB3Bo2yv3piJgJ0O8m7Pid73pFey16lxylIRK6nosshUZNIeD8+KX0E3NKx/7qHGP0LuCdQSqnup15Wz/KpyZBL+43os5XK9cXkcn83vQTIKLfNCbISSiRU/6T5BVwoQnsao0LmnamxV1S0vr5sQVotTEVBlML3SvCQ+EofQe0L+97//oaCgACeccAJGjBiB7du3AwDWrVuHI0eOYMCAAfK6Xbt2RYcOHVBSUmI6Zl1dHWpqalSvMKH3RN7Otm4+jxp+htfohWw1lCyRX67GjkPPhlQxSxILPCpoKWE5Z15e71H7znjfSw3vo7VVbBPy2rMQhMGnDTey8qCwHruXYVoOw7J4Pqk2y9dQ5aI4CcXSuQ6kBHVpXN/CgcIW/hdCSIAkFqH2hPTt2xfz58/HKaecgtLSUkyePBm//vWvsWHDBpSVlSElJQWZmZmqbfLy8lBWVmY67rRp0zB58mQPZ24P7VN25RN+vbh2ve3t7k8PO56FsOF1TwgWohiiE+/wEqgNJUsaRUd5NGOXvbiXmt5HnT5VjYe+D14amlF4Sh+0Ea08FsUxKb0tpmFeXl8zRmNr+9SE2WvCkUTsik4cI9QiZNCgQfLfPXr0QN++fdGxY0f861//QosWLRyPO27cOIwdO1Z+X1NTg8LCYEMrnIZl8TK6o5SsazZXq+PwUqRIIUd2Q4/sPlEPe0EAvwj6PAS9fzt4cS/1/D7KM9SJsEZr+OoZywF8B44T4JVzrf0FcJg07TtG30EiXf8JJMISndCHYynJzMzEySefjM2bNyM/Px+HDx9GVVWVap3y8nLduGclqampSE9PV73CQJDdz6PiAXF7XtyGbxmFyklJ6FrDlKehGpV8ECuiZLzbJSpinse91PQ+6sWTZKchW2TMsGMVHuZlDxKeJXSj+J2ziD6/izp4TP27LxiHwhmGM2b6OkfCWyIlQmpra7Flyxa0b98evXr1QvPmzbFixQr5802bNmH79u0oKioKcJbu0Bq5VkZNVIweHvA8Vm25VlfCJGK5AWEg8kIkL/bprPJaCnspYE/vpV4bCWGrUJWIGJ17N9+HlQHMOrZJDgigToQ2zG0JSsQYCRGd8LK4YHdp0DMgAibU4Vj33nsvhg4dio4dO2LXrl2YNGkSkpOTMXz4cGRkZODmm2/G2LFjkZWVhfT0dPzxj39EUVFRZCpjseBF9SxCjVaIOPUKJQ8bI3sreBrZycPGcBsrTCjPkRchaay/G70qZxIs3qco/D7j+l5qkoCs+pzgD+dzK25d766rOYORHrm8A6vrmzc+5VEdvf8qCKd1j/0+6PeaUIRahOzcuRPDhw/Hnj17kJOTg/POOw+fffYZcnJyAABPP/00kpKScMUVV6Curg4DBw7E7NmzA551dLEyvpXGltfhW0EadnYT9JUGMe8yukphE8/wLOFrF7Fip6NeIQCbpzIMoY4JcS/VM9bIoEkcLIz0SPcciTcPCAAhJwfIbR/7QUClgolgCHU41muvvYZdu3ahrq4OO3fuxGuvvYYTTzxR/jwtLQ2zZs3C3r17sX//fixatMgyHyQeCaJErZ1QJruhKWF4ssy7u7weVs0M49UDYoSZdyOo8C3dTvXljRWjwnCdshKpe6kUfuLU8KJQregRZDnlsCMZ5X7N14f91D9Z3PiHUTiWMvwsDgUYL2bNmoVOnTohLS0Nffv2xX//+1+m7V577TUIgoBhw4Z5O0EGQu0JSXSiYOTYyakwWicMT4qtCMsT7XhHzyOi7DPiN6xeqCCLSoSO2ipAOKpeFhWDj/Afj41MObxLWXFJ2c8lTEauk6aUUSyvnJsP8dtvIOTmq5pFSknqQnZBbHUz+e9af+YYcl5//XWMHTsWc+fORd++fTFjxgwMHDgQmzZtQm5uruF227Ztw7333otf//rXPs7WGBIhcQJvI9lPQyoqRpvVOeYdhgU05SskmADiJTY8zacq3wUxb6fud5NI3xUzrMaVdj0KzUg4dPNCvGjOaGa4h/Wa0xNSesvtihIOx6vX9V4PseInCN16AbvLgN1lEHMbRYiqKSUimLvjM9OnT8ctt9yCUaNGAQDmzp2Ld955B3//+9/x4IMP6m5TX1+PESNGYPLkyfjoo49iKiIGQajDsQh7GIUO2TXEoiIKgsbzcK3N6zwZF7AOBYsXuAuCvAIgLx8oL2s8hyQ4nEOhFoTB9x+Tv+HwOtFNco/qdacUGVaVyZSeHqtyywEILiG7AMhtCvfcXepfx/oIUFNTo3rV1dXFrHP48GGsW7cOAwYMkJclJSVhwIABKCkpMRx7ypQpyM3Nxc033+zJ3J1AnhAL9Ho/8MYPLwZrUnmkBUh6u9hlNXu47kJ7ftx8b0bJ2LIXhLOBq9dI0Y/rO8w4KUAgSl3Ty3cBigaVhEN0DMKYsIywPpkm/MHq+zcRFY76j4T5mtPzhEjoCZGQIbTKhAg0JqVL3hCsi0lSV94DVPeDsJOeBbRpY387IQUAYhq+Tpo0CY888ohqWWVlJerr65GXl6danpeXh40bN+oO//HHH+PFF1/E+vXr7c/NQ0iEMMDbyDASCX7FlUdaaADHxIZSYOgJEGm5dj3OwsQMuxXFrJLRjbwXRtendn297aVlZEirMQ2vy2t8iid+vQbIK9AVeHQ+naM0PACYG15GhNmQJDzHTqlfZV6CjLbKmpN8Dbvo7ccoN8LJuMp/Ayapa2807C5tFCJAY5K6TrUs5X1ArNwFpIajubRX7NixQ9X4NTU11fWY+/btw/XXX4/nn38e2dnZrsfjCYkQH4m88R8GlGLDSHiYbSO95yRElOLRSkja8XjZzS/RCmUnoVZRe6LPIvBYfnO6FbDM9tujb6P40KAn+KJ0PsOCZBDqPvVkFSPK6johMLgIA1jyFxx8f6wCRGvgGj5pN5qj3x3N3aAM0QoDrdtC6Nar0QuiIBLeDg9JT09XiRA9srOzkZycjPLyctXy8vJy3aqGW7ZswbZt2zB06FB5WUNDAwCgWbNm2LRpk6paop+QCLGAxYhgeZJMAiRkcBYien8zbWujP4bVejxyPOLJcPbqNyfkHA/04HO+Ex1tmAXFhhOewOhBMBUirPtxa+SHrWKXhwidTovxeprdC4TsAmAfVcdKSUlBr169sGLFCrnMbkNDA1asWIExY2KjKbp27YpvvvlGtWz8+PHYt28fnnnmmZgQMD8hEeKQuDZAfA5ZCmy/QR2nBqXRH4bGhHrXdhiEiZmo0Ha7ZxUgTos2yPvTPICIJxHnBzFhV2B8Empm7FGFrWjB47vRGO5ShS3dBoUW1bFcV2hyEjpol3i6nlu3haAjvBLdI2LF2LFjMXLkSPTu3RtnnXUWZsyYgf3798vVsm644QYcd9xxmDZtGtLS0nD66aerts/MzASAmOV+QyLEJUYGRyQ9H1ahTpLBrpeTwWvfyv1q9+cFymPR2zdnEq3crt/Y/d3x7pZOAsQ+SmPDteFhFjYTT4Yb4Rwb14Irz4hXJYCjfB0fqDb+jOW4EsRDxMLVV1+NiooKTJw4EWVlZejZsyeWLVsmJ6tv374dSUnhL4BLIsQhXhgboRcuXoqBoPenlzcChMJTYgc74V2EOUlFl1l6pkhU6tA6E2itqQ7jhfFAwoLQo+maECt+Ul8fOvkbAgIKAYxijxIOiPur3A3Qui0gktkqMWbMGN3wKwBYtWqV6bbz58/nPyEH0LdJOIdXOJPf4iZgnBquypAfs8/jTYiERZyHZR6RxI84d3pKmtiYGe9mFacUhCIEyOo6NqraFcfihYhfSIQQwRAV4eFRiJaeEGHu5RJnIgOIzenQLvd6v3qw5ucYzZ3QwNKp2i5kgBFWWJTaDYXwcIq2fC/9DoiIQSKEaCQqoiBItCFaLgWKVaK1E6NWmSgdb0LFT5wUCKDQrACJUy+IkNMRgMOGe8QxjJr4BXHdeOkVJFFORAwSIRxJyHANFvFiZqD7kXzOG70wNA9ySCSjVtdrYtEYj4cAEagbuG2MhIjQLsJPW3kTlBGofSIeAcSKn2QhQjjE7Lu2E8JltZ2ex8VofC+8gnpzich1TiQuJEIUCO0KILRprVrG8mQz0uLDC+NfW2mKVahESYgYwbnsb0xJWGUzRB2RYJU3Ygc/BYiu4R7Q78rICyIJQit016Ha9nzg9RTZTuiKkUHnU/gLkxckggLLC4RWme6TnyXsnkft+iwCJ4F6ghCEHiRCLNDrgm23F0Eo8aPsrR5WXhGv5sXb42I2joeVtWKuR0aRwLqe3yFchp4Dn35bbkr0EgHBU4hoxzX7XO+zAJ84i9u+BaCT0xDB3AChVSYAd9WTpDEihfRdeekR8eFaIG8d4RQSIQ6IpPgIg5ehZk+MoDNaDwC/OSvFgJ8eF+1+OHZot/LQOfVghKHpXiR/X4Q7WEK0tHH9vA23KJVNVTbmM+plEaGQHB7eC3F/VXSEiPb69To8y2NYwgYlj55yPcp1IsLfySQECDnHy69IE7KeF4El8dbsCa4jPCc8rxplIkDE8h3cPCZhT+TW/vbJaxIiWrc99iLUaKsmEeFD79ql65lIMEiEJBoBCxFljoPuE32t18ItLEnxfmLUFNEBQQhjP8K1/BQmVhXKtO/Fzeu8nhLhxAjz23BTCqCAjEYhu0B+EXFGHAsRyftBXhACIBGSWKS3C0VYltK4c2REs3gyWL0dQQoRTknsceOpU+CnECFhERB2wp94GmXx8LRZK4JCIIrCALek9DDA63sMoSeMBAghQSIkEQiB8HCMZKRLosIL0eCnEFEeg5SfwlEc+hGmJb083U+Agiqp6LK4EnShxcrIsmtUs4S2GPWLiGcS5TjjkTgWIgQBUGI64RduDH2jbZXL3VakcpoMb2c7q7lxSmRn7bzuJ3bnxFoOlxfi5nWU7xEEUoIuryo+emOw9ImINyPNqk8FEV1Ces1STxvCCeQJIbzHD08DLy+J0uOifSnXsdo/yzZW++eAkSHvp4Gvl1vBgq8hWRU7Vf1BSJD4SBhCiMIwB95YHU/IjFjCgET03hEJA3lCCG8JWUUuVyjDp8y8M6zhVR6V8NWi1+uGUCM3gySPCEEQYcPIwxcyIUnekMZ+NULrdPvbNSQDAPr06YPk5GQUFxejuLiY9/RCB4mQRIB33w3CHNZeJHqd5T0UInrLvPQ28BA7fodlAZSoHlm0fResmhHq4XS7KBKvxxVVItTXxQytEKEkdHusXbsW6en2RUxUoXCsREFp7HqZ5O0jYsVO+WX2OVfshFXZXS+A78NLA9/s3JM3hgBwLB/E7fbaMfTGDNlT48jg9jtKdJTXKMt5tHOuQypYqAwvwQqJkLDhlbfCSHREtOqU1sC1eh9qAhaE8Vbel4gITg1bOwYd4Q46x+5wc42zEnIhooJ+t4QGEiGJhp3mfW6M4wCMakl4hEaAxInHyQ3K7yI03wsRPGE1RMI6LyL+0YqJeDLYtccSL8dFuIZyQmzgS3hJ0AarkbfECw+NwxwIs+/BF0M36O8oYkRViFAyv0+E9EkugHDPrQmhVSYAjxr1+Z38nAhlhe0eo7S+Wc6I1fcUxnOaCN81YQmJEAXinl0QD7WMMTjC2NcgMLQGuF6FJyvB4kLQ2DViE+I7iWOC+v6iJJYiidNeB0brK40ZP0JgAkYSHkbLuAqSqBiK2sIEQc6DpTyynufDbH2r8UNYLctyPiREEh4SIWGBsdmeZBz5bpxZlaRlWReIXdeGN8SJYagVh5QsTZhB4sNn9AwQt1WCeBljITWO9ASI3XU88ZrwIqqGqd1wI7cFGVjPkd/n0u2DhSh+94RjSIRYoGeUiOU7AABCXiH/HZoY5aE1kCQhYrcjuHK5j0nsVuslqhgJqtO63KMj4PAnO8ds9/yI+w/YnU7iwtLh3O/9Bg1nw9zTEC6OCK0y2ecYZJf4sHgglB7GMF/PRkRxzoQrSIRoYDV+tALEldGkLZ9rtE9FX4egDbYYnAoQ5ecWYzgJk3NCwoTWmeB1DxHlfvT+DhtOzoXq2NJqeU6HcEoUjTMPDVxbRn5A2BYiiYLZtRym88AaehmmORO+QSJEgdCugG09XgKEU7J33DzBZwxJ8wOnQiRuvosEI7ReRsIZYYyP5wBLKJaTMbkLEc6N90LruQn6GgtDHgxrQrzRb5Jh3qH9/gnXkAixwCxExZGhaSY8XBrfcfMEnzE8Sy+Mhyd2BYW2ClSUv4tEMcq9Os4of/dxQzwIEc38xf1V0RAidg1ixu8pVMZo1K8tI+wIG7vnwIFQUl7vQqtMCPXUWSKeIBFiA24hV1bruBAjekZVJA0ixhA1QP/4eBqXLIJCN3co4kIk3lB+HyQ+EoQoCxGGeSuNca2BblesmK3vudFv0zj1TIywPKn3+XoSK3dByGaI0nAbaqh3XAGGL3ohtonwQSLEC9yEWTEY3LaTYnl4cILEhiCRMDtGp1W2CHZYize4FWpufwtuidxvKRGJQrKuDcPWyBuiNchZxYieIa/dhsUgDMI7weTBYQ0NM/oOAhSxYuUu+V8mISLBc84+Hz+Jj8SCRAhP3OZ4+JQL4bu3hGejQ6uxbIRxASQu9LBVJUpHbEjLpL9ZhEgUMfrNhK5oBNFIlKsmaebu1uC32t6JN0W7rts5su7bUogE7MnwlTAdm0PvFpFYkAhhwYtu4SEiMgLEyf4YQ7mCMISj7KFSCg2999rPPClnHRKiKqKCIgoVmRzhlQHoUjwpPSd2z7ubHBQ7+2Tx7JjNI0y5IpL3wpbnIsGx42kTD+zzdjKEr5AIMSOk4oN3+VSuT24dhE55itF3qJmbm0pYRliNqf0e47mylpdCxKu+PUphpfX0JA8bg4aSJabbx+P3yAM7RqlvRqXTBFsvhIcHHhs359GOGHC6T17fM5PA9ThPiKf4ELILZFETKTTXsPKaUeUx5XRs/ONAtQ+TIsJI3JQZmDVrFjp16oS0tDT07dsX//3vf4Oekn1CKnpMSW+nfmk/Cyt687WJkHO86qVdzjqGFrFip+plF6fb2cGJwS+W79B9uR1D+xkP9Dw90rLkYWO47COMhOE+GlMNx+DFFTuGP0+R0Lpt7CvkiPurmF5BzY0Jq3Mdou9CyC5gEzZhmK+N82YlQMJwPYUdu/frhQsXomvXrkhLS0P37t2xdOlSn2ZqTFx4Ql5//XWMHTsWc+fORd++fTFjxgwMHDgQmzZtQm5urv0BgzSeQ1KeNoYwCwo3cMzjcfrk2ypHhdVDwuNasDOGkFfIxeg38jgYreMVZvvQCo/6xTMB6M83qh4Q7vdRm7ip5sTFSLHKHZCeoBs9RXfiHeHcT4MLYeg9oYFbfogWq+NzUaJW6cHwJDRLb26s3xdvT5DJflXfXcsMCC0zLIcj0WGN3fv1p59+iuHDh2PatGn47W9/iwULFmDYsGH44osvcPrppwdwBI0IoiiKge2dE3379kWfPn0wc2ajYdDQ0IDCwkL88Y9/xIMPPmi5fU1NDTIyMlC1+Wuki4cbF4bB6GYMZ+JhfBoaTmE4D/GGje9VG7LFUo7Yz2pTgHuBIIkZM++KnX0oxRGrx0Y7vnK7pKLL5L8l8WG0LqB//mv21SLzV/1RXV2N9PR0pjn5Dbf76JZvkN6mjem6XiShem642DTczMJoDI1SrZCxIwLcigepehhr87kQYHQdBWLEanu6eC1CrODd48PBfmK+H6UAMQnBMvv+avbtQ+aJ3UN3L5Xuf9Wl2x3Nq6amBhntOzAfl9379dVXX439+/fj7bfflpedffbZ6NmzJ+bOnWt7vryIvCfk8OHDWLduHcaNGycvS0pKwoABA1BSUqK7TV1dHerq6uT31dWNP4aafbVAm9aNC/eFIPlJSGn8t2av+XppmQAAcQ9b7KhuZ/h9ter36VlNy0NwHlwQpoRFGel7Bcy/27TMxu+l6fsFEPs9Na0nffdCuwL9dRgR9x+wv1HrY0JV3K0vYoTc42PWkZftP9A4htm+W+uLYb39CfsPQDxwsPHN1h9U+zZCWl81pyaSamrkv+ulcTX7k/82OP81Td95WJ/5cL+PmiC0zAAU55Qfx6KLRd4x5rVVzKuKe8oYxtsMoV1+7HLtudtXC7TOZNtxbdO2rTMt79tCdgeIldsV21Y1/is2A9DM+HjNvlvWefJk3z6DJ+tJ/K8BSzTnLTVdvhaEVOf3ZMe4+H+AGZNrLeZ3rnxvJkAsvjfp/hLWe2mNQ5tJ2q5Gc29MTU1FamqqapmT+3VJSQnGjh2rWjZw4EAsXrzY0Xx5EXkRUllZifr6euTl5amW5+XlYePGjbrbTJs2DZMnT45Z3uHMczyZI0EQBADs27cPGRnW4Qh+w/U+2rPIkzkSBEFIhO1empKSgvz8fBSefJrjMVq3bo3CQrVnfdKkSXjkkUdUy5zcr8vKynTXLytjeGjiIZEXIU4YN26cShFWVVWhY8eO2L59e6gu6nihpqYGhYWF2LFjR6jcp/ECnV/vcXuORVHEvn37UFAQP2U76T7qL/Q79x46x97C4/yG9V6alpaGrVu34vDhw47HEEURgiColmm9IPFG5EVIdnY2kpOTUV5erlpeXl6O/Hwddzf03VsAkJGRQTceD0lPT6fz6yF0fr3HzTkOs2FO99HoQL9z76Fz7C1uz29Y76VpaWlIS0vzfD9O7tf5+fm21veLyJfoTUlJQa9evbBixQp5WUNDA1asWIGiIgoLIAiCsILuowRBENHAyf26qKhItT4ALF++PPD7e+Q9IQAwduxYjBw5Er1798ZZZ52FGTNmYP/+/Rg1alTQUyMIgogEdB8lCIKIBlb36xtuuAHHHXccpk2bBgC466670K9fPzz11FMYMmQIXnvtNXz++ef429/+FuRhxIcIufrqq1FRUYGJEyeirKwMPXv2xLJly2KScIxITU3FpEmT4j72Lijo/HoLnV/vSYRzTPfRcEPn13voHHsLnV9+WN2vt2/fjqSkY8FO55xzDhYsWIDx48fjoYcewkknnYTFixcH2iMEiJM+IQRBEARBEARBRIfI54QQBEEQBEEQBBEtSIQQBEEQBEEQBOErJEIIgiAIgiAIgvAVEiEEQRAEQRAEQfhKwouQWbNmoVOnTkhLS0Pfvn3x3//+N+gpRYIPP/wQQ4cORUFBAQRBwOLFi1Wfi6KIiRMnon379mjRogUGDBiA//3vf6p19u7dixEjRiA9PR2ZmZm4+eabUVtb6+NRhJdp06ahT58+aNOmDXJzczFs2DBs2rRJtc6hQ4dQXFyMdu3aoXXr1rjiiitimhFt374dQ4YMQcuWLZGbm4v77rsPR48e9fNQQsucOXPQo0cPuXFWUVER3n33XflzOr/s0H3UOXQv9Q66j3oP3UcJV4gJzGuvvSampKSIf//738Vvv/1WvOWWW8TMzEyxvLw86KmFnqVLl4oPP/ywuGjRIhGA+Oabb6o+//Of/yxmZGSIixcvFr/66ivx0ksvFTt37iwePHhQXueSSy4RzzjjDPGzzz4TP/roI7FLly7i8OHDfT6ScDJw4EBx3rx54oYNG8T169eLgwcPFjt06CDW1tbK69x+++1iYWGhuGLFCvHzzz8Xzz77bPGcc86RPz969Kh4+umniwMGDBC//PJLcenSpWJ2drY4bty4IA4pdPz73/8W33nnHfGHH34QN23aJD700ENi8+bNxQ0bNoiiSOeXFbqPuoPupd5B91Hvofso4YaEFiFnnXWWWFxcLL+vr68XCwoKxGnTpgU4q+ih/Y+zoaFBzM/PF5988kl5WVVVlZiamiq++uqroiiK4nfffScCENeuXSuv8+6774qCIIg///yzb3OPCrt37xYBiKtXrxZFsfF8Nm/eXFy4cKG8zvfffy8CEEtKSkRRbDRukpKSxLKyMnmdOXPmiOnp6WJdXZ2/BxAR2rZtK77wwgt0fm1A91F+0L3UW+g+6g90HyVYSdhwrMOHD2PdunUYMGCAvCwpKQkDBgxASUlJgDOLPlu3bkVZWZnq3GZkZKBv377yuS0pKUFmZiZ69+4trzNgwAAkJSVhzZo1vs857FRXVwMAsrKyAADr1q3DkSNHVOe4a9eu6NChg+ocd+/eXdVsbuDAgaipqcG3337r4+zDT319PV577TXs378fRUVFdH4Zofuot9C9lC90H/UWuo8SdomLjulOqKysRH19fUw34Ly8PGzcuDGgWcUHZWVlAKB7bqXPysrKkJubq/q8WbNmyMrKktchGmloaMDdd9+Nc889V+5uWlZWhpSUFGRmZqrW1Z5jve9A+owAvvnmGxQVFeHQoUNo3bo13nzzTXTr1g3r16+n88sA3Ue9he6l/KD7qHfQfZRwSsKKEIKICsXFxdiwYQM+/vjjoKcSd5xyyilYv349qqur8cYbb2DkyJFYvXp10NMiCIIzdB/1DrqPEk5J2HCs7OxsJCcnx1RpKC8vR35+fkCzig+k82d2bvPz87F7927V50ePHsXevXvp/CsYM2YM3n77baxcuRLHH3+8vDw/Px+HDx9GVVWVan3tOdb7DqTPCCAlJQVdunRBr169MG3aNJxxxhl45pln6PwyQvdRb6F7KR/oPuotdB8lnJKwIiQlJQW9evXCihUr5GUNDQ1YsWIFioqKApxZ9OncuTPy8/NV57ampgZr1qyRz21RURGqqqqwbt06eZ0PPvgADQ0N6Nu3r+9zDhuiKGLMmDF488038cEHH6Bz586qz3v16oXmzZurzvGmTZuwfft21Tn+5ptvVAbK8uXLkZ6ejm7duvlzIBGjoaEBdXV1dH4Zofuot9C91B10Hw0Guo8SzASdGR8kr732mpiamirOnz9f/O6778Rbb71VzMzMVFVpIPTZt2+f+OWXX4pffvmlCECcPn26+OWXX4o//fSTKIqNZSUzMzPFJUuWiF9//bV42WWX6ZaVPPPMM8U1a9aIH3/8sXjSSSdRWckm/vCHP4gZGRniqlWrxNLSUvl14MABeZ3bb79d7NChg/jBBx+In3/+uVhUVCQWFRXJn0ulDy+++GJx/fr14rJly8ScnBwqfdjEgw8+KK5evVrcunWr+PXXX4sPPvigKAiC+J///EcURTq/rNB91B10L/UOuo96D91HCTcktAgRRVH861//Knbo0EFMSUkRzzrrLPGzzz4LekqRYOXKlSKAmNfIkSNFUWwsLTlhwgQxLy9PTE1NFS+66CJx06ZNqjH27NkjDh8+XGzdurWYnp4ujho1Sty3b18ARxM+9M4tAHHevHnyOgcPHhTvuOMOsW3btmLLli3F3/3ud2JpaalqnG3btomDBg0SW7RoIWZnZ4v/7//9P/HIkSM+H004uemmm8SOHTuKKSkpYk5OjnjRRRfJ/3GKIp1fO9B91Dl0L/UOuo96D91HCTcIoiiK/vldCIIgCIIgCIJIdBI2J4QgCIIgCIIgiGAgEUIQBEEQBEEQhK+QCCEIgiAIgiAIwldIhBAEQRAEQRAE4SskQgiCIAiCIAiC8BUSIQRBEARBEARB+AqJEIIgCIIgCIIgfIVECEEQBEEQBEEQvkIihCBssm3bNgiCgPXr13syviAIWLx4sSdjEwRBhAW6lxJEYkMihIgcN954I4YNGxbY/gsLC1FaWorTTz8dALBq1SoIgoCqqqrA5kQQBGEXupcSBBEkzYKeAEFEjeTkZOTn5wc9DYIgiEhD91KCSGzIE0LEFatXr8ZZZ52F1NRUtG/fHg8++CCOHj0qf96/f3/ceeeduP/++5GVlYX8/Hw88sgjqjE2btyI8847D2lpaejWrRvef/99lVtfGUKwbds2XHDBBQCAtm3bQhAE3HjjjQCATp06YcaMGaqxe/bsqdrf//73P5x//vnyvpYvXx5zTDt27MBVV12FzMxMZGVl4bLLLsO2bdvcniqCIAhD6F5KEITXkAgh4oaff/4ZgwcPRp8+ffDVV19hzpw5ePHFF/HYY4+p1nvppZfQqlUrrFmzBk888QSmTJki/4dVX1+PYcOGoWXLllizZg3+9re/4eGHHzbcZ2FhIf7v//4PALBp0yaUlpbimWeeYZpvQ0MDLr/8cqSkpGDNmjWYO3cuHnjgAdU6R44cwcCBA9GmTRt89NFH+OSTT9C6dWtccsklOHz4sJ3TQxAEwQTdSwmC8AMKxyLihtmzZ6OwsBAzZ86EIAjo2rUrdu3ahQceeAATJ05EUlKj5u7RowcmTZoEADjppJMwc+ZMrFixAr/5zW+wfPlybNmyBatWrZLDBP70pz/hN7/5je4+k5OTkZWVBQDIzc1FZmYm83zff/99bNy4Ee+99x4KCgoAAFOnTsWgQYPkdV5//XU0NDTghRdegCAIAIB58+YhMzMTq1atwsUXX2zvJBEEQVhA91KCIPyARAgRN3z//fcoKiqS/4MBgHPPPRe1tbXYuXMnOnToAKDxP04l7du3x+7duwE0PoErLCxUxSmfddZZns23sLBQ/k8TAIqKilTrfPXVV9i8eTPatGmjWn7o0CFs2bLFk3kRBJHY0L2UIAg/IBFCJBzNmzdXvRcEAQ0NDdz3k5SUBFEUVcuO/P/27d6ldSgO4/hTCyKigtBaiqJDUekkKjoJgtRJQXF1yNAiDr6AiwqCiDj6V4hDB6kFcS7GgOjiy+JQKBihiJMaUHCow4Vg9OLtvYWUXr4fOEMI53CS4Xd4knPe3/9qDMdxNDg4qP39/W/3wuFwRfMDgEpQSwFUghCC/0Y8HtfBwYFKpZL7Bc+yLDU3N6ujo6OsMXp7e2Xbth4eHhSJRCRJFxcXP/apr6+X9GsP9GfhcFjFYtG9fn5+VqFQ8MzXtm0Vi0VFo1FJ0tnZmWeMgYEBpdNptbW1qaWlpaxnAIBKUEsB+IGD6ahJT09Pury89LS5uTnZtq3FxUXd3t4qm81qc3NTKysr7h7mPxkfH1csFpNhGLq+vpZlWdrY2JAkz9aEz7q6uhQIBHR0dKTHx0c5jiNJGhsb097enkzT1M3NjQzDUDAYdPslEgn19PTIMAxdXV3JNM1vBzdnZ2cVCoU0NTUl0zRVKBSUy+W0tLSk+/v7f3l1AOCillJLgWohhKAm5XI59ff3e9r29raOj491fn6uvr4+zc/PK5lMugtfOYLBoA4PD+U4joaGhpRKpdzFrKGh4bd92tvbtbW1pbW1NUUiES0sLEiS1tfXNTo6qsnJSU1MTGh6elqxWMztV1dXp0wmo9fXVw0PDyuVSmlnZ8czdmNjo05OTtTZ2amZmRnF43Elk0m9vb3xNQ9Axail1FKgWgKlrxstAXhYlqWRkRHl83nPwgcAKB+1FMBnhBDgi0wmo6amJnV3dyufz2t5eVmtra06PT2t9tQAoGZQSwH8hIPpwBcvLy9aXV3V3d2dQqGQEomEdnd3qz0tAKgp1FIAP+FPCAAAAABfcTAdAAAAgK8IIQAAAAB8RQgBAAAA4CtCCAAAAABfEUIAAAAA+IoQAgAAAMBXhBAAAAAAviKEAAAAAPDVB2xRQ3hgvb1ZAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## -------------- Figure of threshold map at different z_t\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "im1 = threshold_map[0, :, :].plot.contourf(\n", " ax=ax1,\n", " levels=16, \n", " vmin=0, \n", " vmax=3, \n", " cmap='Reds',\n", " add_colorbar=False\n", ")\n", "ax1.set_title('Threshold Map at z_t=0', fontsize=12)\n", "ax1.set_xlabel('Longitude')\n", "ax1.set_ylabel('Latitude')\n", "\n", "im2 = threshold_map[14, :, :].plot.contourf(\n", " ax=ax2,\n", " levels=16, \n", " vmin=0, \n", " vmax=3, \n", " cmap='Reds',\n", " add_colorbar=False\n", ")\n", "ax2.set_title('Threshold Map at z_t=14', fontsize=12)\n", "ax2.set_xlabel('Longitude')\n", "ax2.set_ylabel('Latitude')\n", "\n", "cbar = plt.colorbar(im1, ax=[ax1, ax2], orientation='vertical', pad=0.05)\n", "cbar.set_label('Threshold Temp (°C)', fontsize=10)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "3d5d13f5-45de-4b5b-b710-edc77624f5de", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## -------------- Figure of 90% threshold features at different z_t\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "im1 = features[0, 0, :, :].plot.contourf(\n", " ax=ax1,\n", " levels=16, \n", " vmin=0, \n", " vmax=3, \n", " cmap='Reds',\n", " add_colorbar=False\n", ")\n", "ax1.set_title('Features at t=0, z_t=0', fontsize=12)\n", "ax1.set_xlabel('Longitude')\n", "ax1.set_ylabel('Latitude')\n", "\n", "im2 = features[0, 14, :, :].plot.contourf(\n", " ax=ax2,\n", " levels=16, \n", " vmin=0, \n", " vmax=3, \n", " cmap='Reds',\n", " add_colorbar=False\n", ")\n", "ax2.set_title('Features at t=0, z_t=14', fontsize=12)\n", "ax2.set_xlabel('Longitude')\n", "ax2.set_ylabel('Latitude')\n", "\n", "cbar = plt.colorbar(im1, ax=[ax1, ax2], orientation='vertical', pad=0.05)\n", "cbar.set_label('Features (°C)', fontsize=10)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "aef92673", "metadata": {}, "source": [ "### 4. Cell volume\n", "\n", "`grid.build_cell_volume` converts TAREA (cm²) × dz (cm) → m³ per voxel. Using POP_grid." ] }, { "cell_type": "code", "execution_count": 11, "id": "005461d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cell_volume shape: (20, 302, 320)\n", "lat shape : (302, 320)\n", "CPU times: user 187 ms, sys: 28.1 ms, total: 215 ms\n", "Wall time: 267 ms\n" ] } ], "source": [ "%%time\n", "grid_info = ds_hist.isel(\n", " z_t=slice(0, 20), \n", " nlat=slice(nlat_low, nlat_high)).sel(\n", " time=slice('1979-01', '2015-01'))\n", "\n", "\n", "TAREA = grid_info.TAREA.isel(time=0)\n", "lat = grid_info['TLAT'].values\n", "\n", "cell_volume = grid.build_cell_volume(TAREA, \n", " ds_hist.z_t, \n", " n_z=20).compute()\n", "cell_vol_np = cell_volume.values\n", "\n", "print(\"cell_volume shape:\", cell_volume.shape)\n", "print(\"lat shape :\", lat.shape)" ] }, { "cell_type": "markdown", "id": "1b5faa9c-286e-4895-b0a7-94866244cae1", "metadata": {}, "source": [ "## DeepTrack components" ] }, { "cell_type": "markdown", "id": "021c2719", "metadata": {}, "source": [ "### Step 1 — Morphological cleaning\n", "\n", "`preprocessing.clean_binary` runs close→open per (t, z) slice. Closing fills holes and bridges small gaps; opening removes tiny residual blobs. `radius` controls the disk size." ] }, { "cell_type": "code", "execution_count": 12, "id": "597afa3b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.2 s, sys: 4.92 ms, total: 4.2 s\n", "Wall time: 4.38 s\n" ] } ], "source": [ "%%time\n", "RADIUS = 3\n", "\n", "binary_clean = clean_binary(\n", " features, \n", " radius=RADIUS, \n", " positive=True).compute()" ] }, { "cell_type": "code", "execution_count": 13, "id": "6be7d18b-f1b0-47f8-bedc-fec38341e985", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure - Compare radii\n", "t_check, z_check = 0, 0\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for ax, r in zip(axes, [1, 2, 3]):\n", " c = clean_binary(features, radius=r, positive=True).compute()\n", " ax.pcolormesh(c.values[t_check, z_check].astype(int), cmap='Blues', vmin=0, vmax=1)\n", " ax.set_title(f'radius={r}'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.suptitle(f't={t_check} z={z_check} effect of radius', y=1.02)\n", "plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "code", "execution_count": 14, "id": "a964936b-0eb9-488f-9f63-90c7dfe63da2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure - Compare radii\n", "t_check, z_check = 0, 14\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for ax, r in zip(axes, [1, 2, 3]):\n", " c = clean_binary(features, radius=r, positive=True).compute()\n", " ax.pcolormesh(c.values[t_check, z_check].astype(int), cmap='Blues', vmin=0, vmax=1)\n", " ax.set_title(f'radius={r}'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.suptitle(f't={t_check} z={z_check} effect of radius', y=1.02)\n", "plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "markdown", "id": "312f73fe", "metadata": {}, "source": [ "### Step 2 — 2-D connected-component labelling\n", "\n", "`tracker.label_2d_stack` runs `scipy.ndimage.label` on each (t, z) slice. Background = 0." ] }, { "cell_type": "code", "execution_count": 15, "id": "ed5bd513", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 314 ms, sys: 65 µs, total: 314 ms\n", "Wall time: 357 ms\n" ] } ], "source": [ "%%time\n", "labeled_2d = tracker.label_2d_stack(binary_clean)" ] }, { "cell_type": "code", "execution_count": 16, "id": "ac8b3520-0aae-4efa-83b2-a60d7d401825", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2-D blobs at surface — mean: 15.1 min: 8 max: 22\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_surf = [len(np.unique(labeled_2d.values[t, 0])) - 1 for t in range(labeled_2d.shape[0])]\n", "print(f\"2-D blobs at surface — mean: {np.mean(n_surf):.1f} min: {min(n_surf)} max: {max(n_surf)}\")\n", "\n", "labeled_2d_nan = xr.where(labeled_2d == 0, np.nan, labeled_2d)\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for i, ax in enumerate(axes):\n", " ax.pcolormesh(labeled_2d_nan.values[i, 0], cmap='tab20')\n", " ax.set_title(f't={i} 2-D labels (surface)'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.tight_layout(); plt.show(); plt.close()\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for i, ax in enumerate(axes):\n", " ax.pcolormesh(labeled_2d_nan.values[i, 14], cmap='tab20')\n", " ax.set_title(f't={i} 2-D labels (z_t=14)'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "code", "execution_count": 18, "id": "0576fc04-1d2a-491c-989d-d2cb3ad42a60", "metadata": {}, "outputs": [], "source": [ "labeled_2d_np = _wrap_longitude(labeled_2d.values)\n", "labeled_2d = xr.DataArray(labeled_2d_np, dims=labeled_2d.dims, coords=labeled_2d.coords)" ] }, { "cell_type": "markdown", "id": "0efc8aab", "metadata": {}, "source": [ "### Step 3 — 2-D area filter\n", "\n", "`tracker.filter_area_2d_global_depth` drops small blobs using threshold = `max(min_area_cells, percentile(all_areas_at_z, q))` computed across ALL timesteps per depth level." ] }, { "cell_type": "code", "execution_count": 19, "id": "db692e84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.01 s, sys: 4.09 ms, total: 1.02 s\n", "Wall time: 1.06 s\n" ] } ], "source": [ "%%time\n", "\n", "# absolute floor: blobs with fewer than this many grid \n", "# cells are removed, regardless of percentile\n", "MIN_AREA_CELLS = 200\n", "# also drop blobs below the 25th percentile of the area \n", "# distribution\n", "MIN_QUANTILE = 0.25\n", "\n", "filtered_np = tracker.filter_area_2d_global_depth(\n", " labeled_2d.values,\n", " min_quantile = MIN_QUANTILE,\n", " min_area_cells = MIN_AREA_CELLS,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "288fc91f-9950-43c0-b8cb-130d74334cfc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total 2-D blobs before: 15690\n", "After area filter : 7317 (removed 8373)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_before = sum(len(np.unique(labeled_2d.values[t,z]))-1\n", " for t in range(labeled_2d.shape[0]) for z in range(labeled_2d.shape[1]))\n", "n_after = sum(len(np.unique(filtered_np[t,z][filtered_np[t,z]>0]))\n", " for t in range(filtered_np.shape[0]) for z in range(filtered_np.shape[1]))\n", "print(f\"Total 2-D blobs before: {n_before}\")\n", "print(f\"After area filter : {n_after} (removed {n_before - n_after})\")\n", "\n", "filtered_np_nan = xr.where(filtered_np == 0, np.nan, filtered_np)\n", "fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", "for i, ax in enumerate(axes):\n", " ax.pcolormesh(filtered_np_nan[i, 0], cmap='tab20')\n", " ax.set_title(f't={i} after area filter (surface)'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.tight_layout(); plt.show(); plt.close()\n", "\n", "for i, ax in enumerate(axes):\n", " ax.pcolormesh(filtered_np_nan[i, 14], cmap='tab20')\n", " ax.set_title(f't={i} after area filter (z_t=14)'); ax.set_xlabel('nlon'); ax.set_ylabel('nlat')\n", "plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "markdown", "id": "d079f1de", "metadata": {}, "source": [ "### Step 4 — 3-D depth connectivity\n", "\n", "`tracker.build_3d_objects` runs `scipy.ndimage.label` in 3D on each timestep's (z, nlat, nlon) volume using an anisotropic structuring element: full 8-connectivity in (lat, lon), face-only in z. Labels reset to 1..N at each timestep independently." ] }, { "cell_type": "code", "execution_count": 21, "id": "492ef8e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 955 ms, sys: 160 ms, total: 1.11 s\n", "Wall time: 1.16 s\n" ] } ], "source": [ "%%time\n", "\n", "CONNECT_Z = True\n", "\n", "# Relabel per (t,z) so IDs are compact before 3-D labelling\n", "relabeled_np = np.zeros_like(\n", " filtered_np, \n", " dtype=int)\n", "\n", "for t in range(filtered_np.shape[0]):\n", " for z in range(filtered_np.shape[1]):\n", " relabeled_np[t, z] = tracker.relabel_2d(filtered_np[t, z])\n", "\n", "struct = grid.make_anisotropic_struct(\n", " connect_xy=True, \n", " connect_z=CONNECT_Z)\n", "\n", "labeled_3d = tracker.build_3d_objects(\n", " relabeled_np, \n", " struct)\n", "\n", "labeled_3d = _wrap_longitude(labeled_3d) # merge date-line objects" ] }, { "cell_type": "code", "execution_count": 22, "id": "5698500a-285f-419b-ab7e-f98187527aba", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "connect_z=True\n", "3-D objects per timestep — mean: 20.7 min: 13 max: 30\n", "Total (sum across t) : 827\n" ] }, { "data": { "image/png": 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LAOLrr79WLduzZ48AIPbs2VNh/OPGjRN2dnbi6NGjGutK34tK3xt79Oih9t5669Yt4ejoKPr376/2PrZ06VIBQKxevVoIIcTJkycFAJGQkKAzjiVLlggA4vbt2xXGq03Hjh3FwIEDK2zTr18/0b59e/HgwQO1/nXv3l20aNFCtWzu3LkCgPjxxx819lF6fxw9elQAEGvWrNFoExUVJRo3bqy6borngDalj3fr1q1Ffn6+avnHH38sAIjff/9dZ4xC6Je3hBCidu3aanm8/O3rc9H2GUIIIRISEip8zk6cOFHMnz9f/PDDD+Lrr78WTz31lAAgRo4cqdaubdu2GnELIcSZM2cEALFy5Uqt+6eapfR97ejRo2Lp0qXC3d1d9TqIiIgQffv2FUKUfA4s+/7y22+/CQDi22+/Vdvftm3bNJZX9BmycePGaq+l6dOnCwDi8OHDqmW3bt0SHh4eGq+b3r17i969e6uuf/TRRwKA+L//+z/VsoKCAhESEiLc3NyEUqkUQghx5coVAUDUrVtXZGZmqtpu2rRJABCbN29WLdOWa9atWycAiP3792vcj7pe16V69eol3N3dxbVr19SWl76vCvHv5/PIyEi1NikpKQKAmDx5strymTNnCgBi9+7dQgghfvrpJ9Vjqos+3xN08fDwENOmTdO5vri4WLRo0UKEhYWp9SsvL08EBASI//znP6pl+uTeit4TzfEc0Kb08Q4NDVXr44wZM4S9vb3Iysoya4yl8ehz0aWi77dCCDFo0CDx3nvviY0bN4pVq1aJnj17CgDilVdeUWtXu3ZtMXHiRI3tf/nlF53vA1Lj4Xtkcz788EPs3Lmz0ssrr7yi2ub+/fsAoPW4emdnZ9V6Q3h6eiI3N9eoZ9kJCAhAWFiY3u3L/qr1999/Izs7Gz179lQb3rtx40YUFxdj7ty5GhX10l+fdu7ciaysLERGRuLOnTuqi729PYKDg7Fnz55q9oyIqiM+Ph6rV6/G008/jXHjxmms37p1K+zt7fHiiy+qLX/55ZchhMCvv/6qtjw0NFQ18gQAOnToALlcjj///FO1rOz7S2FhIe7evYvmzZvD09PT4DO8FBcXY+PGjRg0aJDGiFUAGr+ET5kyBfb29qrru3btQkFBAaZPn672PjZlyhTI5XL88ssvAErmAQKA7du3Iy8vT2sspfPzbdq0yeCJwj09PXHmzBlcvHhR6/rMzEzs3r0bI0eOxL1791TvpXfv3kVYWBguXryIGzduAAB++OEHdOzYUTVyqixDRwYApnkOVGTChAlqo9tKR3JVtr0+easiHTt21OszwM6dO6FQKPTaZ3mrVq3CvHnzMGzYMDz99NPYtGkTpkyZgu+//x6HDh1Stbt//77OzxWl64nKGjlyJO7fv48tW7bg3r172LJli85D9xISEuDh4YH//Oc/ap/NgoKC4ObmpvHZTN/PkFu3bkW3bt1UI2mAkqMRxo4dq9e2CoUCkZGRqmUODg548cUXkZOTg3379qm1HzVqFOrUqaO6ru19oux7woMHD3Dnzh1069YNAAzONbdv38b+/fsxceJENGrUSG2dtvfV8mc127p1KwAgJiZGbXnpxNOluaY0j2zZskXn0RvV+Z7g6emJw4cP4+bNm1rXp6Sk4OLFixgzZgzu3r2rem7k5uaiX79+2L9/P4qLiw3OvfowxXOgIlOnTlWLs2fPnigqKsK1a9fMGmNYWJjeuaeqfv75Z7zyyisYPHgwJk6ciH379iEsLAyLFy/G9evXVe2sMffw8D2yOUFBQQZvU5rwtB1jWzoRpKGef/55fP/99wgPD0eDBg3Qv39/jBw5Uuspo/UVEBBgUPstW7Zg4cKFSElJUetb2Tfvy5cvw87ODm3atNG5n9IvWI8//rjW9eUPTSAi87l48SKeffZZtGzZEsuXL9fa5tq1a/Dz89OYt6B0+H35D2/lP6wDQJ06ddTmKbl//z7i4uKwZs0a3LhxQ21eIn0Pnyp1+/ZtKJVKtGvXTq/25d8LS+MvfziKo6MjmjZtqlofEBCAmJgYLF68GN9++y169uyJp556Cv/9739VBatRo0bhyy+/xOTJk/Haa6+hX79+GDZsGEaMGKEqeKWnp6vdjoeHB1xcXLBgwQIMHjwYLVu2RLt27TBgwAA8/fTT6NChAwDg0qVLEELgzTffxJtvvqm1b7du3UKDBg1w+fJlDB8+XK/7Qx+meA5UpPz2pR/oK9ten7xVkTp16iA0NFSvtsb08ssv44svvsCuXbtUX5hdXFx0fq4oXU9UVv369REaGor4+Hjk5eWhqKhINVFxeRcvXkR2dja8vb21rr9165badX0/Q167dk3rmVt1He5XftsWLVpo/Mip7/uMtveJzMxMxMbGYv369Rp9MjTXlBYRqpNr7Ozs0Lx5c7XlCoUCnp6eqv717t0bw4cPR2xsLJYsWYI+ffpgyJAhGDNmjKpYUNn3hKKiIo25kby8vODo6Ij3338fUVFR8Pf3R1BQEJ544gmMGzcOTZs2BfDv5/aoqCidfcvOzkZBQYFBuVcfpngOVKQq25siRl9fX/j6+uoVs7HIZDLMmDED27dvx969e1UToFtj7mFRimxOZmamalLciri4uKi+hJS+iaSlpWnM75CWlqb2a5G+vL29kZKSgu3bt+PXX3/Fr7/+ijVr1mDcuHGqifR0fcguKirSGbO+fvvtNzz11FPo1asXli9fDl9fXzg4OGDNmjUGn3WhdLTAN998o/WX5bKTwxOR+eTn52PUqFGquXdK58mrrrKjkMoqW3h64YUXsGbNGkyfPh0hISHw8PCATCbD6NGjDR5hZKjqfKD68MMPMX78eGzatAk7duzAiy++iLi4OBw6dAgNGzaEi4sL9u/fjz179uCXX37Btm3b8N133+Hxxx/Hjh07YG9vr/HBc82aNRg/fjx69eqFy5cvq/b95ZdfYsmSJVi5ciUmT56sul9mzpypc8RC+S87UtHnOWDs7Y2RtwoKCpCZmalX2/r16+uM01Clnx3K3ravr69q5FtZaWlpAErmrSQqb8yYMZgyZQrS09MRHh6u8+zKxcXF8Pb2xrfffqt1felcq6Us8YuoPu8TI0eORFJSEmbNmoVOnTrBzc0NxcXFGDBggGS5prIiuUwmw4YNG3Do0CFs3rwZ27dvx8SJE/Hhhx/i0KFDcHNzq/R7wl9//aVRFNuzZw/69OmDkSNHomfPnvjpp5+wY8cOLFq0CO+99x5+/PFHhIeHq+6XRYsWoVOnTlpjdHNz0/u90pSkyDWG0uc27t+/r3eRtKqjdLXRlXtK80xZlpx7+E2SrFJFyWDYsGEawy61iYqKUp2lqPQN+9ixY2oFqJs3b+L69etqZ84xhKOjIwYNGoRBgwahuLgYzz//PD777DO8+eabaN68uarSnpWVpfaho6Ihp/r64Ycf4OzsjO3bt6sN4VyzZo1au2bNmqG4uBhnz57VmbhKD+Hw9vaW5BdoItJu5syZOHnyJD7++GN07txZZ7vGjRtj165duHfvntpImfPnz6vWG2rDhg2IiorChx9+qFr24MEDjbPd6aN+/fqQy+U4ffq0wdsC/8Z/4cIF1S/FQEmB4sqVKxrvW+3bt0f79u0xZ84cJCUl4bHHHsPKlSuxcOFCAICdnR369euHfv36YfHixXjnnXfwxhtvYM+ePQgNDdUYft+2bVvV/15eXpgwYQImTJiAnJwc9OrVC/Pnz8fkyZNVsTk4OFT6XtqsWbNK7w9DDq0wxXPA2PTNW4DuviclJaFv37563d6VK1eMdpKO0hEYZQsBnTp1wp49e6BUKtVGFJdO9q4r51LNNnToUDzzzDM4dOhQhZM1N2vWDLt27cJjjz1m1IJT48aNtR6CfOHCBb22PXXqFIqLi9VGoVT1febvv/9GYmIiYmNjMXfuXNVyXYdIV6b0Pbg6uaa4uBgXL15Um+g7IyMDWVlZGv3r1q0bunXrhrfffhvx8fEYO3Ys1q9fj8mTJwOo+HtCw4YNNXJNx44dVf/7+vri+eefx/PPP49bt27hkUcewdtvv43w8HDV53a5XF5hrtE39xqaa4z5HDAFU8T43XffYcKECXq1NWbBTFfu+e233zT6d/jwYbi6uqJly5ZGu31j4ZxSZJVq164NAFq//FRlTqm2bdsiMDAQn3/+udoopRUrVkAmk+kcOl2R8qeqtbOzUx3CUTqksjRp7N+/X9Wu9DTX1WVvbw+ZTKbWn6tXr2Ljxo1q7YYMGQI7OzssWLBA4xen0jfNsLAwyOVyvPPOO1qPjdfn1KtEZFw//fQTli5diqeeekpjnqDynnjiCRQVFWHp0qVqy5csWQKZTKY605Mh7O3tNT5YffrppzpHelbEzs4OQ4YMwebNm3Hs2DGN9ZV9gAsNDYWjoyM++eQTtbarVq1Cdna26qxtSqUSDx8+VNu2ffv2sLOzU70va/vluLR4UNomNDRU7VI6cqr8+76bmxuaN2+u2s7b2xt9+vTBZ599pvVXzLLvpcOHD8f//vc/1dmctN0fFeXC8kzxHDA2ffMWUNJ3bf029ZxSSqVS47AIIYSqoFl2BNyIESNQVFSEzz//XLUsPz8fa9asQXBwMM+8R1q5ublhxYoVmD9/PgYNGqSz3ciRI1FUVIS33npLY93Dhw+r9AMBUPJecejQIRw5ckS17Pbt2zpHZJXfNj09Xa2Y9vDhQ3z66adwc3ND7969DYqldIRK+Rzw0UcfGbSfUvXr10evXr2wevVqpKamqq3Tp1DwxBNPaL39xYsXA4Aq1/z9998a+yufRyr7nuDs7KyRa+rUqYOioiKNETne3t7w8/NT7TsoKAjNmjXDBx98gJycHI1+lOYafXOvobnGmM8BUzBFjKaeUyozM1Pj81VhYSHeffddODo6qv0YM2LECGRkZKid7fHOnTtISEjAoEGDtM43JTWOlCKrVDpv1BtvvIHRo0fDwcEBgwYNQu3atas0pxRQMsT1qaeeQv/+/TF69GicPn0aS5cuxeTJk3We9rQikydPRmZmJh5//HE0bNgQ165dw6effopOnTqp9te/f380atQIkyZNwqxZs2Bvb4/Vq1ejfv36GsnSUAMHDsTixYsxYMAAjBkzBrdu3cKyZcvQvHlznDp1StWuefPmeOONN/DWW2+hZ8+eGDZsGJycnHD06FH4+fkhLi4OcrkcK1aswNNPP41HHnkEo0ePVsX4yy+/4LHHHtP4okNEppOWloZJkybB3t4e/fr1w//93/9pbdesWTOEhIRg0KBB6Nu3L9544w1cvXoVHTt2xI4dO7Bp0yZMnz5dbUJrfT355JP45ptv4OHhgTZt2iA5ORm7du1C3bp1q9Snd955Bzt27EDv3r0xdepUtG7dGmlpaUhISMCBAwd0HsIClHzRmD17NmJjYzFgwAA89dRTuHDhApYvX44uXbqo5lnYvXs3oqOjERERgZYtW+Lhw4f45ptvYG9vr5q/acGCBdi/fz8GDhyIxo0b49atW1i+fDkaNmyIHj16VNiHNm3aoE+fPggKCoKXlxeOHTumOm13qWXLlqFHjx5o3749pkyZgqZNmyIjIwPJycm4fv06/ve//wEAZs2ahQ0bNiAiIgITJ05EUFAQMjMz8fPPP2PlypXo2LEjmjVrBk9PT6xcuRLu7u6oXbs2goODtc4dY4rngLHpm7eAks8Bu3btwuLFi+Hn54eAgAAEBwdXa06p0sLSmTNnAJQcsn7gwAEAwJw5cwCUTKwcGRmJyMhING/eHPfv38dPP/2EgwcPYurUqarTsQNAcHAwIiIiMHv2bNy6dQvNmzfHV199hatXr2LVqlVVipFqhormAirVu3dvPPPMM4iLi0NKSgr69+8PBwcHXLx4EQkJCfj444+r9KPqK6+8gm+++QYDBgzASy+9hNq1a+Pzzz9XjS6pyNSpU/HZZ59h/PjxOH78OJo0aYINGzbg4MGD+OijjzTmtKuMXC5Hr1698P7776OwsBANGjTAjh07cOXKFYP7VeqTTz5Bjx498Mgjj2Dq1KkICAjA1atX8csvvyAlJaXCbTt27IioqCh8/vnnyMrKQu/evXHkyBF89dVXGDJkiKow8NVXX2H58uUYOnQomjVrhnv37uGLL76AXC5XFbb0+Z6gzb1799CwYUOMGDECHTt2hJubG3bt2oWjR4+qRi7b2dnhyy+/RHh4ONq2bYsJEyagQYMGuHHjBvbs2QO5XI7NmzcD0C/3durUCfb29njvvfeQnZ0NJycnPP7441rnMzP2c8AUTBFjVeeUys7OxqeffgoAOHjwIABg6dKl8PT0hKenp+rzw88//4yFCxdixIgRCAgIQGZmJuLj43H69Gm88847aj+yjBgxAt26dcOECRNw9uxZ1KtXD8uXL0dRURFiY2MNjtEszHmqPyJjeuutt0SDBg2EnZ2dXqeA1cdPP/0kOnXqJJycnETDhg3FnDlzREFBQZX2tWHDBtG/f3/h7e0tHB0dRaNGjcQzzzwj0tLS1NodP35cBAcHq9osXrxY62lty58KuKzevXuLtm3baixftWqVaNGihXBychKBgYFizZo1qtPclrd69WrRuXNn4eTkJOrUqSN69+4tdu7cqdZmz549IiwsTHh4eAhnZ2fRrFkzMX78eHHs2LEq3ENEVFX6nva+7Gm+7927J2bMmCH8/PyEg4ODaNGihVi0aJHaqZSFEAKA1lNNlz9t+N9//y0mTJgg6tWrJ9zc3ERYWJg4f/68RrvSWLWdSrq8a9euiXHjxon69esLJycn0bRpUzFt2jSRn58vhFA/dbo2S5cuFYGBgcLBwUH4+PiI5557Tvz999+q9X/++aeYOHGiaNasmXB2dhZeXl6ib9++YteuXao2iYmJYvDgwcLPz084OjoKPz8/ERkZKf74449K41+4cKHo2rWr8PT0FC4uLiIwMFC8/fbbGnnk8uXLYty4cUKhUAgHBwfRoEED8eSTT4oNGzaotbt7966Ijo4WDRo0EI6OjqJhw4YiKipK3LlzR9Vm06ZNok2bNqJWrVoCgFizZo0QQoioqCjRuHFjtf0Z+zmgTenjnZCQoLa89NTapfHpilHfvHX+/HnRq1cv4eLiovFcr6qKXkul/vzzTxERESGaNGkinJ2dhaurqwgKChIrV67UuB+FEOL+/fti5syZQqFQCCcnJ9GlSxeLPB03Saey97VSuj4Hfv755yIoKEi4uLgId3d30b59e/HKK6+ImzdvVrpt6bryr59Tp06J3r17C2dnZ9GgQQPx1ltviVWrVml8Nu3du7fo3bu32rYZGRmq3ODo6Cjat2+v9roX4t/3g0WLFmnEA0DMmzdPdf369eti6NChwtPTU3h4eIiIiAhx8+ZNjXbaPjvrcvr0adU+nZ2dRatWrcSbb76pWl/6nnP79m2NbQsLC0VsbKwICAgQDg4Owt/fX8yePVs8ePBA1ebEiRMiMjJSNGrUSDg5OQlvb2/x5JNPqn1e1vd7Qnn5+fli1qxZomPHjsLd3V3Url1bdOzYUSxfvlyj7cmTJ8WwYcNE3bp1hZOTk2jcuLEYOXKkSExMVGtXWe4VQogvvvhCNG3aVNjb26vldHM8B7TR9brR9plDqhj1UXob2i5l8+OxY8fEoEGDVJ8H3NzcRI8ePcT333+vdb+ZmZli0qRJom7dusLV1VX07t270vcYKcmEMOJBjURERERERERERHrgnFJERERERERERGR2LEoREREREREREZHZsShFRERERERERERmx6IUERFZlWXLlqFJkyZwdnZGcHCw2mmrtUlISEBgYCCcnZ3Rvn17bN261UyREhGROTE/EBFZHxaliIjIanz33XeIiYnBvHnzcOLECXTs2BFhYWG4deuW1vZJSUmIjIzEpEmTcPLkSQwZMgRDhgzB6dOnzRw5ERGZEvMDEZF1kvTseytWrMCKFStw9epVAEDbtm0xd+5chIeHAwAePHiAl19+GevXr0d+fj7CwsKwfPly+Pj4qPaRmpqK5557Dnv27IGbmxuioqIQFxeHWrVqSdElIiIyoeDgYHTp0gVLly4FABQXF8Pf3x8vvPACXnvtNY32o0aNQm5uLrZs2aJa1q1bN3Tq1AkrV640W9xERGRazA9ERNZJ0spNw4YN8e6776JFixYQQuCrr77C4MGDcfLkSbRt2xYzZszAL7/8goSEBHh4eCA6OhrDhg3DwYMHAQBFRUUYOHAgFAoFkpKSkJaWhnHjxsHBwQHvvPOO3nEUFxfj5s2bcHd3h0wmM1V3iYgsghAC9+7dg5+fH+zsrGfAbEFBAY4fP47Zs2erltnZ2SE0NBTJyclat0lOTkZMTIzasrCwMGzcuFFr+/z8fOTn56uuFxcXIzMzE3Xr1mV+IKIawRpzhDnyA8AcQURkkhwhLEydOnXEl19+KbKysoSDg4NISEhQrTt37pwAIJKTk4UQQmzdulXY2dmJ9PR0VZsVK1YIuVwu8vPz9b7Nv/76SwDghRdeeKlRl7/++st4b95mcOPGDQFAJCUlqS2fNWuW6Nq1q9ZtHBwcRHx8vNqyZcuWCW9vb63t582bJ/njwgsvvPBiCRdryhHmyA9CMEfwwgsvvJRejJkjLOYYt6KiIiQkJCA3NxchISE4fvw4CgsLERoaqmoTGBiIRo0aITk5Gd26dUNycjLat2+vdjhfWFgYnnvuOZw5cwadO3fWelvlf+UQ/xzB+Ndff0Eul5uoh6aXkJCAiIgIqcOoNmvvx6lTwAsvAH//nYk6dbzw6adAhw5SR1U11v5YlLKFfhizD0qlEv7+/nB3dzfK/mzJ7Nmz1X45z87ORqNGjaw+PwC28ToArLAfHh4aixIAqHqQnW3OaIzK6h4LHWyhH8wR5mFTOULLe1MptfcowKrfpwDTvMZ/he77zxwOJAA99OxSOAx//KrSP0Nu51d4qLXX9zEy1f1elfuoMraQW8pLSEhAWFiY0XOE5EWp33//HSEhIXjw4AHc3Nzw008/oU2bNkhJSYGjoyM8PT3V2vv4+CA9PR0AkJ6erlaQKl1fuk6XuLg4xMbGaizfvn07XF1dq9kj6aSkpFh1/KWsvR9Xr3oiO7sr8vLsYGdXiN9+O4K//sqSOqwqsfbHopQt9MOYfcjLywMAqzvUoF69erC3t0dGRoba8oyMDCgUCq3bKBQKg9o7OTnByclJY7lcLre+LxzluLq6Wn0fANvohysAVQ+suC+28FgAttEPU/TBmnKEOfIDYNs5oiy19yjAqt+nANO8PqT+VOnkCrjq2SU5DO97VfpnyO24lmuv72Nkqvu9KvdRZWwht5RXtk/GzBGSF6VatWqFlJQUZGdnY8OGDYiKisK+fftMepvlf+Uo/UUoIiLC6p84kZGRUodgFNbcj5QU4IcfSv738qqL8PBwdOokZUTVY82PRVm20A9j9UGpVGLy5MlG2Zc5OTo6IigoCImJiRgyZAiAkvk8EhMTER0drXWbkJAQJCYmYvr06aplO3fuREhIiBkiJiIic2B+ICKyXpIXpRwdHdG8eXMAQFBQEI4ePYqPP/4Yo0aNQkFBAbKystRGS5X9BUOhUODIkSNq+yv9xaMqv3IQEZFli4mJQVRUFB599FF07doVH330EXJzczFhwgQAwLhx49CgQQPExcUBAF566SX07t0bH374IQYOHIj169fj2LFj+Pzzz6XsBhERGRnzAxGRdZK8KFVecXEx8vPzERQUBAcHByQmJmL48OEAgAsXLiA1NVX1C0ZISAjefvtt3Lp1C97e3gBKfuGQy+Vo06aNZH0gIiLTGDVqFG7fvo25c+ciPT0dnTp1wrZt21SHbqempqqdCaR79+6Ij4/HnDlz8Prrr6NFixbYuHEj2rVrJ1UXiIjIBJgfiIisk6RFqdmzZyM8PByNGjXCvXv3EB8fj71792L79u3w8PDApEmTEBMTAy8vL8jlcrzwwgsICQlBt27dAAD9+/dHmzZt8PTTT+P9999Heno65syZg2nTpnEkFBGRjYqOjtZ5OMbevXs1lkVERNjcRJNERKSJ+YGIyPpIWpS6desWxo0bh7S0NHh4eKBDhw7Yvn07/vOf/wAAlixZAjs7OwwfPhz5+fkICwvD8uXLVdvb29tjy5YteO655xASEoLatWsjKioKCxYskKpLRERERERERESkB0mLUqtWrapwvbOzM5YtW4Zly5bpbNO4cWNs3brV2KEREVm8FpdLznpxsZmQOBIiIiIiIiLDWdycUkREVLHSYlT56yxOERERERGRNbGrvAkREREREREREZFxcaQUkZG1bw/s2wd8/30iRo4cCWdnqSMiW1F+hJS29RwtRURERERE1oJFKSIjs7cHatcGnJ2LULu21NEQERERERERWSYevkdEZAVmZIzRq12Ly7JKR1QRERERERFZAhaliIhsEAtTRERERERk6Xj4HhGRBWNxiYiIiIiIbBWLUkRGdvcu8NtvwNGjDeDiAvTsCdStK3VUZG2MUYzixOdEEpOxqExENkAmAwQ/T9QUm2GZuctS46LqY1GKyMj++gtYuBDIzGyL/fuBL79kUYoMw9FRRERERERUE3BOKSIiC2LsghQnPiciIiIiIkvFohQRUQ3A4hQREREREVkaFqWIiCyEOYpGLEwREREREZGlYFGKiMhCcFJyIiIiIiKqSViUIiIiIiIiIiIis2NRioiohun8p4fUIRAREREREaGW1AEQEdG/LjYTqnmfyh7OpwDngiIiIiIiItvCkVJERBbmYjOhMb/UEp94zjlFREREREQ2hUUpWzJrjNQREBERERERERHphYfv2YK2Ms3/z3BEBZEtKh0tVXqIn65lRERERERElo5FKWvXVseXUBaniGyatkP5WJwiIiIiIiJrwqKUNdNVkCJJ+fkBL74IJCf/gZCQEPj5SR0RERERERERkeVhUcpa6VuQ4ogps/P2BsaNAxwcriIyMkTqcKgGKnsGPyIiIiIiIkvFic6tTVtZ1UZIVXU7IiIiIiKyHbIqfCeoyjY2ajN4X0hhEDjIwlaxKEVERERERERERGbHopQ1McZIJ46WIiIiIiIiIiILwKKUNeG8UERkBCebZksdQpXExcWhS5cucHd3h7e3N4YMGYILFy5UuM3atWshk8nULs7OzmaKmIiIzIH5gYjIerEoRWRkKSlA167AnDn90bVryXUic7vYzPaK2Pv27cO0adNw6NAh7Ny5E4WFhejfvz9yc3Mr3E4ulyMtLU11uXbtmpkiJiIic2B+ICKyXjz7nrU5I6p/CF5bGUddmVhxMSBEyV8iS3KxmYBSqZQ6jCrZtm2b2vW1a9fC29sbx48fR69evXRuJ5PJoFAoTB0eERFJhPmBiMh6caSUNWJBiYj0cLGZUI2YKvu/rcjOLjkM0cvLq8J2OTk5aNy4Mfz9/TF48GCcOXNGZ9v8/HwolUq1CxERWRdT5AeAOYKIyBQ4UqqmKh1txQIXkc2ztWIUABQXF2P69Ol47LHH0K5dO53tWrVqhdWrV6NDhw7Izs7GBx98gO7du+PMmTNo2LChRvu4uDjExsZqLE9ISICrq6tR+2BuSUlJUodgFLbQD7UerFsnVRjVZguPBWAb/TBmH/Ly8oy2LymYKj8Atp0jytL5bLLS9ytjv8aPG3VvVXPOgC7lwLDHrar9M+R2jpdrr+9jZKr73tD7SB+2kFvKS0pKMkmOYFHKWhnjMD6AxSkiskrTpk3D6dOnceDAgQrbhYSEICQkRHW9e/fuaN26NT777DO89dZbGu1nz56NmJgY1XWlUgl/f39ERERALpcbrwMSiYyMlDoEo7CafowZo3OVqgfW0hcdrOaxqIQt9MNYfVAqlZg8ebJR9iUFU+UHwIZyRAXvTaW0Ppus+HVizNe4Gyq//8yht55dGqT90dSpqv0z5HbcMEajvT6Pkanue0PvI33ZQm4pb+DAgUbPESxKUQkWp4jISkRHR2PLli3Yv3+/zl+zdXFwcEDnzp1x6dIlreudnJzg5ORkjDCJiMjMTJkfAOYIIiJT4JxS1soYo6SIiKyIEALR0dH46aefsHv3bgQEBBi8j6KiIvz+++/w9fU1QYRERCQF5gciIuvFkVKkjmfmIyILNW3aNMTHx2PTpk1wd3dHeno6AMDDwwMuLi4AgHHjxqFBgwaIi4sDACxYsADdunVD8+bNkZWVhUWLFuHatWtWfWgKERGpY34gIrJeLEpZK2PNKUVEZCVWrFgBAOjTp4/a8jVr1mD8+PEAgNTUVNjZ/TsI+O+//8aUKVOQnp6OOnXqICgoCElJSWjTpo25wiYiIhNjfiAisl4sShERkVUQovJRnHv37lW7vmTJEixZssREERERkSVgfiAisl6cU8qanRE81I6IiIiIiIiIrBJHStkCYx7KxyJXjSYLPa92PX6SRIEQEVkbGQ+pJyId9H1/KDviq6Jt9BgZVq04jHmbJKlB0P9x24zq5bHS7Su6zbK3oX578Xrvn2wPi1K24owAGvKFagkcHYGSsxDfR8OGJdelUr7IJHYF6tWu1Ji3b2LMqvOq7bS1K7tPXfvRdbtERERERERUc0l6+F5cXBy6dOkCd3d3eHt7Y8iQIbhw4YJamz59+kAmk6ldnn32WbU2qampGDhwIFxdXeHt7Y1Zs2bh4cOH5uyKZdPnMD8eCmg0bdoAGzcCL7/8GzZuLLlubrLQ81oLRKXLy1+qur/y+6zK9kRERERERFQzSTpSat++fZg2bRq6dOmChw8f4vXXX0f//v1x9uxZ1K5dW9VuypQpWLBggeq6q6ur6v+ioiIMHDgQCoUCSUlJSEtLw7hx4+Dg4IB33nnHrP2R3KJ4IDLy30P5yheZSq+XPdSPhSibwsIPERERERERWQtJi1Lbtm1Tu7527Vp4e3vj+PHj6NWrl2q5q6srFAqF1n3s2LEDZ8+exa5du+Dj44NOnTrhrbfewquvvor58+fDUcpjp6Siz6gosinWUoyShZ7noXxEREREREQEwMLOvpednQ0A8PLyUlv+7bffol69emjXrh1mz56NvLw81brk5GS0b98ePj4+qmVhYWFQKpU4c+aMeQInkpC1FKQAzi1FRERERERE/7KYic6Li4sxffp0PPbYY2jXrp1q+ZgxY9C4cWP4+fnh1KlTePXVV3HhwgX8+OOPAID09HS1ghQA1fX09HStt5Wfn4/8/HzVdaVSaezuEBERERERERFRBSymKDVt2jScPn0aBw4cUFs+depU1f/t27eHr68v+vXrh8uXL6NZs2ZVuq24uDjExsZqLE9ISFCbr8raJCUlSR2CUVh7P+7edcHBg01w7Zorfv45BY89dhV16943yW2NefumSfarkn3SaLuKf8MP69YZb3+GsPbnFGDcPpQdbUpERERERCQViyhKRUdHY8uWLdi/fz8aNmxYYdvg4GAAwKVLl9CsWTMoFAocOXJErU1GRgYA6JyHavbs2YiJiVFdVyqV8Pf3R0REBORyeXW6IrnIyEipQzAKa+5HSgqwdi2QmemPgoK6ePXVTujUyfi3Iws9Dyg6G3/H5SkGGmU3kZHSHrpnzc+pUsbqg1KpxOTJk42yLyIiIiIioqqSdE4pIQSio6Px008/Yffu3QgICKh0m5SUFACAr68vACAkJAS///47bt26pWqzc+dOyOVytGnTRus+nJycIJfL1S5E1kIWet6q5pECOJcUERERERERaZJ0pNS0adMQHx+PTZs2wd3dXTUHlIeHB1xcXHD58mXEx8fjiSeeQN26dXHq1CnMmDEDvXr1QocOHQAA/fv3R5s2bfD000/j/fffR3p6OubMmYNp06bByclJyu4RGZ21FaOIiIiIiIiIdJF0pNSKFSuQnZ2NPn36wNfXV3X57rvvAACOjo7YtWsX+vfvj8DAQLz88ssYPnw4Nm/erNqHvb09tmzZAnt7e4SEhOC///0vxo0bhwULFkjVLSIqg6OkiIiIiIiISBtJR0oJISpc7+/vj3379lW6n8aNG2Pr1q3GCovI4ljrCCkWpIiIiIiIiEgXSUdKEVHlWJAiIiIiIiIiW8SiFJGFKF98ssYJzYmIiIiIiIj0Jenhe0SkXoyyhSIUR0gREempkmkMiMhGlL7WZbKK21W2vnw7fd5D9N1nKSGAdeuAyEjDtqsBNsPA+9KMBkFUO75BKHk+VXc/myFT7avssoocxxi4YYxaHIZsT9aNRSkiqlTZQlNp4UzsClQrorEYRURERERERIZgUYpIQpY+Mir+DT9ERqoXm8oWn1iIIiIiIiIioqrinFJEErHkgpTYFciCExEREREREZkUR0oREQCOeiIiIiIiIiLzYlGKyMiaNQOWLwe2bz+GsLAwNGum2cZSRkmxEEVERERERERSYVGKyMjc3YGuXYHLlzPRtavU0WjHYhQRERERERFJjUUpIjOTcpQUi1FERERERERkKViUIjIjqQpSLEYRERERERGRpWFRishMpChIsRhFRERERERElopFKSIju38fuH4dSEtzw8WLQMOGgIuLeWNgMYqIiIiIiIgsnZ3UARDZmgsXgMhIYOnS7oiMBFz7XDHrKCkWpMhWzZ8/HzKZTO0SGFjx8z0hIQGBgYFwdnZG+/btsXXrVjNFS0RE5sL8QERkvViUIjKRK2mFOP7HfbPdntgVyIIU2by2bdsiLS1NdTlw4IDOtklJSYiMjMSkSZNw8uRJDBkyBEOGDMHp06fNGDEREZkD8wMRkXViUYrIBMxZjAI4Oopqjlq1akGhUKgu9erV09n2448/xoABAzBr1iy0bt0ab731Fh555BEsXbrUjBETEZE5MD8QEVknFqWIjKzzM1fMdlscHUU1zcWLF+Hn54emTZti7NixSE1N1dk2OTkZoaGhasvCwsKQnJysc5v8/HwolUq1CxERWT5T5weAOYKIyBQ40TmRkfw7b5STyW6DBSiqyYKDg7F27Vq0atUKaWlpiI2NRc+ePXH69Gm4u7trtE9PT4ePj4/aMh8fH6Snp+u8jbi4OMTGxmosT0hIgKura/U7IaGkpCSpQzAKW+hHEgDExwPr1kkdSrXYwmMB2EY/jNmHvLw8o+3LXMyRHwAj5Ij4eGDMmMrb6Usmq/q28fHal69bZxOvibKM1x8d91kZx2HEx7cC5/7pUtA/Ma3DOmiLr2S5obT305C+7YNMFZs+250r8xDtQzWe11UQhPgq3k8Vs7XXEVDSJ1PkCBaliKrJHJOYsxhFBISHh6v+79ChA4KDg9G4cWN8//33mDRpklFuY/bs2YiJiVFdVyqV8Pf3R0REBORyuVFuQ0qRkZFSh2AUFtkPA79oWmQfqoD9sBzG6oNSqcTkyZONsi9zMUd+AIyUI4xZlKqOSp4vtvCaKMtc/XEzU1EKAHpHAoNgvsfJ0L6Vxqbvdr0lesqZ8j60tdcRAAwcONDoOYJFKSILxmIUkW6enp5o2bIlLl26pHW9QqFARkaG2rKMjAwoFAqd+3RycoKTk+lGOxIRkemZIj8AzBFERKbAOaWIqsGUo6RYkCKqWE5ODi5fvgxfX1+t60NCQpCYmKi2bOfOnQgJCTFHeEREJBHmByIi68GiFJGF4eTlRNrNnDkT+/btw9WrV5GUlIShQ4fC3t5eNTR63LhxmD17tqr9Sy+9hG3btuHDDz/E+fPnMX/+fBw7dgzR0dFSdYGIiEyA+YGIyHrx8D2iKjLFKCkWo4h0u379OiIjI3H37l3Ur18fPXr0wKFDh1C/fn0AQGpqKuzs/v2tpXv37oiPj8ecOXPw+uuvo0WLFti4cSPatWsnVReIiMgEmB+IiKwXi1JEVcCCFJH5rV+/vsL1e/fu1VgWERGBiIgIE0VERESWgPmBiMh68fA9IgvAghQRERERERHVNBwpRWSgSkdJ1SoGvPKAnFTArVnJdR1YjCIiIiIiIqKaikUpImNzKQSa3wbSfwMUcp3NWJAiIiIiIiKimoyH7xEZwFhzSbEgRURERERERDUdR0oRmRGLUUREREREREQlOFKKyExYkCIiIiIiIiL6F4tSRHoy1qF7RERERERERMTD94iML88BuFoXuB8GZCqAJnchkppJHRURERERERGRRWFRikgPBo2SKrIDcpyAwnpAkRNOLmdBioiIiIiIiKg8FqWITCiopYvUIRARUVkyWcXrhTBPHERUM5W+x1T2XmSK2ySTGwSBzTDjY2tG+vRtEDSfa9qWlSXV/VVZXGQ+nFOKiIiIiIiIiIjMjkUpIhMJ8HWQOgQiIiIiIiIii8WiFBERERERERERmR2LUkREREREREREZHYsShERERERERERkdmxKEVUCVnoealDICIiIiIiIrI5khal4uLi0KVLF7i7u8Pb2xtDhgzBhQsX1No8ePAA06ZNQ926deHm5obhw4cjIyNDrU1qaioGDhwIV1dXeHt7Y9asWXj48KE5u0JERERERERERAaQtCi1b98+TJs2DYcOHcLOnTtRWFiI/v37Izc3V9VmxowZ2Lx5MxISErBv3z7cvHkTw4YNU60vKirCwIEDUVBQgKSkJHz11VdYu3Yt5s6dK0WXiIiIiIiIiIhID7WkvPFt27apXV+7di28vb1x/Phx9OrVC9nZ2Vi1ahXi4+Px+OOPAwDWrFmD1q1b49ChQ+jWrRt27NiBs2fPYteuXfDx8UGnTp3w1ltv4dVXX8X8+fPh6OgoRdeIiIiIiIiIiKgCFjWnVHZ2NgDAy8sLAHD8+HEUFhYiNDRU1SYwMBCNGjVCcnIyACA5ORnt27eHj4+Pqk1YWBiUSiXOnDmj9Xby8/OhVCrVLkREREREREREZD6SjpQqq7i4GNOnT8djjz2Gdu3aAQDS09Ph6OgIT09PtbY+Pj5IT09XtSlbkCpdX7pOm7i4OMTGxmosT0hIgKura3W7IpmkpCSpQzAKi+tH+k3D2gsZ0MAB/+mViq5du+L06SKcOydME5uJWdxjUUW20A9j9iEvL89o+yIiIiIiIqoqiylKTZs2DadPn8aBAwdMfluzZ89GTEyM6rpSqYS/vz8iIiIgl8tNfvumFBkZKXUIRmFJ/Rizqmpn3+vT5yQiIyOMHI35WdJjUR220A9j9UGpVGLy5MlG2RcREREREVFVWURRKjo6Glu2bMH+/fvRsGFD1XKFQoGCggJkZWWpjZbKyMiAQqFQtTly5Ija/krPzlfapjwnJyc4OTkZuRdERERERERERKQvSeeUEkIgOjoaP/30E3bv3o2AgAC19UFBQXBwcEBiYqJq2YULF5CamoqQkBAAQEhICH7//XfcunVL1Wbnzp2Qy+Vo06aNeTpCpMWYtw087I+IiIiIiIioBpF0pNS0adMQHx+PTZs2wd3dXTUHlIeHB1xcXODh4YFJkyYhJiYGXl5ekMvleOGFFxASEoJu3boBAPr37482bdrg6aefxvvvv4/09HTMmTMH06ZN42goklT8G35Sh0BEZNtkMvXrQlS8Xt99lt+PKZjrdojIMpV9/VflvaqyfZJkBkFgM4z0mFZiM2QYBPM87pX1qapxDIJADtYBGFOl7atye2RZJC1KrVixAgDQp08fteVr1qzB+PHjAQBLliyBnZ0dhg8fjvz8fISFhWH58uWqtvb29tiyZQuee+45hISEoHbt2oiKisKCBQvM1Q0idYV2QJYrjh/3g5sb8NhjwD8nlCQiIiIiIiKif0halBJ6VPOdnZ2xbNkyLFu2TGebxo0bY+vWrcYMjUhF7AqELNSAyc4fOABX6uLHH12wdy/w5ZcsShERERERERGVJ+mcUkRERPpq0qQJZDKZxmXatGla269du1ajrbOzs5mjJiIic2COICKyThZx9j0iIqLKHD16FEVFRarrp0+fxn/+8x9ERETo3EYul+PChQuq6zJjzdtBREQWhTmCiMg6sShFpAeDD+EjIqOrX7++2vV3330XzZo1Q+/evXVuI5PJoFAoTB0aERFJjDmCiMg68fA9IhMIaukidQhENq2goAD/93//h4kTJ1b4y3ZOTg4aN24Mf39/DB48GGfOnKlwv/n5+VAqlWoXIiKyLswRRETWgyOliIjI6mzcuBFZWVmqM7Vq06pVK6xevRodOnRAdnY2PvjgA3Tv3h1nzpxBw4YNtW4TFxeH2NhYjeUJCQlwdXU1VviSSEpKkjoEo6iwH+vWGedGjLUfHVQ9MPHtmFqNeE5ZCWP2IS8vz2j7kkqNzRFGek+xhddEWVL057iJ93+uTJdyYJ5cUlmfqhNHUlISnKq8tWHMdX/Z2usIKOmTKXIEi1JERKS3mJgYvdsuXrzYZHGsWrUK4eHh8PPz09kmJCQEISEhquvdu3dH69at8dlnn+Gtt97Sus3s2bPV+qhUKuHv74+IiAjI5XLjdUAikZGRUodgFKp+jBlTfoX69fLr9b8Bw7cx8LYiq3o7FsbmnlNWzFh9UCqVmDx5cpW2ZY6ooqq+V5VnxOexLbwmyjJ3f9xgpMe0Ar3/6dIgmKdvlfWpunG4RS6t1vb6Mtf9Bdje6wgABg4cWOUcoQuLUkQmcPyP+wioJ3UURMZ38uRJvdqZcrLYa9euYdeuXfjxxx8N2s7BwQGdO3fGpUuXdLZxcnKCk5O5fqsjIrItzBFERGQoFqWIiEhve/bskToErFmzBt7e3hg4cKBB2xUVFeH333/HE088YaLIiIhqNuYIIiIyFCc6JzKRK2mFOP7HfanDIDK5S5cuYfv27bh/v+T5LoQw2W0VFxdjzZo1iIqKQq1a6r+rjBs3DrNnz1ZdX7BgAXbs2IE///wTJ06cwH//+19cu3bN6EOOiYhIN+YIIiKqCEdKEZlY52euAO75ELsCpQ6FyKju3r2LkSNHYs+ePZDJZLh48SKaNm2KSZMmoU6dOvjwww+Nfpu7du1CamoqJk6cqLEuNTUVdnb//tby999/Y8qUKUhPT0edOnUQFBSEpKQktGnTxuhxERGROuYIIiLSB4tSRHqQhZ6XOgQiizNjxgw4ODggNTUVrVu3Vi0fNWoUYmJiTPKFo3///jp/Zd+7d6/a9SVLlmDJkiVGj4GIiCrHHEFERPpgUYrI2BwfAg2zgOz/AR4dS66jpLDF0VJkS3bs2IHt27drnDq7RYsWuHbtmkRRERGRJWCOICIifbAoRaQHsStQ/9FSTkWAXzZgdwZQNDFpXERSys3Nhaurq8byzMxMnp3oH+myeVCIWKnDsD26ztxlwjN6EZFhmCMMUHZ0V0XvYyacj4us12b8+5wZBOM9R8ruV9/21bl9bdsaGoMh+ybLwYnOiYioSnr27Imvv/5adV0mk6G4uBjvv/8++vbtK2FkREQkNeYIIiLSB0dKEenJoNFSRDXA+++/j379+uHYsWMoKCjAK6+8gjNnziAzMxMHDx6UOjwiIpIQcwQREemDI6WIzITzSZGtadeuHf744w/06NEDgwcPRm5uLoYNG4aTJ0+iWbNmUodHREQSYo4gIiJ9cKQUkQE4WopInYeHB9544w2pwyAiIgvEHEFERJXhSCkiY7vnBBxtDPwZCRxtjJQPAzlKimxS8+bNMX/+fFy8eFHqUIiIyMIwRxARkT5YlCIyBQFA2CGohQtPlEI2a9q0afjll1/QqlUrdOnSBR9//DHS09OlDouIiCwAcwQREemDRSkiA3HUE1GJGTNm4OjRozh//jyeeOIJLFu2DP7+/ujfv7/aGZeIiKjmYY4gIiJ9sChFZCIBvg5Sh0BkFi1btkRsbCz++OMP/Pbbb7h9+zYmTJggdVhERGQBmCOIiKginOiciIiq7ciRI4iPj8d3330HpVKJiIgIqUMiIiILwRxBRES6sChFRERV8scff+Dbb7/FunXrcOXKFTz++ON47733MGzYMLi5uUkdHhERSYg5goiI9MGiFBERVUlgYCC6dOmCadOmYfTo0fDx8ZE6JCIishDMEUREpA8WpYiIqEouXLiAFi1aSB0GERFZIOYIIiLSByc6J6oCnoGPCGjRogWysrLw5ZdfYvbs2cjMzAQAnDhxAjdu3JA4OiIikhJzBBER6YMjpYhMIKilCzIz86QOg8ikTp06hX79+sHT0xNXr17FlClT4OXlhR9//BGpqak85TcRUQ3GHEFERPpgUYqIiKpkxowZmDBhAt5//324u7urlj/xxBMYM2aMhJEZX4bHO8iDk9oyhYhV/Z8umweFiEW6bJ7GtuWXld2OqsCWnlsyGSCE1FEQmURNyhFGxfcEqobNkGksGwTDnlPa9iGV0tirGpOhfSdpsChFRERVcuzYMXz++ecayxs0aID09HQJIiIiIkvBHEFERPpgUYrI2GQCvr5AcfED+PoCjo5SB0RkGk5OTlAqlRrL//jjD9SvX1+CiIiIyFIwRxARkT440TmRsbkVYMv985g1az82bwbatJE6ICLTeOqpp7BgwQIUFhYCAGQyGVJTU/Hqq69i+PDhEkdHRERSYo4gIiJ9sChFVAWy0PNSh0AkuQ8//BA5OTnw9vbG/fv30bt3bzRv3hzu7u54++23pQ6PiIgkxBxBRET6qNLhe19//TVGjRoFJyf1SV8LCgqwfv16jBs3zijBEVmzMW/fRGSk1FEQmY6Hhwd27tyJAwcO4NSpU8jJycEjjzyC0NBQqUMjIiKJMUcQEZE+qlSUmjBhAgYMGABvb2+15ffu3cOECRNYlCIiqkF69OiBHj16SB0GERFZIOYIIiKqSJWKUkIIyGSap2W8fv06PDw8qh0UkaUTuwL1OoRPFnoeYlegGSIiMo9PPvlE77YvvviiCSMhIiJLwxxBRESGMqgo1blzZ8hkMshkMvTr1w+1av27eVFREa5cuYIBAwYYPUgiq/KgFpAhB+49CuR74fp1oGFDqYMiMo4lS5bo1U4mk/ELBxFRDcMcQUREhjKoKDVkyBAAQEpKCsLCwuDm5qZa5+joiCZNmvBsGlRjlI6A0hgxVWgPZLgDha2APHfcucOiFNmOK1euSB0CERFZKOYIIiIylEFFqXnz5gEAmjRpglGjRsHZ2dkkQRFZE53FKSIiIiIiIiLSya4qG0VFRbEgRaSnzs/wV0Oiyuzfvx+DBg2Cn58fZDIZNm7cqLZeCIG5c+fC19cXLi4uCA0NxcWLFyvd77Jly9CkSRM4OzsjODgYR44cMVEPiIjIVJgjiIhsV5WKUkVFRfjggw/QtWtXKBQKeHl5qV30VVmCGT9+vGoOq9JL+TmrMjMzMXbsWMjlcnh6emLSpEnIycmpSreIiEgiubm56NixI5YtW6Z1/fvvv49PPvkEK1euxOHDh1G7dm2EhYXhwYMHOvf53XffISYmBvPmzcOJEyfQsWNHhIWF4datW6bqBhERmQBzBBGR7apSUSo2NhaLFy/GqFGjkJ2djZiYGAwbNgx2dnaYP3++3vupLMEAwIABA5CWlqa6rFu3Tm392LFjcebMGezcuRNbtmzB/v37MXXq1Kp0i6haeJY9oqoLDw/HwoULMXToUI11Qgh89NFHmDNnDgYPHowOHTrg66+/xs2bNzV+zChr8eLFmDJlCiZMmIA2bdpg5cqVcHV1xerVq03YEyIiMjbmCCIi21WlotS3336LL774Ai+//DJq1aqFyMhIfPnll5g7dy4OHTqk934qSjClnJycoFAoVJc6deqo1p07dw7btm3Dl19+ieDgYPTo0QOffvop1q9fj5s3b1ala0RVVtGcUpxviqjqrly5gvT0dISGhqqWeXh4IDg4GMnJyVq3KSgowPHjx9W2sbOzQ2hoqM5tiIjI+jBHEBFZN4MmOi+Vnp6O9u3bAwDc3NyQnZ0NAHjyySfx5ptvGi86AHv37oW3tzfq1KmDxx9/HAsXLkTdunUBAMnJyfD09MSjjz6qah8aGgo7OzscPny4wmKXVqdOAWXOKFipxo2BMkUyAEBhIXDmjGG36+YGNG+uufzPPwGlUu/deF69Cjx4AJSf70upLNmXIerXBxo00Fx+5kxJH/VlZwd06KC5PD295KKF59WrQEqK5opGjYDyh4c+fAicPq1/PABQuzbQooXm8itXgH+ey3pr1QpwcVFb5FqUB1H0ACguBIoewD/3ClyQDaToHkKOevW0n6Lv7FmgoED/eGQyoGNHzeUZGUBamv77AUru7/Kqcn+7ugItW2ouN9L9jXv3gMuXK9xM4zllrPsbADp10lx26xZgaGHc3x/4571NpagI+P13ABW8LsrTdX9fvQpkZZX8b8RDnLOysnDkyBHcunULxcXFauvGjRtnlNtI/+e9wsfHR225j4+Pal15d+7cQVFRkdZtzp/XXSTOz89Hfn6+6rrSgPdgIiJSxxxBRESVqVJRqmHDhkhLS0OjRo3QrFkz7NixA4888giOHj0KJycnowU3YMAADBs2DAEBAbh8+TJef/11hIeHIzk5Gfb29khPT4e3t7faNrVq1YKXl5fOJARUkFBeeAGwt9c/wLffBsLC1JdlZwOTJ+u/DwB45BHg8881ly9dCuzfr/duumZmAmPGlBTLyjp1Cpg+3bCYxowBYmI0l8+aVfKFW1/OzsCBA5rLf/kFWLFC6yZdMzOBH37QXLFgAfDEE+rL7t0z/P7u2BFYtUpz+fLlwJ49hu3r+++Bpk3VRkI1u5+Khw8AiCLgoRJvXFmGsa2vARWFOWpUyX1b3quvGlZMcnAAtP3Ct3UrUMFhslr9c7ZNNXl5ht/f7dsDa9ZoLl+5EkhMNGxf69ZpFhTPnQOef77CzTSeUxERJfdtea+/Dly/rn88dnaAtklRt20DPvlE//0AwJw5wJAh6ssePFDd3zpfF+W1aQN8/bXm8s8/B3bsKPm/qMiw2HTYvHkzxo4di5ycHMjlcshkMtU6mUxmtC8c5hQXF4fY2FiN5ZtxFi5wUF8oG17xdV3+aecZP6IqIVZZUlKSWW/PJMaMgVl6UW6qAGNT64OJb8uUbOI5BdvohzH7kJeXZ5T91KQckZCQAFdXVwkiMg1beE2UJUV/jpt4/+cM6NI+yNSuByEeAHAcY4wZEgAgB1XLaZU/RvEGxVvax3VVjMcYbO11BJT0yVg5oqwqFaWGDh2KxMREBAcH44UXXsB///tfrFq1CqmpqZgxY4bRghs9erTq//bt26NDhw5o1qwZ9u7di379+lV5v7oSSubff6PQTv8jGk/t2YP0zEy1ZY5KJfqUW1aZvy9dwlEtH0o7nz+P+gbsKzcnBwc2bUJe/fpqy+udP49HDIzp2okTuKAlpt43b8LJgF+Fih0csEvLfpoePozmOmLK1TGK4/e9e5FWbmSNQ04O+hrYt6w//8QRLTF1OncO3gbu6+DPPyPXxwdILzMqJqsQEA0AFAMCwMMc3K1kv6knT+K8lph63bgB59LRLXoQ9vbYqWU/AYcOoYWBfTu9bx+SyhRvAaBWXh4eN3A/2X/+icNaYup47hx8DNxX0ubNyPH1VVvmdekSHq1kP+WfU3+lpOCclph6Xr8OF0NiksmwQ8t+miQno6WBfTuzfz9u3L+vtsz+wQP0+2c/ul4X5SmvXMEhLTF1OHMGin/2da/cr9VV9fLLL2PixIl45513TPphXKFQAAAyMjLgW+bxz8jIQCdtI9UA1KtXD/b29sjIyFBbnpGRodqfNrNnz0ZMmYK8UqmEv78/BqEN3GG8H10AQBEZadT96SNSgts0qjElH0hN3ouq3E9jDPtwr7oFK39MrP459Q9b6Iex+qBUKjHZ0B+gtKhJOSIiIgJyubwavbA8tvCaKMvc/XEzQcGnvN5V7NKgfzKQKWIcVI0MXdljZEi81YnDmGztdQQAAwcONEqOKKtKRal3331X9f+oUaPQqFEjJCcno0WLFhg0aJDRgiuvadOmqFevHi5duoR+/fpBoVBonCHj4cOHyMzMrFJC8apTB3IDRkr17dtXc6TUnTvAF1/ovQ8AqNu8OZpre8IePWrYqCQAgwcP1hwpdeBAycgkQ2J65BE8oi2mb74BahnwtHF21v5izMsDTpzQfftazuLYp08fzZFSf/8NfPaZ/vEAqNu0KZppi+nECZ2HFOry1FNPQTa1AFB0/nehuAKk25cUpGT2QC03XLnjikdbOuvcT93OndFZW0zx8SWjcfTl4KD9/n7wADhu2G82vXv3xs2cHPX9KZU6R7jpUrdpUzTVFlNKisGHuA0aNEhzpNSRI8CmTZXHUeY5VbdTJ3TSFtN33xkUD+zstN/fhYUlr18D9OrVS3OkVG6u2gg3ba+L8uoGBCBAW0y//w7cuAEAcCgqAq5dMyg+bW7cuIEXX3zR5L8OBwQEQKFQIDExUfUFQ6lU4vDhw3juuee0buPo6IigoCAkJiZiyD/3a3FxMRITExEdHa3ztpycnIw64peIqKZijiAiIn1UqShVXkhICEJCQoyxqwpdv34dd+/eVf0KEhISgqysLBw/fhxBQUEAgN27d6O4uBjBwcE696MzoXz6qeFzSpXn4QF8+aX++wB032Z0NGDA0OYjv/6K8HLHxgMomdPJ0JjKjbZSWbTI8DmltBk4EPjnMSvvyK+/Ijw8XHOFtjmO3N0N71vt2tqXP/88MHasYfvy9QWg/uX+sksjCGc/4GEOUMsNCwKmwaV2NlI+C9C9n3r1tC9/7z3D55TS5okngM6dta/TpVEjYPt29WWurobf37o+jD77rOEjBLTNA9W6daUxaTyndN3f77xj+JxS2gwYoH0utYr4+2suc3ZW9U3n66I8Xff31KnAyJEl/+fkAD17GhafFmFhYTh27BiaNm1a7X3l5OTg0qVLqutXrlxBSkoKvLy80KhRI0yfPh0LFy5EixYtEBAQgDfffBN+fn6qLxMA0K9fPwwdOlT1hSImJgZRUVF49NFH0bVrV3z00UfIzc3FhAkTqh0vERFVjDmCiIj0oXdR6ueff9Z7p0899ZRe7SpKMF5eXoiNjcXw4cOhUChw+fJlvPLKK2jevDnC/hmd1Lp1awwYMABTpkzBypUrUVhYiOjoaIwePRp+fn56x6vSoQNQ3aG3Dg7aJz6uCgOTeNa5c5qTnAMlfTJWTG3bGmc/CkXJRYusc+f0j7dWLeP1LaCCopEB8uxdAXtnoDgfsHfGH7UDAPd8yGYCYlegYTtr08YoMcHHp+RSXRZ4f8PdvdKY9H5OGev+9vYuuVSXvb0qboNeF9o0afLv/9WYmLVsLhg4cCBmzZqFs2fPon379nBwUJ9zSd9cAADHjh0rGX36j9LRrFFRUVi7di1eeeUV5ObmYurUqcjKykKPHj2wbds2OJd5z7t8+TLu3Lmjuj5q1Cjcvn0bc+fORXp6Ojp16oRt27ZpTGxLRETGwRxBRESG0rsoNaT8YSU6yGQyFOk5iW5FCWbFihU4deoUvvrqK2RlZcHPzw/9+/fHW2+9pTbK6dtvv0V0dDT69esHOzs7DB8+HJ8YOsEwWbSyk4gDVSjsmJjYFageo0sh0CoDuJsE1O1ecp3IRmjLBQsWLNBYZkguAEoOzxVC6Fwvk8mwYMECrbdV6urVqxrLoqOjKzwUg4iIjIc5goiIDKV3Uar8aVyNobIEs738oUNaeHl5IT4+3phhkYUoX4wqv9zSilMqtYoBjwfA/bSSv2XIQs9bbtxEejBFLiAiItvAHEFERIaq8pxSiYmJSExMxK1bt9QSkEwmw6pVq4wSHFFFLL44pQMLU2Qrvv76a4waNUpjjr6CggKsX7/eKk/3TURExsEcQURE+jDgtF7/io2NRf/+/ZGYmIg7d+7g77//Vl0yDTwNOpE2ukZJ6WprSHsiMo4JEyYgOztbY/m9e/c4USwRUQ3HHEFERPqo0kiplStXYu3atXj66aeNHQ9RlZUtTJWORCo/mspaR1cRWSIhBGRazvh4/fp1eHh4SBARERFZCuYIIiLSR5WKUgUFBejevbuxYyEymvIjp3RdN0lxqkgGFNQCCjyA+w6A40PAXvfcaUTWpnPnzpDJZJDJZOjXrx9q1fo3lRQVFeHKlSsYMGCAhBESEZFUmCOIiMgQVSpKTZ48GfHx8XjzzTeNHQ+R9ctzBM4pgMIngXQPoHU64J4vdVRERlN6dqWUlBSEhYXBzc1Ntc7R0RFNmjTB8OHDJYqOiIikxBxBRESGqFJR6sGDB/j888+xa9cudOjQAQ4ODmrrFy9ebJTgqOYSuwLNMk+UVJOOc7Jzsmbz5s0DADRp0gSjRo2Cs7OzxBEREZGlYI4gIiJDVKkoderUKXTq1AkAcPr0abV12o4dJyIi2xMVFQUAOHbsGM6dOwcAaNOmDYKCgqQMi4iILABzBBER6aNKRak9e/YYOw4iyVjyqCVLjo3oxo0bGD16NA4ePAhPT08AQFZWFrp3747169ejYcOG0gZIRESSYY4gIiJ92EkdABFpkoWeVx2+WPZ/IksyadIkFBYW4ty5c8jMzERmZibOnTuH4uJiTJ48WerwTE4hYnVeyMhkspKLOQiemILIGGp6jqCaazMs+8ihzZBZfIzaDIL++dla+1hTVWmkFJGtqe6IJHPNgUVkSfbt24ekpCS0atVKtaxVq1b49NNP0bNnTwkjIyIiqTFHEBGRPjhSikgiuopYhi4nkoq/vz8KCws1lhcVFcHPz0+CiIiIyFIwRxARkT5YlCKLJEUBhkUfIsMsWrQIL7zwAo4dO6ZaduzYMbz00kv44IMPJIyMiIikxhxBRET64OF7RBIqLYTx8D+yRuPHj0deXh6Cg4NRq1ZJOnn48CFq1aqFiRMnYuLEiaq2mZmZUoVJREQSYI4gIiJ9sChFFmfM2zcBRWdJbluqs93pW5Di2fjIknz00UdSh0BERBaKOYKIiPTBohQREVVJVFSU1CEQEZGFYo4gIiJ9cE4psihSH8JmDaOQZKHnVfdT6f9S329Uc12+fBlz5sxBZGQkbt26BQD49ddfcebMGYkjIyIiqTFHEBFRZViUIjK2WsVAnTyg9l8lf2sVm+RmyheiWJwic9u3bx/at2+Pw4cP48cff0ROTg4A4H//+x/mzZsncXRERCQl5ggiItIHi1JkMaQuqBhtlJRLIdDiNqDYX/LXRfN0yES24LXXXsPChQuxc+dOODo6qpY//vjjOHTokISRERGR1JgjiIhIHyxKEaH6BSmpC2plWVIsZNt+//13DB06VGO5t7c37ty5I0FERERkKZgjiIhIHyxKERFRlXh6eiItLU1j+cmTJ9GgQQMJIiIiIkvBHEFERPpgUYosgj6je0w1Cbkx9msNE6QTGdvo0aPx6quvIj09HTKZDMXFxTh48CBmzpyJcePGSR0eERFJiDmCiIj0waIUWTyxK1BV9Cn7P+nGQ/jIHN555x0EBgbC398fOTk5aNOmDXr16oXu3btjzpw5UodHREQSYo4gIiJ91JI6AKKqELsCjVJ4MWaBq3Rfsu6Xgat1gfv9gUwF0OQu4MrJzsn2ODo64osvvsCbb76J06dPIycnB507d0aLFi2kDo2IiCTGHEFERPpgUYosgq4ikzWOijq5vBkmTwaOn3kAFDkBRdIMSCy9P63xPiTr0qhRIzRq1EjqMEzKJ/t1yOVyo+xLIWKrvG26bF6192FVZDLz3I4Q5rkdohqoJuQIos0wU76yYINg+lw6CIL3tQ1iUYqsljFGS8lCz5usaBPg6wAvLxccN8neiaQRExOjd9vFixebMBIiIrI0zBFERGQoFqXIYqgOf2v3C0f3GJEpC29U85w8eVLt+okTJ/Dw4UO0atUKAPDHH3/A3t4eQUFBUoRHREQSYo4gIiJDcaJzsjjxb/jp3dYYxRZZ6HmTTgx+8rMAk+1bX5z4nIxlz549qsugQYPQu3dvXL9+HSdOnMCJEyfw119/oW/fvhg4cKBB+92/fz8GDRoEPz8/yGQybNy4UbWusLAQr776Ktq3b4/atWvDz88P48aNw82bNyvc5/z58yGTydQugYEs0BIRmQpzBBERGYpFKaJ/mLJwYwlnDWRhioztww8/RFxcHOrUqaNaVqdOHSxcuBAffvihQfvKzc1Fx44dsWzZMo11eXl5OHHiBN58802cOHECP/74Iy5cuICnnnqq0v22bdsWaWlpqsuBAwcMiouIiKqGOYKIiPTBw/fI6hnrTHyA6ScHN2asVcFD+ciYlEolbt++rbH89u3buHfvnkH7Cg8PR3h4uNZ1Hh4e2Llzp9qypUuXomvXrkhNTa1wAt1atWpBoVAYFAsREVUfcwQREemDI6WItDD1IX1SstV+kfkNHToUEyZMwI8//ojr16/j+vXr+OGHHzBp0iQMGzbMpLednZ0NmUwGT0/PCttdvHgRfn5+aNq0KcaOHYvU1FSTxkVERCWYI4iISB8cKUU2wVQjkEwxskjq0VJExrJy5UrMnDkTY8aMQWFhIYCSX50nTZqERYsWmex2Hzx4gFdffRWRkZGQy+U62wUHB2Pt2rVo1aoV0tLSEBsbi549e+L06dNwd3fXuk1+fj7y8/NV15VKpdHjJyKqCZgjiIhIHyxKEVXCFg95s8U+kfm5urpi+fLlWLRoES5fvgwAaNasGWrXrm2y2ywsLMTIkSMhhMCKFSsqbFv2UI8OHTogODgYjRs3xvfff49JkyZp3SYuLg6xsbEayxMSEuDq6qp3nFk4rXOd57p1eu9H136rso+kpKQq364lMUkvqvGYVIVaH8x828ZkM88pG+iHMfuQl5dnlP0wR1gvW3hNlGWO/hw3+S2oO2eBD1EOqp7PDHmMDLmvqxNTddna6wgo6ZOxckRZLEqRzTDlCCQWcYh0q127Njp06GDy2yn9snHt2jXs3r27wl/AtfH09ETLli1x6dIlnW1mz56NmJgY1XWlUgl/f39EREQYdHvpY3S/FykiI/Xej679VnUfkdW4bUmMGaN1sdF7YYz7RUesOm/SmLctIat7TulgC/0wVh+USiUmT55slH0BzBHWyhZeE2WZuj9uMCwHGENvC3uIBlUzO+v7GBlyX1c3puqytdcRAAwcONCoOQLgnFJkY0xZOOIhd0TSKf2ycfHiRezatQt169Y1eB85OTm4fPkyfH19dbZxcnKCXC5XuxARkWVjjiAisl4sShEZwJYKU7bUF7J+OTk5SElJQUpKCgDgypUrSElJQWpqKgoLCzFixAgcO3YM3377LYqKipCeno709HQUFBSo9tGvXz8sXbpUdX3mzJnYt28frl69iqSkJAwdOhT29vY2+asVEZEtY44gIrJdPHyPbI7UE4m3awfs3Als2LAHI0aMgI65MomojGPHjqFv376q66WHR0RFRWH+/Pn4+eefAQCdOnVS227Pnj3o06cPAODy5cu4c+eOat3169cRGRmJu3fvon79+ujRowcOHTqE+vXrm7YzRERkVMwRRES2i0UpsklSzi9VqxZQpw7g5laIOnVMEoLRcK4sshR9+vSBEELn+orWlbp69ara9fXr11c3LCIisgDMEUREtouH75HNsuRiiyXHRkRERERERGQOHClFNs1UI6ZsaYSRLfWFyFQyPN5BHpyqvL1CaJ5C3FDpsnnV3odVkMnMd1t6jK6QnL73hzX0hYiIqJoGoSTfbYb2/Fi6nqyHpCOl9u/fj0GDBsHPzw8ymQwbN25UWy+EwNy5c+Hr6wsXFxeEhobi4sWLam0yMzMxduxYyOVyeHp6YtKkScjJyTFjL4iIiIiIiIiIyFCSFqVyc3PRsWNHLFu2TOv6999/H5988glWrlyJw4cPo3bt2ggLC8ODBw9UbcaOHYszZ85g586d2LJlC/bv34+pU6eaqwtkBcw9CigzE9i6FTh50hdbt5Zct3Q8Ex8RERERERGZm6SH74WHhyM8PFzrOiEEPvroI8yZMweDBw8GAHz99dfw8fHBxo0bMXr0aJw7dw7btm3D0aNH8eijjwIAPv30UzzxxBP44IMP4OfnZ7a+EJVKTQXmzgUyM9tj927gyy8BLy/NdlKfJZCIiIiIiIhIShY70fmVK1eQnp6O0NBQ1TIPDw8EBwcjOTkZAJCcnAxPT09VQQoAQkNDYWdnh8OHD5s9ZrJcphgtZWsFpar2RxZ6Xu1CREREREREpA+Lneg8PT0dAODj46O23MfHR7UuPT0d3t7eautr1aoFLy8vVRtt8vPzkZ+fr7quVCqNFTZZMEscmVRaLLO0uPShK+bS5Zw8nYiIiIiIiCpisUUpU4qLi0NsrOaZkBISEuDq6ipBRMaRlJQkdQhGYdJ+pN806u7WrTupsezqVU9kZnZFTk4uAODXX4/g3LmsCvcTP6nk75i3jRufocr3p8LHopL7UtbuF8S/YRmH0NrCa8OYfcjLyzPavoiIiIiIiKrKYotSCoUCAJCRkQFfX1/V8oyMDHTq1EnV5tatW2rbPXz4EJmZmarttZk9ezZiYmJU15VKJfz9/REREQG5XG7EXphfZGSk1CEYhan6ERlp3FFJkZGao4FSUoAffij538urLsLDw/HPU7ZSY1ZJO2JqzCrNEU7aHgtZ6HlA0Vmv/QGWMWrKFl4bxuqDUqnE5MmTjbIvIiIiIiKiqrLYOaUCAgKgUCiQmJioWqZUKnH48GGEhIQAAEJCQpCVlYXjx4+r2uzevRvFxcUIDg7WuW8nJyfI5XK1C1FVGPuwO0so3piCNR6eSERERERERKYlaVEqJycHKSkpSElJAVAyuXlKSgpSU1Mhk8kwffp0LFy4ED///DN+//13jBs3Dn5+fhgyZAgAoHXr1hgwYACmTJmCI0eO4ODBg4iOjsbo0aN55j3SyVYLP8ZiqgISC1NERERERERUlqSH7x07dgx9+/ZVXS89pC4qKgpr167FK6+8gtzcXEydOhVZWVno0aMHtm3bBmdnZ9U23377LaKjo9GvXz/Y2dlh+PDh+OSTT8zeFyKqnCz0PIuCREREREREBEDiolSfPn0ghNC5XiaTYcGCBViwYIHONl5eXoiPjzdFeGTDLPFMfJbElMUjFqaIiIiIiIgIsOA5pYhqqppQsGFBkIiIiIiIiFiUohqrJhR/qkNX4chYBSUWpoiIiIiIiGo2FqWIqoGFrephYYqIiIiIiKjmknROKSKpmWJuKYUCeO454PDhSwgOrguFwjLiqooxb9/EmFXnTRoP55gia+CT/Trkcrlkt58um6dxXSFiJYrGRGQy891WBfNZWi2ZzDb7RUREVmEzZBgE8+Uhc94WmRaLUkRVpKuQolAAkyYBrq5/IjIy2MxRmYapC2Sl+2dxioiIiIiIqObg4XtEVWCO4onYFVjjijSWMDqMiIiIiIiIzINFKarxDC38mLtQVNOKU7LQ8yxOERERERER1QAsShEZQMriUE0sThEREREREZHtYlGKSE+WUhCqScUpjpoiIiIiIiKyXSxKERnZqVNAjx7A/Pmh6NGj5LopsDhFRERERERE1oxFKSJUPgrKkOJPcTHw4AFQWGiHBw9KrpuSVMUpKW6TxSkiIiIiIiLbUUvqAIjIOMSuQLMUbMoWo0r/N3ehqOzt1ZTRYkRERERERLaGI6WIbIgpCjSl+6xoRJaUhSGOniIiIiIiIrJOLEoR/cMSCy5VYazD+cSuQMS/4af639KxOEVERERERGRdWJQislHailP6FpeqUoSylMIVi1PWaf/+/Rg0aBD8/Pwgk8mwceNGtfXjx4+HTCZTuwwYMKDS/S5btgxNmjSBs7MzgoODceTIERP1gIiITIU5gojIdrEoRVRG2UKOrZzdrrQfuvpli30GzD/PFVVPbm4uOnbsiGXLlulsM2DAAKSlpaku69atq3Cf3333HWJiYjBv3jycOHECHTt2RFhYGG7dumXs8ImIyISYI4iIbBcnOifSwlYKMxWp6iiqyvZpScWg0ljiJ0kcCFUqPDwc4eHhFbZxcnKCQqHQe5+LFy/GlClTMGHCBADAypUr8csvv2D16tV47bXXqhUvERGZD3MEEZHt4kgpIrJ5Y96+KXUIZAR79+6Ft7c3WrVqheeeew53797V2bagoADHjx9HaGioapmdnR1CQ0ORnJxsjnCJiMiMmCOIiKwTR0oRUY0gCz1fI0bA2aoBAwZg2LBhCAgIwOXLl/H6668jPDwcycnJsLe312h/584dFBUVwcfHR225j48Pzp/XPZovPz8f+fn5qutKpdJ4nSAiIpNgjiAisl4sShGRUVnaIXxllcbF4pT1GT16tOr/9u3bo0OHDmjWrBn27t2Lfv36Ge124uLiEBsbq7E8ISEBrq6uRrsdg8Vrec5WMl9KeUlJSUYKxsjGjDGoebV7ER9v8H1nbGp9MGYsMlnJ3/h44+2zAhb7nDKQLfTDmH3Iy8sz2r7MpcbnCCOzhddEWeboz3GT34K6cxb6EOWgajnN1p5zgO32yRQ5gkUpIqpxWJyyfk2bNkW9evVw6dIlrV846tWrB3t7e2RkZKgtz8jIqHDOkdmzZyMmJkZ1XalUwt/fHxEREZDL5cbrgEQiIyOlDkGTgUUpAKhWL0x1HxjYD1UUlcVThfvHZH3UelMW+JyqAlvoh7H6oFQqMXnyZKPsSyrMEdVnC6+JskzdHzdU4b26mnpb4EM0qBoZ2taec4Bt9mngwIFGzxGcU4rIyBwcAG9vQC7Ph7d3yfWaxlqKPbLQ8xY7qosqdv36ddy9exe+vr5a1zs6OiIoKAiJiYmqZcXFxUhMTERISIjO/To5OUEul6tdiIjIujBHEBFZDxaliIysbVtg61bg1Vf3YevWkus1kbUUpgAWpyxBTk4OUlJSkJKSAgC4cuUKUlJSkJqaipycHMyaNQuHDh3C1atXkZiYiMGDB6N58+YICwtT7aNfv35YunSp6npMTAy++OILfPXVVzh37hyee+455Obmqs60RERE1oE5gojIdvHwPSIyGUueX0obToYunWPHjqFv376q66WHR0RFRWHFihU4deoUvvrqK2RlZcHPzw/9+/fHW2+9BScnJ9U2ly9fxp07d1TXR40ahdu3b2Pu3LlIT09Hp06dsG3bNo2JbYmIyLIxRxAR2S4WpYjIpFiYIn306dMHQgid67dv317pPq5evaqxLDo6GtHR0dUJjYiIJMYcQURku3j4XjUsgAwLIJM6DKIaiYUjIiIiIiIi68aRUlVQvhBVen0udP+CQ1STGXO0VNliVOn/xh6JxdFSREREREREpseilAEqGxXF4hQBwI0bwHffASdOtEJaGjBqFNCggdRRSa+6hamKikSmKk4RERERERGR6fDwPT0ZcpgeD+mr2W7fBuLjgaSkxoiPL7lOJao6+kjf7Yw1uomjpIiIiIiIiEyPRSkTYWGKSDuxK1BV9Cn7f0XtiYiIiIiIyPbw8D09VLXAtAAyHspHpIO2uaGAfw/Bq86oqqoexscCGBERERERkfmwKGVinGeKyDAsDBEREREREdUMPHzPTBZAxkP6iMyAo6SIiIiIiIisA0dK6WEuhNEKSuX3wxFURERERERERFQTcaSUHkw5wokjqKzEEVnJhSxaVUdJEZEEZLKSi7kIUXIhIiIik9jM77VUBSxKWQgWpixU+WIUi1MWjYfgaSotfPM9hoiIiIiILA0P39Oi9Kx5/BJHOpUtTHXlL+9kebS9f5Uum45sc4dDRERERESkgUWpMt6FB5z/+V+KglRpMYwshL4jokrbsThlEcSuwBp9GB+L6UREREREZC1YlCIyltLilCOLU9ZIFnreqg//M6QY9S48TBgJERERERGRfjinlIXh3C824HQnIPeY1FEQERERERERWTSLLkrNnz8fMplM7RIY+O9IhgcPHmDatGmoW7cu3NzcMHz4cGRkZEgYsfFwcmLr1dTvT3w0YzqefnwwPvoIaNpU6ohIX7LQ81Z56B/fJ4iIiIiIyBpZdFEKANq2bYu0tDTV5cCBA6p1M2bMwObNm5GQkIB9+/bh5s2bGDZsmITRmgaLUxKp4hxRcrd76NHpIAIbH0QPRxnkciPHRURERERERGQDLH5OqVq1akGhUGgsz87OxqpVqxAfH4/HH38cALBmzRq0bt0ahw4dQrdu3cwdqslxInQrxYnQrY61zy9FRERERERkDSx+pNTFixfh5+eHpk2bYuzYsUhNTQUAHD9+HIWFhQgNDVW1DQwMRKNGjZCcnFzhPvPz86FUKtUuRCan79n8iIiIiIiIiGoAix4pFRwcjLVr16JVq1ZIS0tDbGwsevbsidOnTyM9PR2Ojo7w9PRU28bHxwfp6ekV7jcuLg6xsbEay88mAA6uxuyB8UX8cxjfMMSrlv2IMQAARVK02vVSZdtag6SkJKlDKCMeuDSm8mZaJJ3SsvDyuuqFY2aW9VjoL34SMObtm/8uyD5p8D5k7X5B/Bt+Royqeip6LH43cF+FedWLhYiIiIiIyBgsuigVHh6u+r9Dhw4IDg5G48aN8f3338PFxaXK+509ezZiYmJU15VKJfz9/dEmAnC2kvl/LpYpPLX/5+/vWIqLkUtV18u3taZD/yIjI6UO4V9HDCtKPch3QkamD25nAd07AD5eGXB2yv9n7RirO4zPoh4LA4xZVW7CcsVAg7a3xMP3dD0WkYg0aN65B0pg02RjRUVERERERFQ1Fn/4Xlmenp5o2bIlLl26BIVCgYKCAmRlZam1ycjI0DoHVVlOTk6Qy+VqFyKdDCwinb8WiOGv/YCP1v+A4a/9gPPXyhQ3rKwgZc30KSpZYuGJiIiIiIioprCqolROTg4uX74MX19fBAUFwcHBAYmJiar1Fy5cQGpqKkJCQiSM0nLxDH7VwGKSVRK7ArUWnsouL99G1zZERERERERkXBZ9+N7MmTMxaNAgNG7cGDdv3sS8efNgb2+PyMhIeHh4YNKkSYiJiYGXlxfkcjleeOEFhISE2OSZ94zBmg7fs0hdRdUnK2dRS1Lxb/ghMrLiQpO1F6LmQrDwTEREREREVsWii1LXr19HZGQk7t69i/r166NHjx44dOgQ6tevDwBYsmQJ7OzsMHz4cOTn5yMsLAzLly+XOGqyaaXFJX2LU7UfBdqlmCwcIiKrImPh1CxK72fBH0SIiIjIsll0UWr9+vUVrnd2dsayZcuwbNkyM0VknThCygTKjnzSVqCq/SiQf9d88RCBo6WIiIiIiMi6WHRRiqqPBSkzKH9onqM0YRABLEwREREREZH1sKqJzskwLEgR1UzW+Nrfv38/Bg0aBD8/P8hkMmzcuFFtvUwm03pZtGiRzn3Onz9fo31goHXPHUZEVBMxRxAR2S4WpWyUNX4pJSLjsbb3gNzcXHTs2FHn4dhpaWlql9WrV0Mmk2H48OEV7rdt27Zq2x04cMAU4RMRkQkxRxAR2S4evmelyn/hLD1cx9q+iBIRAUB4eDjCw8N1rlcoFGrXN23ahL59+6Jp06YV7rdWrVoa2xIRkXVhjiAisl0cKWVl5kJoLTzNhcAwxEsQERFZKl1F6teQbeZIjCsjIwO//PILJk2aVGnbixcvws/PD02bNsXYsWORmppqhgiJiEgqzBFERNaFI6WIiMiqfPXVV3B3d8ewYcMqbBccHIy1a9eiVatWSEtLQ2xsLHr27InTp0/D3d1d6zb5+fnIz89XXVcqlUaNnYiITIs5gojIurAoZUV4aB4RGULXWfjehYeZIzGu1atXY+zYsXB2dq6wXdlDPTp06IDg4GA0btwY33//vc5f0OPi4hAbG6uxPCEhAa6urtULXGJJSUlSh2AUVe7FunXGDKNa1PpgyrhM3GebeU7ZQD+M2Ye8vDyj7UsKzBHVZwuvibLM0Z/jJr8Fdecs+CHKgeG5x9aec4Dt9skUOYJFKSIjk8uBXr2A8+dvIzCwLuRyqSMish2//fYbLly4gO+++87gbT09PdGyZUtcunRJZ5vZs2cjJiZGdV2pVMLf3x8RERGQ28CLOTIyUtoAxowxym6q1AtT993AvqmiqSyu6txnZni8JX9OGYkt9MNYfVAqlZg8ebJR9mVuzBHGYwuvibJM3R83GCe/GaK3hT5Eg6qWpW3uOQfYZp8GDhxo9BzBOaWsiK5RD2RZmjYFFi8Gnn76JBYvLrlOZG62+n6xatUqBAUFoWPHjgZvm5OTg8uXL8PX11dnGycnJ8jlcrULERFZB+YIIiLrw6IUERFJLicnBykpKUhJSQEAXLlyBSkpKWqTziqVSiQkJOj8daZfv35YunSp6vrMmTOxb98+XL16FUlJSRg6dCjs7e1t8lcrIiJbxhxBRGS7ePielVkAGeeWIiKdrHWE1LFjx9C3b1/V9dLDI6KiorB27VoAwPr16yGE0PmF4fLly7hz547q+vXr1xEZGYm7d++ifv366NGjBw4dOoT69eubriNERGR0zBFERLaLRSkiIhtgrcWoUn369IEQFRfcp06diqlTp+pcf/XqVbXr69evN0ZoREQkMeYIIiLbxcP3rAxHSRERERERERGRLeBIKSIju3QJeP994NKlLtizB3jlFaB5c6mjIltm7aOkrE26bF6lbRRC85ThNZ5MwudpJSMsLFrZ2PW9D625v0RERFSjsChlJThCynrk5AAnTgCZmXWgVJZcJzKluRAsTBERERERkdXh4XtERERERERERGR2HCll4ThCioiIiIiIiIhsEUdKWai5ECxIEZHe+H5BRERERETWhkUpC8Qvl0RUFXzvICIiIiIia8LD9ywIv1ASERERERERUU3BkVIWgIfqEZGx6PNe8hqyzRAJERERERFRxThSSiIsQhGRqZS+vyyATOJIiIiIiIiIdGNRysxYjCIicylfnCq9roRSspiIiIiIiIhKsShlRixIEZEU+N5DRERERESWiHNKlfEask325Y1fComIiIiIiIiI/sWRUlpUVkAydJ4WFqSIiIiIiIiIiNSxKFUF+k4izGJUzdS2LbBtG/DDD3sxfPhweHhIHRERERERERGR5WFRyshYiCIHB6BePUAuL0C9elJHQ0RERERERGSZWJSqhrIjpliMIiIiIiIiIiLSH4tSRsCCFBFRzZAum2dQO4WINWU4ROoEP48QERGRdeHZ94iIiIiIiIiIyOw4UorIyP7+GzhyBPjf/xTw8gK6dgXq1JE6KiIiIiIiIiLLwqIUkZFduwa88QaQmdkBu3YBX37JohQRERERERFReTx8j4iIiIiIiIiIzI5FKSIiIiIiIiIiMjsWpYiIiIiIiIiIyOxYlCIiIiIiIiIiIrNjUYqIiIiIiIiIiMyORSkiIiIiIiIiIjI7mylKLVu2DE2aNIGzszOCg4Nx5MgRqUMiIiI9xcXFoUuXLnB3d4e3tzeGDBmCCxcuqLV58OABpk2bhrp168LNzQ3Dhw9HRkZGhfsVQmDu3Lnw9fWFi4sLQkNDcfHiRVN2hYiIjIw5gojIdtlEUeq7775DTEwM5s2bhxMnTqBjx44ICwvDrVu3pA6NiIj0sG/fPkybNg2HDh3Czp07UVhYiP79+yM3N1fVZsaMGdi8eTMSEhKwb98+3Lx5E8OGDatwv++//z4++eQTrFy5EocPH0bt2rURFhaGBw8emLpLRERkJMwRRES2q5bUARjD4sWLMWXKFEyYMAEAsHLlSvzyyy9YvXo1XnvtNYmjIyKiymzbtk3t+tq1a+Ht7Y3jx4+jV69eyM7OxqpVqxAfH4/HH38cALBmzRq0bt0ahw4dQrdu3TT2KYTARx99hDlz5mDw4MEAgK+//ho+Pj7YuHEjRo8ebfqOERFRtTFHEBHZLqsfKVVQUIDjx48jNDRUtczOzg6hoaFITk6WMDIiIqqq7OxsAICXlxcA4Pjx4ygsLFR7rw8MDESjRo10vtdfuXIF6enpatt4eHggODiY+YGIyIoxRxAR2Q6rHyl1584dFBUVwcfHR225j48Pzp8/r3Wb/Px85Ofnq66XJjalUmm6QM0gLy/P6vsAWH8/cnKAoiKguPgeioockJMDWGt3rP2xKGUL/TBmH0r3I4Qwyv6Mrbi4GNOnT8djjz2Gdu3aAQDS09Ph6OgIT09PtbY+Pj5IT0/Xup/S5dryg65tKssP95CvdTtdXC3oeWcLrwMAyANgcC8srN9qfTBmbGbup808p2ygH8wRlpEjbIUtvCbKMkd/8ky6d035eUCehT5ESsOztM095wDb75NRc4Swcjdu3BAARFJSktryWbNmia5du2rdZt68eQIAL7zwwkuNvvz111/meJs22LPPPisaN26sFt+3334rHB0dNdp26dJFvPLKK1r3c/DgQQFA3Lx5U215RESEGDlypNZtmB944YUXXkouzBGamCN44YUXXkouxswRVj9Sql69erC3t9c4u0ZGRgYUCoXWbWbPno2YmBjV9aysLDRu3Bipqanw8PAwabymolQq4e/vj7/++gtyuVzqcKqM/bActtAHwDb6Yew+CCFw7949+Pn5GSE644qOjsaWLVuwf/9+NGzYULVcoVCgoKAAWVlZar+EV/ReX7o8IyMDvr6+att06tRJ6za2mB8A23gdALbRD1voA8B+WBLmCOYIY7KF10RZttYfwPb6ZGv9AWy7T6mpqZDJZEbNEVZflHJ0dERQUBASExMxZMgQACXDehMTExEdHa11GycnJzg5OWks9/DwsPonjVwut/o+AOyHJbGFPgC20Q9j9sHSPjwLIfDCCy/gp59+wt69exEQEKC2PigoCA4ODkhMTMTw4cMBABcuXEBqaipCQkK07jMgIAAKhQKJiYmqLxhKpRKHDx/Gc889p3UbW84PgG28DgDb6Ict9AFgPywJcwRzhDHZwmuiLFvrD2B7fbK1/gC22SdTvN9ZfVEKAGJiYhAVFYVHH30UXbt2xUcffYTc3FzV2fiIiMiyTZs2DfHx8di0aRPc3d1V83l4eHjAxcUFHh4emDRpEmJiYuDl5QW5XI4XXngBISEhamdVCgwMRFxcHIYOHQqZTIbp06dj4cKFaNGiBQICAvDmm2/Cz89P9SMGERFZPuYIIiLbZRNFqVGjRuH27duYO3cu0tPT0alTJ2zbtk1j4kIiIrJMK1asAAD06dNHbfmaNWswfvx4AMCSJUtgZ2eH4cOHIz8/H2FhYVi+fLla+wsXLqgmngWAV155Bbm5uZg6dSqysrLQo0cPbNu2Dc7OzibtDxERGQ9zBBGR7bKJohRQcoy5rsP1KuPk5IR58+ZpHY5rLWyhDwD7YUlsoQ+AbfTDFvpQGaHHGTycnZ2xbNkyLFu2TO/9yGQyLFiwAAsWLKhSXLZy37MflsMW+gCwH5bEFvpQGeYI87G1PtlafwDb65Ot9QdgnwwlE/q8yxMRERERERERERmRndQBEBERERERERFRzcOiFBERERERERERmR2LUkREREREREREZHY1vii1bNkyNGnSBM7OzggODsaRI0ekDqlC8+fPh0wmU7sEBgaq1j948ADTpk1D3bp14ebmhuHDhyMjI0PCiIH9+/dj0KBB8PPzg0wmw8aNG9XWCyEwd+5c+Pr6wsXFBaGhobh48aJam8zMTIwdOxZyuRyenp6YNGkScnJyzNiLyvsxfvx4jcdmwIABam2k7kdcXBy6dOkCd3d3eHt7Y8iQIbhw4YJaG32eQ6mpqRg4cCBcXV3h7e2NWbNm4eHDhxbVjz59+mg8Hs8++6zF9GPFihXo0KED5HI55HI5QkJC8Ouvv6rWW8PjUBNYU46wxvwAMEeUJXU/bCFH2EJ+AJgjrIU15YiyrDVflGUruaOULeSQsmwhn5RnK/mlLIvJNaIGW79+vXB0dBSrV68WZ86cEVOmTBGenp4iIyND6tB0mjdvnmjbtq1IS0tTXW7fvq1a/+yzzwp/f3+RmJgojh07Jrp16ya6d+8uYcRCbN26Vbzxxhvixx9/FADETz/9pLb+3XffFR4eHmLjxo3if//7n3jqqadEQECAuH//vqrNgAEDRMeOHcWhQ4fEb7/9Jpo3by4iIyMtqh9RUVFiwIABao9NZmamWhup+xEWFibWrFkjTp8+LVJSUsQTTzwhGjVqJHJyclRtKnsOPXz4ULRr106EhoaKkydPiq1bt4p69eqJ2bNnW1Q/evfuLaZMmaL2eGRnZ1tMP37++Wfxyy+/iD/++ENcuHBBvP7668LBwUGcPn1aCGEdj4Ots7YcYY35QQjmiLKk7oct5AhbyA9CMEdYA2vLEWVZa74oy1ZyRylbyCFl2UI+Kc9W8ktZlpJranRRqmvXrmLatGmq60VFRcLPz0/ExcVJGFXF5s2bJzp27Kh1XVZWlnBwcBAJCQmqZefOnRMARHJyspkirFj5N9ni4mKhUCjEokWLVMuysrKEk5OTWLdunRBCiLNnzwoA4ujRo6o2v/76q5DJZOLGjRtmi70sXcli8ODBOrexxH7cunVLABD79u0TQuj3HNq6dauws7MT6enpqjYrVqwQcrlc5Ofnm7cD/yjfDyFKksJLL72kcxtL7EedOnXEl19+abWPg62xthxh7flBCOYIS+uHLeQIW8kPQjBHWBpryxFl2UK+KMtWckcpW8khZdlCPinPlvJLWVLkmhp7+F5BQQGOHz+O0NBQ1TI7OzuEhoYiOTlZwsgqd/HiRfj5+aFp06YYO3YsUlNTAQDHjx9HYWGhWp8CAwPRqFEji+3TlStXkJ6erhazh4cHgoODVTEnJyfD09MTjz76qKpNaGgo7OzscPjwYbPHXJG9e/fC29sbrVq1wnPPPYe7d++q1lliP7KzswEAXl5eAPR7DiUnJ6N9+/bw8fFRtQkLC4NSqcSZM2fMGP2/yvej1Lfffot69eqhXbt2mD17NvLy8lTrLKkfRUVFWL9+PXJzcxESEmK1j4MtsdYcYUv5AWCOkLoftpAjrD0/AMwRlshac0RZtpYvyrK13FHK2nJIWbaQT8qzhfxSlpS5ppbxumFd7ty5g6KiIrU7EAB8fHxw/vx5iaKqXHBwMNauXYtWrVohLS0NsbGx6NmzJ06fPo309HQ4OjrC09NTbRsfHx+kp6dLE3AlSuPS9jiUrktPT4e3t7fa+lq1asHLy8ui+jVgwAAMGzYMAQEBuHz5Ml5//XWEh4cjOTkZ9vb2FteP4uJiTJ8+HY899hjatWsHAHo9h9LT07U+XqXrzE1bPwBgzJgxaNy4Mfz8/HDq1Cm8+uqruHDhAn788UdVrFL34/fff0dISAgePHgANzc3/PTTT2jTpg1SUlKs7nGwNdaYI2wtPwDMEcwR1WPN+QFgjrBk1pgjyrLFfFGWLeWOUtaWQ8qyhXxSnrXnl7IsIdfU2KKUtQoPD1f936FDBwQHB6Nx48b4/vvv4eLiImFkNHr0aNX/7du3R4cOHdCsWTPs3bsX/fr1kzAy7aZNm4bTp0/jwIEDUodSLbr6MXXqVNX/7du3h6+vL/r164fLly+jWbNm5g5Tq1atWiElJQXZ2dnYsGEDoqKisG/fPqnDIivF/GDZmCPMz5rzA8AcQabDfGF9rC2HlGUL+aQ8a88vZVlCrqmxh+/Vq1cP9vb2GrPHZ2RkQKFQSBSV4Tw9PdGyZUtcunQJCoUCBQUFyMrKUmtjyX0qjauix0GhUODWrVtq6x8+fIjMzEyL7RcANG3aFPXq1cOlS5cAWFY/oqOjsWXLFuzZswcNGzZULdfnOaRQKLQ+XqXrzElXP7QJDg4GALXHQ+p+ODo6onnz5ggKCkJcXBw6duyIjz/+2OoeB1tkCznC2vMDwBzBHFF11p4fAOYIS2YLOaIsW8gXZdly7ihlyTmkLFvIJ+XZQn4pyxJyTY0tSjk6OiIoKAiJiYmqZcXFxUhMTERISIiEkRkmJycHly9fhq+vL4KCguDg4KDWpwsXLiA1NdVi+xQQEACFQqEWs1KpxOHDh1Uxh4SEICsrC8ePH1e12b17N4qLi1UvdEt0/fp13L17F76+vgAsox9CCERHR+Onn37C7t27ERAQoLZen+dQSEgIfv/9d7XEt3PnTsjlcrRp08Yi+qFNSkoKAKg9HlL3o7zi4mLk5+dbzeNgy2whR1h7fgCYI5gjjN8HbawhPwDMEZbEFnJEWbaQL8qy5dxRyhJzSFm2kE/Ks+X8UpYkucYYM7Rbq/Xr1wsnJyexdu1acfbsWTF16lTh6empNnu8pXn55ZfF3r17xZUrV8TBgwdFaGioqFevnrh165YQouS0jY0aNRK7d+8Wx44dEyEhISIkJETSmO/duydOnjwpTp48KQCIxYsXi5MnT4pr164JIUpO2erp6Sk2bdokTp06JQYPHqz1lK2dO3cWhw8fFgcOHBAtWrQw+ylOK+rHvXv3xMyZM0VycrK4cuWK2LVrl3jkkUdEixYtxIMHDyymH88995zw8PAQe/fuVTtVaV5enqpNZc+h0lN/9u/fX6SkpIht27aJ+vXrm/VUppX149KlS2LBggXi2LFj4sqVK2LTpk2iadOmolevXhbTj9dee03s27dPXLlyRZw6dUq89tprQiaTiR07dgghrONxsHXWliOsMT8IwRzBHGHePlhDfhCCOcIaWFuOKMta80VZtpI79OmPteSQsmwhn5RnK/mlLEvJNTW6KCWEEJ9++qlo1KiRcHR0FF27dhWHDh2SOqQKjRo1Svj6+gpHR0fRoEEDMWrUKHHp0iXV+vv374vnn39e1KlTR7i6uoqhQ4eKtLQ0CSMWYs+ePQKAxiUqKkoIUXLa1jfffFP4+PgIJycn0a9fP3HhwgW1fdy9e1dERkYKNzc3IZfLxYQJE8S9e/csph95eXmif//+on79+sLBwUE0btxYTJkyReODidT90BY/ALFmzRpVG32eQ1evXhXh4eHCxcVF1KtXT7z88suisLDQYvqRmpoqevXqJby8vISTk5No3ry5mDVrlsjOzraYfkycOFE0btxYODo6ivr164t+/fqpEoAQ1vE41ATWlCOsMT8IwRxhSf2whRxhC/lBCOYIa2FNOaIsa80XZdlK7ihlCzmkLFvIJ+XZSn4py1JyjUwIIfQfV0VERERERERERFR9NXZOKSIiIiIiIiIikg6LUkREREREREREZHYsShERERERERERkdmxKEVERERERERERGbHohQREREREREREZkdi1JERERERERERGR2LEoREREREREREZHZsShFRERERERERERmx6IUkZnIZDJs3LhR6jCIiMjCMD8QEVFlmCvIVrEoRURERERERGRD5s+f///t2ksotH0cxvFrHofMYMEkY2VS4xBhwYaNw4KcUpSFHFY2DiViMeSwlBLNzmZQjgsbG6FZIVkgIguJjUhWlEN4dlPyvs/MU9N9e3u/n919z69/v//mvupqlJuba/YaQECUUgAAAAAAADAcpRQQIkVFRerq6lJfX5/i4+PlcDg0PDz8r/PHx8cqKSmR1WqV3W5XW1ubHh8f/b+3traqtrZW4+PjSkpKkt1uV3t7u97e3gy4DQAgVMgHAEAgf5sV/f39Sk1Nlc1mU0pKigYHB/054PV6NTIyoqOjI1ksFlksFnm9XmMuAvwlSikghGZmZhQdHa29vT2NjY1pdHRUGxsb3+aenp5UVlamuLg47e/va2VlRZubm+ro6Pgy5/P5dHFxIZ/Pp5mZGXm9XgIFAP6DyAcAQCDBZoUkxcbGyuv16vT0VJOTk5qentbExIQkqaGhQT09PcrMzNTNzY1ubm7U0NBg5FWAoFFKASGUnZ2toaEhuVwuNTc3Ky8vT1tbW9/m5ufn9fz8rNnZWWVlZamkpEQej0dzc3O6vb31z8XFxcnj8Sg9PV1VVVWqrKz8x/MAAD8b+QAACCTYrJCkgYEBFRQUyOl0qrq6Wr29vVpeXpYkWa1WxcTEKDw8XA6HQw6HQ1ar1cirAEGjlAJCKDs7+8tzUlKS7u7uvs2dnZ0pJydH0dHR/neFhYX6+PjQ+fm5/11mZqbCwsICngcA+NnIBwBAIMFmhSQtLS2psLBQDodDMTExGhgY0PX1tRFrAiFFKQWEUERExJdni8Wij4+PH3MeAMAc5AMAIJBgv+27u7tqbGxURUWF1tbWdHBwILfbrdfXV6NWBUKGUgowQUZGho6OjvT09OR/t729rV+/fiktLc3EzQAAZiIfAACB7OzsKDk5WW63W3l5eXK5XLq6uvoyExkZqff3d5M2BIJHKQWYoLGxUVFRUWppadHJyYl8Pp86OzvV1NSkxMREs9cDAJiEfAAABOJyuXR9fa3FxUVdXFxoampKq6urX2acTqcuLy91eHio+/t7vby8mLQt8GeUUoAJbDab1tfX9fDwoPz8fNXX16u0tFQej8fs1QAAJiIfAACB1NTUqLu7Wx0dHcrNzdXOzo4GBwe/zNTV1am8vFzFxcVKSEjQwsKCSdsCf2b5/Pz8NHsJAAAAAAAA/L/wTykAAAAAAAAYjlIKAAAAAAAAhqOUAgAAAAAAgOEopQAAAAAAAGA4SikAAAAAAAAYjlIKAAAAAAAAhqOUAgAAAAAAgOEopQAAAAAAAGA4SikAAAAAAAAYjlIKAAAAAAAAhqOUAgAAAAAAgOEopQAAAAAAAGC434pmVWmifO3XAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_3d_per_t = [len(np.unique(labeled_3d[t][labeled_3d[t] > 0])) for t in range(labeled_3d.shape[0])]\n", "print(f\"connect_z={CONNECT_Z}\")\n", "print(f\"3-D objects per timestep — mean: {np.mean(n_3d_per_t):.1f} \"\n", " f\"min: {min(n_3d_per_t)} max: {max(n_3d_per_t)}\")\n", "print(f\"Total (sum across t) : {sum(n_3d_per_t)}\")\n", "\n", "labeled_3d_nan = xr.where(labeled_3d == 0, np.nan, labeled_3d)\n", "\n", "for t_check in range(3):\n", " fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", " axes[0].pcolormesh(labeled_3d_nan[t_check, 0], vmin=0, vmax=25, cmap='prism')\n", " axes[0].axhline(y=150, color='red', linewidth=2.5, linestyle='--', alpha=0.8, label='Zonal section (nlat=150)')\n", " axes[0].axvline(x=150, color='blue', linewidth=2.5, linestyle='--', alpha=0.8, label='Meridional section (nlon=150)')\n", " axes[0].set_title(f't={t_check} surface'); axes[0].set_xlabel('nlon'); axes[0].set_ylabel('nlat')\n", " axes[0].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " axes[1].pcolormesh(labeled_3d_nan[t_check, :, 150, :], vmax=31, cmap='prism')\n", " axes[1].invert_yaxis(); axes[1].set_title('Zonal cross-section nlat=150')\n", " axes[1].set_xlabel('nlon'); axes[1].set_ylabel('depth level')\n", " axes[1].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " axes[2].pcolormesh(labeled_3d_nan[t_check, :, :, 150], vmax=31, cmap='prism')\n", " axes[2].invert_yaxis(); axes[2].set_title('Meridional cross-section nlon=150')\n", " axes[2].set_xlabel('nlat'); axes[2].set_ylabel('depth level')\n", " axes[2].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "markdown", "id": "adcfd58c", "metadata": {}, "source": [ "### Step 5 — Global volume filter\n", "\n", "`tracker.filter_preserve_labels_global` drops the bottom `frac_filter` fraction of all 3-D objects by voxel count summed across ALL timesteps." ] }, { "cell_type": "code", "execution_count": 26, "id": "6752dd2f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 25.6 s, sys: 282 ms, total: 25.9 s\n", "Wall time: 28.6 s\n" ] } ], "source": [ "%%time\n", "\n", "FRAC_FILTER = 0.25\n", "\n", "filtered_labels = tracker.filter_preserve_labels_global(\n", " labeled_3d, \n", " frac=FRAC_FILTER)" ] }, { "cell_type": "code", "execution_count": 27, "id": "cee01efc-ed49-4b3d-8fba-8c949333e14b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After prefilter — mean per t: 19.8 total: 793\n", "Dropped 34 objects (4.1 %)\n" ] } ], "source": [ "n_pre_per_t = [len(np.unique(filtered_labels[t][filtered_labels[t] > 0])) for t in range(filtered_labels.shape[0])]\n", "dropped = sum(n_3d_per_t) - sum(n_pre_per_t)\n", "print(f\"After prefilter — mean per t: {np.mean(n_pre_per_t):.1f} total: {sum(n_pre_per_t)}\")\n", "print(f\"Dropped {dropped} objects ({dropped / max(sum(n_3d_per_t),1) * 100:.1f} %)\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "c37e3c4c-6348-4190-ad00-12f68fb03149", "metadata": {}, "outputs": [], "source": [ "filtered_labels_nan = xr.where(filtered_labels == 0, np.nan, filtered_labels)" ] }, { "cell_type": "code", "execution_count": 29, "id": "bb7fd1e5-afa2-4258-a8f9-dc061f7fcf67", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for t_check in range(3):\n", " fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", " axes[0].pcolormesh(filtered_labels_nan[t_check, 0], vmin=0, vmax=31, cmap='prism')\n", " axes[0].axhline(y=150, color='red', linewidth=2.5, linestyle='--', alpha=0.8, label='Zonal section (nlat=150)')\n", " axes[0].axvline(x=150, color='blue', linewidth=2.5, linestyle='--', alpha=0.8, label='Meridional section (nlon=150)')\n", " axes[0].set_title(f't={t_check} surface'); axes[0].set_xlabel('nlon'); axes[0].set_ylabel('nlat')\n", " axes[0].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " axes[1].pcolormesh(filtered_labels_nan[t_check, :, 150, :], vmin=0, vmax=31, cmap='prism')\n", " axes[1].invert_yaxis(); axes[1].set_title('Zonal cross-section nlat=150')\n", " axes[1].set_xlabel('nlon'); axes[1].set_ylabel('depth level')\n", " axes[1].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " axes[2].pcolormesh(filtered_labels_nan[t_check, :, :, 150], vmin=0, vmax=31, cmap='prism')\n", " axes[2].invert_yaxis(); axes[2].set_title('Meridional cross-section nlon=150')\n", " axes[2].set_xlabel('nlat'); axes[2].set_ylabel('depth level')\n", " axes[2].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " plt.tight_layout(); plt.show(); plt.close()" ] }, { "cell_type": "markdown", "id": "a5ff9cb3", "metadata": {}, "source": [ "### Step 6 — Containment tracking with lineage preservation\n", "\n", "`tracker.track_objects_with_splitting` links objects across time using:\n", "\n", "```\n", "score = max(|A∩B|/|A|, |A∩B|/|B|)\n", "```\n", "\n", "Dividing by the smaller object means a fragment fully contained in a parent scores 1.0, correctly linking split children. Each current object independently picks the parent with the **smallest original ID** above `contain_thresh`. Unmatched objects become new events." ] }, { "cell_type": "code", "execution_count": 32, "id": "ffae6483", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 16.9 s, sys: 75.3 ms, total: 17 s\n", "Wall time: 19.2 s\n" ] } ], "source": [ "%%time\n", "\n", "CONTAIN_THRESH = 0.3\n", "ALPHA = 0.5\n", "\n", "depth_connected = filtered_labels\n", "\n", "tracked, origin_map = tracker.track_objects_with_splitting(\n", " depth_connected,\n", " volume_weights = cell_vol_np,\n", " contain_thresh = CONTAIN_THRESH,\n", " alpha = ALPHA,\n", " plot_results = False,\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "id": "992058ac-df8d-44e4-9e40-15f815786417", "metadata": {}, "outputs": [], "source": [ "tracked_nan = xr.where(tracked == 0, np.nan, tracked)" ] }, { "cell_type": "code", "execution_count": 45, "id": "c4766155-f520-40f2-abab-bb42a3155138", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for t_check in range(3):\n", " fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", " \n", " # ===== SURFACE PLOT =====\n", " surface_data = tracked_nan[t_check, 0]\n", " im0 = axes[0].pcolormesh(surface_data, vmin=0, vmax=256, cmap='prism')\n", " axes[0].set_title(f't={t_check} surface')\n", " axes[0].set_xlabel('nlon')\n", " axes[0].set_ylabel('nlat')\n", " axes[0].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object on surface\n", " unique_ids = np.unique(surface_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (surface_data == obj_id)\n", " if mask.any():\n", " # Get centroid of the object\n", " y_center, x_center = np.mean(np.where(mask), axis=1)\n", " # Get the actual object label\n", " obj_label = int(obj_id)\n", " axes[0].text(x_center, y_center, str(obj_label), \n", " color='white', fontsize=12, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " # ===== ZONAL CROSS-SECTION =====\n", " zonal_data = tracked_nan[t_check, :, 150, :]\n", " im1 = axes[1].pcolormesh(zonal_data, vmin=0, vmax=256, cmap='prism')\n", " axes[1].invert_yaxis()\n", " axes[1].set_title('Zonal cross-section nlat=150')\n", " axes[1].set_xlabel('nlon')\n", " axes[1].set_ylabel('depth level')\n", " axes[1].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object in zonal section\n", " unique_ids = np.unique(zonal_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (zonal_data == obj_id)\n", " if mask.any():\n", " # Get centroid (depth, lon)\n", " z_center, x_center = np.mean(np.where(mask), axis=1)\n", " obj_label = int(obj_id)\n", " axes[1].text(x_center, z_center, str(obj_label), \n", " color='white', fontsize=12, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " # ===== MERIDIONAL CROSS-SECTION =====\n", " merid_data = tracked_nan[t_check, :, :, 150]\n", " im2 = axes[2].pcolormesh(merid_data, vmin=0, vmax=256, cmap='prism')\n", " axes[2].invert_yaxis()\n", " axes[2].set_title('Meridional cross-section nlon=150')\n", " axes[2].set_xlabel('nlat')\n", " axes[2].set_ylabel('depth level')\n", " axes[2].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object in meridional section\n", " unique_ids = np.unique(merid_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (merid_data == obj_id)\n", " if mask.any():\n", " # Get centroid (depth, lat)\n", " z_center, y_center = np.mean(np.where(mask), axis=1)\n", " obj_label = int(obj_id)\n", " axes[2].text(y_center, z_center, str(obj_label), \n", " color='white', fontsize=12, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " plt.tight_layout()\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "85777edf", "metadata": {}, "source": [ "### Dropout summary" ] }, { "cell_type": "code", "execution_count": 37, "id": "0261f367", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2-D blobs (all t, all z) : 15690\n", "After 3-D labelling : 827 (area filter removed small blobs)\n", "After date-line wrap : 827 (merged 0)\n", "After global filter : 793 (dropped 34)\n", "After containment tracking : 243\n" ] } ], "source": [ "n_2d = sum(len(np.unique(labeled_2d.values[t, z])) - 1\n", " for t in range(labeled_2d.shape[0])\n", " for z in range(labeled_2d.shape[1]))\n", "n_3d = sum(n_3d_per_t)\n", "\n", "n_before_wrap = n_3d\n", "labeled_3d = _wrap_longitude(labeled_3d)\n", "n_wrap = sum(len(np.unique(labeled_3d[t][labeled_3d[t] > 0]))\n", " for t in range(labeled_3d.shape[0]))\n", "\n", "n_pre = sum(n_pre_per_t)\n", "n_final = len(np.unique(tracked_nan.data)) - 1\n", "\n", "print(f\"2-D blobs (all t, all z) : {n_2d:>6}\")\n", "print(f\"After 3-D labelling : {n_3d:>6} (area filter removed small blobs)\")\n", "print(f\"After date-line wrap : {n_wrap:>6} (merged {n_before_wrap - n_wrap})\")\n", "print(f\"After global filter : {n_pre:>6} (dropped {n_wrap - n_pre})\")\n", "print(f\"After containment tracking : {n_final}\")" ] }, { "cell_type": "markdown", "id": "1c412e76", "metadata": {}, "source": [ "# OR RUN EVERYTHING VIA DeepTracker\n", "\n", "The `DeepTracker` class wraps the entire pipeline in one call." ] }, { "cell_type": "code", "execution_count": 36, "id": "be2b0a08-eacf-4775-8d51-11ffadc5d73c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Step 1 · morphological cleaning …\n", " fraction flagged warm = 0.0899 (OK)\n", "Step 2 · 2-D connected-component labelling …\n", "Step 2b · 2-D longitude wrap\n", " merged 0 date-line objects (35 → 35)\n", " surface blobs — mean=14.1 min=7 max=20\n", "Step 3a · area filtering …\n", " 2-D blobs: 15,690 → 7,317 (removed 8,373)\n", "Step 3b · 3-D depth connectivity …\n", "Step 3c · 3-D longitude wrap\n", " merged 23 date-line objects (850 → 827)\n", " 3-D objects/timestep — mean=20.7 min=13 max=30 total=827\n", "Step 4 · global volume filter …\n", " 3-D objects: 827 → 793 (removed 34)\n", "Step 5 · containment tracking …\n", " unique event IDs assigned: 243\n", "Step 6 · wrapping result …\n", " final events: 243\n", "=======================================================\n", "DeepTracker — Result Summary\n", "=======================================================\n", " Input shape : (40, 20, 302, 320)\n", " Tracked events : 243\n", " Duration min/median/max : 1 / 1 / 40\n", " >= 1 ts : 243\n", " >= 3 ts : 46\n", " >= 6 ts : 14\n", " >= 12 ts : 6\n", "\n", " Parameters:\n", " radius = 3\n", " min_area_cells = 200\n", " min_quantile = 0.25\n", " frac_filter = 0.25\n", " contain_thresh = 0.3\n", " alpha = 0.5\n", " connect_z = True\n", " wrap_lon = True\n", "=======================================================\n", "CPU times: user 1min 5s, sys: 773 ms, total: 1min 6s\n", "Wall time: 1min 13s\n" ] } ], "source": [ "%%time\n", "\n", "tracker = DeepTracker(\n", " features,\n", " radius = 3,\n", " min_area_cells = 200,\n", " min_quantile = 0.25,\n", " contain_thresh = 0.3,\n", " alpha = 0.5,\n", " frac_filter = 0.25,\n", " connect_z = True,\n", " positive = True,\n", " n_z = 20,\n", " wrap_lon = True, # <-- add this\n", ")\n", "result_full = tracker.run(cell_volume=cell_vol_np)\n", "tracker.summary()" ] }, { "cell_type": "code", "execution_count": 38, "id": "2c21cfab-1501-4147-afd1-634a194319d3", "metadata": {}, "outputs": [], "source": [ "result_xr = xr.DataArray(\n", " result_full, \n", " dims=features.dims, \n", " coords=features.coords,\n", " name='events_tracked')\n", "# result_xr.to_netcdf('deeptrack_events.nc')" ] }, { "cell_type": "code", "execution_count": 39, "id": "11a77211-f9bb-4343-a1ac-8cb734ec732a", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for t_check in range(3):\n", " fig, axes = plt.subplots(1, 3, figsize=(15, 3))\n", " \n", " # ===== SURFACE PLOT =====\n", " surface_data = result_xr[t_check, 0]\n", " im0 = axes[0].pcolormesh(surface_data, vmin=0, vmax=256, cmap='prism')\n", " axes[0].set_title(f't={t_check} surface')\n", " axes[0].set_xlabel('nlon')\n", " axes[0].set_ylabel('nlat')\n", " axes[0].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object on surface\n", " unique_ids = np.unique(surface_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (surface_data == obj_id)\n", " if mask.any():\n", " # Get centroid of the object\n", " y_center, x_center = np.mean(np.where(mask), axis=1)\n", " # Get the actual object label\n", " obj_label = int(obj_id)\n", " axes[0].text(x_center, y_center, str(obj_label), \n", " color='white', fontsize=8, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " # ===== ZONAL CROSS-SECTION =====\n", " zonal_data = result_xr[t_check, :, 150, :]\n", " im1 = axes[1].pcolormesh(zonal_data, vmin=0, vmax=256, cmap='prism')\n", " axes[1].invert_yaxis()\n", " axes[1].set_title('Zonal cross-section nlat=150')\n", " axes[1].set_xlabel('nlon')\n", " axes[1].set_ylabel('depth level')\n", " axes[1].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object in zonal section\n", " unique_ids = np.unique(zonal_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (zonal_data == obj_id)\n", " if mask.any():\n", " # Get centroid (depth, lon)\n", " z_center, x_center = np.mean(np.where(mask), axis=1)\n", " obj_label = int(obj_id)\n", " axes[1].text(x_center, z_center, str(obj_label), \n", " color='white', fontsize=8, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " # ===== MERIDIONAL CROSS-SECTION =====\n", " merid_data = result_xr[t_check, :, :, 150]\n", " im2 = axes[2].pcolormesh(merid_data, vmin=0, vmax=256, cmap='prism')\n", " axes[2].invert_yaxis()\n", " axes[2].set_title('Meridional cross-section nlon=150')\n", " axes[2].set_xlabel('nlat')\n", " axes[2].set_ylabel('depth level')\n", " axes[2].grid(True, color='k', linewidth=0.5, alpha=0.5)\n", " \n", " # Add labels for each object in meridional section\n", " unique_ids = np.unique(merid_data)\n", " unique_ids = unique_ids[unique_ids > 0]\n", " for obj_id in unique_ids:\n", " mask = (merid_data == obj_id)\n", " if mask.any():\n", " # Get centroid (depth, lat)\n", " z_center, y_center = np.mean(np.where(mask), axis=1)\n", " obj_label = int(obj_id)\n", " axes[2].text(y_center, z_center, str(obj_label), \n", " color='white', fontsize=8, fontweight='bold',\n", " ha='center', va='center',\n", " bbox=dict(boxstyle='round,pad=0.3', facecolor='black', alpha=0.7))\n", " \n", " plt.colorbar(im0, ax=axes[0], label='Object ID')\n", " plt.colorbar(im1, ax=axes[1], label='Object ID')\n", " plt.colorbar(im2, ax=axes[2], label='Object ID')\n", " \n", " plt.tight_layout()\n", " plt.show()\n", " plt.close()" ] }, { "cell_type": "markdown", "id": "09606fbc-0890-4c1a-8c63-e40be266fa6d", "metadata": {}, "source": [ "# Plotting 3D plots of events" ] }, { "cell_type": "code", "execution_count": 40, "id": "c101f0a1-b80c-44f2-848d-cd2c9087a86d", "metadata": {}, "outputs": [], "source": [ "from ocetrac.plotting.DeepTrack_plot_utils import plot_3d_labeled_feature" ] }, { "cell_type": "code", "execution_count": 41, "id": "9ea3a28a-bc7c-4060-8c1c-8093ed1fc5d3", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 5 at time 0\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.5)\n", "Extracted surface: 3167 vertices, 6110 faces\n" ] }, { "data": { "image/png": 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H930cx+ny9lVXV1NZWRmWO2/evJkxY8a0u558HZeurmfs2LHhF0SbN28Oux8U8hwQQgjRP0gfXyFyOOCAA8Kfzz//fExqBPSsW1NTEyeeeCLbt28PSzkPO+wwbrjhBo499ljGjx/Pjh07cq4/HW7Tg75kygxomRd7Tz/99B63OzM059qXFStW5NyXdB/g9ixbtixnq3Vm3+C9Dd3FLvP4zZs3r91z4bLLLuvBrewc13U57LDDOPjgg9myZQuPPfZYeP+JJ57YZvk//elPYf/c4447joMOOqjddSulOOCAA8JS+O9+97vhY6eeeirw3yDX+gZwyCGHhOf+6tWrWb9+PZD6AuKf//xnuK72Wtw7ki4zz7yl+5IeffTR4Rchb731VvhZTg+ABmDbdtYAW/sq8wu3V199Nfz5jTfeCAdVO+SQQ6iurmbgwIFMnjwZSAXjzFLxzAG39nRclFLMnj075+vmWk/mNr722mvh+7R+/XrWrFkDpML0nr7U6Orxbe/YdGVfhRBCiFykxVeIHD70oQ8xZMgQtm7dys9+9jMGDhzIhz70IYIgYNWqVbzyyiu888471NbWUlNTQywWIx6P89577/GTn/yEmpoabr311pzBFlIXjDt27GDDhg08+uijjBkzhpqaGiZOnMj+++8fLved73yH8vJyli1bxoMPPrhX+3LOOefwzjvvAKkAcv3117PffvuxceNGFi1axJNPPsl1110XDuyVy8svv8y1117Lpz/9aY477jii0ShPPfVUVv/hj3zkI3u1fcXusMMO45BDDuH999/nxRdf5NOf/jRnnXUWruuyatUqXn/9dR5//HF27tzZ4Xry3ce3traW2tpagKwvWF588cWwOuDMM88E4N133+W6667jrLPOYuzYsaxYsYLbbrstbKW+5JJLwlGUM/3whz8Mf249qFWm2bNnc/rpp3PIIYewc+dO7r33Xt58800ApkyZEvaL7kgkEuGiiy7i7rvvxhjDpz71Kb74xS/y1FNPsXjxYiA16nFmOfmLL77I1q1bw1LstPRAcUOGDGHevHkdvu6wYcP4yEc+wuOPP05dXR2f+tSnuOiii3jooYfC1tEzzjgj64udv/71rzQ1NbFhw4bwvubm5vB1x44dyxFHHNHua5522mmMGDGCDRs28Mwzz3DjjTcyffr0sM89wOWXX5718+c//3kALr30Ur7+9a/z5ptv8swzzwCw3377hV8uQKq0/ZFHHgFSXRTSo3BffvnlYbeN6667DqUUmzZt4oEHHgCgvLw87K4wc+ZMDj/8cN566y0WL17MZZddxqmnnspdd90VnscXX3xxOAo1/PeLt3QZ+d4c30svvZQf//jHaK257bbbqKmpQSnFbbfdBqRC8qWXXtrusRVCCCHaVZhZkoQoTl2Zx/epp54y0Wh0j/PuGmPMlVde2ebxiRMnmqFDh+acW/RjH/tYm+XT25NMJs3o0aPbPJ45l2d78/jmmsM1kUiY448/vt39oNV8wblkzqOb63bWWWeF83x2pKfn8W29Ha23JfN1br755vD+//znP+Ecs+3dultHc0K33qa33nqr3WWOOeYY09jY2Gb9ixcvDudrHTlypPE8r91tSc/H2vo2YsQIs2jRok7vU11dnTn00ENzrmvAgAHm3XffzVo+8z3PdWvvXGltzZo1Zr/99su5jtGjR5t169ZlLZ+e07q9W2fO77/97W8mEonkfP4JJ5xgfN8Pl/U8r93PcDQaNc8++2zWujv6nZD5WOZNKWUeeeSRrGXfeuutdt/bqVOnmvr6+qzlc/1u3Jvj29G5feutt+7x2AohhBC5SKmzEO04+eST+fe//815553Hfvvth+u6DB48mKlTp3Lttdfy29/+Nlz229/+Nl/4whcYPnw45eXlfPjDH+a5556jpKQk57p/8IMf8PGPf5whQ4a0ecx1XZ544glmzZpFJBJhv/3242tf+1qHg2d1JBKJ8PTTT/O9732PmTNnUlFRQSwWY9y4cZxyyik88MADnHHGGR2u49RTT+Xuu+/mAx/4AKNGjSISiVBZWcns2bO5//77eeyxx3KWWfcV06ZN4+233+byyy9n/PjxRCIRBgwYwCGHHMLll1++x1LxnjZixAjOPfdcxo8fT2lpKWVlZUyfPp3vfve7PPvsszkHC7r33nvDlr3LLrss7Feay6WXXsqUKVOorKwkGo2y//77c9111/HOO+9kTXe0J5WVlcyfP5///d//Zdy4cUQiEYYOHcrZZ5/NG2+8wZQpU7q+850watQo3njjDS677DJGjhyJ67qMHDmSyy67jNdff52RI0fm/TVPOOEEXn31VU477TSqq6uJRqNMnjyZ2267jT/96U9Z0xY5jsNTTz3FN7/5TQ488ECi0SgDBw7kwx/+MK+++irHH398p1/3wQcf5Ic//CFTp04lFotRWVnJ8ccfz9///nc+/elPZy07depU3njjDc4++2yGDh1KJBJh3LhxXH/99bz44ottBjprT1eP7y233MKvf/1rZs2aRVlZGWVlZcyaNYvHHnuMm266qdP7KoQQQmRSxuSx9k4IITrwwgsvcNxxx3H++ee3mW5FCCGEEEKIQpEWXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZr08RVCCCGEEEII0adJi68QQgghhBBCiD5Ngq8QQgghhBBCiD5Ngq8Q3WTVqlUopVBKceyxx/b05og+buzYseH5Voj19lXHHntseNxWrVrV05sjhBBCiDyR4CvEbpkXvA8++GDOZb785S+Hy1x66aXdvIW9R2boau/2wgsvhMv//Oc/5/zzz+fggw+murqaaDTK/vvvz+c//3m2bduWte6NGzdy5513cuKJJzJu3DhKSkqoqKhg1qxZPPTQQ2225cUXX+Tzn/88RxxxBMOGDSMSiTB8+HA+8YlP8O677xb6UPRrF1xwQdZ77rouAwcOZMqUKVx44YW8+uqr3b5Nb7/9Nrfccgu33HJL1jnYXXbs2MGXv/xl5s2bR2lpaXhsLrjggpzLG2P48Y9/zIwZMygrK6O8vJyjjjqKX/ziF22Wzfwd1t4t1/zZr7zyCh/96EepqakJPx8f+tCHeOKJJ9os29TUxK233sqhhx5KWVkZlZWVTJ48mcsuu4zGxsZ9PDpCCCFEARkhhDHGmPvuu88ABjAnnnhizmUmTJgQLvPss892af0rV64Mnztv3rw8bHHxGjNmTLiv7d1efvnlcPloNNrucuPGjTPbt28Pl/3Vr37V4Xo///nPZ23LiSee2O6ysVjMvPrqq911WLpV5ntQiPV2xvnnn7/H8+CSSy4xyWQyr9vYkYceeih87ZtvvrnN4/PmzQsfX7lyZd5f/6233sp5HM4///ycy3/6059u99h9+ctfbnfb27v94he/yHrOPffcY5RSOZe9+OKLs5bdtGmTOfjgg9td99q1a/N6rIQQQoh8cvYmLAvRF5155plcddVV+L7Pc889x44dOxg4cGD4+Jtvvsny5csBqKmpkXLlDvzud78jHo9n3bdo0aKwlXz48OHMnDkzfEwpxZw5czj33HOZMGEC//znP7n11ltJJpOsXLmSe+65h6997Wvh8rFYjHPOOYeTTz6ZaDTKj370I/7yl78A8L3vfY+rr76a8ePHh8uPHz+eSy65hCOOOII1a9bw1a9+lY0bNxKPx/nSl77Eiy++WMjDIYALL7yQCy+8kC1btvCnP/2Jn/3sZxhjuP/++ykrK+O73/1uT29it4hEIhxzzDEcffTRbNmypd3qEoB//OMf/OxnPwNSv3PuvvtubNvmmmuuYcOGDdxxxx2cccYZzJgxA4Dvf//71NXVZa1j586dfOQjH8EYQywW43/+53/Cx1599VWuueYajDFUV1dz7bXXcsQRR5BMJlmwYAEVFRVZ67rgggtYsGABACeccAIXXHABQ4YMYcOGDbz44otEo9G8HCMhhBCiIHo4eAtRVE466aSw9eKnP/1p1mNf+tKXwsc+97nPhfdv3LjRfO5znzPjx483kUjEVFVVmXnz5pnf/OY3Wc9vr8U3s1Xs+eefD+9vr2Uqs1Xn3//+tznnnHNMeXm5qampMTfffLPRWpt33nnHHHvssSYWi5lRo0aZe+65p82+JpNJc9ddd5lp06aZ0tJSU1paambOnGl+/vOft1n25ptvDl/zoYce6tpB3e2qq65qt6Xtb3/7W5vlv/CFL4TLn3TSSeH9tbW1bVqW4vG4qampCZd/7LHHwseee+4543le1vJPPPFEuGxJSUmH2/373/8+XPbqq6/OeuyVV14JHzvrrLPC++vq6sxXvvIVc+CBB5pYLGbKy8vNzJkzzX333We01uFyF154Yfj873//++H9d955Z3j/Zz7zmfB+rbV58MEHzdFHH20qKipMLBYzhx56qPnud79rgiDI2rb2Wnzvu+8+M336dFNWVmYikYgZMWKEOf74482dd97Z4XFovd7OyDy3W7/n3//+98PHLMsyixcvznr8pZdeMqeddpoZPHiwcV3XjB071lxzzTVmx44d7b7GM888Y2666SYzYsQIE4vFzNy5c81//vOfnMek9S29fZmfr/fff9984QtfMEOHDjWxWMz8z//8j1m1alXW6+/LZ+Pee+/tsMX3i1/8Yvj4LbfcEt5/xx13ZLWYd+Tb3/52u69x8sknh4/Nnz+/w/W8/vrr4bIf/OAHs87jXDKP9apVq8wpp5xiSktLzejRo80Pf/hDY4wxzz//vDniiCNMNBo1EydOzPrcCiGEEPkmwVeIDD/72c/Ci7UPfehDWY9lljm/8sorxhhjVqxYYYYNG9buxfQNN9wQPr8QwTdzmzJD+YABA9rc//e//z1cRzKZNMcff3y723399ddn7fu+Bt/GxkZTWVlpAOM4jlm/fv0en/PDH/4wfM0zzzxzj8vPmDEjXP7Pf/5zh8suWLAgXHbw4MEdLhuPx8Pjud9++2Vd8F9zzTXhep588kljjDE7duwwBx54YLvH9pOf/GT4/F27dpmRI0cawFRWVpr169ebZcuWmZKSEgOYsWPHmvr6+nD5jspeP/GJT2Rtd67gm3l+t76NHDlyj8c4c72d0VHwDYLATJo0KXz81ltvDR/76U9/aizLyrmdkyZNygq/ma+Rub70rbKyMgzVXQ2+kydPbrPc7Nmzs/ajkMH30ksvDR//f//v/4X3Z35pMHny5HbXr7U2+++/f7js66+/Hj7W0tJiIpGIAcyIESPM9ddfb8aOHWui0aiZMmWKefDBB7PW9dWvfjVcz2WXXWaOOeYYU1FRYQYNGmTOOeccs2bNmqzlM491rt9TX/rSl8LXT98syzKLFi3q0jEUQgghOksGtxIiw+mnn04sFgPg+eefDwdWyixzHjNmDLNmzQLgs5/9LJs2bQJSA8v88Y9/5Dvf+U64jjvvvJN//etfBdvehoYGfvWrX3HbbbeF933/+99n2LBhPP7441xxxRXh/T/+8Y/Dn++55x6ee+45AI466igef/xxfve73zFp0iQAvvWtb+V1u3/xi19QX18PwBlnnMGIESP2+Jw//OEP4c8nnXRSh8uuXLmSt956C4Dy8nLmzp3b4fK///3vO73uaDTKmWeeCcC6dev45z//2WY9gwYNCtfzla98hUWLFgEwZcoU/vCHP3D//fdTXV0NwK9//Wsee+wxAKqqqrj//vsBqK+v5+qrr+byyy+npaUlHGQtXW76u9/9Lix7nTRpEr/61a/405/+xFFHHQXAY489Fq63PU8++SQAjuNw33338dxzz/Hoo49y3XXXMW7cuA6fm2+WZWWVu7/99tsArF+/nquuugqtNRUVFXz/+9/nb3/7GxdeeCEAixcv5itf+UrOda5du5Z77rmHJ554giOOOAJIHdcvf/nLQOoYZj73wgsvZP78+cyfP5+LLrqozfrWrVvHfffdxy9+8QsGDBgApAaCSpf7Flr68wipz9C6devYsGEDjzzySHj/2rVr233+M888w7JlywCYMWNGWBINsGzZMpLJJAAbNmzgW9/6FqtWrSKRSPDee+9x0UUX8c1vfjNcvra2Nvz5xz/+MS+99BINDQ1s376dRx99lFmzZrF58+ac22HbNo8//jif//znw/vuuOMOZsyYwZ/+9Cc++tGPAqC1Dj8PQgghRN71dPIWoth87GMfC1sgfvzjHxtjjLnhhhvatIZu3749HBQmGo2abdu2heu47rrrwuXTgy0VosX3Jz/5SXh/eXl5eP9zzz1njDFm69at4X1Tp04Nlz3ssMPC+3/zm9+Y+fPnm/nz55uvf/3r4f1XXXVVvg6pOfTQQ8P1vvDCC3tc/sYbbwyXP+qoo9qUKmfatm1b1vozS4Zzeeqpp8KWpoEDB7YpXc3l+eefD9d/7bXXGmOM+de//hXed/nllxtjUq2Y1dXV4f3vvfdeuI7MVrqPfOQjWeu/+OKL27SIZZbTG2PMRz7ykfCx733ve+F79tOf/jS8/9RTTw2Xz9Xi+8lPftIAprS01Dz77LOmrq5uj/veWr5afI0x5vrrrw8f/+AHP2iMMebuu+8O77vwwgvD/XzppZdMaWmpAUxVVVVY2p35GjfeeGO47iVLloT3x2KxcACtrgxudffdd4f3X3755eH9TzzxRCePVsf21OK7ZcsWM3jw4HZbqSFVQdGe0047LVzu4Ycfznps/vz5WeuZOnWq+dOf/mS+8Y1vhPdFIhGzefNmY4xpUyHyjW98w/zpT38yU6dODe/7whe+EK4/8/x75plnjDHZv48As2zZMmOMMW+88UZ43+mnn76vh1UIIYTISVp8hWjlk5/8ZPjzb37zGwB++9vftnl86dKlGGMAmDBhAoMGDQqXyWzJWrJkScG2NfN10i2KQNjaNXjw4PC+Xbt25dymj3/848ydO5e5c+fyf//3f+H9CxcuzMs2vvzyy+G0QQcffDDz5s3rcPkvfvGLYUvTgQceyB//+EccJ/c4fBs3bmTevHnh+q+99lquuuqqdtf9+9//njPOOINkMkl5eTl//vOfGTNmzB73Yd68eYwaNSpcB6RaD9POPfdcALZu3crOnTsBKC0t5ZBDDgmX6eic+M53vsPIkSPD/48bN4477rgja5nM51x99dXhe5Y5rdae3rMLL7wQpRTNzc188IMfpKqqilGjRnHuuefy73//u8PnFsL69evDn6uqqoDs/XzooYfC/TzmmGNobm4GoK6ujg0bNrRZ35FHHhn+PHHixPAzEY/Hcy6/J5nnaubnO/OzVEhDhgzh2Wef5fDDDw/vU0rxsY99LPx/uiW6tTVr1vDUU08BqW3/xCc+kfV464GovvWtb3Hqqady4403hhUtyWSS+fPnt1n+6KOP5sYbb+TUU0/lzjvvDO9/9tlnc25L+tzPHCywurqaCRMmAO3/nhJCCCHySYKvEK2ccsopYXnpCy+8wNNPP82KFSuAVOlh5kVoe5RSnX69zGWDIAh/bj1/bS7psACp0tG0ysrKNsumQ3pnNTU1dWn59vzoRz8Kf77yyivbXU5rzWWXXcZdd90FwKGHHsoLL7zAkCFDci6/evVq5s6dG5adfulLXwqfm8sjjzzCJz7xCZLJJAMGDOCZZ54JL/D3RCnF2WefHb7uG2+8EQbgcePGcfTRR+d8Tkf/z7R582Z27NgR/n/Lli3tlo12ZE/v2QknnMArr7zCpZdeyuGHH05paSnr1q3j0UcfZd68eeF53h2CIMgqp586dWqXnt+Z87Mrn8NcMr9MyvzypaufpX1x2GGH8eabb7Jy5UreeOMNtm/fnlUyfPDBB+d83n333YfWGoCLL7447H6RNnr06Kz/Z34BlPlzuotC5vJ7Wra19O+pPf2Ogu49tkIIIfoXCb5CtFJSUsLpp58OpC7OP/OZz4SPZbYG77///uGF9fLly9m+fXv4WOYF/QEHHNDh62WG13R/YYCnn35673agEzK3acWKFZjUQHdZt3Qf4H2xZcuWMCBWVlZy3nnn5VzO933OO+88fvKTnwCpfscvvPACNTU1OZdfvHgxc+fODftd33777dx+++3tbscPf/hDLrzwQoIgYOjQobzwwgudDr1p55xzTvjzjTfeGIbEs88+OzwPhgwZErbANTU1ZfUFbe+c0Fpz4YUX0tLSgm3b4XMvvvjirBCQ+Zznn38+53uWPh7tMcYwa9YsfvKTn/Dmm2/S0NAQflnQ3Nxc0HOute9///th/1PLsjjrrLOA7P28+eabc+5nU1NTVv/XtNdffz38edmyZeGXCbFYLOxXnhm+0sGwNxg7dixHHHEE1dXVfPvb3w7vP/XUU9ssm0wmeeCBB4DU/mb29U+rqakJW1wh1UKc6+d0pcPs2bM7vawQQghRjGQeXyFy+OQnP8nPf/5zIHvwmMzgO2jQIE488USefvppEokEH//4x7nmmmtYvnx5Vivnpz71qQ5fa//99w9/vummm9i1axevvvpqXoJne8455xzeeecdIHXhfP3117PffvuxceNGFi1axJNPPsl1113HBRdcAMAtt9wSzqP70EMPhffvyU9/+tNwAJ1Pf/rTlJeX51zuYx/7GH/84x+B1MXzLbfckhUaq6qqmDJlCpAKvccccwxbtmwJ92XOnDm8/PLL4fIHHHAAQ4cOBeDuu+/m2muvBVLlmrfffjsNDQ1Zy8+ZM2eP+zJlyhQOPfRQ3n33Xf7+97+H96fLnCEVMj75yU9y3333hdt28803s3PnTm6++eZwucxz4u677+aVV14B4Atf+AK7du3igQce4Pnnn+dHP/pR2Ep+zjnnhINTnXfeedx4441MnDiRrVu3snTpUp566ilOOumkrNdp7eqrr2bjxo186EMfYtSoUTiOE5ayAiQSiT0eh721Zs0a5s+fz5YtW/jjH/8Yfr4gVQmQDrJnnnkmX/rSl0gkEtxxxx0opZg1axbNzc2sXLmS559/npaWlqz3IO3uu++mpqaG0aNHZw3MdNJJJ+G6LpDdivv0009zzDHHEIvFmDJlStaXUJ3V1c9Gc3NzOOd0ekA2SFUSpMvnZ8yYEbaknn766Rx++OFMnz6deDzOz3/+8/CzMnz4cC655JI2r/Hb3/42/HycfPLJjB07Nue2XHrppXzpS18C4IYbbuDrX/867777Lq+++iqQCsfpz8bpp5/OkCFD2Lp1K6+88gq33347hx56aFb3iMwSbCGEEKLodGuPYiF6iWQyaQYNGpQ1EMthhx3WZrnly5fv83RG27ZtyxqYKn3LnEqlvcGtVq5cGd7f3ryt6fvGjBkT3pdIJDqczgiyp2bZmylbfN83o0ePDp9XW1vb7rIdbUfr45U5OFFntj3zeLV366zM+XUBM23atDbLbN++fY/TGaWnRFq0aJGJxWIGMOPGjTNNTU1m586dZvjw4QYwZWVlZsWKFeG6O5rOqPV5kut8yDWIVvpWUlJili9fvsdjsLeDW7V3u/jii8OBp9I6ms6o9fmQ+RqZg5ylb+Xl5WbhwoXh8lu3bjXRaLTNcumB5dr7fLX3GejqZyPz90Bnzt/Mgegyb5WVlebll1/O+RpHH310uNxf//rXdrclkUiYOXPm5Fy/67rhFF1pTz75pHEcJ+fyc+fONYlEIly2K7+P2vvdKIQQQuSTlDoLkYPruuEUNmmZrb1p48eP58033+Sqq65i3LhxuK5LZWUlxxxzDI899libAYpyGTRoEE888QSHHnookUiECRMm8MMf/pDrr78+b/vTWiQS4emnn+Z73/seM2fOpKKiglgsxrhx4zjllFN44IEHOOOMM/bpNf785z+HZZAf+MAHmDx5cj42vUedffbZWaWyma29aQMHDuSf//wnX/7yl5k0aRLRaJSysjJmzJjBvffeyy9/+UuUUmitueCCC4jH40CqT2ZpaSkDBgzg3nvvBVIlzxdeeGFY8vzII4/ws5/9jHnz5lFVVUUkEmH06NEcf/zxfO973+Ozn/1sh9t/zjnncP755zNp0iSqqqqwbZuhQ4dy+umnM3/+fMaPH5+vQ5WTbdsMGDCAgw46iPPOO48XX3yR+++/P2yNTbvkkkt46aWX+OhHP0pNTQ2O41BTU8PMmTP56le/mlVRkemuu+7illtuYeTIkUSjUebMmcPzzz/PgQceGC4zePBgnnjiCQ4//HBKSkoKur/5cM455zB9+nSqq6vD9/szn/kM7777blb5cdo777wTttjuv//+nHjiie2uOxKJ8Mwzz3DzzTczceJEIpEI1dXVnHrqqcyfP58Pf/jDWct/+MMf5qWXXuKkk05iwIABRCIRJk2axNe+9jWeeeYZIpFIfndeCCGEyCNl0ldUQgghxB6MHTuW1atXF80gRBdccEE4r+3zzz/Pscce27MbJIQQQoiiJC2+QgghhBBCCCH6NAm+QgghhBBCCCH6NAm+QgghhBBCCCH6NOnjK4QQQgghhBCiT5MWXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZoEXyGEEEIIIYQQfZrT0xsghBCdZYxBa43nedi2jWVZWJaFUqqnN00IIYQQQhQxCb5CiF5Ba01DQwMLFiwAYPLkySilUErhOA6O42BZFrZth/cLIYQQQggBEnyFEEXOGIPv+/i+T3NzMzt27KC6uhrbtjHGYIwhkUiQSCTCwGtZFo7jYNt2eJMgLIQQQgjRf0nwFUIUpcyyZq11GGjTMlt1bdsOn2OMIQgCfN8PH0+3CqdDcGbLsBBCCCGE6Psk+Aohio7WGt/3CYIAIOzHa1lWGG5zyWzxBcLl0gHa8zyMMeEymS3C6UAsYVgIIYQQou+R4CuEKBrpsuYgCNBatwmiXQ2lrVuE06+RvnmeRzKZDJdrr0RawrAQQgghRO8mwVcI0ePaK2tuL3C21+LbGbmCbGYYTiaT4frTo0a3LpPOLLkWQgghhBDFT4KvEKJHtVfWnItSqsNS573VURjWWhOPx7OWS4fg1iNJCyGEEEKI4iTBVwjRI/ZU1tzTWg+elQ7b6e32PC9rudYl0sW2P0IIIYQQ/ZkEXyFEt+pqWXOm9DL5bvHtjMwRotsbPCuZTGYtk24VziyRljAshBBCCNH9JPgKIbpNV8qac0mXOheLrgyeldky3LpEWsKwEEIIIURhSfAVQhRcvsuaiyn8ttaZwbMSiUTW1EsyeJYQQgghRGFJ8BVCFMy+lDXnkn6e1jqfm1lwHYXhIAjwfT+rlLp1ibQMniWEEEIIsW8k+AohCmJfy5pz6UvhL7PFF7L7C/u+j+/7GGNobm7G8zyGDBkig2cJIYQQQuwlCb5CiLzKLGs2xuS1D2tPDm5VaO31F66rq2PXrl0MGDAg7C8MtCmRlv7CQgghhBDtk+ArhMiLXGXNEsT2Tebxc5zUr+vW/YXT96X7BucqkZb3QAghhBD9nQRfIcQ+K0RZcy59ucW3szrqL6y1Jh6PZy2X2SKc2TIshBBCCNGfSPAVQuy1QpY159Ifg29n5zduXSqdDsO+7+N5XtZyrUukpb+wEEIIIfo6Cb5CiC7LLGtOh1ApqS0uHQ2elZ5fOL1cuiw6s0xawrAQQggh+hIJvkKILmld1tydgbc/tvjmS3uDZ6Vv6TCc2TfbcRwcx5H+wkIIIYTo9ST4CiE6pbvLmnOR0JVfHfUXTg+elUgkANoMnpXZMiyEEEIIUewk+AohOlRMZc39tcW3O/d3bwfPat0yLIQQQghRTCT4CiHa1ZNlzaJ4tB48Kx3E01UAvu8Tj8ez+gvL4FlCCCGEKCYSfIUQbRRDWXMumS2+6e0S3S993FsPnpWrvzAgg2cJIYQQosdJ8BVChNLlrFu2bKGkpIRoNFo0oTdTfyp1LrZj35499Rf2PC8sl2/dX1gGzxJCCCFEoUnwFUIA2WXNtbW1TJw4kZqamp7erCw9FYpqazfR0JBg8KByWlqS1Ncl2L69kYYGj127Wmhq8mhsaCLpQVlpBIMmGnP4xCcPY8yYQT2yzcVgb/sLZ94kCAshhBAiHyT4CtHP5SprLuaRepVS3dLiu3jRBl74xxo2ba5j184mgmB3qyQByrLRgYdlR9BBEst2MXgoHBoaPJTxcCI2t3/jHxw+fRifOnsGlZWxgm9zb9C6vzD8Nwz7vo/neezcuZPm5mZGjRqVNYq09BcWQgghxN6S4CtEP5VudfN9H601kB1KirmcuDu27ZFHXiXRHEUbvbs0V6ENKDTG2Fi2AgyOYxFosC1FOo5ZlsIYcGyLJYs2csmFv+HO/3cy48YPLvh290bp8y79hUs8HqehoQEg7C+cXk76CwshhBBibxRvs44QomDS0xMlk0m01mGgyBy0qJiDb3d47ZVFqRZwC2wrFWbZ3T9VAbZKhVvLSpfpWigFRptUCDbgOKADWLp4Aw8/9DotLcm92pb++l6kA67ruuF0Sen+ws3NzTQ2NlJfX099fT1NTU3E43E8z0Nr3W+PmRBCCCFykxZfIfqRzo7WXMzBt7u2bf26bYwdU8+gwZUoQCkLMP9t1VWkfk4P4BQYtFG7j6mFMQGWskBptIE331zLt//fcxx55FhOOHFywbe/t2t9Xu5p8KxkMhmeF60Hz8psGRZCCCFE/yTBV4h+YE9lza0Ve/AtpKamJJs3NbBpWz2eF6RaeRVoYzAYLKXwAZUumDG7W8mNAqMxOlXinPT9VAulUtiORmGzc3sL9/7wxS4FXynhbd/eDp6Vbj2WwbOEEEKI/kOCrxB9XOZozempZPZ0sV/MwRcKV/r72K/f5oV/LKMlboAWDAZIBdrUC4PRCgOYIHWXMiZV4gxok2oVtpSFbYMyoJRBYdBBwKZN21m9clNBtr0v2Zf3t/XgWel1ZQ6elbmcDJ4lhBBC9A8SfIXoo/ZltObeEHyTySTRaDSv6/3D7/7FwIEDsa3dreJGAwqtQafqmlFGoQMDttl9v0q1BhuDsm0MHmZ3AFZKo7XGsV2UMvz7jRVEo26Xt6uY34til9lvPX3+p49nZl/3zGVk8CwhhBCi75HgK0Qf09Wy5lyKNfju2LGDIEg1tb7yyitEo1GqqqqorKyksrKSioqKcIqcvfHWm6sZPyHOuLEjSLXhGjABRlsE2oBKdey1rFSps1IBYKOUwRgLY8B1Un18U0l5d6uiDTt31LFzRyM1NZX5OBR9XiGDZuvplCC7v3A6DKc/N+mW4dYl0hKGhRBCiN5Dgq8QfcjelDXnUmzBN5FIsHjxYjZv3oxlWWitmTt3Lg0NDdTX17Nr1y7WrFmD53mUlZWFQbiyspKysrLOHwNj2LRxBwMGlAGpAa2MVpjdg1YZ46NwsK0AE6jUCFfGApUEk2rVdRxrd79gG+2DcnYvZiChG9m40Wf5su1M2H9QAY9Y79YT596eBs9KJBIkEomsqZdk8CwhhBCi95DgK0QfsC9lzbmkp43pacYY1q1bx5IlSxg4cCBz5szhtddeI5lM4jgOAwcOZODAgeGyiUQinN5m48aNLFmyBKUUFRUVWS3D7ZVIK2WhA8WyJWuBINW3V2lsHLQ2OI5CBxptGdjd4mvtbgi2bQtjBWAptA9GKbTWWFhYKLRK9Rf2SHLXt17kQyeO59gPHEB1dWm3HU/RNa37C8N/w3AQBPi+n1VK3bpEWgbPEkIIIYqHBF8herF8lDV3tO6eVF9fz4IFC0gmk0yZMoWhQ4d2uLxSilgsRiwWC5fVWtPU1BSG4RUrVtDU1EQ0Gs1qFa6oqMBxHIzW+J7HuvWNQBO+r3GUhUKB8UnNTmTjWAaFwrEslEn9iwY0u4fDMqADtKew3N0DXIXvicYA/3h2KfNfWs537vlYAY9i71WsgTGzxRey+wv7vo/v+1lfPmUOnCWDZwkhhBA9R4KvEL1Uvsqac+nJUmff91m6dClr165l7NixTJgwIasvZnof0+GiI5ZlUVFRQUVFBSNHjgzXny6Rrq+vZ926dSQSCcrKyvCSCVAxNBrweP2NtaxatRPfTwWYkjJFvDHAiQYMHzKI8RNT5cqWSo30bKnd+dc3aAxaW6kBsLCxVAAEu7dd4wc+7/x75R6PR38MST39pUtXdKW/MNCmRFr6CwshhBDdQ4KvEL1MZlmz1rogfQt7IvgaY9i8eTMLFy6krKyMo48+mvLy8pzbti8cx6G6uprq6urwvnSJtG1B4AdoAkDT0hxn1y6LiBNFGx9fg/EsvCBg1ZpNbNi8i8kTh1M9pBSL3aXSOsBohbIMlm1hKQ8Ls3tGJAN4rF27lR3bdpH0gn3aF1Gc9tRfOD2KdPoLK+kvLIQQQhSeBF8heolcZc2FKpvs7uDb3NxMbW0t9fX1HHjggQwfPnyP+5XP7YtGowwZMoRINIptu1h1DejdIzLbNgQmwPM0QZPBthSWBsdS7Gxu5v3aNZSURagsHwB4NMd9Ym4UOxKQbAFltbBjeyMtngc0A5oVy7ZRXu6kSqI7oTe1gOZLX2sB7SgMa62Jx+Ns376dlpYWRo8eHYbg1iNJCyGEEGLvSPAVohcoZFlzLt0VfLXWrFixgpUrVzJixAgOO+wwXLfjeW4Lut/GpKYiAsDCtmyikRi2baMj4OskFhZ+EJBIeiR8RUOjT0Ojx5atPhiPwNdEIiXYto8ODEYl2LErga89UoXQBkulbsHuLzBEtv4S9FsPnpVMJmlsbEQphe/7eJ6XtVzrEmnpLyyEEEJ0ngRfIYpYd5Q159IdwXf79u0sWLAAx3GYMWMGAwYM6PS2QaHCkUFrgyIAHJRlYSkLZcCxLbRRlEQiBDqJMRZWAiyVIAhMqn+wSRAYCxJgOakpjSKuBUaT2lwNWDhuqq23vwQ80TmZg2LlGjwr3V8YyBo8K3MkaQnDQgghRG4SfIUoQt1Z1pxLIYNvPB5n8eLFbN26lf3335/Ro0fvVZgvxPZZKNB69+BWFsoYLAW2pcFoXEthK41BYQgodWPYlsEQoyWpiTpRWhI+jm0RBAZjkjTWx/E8CAgABVhYSqVal/O+B6I3yzVgW1cGz8psGW5dIi1hWAghRH8nwVeIItPdZc25FCL4GmNYs2YNS5cuZfDgwcyZM4dYLLZX21YoStlgp8IpQMxxcJSNZRTKDsBYWNi4jsH3bbRloRQYY+E4GoWNrQyxiIsXBERdi5KoQyLRTH28hdSvXIuWeAu+Z6ONx7p166isrKS8vDznFwD9NbD0x/3uzEjl0LnBsxKJRNbUSzJ4lhBCiP5Ogq8QRaKnyppzyXfwraurY8GCBfi+z9SpUxk8ePA+bRsUqMXXslDKYDBAgONYKAxGAYZUS6+yUi21WqFQBIGNJsDCQilNLGph2QoHg1Ia27FJxD3SM/yCTUV5GSbQJJMB27ZtY8WKFWitKS8vz5pfuKSkJO/72BtICXjXdRSGgyDA9/3w8dSgbTJ4lhBCiP5Fgq8QPayny5pzUUqF27IvPM9j6dKlrFu3jvHjxzNu3Lisks293bZCMajdbb0+YJFsSaIGlqMDg6NstPKxjEEbC2MC3Ah4cbAdjQ5sLNuAsne31APpFmDHQfsWfsY+OI6DwWHq1KkYY2hpaaGuro6GhgbWrl1LY2MjjuMQjUbxPI/t27dTWVm5x8G/+or+GMI62+LbWZktvun1w3+rSnzfJx6PZ/UXlsGzhBBC9FUSfIXoQek+ej1Z1pzLvrb4GmPYuHEjixYtoqKigtmzZ1NWVpa3bUu/RmFYu28BsaidGtgKgzIKx7ZQaAjAGA0ojDbYFuhAgVL4nsG2U3P4AqADtPFRu1t7Qaf6EqPABOE+lZaWUlpayvDhwwEIgoDGxkbWrVvHjh07WLJkCS0tLZSUlGS1CldUVEjZah+R7+DbWlf6CwNtSqSlv7AQQojeTIKvED2gmMqac9mX4NvY2EhtbS1NTU1MnjyZYcOGFeRCuSClzkphKUgFVIX2DQqN0RqtLFABWOD7hiAA7Wh0EKACG7TCUgYd2CijsWywjAHbBuPjhsHXw0bh6wBl2j8utm1TVVVFS0sL8Xic6dOn43ke9fX11NfXs2PHDlatWoXv+5SXl1NVVZVVIt2bw0l/LXUudPDNpTP9hdP3pX9PZY4iLWFYCCFEbyHBV4hulC5r3rp1K0opKisri6aVN9PeBN8gCMI5eUeNGsW0adNwnPz/iiloqbMHlmsRJUICA9rCBAZjUuFXWaCTBqMVvufj2Bo7YmFbCjtq4XmGWNTgWDZx30NZgAcKm4BE6j84GA3GgN3FX8Gu6zJo0CAGDRqU2t7dJdLpMLxu3ToaGxuxLCurVbiyspJIJJL34yXyrxh+F3QUhrXWxOPxrOVal0hLf2EhhBDFSIKvEN0ks6x53bp1RKPRTs9d2926Gny3bt1KbW0tkUiEI488kqqqqoJuGxSmVTCKwVIWNhaw+0I/MChlo30wGJSv0CbVuutYDoHv4cYcAl+lWnKTCjtiE3ENXtwjCHzA4GCTavE1BNpgTNCp6Yw6ChCZJdLDhg0DUv03GxsbwzC8ZcsWmpubicViVFZWhi3D5eXl+9zfupD6Y3Aq5pbuzDCcPm/SYdj3fTzPy1qudYl0MX7BJ4QQon+R4CtEgbVX1lzsF7md2b54PM7ChQvZvn07BxxwAKNGjSr4xW0h118eieD7hiSpi3jfV2gNtgVBoFItuAEYFRCNOli2hbIURqdafS0ctDL4no9tK2IRl3jSItAJSuwyCFKjRWsNlrLB2vcBxFrLbO1N66hEOrNVuLS0VMJJD+qJUud90dHgWen+wunl0mXRmWXSEoaFEEJ0Jwm+QhRIR6M19/bgq7Vm9erVLFu2jJqaGubOnUs0Gu3GLSzcdEaxiI1Bk5q/SIHWoFKlm1HXEBgHhcG1XLSvMWgC38NS4CUNkZiL5/mgFMqysJTBI0mpKoXdLcmuMniB36kW33zIVSIdj8fDMLxhwwYWL16MZVlUVFSEQbiqqqpHSqSL+bNRSOl+tL1VVwbPymwZbj2lkoRhIYQQhSDBV4gC2NNozfmeJzffOtq+nTt3Ultbi9aaadOmhWGqO7etYGywLYco0ExqtGbfB7BSozhrhWXv3gZlkUwEuDELS9tYtiYSVam+wErhOoCxMdonQWL3REmpCYGNb+PammTS69Rm5ftcUUpRUlJCSUkJNTU1QOrLjKamJurr66mrq2P58uU0NzcTjUazBs6qqKjolhLp/hp++tp+d2bwrEQiQUNDA/F4nOHDh2eVSRfbwH9CCCF6Lwm+QuSRMYYgCMJW3nTgbX3hp5QiCIIe2so9yxV8k8kkS5YsYePGjeGcvD1xQZo+noX44kCpVAAswaEZKIna4AdEYhE8HaCMhSLAaE087oMqxbECUD5BYOEnFMoOsFWERCJJ1AVIbWfS93b/nCp1dpWNrTsXfLtDurW3oqKCkSNHAuD7ftgqvGvXLtasWYPneZSVlWWVSJeVlfW5wNYTivnLsHzK9TuxqamJHTt2UFNT0+7gWa1bhoUQQoiukOArRB50VNacS28qdTbGsH79ehYvXsyAAQOYPXs2paWlPbyFhQkJqT6WYAgAF9e3KY/FUEkLF0OJU0KgExgNykqQNAoVgLEsPA8MFo4KQIEVGLQOsC0bBxdDapArCNC+wVhJyjox6nVPXuA7jsPAgQMZOHAgkDo+iUQiDMObNm1iyZIlKKXCEul06/C+lL73tr6u+dJf9xv+W+adDrmZv39838f3feLxeFZ/YRk8SwghRFdI8BViH+2prDkXpVQYkItROvg2NDRQW1tLS0sLhxxyCEOHDu3xi8tCvr5lKZRR+LuDrw483EjZ7sGoLDAGjcFRDiUlUZxmh3hzHU55Gca3McoPpypyLBulTKqvL+ARAAkAXO1TapVgTPG0+HaGUopYLEYsFmPo0KFAdol0fX09K1asoKmpiWg0mtUqXFFRUZDprfqS/h58W3cHSf/b0eBZ6eVk8CwhhBB7IlchQuylzpY151LsfXyNMTQ2NvLaa68xevRopk+fXjShJX2MC/LFgU5fcCcBH0s52LaFMR62FQMMlvJRloPybRwXKiOl+EmDhYNlB/jaYBlwXQs/4WM7ECUCGGwiuDhEbBfbVrv7D/du7ZVINzQ0ZM0vnEgkcpZIt1cu3x8DS38PvnvqOtGZwbMyp1XKDMMyeJYQQojiuJIVopdJtzh0pqw5l2Iudd68eTPLli3DGMOsWbOoqKjo6U3qNpalML4mwAAWyjKgDZaldgfVAMuxsRQYy0b7AUb7BJ6N67ooY9C6mUjExVY+TgQ836OCGEl8mlAoDI5todIjR/dBjuNQXV1NdXV1eF+6RLquri7rHMsMwukS6WL9bIjC2dvQ39HgWenuJ4lEImvqpdZzDEsQFkKI/kGCrxBdsDdlzbkUY4tvS0sLtbW17Nq1i6FDh9LU1FSUoTd9vAsznVEqjkJq4DHHUli2QQdgW4ZAg2Ptnsw38FC6FKUVkaiLDjQ6MESjEQgMtuOitUfETv2aTZVPm1Q/YMcCNHSy0brYzpW9EY1GGTJkCEOGDAFS+5RZIr1q1SqamppwXRfLsohGo+zYsYPKysqiqTYotP7c4qt3j4aeD5lhON06nA7D6SqdzFLq1qNISxgWQoi+qX9cTQixj/alrDkXy7KKpo+v1ppVq1axfPlyhg8fzty5c9m2bRtNTU09vWk5FTL42paFQaHRsLt11lI2aCs14rOvUJFUy64hibLBNjbaVhCAcgyWsrCjNlobPM8nVlqKi4NHAwrQGCxbQbfN4luclFKUl5dTXl7OiBEjAAiCgIaGBpYtW4bneSxcuDAska6oqAgHzuqoRLo368/Bt9D7ntnim349+G/1jud54TZkDp6VLpOW/sJCCNH7SfAVYg/2taw5l2Jp8d2xYwe1tbUAHHHEEWFparFsXy6F7KOXWreFRxKw0AEoS2HbGh0onKjBVorABGBDxLYJNGhfg9Y4MQcdBOjAYJTGsd3UBTQOPgE2FpAaOVobRZEe4h5j2zYDBgwIB8KaMGFC1ijSW7ZsCUuk06NIp2+xWKzXB5P+Hny788uMzvQXbj14Vq4S6f76fgkhRG8kwVeIduSrrDmXng6WyWSSRYsWsXnzZvbff3/GjBmTddHZ09vXGQWZx9cotAmwiAK7py1C4zoOQdJgR0Ebg6UtMAGWrfADa/exU4AhCDxcopioQanUMVUYSrBoQQE2luVgTABmz3M598cL68z3NleJdHNzcxiG16xZQ2NjI47jtOkv7LpuT+3CXuuP7zd0f/DNpaP+wsYYkslkeG6mW4Fbl0n39D4IIYRonwRfIVrJd1lzLj1V6myMYd26dSxZsoSBAwcyZ84cSkpKcm5fsQbfQgYDW1koDDEskjj4yQCtDdoLCDyDZRxiJQatFNoYvLjBWAEKFztqMNoQi5ZgtEErD8dyURjs3aFYo7AIQGmUtlBW/ww5ndHe+6yUoqysjLKyMoYPHw6kSqQbGxupq6ujvr6ejRs3Eo/HKS0tzQrC5eXlRR1MivUz1x201lmtr8ViT4NnxePxrOVal0hLf2EhhCgeEnyFyFCIsuZceqJFtb6+ngULFpBMJpkyZUo4D2t7ivUiPH2BWYjtM8qA1lhEgICokyp1xlipQa1sg1FgGbCUwnEgGQS4rpMa3MqzsKNgKbC0QqUqm1HKIjCaCDYBHphUH98iPcQ9rqvvrW3bVFVVUVVVFd6XTCbDVuFt27axYsUKtNaUl5dnheGSkpKiCSb9vdS5t+x768Gz0uerMQbf97OmVGo9eFa6Zbi37KsQQvQlEnyFoLBlzbl0Z/D1fZ+lS5eydu1axo4dy4QJE/bYstJfS50tAKNxieKiUJad+r/r4CcNdsTCBBpjQGGhsLDt1IjOkYiLr3yUgsDTBAYiUYXWAYHR2Fh4+KkJjAykhrmSi99CiUQiDB48mMGDBwOp86WlpSUMw2vXri26EuneFP7yrRhKnfdW5gjR7Q2elUwms5ZJtwpnlkj31/deCCG6iwRf0a+1LmtOX5QU+gKkO0qdjTFs3ryZhQsXUlZWxtFHH015eXmnnlvMwbeQ740bdQl2JIgSAxwCPxViHRsgFWLdYPeURwospbGMg+Om+vjatoXvaQgU0dLUQFcoG0USGwcLHwcLow0YjerkMS7W96I3UUpRWlpKaWkpw4YNA1KhpKGhIQzDmzZtoqWlhZKSkqwgXFFR0S2hrL8H3760710ZPEspFf79KS0tzSqR7kvHRAghepoEX9FvdVdZcy6FDpbNzc3U1tZSX1/PpEmTGDFiRJf2rTcE30Js3+CqCjav3IEL2ICvk0SdwfheEoWL32KwLLBssCwIkgHa1mjfAAY/CLAthe8bLB8IFMq1dvfw9dF4GCKpqY8sG8eSX8Ht6Y7PomVZbUqkPc8Lg/COHTtYtWoVvu9TXl5OVVVVOK1SMZVI9wX5nMe3WHXUX3jbtm2sW7eOqVOnZk29JINnCSFE/shVl+h3urusOZdCBUutNStWrGDlypWMGDGCww47bK/KNos5+BbS4Joqorgk8IkQRQFe0sd4Dj5JYiU2BDYaH6UVOrAwJLCiUYK4h9YGFBgDlmOjfYNCoXCI4BLg07J7tGijAuhEo39fDwO59OS557ougwYNYtCgQeG2ZJZIr1+/nsWLF2NZVpsS6Ugksk+v3ddaPbuiv+576/7CruuGYThdjZRZSt26RFoGzxJCiM6T4Cv6jZ4qa84lXdqWT9u3b2fBggU4jsOMGTMYMGDAXq+rmINvIQe3qhlVSRD4uOGcuxD4YCmDbVx0QuFEwBhFYNLnjU28CRzbYCkbx9UEHtgKcHaXNhKkewQTxcbSCs8YAl2cx1j8V3sl0o2NjVnzCzc3NxOLxcIQXFVVRXl5eZdGKu6v4Q96dx/ffEjPIABktfhCdn9h3/fxfT88V9LhVwbPEkKIPZPgK/qFnixrziWf0wUlEgkWLVrEli1bmDhxIqNHj97nC8hiD75QmFbBisoSfG2I4mIBPhoVWNiuj1Y2OlAYDMakShB9LzXqs0KBsrAwYClsK9UfWFkWQeChUBhSg2cZApQB17LogRmteo1ivnDPbO1N8zyPhoYG6urq2LlzJ6tXrw5LpDNbhUtLS9vdt/4cfPtDqXNHOnrvu9JfGGhTIi39hYUQIkWCr+jTiqGsOZd8BEtjDGvWrGHp0qUMHjyYuXPnEovFimb7CqWQ719FdarM0MKhnFIULbjY2G7qojyZDLCVwqDwPA/LKgEbtNEYbWFMgAkMSrmpkZuNQhmDBVgoNBqFjTap/yu/YLvSqxXrudcR13UZOHAgAwcOBFL7EI/Hw1bhDRs2sHjxYpRSbUqko9FouJ5i+P3UE/pz6IfsFt/O6Ki/sDEmHEU6/XcvMwynW4n7cwu7EKJ/kuAr+qRiKmvOZV9Lnevq6liwYAG+7zN16tRwypZ8yWeLdKEUYvsGjqhAeanMWk45SQwlroMfBDgqguNamCCOslyiqoKkDmhpST3XsVyCIMAOnFRLsQELB98kdk9clCqeVujd0yb5xCKdu/As9vdCtKWUoqSkhJKSEmpqaoBUuGlqaqK+vp66ujpWrFhBU1MT0WiUqqoqEokETU1NDBw4sEsl0n2BBN+uBd9cOgrDWmvi8XjWcq1LpKW/sBD7Lh6Ph1885VMkEslb40Z/JsFX9DnFVtacy94GS8/zWLp0KevWrWPcuHGMHz++YBfIxRq20q3RTU1NqaCZx/0fPLwC5SpIeoALJLFcC1crlB2ABcYiNRURCisJpbaDscGyLTwV4Fguyg4IfIMxSSwrSJVHownwsFE4gQEnSmDiedt2Ufwsy6KiooKKigpGjhwJpObZTrcKb9++nTVr1rBy5UrKysqyWoXLysqK7vdYPkkf330Pvrm0HjwL/huGfd/H87ys5VqXSBfj308hilU8HmfsuIFs3tSS93UPGzaMlStXSvjdRxJ8RZ+RLmtesWIFjuOw3377Fe0f7K6WEhtj2LhxI4sWLaKiooLZs2dTVlZWNNvXXVpaWtiyZQu+77Nu3TpWr15NWVkZVVVV4YBC+zLNzKjxg8FoNAYXmzi7a5HV7i9QLIsgALAw+GClLhQD38HyoTRSSpAIsGwLS7mYIEATpZIywJBIj+/sumB5qRWLnIr1s5tvjuOEJdKbNm1i//33p7y8PGtu4SVLlqCUoqKiIjzPW5dI93b9vcW3O4N/R4NnpfsLp5dLl0VnlklLGBYit2QyyeZNLSxe/ikqKvdtlP9MDfVJJk34FclkUoLvPpLgK3q91mXNTU1NRCKRov7DbFlWp0udGxsbWbhwIY2NjUyePJlhw4YVfN+KLfgaY1i9ejVLly6lpKQE13WZMGECAwcODMtGM6eZSQeD9K2zUzqVVcZwHI3xfJxU2yxB4OHaNhiDNhptFJY2GEtjKQvPS2BpB6N8lAZlGyylsGxFYFmgA2zLwYTvt8KyDMYKCNjzMS7m87hQiunc626WZRGLxYjFYgwdOhRIBZLm5mbq6uqor6/PKpHOPM8rKipwnN75Z72/D27Vk/vflcGzMluGHcfJmlKpP79/QmSqqIxQmcfgK/Knd/6FFGK3XGXNvaF/ameCZRAE4Zy8o0aNYurUqXs1J2+htq+71NfXs2DBAjzPY9q0aWzfvp1169ahlMoZEBobG8OAsHHjRuLxOKWlpVmtwh2VjToxB9UCCgeFQQc+PqngaysLZTTKsrFNqsRZGwdbO9iuQRkby9YoFcFSGqU1jhsFU08AqdGfsbAshacVaLlQbE9/vIhu7zNnWRbl5eWUl5dnlUg3NDSELcPr1q0jkUjkLJHuDSXE/b3FV2tdVP26OzN4ViKRyGo9ziyTTv8tFqI/Ulqh8vj3PZ/r6u8k+IpeKd0/KT2fYWbpVVdaU3tK5pQ8uS72tm7dSm1tLZFIhCOPPJKqqqqi2r7u4Ps+y5YtY82aNYwdO5YJEyZg2zY7duwIt621XNPMJJPJMAhv3ryZZcuWAVBRUZEVhiOR1Lez0dII7FT4eKmZdx2FAwSBQtkWjm2DUWhjsF1F4NlYlkbhoK3UqM2OAmUrfMtCKY0xCgsrNZIzqZYdBZ1o7xX9SVc+b47jUF1dTXV1dXhfIpEIg3D6XDfG5BxFuthCpvTx1d32xebe6igMp6uu0o9nDp7VumVYCCF6igRf0at0ZrRmpRRBqiNm0Upf4LX+lj8ej7Nw4UK2b9/OAQccwKhRo3rkQqGng286+EejUWbNmkVFRcVerysSiTBkyBCGDBkCEA6MlQ7Dy5cvp7m5mVgsRlVVVapUGUWAjwJs28JRLkp7GDRKu4AGZSCwQCuMDSYw4Bp0wmBiGh0obKXQVmpYKxcbCxswKNfB9hWGzp2nxdL63l362/6m7evnLRqN5jzX02F41apVNDU14bpumzDc0yXS/b3Uube2eHfUXzj95XQ8Hs/qLyyDZ4m+T5HfMTzkM5IvEnxFr9HZ0Zp7S6kzZF8kpOfkrampYe7cuT06cE3r7esuiUSChQsXsm3btnaD/75um1KqTdmo53lhOLAdAxh8fJIk8X0Py95dluwaaAHtKLTycZSL8Q24GpsYWjWBiqItD1tHCXwDKGwUJUTZho+DiwWpSY1U/23hEm3lO/xknusjRowAUl0oMkuk169fH5ZIZ1ZBdHeJdG8NfvlSqFGdu1tX+gsD7ZZI9+dzQfQBevctn+sTeSHBVxS9jsqac+ltpc47d+6ktrYWrTXTpk1j0KBBPbx13R98jTGsW7eOxYsXM3jwYObMmdPuyIWF2DbXdRk0aBCDBg2ipmYgq1ZsIkYJGh8I8JIevpdA+4ZosgIVC/BI4rpRCMAqAZNUaFul2nQNBGhMEoyVmsoIzO5ewx6pTbewi/v7mR7VXy98C73ftm0zYMAABgwYEN6XWSK9ZcuWsEQ6PYp0+haLxQq2fVLq3DeCby6d6S8MqfNw27ZtjB49OmsUaRk8SwiRLxJ8RdHqTFlzLkqpog++6Quc2tpatmzZwvjx4xk3blzRXPh0Z/BtbGxkwYIFtLS0cOihh4YDVfWUIcOGkMBjcMQlkbSwsHGsGG6Ji3Y88F0C49PS0IIpsQiSHiZeStT4aM8QiRiChMZEfSLlDjpw8NFEcHCIkKAFhUn171V7Pk/748VesVdsFEpP7XeuEunm5uYwDK9Zs4bGxkYcx2lTIp2vfqn9vcW3vwX/XEG2ubmZ1atXs99++xGPx7OWa10iLf2FRTFTJnXL5/pEfkjwFUWps2XNuRR7qbMxhg0bNgCpb7hnz55NaWlpD29Vtu4IvpmjVo8ePZrp06d3qp9hobdtUE01Go0btbGSFo1NLQyIlWJQgIMbsbFdh6qKamzXJWk1pwqj/SRaxWmM61TvHuURJErAgSQtlLtDCDyPKFG0VoCmiE9T0QOKJfwppSgrK6OsrIzhw4cDqc9rY2NjOH1Y5ojpmUG4vLx8rwJcf+/j29/3H1Lnf2awTd+XrvryPA/4bxjOLJGW/sJCiM6Q4CuKSlfLmnMp5lLnhoYGamtraWlpAeDggw8uutALtBmoJN+2b9/OggULcByny6NWF/rCprTcJkYEZYOFhfYMqlSDsSEIsGxDEPhYriLwW7ACB9suwY4pAu2iKhPoJHgBaNVCojlAYXBcwNt9PAODUmb39EYil/54AVsswTcX27apqqqiqqqKUaNGAakR09Otwtu2bWPFihVorSkvL88KwyUlJXvcr2Le9+7Ql0udOysIgjbHoKPBs9L9hdPLpcuiM8ukJQyLHmHI77QN8iV53kjwFUXBGJPVytvZsuZcirHU2fd9li9fzurVq8PWzeeee66nN2uP8h18k8kkixcvZtOmTUycOJHRo0fv9cVeoUL54OpSEniYwMbFJRZTKGURaB/LtjAYdItDYCWImBKCknqiTgXJZBw35qJ9F218YqVRLG0TiWnqGrZTWlqK3WyTJEmiMU7gJDFJzdatW7OmUxL9W2+6SI9EIgwePJjBgwcDqc9kS0tLGIbXrl3b6RJpCb4SfDszl3FXBs9qr2VY+guLQpNS5+IlwVf0uH0pa86l2Fp8t2zZQm1tLbFYLGtqnmIuyc53OXG6vHvRokUMGDCAOXPmUFJSUhTb1lrJgCgW4FgKmwhm98WorSyU7YH2iZRCwjcY36CDGJ7lozyHIOJhGQvXjaF1Ess4aKUpiURxSyJEsNAoYpVRmhNJgiBoM51Sel7hzJLRYj1PCqW/7W9ab99vpRSlpaWUlpYybNgwIPX7PXMU6U2bNtHS0kJJSUkYgjN/J/ZX/a2Pby57G/47M3hW+rO1Y8cOPvGJT/Cvf/2rx6fwEkJ0P/nUix6Tj7LmXIolULa0tLBw4UJ27tzJpEmTGDlyZJv5hothO3PJZ7hsamqitraWxsZGDj74YGpqavbpfS70N/UDBleg8NBaEbViRGwH3/NQeJBQWDgoS2MbFwJwIhqlIZkEN6qwlEWgA7QXgFFoy09N2WGlWosdbFTCIWosgkiUo446Kms6pR07drBy5Uq01lRUVBCJRAiCgHg8TjQa7TctFf1lPzP1xVZPy7LCEum0XOc7wDvvvJP15U9nSqT7Cunjm7vUeW+1F4YbGhp47733+v2XDKLAZDqjoiXBV3S7fJY159LTpc5aa1atWsXy5csZNmwYc+fOzVnGWmwt063tazDXWrNy5UpWrFjByJEjmTp1at5GgIXCtY6VD4pSShSV9ImVRACF5djgAUkLHYujfCcVYm0HXyfxkj4oG7SFlzBo7WNHbSwbtE6icLB2j+WsMSgNxrKx/FT/tMzplNL71tLSQl1dHVu3bsXzPF577TVc180KBhUVFXssDRS9R18Mvrm0Pt89z2P+/PmMHDmSpqYm1q9fz+LFi7Esq02JdF/tEiClzoU/BkqpsNqgP3zOhBBtSfAV3Uprje/7BEEA7HtZcy492eK7Y8cOamtrATjiiCOorq5ud9libvGFfdu+nTt3smDBAmDPx2FvtquQFy3VNeUEaMpKojgmQpQINuBEY/iWT0TZ+L7DrkQ9TpmLjlsoO8B2XZTSYCts10YpjWUrbFwskhgD1u7hrLTSGO3hWn67+5guGY3FYjQ1NTFz5sywlayuro61a9fieV7WQEJ9pZWsmD8XhZLe597+3u2LYcOGhV/kaK3DUaTT8wunuwRknu/l5eV94ssfCb6d6+O7r9LBV4iCksGtipYEX9EtClXWnEtPtKRmDtq0//77M2bMmD1exPTF4Ot5HkuWLGHDhg0Fm5s4vV2FOnYDR5SnwmkAylFE3BI8L4HvgxOzCAxgWQyoKkP70NwUx6kqQ1mgjEHZYNCgLDQG0BhbgQYfH9A4BOgAsDvfAm7bNtXV1eGXCMYY4vF4GAzWr1/PokWLwtF308GgsrJS+rL1Iv0x+OYK/ZmtvWme59HQ0EBdXR27du1i9erV+L7fZhTp0tLSXnccpY9v94R/Cb5C9G9yNSQKqtBlzbl0Z6mzMYZ169axZMkSqquruzRoU18qdTbGsHnzZhYuXEh5eXm3zE1cqODrug4GPzXdkA22o/CNh62iKEthtI9tKTwsLGVTWhbBMQrbNWDAWAZtDBiDMqkWYtdoLN/HBVzKKbGjoFrwE3u/r0opSkpKKCkpoaamBsgeSChzrtWysrKsVrKysrKiDwbFvn35VsxfghVa+vfgnt5z13UZOHAgAwcOBNp++bNhwwYWL16MUqpNiXQ0Gi34fuwL6eOb3z6+7ZFSZ9EdZFTn4iXBVxRMd5Q159Jdpc719fXU1tYSj8eZMmUKQ4cO7dLz+0qLb0tLC7W1tezatYvJkyczfPjwgn+xAYUNCqneuBBxbALj49guttrd/9K2sGwLK7BQto8dAycoxcTjuCUR/CBJRJVgRcD3kygrQlkkhmvFIN0CjMKxDL7K7xcfmQMJpedaTSQSYTDYvHkzy5YtA8gKwsXWd7KYPxeF0p9Lnfd239v78qepqSk851esWEFTUxPRaDTrfC+2/vFS6iwtvqIPkVLnoiXBV+Rdd5Y151LollTf91m6dClr165l7NixTJgwYa8uoIo9+O7pCwStNWvWrGHp0qUdDuKVb91zLunUN6zGxgSgLBejDAoHrT1sB3TS4Ng2llIoAqyIvfs5Css2YFlgNGBjubtbdFAYLFAeFhaKwl/oRqNRhgwZwpAhQ1J7lhEM6urqWLZs2R6nUxKF19+Db77ONcuyqKiooKKigpEjRwKp39npILxr1y7WrFmD53lZlRCVlZU9VgmR7rrR3z9vEnyFEIUmwVfkTU+UNedSqOCbWc5bWlrK0UcfTXl5+V6vr9hLnaH9lre6ujoWLFiA7/tMmzYtHJ21O3RHi68hIAg0ylJYtoNlfIIAbBvwNL7WoHfPWBAYAhPgokCBUj4acHwn9R4bcCwLAg0EKEBZFsZY+EH3f/GRKxhkTi+zffv2rOmUMlvJYrFYt21nfwyA0D/3u9CjWTuO06ZEOrMSYtOmTSxZsgSlVHjOp8/77iiRTv8uk+CrC/7lqQRf0R0UBpXHaxQlTb55I8FX5EVPlTXnUoiW1ObmZmpra6mvr2fSpEmMGDFin/ev2Ft8c21fZmv3uHHjGD9+fFGVC+aLjYUxoBQofGzLwvgQ6NTcvKDRyqDwidhOavRm2wKjcF1n988OJkhi7+5zbmtr95pBobCVQtl7fv+743OUazql5ubmMBisWrWKxsbGbisXLebPRaH0x31O6+7+rUopYrEYsVgs7KKitaa5uZm6ujrq6+tZuXJlVol0+lZRUZH3weI628e5r+vOPr5CiP5Jgq/YJz1d1pxLPltSM+eiHTFiBIcddlje5qLtbcF3y5Yt1NbWUlJSss+t3fu6XVDoPr4ugQlQ2sb3fOyIi6U0BjtVvuw7WNpgWy7G8rAsBSpVruhYFiZQWJbCsjX4NtFIlIjrYLYrNHp3GXTxtu4opSgrK6OsrIzhw4cDqS890gNnZZaLpkfUTYdhGThm7/T3Uuee3m/LsigvL6e8vDyrRDp9ztfX17Nu3ToSiUTOEul9CWzpv1fS4lv4Uud4PF7wgReFSJWD5Xl9Ii8k+Iq9Uixlzbmk+6bu68XU9u3bqa2txbIsZsyYwYABA/K3kXTv6NN7Ix184/E4ixYtYtu2bUyaNIn99tuvR9/n7gm+Ntr3sJRNoJIYbUBbGMvGdWOpFlylUEoTYLA1WI5NYDxQDkHCoKM+gW929+JV+AmNSwSNj2NZJH1FZ6/xiuELEsdxOpxOad26dTQ0NOA4TpuBs2Q6pT3r78G3GENf63Mecg8WZ4yhoqIiPN/To0h39r2U4JvSHcG3ublZWnxFwcmozsVLrkZElxVTWXMumcFob7YrkUiwaNEitmzZwsSJExk9enRB/hh31+jT+2LLli28/fbbDB48mLlz5xb9lCD54hIBH2ytMcrGQeED6ADXdYn7SWxSJcsKjyBeCq5JDXqlQWkbVBLbOFiWTWACbNcQno3aYHr5X7K9mU4pHQw6M4hQMf1O6U79cb9701Q+rQeLM8ZkjSK9atUqmpqacF23zZRK7X0BlN7/3nIMCkVrXfCuM/F4XIKvEP2YBF/RacVY1pxLOqR29dtjY0w4SnE66BVyMJ9ibvFtaGggHo+zadMmDjvssPAirxikW6IL+aWBhYtSgLKxbZ/AGGzbxZDEIoLtBPhJhWPZWEoTcSLoIIkXaKKuJjAKbcAohe0o8AIMFgYHG0hN82uwivDzsy86mk6prq4uaxChjqZTKvYvhAqhP+5zWjGUOu8tpVRYIj1ixAgg1Vc1s0R6w4YNYYlt6/m001+A9tb9z6fu6OPb3Nyc1YIvREHIdEZFS4Kv2KN0WfPGjRupqKggEokUbeiF7ODbWZmjFHdX0CvGPr5BELB8+XJWrVqFbdsceOCBRRV6oXtaxBSGMjeKCQKIKpS2MEajlE4FViwCz8OJWmhcDOBrkypd1hBoDdrHVhbaS31JFAQBDgZwQBtsZTrVb6dYP2ed1dnplEpKSsJAkP5yrT/p76XOfWm/bdtmwIABWd1jMkukt27dyvLly8MS6fQXrC0tLcRisT51LLqiu/r4SouvEP2XBF/Rocyy5vfff5+pU6d265QmeyN90dCZ4Ot5HkuXLmXdunXdPkpxsZU6b9++nQULFuC6LkcddRTvv/9+Ufc5K+Sx02iMlRrF2VUWFuAFBmNbaFIzE5nAxmgIjAZjsAgwnoNvPAwRlHaxHIXnKYLAYJKGAE2UKMY3qIiNbfW/C9yOplOqq6tj27ZtNDU1sWjRIjZs2NBj0yl1t74W/rqiWPv45lOuEun0yOnbtm3DGMM///nPrD7y6Vu+BlQsdjKPr+gzpMW3aEnwFTnlKmsutqDWns4MfmSMYePGjSxevJjy8nJmz55NWVlZd20iUDwtvslkkkWLFrF582YOOOAARo8eHfY3K4bta617Wnwh4jr4XkCEVHWDCTzQChyFMQHKKCxsNKn+u4mWAMdVqMDFiWh8X+MlDVbUEI3YeL5HBAuNh1GgjMYUZ6V7t2s9ndIbb7xBTU0NrutSV1fX7dMp9YT+Hnz7275njpwei8VoaGjgyCOPpLGxsU0f+cwS6crKSsrLy/vkFwXSx1f0Gan+TPldn8gLCb4iS0ejNedzmqBC2tO2NjU1UVtbS2NjIwceeCDDhg3rkYuunj6exhg2bNjAokWLqK6ubtOnuViDb1ph+/hqYiUlJJp8lImm7tEGpQ1GBdiuQxBL4GkL02LjRzR4LlaZj/YCjIHATVLulKO1oinRRCQawSNONdU4nqIl8FGmf13sd5ZSimg0Sk1NTZvplOrq6ti1axerV6/G9/0+NZ1Sb93ufdWbBrcqhPSXy7Ztt+kjn0wmwxLpbdu2sWLFCoIgoKKiIisM9+bzPq27+vjKdEZC9F8SfEVoT6M193RQ64pcA0cFQcCKFStYuXIl++23H1OnTu3RErKeDJZNTU0sWLCApqYmDjnkkHBU3kzFGny7YzqjCDZK+6nRlwMFSuG6FsaysBzQzeA6EZRyMGUW+B5YAU2JetygBMdyQfu0xBsxOkIs4qb6BZOkkoEYNFEnSjJR36ntKcb3odBaX8R3NJ1SXV1dr59OqT++x2n9scU3U0fBPxKJMHjwYAYPHgykjlVLS0u704hlTqvU20qkpY+v6CtkOqPiVfxXA6LgOjtac28Kvq3Lsrdu3UptbS2RSIQjjzySqqqqHty6lJ4IllprVq5cyYoVKxg5ciTTpk1rNxQUc/At9HZFsCmLVtKwfRNOUIG2mrEAFWgMEHENjX4c14lhjI/n+yjbUB6pwiQtktojEonh4OL7Hr4O0J5CY1E1pAJH2SR1QMTqG2W6+daZ9zfXdEpBEOQsFd2b6ZS6W38Of/2hj29HuhL4lFKUlpZSWlrKsGHDwuc3NjZSV1cXzi+c7svaukS6mLsGdFcfX2nxFaL/kuDbj3VU1pxLbwu+Wmvi8TgLFy5k+/btHHDAAYwaNapoLi67+3ju3LmTBQsWoJRixowZWSOO5lLMwbcbXgUdBJTHYkTsCL4JsJUNKqDFb8FYFm4APnE8LwHJCK5r4wWaiOMQM1GCIMBoB9d20PEWlPKIUYrj2KmRnwOPaCfGaiqW87U3yFUq2tF0Sukg3Ho6pZ7Qn4Nvfy913tfAZ1lWeB6npQeMq6+vZ8eOHaxatSqra0D6/C+WEun0FHWFDuYyuJXoFppOzdrQpfWJvJDg20/tqaw5l94UfAE2bNjA+vXrqampYe7cuUSj0Z7epCzdFSw9z2Px4sVs3LiRCRMmMHbs2E5dZBVr8E0r5LbZaJKJFmzHAWVhOanpiTAOUTuKpRS+Urg6gVKllAwspamlkSAZ4DuggyTGt1F26sslP/DwvAQxLFwNTuATs12C4m186XH5uhjf03RKW7ZsaTOdUk8NIFQMAaQn9OfQD4XZ/9YDxqW7BqRbhdevX8/ixYuzQnNPfgmUeS1SKOky8e4eyFIIUTwk+PYznS1rzqW3BN9du3aRTCbZsmUL06ZNC//wF5tCB0tjDJs2bWLhwoVUVlYye/bsLpV4FWvw7Y4+vhYunu8TtaLYymAbhdGp+au1MmBZ+H6AY8coiSawmhWlRImVlpD0EuBYOG4MTQJbxYjoCM1Jj1KqiEajKM/BNmAikny7W2emU1qxYgVa66z+klVVVQX98qwYP2vdRUqdC1/im9k1oHWJdLplOP0lUCwWywrC3TF6evraQvr4ir5A+vgWLwm+/URXy5pzKfbgm0wmWbJkCRs3bsR1XSZPnly0oRdSFyLpb7nzrbm5mdraWurr6znwwAMZPnx4l1sUijn4Fnq7bBVFexo7pjAJl4RVT0m0bPcozBZ+kEgtQ0BgAhQ+0WgEFNiWhW25KGWhLRuSNraBZNInRhSDxrYMaAN2/23l6kh3n3e5WsfSc6x213RK/bnVsz/vO3RP8M2lvRLphoYG6uvrc46enr6Vlpbm9T3rruArfXxFt5B5fIuWBN9+YG/KmnMp1uCbnpZn8eLFVFVVMXv2bN5+++2e3qw9KsS8yFprVq9ezbJlyxg+fDiHHnroXpetFWvwTSvktjm2gxd4aGxUiU8UFx0EBIGPSmqsEgfP0lhJUCUWlrFAqdSUR8oHy0EpML6H7UZRdkB0gMLZqjAGlAWgUG7nPk/F/D4USk8Gocw5VjsznVJmX+G97TPZn8Nff+/jW0wt3q7rMnDgQAYOHAhkj55eX18f/q1N95PPvO1LRUQ6/BfyPEiXOkuLrxD9lwTfPixd1hwEQV7+qBRj8G1oaKC2tpaWlhYOOuggampqUEoVfWiD3FMu7Yu6ujoWLFhAEARMnz49vHDZW8V6DLvjAtlSgNJYGLQ2GAWO56BdH6MsHGXhmySWiuAbUA4Yo1HGQWPj+0lsL4YVs0nqJFbCJlYSQ9G8+yIXNIaIJb+Ce4v2plNK95lsPa1MZhjuzHRK/Tn49ud9h+IO/rlGT8/sJ19fX8+KFStoamrap4qI7pjDN5FIoLWWPr6i8KTFt2jJVVcflI+y5lyKKfj6vs/y5ctZvXo1o0ePZvr06VkXl8W0re3JV7D0fZ+lS5eydu1axo8fz/jx4/NyAVHswbegfXwtC2UCAq0JbI1jbAwBloEADdpGo1DGRwUGFVFgDJZRYFkYNMYzWJaDUga9u0TaRqUGe9z95YwVKc6L3Z5WjOdda7n6TKanU8ocQCiRSHR6OqViDT+FJsG3Z0qd91aufvK+74dBeNeuXaxZswbP88JzP31r79zvrqmMAGnxFaIfk+Dbx+SrrDkXy7IK1ie1K7Zs2UJtbS2xWIxZs2ZRUVHRZpneEHzzUeqcPhYlJSUcffTRlJeX52nrijv4pqe+KBRjWWjfELUcLN9gOQrc1PvllBpIGBzHYDsWfpPCtz1c30U7BiwgMCjbYO1uLTYmQBuNg8JAKiBjYTl7bg3pz4Ggt8mcTimts9MpFeNnrbsUU6lvT+htwTcXx3HalEinz/36+no2bdrE0qVLAaioqMiaUikajXZr8JU+vqLgjErd8rk+kRcSfPuIfJc159LTwbelpYWFCxeyc+dOJk2axMiRI9vdx3yXERfCvgTL9PzEO3bs2OOx6IntKyStNVpr6urqWLZsWUFG3I24Nk0tzSjbxuBhTASlFdoOIAh2B9eAwAuwjMagUa4BBUqDwUVHDX7cwy2NYSJgNBgsdOChLIUXBJS7xTXFVjHpK4G/vemU0q3C6ZF0I5EIQRCwbt26HptOqacUc6lvd+iLwV8pRSwWIxaLMXToUCD1PmcOGrdy5cqwRDoWixEEATt37qSioqJT3QO6Kh6P47puQdYtRBYpdS5a8unv5QpV1pyLZVl4npf39e6J1ppVq1axfPlyhg0bxty5c/c4YFMhBo7Kt71plTbGsGbNGpYuXcqQIUOYM2dOwaZYKcbgu2PHDt577z0AIpEIvu+HF0+xWCxsbdvX4BCLOjRjAEUikcCKOuAHWG6A5UVQtsFTBjvp4jlJbGOjTYB2ApzAAeWDr1DYJJM+BOnRSg0EYCyDCTyiMZnOqL/JLBNN8zyPtWvXsn79+h6bTqknSamzLvh0QcXAsizKy8spLy9nxIgRwH8HjduwYQNNTU3U1tZmdQ/ILJHe1y8H0vN19+dzTYj+ToJvL1bIsuZceqJ8eMeOHdTW1gJwxBFHhAPL7ElvKHXuarBsaGjg/fffJ5lMMnXqVAYPHlzArSuu4Ov7PosXL2bDhg2MHj2alStXEovFOPDAA8PHc83Dmg4M6fDQ2RGuIzGXJB4RS6Ejipgdw7M8jLFAG6xSC0e7GEdhOy6uE8EKSM33mzQQVajAwrEcEnYCu9khYfuAwQrAKB/tB9jRzl3IFcv70F362/66rktFRQWxWIypU6eG0ymlW4VzTadUVVVFeXl5nwhMxpg+sR97S2uN67o9vRk9Ij1oXCKRIB6PM3369KwS6c2bN7Ns2TKMMVlfBKVHke7KNY+M6Cy6jd59y+f6RF5I8O2FuqOsOZfuLHVOJpMsXryYTZs2sf/++zNmzJgufdvbl0qdgyBg2bJlrF69mjFjxrD//vt3y0VisQTfLVu2sGDBAsrLy5k9ezbGGFatWpW1bbn6l6WDQ7okOv1tfzo0VFVVtTvQSjQaQ6MJAo3SqZnorYiFpxNEoyX4no+xwHUdPOVjAo3ybVTUQkUMRlv42uCWGCwFnvaxS8Dg40ZtTAL8ZEBJpfQ1a09/a5XJPJ8zp1Nq3TLW0XRKVVVVxGKxXnfspMW39/fx3VeZx6B19wBjTNYo0qtWraKpqQnXddtMqdRRGbMEXyGEBN9epDvLmnPpjlZUYwzr1q1jyZIlVFdXM2fOnL36Q9VXSp23bdvGggULiEQi7Q7kVSg9HXwTiQQLFy5k27ZtHHjggWE/5ubm5j0ObpUrOHieF7YKb9myhWXLlgG0aRV2XRcTaAwGzw9w7Giqf03cYGydGok5aTCuormpiR0NOxg5fD+CwKACjaMsjDbYkQDjWyhHES2xiFsKFxutA4y2wGgqqmPdcShFL7Cn8NeZ6ZQWLlyI4zhZrWKdnU6pJ0kf377Xx7erOir3Vkq1KZEOgoCGhoas+YXj8TilpaVZA2dllking29/PtdEN+nhPr4vvfQS/+///T/+85//sHHjRh5//HFOP/308PH2PgPf+ta3+N///V8Axo4dy+rVq7Mev/322/nSl74U/v/dd9/lyiuv5I033mDIkCF87nOf4/rrr896zm9/+1u++tWvsmrVKiZOnMidd97JySef3LUdyqPi/msoQt1d1pxLoYNvfX09tbW1xONxpkyZEg6IsTd6e4tvIpFg0aJFbN26lQMOOIBRo0Z1+/vdU8fQGMOGDRtYtGgRAwcOZO7cuXnp2+i6LoMGDWLQoEHh6zQ2NoZhePPmzbS0tFBaWkpzfRNRHIzxsZVLYDTKMezavIMN/iYaqSNOIxAFkjSta2LSsAPxnASmKYaPh+2A8ix8PGLREjAOBohFS1Da4Nd5lJXtOfj2x4u0Yv/SqhC62urZ1emUMluFS0tLi+q8khbf/h38oevz+Nq2zYABAxgwYEB4XzKZDH+fb926lRUrVnDHHXewc+dODjvsMFzXDf/u7ul433777fzhD39g0aJF4awJd955J5MmTQqXOfbYY3nxxReznnfZZZdx3333hf9fs2YNV1xxBc8//zzl5eWcf/753H777VlfRr3wwgtce+21LFiwgFGjRnHTTTdxwQUXdPpYCNFaU1MThx12GBdddBEf/ehH2zy+cePGrP//9a9/5eKLL+ZjH/tY1v1f//rXufTSS8P/Zza+1NfXc8IJJ/DBD36Q++67j/fee4+LLrqIAQMG8JnPfAaAV199lU996lPcfvvtnHrqqfzyl7/k9NNP58033+SQQw7J5y53mgTfIpdZ1pz+Zd1TfyALFXwz56EdM2YMEyZM2OcWit7ax9cYw/r161m8eDEDBw5kzpw5xGI90yrYEy2+zc3NLFiwgMbGRg455BBqampybhfsezhSSrWZizKZTFJXV4dOPIfGx0sE0KTYsX0ta1mNwaeCcmwUZVSgUdQTZydbWLTJZ8KYibilNsZoIMDEAlylMEkfpcDCoBRoDzydpHyQlN2JlHyEv72dTqmqqqpH+5j29xZPKXXOzzGIRCIMHjw4HP/CGMPAgQOZP38+b7zxBv/4xz/YvHkzNTU1zJw5kyOPPJKZM2cyc+bMNuOHvPjii1x55ZXMmDED3/f5yle+wgknnEBtbS1lZWXhcpdeeilf//rXw/9nTpUUBAGnnHIKw4YN49VXX2Xjxo18+tOfxnVdbrvtNgBWrlzJKaecwuWXX86jjz7Kc889xyWXXMLw4cM58cQT9+l4iJ6jUKg8TkGk6Nq6TjrpJE466aR2H09/WZr25JNPctxxxzF+/Pis+ysqKtosm/boo4+STCZ58MEHiUQiHHzwwbz99tt85zvfCYPvPffcw//8z/+Erci33norf//73/nBD36Q9QVRd5LgW6RylTX3ZOiF1EVVPsOkMYbNmzezcOFCSktL8zoPbW8sdW5sbGTBggW0tLTsc4t3PnRn8DXGsHr1apYuXcrw4cOZOnVquxfi+Qq+uUQiEYYMGUJpRZTKxhi262GrCOtZyljGEyGG5Spcy0U5Cj/hMSo6HD+ped97H3s1jBk6Hl8HJOIJyivLUY6FY4FOemg02kDq+s7CivbvVp729NcWwELs856mU0pXOqT7v+cqES20/vp+p0nwLczI1kopDjnkEA455BCuuOIKHnjgAZ588kluu+02Xn/9df71r3/x8MMPs2LFCg444AC++tWvcu655wLw9NNPZ63r4YcfZujQofznP//hmGOOCe8vLS1tNxg888wz1NbW8uyzz1JTU8PUqVO59dZbueGGG7jllluIRCLcd999jBs3jrvuuguAyZMn8/LLL3P33XdL8O3NClTqXF9fn3V3NBrd54q4zZs389RTT/HII4+0eeyOO+7g1ltvZfTo0Zx99tlcc801YcPUa6+9xjHHHJM1aOiJJ57InXfeyc6dO6murua1117j2muvzVrniSeeyBNPPLFP27wvJPgWoWIoa84ln62ozc3N1NbWUl9fz6RJkxgxYkRe91Ep1aNzDndGOlhqrVmxYgUrVqxg1KhRTJ8+vSj65HVX8E2PVu15HtOmTQtLkfekkNsWJHwiuLiuxfZta5jEOIaNHYGlHHydQAU2XovHTnyMsrEjEcZ746muLEejsByHirIIESvKlvpNDCsfRkNdCwCW0VjKRqFxvZ5/n0Vx6K4vmdqbTikdhLdu3cry5cvbjKJbyOmU+nupb38P/tA94b+lpYWKigpmzZrFrFmzwvu3bdvG66+/zn777dfuc+vq6gDCARTTHn30UX7xi18wbNgwTjvtNL761a+Grb6vvfYaU6ZMyapcOvHEE7niiitYsGABhx9+OK+99hof/OAHs9Z54okn8oUvfGFfd1f0QaNGjcr6/80338wtt9yyT+t85JFHqKioaFMSffXVVzNt2jQGDhzIq6++ype//GU2btzId77zHQA2bdrEuHHjsp6TPtc3bdpEdXU1mzZtalO5V1NTw6ZNm/Zpm/eFXHUVkWIqa84lH30+tdasXLmSFStWMGLECA499NBOTzHTFb2hxVcphed5vPLKK1iWxZFHHplVotjTCh18tdYsX76clStXdmm06kK2+KZ5iYCIckkmkiQJGDOuBsu2UEZhOw5oRcwpYUilRVNjE0bHaGly8DxNaQwCPyDwIGE3UxErIxEkKYlGqI/vROsEjuMSdQzx5kSntqfYz2Wx73oy/Liu26ZENHM6pfRc2dFoNCsI52s6pf4e/KTFN1UWXOhy+3g8nnOwzMGDB3c42I7Wmi984QvMnj07q1/i2WefzZgxYxgxYgTvvvsuN9xwA4sXL+YPf/gDQLsX/enHOlqmvr5eRqHuzQrU4rt27VoqKyvDu/PxZeSDDz7IOeec06ZbXWZLbfpa/bLLLuP222/v1XPKS/AtApllzekL3GILvbDvLb7bt2+ntrYWy7KYMWNG1qAU+VbsfXyTySSrVq0ikUgwduzYLk/X1B0KGXx37tzJggULUEp1OfB3x+eiuaWJCqeKQCcpwQYbLNvG+BBoD1u5YAzGgrLKCrxGj5jSOI4hFlNoy4JGG183oX2F7zVia4VHAgKNhcJ1bJp2NRZ8X3qrYvv9V2jFFP7am04pPYJuvqdTkj6+Eny74xg0Nzdn9cHtrCuvvJL333+fl19+Oev+dD9GgClTpjB8+HCOP/54li9fzoQJE/Z5e4VoLT1ieb7Mnz+fxYsX89hjj+1x2SOPPBLf91m1ahWTJk1i2LBhbN68OWuZ9P/T5f/tLdNe94DuIMG3h7Uuay7GwJu2t3180yMUb9myhYkTJzJ69OiC/4Er1uBrjGHjxo0sWrSI0tJSIpFIm1KRYlGI4JseyGzdunVMmDCBsWPH7vW5UMhW0KROYJXYBCh0ApQiNWCVVtiOCwYMGktZGAyW4xCNRHHcEpSxiNkOKuoSlChsZeG1aLTR0JAg0AG+bgHfYumipSxdun9WaGitWH8fFFJ/beEu5vc611zZmdMprV27dq+nU+rvpc4SfAvTx7e19lp8O3LVVVfx5z//mZdeeqnDUmhIBQOAZcuWMWHCBIYNG8brr7+etUxng0FlZaW09vZmPTydUWc98MADTJ8+ncMOO2yPy7799ttYlhWOPzNr1ixuvPFGPM8LqzX+/ve/M2nSpHCwuFmzZvHcc89lle7//e9/z+pq0N0k+PYQYwyJRCIcwr+YA29aV8OkMYY1a9awdOlSBg8ezNy5c7tthOKenoM2l8x+zZMnTyYWi/H222/39Ga1K9/HcOvWrSxYsCCcGiJzZMyublehKSxc28I3CgMoA1gaLBfw0L5B6d3dE3ZPeYRtkfTjRK0IgdK4ERcs0AE4toWnLJL4uKUxIkGMMsqwvRhaa1avXk1TUxORSCRrTuHunLdZ9KxiavHtjK5Mp1ReXp41t2rr6ZR6277nmwTf7mvxbT16c3uMMXzuc5/j8ccf54UXXujUF9Tpv+fDhw8HUhf93/zmN9myZUsYFv7+979TWVnJQQcdFC7zl7/8JWs9PR0MRB70cPBtbGxk2bJl4f9XrlzJ22+/zcCBAxk9ejSQGijrt7/9bTiwWqbXXnuNf/3rXxx33HFUVFTw2muvcc0113DuueeGn6Gzzz6br33ta1x88cXccMMNvP/++9xzzz3cfffd4Xo+//nPM2/ePO666y5OOeUUfv3rX/Pvf/+bn/zkJ3txEPJDgm83yyxrXrx4MUEQcNBBB/WKP/pdCb51dXUsWLAA3/c57LDDwhFFu0sxtfhqrVm1ahXLly9nxIgR4XyCdXV1RbONueQr+CaTybDFPx9zEndHH9+AJI5rowKFJsCgMcZgdAIrYlDGRmFh7BacwMKyVSrkegZtAmwdRVm7/1ZpjVI2WAYLBToBdglOiYvSKpwX0vd9GhoaqKurY8eOHaxcuRKtNaWlpWit2bp1K5WVlb26b01X9IbfiflUbF/U7Y32plNKB+GNGzeyZMkSLMvKCsL9vcW3vwd/6Po8vnujKy2+V155Jb/85S958sknqaioCPvkVlVVUVJSwvLly/nlL3/JySefzKBBg3j33Xe55pprOOaYYzj00EMBOOGEEzjooIM477zz+Na3vsWmTZu46aabuPLKK8Pf45dffjk/+MEPuP7667nooov4xz/+wW9+8xueeuqpwhwE0S/8+9//5rjjjgv/n+6ve/755/Pwww8D8Otf/xpjDJ/61KfaPD8ajfLrX/+aW265hUQiwbhx47jmmmuy+v1WVVXxzDPPcOWVVzJ9+nQGDx7M//3f/2V1ATj66KP55S9/yU033cRXvvIVJk6cyBNPPNFjc/iCBN9ulWu0Zt/3e80fvM6ESc/zwlLWcePGMX78+IKXL+VSLMF3165dLFiwAGMMRxxxRNa3zcU+ANe+Bl9jDJs2bWLhwoUMGDAgb3MSd0fwTeJhMGg/9Vl1LRtLOxjbgAqwLPBNAAq0AteyiEVddmyvR1OOzX9DL76FVgZtx7FRKByUUkTcCEr/91ew4zhUV1eH54gxhpaWFrZs2RIOCNfU1EQsFgvDRXdPO9NdivlzUSh9NfxEo1GGDh0atni1N53SkiVL2LZtW49Mp9TTpMW3+0Z17mzwvffeewE49thjs+5/6KGHuOCCC4hEIjz77LN897vfpampiVGjRvGxj32Mm266KVzWtm3+/Oc/c8UVVzBr1izKyso4//zzs+b9HTduHE899RTXXHMN99xzD/vttx/333+/TGXU2+ndFwf5XF8XHHvssXv8O/qZz3wmK6RmmjZtGv/85z/3+DqHHnoo8+fP73CZs846i7POOmuP6+ouEny7QXujNdu2XfRT7mRKB7VcF2jpvquLFy+mvLyc2bNn73Upaz7kYwTqfeH7PkuWLAn7so4bN67NH/ViLMfOtC/bF4/HWbBgAXV1dUyePJlhw4b1qot6hSIIfIxvAA3aRtkGo8F4KtXpVwUo30qFWWWhYg4+SZQ2KAMmCFA2OMYlGfjggtodiY0G27ZIxJva3walKC0tZciQIaxatSocWKK+vp66ujq2bdvGihUr0FqHYSFdIl2IkdJFYfXV4NtarumU/vnPf1JTU4MxJms6pcxW4b5c7SDBt/j6+O7pb9+oUaN48cUX97ieMWPGtCllbu3YY4/lrbfe6tR2CSH2jQTfAkqXNfu+H4awzL68eztYVE9J/2Fu/QeqqamJ2tpaGhsbOfDAA4si5PRka+rmzZupra2lrKyswy8AiqVVuj17E3yNMaxdu5YlS5YwdOhQ5syZk/cQ1h0tvhZgAo0f9wnwiTc2U7d9F81eHIOHItX3d3D1YEoGVWCUwXUjKBRYHsqNEXgaMDglFommAIPBxkYbg4MiDhjf79J25RpgqKmpKQzDy5Yto7m5mZKSkjatwj39meyq/8/em8fXcdb3/u/nmZmzavUS7/Iir1lsJ87m2ClQUpJAe0uhcAvclhZaSn60ZSmF2xJaKLcNpaVAS9tcblvavkouF16vlrZAS0OAssSBhCTE2ixbkiUvkmxZu842M8/z++N4JufIsq1lzjkjnfPO67xiSUejZ+bM8nye7/JZbuMNgmrcZ8ifx42NjUXndaGdkpftUCo7pUpT7V2tIdxdnWvUWDji8ivI7dUIgprwLRHz6dYcduEzm9nC13Vdent76evrY/PmzRw8eLDkPnzzpRLHNpPJ0NHRwdjYGHv37mXjxo3XnMh6wjKskZ6FCt/p6Wna29vJZDIcPHjQ9wQtxbhKiVKKDFmGpi4wzihppkkMxUmTAgRRIjg4uEDfWD96TLKjaRt1l+25zGgUkdVYhoWjXJSjEIYmk5lBoBCugxYKbWpcZ2kZH0II6urqqKur821nbNv2BcOFCxf8Bhezo8JhuVZr5Alz9kepmX0PXIidUn19fVFkeDF2SpXEewZUu/ANW41vjRpLQaj8K8jt1QiGmvANmKulNc/Fckx1BvxGO551xUJ9WMtBOVOdtdb09/dz8uRJ1q1bx7333juvKGfYJ2fzFb5KKb8GdfPmzRw6dOi69iVBUIpFg6f/9hme+X/PcJ4zZEhjILCwyJAmikkGBwNQgMIlgkCh6Bk/wabUVhQuQiqMaATbcRERiXJdDCWQOQOFAmEgpYFA42SuH/Fd6P5ZlsWaNWv8hQetNdPT035U2KupTCQSRVHh2Z12K0k1isCwLoCVg/kIv7myHdLptC+G57JTamxspL6+viz3o8VSmA1WzZSrxrcW8a1Ro7oJ79NgmXG9tOa5WG4RX29f2traGBsbC6RDb6koV6rz5OQk7e3t2LbNbbfdxurVq+f9u1dLHQ8L8xG+ExMTtLW1obXmjjvuoOly1LPU44LgxVHnv3fy9T/+OpGGCAJIEGOaKWLEsC5HeR2yKCI4uEgUGoFLjigxzufOUEcjKIE0BMpwMLHAdNF2XiqDxDQj4Gi06+KW4RwVQvg1lZs2bQLynba9qPDQ0FBRp93CqHAlBUMY7yulpJqF72K6Ons18IlEoshOaWpqyl/kma+dUiXx5gDVHvEtx3NwIc2tatRYEsvEx7caqQnfAJhPWvNcLKeIr1KKgYEB/+t777031I1GSr2o4DgOp06dYmBggG3bttHa2rrgh3Y5alWXwrWEr+u6nDx5koGBAXbs2MGOHTuW/cTtiT//OvGmKFYugsTAJYcAHFwUDvVGgnWNa4hZdUQSBkpqpiYmkCZMD6U5x3kyzJBLp1DROMKQSDQIiZQSyxRE0GjlghQIYaDSlbn+I5EIa9eu9W3GlFJF/quDg4NkMhlfMHhiOB6Ph0YwrESq9dgGJfoNw6CpqaloAS6TyfhR4avZKVUy9d+7xy73++dSKXXE18sQqGTTzRo1alSemvBdAgtJa56L5RLx9Sx5vAfT7t27Qy16obSpzhcvXqSjo4NoNMrhw4eLupMuhOUqfC9dukR7ezuWZS1p/0sxtsWitWZ6cJJEJInhSiSCCAmmmGCnuZvdu3aT01lcxyVmxnGli+s4xJvrEAia4uuY7JsizTTZlINrKpRwERi40sk3gTYNFJqoZaGFjXY0ygnHZ18oBDw8/9WJiQnOnz9PV1fXFWmkDQ0NJYnShPWaKCXVHPEt5b7HYjFisViRndLVUv8LxXC57JRqqc4vZszVanxrrBhqEd/QUhO+i2Axac1zIaUMdcQ3l8vR3d3N4OAgO3bsYPv27XzrW99aFmK9FKnO2WyWzs5ORkZGAknzLkx1DiOzxaVt25w4cYLBwUF2795NS0vLipmsnW87hz1po9cqXMumjhigSFBHU3MShcJAoI3L16zUCGFgKHBzLkJAlAiaGI6bJS1SGMJCOoKc0IDAMCwUKt/52VFIpUDN7/qvhBCcy391amrKF8Nnz57Ftm3q6uqKxPByay4UFqpR7HuUs7lT4SLP5s2bgfyzzosKl9tOyUvzruZrplzp3rUa3xo1atSE7wIpTGv2HtaLfWCF1c5Ia8358+c5ceIEDQ0NHDlyxH9YLJcodZDj1Fpz9uxZTpw4wZo1azh69CixWGzJ211OEd+hoSE6Ozupr6/n6NGjFV81Dzrim7uYBSGwTAvLspC4aNJowJJRQONq5XcedZWLdjW5XJaoioLQJOoSuNMZVq1qJpvLorQD0QRCgaPtywZIGhQICVJIZJAG9yVGSumnPEP+vC2MCnvNhSzLKqoTrq+vX1RUuNqEQC3iW7l9j0QiVzSEK7QJK6WdUs3DtzzC10t1rvSzq0aVoEX+FeT2agRCTfjOk7nSmpd6kw6jiPQsaVKpFDfeeCPr1q0rmpCEccxzEVSqs3c80uk0+/fv96NfQeAd17AeTyEEruvy3HPPMTo6yr59+9iwYUMoJudBC9/RM5eQpkBKEAhcXCxMNDbSzGKKDFZEk8naSGETMyNkcTAckCagBaaV9+0TUtIYaWR8ZhTXtFHY4IIRNXBxUdpFyvz4zXncQsJwvOdCCOGnka5btw54sbnQxMQE4+PjDAwMYNs29fX1V0SFr0VYF4NKTVg/61ISRku3uWzCCu2UxsbGrrBT8s7vhWY81KyMXnwGlrK5VTabRSlVq/GtUR5qwje01ITvdQgqrXkuwtTcynVdTp06RX9/Py0tLVe1pFkuwnepqc6FHsXXOh5LJWgBFxRaay5dukQ6naapqYmjR4+Gvq57KYwNjBGxTJRw0Tgo8teliaQ+kcCKGAghkcLE0TlMw0C5ikgC1EwOIRKICOTIIRQYhiRan8BRNhEzwkw6gxmxcAGtFJgKSGNFV9bDbHZzIa01mUzGjwr39/czMzNDJBK5Iipc7ZP/sIm/crFcmjtdz05pYGCA6elpLMsqSpG+np3SYjparzRc1y15unc6nQaoRXxr1KhyasL3GgSZ1jwXnjir9ITnwoULdHR0EIvFuPvuu4sa3MxmuQnfxRxbr3lTOTyKy2W7tBBSqRRtbW1MTU0RiUQ4cOBApYd0BUE3L5scnCQSMzHQqKyLgXm5m7OLMjSucJFC4WoXDFBCodGYhiDelMRxssRlBIc0GDZZoTEMDTrfwZm4i2PbGCgcnaLOaEQLA4eVPeEVQhCPx4nH477ljOM4flR4dHSUvr4+lFJ+VLixsbHi98RKELb7QLnw9nu5fd6LsVPyFnoK7ZRqqc7l8/AFajW+NcpDrblVaKkJ3zkoRVrzXHjbdF23In6Z6XSazs5O35N38+bN1518hL0hl8diPHJzuRwnTpxgaGiIXbt20dLSUvKHcZgivkop+vv7OXXqFBs3bmT79u20t7dXelhlITU5gWWYCGHhGFkEAgODHFmiVgQpRd61VxpIFEILNPlIjasVhjJIJKIoHGLCRMQlrgOmYSBcScKJYMUNJBrTkmAIBBKX8F9LQWOaJs3NzTQ3NwMvRs68qHBvby9KKZ5//nmampp8MVyuLruVohrFPqysrsbXs1PyemcUNtiq9sZWUB7hm8lksCyrot7kNWrUqDy1O0ABpUxrngtPkJU7gqqU4vTp0/T09LB+/XruvfdeIpHIvH53uUR8F9I4ymvm1dXV5af1lisdKizHc3Jykra2NhzH4dChQ6xatYqxsbHQiPLZBN7canoaJRykjiC1QCLIX50aaRpoFGiNJt+YSriXa/OERGsXKUy4PB6VczGTAtdxicoILhorma8bVoBCgQDk/D/3sH4OQVAYOduwYQMA3/zmN9m+fTvZbJaRkRFfDBd6Cjc0NMz7vrUcqFbhu1wjvvPlenZKY2Nj5HI5nnrqqaKo8Epf6ClkIQvUiyWVStV8yGuUj1rEN7TUhO9lSp3WPBeVsLMZGxvzo3iewFkIYRFq12O+xzaVStHe3s709DQ33XTTFc28Sk2lI76u69LT08Pp06fZtm0bra2t/gSk0mO7FkF/RlopYvEIWjvkdA6ByAtUNIYwsHEwtYHWCsObjMp8La+bUrjCzXeAxsRxbKQjiVgWQktyzGApC20oBAqtXEChaxOwqyKE8KO8cGWX3VOnTvkTWU8Ie+9fzhPb5Tz2xbLShe9sZtspXbhwgb6+PlpbW5mcnOTChQucOnWqbHZKYcDrll9Kah2da5QTrQU6wIZUQW6r2ql64VuY1uyl25RrldVLoS5H6nBhGm9rayvbtm1b1H6uFOGrlKKvr4/e3l42btzIwYMHsSyrnEMEKisux8bGaGtrwzCMOWu7wyx8IdgoqGvnr33TkZcbT724wKpQCHV5AVdphM7/25D5rtfCyNsSKeVSTxLHtYkbcdysi3ZddBSYEaiIi4mJVuJy5FjUFnGvQaEQmqvLrm3bTExMFIkF4IqocCWu68UQ5mutlFSb8J2NUgrTNOdlpxSLxYqE8EppCleuGt8gbAhr1KixvKla4TtXWnM5oryzKbWQ9Dxou7u7aW5uXnIa73IRvteyCiqMet9+++1+rWElqMTxdByH7u5uzp07x86dO9m6deuck44wC9/Ar1MFUmgEGkuamMh8Yys0iMt/TwmEcblhmgRpSBytMCIWKqMwLImDi+3kcISD0AaudlCOQ8RKok0XA4l2HYTWSCGQ89iNahQE8znvLMu6QixMT0/7Ynh4eJh0Ok0ikSiKChc2FgoT1Zrq7HU1rsZ9h7lF37XslLymcKdPnw7ETikMlEv4hvXar7ECqdkZhZaqFL6VSGu+GqW0NJqamqK9vZ1MJsMtt9wSiAftchG+cGXHZNu26e7u5vz58+zYsYPt27dXfLW83OLS6+CdSCQ4cuTINTtchln4Bo3tOEjy54wUCpAYSGJYaHG5iZVrI6UBWiEwsUyDXEZhCLC1gxSSqBHBdR20ozCJQERhuBLXzKFchYlEGhJlqNqDLGCEENTX11NfX+9/L5fL+U2zhoaG6O7u9lNNC6PCYWh4U63Ct1r322O+Pr7XslOamJhYtJ1SGChHjW8t4lujRg2oMuFbybTmq1EKIek4DqdOnWJgYICtW7fS2toa2INvuQlfpRRaa4aHh+ns7KSuru66gq+clEtc5nI5Ojs7uXjxInv37mXTpk3XnWyGWfgWNi8LYtKsXBthRJCmBCUhX40L5G2LcPMRWkMKhDLyKcoatJHv7mzGDHA1kUiUqZlpVqu1mDGJFAaO7UDWQZgKhcp3g3ZAmIJax4qrE8TnGolEWLt2LWvXrgVebCzkieHBwUEymUyR3UxjY2PFmuBUowCcr/BbqSzWx3c+dkpnz54ll8tRV1fnL/LMtlMKA+Wq8Q3Lc79GFVBrbhVaqkL4hiWteS6CrPEtFHiJRIJ77rmHurq6QLbtsZyErxCCdDpNd3c34+Pj7Nu3jw0bNoTic/coR6r74OAgnZ2drFq1iqNHj8571Xu5CN8gyGlFXCu0VkihL3d1lrho8jJYgAXCyRf45nSWqIwQERE0CgMJStHYXE//+TMox8GMxci5DoYhsRIWihxRIriOg8wpHNMlpId3xVLYWGjLli0AZLNZXwifO3eOrq4uTNP0hYL3/1JHpKo18lmt++0RZJrvteyUJiYmrrBTKhTDlayFr9X41liR1LK6QsmKF75hSmueC8MwAhE+qVSKzs5OxsfH2bt3Lxs3bizJfpYyNTtIvMWO559/ng0bNizIsqmclFJcptNp2tvbmZqa4qabbvKjAmEYW9hQrsJRLnEziu0CaCIY2OQ7PguRl78IA5ccQup8wyuhkdJAuwoMl/r6JALI2TlAkXVnSFp1SC3QuDi4+XrGiASt51Xj61FNAqGc5100GuWGG24ospuZmpryxfDZs2exbbsoatbY2Bh4LWW1XGuzWWzEc6VQatF3PTuloaEhPxpaKTulctb41qhRo7pZscI3jGnNc7HUiF9hd+JyCDwpJbZtl2z7QTAxMUF7eztKKfbs2cO2bdsqPaSrIoQIPOKrtWZgYIDu7m42bNjAgQMHFrWaH3Q6cZAEHfF1czlEMgEugERwOTMEgasVQkqE1nnvXVsjkPlUaE0+dVlIkAKEoKmugdT0FOOXLrHmhjW4jgMRhSUkOi+lkQYIYcxr/GE79uWiUvstpfRTniF/jhVGhc+cOUNnZyeWZRXVCdfX1y8pKhzG66wcVOt+e5R7/2fbKUG+FMYTwoUd0uvr64uiwqWyUypHjW8mk6nZGdUoH+ryK8jt1QiEFSd8w5zWPBdLiaBeunSJjo4OpJTccccdRelNpSLMqc6Ftc3bt2/3ozRhJuio6vT0NG1tbWSzWW677TZWr169pLFBOCemgY9HuGAAhsJS+SRnyEdppc4LYK0UIBBa5lOiFQitcQVYQiBcjWEZRK0oa7asYvriDL2nTtKYXEXLni0YyshvJ2fjaie/bRG+xbgaxQgh/KjZunXrgBdrKScmJhgfH6e/v9/vsDs7KjxfwnidlYNq3W+PckQ7r0ckEqmonVI5anxTqVQt4lujRo2VJXy11ti2Hdq05rlYjJDMZrN0dXVx4cIFdu3aRUtLS9kenGEVvl634ng87tc2Dw8Phz59cHbn6cWilKK3t5fe3l5aWlrYtWvXklfQg46qBknQY1O2wlT5el4l8n67NlnyklcgFSAkrusgkViuRLkaJEhXoF2HmLDICHXZpshk1YYGNqw9xLPPvcDkpQkaVjUjUEhDEJWCVNZGO+G7lipNGM+32cyupdRak8lk/Khwf38/09PTRKPRK6LC17pXh/15VQpqza0qL3xns1A7pcKo8GJKAGoR3xorD3H5FeT2agTBihG+ruti23ao05rnYiHNrbTWnDlzhu7ubtasWcO9995b9mYNpUjNXQqZTIauri5GRkbYs2cPmzdv9h+6YRXphQRxPMfHx2lra0MIwV133eWnaAYxNginEPHGdO7cOVavXr3kejQtXBAKU0kkGhMXgQbcvPQV4GqF49hYhoXCRSsBlka6kCZDk06gRJasSiNRWERBwZobVjN4YZi6VfXoy/8ZUiIlIOb/2VdbZGw57asQgng8Tjwe92vpHcfxo8Kjo6P09fWhlPKFgicWvPTRMF5n5aBW46sq2lhqvizUTqlQDF9P1JbjGKRSKZqbm0v6N2rUqBF+VozwbW9vB2D37t3L6iE63+ZWExMTdHR0YNs2Bw4c8O05yk1QzbiWylyLALPrj5ZDc6aljNFxHE6ePMnZs2dL4kscRuHr1S/PzMwAMDo6Sn9/P0CRHU1jY+O8LbyUUkgNpmGgXAVaYmFhIMjg4BozmMLCMkFphSEFhgDX0AjAMA1sV+QbXLmXbYokCKEQOckNG9cwcmmY0UuXLgtmByRo18U0l8cCXY2FY5omzc3N/mRba00qlZozfbSxsZFMJkMmkwllBLCUVNuCzmyWa8T7WnZKExMTTE5OcubMGWzbJplMXtNOqRbxrbHiUCL/CnJ7NQJhxQhfKSWO4yy7B+j1opK2bfviZvv27ezYsaPkD4hrEYYo6tTUFO3t7WSz2WsuAoRhrNdjsanOIyMjtLe3E4vFOHz4cElqmcMmfGdmZmhrayOTyZBIJEilUtx0001EIhFmZmb8esuhoSEymQzJZJKmpiZfCF8tBc/O2QitEVLgSIW0NfJyZwoDQdK0kIYGYYCSCGwsI0Iuq8gYOZQGoRTClRhCoHIuQmlcR6EVaOViSok9lcHGwc5mQYNrZ0k2hD/SU27Ccr4FjRCCZDJJMplkw4YNQH7xyhMJIyMj9Pf309/fX7SI09DQEMqO9EGxXIVfUKykiPdcJQDZbPa6dkq2bZelq3NN+NaoUWPFCF/DMMhms5UexoK5Wqqz1pqhoSG6urqoq6vjyJEjJJPJCoywmEqKSdd16enp4fTp02zdupXW1tZrRvWWg/BdaMQ3l8vR1dXF8PAwe/bsYcuWLSWbNIVF+GqtOX36NKdOnWLTpk0cOnSIp59+2v95YT3apk2bgGJv1rNnz17RhbexsdGvt0yNziBcAwyFodx8RBcTm3wDKsdxiVomSmmEVmDIy1EqRTRigKNwhMSIKcAmHjHQdg7T1JiWRU66NDQ1k06nkEiQgKWIxq15RXxXyqR4oVTDfpumyerVq1m9ejUjIyO0tLSQTCZ9oXDq1ClSqRTxeLzo3E0mkyvm+Kwk4bcYVnKEv7Ax3Gw7JW/BZ3BwkEwmw/T0NFNTUyWzU6pFfGvUqAErTPiGXeTMxVxdnWdmZujo6GB6epo9e/awYcOG0EwMKiUmL126RHt7O5Zlcffdd9PQ0HDd3wlbPfJczPd4egshnZ2dNDY2cvTo0ZI/xMMgfL0u1blcjkOHDvn1Zdcb22xvVtd1fTExNjbG6dOnUUrR0NCAM5pFagCNEhpDGbgoRL7NM47rYKm8h68Q4rKHr0BLUCikkMQTJqYriEuTeNLCskwUGm3lxY0VAzvlEkEzNTWFcXkflLEyo5s1FoeU8oqmQrZt+yKh0GpmdlR4OdSJzkW1pzqvZOE7F4V2Sh7PPPOMXwt8NTulxsbGJWU+1Lo61ygn+WyvYLdXIxhWlPBdrC1QJSn0xXVdl97eXvr6+ti8eTMHDx4M3WSm3MK3MMK5e/duWlpa5j1JCqpjcimZT8Q3k8nQ0dHB+Pg4+/btY/369WWZKFZS+CqlOH36ND09PWzZsmXJXaoNw5iz3nJiYoK+gU6QiumZGSwM4jqZF62AROEoB0EEAThaY3iWvY5C4RIRJo7SYCmUUGgpMAwNriYqLbI6Q0QajLoOphEh5aSQroFCETdL44u5nAn7NVsqrrbflmUVWc0opfzU/snJSYaHh0mn0yQSiaKo8Ow6yrBSE77VJXyvRlNTk79Q6dkpeef47Hp4TwjX1dXN+9jVIr41atSAFSR8TdNclsLXE+wXL16ks7MT0zQD7cwbNOUSvlprzp8/T1dXF83NzYvqYL3cU50LG3jdcMMNHD16tKy1fpUSvlNTU7S1teE4DrfffvucnTiXOrbCesvoXngh/lUMQ2LKKNggLzv5giCdzZGIRZDSQGuNFgZKaKQh0a7GkAYZkcEUEXA0yrWRRt7KwHVclKlJWHGkNFCui4PCQJK1s6xbu27Rx6nGymK+AlBKSX19PfX19f73crmcn9o/NDREd3d3UR2lJxbm2/CtnFR7jW+1C3+40sd3rvIV27bn7JJeV1dXJIaj0eicx9NbHKpRozzU7IzCSviegotkuUZ8XddldHSUixcvsnv37pLWbAZBOcTkzMwM7e3tzMzMcPPNN7Nu3eLEwXJOdfYaOaXT6Yp28S5nZ2ylFH19ffT09LB161Z27tx51ShvkKJcSIESgmTcwnIdrIiJRiNQWEhcx8XFxc46ZHMOcWFiGRGU1mgh8o2qtIslTHI6i6sUAvKp0FohBMSMCJocWiiEBiEgPZNi861b5j3OaouEhvk+WAqWIoAikQhr16717xOFdZQTExN+HWVdXV2RGI7H4xU/ztUu/GoR3/kdA8uy5rRT8qLChXZKjY2NSCk5c+YM99xzDw0NDfNubvWhD32ID3/4w0Xf27NnD11dXUA+cvybv/mbfP7znyebzXL//ffzl3/5l0XzlIGBAR566CG++c1vUldXx5vf/GYeeeSRooWnb33rW7znPe+hvb2dLVu28PDDD/OLv/iL8z1kNcJOratzaKkJ3wqhlGJgYIC+vj4sy5rTjieMlFL4esKnt7eXTZs2cdttty0pQrEcU50LU3w3b97MoUOHKhqlKZfwnZyc5Pjx42it55XxEOREWUqBNkCgMA0Ly9WYGGTRSAwQEIvFIaoxMw6WJXBsjaMc7GyGtAmOq1CGgzYEAokGNPlG0IZhgNQYIh8xNpEoqRDS5e53/Xhg+7FSCPs1W0qCOq8L6yi3bMkvrhQ2fDt37hxdXV2YplkULZuP52rQ1Jpb1YTvYuyMCu2UvC7phXZK3//+93nf+97H+Pg4O3bs4Pz583zve99j9+7d7Ny585rn3E033cTXv/51/+vCZ/C73/1uvvKVr/DFL36RxsZGfu3Xfo3XvOY1fO973/PH8KpXvYr169fz5JNPMjg4yC/8wi9gWRZ/+Id/CEBfXx+vetWrePvb387nPvc5nnjiCX75l3+ZDRs2cP/99y/oONSoUWNhrCjhG/bonsf4+Djt7e24rsvWrVuZmJhYFqIXSid8x8bGaG9vRwjBHXfc4dshLIXlkursjXFiYoL29naUUldN8S03pRa+Sil6enro6+tj+/bttLa2znsSGOjYlMqnNkuBci83rUIRNaI4Tg4JuEDEspASRBRiRBAWWMJAaomjXXKZLHYuTTpnExEShUY5irSdAcfFEgYzOoOjszQ01hGNXf+6r2ZRUE2UWvDPbvimlPJFgtf93LbtK1JHr2YDFhTVHvGt9lRvCE78F9opbd26lZ/92Z+lr6+P73znO7zvfe/jy1/+Mn/6p39KMpnk7rvv9l933nln0WKraZq+N3EhExMT/M3f/A2PPfYYP/7j+UXLz372s+zbt4+nnnqKu+++m//8z/+ko6ODr3/966xbt46DBw/ykY98hPe///186EMfIhKJ8Oijj7J9+3Y+/vGPA7Bv3z6++93v8olPfKImfFcK3up3kNurEQgrSviGPeJr2zbd3d2cP3+eHTt2sH37doaHhxkdHa300OZN0GLStm1OnDjB4OAgra2tbNu2LbBJwHJIdRZC4LouJ06coL+/f8Hir9SUUvhOTExw/PhxhBDz7tRdOK6g0FqjtQIEppBgaCLSIK0cbNfBtCRCa5RSxIwILg5K5AWv0GAYEUw0hrBwJUhDYklQWpNzsmRIkc5kaVhVT+biBJZtoF0Xs4J+3MuBahND5RaAUko/5dn7+4VR4TNnzlxhA9bQ0EB9fX2gUeFqF37VHvGGK2t8g0JKSWtrKzt27OC3f/u3+dznPseePXv40Y9+xLFjx3jqqaf47Gc/y8zMDENDQ/7ncPLkSTZu3EgsFuPw4cM88sgjtLS08MMf/hDbtrnvvvv8v7F3715aWlo4duwYd999N8eOHeOWW24pSn2+//77eeihh2hvb+fWW2/l2LFjRdvw3vOud70r8GNQo0aNYmrCtwx4jZpOnDhBQ0MDR44c8ZssLKdINbwofJc6SSu055l9TIJiOaQ6Z7NZLly4QDKZ5PDhw0UNa8JAKYRvoR/zjh072LFjx4InPcE23hIYAqQQCDRaCizLZCqbJkZe9GrydbtIjXZd0BrDMEFphKFBgWGCEArL1BimgWEYmCqC1JpL9ij18SS2fREDF5XLoSw4e/as35202ie/1U6lI5+FnqvepL0wdXR8fJz+/n4cx/FtZjwxvNDGg4VUu/Cr9lRnfXlRsZTHwKsHjsfjRCIR7rjjDu644w5+4zd+A8iX2njn4F133cXf/d3fsWfPHgYHB/nwhz/MvffeS1tbG0NDQ0QikSsy0tatW8fQ0BAAQ0NDV/Ql8b6+3nsmJyfnXYtcI+RokX8Fub0agVATviVmenqa9vZ2UqkUN954I+vWrSt6yC+HdNxCvIfTUiZpqVSKzs5OJiYm2Lt3b8l8igutosJGYaS7vr6eu+++O5STv6CF7/j4OMePH8cwjECEfiDXjgAlBEIrtACBvnxjdJGGgdb5n0upERpU3ucIhb7caFEBGpSJ1mCYBgqNqfI/sQwTyLFl7Q4GBs5iyChWxMQ0HS5evEhPTw+Q92VtamoKdQfechD2xapSUWnhOxeFqaPwooDwPLFPnz7N9PQ00Wj0iqjwfIVMGPe7nNSEb/56L2VteTabRSlFMpmc8+eF2UYPPvig/+/9+/dz1113sXXrVr7whS/UBGmNGiuAFTOz8oRvWB6iruty6tQp+vv72bJly1WbFIVVsF8N7wG9mIe1Uor+/n5OnTrFhg0bSm7PE9ZU5+HhYTo6Oqirq2Pr1q1ks9lQnLNzEZTwdV2XkydPcubMmUBS2oUQgR0zIfICFSGQhkDZKi9eswrlarRycVyHqGGgtcpHhclrXg0gDLRwcZVGGQqtxeX7kEYpG1MoYk1JstIGU2NgIIRBXUOSW2+9tciXdXYHXi8aDItrALOcCes1UUrCvs+FDYW8GkjHcea0mZkdFb5aH4tqT3Wu9v33ntGlPAbpdBpgUcK1qamJ3bt3c+rUKX7iJ36CXC7H+Ph4UdR3eHjYvx7Wr1/PD37wg6JtDA8P+z/z/u99r/A9DQ0NNXG9UqjV+IaWFSV8IRyTwwsXLtDR0UEsFrtu7eJyjfgudMxe4ybXdTl06JBvSVBKwpbqnM1m6ejoYHR0lL1797Jx40ZOnz5NJpOp9NCuShDCd2xsjOPHj2NZFocPH/aF3FLHBQGmOkvQ2gUhUBKkAAsDCWgHTDQKMEXem0+jQCnQGrRCuxq0C8JFI/JqGnClwnQ1k9PjtN6wFYVN3IqTdrI0JPK1lYW+rJs3bwbylhmFHXgBvv/97/sRYU8QV/OEeaURpnvVQjBNk+bmZr8Zn9aaVCrlR4V7e3uZmZkhFov5525jYyPJZNK/R4dd8JeSak/19hb+yyF8F1NONT09TU9PDz//8z/PoUOHsCyLJ554gte+9rUAnDhxgoGBAQ4fPgzA4cOH+YM/+AMuXLjgN5J7/PHHaWho4MYbb/Tf89WvfrXo7zz++OP+NmqsBGo+vmFlxQlf13UrJnzT6TSdnZ2MjY2xe/duNm/efN0HmpRy2UZ854PjOH6kb7H1nIslLIsKWmvOnTvHiRMnWL16NUePHvWjH+X0yV0MSxmf99mfPXuWnTt3sm3btlBO8LT2Jp4CCUipicYt0tMOUfI1+BILqS/78mqNdMXlBViZP0ZKo3EwDANDSHAUSkqUCTllg+3gSBekJtlUh6sdjMTVb7+FtZa2bfOd73yHvXv3MjU1VRRVm50ebVlWeQ5aCQnz9VBKVooAFEKQTCZJJpO+zYzjOL7f6sjICD09PWitaWhowHVdotEouVyupBlAYaXaU529Z3Qpz/1MJoNlWfMqH3nve9/LT/3UT7F161bOnz/P7/3e72EYBm94wxtobGzkrW99K+95z3tYtWoVDQ0N/Pqv/zqHDx/m7rvvBuAVr3gFN954Iz//8z/Pxz72MYaGhnj44Yd5xzve4T/33/72t/PpT3+a973vfbzlLW/hG9/4Bl/4whf4yle+UrJjUKNGjTwrTvhWQugUpvCuX7+ee++9d94P8OXW3MpLMZ2PWPci3/F4nHvuuSeQSN9CCEOqcyqVor29nenpaW655RZ/BdgjLOL8aixW+F66dIm2tjZisRj33HPPVWurljKuIBcNlKuRksuLtBItXJKXI7tuLodhCFzXwXEA08XQgpzr4AoXR9kIIZBIhHARCpR2EcpE4TI0fBFDRUinMrg5l6bmJqStaFg3P7sqb0LY1NTEmjVrgLxIKkyPHh4eJp1Ok0wmi6Jq8Xh8RYipamClCN+5ME2T1atXs3r1aqD4/B0YGCCdTvPd736XeDx+RVR4pR4TKE+ab9jxsvRK+TmnUql523KdPXuWN7zhDVy6dIm1a9dy9OhRnnrqKdauXQvAJz7xCaSUvPa1ryWbzXL//ffzl3/5l/7vG4bBl7/8ZR566CEOHz5MMpnkzW9+M7//+7/vv2f79u185Stf4d3vfjef+tSn2Lx5M3/9139dszJaSSiRfwW5vRqBsGKErxCiItFTz38WWFQKr5fqtZxWfa8n1jKZDJ2dnYyOjrJnzx42bdpUkclLJVOdtdb09/f7tggHDx6cMxq30iK+juNw4sQJzp8/z65du9i6dWtJPvsgU50VOm9HpPPVu1ppYlELRQ6FICdzYNgI6RIxDLKOg2WaaAtMGywtEK4Gy8G2bSQCoTSGIcjOZJgcG0OYgkw2A0LS0JhkbGSStdtuuP7grrH/dXV11NXVsWnTJoAiK5pz587R1dVVZEXT2Ni4oKZDlWYlC56rUS37XHj+Tk5OEo1G2bJli3/+XrhwgVOnTgH4fsIrKavBw7t/LZdrshSUY+6TTqfnneb8+c9//po/j8Vi/MVf/AV/8Rd/cdX3bN269YpU5tm89KUv5bnnnpvXmGrUqBEcK0b4QnkbReVyOU6cOMHQ0NCSmvUURqqXy8PvasJXa83AwAAnT570V0qv1tCkHFQqmjo1NUVbWxu2bV93MWQlCd+RkRHa2tpIJBIlsacqGQK0UgiZT1mWUuQti4B4VJKwNDFD4wqJyLnoqCYiBcJ1Gc1OE4tJcA0iRt7OSGgwpQlozgwMMDE5ztobmplJTVOfzKfbmaZg1a71ge5GNBrlhhtu8LMK5rKicV3XbzrU1NREQ0NDVaaXhpEw3wdKidfcybIs1qxZ42c1zG76VpjVUCiGE4nEsl0wKEeab9gplYdvIel0ekmWWzVqLJRab6vwUhO+C0RrzdmzZ+nu7qa5uZmjR48uqQvfYptFVZK5BKUn9nK5HAcPHvQnL5Wk3MJXKUVPTw99fX1s3bqVnTt3XrfefCWkOhdaM+3Zs4ctW7aUfCIXZKqzyPsZ4QgXpEtMWggJWRzqpcARGpe8jZ6LQhomoLCVi1VnYQHCVEgLlJNDRnIQzTE0OMK50dNsargBpCRrT7P/xpsRrot2bZp2rF3y2K/FXFY0qVTKFxKnTp0ilUqRSCSKosKVFhLVLACrUQBdrbnTXE3fcrmcf/4ODQ3R3d2NlNKPBi83K7BaqnN5I77VeH3VqBC1VOfQsjyeDvOk1PWyU1NTtLe3k8lk5qzXXAzeDX+5NbjyjnOhbdN8xV65KGeN79jYGG1tbRiGcd1O3oUs94jvxYsXaWtro66ubsmLQAsdV1BonU9LNtBoLfNLq666XO4rsAS4wkVIiTYFCIXAREuF1BqhNZYBILGEJmYZRDX0n+8jHqkjnUnTsLqZ5tXNyKiJq11QmsTa+Z0jheNcCoVNhzZu3AjkhcTk5CTj4+MMDg7S3d2NYRhXpEdX4pqutklqtQrfhex3JBJh7dq1fr2lUorp6emrWoF5Yjiste61iG95nDhqEd8aNWp4rDjhWwoB6TgOp06dYmBggK1bt9La2hrYirJXmxzmqN9svAWGkZER2tvbiUQiHD58mPr6+koPrYhy1Pg6jkN3dzfnzp1bVMr7chW+tm3T2dnJhQsX2LNnz7w6mAc9LggoOihBoUBKXGxwJUJqFBrDkGhhIAApBEKAI/M1vEKAKSS4gsvLQGjDwFaa02fOkIhHSI9nMOJxYtEI9XV1+c7QQiITEaxY5VOMI5HIFemlXnr0xMQEZ86cwbbtIk/WpqamWnp0wHjncTUKoKX42EopaWhooKGhgS1btgBz17qbpnlFVDgMC7Tevlfj5+4RthrfGjUCQYv8K8jt1QiEmvC9BlprhoeH6erqIh6Pl0zcLTfhC9Db28vU1BS7d+8uS2rrYij1cb148SLt7e0kEolFdy4O+2c/l/AdHh6mo6ODhoYGjh49WtGV9CCEbzQaQUZyuE4WIeMg8569EoEppP8ZSSERUiCVBiEwDImwwTAFLgrTEJhKoIQilctgmgaRhEXcsmiuq0NpjSklM3aGVasb5z2+cl5bXtpoY2N+fFpr0um0LyT6+vqYmZkpaffdMC8ElZow3kdLTdCR7tm17rMXc86ePYtt21dEhefb9TdIqt3DF2o1vjVq1CgvK6qwJEjhm0qlePbZZ2lvb2fXrl3ceeedJYtolrMp11Lw6ptnZmZQSnH06FFaWlpC++AuVapzLpfjRz/6ET/60Y9obW3ljjvuWLRdz3KK+Hr7ffz4cXbv3s1tt91WsclEoOfc5chtImmCmcOIa6Tl4uJ67kYgRN4+Xgik0LgoDNNAGBIMUDL/PkMagEPGdciqHBKBoxRau0TU5UUO1+aOty8P2wohBIlEgg0bNrB3717uuusu7r33Xnbv3k0sFmN4eJhnnnmG73znOzz//PP09fUxNjYWyP0srPeVUhDme0CpKbX48xZzWlpauOWWWzhy5AiHDx+mpaUFgDNnzvDUU0/xve99j+PHjzMwMMD4+HhZnsnLqallqahFfGusRHQJXgvh29/+Nj/1Uz/Fxo0bEULwpS99qejnv/iLv+j3SvFeDzzwQNF7RkdHedOb3kRDQwNNTU289a1vZXp6uug9L7zwAvfeey+xWIwtW7bwsY997IqxfPGLX2Tv3r3EYjFuueWW63Y8LzUrKuJrmuaSH1ZKKfr6+ujt7WXDhg0L8uRdLGGP+gFMT0/T3t7uP0BaWlpCv4IadKqz1prBwUE6Ozv9xmZLPQZh8Bq+Fp7wHRoaoqOjg6ampopHeb1xBdbcSgpcKVBaEbUk0rGJmBYCjaNcXKUREjQaiUQJiVb5R5HW+WiFYWhcoRFS4WgXgYtEYEkLaRoIKXGcLLaUbD96E62vOLjkcVcKy7KKPFln11meP3+eXC7nR9S8V6XPmTBT7anO5S6TiMVixGIx1q1bB8zdAd1xnKIU/4aGhsDP4aWkea8UylHjm8lkytZ/okYNIK9Ug5zaLXCqMzMzw4EDB3jLW97Ca17zmjnf88ADD/DZz37W/3q2C8ub3vQmBgcHefzxx7Ftm1/6pV/ibW97G4899hgAk5OTvOIVr+C+++7j0Ucf5fjx47zlLW+hqamJt73tbQA8+eSTvOENb+CRRx7hJ3/yJ3nsscd49atfzbPPPsvNN9+8sJ0KiBUlfJfa3OrSpUt0dHQgpeT222+nubk5wNFdnTBHfJVS9Pb20tvby5YtWzh06BDPP/98qMWaR5ALCul0mo6ODiYmJrjppptYt25dIJO1sEd8PYuqdDrNvn372LBhw4qbnIvL50le2JooNBj5ul5hSJxcDkcrDFcgpSDnOESkla8BlhLbVQgBWuRrfV1XgSuxXQcrEkNKF1drLKGJrI5x9AM/W+ldDpTZdZZaa7LZLOPj40xMTNDf38/09DTRaJSmpiZfSNTV1c15LoX5eigVNeFb2f2eqwN6Op1mcnKSiYkJTp8+7Z/DhYs5dXV1SxKutVTn8qQ6e93ra9SoFh588EEefPDBa74nGo2yfv3ctoqdnZ38x3/8B08//TS33347AH/+53/OK1/5Sv7kT/6EjRs38rnPfY5cLsff/u3fEolEuOmmm3j++ef50z/9U1/4fupTn+KBBx7gt37rtwD4yEc+wuOPP86nP/1pHn300QD3eP6sOOG7GAGZzWbp6uriwoUL7Nq1i5aWlrKuwoY14js6Okp7eztSSu666y6/7i+s451NENFUT/h1d3ezfv16jh49GmgGQDkacC0GL7o9Pj7ud2yupCfzbAJtbiUESI1GYWgFhoFhirwQdiXSIt/xWWkwQEsNWiGExJAmhlA4GqRS+bRn18ZA4UoB6nJatGEwnZrh/l98zaLvLWE8T+bCi6itX7/ef6g6juOLiJGREXp6egCK/FgbGxv9poHVKgaqcb/DGPX0UvwTicQV5/Dk5CSjo6P09fWhlLoiKryQ+2Qt1bk8x6AW8a1RfsTlV5Dby0dZC4lGo4uem33rW9/ihhtuoLm5mR//8R/nf/2v/+Vnch07doympiZf9ALcd999SCn5/ve/z8/8zM9w7NgxfuzHfqxoTnz//ffzR3/0R4yNjdHc3MyxY8d4z3veU/R377///itSr8tJVQtfrTVnzpyhu7ub1atX+3nq5UZKGaqIby6Xo7u7m8HBQXbu3MnWrVuLHkzLRfguVVROT0/T1tZGNpvl1ltvLYk3cRgjvplMho6ODsbHx6mvr2fTpk2hEr0QfFdntEYKC600SgoMaWCQF7K5XA5DCISr8tZHQqBdjTQAFFKBqzWGkPmuzUqjNMQiFgqFcjUIjRaC1Te3LH28yxDTNFm1ahWrVq0C8p9bYXr00NCQb0OTTCb9iFslGg5VgrDdA8rJcol6znUOe77Yk5OT9Pb2MjMzQywWu6Lx29WEXU34lucYpFKpsmXw1ahRSrzu9R6/93u/x4c+9KEFb+eBBx7gNa95Ddu3b6enp4ff+Z3f4cEHH+TYsWMYhsHQ0NAVlq3ePXBoaAiAoaEhtm/fXvQer3xkaGiI5uZmhoaG/O8VvsfbRiVYccI3l8vN670TExN0dHSQy+U4cOCA7wtYCUrtPzxfvChfV1cXjY2NHDlyZM70oOUkfBczTq/Ou6enh5aWFnbu3BmYfdVswlTjq7Xm/PnzdHV1sWbNGo4ePUpbW1toJ+VBTZalYWJoCSgMI4JGIaTOd3U2QRoCpAB1uRugFkDev9dWihj53xUItBbYORehNUJoFAIDF0MqtFDEF+jdu1IRQlBfX099fT2bN28GXrShGRkZAeCpp57CsizfQimI1NKwUkt1Xn77PZcvtuM4/mKOl9mgtS7KbGhoaPAjJDXhW6vxrbFCUSL/CnJ75JvxNTS8OI9YbFDi537u5/x/33LLLezfv5/W1la+9a1v8fKXv3xpYw05K074Xi9yats2J0+e5OzZs2zfvp0dO3ZU3M8vDEIylUrR0dHB5OQk+/btY/369VedjIRhvPNhMaJyYmKC48ePA3DnnXf6NV+lIiypzplMhvb2diYnJ7n55pv9FbowRqThxXEFMTbTMvNevho/ldmQJhqJ0i4gcZUmikQbGpSLdkFYFsh8KrPQIp8KrTVZO4MwJY5SSAECBUIi5eImeMtRFCwGz4amrq6O4eFhfuzHfsxPjy5MLZ2dHm1ZVqWHvmSqXfiuFPFnmmZR4zetNTMzM74YPnXqFKlUyrcDK7yPVeNnD/ka31ItLHuk0+ma8K2xIvD6aQTNjh07WLNmDadOneLlL38569ev58KFC0XvcRyH0dFRv/xj/fr1DA8PF73H+/p677labXE5WHHC92pCx+tM29XVRV1dHffccw91dXVlHuHcVLK5lVKK06dP09PTw4YNGzhw4MB1J5LLRfh6k6n5TCocx+HUqVMMDAzQ2trK9u3byzIZq7Sw1Fpz7tw5urq6uOGGGzh69GjR51/p8V0Nr6tzMBsD0CiVn4ArrVFuhohpYiDJt71SaJ2v2c3X9mpcZRNB4KIxNGgt8rW9WhGzLGytsZ0caIlEIiMr6nZbUoQQGIZBc3Ozn6LopZZ6TbNOnjxJOp0mmUwWCeF4PL5sRcRyHfdSWC6pzotBCEFdXR11dXVs2rQJyC++e0L44sWLpFIpvv3tb18RFV4JCzrzoVbjW6NG5Tl79iyXLl1iw4YNABw+fJjx8XF++MMfcujQIQC+8Y1voJTirrvu8t/zgQ98ANu2/fvV448/zp49e/zn9uHDh3niiSd417ve5f+txx9/nMOHD5dx74pZUTOxqwnImZkZOjo6mJqaYu/evaHrTFspITk+Pk57ezta6wV1sV5uwvd6qVSXLl2ira2NaDRa9gWRSh7LdDpNW1sb09PTV033D7PwDSriy+XzxDRetC2yIhGyThZXa0zlItAIKUC5SEAgUELka3cRCA1Ca7Rh5P1/tSCCi44ItK1RhiZKZTNLlgtX+0wLU0s9EZHL5XwR4S3gmKZZlB5dX18f+ohiGK+xclFt0U7LslizZg1r1qwhGo0yMjJCa2urfx4PDw/7CzqFYjiRSKzI41SuGt9aV+ca5UTrfOlTkNtbCNPT05w6dcr/uq+vj+eff97vU/DhD3+Y1772taxfv56enh7e9773sXPnTu6//34A9u3bxwMPPMCv/Mqv8Oijj2LbNr/2a7/Gz/3cz/mlHW984xv58Ic/zFvf+lbe//7309bWxqc+9Sk+8YlP+H/3ne98Jy95yUv4+Mc/zqte9So+//nP88wzz/CZz3wmgKOyOFa08HVdl97eXvr6+ti8eTMHDx4M5SpquZtbOY5Dd3c3Z8+eXVR0U0qJbdslHGEwXE/42rZNV1cXQ0ND7N69m5aWlrJPLCqR6uY1dTtx4gQbNmy45nURVuELAY5NCKQQaK1A52+KZiT/PeXkMIwIlgbtKpTh4qKIiCiOsBFaoTQYJuisAa66LIoVwoigc2mEBOGCSNZ8bIMmEomwdu1af9FmLj9W13WLOu82NjaW3Jt9oVR7qnM17je8+GyaXe9euKAzODhId3c3Uko/Guz9v9QpwuWgFvGtUSN4nnnmGV72spf5X3udld/85jfzV3/1V7zwwgv8/d//PePj42zcuJFXvOIVfOQjHymqGf7c5z7Hr/3ar/Hyl78cKSWvfe1r+bM/+zP/542Njfznf/4n73jHOzh06BBr1qzhd3/3d30rI4B77rmHxx57jIcffpjf+Z3fYdeuXXzpS1+qmIcvrGDhOzIyQkdHB6ZpFlnxhJFyNrcaHh6mo6ODZDLJkSNHSCaTC97Gcon4Xqvz79DQEB0dHTQ2NnL06NGKPRTLPeFLpVK0tbWRSqXm1ak6rMI30ONmCBAKoQGhwdGYhsSIutgqh3IMtHQxTIXSmoiUWAlJOudiGBon6xCTUdKmi5u1UVqhtcIUElc7GIZEuVliS0x1DuPnUCoW+/lezY/VS4/u6enxoz8NDQ1+VLjS0bRqFn8rqcZ3oVxN9M1e0FFKFXVBP3/+PNlslrq6uiIxvBzT/F3XLXmflXQ6XYv41igvJWpuNV9e+tKXXnPO8LWvfe2621i1ahWPPfbYNd+zf/9+vvOd71zzPa973et43eted92/Vy5WnPB1HIfnn3+ekZER35M37A+CckR8PYuasbEx9u7dy8aNGxd9XJaL8C2M+HpkMhk6OzsZHR1l3759FU97n2869lLRWtPf38/JkyfZuHEjt91227yiBWEXvkGMTQiB0BqUwnEdMPJ2RbajaVpfj8AmZkkMRyBNnbf9dW2iUoCUaMfBcXIYhkEsYuDkXIgKHFfhaiBjo5VD45paR+dyU+jH6qVnFdZYDg0NFUXTCmssy9n0sNqFb23fr42U0m9q49mZeF3Q50rzL4wKV7p55/UoR8S31tyqRo0aHitO+KZSKerr67n33ntD5z16NRZiw7RQCgXPunXruPfee5ec5rdchK83oVAq77969uxZTpw4wdq1awM5DkEQqB/tVZiZmaGtrY1MJsNtt93mdxydD2EVvkEjhcQRGmEoYtLCioCtXLRyMUwjn/ZsgTQ12jXAkigtiEgD7WoMrZnKZojFowjhIIVAGBmSwsJRBsqAxJpVixpbtYmCUp9vhTWW8GI0zYsKnz17Ftu2r0iPLvXzpNo+Z4+V3NzqeixF9Hld0D2vTaWUn+ZfeB7PjgqHzRu71MLXy/qoRXxrlBdx+RXk9moEwYoSvqZpYlkWBw4cqPRQFkSphOTk5CTt7e3Ytj2vtNb5slyEL+THWpjeW2nP5tkUivOg0Vpz+vRpTp06xebNmzl06NCCa8LCKnyDXjDQwiViSrQLaH25/MBBCBPtKlw0pmmRcXNEDA0ChCsxhCSDIhqJkjQtUjMziKjAMHIgBBj5dGepXBLN4egivxwo58S8MJoG+XMqk8n4AqKvr4+ZmRlisVhR06xkMhnYOMN4jZWLao74Bin6CrMW4MXz2LMEO3PmDJ2dnb43tieG6+vrKxoVLleNb0341ignOu9uGOj2agTDihK+5ayVDZKgU50dx6Gnp4f+/n62bdtGa2troA+25SJ8vTE+++yzbN68ed7pveWk0HIpSKanpzl+/Di2bS+oY/dsqkH4GoaBqzQgcLWLUAYaFylACoGds8HM+/QKmbdRcnIOwhQopRFoNC5KaC5OjqPdHJHYanK5HI5tIxEo1yW5MZiFpxqlRQhBPB4nHo/7XoOO4/hC+MKFC363zNnp0Yu9v1Sr+PMa+1VrjW8p973wPPZ82edq/uY4TlF2Q0NDA7FY+RrxlavGt5bqXKNGDViBwrdSfrhLIUjBfvHiRTo6OohGoxw+fJj6+vpAtlvIchC+k5OTtLW1oZTipptu8uuiwkbQkctCX+YtW7awa9euJU0qhBCh/6yXilKKeELjOGkMqx5p5JtSJCIWuDZm1ABXI1wHLV2Ea4DWaKEwbIE2BNmcQ+/Zc8zMzBCxLLTjIlBoKchlc9h2juTG8GQahJkwLrSYpsnq1av9MgGlFDMzM3569Pnz58nlcn5aqfear4CoZuEL1Z3mXc5o69Wav3lR4dOnTzM9PU00Gi06j+vq6kom0GupzjVWJPryK8jt1QiEFSd8vXrO5fQgDSLim81m6ezsZGRkhN27d7Nly5aSHYMwC1/Xdenp6eH06dNs376dTCZTEvEfFEGmOk9NTXH8+HFc1+WOO+7wJzdLIawRX9d1cRyHwcFBAJqamkgmk4uaQEkpMQxBIhFFqCxuRKJxMYUkpxySVhQlNNqQCAnYDjnXRQoTrRXZbJpT3f3YjiZiCWzHJeM4xCwDabsYwsA1Jetu27WkfQ7j51CtSCl9CxpvUa0wPXpgYIDp6WkikYgvHq53ji6nZ1ZQ1IRv6dN8r0Vh87fC7IbJyUkmJycZHR2lr68PpdQVUeGgat5LfQyy2SxKqZrwrVGjBrAChS+UfxV1qSwl4lvYtGnNmjUcPXq05GlK5fYdni+jo6O0tbVhWZYf7T5//nxoRbrHUsWlUore3l56e3vZunUrO3fuDOz8D6PwHR4epq+vD601kUiE0dFRent7AYosahobG+d9HLQwAEXMtDBxMSIQj0bIpdJEYhamgKywiRomSrtknBzTg5cYGZvk1Ik+Nm5YDcpEGFFMAdrJ4ogobjaHLRWrm5qxootrplaNomA57nMsFiMWi/lppZ6AmJiY4NKlS0XnaGE0zTTN0F1j5aImfCsrfOfCNE1WrVrFqlX5Znxaa1KpFBMTE0xOTtLb21tU8+69FrvwWOpjkE6nAWrCt0ZZ0VqgdXD3tSC3Ve2sSOFbjpqRIFlsBHV6epr29nbS6TT79+/3uzuWmrBFfB3H4cSJE5w/f55du3axdetWfyK1HFJ1pZSLnvhOTk5y/PhxtNYl8asOk/C1bZvOzk4uXrzIunXruHjxIs3NzWzduhWt9VVTTz0h3NTUdNVO3ko7aDRag6MVpmEgYgZN9fVordBoDAAJaZUlZhnUb1xLIh5jfGwMF4mZMHG1iyslynWBLC4alc2x4a7KmbXXqAxzCYiZmRm/vnJoaIhMJkMymSQej6OUIp1Oh67rbinx7i1hE3/lYjnUNwshSCaTJJNJ3xKssOZ9ZGSEnp4etNZFizoNDQ3XdU7wMvRKOV+rCd8aFUGL/CvI7dUIhBUlfL0HSBijkddiobXJruvS29tLX18fLS0ti+rWuxTCJHwvXLhAe3s7dXV1HDly5IqH21JEZblYjLhUStHT00NfXx/bt2+ntbW1JBOosAjfixcv0tbWRkNDA0eOHOHChQuMjIwURYzq6uqoq6tj8+bNQD711BPCXmfeeDxeJITj8XheZAgADRIUYFgSoQXYCjNu4qIwgKijkfE4tuMSU5JhbFp3bSEzlubsxVFiyTipqRnqmppwpMWMM82qpjh3/MbPVurQLTvCcL6VgsJzdNOmTcCLXqzDw8O4rstTTz1V1HW3sbGR+vr60IujxVKL+C5PK6fZNe+FizoTExOcOnWKVCpFPB6/IipcuL/ePKKU53cmk8GyrNA1tqxRo0ZlWFF3AiHEsmxwtRAheenSJdrb2zFNsyQRvvkQBjFZWNO8d+9eNm3aNOcEIkwi/WosNCo9MTHB8ePHEUJw9913+zYspRpbJT9r27Y5ceIEQ0NDRZ/zfCaLsViM9evX+7Vrtm37E7PBwUFOnDiBaZo0NTXh5ByUFghD4qLyVkRaI0ywlYOQAilEXhUj0ELgoDGEIGJZbN+3joamBGcvjVOfTBJvSNCUiGE2KLaubyKaKF+X1JXAchQDi8HzYjVNk+npae68804/PXpsbIzTp0+jlLoiPdqyrEoPPRC8+161fN6zCWOq82KYa1Gn8H47PDzsd0IvPJe9TsulPAapVKqqsihqhIRac6vQsqKELyzPzs7zqZnN5XK+ANi1axctLS0Ve2BWssZXa8358+fp6upi1apV3HvvvddssrGSUp1d1+XUqVP09/fT2trK9u3bS34OVFL4joyM0NbWRjKZ5MiRI3PaUSxkbJZlsWbNGt/PutDaQ2tNNpMmpRVaSLK5HFqBjAgEEqE1QkiU4+IaAssAocG2FWYUHNdh9Q2rSK6uY3W9ZM3G9SQTcfTpcxhGMCKl0otNNUqLt3Db3Nzs248V1lcWRtISiURR0yw/c2GZ4TWiXI5jD4KVInznYvb91uuE7p3LXqo/QHd3t38+JxKJQM+HWkfnGjVqFLIihW/Yhc5srjVmrTWDg4N0dnbS1NTE0aNHK+5HV6koaiqVor29nenpaW6++Wa/icy1CEN0+nrMR1yOjY3R1taGYRgls6la7NiCprBme8+ePXN2KA/CBqrQ2sOKWsSSSZKRCGnbQWdtDOWglUvWyeHkshhmDEfma/K0q/LKV9m4jsCwTHBtDEfkmxW5NsqNYxoKxPK6H1WasF+vpeBq+zxXfWUulyvKXOju7sYwjCvSo5dDn4vl5sAQNMuhxjcoCjuhe+Uo4+PjPPfcc1iW5Z/LUkq/Rnip/tiAXzdfo0ZZqdX4hpYVKXyXY8R3LiFZKPRuuukm1q1bF4pJQrmFr9aa/v5+Tp48yYYNGzh48OC8U/2WQ6rztcboui4nT57kzJkztLa2sm3btrJOlMp9vo2OjnL8+HFisdicNdulGpcAtAYpwLQkDckYytKY0iInXASCrJ3GkAZuygGtkaZFzIqAqbC0whUgogZCaBCgcBEOuAGMNQzXfY3SsRABGIlEWLt2LWvX5n2hlVJ+5sL4+DgDAwM4jkN9fX1Rh/PrNRqqBMu1xjUoqn3/DcPAMAx27twJ5I/H9PS0v7Bz/vx5stms74/tieGFZDh4Ed9qPs7VvsBUo0YhNeEbAgzDQGvtpz0ppejr66O3t5eNGzcuSOiVA094lSNNa2pqira2Nmzb5rbbbvObacyX5SB8rxZVnW3PVFdXV5GxleP4ua5Ld3c3Z8+evaIz97UILjqokELl63g1WFELwzTIOBkUCkNromYEoia265KamSajbFydQ6RyuIkkjlZoKVGXa4RdpcFQl+uCayyEapukLWVi6kXIGhsbaWlpQWtNOp32xYNnP3O9RkOVoNon5Cs51Xk+zN5/KSUNDQ00NDT4/theA7iJiQnOnTtHV1cXpmleERW+WoZDJpOp2oivd3y9a2xsbIxMJoOUkmQyWZE5RbWgdbAWRFWYCFUyasI3BBQKyYmJCdrb2wG4/fbb/VqvMFEO4VvYtXgp3rTLocZ39hgdx6G7u5tz584tSASWamylTj0dGxvj+PHjRCIR7rnnHpLJ5LzGBcEJXyFBOS5SCgxHgZBYliAetRibGEeY4BguQmqUbdNQFwUEKSeNEU2ipIGdTqPQaK3J5TK4jkAITc5xAhljtVCNqc4QnNgXQpBIJEgkEmzYsAG4stHQyZMniwTz9cRDqagJ35rwvd7+ew3gPLtG13WLosJnz57Ftu2iqLCUkjVr1iCl9Gvi58O2bdvo7++/4vv/3//3//EXf/EXvPSlL+W//uu/in72q7/6qzz66KP+1wMDAzz00EN885vfpK6ujje/+c088sgjRena3/rWt3jPe95De3s7W7Zs4eGHH+YXf/EX5zXGhSClpLe3lyeffJK2tjbOnDlDJpNBCMH69eu59dZbednLXsbGjRurdnGgZNSaW4WWmvANAd5ko7Ozk6GhIXbs2FGWxkWLpVD4loLx8XHa2toQQiy5c/VyqPEtHOOlS5doa2sjFovNWwSWklIKX69Z18DAADt37mTbtm3zngQHPVk2ZARU/r6hlIshJVq5CAOkCZYFVsRAo7BiJjHDZDKTRaIwhCYa0WgrRlprzGkTQ5poXKRjM+XY/OAHPyiyUbpWQ7Ya1Uep71FzNRryxMP4+PgV4sE7V0t9nlZTjetcVPv+K6UWvNhSWM8O+WOYyWT8buhnzpzhne98J+fOneOWW24hEomQTqfnFfl9+umni+aPbW1t/MRP/ASve93r/O/9yq/8Cr//+7/vf10oql3X5VWvehXr16/nySefZHBwkF/4hV/Asiz+8A//EIC+vj5e9apX8fa3v53Pfe5zPPHEE/zyL/8yGzZs4P7771/QsbgWk5OTfOITn+BHP/oRw8PDALS0tLB69WqUUnR1dfHFL34RIQRvfOMb+Y3f+A22bdsW2N+vUSOs1IRvhdFa+zelmZmZUIid61Eq4es4DidPnuTs2bOB1bMul1Rnx3Fob2/n/Pnz7N69m5aWllBEQkolfD1LJq9Z10JTroKO+EqhULg4ykXLvMA1LZOoYSKkwDQkWgqUurxQJQETzKiJTuXQrkKJ/CQuk03RKBsgGsEyY0it2LZtm19/2d7eTiwWKxIY80k7DfsCTpCE4dwvJ+WOfM5OKfXEgxdFO336NNPT0/556r3q6uoCHWe117hW+/67rrvkZ7wQgng8Tjwe9xtefu1rX+N73/seTz75JP/6r//K2bNnaWho4LbbbuPw4cPcc889HD582G+y5eHVzXt89KMfpbW1lZe85CX+9xKJhG+RN5v//M//pKOjg69//eusW7eOgwcP8pGPfIT3v//9fOhDHyISifDoo4+yfft2Pv7xjwOwb98+vvvd7/KJT3wiUOE7NjbGD3/4Qx588EEeeOABtm/fPuf7nnrqKT71qU9x//3383d/93ccPnw4sDFUM/lU52C3VyMYVqTwDbvQ8Uin03R0dDA+Po4Qgptuuin0ohfwa0aCPM4XL16kvb2deDweqPhfDqnOjuPQ1dVFfX39NRs6VYKghW9hCvtSLZmCHZdACJC4xITCME2E+2I0XksQykEJednPV2MYkphhMO7aZE2NhUlG2UQiRj7KoBXCVEgti1L1HMdhcnKS8fFxLly4UJR26glhL12vGqkmge9R6ZTfQvHgTeodx/GF8MWLF+np6QHyPqyF5+lSOu5Wer8rTS3VuTT7X19fzwMPPMADDzxAQ0MDnZ2dPPLIIzz55JMcO3aMP/zDP+SFF15g48aNfOYzn+HBBx+8Yhu5XI5//Md/5D3veU/ROfq5z32Of/zHf2T9+vX81E/9FB/84Af9Z/axY8e45ZZbihwn7r//fh566CHa29u59dZbOXbsGPfdd1/R37r//vt517veFegx2LhxI5///Of9sbmui+u6GIbh748Qgrvvvpu7776bixcvMjIyEugYatQIIytS+IY94lvYpXj9+vXce++9fOc731lWE76gIqm5XI6uri4uXLjA7t2757SuWQphTnW2bZuuri5mZmbYuHEjt9xyS+gmgUEK38nJSY4fPw6wZEumwGt8hY0ViaAVGELgKAVK4To5DGkgFciIha0cQIGtwNAkkjEyUylMJBkJru2SyqbJ4eIqhdAgZfFnapomq1atYtWqVcCLaafj4+NMTEwwMDCA67pFXXnDeg7XCIYwCkDTNFm9erXfUHC2D+vsjrveKxaLzXtfqj3Vt9r3vxzCP5VKkUwmaW1tpbW1lZ//+Z8H8o0zn376afbs2TPn733pS19ifHy8qPb2jW98I1u3bmXjxo288MILvP/97+fEiRP80z/9EwBDQ0NX2Cx6Xw8NDV3zPZOTk6TT6cDsKi3LwrIsP6ruddC+GoWd4msEgbj8CnJ7NYKgJnzLjNe8ynGcoi7FyyElt5CljldrzdDQUJE/cSmaK4T1uF64cIH29nbq6upoampi1apVoZv4QjDCVylFb28vvb29bN++ndbW1kDS2yDA6KAJWmkcXExpgoRIQjKdzmBGJFLnV8yFFIjLIkUJgZAGkXgUbUpiAiZcl6lUmszUJDIRR5ug7Guff4Vpp94+pdNpXwifPHkSgB/96EesWrXKjwyv5GYkYbwWSk3Y93kuH9bC9OgzZ87Q2dlJJBK5Ij36atd7GAV/ufCcHKp1/2FxNb4LJZPJzCkm6+vr+fEf//Gr/t7f/M3f8OCDD/r+2QBve9vb/H/fcsstbNiwgZe//OX09PTQ2toa7MADwju+w8PDPPnkkwwPD+O6LslkkkQigWEYtLa2cvDgwcoOdKWhRP4V5PZqBMKKE76maZLJZCo9jCtwHMdv5LN9+3Z27NhRdMMPu2CfzVIEZSaTob29nYmJCfbt28f69etL9vAPW6pzYYR77969bNq0iR/+8IehGmMhSxW+U1NTHD9+HKXUkhuVlRIronHdDMK10NJAKVi/fg1n+i8QjUdQlsBWNhEsHO0ihYHQCqWhLhFnemaayaERzo5P0NF7BmVLHNtGGwJHOQua4Bd25fUmXd/85jfZsmUL6XS6SGAUNswKgz1NEFRjdHu57nMsFiMWi/kRLNd1/TT+S5cu0dfXh1LKt51pamqioaHBt+erZuHnfebVHPENosb3eqRSqQW7Y/T39/P1r3/dj+RejbvuuguAU6dO0drayvr16/nBD35Q9B6vh4tXQrB+/Xr/e4XvaWhoCCzaO5uzZ8/ygQ98gH/+53/2m1tlMhmUUly6dIk3vvGN/OM//iOO4yypdKFGjeXAijvDwyggL1y4QEdHh1+/Olcjn7BGJq/GYsartebMmTN0d3dzww03cPToUSKRSIlGmEdKGZrzYXh4mI6ODhoaGooi3OWwDFosi52Uaq3p6+ujp6eHlpYWdu3aFegEJ+iIryEEifooUUPhaBswiCeTKKHRys2nOOt8+rOQYAqXmJXvJyAtgygmZ8enMKXBDQ31ZG2baNxCZxz6L17ie7/7xxz9yPuWtL+rVq0qqteaXX8phKi4PU2NxbFSIp+GYdDc3OwLDa11UXp0d3c36XSaZDJJY2Ojf+9bKfu/ELznZzUL33KkOl8t4nstPvvZz3LDDTfwqle96prve/755wF827DDhw/zB3/wB1y4cMHv6fD444/T0NDAjTfe6L/nq1/9atF2Hn/88ZI0lfJqev/93/+db33rW/zLv/wLL3vZy/yfua6Lbdv+c6ImeoNDI9ABpicHua1qZ8Wd5WFqbpXJZOjq6mJkZIQ9e/awefPmqz7cV7rwnZ6epr29nUwmw8GDB31bjVIThuOay+Xo6Ojg0qVL7N27l40bNxadB2GuQ15MxHxmZoYXXngBx3G44447aGpqKs3gAkQBSIE0DSylMCIGiQRIQ6PFZSsjZeAITUQbuBGBdBSO0pjSYHJyHKk1joZIIorWEJEmbsLANC3OPHucts/9Eze/6TWBjNcwjCvqhGdmZvz0aM+exqsT9iLDXqQt7FSbCFqpwk8IQV1dHXV1dWzatAmAbDbrC+GRkRHS6TTf+973ihZt6uvrV7wgrAnf8qQ6L7RuVinFZz/7Wd785jcXCcGenh4ee+wxXvnKV7J69WpeeOEF3v3ud/NjP/Zj7N+/H4BXvOIV3Hjjjfz8z/88H/vYxxgaGuLhhx/mHe94h28N9va3v51Pf/rTvO997+Mtb3kL3/jGN/jCF77AV77ylWB3vICJiQnfs9fDq/ktdfChRo2wsSKFb6UjfIWRzTVr1nDvvfde1w8xDONeCPMVlEop+vr66O3tZfPmzRw6dKisq4qVTnUeGhqio6ODpqYmjhw5MmddZtgjvvMdW2HTts2bN7N79+6STWqCjvg6WgMChMCVEldp6uviNMYTXJocw3FtUIJ4PIp2NTk7h2UZuBkX15RcGBujoTHB+HSaWCSObecQaJJItJNjzQ1rOP2N73LjG15dki7WhfWXhfY04+PjjI+Pc+rUKb/JiycuvDrhlSi4liPV8jlEo1G/y3ldXR2Dg4Ps2LHD9xTu7+/3m7sVpkevtAl6LdU5nBHfr3/96wwMDPCWt7yl6PuRSISvf/3rfPKTn2RmZoYtW7bw2te+locffth/j2EYfPnLX+ahhx7i8OHDJJNJ3vzmNxf5/m7fvp2vfOUrvPvd7+ZTn/oUmzdv5q//+q8DtTIqHA/kBfnIyAhf+9rXfPHrdXf2XjUCRl9+Bbm9GoGwIoVvJYXO1NQU7e3tZLNZDhw4MO8ueWGITC6E+Yx3YmKCtrY2tNYVi/xVKpqazWbp6OhgdHSUG2+88Zp1zGH+7OcrfFOpFMePHyeTyXDo0CE/Elnpcc0f7W8XKVCuwpQWrqExTYuoMFA4uI6LMAWWkJhCYMQjoDTZnENdNEJTXYLRlA3KIBlPYCmNsjTSNFHpGc599Rts+cn7rjOWpVNoT+Ol4eVyOT/Sdu7cObq6urAsq6hOOGif1sUQ1kWgUrJSI77XwxM+XlYC5I9FKpXyz1Vv0SaRSBRFhROJxLI+Zt49fznvw1JxXbfkWSipVGpBwvcVr3jFnPegLVu28F//9V/X/f2tW7dekco8m5e+9KU899xz8x7TUtBas3//fv793/+dt73tbbzkJS9h06ZNxGIx6urqcByH+++/v9bcKmC0FmgdYKpzgNuqdlak8K1E5NR1XXp6ejh9+jRbt26ltbV1QZHNMNWizodriTXXdTl58iQDAwPs2LGDHTt2VGxVu9yiUmvN4OAgnZ2drF69mqNHj1432r+cI75edsOJEyfYtGlT2SP6wdkZ5Ve9lRRoDUIAykUogZIuwpJIYYJQCCUQwkBLjXAV2UwWRzgIQ2JISSISZXp8EkUjaXLEIzEiSjOStRk/2cMWFi58g5gcRyKRIssKrxHRxMQEly5dore3F6AoIlypOuFqEwNhvf5LzVyCXwhBMpkkmUz6zd1yuZzfNGtwcJDu7m4Mw/Br2Zuamqivr19WNe3V7uEL5Yv4er0Rqg3v+D7xxBN86UtfIhaL0dXVxdNPP00mk8F1Xc6ePUtdXR0HDx70a4Jr1FjJ1IRvAFy6dIn29nYsy+Luu+/2bUkWQqUj1QvlaoKy8Fgs1as1CMqZ6pzJZOjo6GB8fJybbrrJ7+J4PZar8E2n07S1tTEzM1NkzVWucQWKJK92L6teQwowDWyhiESiaKWREpQp0YDU4NgOpmEwkUoRQWIaBsp10WhkxMK0JI4bwcXBNaGhLs7IhfPBjnsJzNWIaHp62k85PXfunF8n7AnhxsbGFZdyGgaqNeI7Xx/bSCTCmjVr/N4QSimmpqaKrJQcx/HPVe98DfO5WhO+4azxXUl459jf/M3fEIvF+O53v3vNLMSa6A0SAYFGaavv+VAqasJ3CXjWNMPDw+zevZuWlpZFT17CnO46F7PHa9s2J06cYHBwkF27drF169ZQTOTKkeqsteb8+fN0dnaydu3aBXerDvNnP5fw1Vr7qbLr16/n1ltvLXs3yMB9fDUorUCAqxSmFAhAqhyCvJh1lUbaOZQZQbsOBvnPzrFdDGEQjZmMTedImAYThgStsITAURrlOBimiTttBzPeEiCEKPJp9eqEPSHc29vLzMyMn3LqCeF4PB7otR7WRaBSUs3CdzH7LaX0Ba63nXQ67Qvhvr4+ZmZmiMfjRenRYbL8mq/oX8mUQ/yn0+mqjfh653oikeDlL3/5vEvvatRYydSE7yLwhE5XVxfNzc0cPXp0ySuKy7m51dDQEJ2dndTX1wdyLIKk1KIyk8nQ1tbG1NQU+/fv9y0MFkLYI76FeB7Mk5OTC6phLwVBHrO8J69C6HxHCiEECKhLRBkbG8fO5UBAzJS4dg4pTdAOrgPZ7AxRy0SiiEQMjJxGSI2dzWFZFulsFknef17Y2cDGXGoK64S97AXbtn0h7N0DLcsqEsJ1dXVVP6FfDGERZOUkKB/fQu9rr6bdtm0/lX94eJiTJ08ipbzCU7hSUa5q9jD2KLWPr7cgUq3C1zu2P/mTP8kXv/hFvvrVr3LkyBEgb13kNbi6XjlWjUVQa24VWlac8DVNs6QCcmZmhvb2dmZmZrj55ptZt25dINsNc9RvLqSU5HI5nnvuOUZHR9m3bx8bNmwI3YO8VMdVa83Zs2c5ceIE69at48CBA4tu0lHpztPXwhubV7vc0dHhezBX0honcB9f0wCl0Mr1U56VEnkxbBokLE3GcZBmjIQ0yaRnME0T0xKksikSsSSReJT6aIRcagY1DrF4BKkl0Zh5OeNJkcsu/t4UhsURy7KKUk5d12Vqaorx8XFGR0fp6+tDa+3XXXo1mAvNCAjbfaTUhOGzrQSljHRblsXq1av9EgyllJ/KPzExwfnz58nlctTV1RVFhefqvF8KaqnOtRrfUuNdX93d3XzhC1/giSee4MiRI6xatYpIJEIikSCdTvOe97yHHTt2VHq4NWqUhRUnfEtVK1toy7Np0yZuu+22QNM7pZQ4jhPY9kqJt4o6PDzMunXr5tXAqVKUIpqaSqX8xY8gop5hj/hqrXnuuecYHx/nlltuCWyxZ6njggCbW11uagVgoPIRWlzQ4KLQGgzTJGeAaWeJRE1sKZBSIwwTJQWReAw7m8NAEBMSRznEzCjKsTEjBi4wPTUVyHjDgmEYV3TkLfQTLhQXnhBubGy85v0irNdCKamlOpceL9rb0NBQZPnlCeH+/n6mp6eJRqNF52oymSyJOKsJ31qNb6nxri2lFG9605swTZNLly4xMDBANpvFcRz6+/t561vfClTvfagUaA1BPsqq8LFYMlas8A3yoTI2NkZ7eztCiJLZ8hiGQS6XC3y7QeOJvqmpKdauXcuBAwcqPaRrEmTEt7CD8YYNGzh48GAgUc9KWS7Nh0uXLuE4DlLKBdcul5KgH85CCCyhkSjQYAgDx05jSoEhJSICUaWxc2lkNEYUjc7aKEORsTOsaayjLhHBQZPTmng0juMosDQKSc520ZZEKJtcLhea4xg0Qgjq6uqoq6tj8+bNAL6f8MTEBKdPn2Z6etqvvfQExnK3plkq1TrhrGSd61yp/I7j+OnRFy9epKenB8BPj/ZeQSx612p8Sy/+qz3V2cvY+p//83/O+/01gkIQbEOq2mcTFCtS+EIwN9TChk2tra1s27atZDfpsNsZKaXo7+/n1KlTbNy4kUQisSwe2kEJ31QqRVtbG6lUiltvvdVP9QyCMKY653I5Ojo6GBkZQUoZSo8/rXVwCwZCoLSDbYNpmTjKxhUKaQgcx0ELcIQmIg1sx8HN2/3iCI12cpgRiVKaeDJKSipMNI4Q2I6LlIKsncYQEWREkB0dJTLPjt8vDm/5PvRisRjr168vqhP2rGmGhoaKrGmamppCuwhUapbzZ7xYwlbnapomq1at8n3ICzudT0xMMDQ0RCaTmTM9eqH7EbZ9rwSlrvHNZrMopapW+EJ+DvT000+jlGL//v1Eo1G01hiGwdjYGEopVq1aVfXnYo3qYcUKX9d1F70qq7X2GzY1NDRw5MiRkt84w2xnNDk5SVtbG47jcOjQIVatWsWJEydCLdQ9lppGrLWmv7+fkydPliTFHcKX6jw8PEx7ezvNzc0cOnSIH/zgB5Ue0hUE/ZDWSkHEwjA08YhFRiscxyZrOxiGQAqBY0iUMBCOjUJimhaucsCU1NVFcISNUiZCuESSEUYvjtOwphGdSzM9dYnG1asxpSQ7MkL9AoXvSmKu2kuvTnh8fJyxsTFc1+XZZ58tSjktd+fwclLNEd8w7/fsTueQF1OFNkqdnZ2LavBWS3Uu/TFIp9MAVSt8veP73ve+l7vvvpsDBw4UZZj927/9G//7f/9v/umf/ikUJUwrCa0EWgXodhDgtqqdFTeTEEIghFi0KEulUnR2djIxMcHevXvL1rApjM2tXNelp6eH06dPs23bNlpbW/2FBSklth1eaxaPpRzXmZkZjh8/Ti6X8wV/KQhLqrNt23R2dnLx4kW/WVk6nQ7F2GYTfHMriJgaicbVLlpIcq6LcBxwXAylyKCwTDBjEbRt4xpguQa4LvF4giwKjcCKSTauWYUpFa7jYEQMzg0P0bRmNaaRj/jWeJHZ1jTDw8P09fWxbt26K6JsnrBoamoKbV+BxRDGa6wceJGn5UQ0GuWGG27wO/i7ruunR3sN3pRSV6RHzy6LqQnf0tf4Vrvw9Z6THR0dfOxjH/Mbt3nf/+mf/mne+973hm7uWaNGKVmRwncx1kCFqbwbNmwoez1j2OyMxsbGaGtrwzAM7r77bhoaGop+HvbUbI/FpBFrrTl9+jSnTp1i8+bN7Nq1q6TRpjBEfC9evEhbW5uf4TD7ARnGyEyQqc4KB1cLkBbKVWBK3FwObUrMiImMGrjTWYxYDJGzmbFtEqZRUHWj0YaJdhy0FJimZOOW9UyNThGxLFwpOH/uHKvWrCEzNhbImFcq3j1806ZNbNq0CchH2bw64f7+ftrb24nFYkVCeDnXCYfx+ioHKyHd1zAMmpubaW5uBl5s8OZFhU+ePEk6nSaZTBYJ4ZrwLb34z2QyWJa1orNF5oNhGIyMjFzx/bGxMaanp8vWybyaqLkZhZcVeTdYaNrwxMQE7e3tuK5b0sjetQhLxNdxHLq7uzl37hw7d+5k69atcz6YwjLe67HQaOr09DTHjx/Htm1uv/12fzJTSipZ4+s4Dl1dXQwNDbF37142bdpUNBENq/ANeiyxmEA7ORQGSBPQ2LkcKpfFsCw0YEXy39cRA1NKXA0yYhCJ5K8PrVykMJBagRDE6+pojEdZ299EQ12CVCZFkyFwZqYXNcZKL46Uk9mfbzQaZd26dX46nuM4vrAo9GgtFML19fXLSliE6foqF2G7rwRBYYM3b+Eml8v55+u5c+fo6upCSolhGPT39y/L83WpaK1LLnxTqdSi6q9XCt5+v+Y1r+GP//iPaWlpobW1FSEEqVSKj33sYxw8eJC6uroKj3QFogWXfQyD216NQFixwnc+0UjHcTh58iRnzpxhx44d7Nixo2IPnjBEUC9cuEBHRweJROK6dc3LSfjOZ5yeXVVPTw8tLS3s2rWrbCl4lUp1HhkZoa2tjWQyyZEjR+a0fAjrhMGLkgdmZ4QgkYwjlYuSNlpajE9OY0UNEBJpSoQrcLXGEgpTGqScHHVEiEaiaKXBEIDGRef/0xppWmihiScSDM9cQgH2zEwgY16pzOczNU1zzjrhiYkJxsfHGRgYwHVdP920qamJhoaGinpPX4uVKADnQ7XsdyQSYe3atb71neu6nDx50k+R9s7X+vr6oqjwSu3+DvjP5VLX+FZrmnMh733ve3n1q1/NW9/6Vg4cOEAikaC9vZ1nn32WL37xi6G9L9aoUQqqVvh6Ii8ej3PPPfdUfMWrks2tcrmcX9s5V9RvLpaL8J1PNHVqaorjx4+jlOLOO+8siV3VtSh3qrPjOJw4cYLz58+zZ88etmzZctXPu9AHcCVHI7QQgEIISUQaYGqEayMQ5DI2bjaDZRjYrkPUFAhDYilFRiqsWARHgkChtYnQGi57+AkDDEOiLYOIBUK7jJ87t+DxVYM4WAqFdcItLS1orUmlUr4Q7u7uJp1OF3XjbWpqCk2KXzVF8wupVksfwzCIRCLU19ezb98+33bHS+fv6ekhlUqRSCRoaGhYkbZf3nO51DW+YbnGy03hM3vHjh3827/9G5/4xCf4/ve/D8DNN9/Mo48+ys6dOys5zJVLLeIbWqpO+GYyGTo7OxkdHWXPnj3zEnnloBJCUmvN4OAgnZ2drFq1iqNHj877IbFchK93458rsqCUore3l97eXrZt28bOnTsrMgkr57EcHR3l+PHjxGKxeXUrD8O1MRdBN7dSWiG0gTYAg3zEVgisiIlyHExDoBFIqQDh/9yUBrFoLP+1Ake7l+328uebozXazqFchVaQSMS40NcTyJhXMks974QQJJNJkskkGzduBObuxhuJRIrSo5PJZEXO+WqJfM5mJdT4LpZC0S+EIJFIkEgk/PPVtu0iG6Xu7u6iBZ7GxkYaGhqWXXMwj3JGfKvxHPOOq1IKrTVbt27lk5/8ZGUHVaNGCKga4au1ZmBggJMnT7J27VqOHj0aqq6g5W5ulU6naW9vZ2pqiptuusn32JwvYbZfKqTw5l84QZicnOT48eNorbnrrrv8jrKVoBwRX9d16e7u5uzZs+zatYutW7fOazJQGPENE0GPy1UuCAutQSEQWqC1QksT7WRROl/6q1T+c5JC5NOWlQIDDDRaKkzXRBgCNKjLqdiJeBycLBFDIFyH3Mwk2UyGaJVGIq5Hqa6F2d14HcfxU00vXrxIT08PQoiiiHB9fX1ZhEW1Ct9q3W+4vui3LIs1a9b4nvGF6fwTExOcPXsW27avSI8O07zmWriu67twlIpMJlOVEd+ZmRn+/M//nIceemhec5t0Oo1pmrWU5wDRl7O+gtxejWCoCuE7NTVFW1sbuVyOgwcP+g+SMFGuqJ+3ANDd3c2GDRs4cODAom52yy3i6wlfpRSnTp3i9OnTbN++ndbW1oqn2pW6udXY2BjHjx8nEolwzz33kEwmFzS2akBc/g8hQGoc7WJIjeM4aClBiLz4VQotBNrJ1/Fa6HxqtADhKBytQEsMqdFKY1gSI2JiCnAcFyebRQuwR0eIbtxc6d2uakzTZNWqVX4zQ6UU09PTfnq0JywK64TnsqUJimq51gqpduG7kEWV2bZfWmsymYwvhPv6+piZmSEWixUt3lQqi+F6lKN8xksXrzZs2+Y73/kO7e3t3Hnnndx55520tLTQ0NCAaZrYtk06nSadTvPcc8/xhS98gXvvvZe3v/3tlR56jRolZ8UKX6UUruty6tQp+vv72bp1Kzt37gxtWpDX3KqUE4Hp6Wna2trIZrPcdtttfmOYxVDJTsQLoTAldmJiguPHjyOlnNOiqVKUqrmVd/4PDAywc+dOtm3btuBzK+wR36COm9YaiQQ0QglQGikkSjp4czOhXAxpoIREuA52Ok0iaoF0wXWQAhylEEKBNHCUi9aSiCFxlcaR+bCxlBJnfBwWKHyrqQ60EhN1KSUNDQ00NDSwZcsWv+7SE8KnTp0ilUr5tjSeEA6ia2w1fbaFVGuNL+TvqUtZRBFCEI/HicfjfsZWYbdzL4sBuCI9Ogz2PqX28IXqrfFtamriM5/5DJ/85Cf5v//3//Iv//Iv/v2qrq4O27YZGhri+PHjZLNZPvjBD/LLv/zLlR72yqJW4xtaKn/3KwGGYTA5Ocl3v/tdIpEIhw8fpr6+vtLDuibeA6AUwrewljWojsXLLeJ78uRJzp07R2trK9u3bw/VZKsUqc6FIv/w4cOLbt4WtMAMCm9cjuPguu6Sz2eBxlEuUUOghYuUGtt2kJbEMiSO0BhKowElwFQupmUhLAshRX4VXSmU7SJE3toIEwxLkohZpDNpDKkRaIQUZEdHAzgKK5OwnGuFdZcbNmwAXrSl8SLCXp1woRCuq6tb8D28WiOf1V7jG/S+z9XtfGZmxm+adf78eXK5XFGTN2/xpty4rlvy53A1d3XetGkTf/zHf8zg4CD/9m//xg9+8AP6+vqYnp6mubmZAwcO8M53vpOXvOQllR7qiqSW6hxeVqTw1VozNDTEnj17aGlpWRYP1sKU3CAfBuPj47S1tSGECLSWdbnU+I6Pj/v/D+sCSJDRc6UUPT099PX1BSLywyp8x8bGgPzE5tvf/jb19fVFTYoWGkkxTAstydsSCRe0QAgX18mLXUOCyDloQyAFmAg0LgowRf57jtYIaSAFKEchrXx350QiyujENEkrglZ2vv53eir4g1Kj5MxlSzM5Ocn4+DgjIyNFETbvfJxPA6JqFb7Vut9QnlRfKSX19fXU19ezZcsWgKL06IGBAaampohGo1ekR5d6bOXY/0wmM6dNXzXg2f1t2LCBt73tbbztbW+76vuq9RqsUZ2sSOEbjUbZtGkTW7durfRQ5o03MXJdN5A0JM+j+OzZs+zYsSPwKGfYI76FzZyEEOzfvz+UoheCi/h6DbuAQFO5y223dC08/8uBgQEAEokEBw4cYHx8nPHxcd8GJJlM0tTU5L+u1/DF3zsjX8sbkQJlQAzF5EwWIRSuCblMCjOZhIjEmXSQsWhe6GqFFHkrX22YGFLjag1o6pN1pHODREwJEqQlmLo0yIYF7HdtYhJODMOgubmZ5uZm4MoIW2EDIk8IX82ftRo/42pPda7EvsdiMWKxGOvWrQOKm7xdunSJ3t5eAL+23XsFnR5dq/EtLYWNw7zOzoUiV0pZ8uZi1Y24/ApyezWCYEUKX694fzkRZC3lyMgI7e3txGKxJaW5XoswC9/R0VHa2tr8NPennnqq0kO6Jkut8S1MZS9Fw66wCN/JyUleeOEFpJTcddddHDt2rKjOrTAd1RPC/f39/rVQKITj8XjRA18aAq0UKDAQWIYFQmNGDeSMAKmIRxQZV2OJLKYhUWTIOQIRk7haoARooRAaQKLI/zuSSJJzc7g6H3loSiRIjY9U4AguH5brZGx2hM1rQOQJ4d7eXmZmZkgkEkVR4WpN+a3maFNYRP/sJm9aa2ZmZvyU/qGhITKZjL+Y6PkKL7W2vRbxLR9hOM9q1AgLK1L4ltsaKAiEEEsedy6Xo6uri+HhYfbs2cOWLVtKNqkIo/B1HIfu7m7OnTtXZNkTxrEWshRhOTU1xfHjx1FKlcyWqdLCVylFX18fPT097Nixgx07dvif51zjikQiV9jWeJO4wcFBTpw4gWVZRanRXJ4XaK0wTQulFDnHhbgF2kXiYEpB5HIGtWEKjIgkZmhm7BzRmEYLUArSUoB20AqU62AZBsJRZHNZlGOjYwKD8J6PlSYMiyxBMdfCjOfPOj4+zrlz5+jq6gLyPsNa67KlmoaBahX8EN59F0JQV1dHXV0dmzZtAoo9sL1z1rKsoohwfX39gs7ZIHozXI9UKpW/v9eoUW4q3Nzq29/+Nn/8x3/MD3/4QwYHB/nnf/5nXv3qVwP5Z9DDDz/MV7/6VXp7e2lsbOS+++7jox/9qO8jDrBt2zb6+/uLtvvII4/wP//n//S/fuGFF3jHO97B008/zdq1a/n1X/913ve+9xX9zhe/+EU++MEPcvr0aXbt2sUf/dEf8cpXvnKBByA4asI3RCxWoHk1zZ2dnTQ2NnL06NGSr3J6UcqwrNhfunSJtrY2YrHYFZY9Ye9AvZjxaa19MdjS0lLSjuWV/HxnZmY4fvw4tm0XCfuFiKPZDV+8uszC1L50ahphRpCmJhoxcbWLdjWmYeIKgTQkju0iTQul8o0mDCnQmGRR5IRCI5EChLJRKm9ppIQgYkaIRS1yrouwHGLReF4h16hKZvuzuq7Ls88+SzQaZXR0tCjVtDA9OqyOBEshLM+PSlCpVOfFMNsDu/AeOjY2xunTp1FKXZEefa1eC+WK+FZrqnMh3vOyWq+1SlDp5lYzMzMcOHCAt7zlLbzmNa8p+lkqleLZZ5/lgx/8IAcOHGBsbIx3vvOd/Lf/9t945plnit77+7//+/zKr/yK/3VhyeDk5CSveMUruO+++3j00Uc5fvw4b3nLW2hqavJryp988kne8IY38Mgjj/CTP/mTPPbYY7z61a/m2Wef5eabb17gUQiGFSt8wyx0roZnabQQMpkMHR0djI+Ps2/fPtavX1+Wm9tsf9xK4TgOXV1dDA4Osnv37jmbmZXKLigoFjo+TwzmcjnuuOOOkq9oV2LhQGvNmTNnOHHiBJs3b2b37t1F59lSmm7NVZf5zS//NZawMVG4uSxZFI520Zcjs44rsEwToRyQBkrkG1dhGMiYiWm45HL5ZlfKyKGlgSEUCoWtc0RjkvR0iogBUggcx1nUMakWqmmCZhgGpmmyZs0aNm7c6KeaztWJtzBLYa464eVGTfguD+E7m9n3UK01qVTqCusvL6XfO2cLS0zKsf/Vamc0m2q9xqqZBx98kAcffHDOnzU2NvL4448Xfe/Tn/40d955JwMDA7S0tPjfr6+v9+3SZvO5z32OXC7H3/7t3xKJRLjpppt4/vnn+dM//VNf+H7qU5/igQce4Ld+67cA+MhHPsLjjz/Opz/9aR599NEgdnXBrFjhuxwjvgsR7J4w6O7u5oYbbuDo0aNlnQiFQfhevHiR9vZ2kskkR44cuerK7kpJddZa09/fz8mTJ+cUg6UcXznJZDK0tbUxPT3Nrbfe6kfG5iIIMSilRFqCqBEjboAQBmgJQiK0RAlFKjNDzLLIqhxRI44WJoYBWrsox8YQAisqiAuNnTEwDYhFXRJWBls5RGMxjJkZ0lmbWD0F3bRqzKaaBH4h3nVWmGq6eXPe67mwTrivr4+ZmRni8XiREJ5dt74cCEudayVYzsJ3NkIIkskkyWTST5X0rL8mJib8EhPTNH0hnE6nS36+1iK+eU6cOMG3vvUthoaGAPzPSinFvffey/79+ys8whWIFuhl5OM7MTGBEOKKQMpHP/pRPvKRj9DS0sIb3/hG3v3ud/uN7o4dO8aP/diPFWmP+++/nz/6oz9ibGyM5uZmjh07xnve856ibd5///186UtfKun+XIua8A0R8xVoMzMztLW1kU6nOXDggG+tUU4KhW+5sW27qJZ58+bN13yAhj3VeT6feyqV4vjx42QyGQ4dOuQ3IikH5Tx+g4ODdHR0sHbtWo4cOXLVVLnA/S+FRmOjVQRhCqQ0MKTCNEAiScRjSCHJZVwc1yadc9F2lrQjwBFodL5mzzRAGCAFsagF2kZKgSkhpxwcoRFa4DoLa7633ARNjYVxPbEfi8VYv369v/Lu1QnPFhWFQriuri70wiqsda7lYKVHu2dbfymlmJqa8qPCo6OjKKV45plnrtvxfLGkUqmqbW7lnV/PP/887373u3nhhRfYvHkz2WyWdDqNUopz587xyCOPsH///rLUXNdYOpOTk0VfR6PR67pWXI9MJsP73/9+3vCGNxS5gfzGb/wGt912G6tWreLJJ5/kt3/7txkcHORP//RPARgaGmL79u1F2/K6xQ8NDdHc3MzQ0JD/vcL3eIswlaAmfEPE9catlOL06dP09PSwadMmDh06FLjFwHwJsgv1Qrhw4QLt7e3U19dz5MiReT3Uwp7q7EV855oIFab8VuozL0dzK9u26ejoYGRkhJtuuumqqTWFYwKuetwWihURYDvYWhLTEiE0QubtCLRUIExMwyQSdxHaIm4ZOFIwPZMjp2zSdo6JdI6GZAyXHMoVuFojpMS0DBJRC8dV5HI2rlZIEW5BUmlWsiCYi4Wew3PVCXuiorDmsjDNtKGhoWLPi6ux0sXftVhJEd/5IKX0z8eWlha6u7uxbZtVq1YVdTyPx+NFdcLJZHLR50g1R3wdx8GyLP72b/+WdDrNk08+yZ49e676/proDRhNsJldl7fl+XF7/N7v/R4f+tCHFr1Z27Z5/etfj9aav/qrvyr6WWGkdv/+/UQiEX71V3+VRx55ZMliu5KE6ykYEMtV+F4r8jcxMUF7ezuu63L77bf7tTWVotzdkr2O1RcuXGDv3r1s2rRp3g/D5ZDqPBfpdJq2tjZmZma47bbb/OZM5abUwndkZITjx4/T0NDAkSNHFlSTFdS4hCFIyCgIF4QDWiO1AgGGkC96Hrp5myIpDUxpETEdIpEokUiEuAaNQLkaR2WZyaaIWyZp5RCLGbjaxnUVAnD1wmt8q4UwL1KViqUKQMMwfKuurVu3XtWSpr6+vshGqdKTl1qqc3XuO+Q/+2g0yoYNG67oeD4xMcHw8DAnT54sEsyNjY00NDTMW6Sl0+mqjfh659bY2Bgve9nLfNE7O8uiWheeSk6JujqfOXOmKCq7lHu4J3r7+/v5xje+UbTdubjrrrtwHIfTp0+zZ88e1q9fz/DwcNF7vK+9gx12EgABAABJREFU4MXV3nO94EYpqQnfEDFXcyvXdTl16hT9/f0l8WhdCuUSlMPDw7S3t/sdqxfarGI5pDrDi/XSWmvfMmL9+vXceuutFY3UlEr4uq7LiRMnOHfuHHv37r1uyvpc4woKR4GjFYZpIAwDUwiS0SjpTPayD31++VYLjRB5gQuKqGmi7BlcrUFKomYEIQySMYtYJIqUCle5uK6DGYuStXPYjk3Udqp+4lujmCDP57ksaTKZjC+ET58+zfT0dJG/dWNjI4lEoqwT4VrEt3qvf6XUFaUsszMZlFJMT0/75+3Zs2exbZu6urp5LeCk0+mqjfh6iwNveMMb+NrXvsazzz7LbbfdVtXn3EqgoaHhugJ1Pnii9+TJk3zzm9+cV2Dl+eefR0rpd3c/fPgwH/jAB7Bt27+WH3/8cfbs2eMH5w4fPswTTzzBu971Ln87jz/+OIcPH17yPiyWFSt8wyx0rsbscY+OjtLW1oZlWRw+fLiojXgYKLXwzeVydHR0cOnSJfbt28eGDRsWNUlaDqnOkJ8EZjIZ2tvbmZycrFj99mxKIXzHx8d54YUXiEQi12xMdj0Ci/hCPpKLQHA5q8gQ5JSLISUI0CiEFJdtBRRCSjA0ys2htELjWUZoEBopDSzTJKoVDQ1JcB2U4yK0y+jUGN/+9revsKy51gJHmM/hoKk2MVQOARiLxYjFYn69VaG/9dDQEN3d3RiGUSQoFurNulCqvca3mkXIfGpKpZT+RH/Lli3+M9KLChcu4Hj3z7GxMW6//XYMw7iq8L2WxynkP5vf+73f4//8n//D+Pg4R44c4a/+6q/YtWuX/57R0VF+/dd/nX/7t39DSslrX/taPvWpT1FXV+e/p1Iepx/5yEf43ve+x7p162hubub//b//xze/+U1+5md+htWrV5NIJHzLx5e//OW+kKkRHCXKdJ4309PTnDp1yv+6r6+P559/nlWrVrFhwwZ+9md/lmeffZYvf/nLuK7r19yuWrWKSCTCsWPH+P73v8/LXvYy6uvrOXbsGO9+97v5H//jf/ii9o1vfCMf/vCHeetb38r73/9+2tra+NSnPsUnPvEJ/+++853v5CUveQkf//jHedWrXsXnP/95nnnmGT7zmc8s+ZgslhUrfF3XXXaryZ6QtG2bEydOMDg4yK5du9i6dWso96NUwrfQl7i5uZmjR48uKZ1juaQ6nz9/vqhL97U8EMtJkMJXKUVPTw99fX3s3LmT7du3L/rcDvKa0EIjEPlorpAI6SIMgWPbCKHyTx0BQikUAqEU2lUIrTAtjZ3LIk0LcNHaBRHB1S5KGKAdHA2mIVFCE4lGSNY3cvMdd/ideoeGhshms75ljSc8VoJlTY3rU4lFjdn+1rObD/X39+O6ru/N6p2TQWWfVLu3aDWLflhcxFsIQTweJx6P+6mS3gLOxMQETz75JL/5m78JwE033cSlS5doa2vj9ttvLwocXMvjFOBjH/sYf/Znf8bf//3fs337dj74wQ9y//3309HR4WecvelNb2JwcJDHH38c27b5pV/6Jd72trfx2GOPAZX1OI3H45im6UfJb731VqampvjCF75AOp0mm82itebChQs8/vjjvPzlL6/6DISVxjPPPMPLXvYy/2uvXvfNb34zH/rQh/jXf/1XAA4ePFj0e9/85jd56UtfSjQa5fOf/zwf+tCHyGazbN++nXe/+91Fdb+NjY3853/+J+94xzs4dOgQa9as4Xd/93f98xvgnnvu4bHHHuPhhx/md37nd9i1axdf+tKXKubhCytY+AbV9KacGIbhr2LW1dUtKRJWDkohKLPZLB0dHYyOjnLjjTcG4kscduFr2/kOvydPnuSWW265ogNepQnqGpqenuaFF15AKcXdd98dSLpOUIJBSoF2FAgj792rAVcjtEYboIUCBEJolNZorZBoHDQJK8JMaoamNauxs/n3GULgOkBUEJGABmkYoFX+bynlW0oUpqKOj48zPj7uN3pJJpM0NjailCKXywWyr2GnmiLbHmF4Vs1uPjTbm7W7u5t0On1FmulifVK9z7kaJ9ve/KQa990jKKFVuICzY8cO/vt//+8888wzfPvb3+a5557jox/9KO9617vYv38/R44c4ciRI9xzzz088MADc15zWms++clP8vDDD/PTP/3TAPzDP/wD69at40tf+hI/93M/R2dnJ//xH//B008/ze233w7An//5n/PKV76SP/mTP2Hjxo0V9Th973vfy3vf+96r/lxrjeu6ZLNZvwa6ms/FUqCVQKsAF+cXuK2XvvSl13yWXu85e9ttt/HUU09d9+/s37+f73znO9d8z+te9zpe97rXXXdb5WJFnule+sxyqvPNZrOMjo5y4cIFdu/eze233x5q0QvBCkqtNefPn+e73/0uQgjuvffeRac2z6YcXYkXy+DgIE8++SQAd9xxR+hELyy9RlprzenTpzl27BirV6/mnnvuCUT0BloTST6d+XLSOZAXtxhgComBRiv3RVGs3byFkesQiRo4Thbt2LhaI32hK1GuAiFQysVQGgkYAsQcTS88y5q9e/dy1113cfToUXbs2IFhGDiOQ1tbG08++SQdHR2cO3eOmZmZ0J7XNRZOpYXvbDxv1o0bN3LjjTdy+PBhjhw5wrZt2xBCMDAwwJNPPsmTTz5Je3s7586dY3p6et7nZDVHfL37aTWLjVJFGL3SsN/6rd9Ca81//dd/0d/fz2//9m9jGAYf//jHaW1tLYqGFdLX18fQ0BD33Xef/73Gxkbuuusujh07BuT9S5uamnzRC3DfffchpeT73/++/565PE5PnDjB2NiY/57Cv+O9x/s7S8FbUP/d3/1dfvSjHwH5Y66UQmuNaZp87Wtf88dSo0a1sGIjvpAXvmFJF70aXiOjEydOYFkWGzdu9CNAYWeuZlyLwatrnZiY4Oabbw5c/IUx4ltYv+ytBIfNasRjKRPTdDrN8ePHSafTJfEfDkr4GYYAJ1/Hq9EIDQqNYRqojIMhBI5rI7TAEBqpFMqVYEIUg5m0y1rDwHE1hilROPltKI1lGChb47q5vI2RkAh5/XEX+mBevHjR78pZ2PG0sJuv5926EoTEStiHhRCGiO98iEaj3HDDDX5NoOM4TE5OMj4+zoULF4q68HoR4YaGhjkFjndPXg77HTTVHO32KLVvbC6XQylFIpFg48aNvP71r+f1r389kE91PnPmzJy/59U6Xst7dGho6Iq6WNM0WbVqVdF7KuVxqrX2574f/ehHeclLXgJceb694Q1v4Mknn2T16tXL5h60fBB4S+nBba9GEIRzpr1EpJShFDuzSaVStLe3Mz09zS233ML4+Li/SrccWOoxLuxe7NW1lqKmMWzngteluqmpya9fDnNUejERXy+C39nZyfr167ntttsCF/bBduvOC1KtFVpJhJAY0gVtkC/81VhakdMarcGKmLiOgxQOUdNA5TRC5SO7Ugqkkji4WFKi0CAFViKCkjmcnIsVW7idkZSS5ubmoppMT3SMjo7S29sL4IsOz7t1uU2uw3odlJLlus/eZN9b0PK68Hq16wMDA7iuS319fVETN8uyahFfqnPfPUpdU5pKpQDmzJxLJpPs3bu3ZH+70ggh+Pd//3fq6+upr6/n5MmTrF27FiklkUiEWCzG6OgoTU1NfqOiaj4XS4HWAh2gnVGQ26p2VqTwhXBbGmmt6e/v5+TJk2zcuJGDBw9iWRaTk5OhHfNcLEVQptNp2tvbmZqaYv/+/SXtKhgWOyPbtuns7OTixYtXdKkOc+fphT4Qc7kc7e3tjI2NlfSzDfJBrdAIla/PlWhAYVgCrRxULoMWLiISIZeewtECx4yT01lMR+NGTKRUGAZoU2HYnsd1Pq3ZdhVoB4nGVRorAjknu+QxSyl9gQv5+4onOsbHxzlz5kyR6Ai6OVGN4Fgp0ZbCLryQ3690Ou0L4ZMnT5JOp0kmk36zoVwuV3Veq7VU59IL33Q6DcwtfK+F1zRreHjY9xf2vvYaAa1fv54LFy4U/Z7jOIyOjl7Xv7Twb5TC49S7l/zZn/0Zo6OjjI2N8elPf5p/+Id/8H9mWRa9vb3ccccdtY7ONaqOFTsDCioNN2impqZoa2vDtu0rUj+Xmw3TYoSv1pqzZ89y4sQJ1q1bx4EDB0qejh4GUXnx4kXa2tpoaGjgyJEjVzSEWSkR3wsXLtDW1uZ34y51V+LA7Iy0iTRA4GBIC6VBo4lHTYgYCEMh3RyRiIMUBjFjhjVJwXjWxbJyOCgMoXEdjSXAFS4CFykNpBJIIbFVvi7YihgIufCI73X3QQh/hd+z/vBEx/j4OCdOnFg2naNXgghcCCtF+M5GCEEikfDTTSEvdMfHx7l06RIATz31FJFIxD8fm5qaSCaTK/J4eHgdnVfyPl4Pz7e+VGQyGSzLWvBC3/bt21m/fj1PPPGEL3QnJyf5/ve/z0MPPQTkvUnHx8f54Q9/yKFDhwD4xje+gVKKu+66y39PJTxOvXPq13/917Ftmw984AO86U1voqmpCdu2yeVy2LbNunXreP3rX19kv1QjYMI5pat6VqzwNU0zVMK30MZl69at7Ny584qbfthScq/HQsfrpXZ7VgLl8qit5CKI4zh0dXUxNDTE3r172bRp05yTnbBEpediPqK8cD/37dvHxo0bSz6pC3L70gAcFwOB6ygcYZC1HSKWyDe0EgozaoAyMAwTRwsE+ciuaVho4RCzDITM4Pz/7L15fCRnee/7fd+qXrQvs2mk2TT7eDy7mT22iR3bYEgcCPeynMTEBAgBwpKAE4IdlnAMPiwxITc+uQGyHPuQA0mcc0NOwmASbMcD2DgeraNtpFklzYzUWlu9VL3v/aOnim5to6WXkrq/n48+tqSeUlV1ddXze5/n+T0kypKkcNwzNaYhsZWNbd+YF2xmPuCdTnQ4ztHDw8Ouc3RxcXFKn/BCXXoLLI58EUF+v5/Vq1dTWlpKX18ft99+uzuO5tq1a3R1dSGEcMuinT7hTIqkbJPvjs6QnVLnYDA47edqthmnGzZs4MMf/jB/9Ed/xLZt29xxRrW1te6s3127dnHffffx7ne/myeffJJ4PM4HPvAB3vrWt7r32lzPOHVmAVdUVHDnnXcuensFCiwXlq3w9VKpcygUoqmpCcMwZh3j4qV9ngtzFb5aay5cuEB7ezu1tbUcOHAgq+WWuRKVAwMDNDY2UlJSwokTJ2Yt5/NCVnombiZ8Q6EQDQ0NFBUV3fQ4s7lf88GUJnGl0L6EeVXAMPAHjRs3SI0WYAPSNLC0gRYSfSPLa0oTnwRbaZQ2kDqC0CU33Js1hqGRpsCUBio+ij8A0Xlej+kSRY5ztFNKF4/HU0qjW1tb3eyb81VcXJxVUebVz0EmWa4Z39lwjtkwjCl9wuPj4+4CzaVLl4jH41NK9r1uXDkb+T7DFxLmVpkudZ6pzHm2Gad/+Zd/ycc//nHGx8d5z3vew9DQECdPnuRf/uVfUhYFn3rqKT7wgQ9w1113IaXkzW9+M1/96lfd3+d6xqkT89x555288sorvPDCC1y5coWioiIOHDjAkSNHPDlFYrmgSW/CN/+eipljWQvfXGfQLMuivb2dy5cvs2XLFjZt2jTrjX45ZnzD4TCNjY1EIhEOHjzoGvNkk2yLSsuyaGtr48qVK+zYsYP169ffNMjxeqnzdPumlKKjo4MLFy6wbds2Nm7cuGSDOcPQxLAxpJ+E0ZXAbxooW2HbcWwtMBEY0iSmNFpILGVj+PwoBMHiAFKGicajKJUwvfIJgdYWUWXh88fx+zXSJ7EtUB5J9vh8Ptc5GlJdeic7RztlqKWlpRnPVi3V62ihePWzn0lmynpKKaeU7CfPuO7s7CQcDrszrp3rcqbsnhfJdLbT62its9LjO1P1ys1mnAoh+MxnPsNnPvOZGV9TXV3N008/Pes+5HLGqXNuv/vd7/K7v/u7hMNhKisrCYfDfPnLX+Y1r3kN3/zmN1m/fn3a/3YB0Dq9hlR5+IjIGMta+OYye3rt2jWam5spLi7m+PHjlJSU3PTfLCfhm2zgVVdXx6FDh3JmqpPN8zo4OEhjYyPBYJATJ07M2VjDy+/9dMJ3dHSUhoYGhBAcO3YsJ31C6QxyY7bGFHZidq+UoMGUknjMQtwY8Ku0jTAEKI0QGmmaaKGIxGIgJVqalBTBRNiiusyPNOIEi/xERiVFgQBSaQyfgYWNJDDvfcyGOJrOpXd0dJShoSFCoRA9PT1orVOco8vKytJahpqvInCpiLZ0MddjFkJQVFREUVGRazYUi8Xc8mhnMoDP55uyQOPVc1oQvonPeCbL152Mr1evgWwQDof57d/+bW6//Xa+9KUvuff1pqYmfv3Xf533v//9/O///b9zvJcFCmSXgvBNM7FYzHXu3bFjB+vWrZvzjTfXYn2+zCTWxsbGaGpqIhaLZWR263zJRjbVtm3a29u5dOnSgrKfSyXjq7Wmu7ubzs5O6uvr2bJlS84COOf8pkM0mEGbaFijtMBAIw1Bkc8kMhFLHL8SaEMjhERrUFYcJUyChmA8buM3QQuFYWqUBmHcWHHXUQy/gT2q0CiESoxDQiyNz7kzk7WiooKNGzemOEcnl6GWl5cXnKMXSb4F6Isp902ecQ2J++/IyAjDw8MMDAykjPZyhLCX+oTzvcc3G67WkUgk7/0KRkdHuXDhAn/6p39KcXExsVgMKSW33norX/ziF3njG98IFBZiMoISia90bi8P6e7u5vnnn+f8+fOEw2FWrVrFgQMHOHbs2II/38s2Osm2iNRa09vbS2trq+toO983xctZv+mYvL9aa3p6eujs7GTdunVs377dE4FGps9rKBSisbERv98/5+z+ZLxubgWJ1eOGhgZisRiHDx92x+gsB6QhKA5KEtZTiZFGvkAApcOYfgONjdQaW4OlNIYpUZbERGNbNv5AEBAoYaO0ACmwtYVGon0amyi2BNPvQ9kaaXpzkeNmzMU5OhKJUFZWlpIV9qJztJcoZHwXh2EYVFVVuW65zgLN8PAwQ0NDXL582e0Tdq7LXDqa53uPrxObZdrcar6jjJYbfr+fBx54gOeee4777rsv5Xq/cuUK+/btA/J7rFYBb/LUU0/xxBNP8PLLL7NmzRpqa2spKipicHCQrq4ugsEg73jHO3j44YfZuHHjvLZdEL5pYGJigpaWFoaHh9m9ezdr1qxZ0EPNqyOYZsIwDCwrMZZlbGyMxsZGLMvitttucwMQL5ApUWnbNp2dnVy4cIGtW7eyadOmBQczXja3goS47+zspK6uju3bt3sio5ec8V0shunD1hqzCKTUGDqOkBaWslEqYW5lSAONQKCwlUzcPLUCO0qw2Efc1hjCJG5ZBPx+wmELhcC2E++vFBIhEy7RityYW6Wb6Zyjo9GoK4S7u7tTnKMd0XEzAzSvHm+m8PJnP1NkMuuZvECzbt06t0/YEcLJjubJQrioqCgr116+Z9ic53Emz/VsPb75gpSSoqIiPvjBD/K5z32Ouro6iouLefXVV3niiSf4xCc+wcTEBEopgsGgJxIVBQocOHAAv9/PO9/5Tv7u7/5uSh96NBrl9OnTfOtb3+K2227j//l//p959cnnPnrNENkQvsluxTU1NYueW+oFQ6754Aj1rq4uurq6ZhzTlGsyISqHh4dpbGxESpmWHlevljpHo1FCoRCWZXHgwAFWrlyZ611ySafwjVkKQ4I0DJQtMQwoKvJj2TZKWQhAIwCFz2cQE2CIOHEtMQMBBBJlCwwDLFshpUDIRHWST4Jl25QGAxiGRAiFXMa6LhAIsGbNGtcx1HGOTu7HnM052oufg0yTjxnfbGY9k/uEkx3NHSF85coVt084WQhnysitIHwTM3wzLXyzNWHAq1y/fp3Tp08D8M53vpPVq1cTDocZGBigtraWz33uc3z6058mEomwf/9+/u7v/i7He7x80Fqk2dwqf54Pn//857n33ntn/H0gEODOO+/kzjvv5HOf+xw9PT3z2v6yFr5ONjITOH2s0Wg0bYJgqZU6x2Ixrl27xujoqKdLX9N5XpPnMW/ZsoX6+vq0BDBeLHXu6+ujubkZ0zRZv369p0RvujFNSVwrDJXo1dXaQPok4sYQAVtbKHyAQmiFYceQ/hLUxDgSgY3C1pKAKbEtG580QMfRCHymYCJmYymBshVKadQSquxYLJOdo23bdgVHsnO0Izii0Wheit98E765Fvs+n4+VK1e69zXbtl0jt8HBQbq7u9FaU15entInnI5ql1wfe67JhvCPRCJ5X+q8Zs0a/viP/9jN5obDYcbHx7Ftm3A4TCQSca97p2KnQIFcM5voncyKFSvmPS1mWQvfaDSa9u0qpeju7qarq4sNGzawdevWtJV9Ollqrz8UHfF34cIFioqKOH78uKdXr9MlfEdGRmhsbASYdR7zQvBSxjcej7sGbbfccgsDAwOefH/TmSGUpi8xZggw0CA0QdNHNGYhhcKQGg1INIYQ+Px+lB3HlgZC2phWnKgBPmGgBQgpwfjZPkZjMVaWFWErDVImfp+nTDe3Ndk5OhQKobUmFou5GWEvGRNlAq/f8zOB147ZGdvlLOBqrVPmCff29hKLxSgtLXUzwhUVFQQC83doz/eMb6Zn+EKixzffM76lpaXcf//9QKJKzefz5f1iQLYoZHzTy9WrV7l69eqUWH7v3r3z3tayFr7pLnV2yluBjGQ4nQeB1wKCZIaHh2lqagKgvr6ekZERzz/AFysqkxc7MuVk7JUe34GBARobGyktLeXEiRMEg0EGBwc9sW+TSednxPAZKBRSJOSt0AqfTxAnjiUlhhRAHFMajFs2Sku0hKgVpzJoomQRE2ELw0diVq+tkcIABKapidoKKRVxDQLJQvbci+9BOpjsHN3V1cX4+DjV1dUpxkTL1TnaeV+9es/PFF53NhZCUFpaSmlpKevWrQNw5wkPDw/T09PD2NgYRUVFKeXRcxmhk+/Ct5DxzR5dXV38zd/8DS+88AL79+/ni1/8In19ffz0pz9l37597rVdoIAX+elPf8qDDz5Ia2tryrPS0UkL0XnLI3KYhnT2y1qW5ZoYpbO8dTJORiMbq6HzRSlFZ2cnPT09bN68mc2bN9Pb28vQ0FCud+2mLCbjOzY2RkNDA0opjhw5QkVFRZr3LkGuS52TxzHt2LGD9evXu8Gbl7LRyaQz4yuERGmNUhpDaIQBhk+C0PhN8JkQiWn8QoAGTRyEH0OCIcDSGqSBRCOFSGzHFNhKYMRtYrZNZVEQwlEQAim89fn2EkIIfD4f69atc42Jkp2j29vbmZiYcDNvS9052oufrWywFJ2Ng8EgNTU1KX3CIyMjDA0N0dfXR3t7e0rZfkVFBWVlZVOe514X/ZnG6fHNJOFw2LPtV9mit7eXT33qU+7UiRdffBGA8fFxvv71r3PkyBEefvjhvF+IKeBdHnroIbZv387Xv/71BRsHT2bZCl/TNNOS8R0YGKCpqYlAIMDx48cXbWI0G86Nx2u9nkNDQzQ1NblGTmVlZcDS6UleyH4682qTS9oz+aDOpbgcHh6moaEB0zSnHceUD8IXKbCVQimFPyAQCIQAtEIiMaVAIrG1jWEk5vzGLEXQMBAiYXsVj1sYRT6k1igJWilsbeEzbUwBlrIQpg+tQYj57fNSEwjp5GbO0U7mLdmht7KykmAwuCTOWz5nfJf6Mft8vpQes+SyfefaVEq51QpOZcNSFP3ppJDxzSzO+f3e975HU1MT//mf/8k//MM/8JWvfAXATeC0trYC+bv4VsD7nDt3jr/7u79j69atadvmshW+iy11jsfjnD17lr6+PrZv386GDRsy/qBytu+VkUbJ43o2b948JdO9VITvfLOp4+PjNDY2EovFsjaaKRelzkopzp07x7lz52atZMh1Njor6EQWVmiN1IlZvj6/iRIRtEgs9Jh+DbZCKPtGhthGCYUiMf8XKfAJnRC8tsKUgqitwQxQVBzEjkcoDkqisTg+vy+3x+th5iKIpnOOTp7Zmuwc7YjhkpIST4sNL+9bJlgOwncyyWX7kDjGcDjslkf39fURiUTw+/2Ypkl/fz+VlZUL6hNeymSjqi2fxxk5scTFixepra1FCEFDQ0PKonYkEiEej6e8vkAa0SLxlc7t5SF33XUXZ86cKQjfubAY4dvX10dLSwvl5eWcPHkyawYJQgjPjDQKhUI0Njbi8/lmHNezVITvXEWl1prz58/T0dHBunXr2L59e9YMdbKdVXXmLtu2fVOjLq8Gp2ktdTYkhtSYpgatUTpRiucv8uMzNbFoHGGYxDXEdARLl2JK0NJk3FIEEGgsbKUx/UZiJrDQaNtOdPRqm7gdp8QnsI04lvTG4tZyYTqH3uHhYYaHh7l27RqdnZ1IKVNKozM1qma+5HPG1wvnP5MIISgpKaGkpIS6ujogUa1w9uxZIpEI58+fp7m5mWAwmLJIM5c+4aVMIeObWZxrp6qqym1HKy0tdav1rly5Qnd3N695zWtSXl8gfehEKJHW7eUjf/EXf8GDDz5IU1MTt956Kz5fatLgF3/xF+e9zYLwTSISidDa2srg4CC7du1i7dq1Wb8h5FpMWpZFR0cHly5dYuvWrWzatGnGc5DrfZ0rc9nPcDhMY2MjkUiEQ4cOuY6z2SJb5zJ59vT69evZtm3bTcW9VzO+6fxsKi2RUiKRiXFDCnx+ia1sAnGLuFBUlglE3CIWFpi+CDEFyrIxpIEpfUgDFBIDiULhE4KJGwN7LaWJxjXBigCGKfGLWNr2fTmy2Pd2NudopwTVGVWTa+fofM225Gu5byAQcEv3t23bhmVZ7iKNM97LWaRxhPB0fcJLmWz1+Oarq7NzrbzhDW/g1KlT/O7v/i5dXV2MjIzw6quv8vjjjzM8PMwDDzyQ8voCBbzG6dOn+Y//+A/+z//5P1N+VzC3msR8Mqdaay5dukRbWxurVq3i537u53JmlJIJN+q5Mjg4SFNTE36/f9pez8ksFeE7m3DTWnPx4kXa2tqoq6vj0KFDOXGLzUbGNxKJ0NjYyPj4OAcPHpzz7DOvB6dpGWckQEqBwMZCoE2BVhpTyEQGFwtBgIhlY/glhjDxmzYRJVDROCLowzTAMGwU+oZzcwyhDWK2RmmbgF+AkNiRCXRJZU6OM1+ZrgTVGVUz2Tk62Zho8upyJsjnjG++HbNDsvAzTXNKn/DY2Jh7bV64cAHbtqfME87GtZkpslHqnM8ZX0h8vjZu3Mjv//7v8+ijj9LW1oYQgte+9rXU1dXx1a9+lQMHDuT15zCTFMYZpYcPfvCD/Jf/8l945JFH3NamxbKshe9cBOT4+DjNzc2Ew2H27dvHqlWrsrB3M5MLMWlZFu3t7Vy+fJlt27axcePGOd0Il4rwnanUeWJigqamJsbHxzlw4IBbJpkLMplV1VrT29tLS0sLa9as4cCBA/MS917N+KYzcDL8EpSFLcCQJlIItBRIIbCVDRpilo3wGfiUgUKgTRNhC5ShsP0SPW4DPqRWSGGj7DiGTJjs2UrjRxKxJiirKEfP09wqn8iGwJ88qsZxjnb6hDs6OqY4Ry90Zut89imfyOeAWyk1o3CVUlJeXk55eTkbNmxw+4SdazPZ1dxZzHHM3JYK2Sh1npiYyNuMr4PWmiNHjvCv//qvXLx4ka6uLsrLyzl48KD7+3z9DBZYGgwMDPCRj3wkbaIX8lj4KqXo6emhq6uLuro6Dh486Im5kFLKrGZ8HdfqYDDIiRMn5rVCupSEr1LKvclrrV0DnJqamnkLwUztYyYC/lgsRktLC4ODg+zZs2dBNw+vujo7pOMalIAWNoZRlDhWQ6BtjdCCqJ3IUFi2xhcAHQd1Y/yRRhMI+BBaEbEj2KYfbSoi8ShFQYGOWwyMDlBVKlAYIE0Mn//GXyzgFZKdo9euXQskejEdsZE8szW5TzgdztH5mvHN5xEq8zn25D7hZFdzpzz64sWLtLa2Likzt2wJ33zN+Drn17IsGhoaCIVClJSUsG7dOncUF+TfPSebFDK+6eFNb3oT//Zv/8aWLVvSts3cK70M4Qjf6Va0RkZGaGpqwrbtrLn2zpVsmVtZlsXZs2fp7e2dMrd1riwV4ZtsghSNRmlubmZkZMQTGX6HTIjLa9eu0dTUREVFBSdOnFhwtsqLwlcpRTgcBuCll15yhUhVVdWC+uEMnw9b22gS83gBpEx8xbRGGwptW0itMA0fCIGhFYatsbQm4JeYPh9FfggEBNpnY/hM/KZicGiCUr/JSMTC9CVmBSvm97nJtwDFC8cbCARYvXo1q1evBqZ3jvb5fClCeCFiw2ufrWyRz9mmxQq/ydemZVmMjIy4Zm5dXV0IIVIywmVlZTnpYZ+OTPf4OhUc+Sh8HdO49vZ2vvjFL/Jv//ZvjI6OJkb1+f0cPHiQ3/3d3+X222/P9a4ub/SNr3RuLw/Zvn07v//7v88LL7zAnj17plTK/PZv//a8t7mshS+k3mBt26arq4uenh7q6+vZvHmzZx4EDtkQk9euXaO5uZmSkpJ5Z3mTmZxJ9SpOgHHlyhXOnj3L6tWrOXnypKd6pNJZTmxZFm1tbVy5coVdu3ZRV1e3qPfHa8J3bGyMhoYGYrGEQdQtt9ziznW9ePEitm2nzHOdi2mRLwBICysWJ1DsQ6MwDYnf9BGNx/D5fPiDElOCUhKBjYEiqhQ+v4GlNIbQ2FqglMBnGvikxWjUIBqbwDBLEIaFQOI3AAquzjPhpWstmemco0dGRhgaGprWObqiomJOizD5mvH1+nMjk6Tb0do0zSlmbmNjY+5CzaVLl3LWwz4dtm1nvMoqX3t8hRBEIhHe97730dnZyRvf+EZ27dqFEIKenh6++93v8ku/9Ev84z/+Y0H8FvA8f/EXf0FpaSk//OEP+eEPf5jyOyFEQfgmkyx2DcNwjZuc8TyOrbvXyKS5lTObuL+/nx07drBu3bpFBR7Og9vrAYwzq66trW3B5b6ZJl3i0hlDFQgEFrWoMXnfvECyEdmGDRvw+/0MDAxQXFzM6tWrWb9+/bSmRZZlpbj3VlRUTBHCtiHx+cA2QUmbeNxGKInhMzEsG2UrtAZbSUCj7DhKSkrLggyPRTDEjb5fIYnZcUyfRPskOq4SEtdnQExgmgJhyERmucCSxjAMqqqq3IqhyaZEPT09KKVuugjj9ftnpsiHcUYzkWlH6+Q+Yee+mNzD3tnZSTgcpqSkJEUIp6N0fy4Uenwzg3Mv+eY3v8nAwAB/8zd/M0XcPv7449x55538xV/8BXv37qWysjI3O7vM0Qg0aSx1TuO2lhLd3d1p3+ayF76xWIyOjg6uXLly0/E8XiBTGd+rV6/S3NxMWVkZJ06cSMsDwXlweblXq6+vj+bmZgAOHz7s2QWPxfb4KqXo7Ozk/Pnzab/OvWBuFY1GaWpqYnR01HWkfuWVV6a8bibTolAoxNDQEL29vcRiMcrKytzS6IqKCgQghMbwG/gCGunTCCsKKoYwbaTUCEOCAB23MH0CZfgwLAXKxrbiCAlIjcYArdFCErcVVjRGoCrISHgEjQ+fIYjOs9Q53/DyPXompjMlchZhhoeHuXLlSsq154gNWJrHu1jyVfBD9p+Z0/Wwx2KxlIyw0yecLIRLS0sz8h5l+vjztdTZ+Uz94z/+I29961s5ceIEkEgAOaNffD4fn/rUp3j44Yfp7e0tCN8CeceyFb5CCIQQ/OQnP3HF3lK4Cabb3CoWi9Ha2sq1a9fYtWsXtbW1aXuQJQtfr+GYOg0MDHDLLbdw5swZT5U2T2Yx4nJ0dJSGhgYAjh49mnZxn+vg9OrVqzQ1NVFdXc2JEydS3sebnbfkgK+urg6tNZFIxM3KtbW1EYlEqOi7xkQkRnEgTkAZCAWGKTF8AdT4GIZxo09cCGwpCBqSmB0DaWLFJ9C+IEIpUBqNhdAaqRWW0ozbCikMTGHemBW8sGH0Xi0BLjA90y3CJF97TtatuLgYrTX9/f1UVlZm1DnaS2RjlqtX8cJisd/vZ9WqVa7PRXLp/vXr1+nq6gJIEcLpmnWd6fc+FouhlFoSMV8m6Ojo4L3vfa/rGeNca6ZporXmwIEDXLlyJWejM/MCLRJf6dxeHvLmN7+Zw4cP8/DDD6f8/PHHH+ell17i29/+9ry3uWyFLySE2fr169m6dWvOg/e5kk5zq76+PlpaWqioqODkyZNpH3fg3Ey9dvPs7++nubmZyspKTp48SSAQoKGhwZMC3WEhpc5aa3p6eujs7GTjxo1s3bo1I8FUrjK+Tq9yb28vt9xyC2vXrk35HCebls0VIQRFRUUUFRW5mY9IJMKF7z9HGEXcshkfn0Bri9KgCWi0IVHxGLq4GC3A0gIbhRQCC0GRXzM8OoYtSpE+QMVA2ZiGicAGaQMWpikT5xINOj8D/rmwXDOB01170WiU/v5+urq6OH/+PM3Nza5ztCM4ioqKluX5WK7v81zwYpn3dKX7yRULTp+wU7HgGGf5/f55/61Mz/F1jA/zVfgODQ2xefNmYPqxfxUVFYyOji7ovStQIJs899xzfOpTn5ry89e97nV86UtfWtA2l7XwdcxIltLDNR0Z3+Rs565du6YIhnThZNW9Iijj8Titra1cvXp1ilDyugP1fEudw+EwjY2NRKPRjDuT5+LzMzw8zJkzZwgEAhw/fnzaACZd+xUMBiktKybk81Nc7Kc4YGLHomihidqKqGURsaKYsQmENBJFyuJG/05kjOKgn1BoAB0owS9jGNIArVBaYpgQi9oE/YIhoVDKwtIaoQuuzrORL8cbCASoqqrCMAwOHz7sOkcPDw/T29tLW1tbWpyjvUg+C99M9/imAyklZWVllJWVuX3CTsXC8PAw586dY3x8nOLi4pSs8FwWajKd8Z6YmADyT/g6531iYoJTp04xMDCAaZoEAgGCwSB+vx+/349pmoyNjVFSUpLjPV6+aL2wyq7ZtpePjI2NTbtA4/P5GBkZWdA2l7XwzaRRVKZYTMZXa+1meaurq91sZybxiqB0RveUlZVNm932mjPxZOa6f84M4tbWVmprazl06FDG3TGzubihtebcuXN0dXWxZcsWNm/ePGMQ5Sy8pON9FdIEIUAKBAK/z4dGYyuLkqAv0QOsJfGohUWEuDSwbB9ags/0EdWSUp/CsjTCEPgkxAUEAj5sZaMMPwGpsJBopTANbwe9BbJHsgC8mXN08pgaRwgvZHyXF/BCuW+uWIrHPl3Fwkwjvib3CU8+1kwffyQSwefzZfzZ6DWc+8jWrVt56qmn+M53vpPyOyEEUko3ziwtLc3VruYB4sZXOreXf+zZs4e//du/5dFHH035+be+9S1uueWWBW1zWd8VsjUTN51IKV0X4vkQjUZpaWkhFAqxe/fulCHlmSTXwteZR9zX18fOnTtnHN2T6/28GXMRl84M4uHhYfbv35+1GcTZykyEw2F3TNGRI0dc459soLjRkqM0Qmr3B0JqpM+HgSbgNxGmSZnfh09EiUcEMVsTm4gQj8cYj1tY2o/WNmiFtiOgTeK2QkoDC42BjSElprGsb72LwssLVJlips/YzZyjL1y44I7vShYbS6F3Nt8zvktN+E7HTAs1w8PDDA4Ocu7cOQDXVd+5TjN9/OFwOGsO1V7kK1/5CiMjI8RiMaLRqPvlfB+Pxzlx4kRB+BbwPI888ghvetOb6Orq4ud//ucBePbZZ/mf//N/Lqi/F/JA+C7FjG8kEpnz67XW7nzaFStWcPLkyaz2beRSUA4MDNDY2OjOI57Nqdrrwvdmpc5O37Jj8JTN9zjTGV/nGm5tbWXt2rXs2LFjTiv1C+nxnQnD9CdKiW4E47bSSAGGsBCAiltopUAYaBSGlPhMH8UlgvFxkEgMQxCJRlFohqMxKoNBLG2jtMbvT5Q/a2kmzmX+absCMzCf63c65+hwOOwK4cmu5bme1zob+Sx8vdjjmw4mL9TM5GwO0Nvbi23bVFZWpv15lo+jjJK56667cr0LeY9Wia90bi8feeMb38gzzzzDf/2v/5XvfOc7FBUVsXfvXr7//e9zxx13LGibBeHrMeYj0CKRiJsBvPXWW3MynzYXgtIxPbpy5Qo7duxg/fr1Nw2gvNSLPB0zlezO1rec631LB/F4nObmZgYHB9m7dy+rV6+e135BeoSv1hKpwTQ0GoUQoLSiqMTHeCRMXCu0HcMXDOAzBNpWxLUiKA1sFcdvaipL/Pj8AtPwYfqDSENiT8SJ2DbjExNoQyBkHBubuBVdwD7mj1rOJ0G0GAEohKCkpISSkpJpXcuT57Um9wl7wTl6uYq/ubAUenzTwWRnc0jELT/+8Y/RWtPd3c34+HjaDd3yXfgWKLCcuP/++7n//vvTtr1lLXxN01ySwvdm++z0eZ49e5bVq1dnPcubTLbLyQcHB2lsbCQYDM5rRNVi5+RmmukWEJIz2plw5Z4rmQrQnONzxo3lMhgXQqAEGNJMZGYBEl2+lJT4iakJtE+jVYzxeIygT+GTBqMTMaJxC63tRJm0AENKhM/A9BkUF5soLSgqCjI8LNHawrLiWDJKQ0ODK0Sm64PLV7z8Oc0E6cx8TteHGYvFUkqjm5ubCQaDKUI4F87R+ZzxXS6lzgvBeY7V19dTWlo6raGbaZopQni+90dH+Obr9VUg92huGGCmcXv5QqafDcta+C7FjO/NhOTExATNzc2Mjo7OO0OWCbKV8bVtm/b2di5dusS2bdvYuHHjvD4YXi91Ts6qJh/r9u3b2bBhQ04f4OnOliulaG9v5+LFi3PO2M+0X+nKRishkVKDSJQxx2MxkALTMLB0jLFYlKISgTAk4aiB6ZcYPok1ZhAoFdjY+IMCS/iwLQtT2whpgLaxYwoMMCX4hR9fwIelFZWVlYRCIXp6etBau0FeVVXVFMOiQgC3fMn0Q97v97N69Wr3WWFZlmtINJ1ztGNIlOlrLl+yntORz9luSBX+0/UJj46OMjw87N4flVIpfezl5eWztsNEIpFCxrdAbtGkt6Upj9aDd+/ezaOPPsqb3vSmWZN6HR0dfPnLX2bjxo383u/93py3XxC+HmMmgaa15uLFi7S3t1NTU8O+ffs80beVjRLiUChEY2Mjfr+f48ePL8iCfymUOiulGB4eprGxEcMwOHbsmCfMJ9IZnI6OjtLQ0IAQYtHHl879MqQPbdtoBJYGbUoEFn6/QIU14ZhCCYEB2AhsLTEAJUBpCAZttK0x/DG0qfAFTKRSiTVaaYEi4e7sM0EogsUGGzZscPs0kw2LLl686BoWOWIk37Kg+SaIsnm8pmmyYsUKVqxYAaQaEl2/fj1rztH5mvHVWue18FVKobWe0YDNMAz3utu4caPbJ+ws1vT19RGJRCgrK0sxdEuuGAqHwwXhW6DAEuVP/uRPePjhh/mt3/otfuEXfoHbbruN2tpagsEgoVCIlpYWXnjhBZqbm/nABz7A+973vnltf9kLXy+LnemYTqyHw2GampoIh8Ps37/fXRn1ApnMpNq2TWdnJxcuXGDr1q1s2rRpwYGS10udhRBu79PmzZvZvHmzZwKjdCwaaK05f/48HR0dbNy4ka1bty76+NLa4ysEoJGmhcLEMAVCGfh9JhOGyfhEDI1Eo5FG4r9ag5ASW9j4AwF8gShxy8CaiKJshW1ZSOFD6RhRK0qcOEU+SaBUokjN5k6el+kYwjhjQmKxGOfOnWNsbGxJOfcuBC9/TjNBro93Nufo4eFh1znaceZN1/WXr+LPuZfmo+iHnx3/XN/75D7huro6IJHRdcqje3p6GBsb4xvf+AaWZXH06FGGhoZmbA167rnn+G//7b/x05/+lN7eXv7hH/6BBx54AEh4Tnzyk5/kn//5nzl37hwVFRXcfffdfP7zn6e2ttbdxqZNmzh//nzKdh977LGUrFNDQwPvf//7eemll1i1ahUf/OAH+fjHP57yb7797W/zyCOP0NPTw7Zt2/jCF77A61//+jmdlwLeRmuB1mksdU7jtrzOXXfdxcsvv8wLL7zA3/7t3/LUU09x/vx5JiYmWLlyJQcOHODXfu3XeMc73uE+t+bDshe+joPgUiFZSGqtuXDhAu3t7dTW1nLw4EHPzaXL1OKCk/mUUqYl8+nlUufx8XHa29uJx+McPXo0q2N85sJiA7RIJEJTUxNjY2McOnSI6urqNO1Z+oy3fD4TjDhCJIJ5TWKUUdAHg5ZFXBsoLRA3sjVaGoCAGzMRLS2QpkkgYFBW7UcbMfwlYEcsgkUSv18TDIDhCyANgW3NfkzJhjBaa37yk59QUVHBxMTEFOfeqqoqKioqPHdvKDA3vJb5THaOBmZ1jk7OCs+3AilfS53nK/yWG+k4/mAwSDAYdA09LctiYmKCZ599lr//+793Y4df+qVf4uTJk5w8eZJDhw7h9/sZHx9n3759PPTQQ7zpTW9K2W44HOaVV17hkUceYd++fYRCIT70oQ/xi7/4i7z88sspr/3MZz7Du9/9bvf7srIy9/9HRka45557uPvuu3nyySdpbGzkoYceorKykve85z0AvPjii7ztbW/jscce4w1veANPP/00DzzwAK+88gq33nrrgs9NgQLLBeezm26WdaS0VEudbdtmfHycpqYmIpEIBw8edMvSvEa6BaVSiq6uLrq7u9myZQv19fVpCRAy6Uy8UJzy9ba2NlasWOH2MXmNxWR8+/v7aWpqYtWqVZw4cSKt5fnpDJqVVChhJOqWTRC2QgpNsCjIRHQYf5EGFLZWSFOCBlsneoIREo1CK4UWPhACGTCwhI2t4kgUGAYCCUiUEqh5XItCCDcrt2bNminOvW1tbW7pX7JhkRdaIQrcHK8J38lMdo6GhNeEU3ra1dWV4hxdUVFBVVXVTc3qvH7cmcJ5DhWEb/qO3zTNFOfXz3/+8/zoRz/i9ttv54UXXuDxxx9nbGyMw4cPc/LkSX7jN36D+vr6KdupqKjg1KlTKT/72te+xuHDh7lw4QIbNmxwf15WVkZNTc20+/PUU08Ri8X4xje+gd/vZ/fu3bz66qt8+ctfdoXvE088wX333cfHPvYxAD772c9y6tQpvva1r/Hkk0+m5bwUyB2FjK93WfbC16tZvpmQUhKLxXjxxRepq6vj0KFDns7kpFP4joyM0NjYCMDRo0fdjEM68FrGNzkLevDgQQCamppyvFfTs5Dg1LIszp49S19fH7t373YdZjOxX+lY0JCmwCyKYasJTFWMlBpDaAL+AHENprCJ2xDwCaQErRUaE6EBNEKDFbfxSYFS4kZJNMQtGyXARmMphfQZiYzxIp5h0zn3JgthR4iUlpamCOFcOb/Pl3wUREvteJ3rzwn8Y7GYK4QvXrxIS0vLTZ2j8/F9hkKps23bSCkzevyxWIz169fzO7/zO/zO7/wOWmva29t54YUXeP755xkfH5/ztoaHhxFCUFlZmfLzz3/+83z2s59lw4YNvP3tb+cjH/mIG6udPn2a22+/PeWee++99/KFL3yBUChEVVUVp0+f5qMf/WjKNu+9916eeeaZBR93Ae9QcHX2Lt5VVGlgqWV8x8bGaGlpwbZtDh8+nNaS0EyRDkGplKK7u5uuri7q6+vZsmVL2lfDvSR8e3t7aWlpScmChkIhz2WkHeabLR8aGqKhocEdObUUTEakNBLXiN9EizhKKixhIgyJ6QehFHGlCUoTIRPZXYkEoUGDYUriWlGkBbbW2FqAEFjKJuiXSFNiqRvjkoRmUcp3GoLBIDU1NSlCZGhoiFAo5M7KLC4udsui55KRK5AdloMA9Pv9rFq1ilWrVgFTnaPb29sxTTOlNDpfR/o4Jd5L/T1fKNl43yORSMqoQyEEO3bsYMeOHbzrXe+a13Yefvhh3va2t6UsxP/2b/82Bw8epLq6mhdffJHf//3fp7e3ly9/+csA9PX1TckoO2XZfX19VFVV0dfX5/4s+TV9fX3zPt4CBQrMnYLw9QBKKXp6eujq6qKmpoaxsbElIXph8YJybGyMhoYGlFIcOXIkY6W+Xih1jsVitLS0MDAwwO7du1PKpLywfzMx11JnpRTnzp2ju7t70WZkc90vSE/G1/D5iVqCIAIjIJFCY8ooviIbQ9gY0sSKxbECJqCR2kYL8BmSCR1DCkncUjcywaBQaG0QjdloYaJQCGEmRiSZgkh0fp+Z+Z7HySNs4vF4imt0S0sLRUVFUzJyBbKPVz/3i2E65+jR0VGGhoYYGBjg3Llz2LbNuXPnGBkZcUfU5IMQzlfB75CN4w+Hw1MytPMlHo/zf/1f/xdaa/7sz/4s5XfJmdq9e/fi9/t573vfy2OPPVZYUCzwM5bfrX1ZsKyFr2manhe+o6OjNDU1YVkWr3nNawgEAly+fHnJZAEWKny11vT09NDZ2cmGDRvYunVrRl1qc53xvXbtGk1NTZSXl3Py5MkpD0cvj1uay3UYDoc5c+YMlmVx5MiRtJap32y/0uLqTCIDE1cKKSRSCGylET4T0zCJqzD6xt1SoDGkxlI20lBoFAgQwkBpjZYkPJsF2JYi4NcIlXCONm4EfIrsvtc+n29KRi7ZNfrs2bP4/X6qqqpmLE3NJkvh3pculsq9fjEkj6iBhPj5j//4D8rLyxkdHXVHeCU7R99sVutSJV/drB1ykfGdL47oPX/+PD/4wQ9u+jw7cuQIlmXR09PDjh07qKmpob+/P+U1zvfOgvdMr5mpb7hAgQLpYfk9VZLwco9vcnmvM94l2YVaKbUkxpUsRFCOj4/T2NhILBbjtttuW5Ad+XzJlfC1LIv29nYuX77Mzp07Wbdu3bRBrpfHLc0myrXWXL58mdbWVurq6tixY0dWr9v0CQYDLQWWFoBASoEdF5imiWXZ+IWJaYKNIiht0DaWUgT9Eq0UGCANhRAgtEaIRB+vkDZKC6RQGFJiSJFYBF7Afqfz+jBNk5UrV7qj0SaXpra1teHz+VzX6MrKSoqLi7Mi0Lz6OcgU+SB8J+P0eNbU1FBeXp7iHD08PMzZs2eJRqNT+tSXg2FbvrpZO9i2nfFnxMTExIzjjG6GI3o7Ojr4t3/7tzkZi7766qtIKd0Km2PHjvEHf/AHxONx95o9deoUO3bscOOdY8eO8eyzz/LhD3/Y3c6pU6c4duzYgva7gMfQIr0tTXlsbqWUorOzk6tXr06JRW+//fZ5b2/ZC18vZnxHRkZoamqatrzXWQldSsI3Ho/P6bXJs1zXrVvH9u3bs3aMucioOr2ugUCAEydOzLoC7fVS5+mIxWI0NzcTCoXYv3+/m03M5n7pG+OFFr0tKdFaIJVO9PBqhRYSw+fH0ha+gO+GSyMgNFIIlA0ahSEFCIllQWK4742+XwFogUYhpQYkSiuEAtNjz7DpSlNHRkYYGhqiv7+fjo6OlKxdZWUlpaWleR3Ap5N8PI/Jgn865+hkw7Zz584xPj6e4hxdWVm5YHGTSwqlzrnN+I6NjdHZ2el+393dzauvvkp1dTVr167lV37lV3jllVf4p3/6J2zbdntuq6ur8fv9nD59mh//+Me89rWvpaysjNOnT/ORj3yE//Jf/osrat/+9rfz6U9/mne96108/PDDNDU18cQTT/CVr3zF/bsf+tCHuOOOO/jSl77E/fffz7e+9S1efvll/vzP/zyDZ6ZAgaXFj370I97+9rdz/vz5KbGeEGJBGm9Z3329JnyVUnR0dPCjH/2IVatWcfz48Sk9rc4DwUv7PRtzzaSGw2F+8pOfcP78eQ4dOsSuXbuyKuyzmVF13uef/OQnrFu3jsOHD9+07CrXpdizMd2iwfXr1/mP//gPtNacPHky66LX2a+0CQaRaMcxTJASbC1QItGPK9AYAYEhVSJYR6M1KAGGFIgbQldphcBGaRvD0CAEGgNtK4QJQZ/CVhY2NsLjDo3O+KT6+noOHjzI7bffzp49eygrK2NgYIBXXnmF559/noaGBi5cuMDIyEhar998EoJeXfDKNDfLfDqGbTt37uTIkSOcPHmSzZs3I6Xk4sWLnD59mhdffJGWlhauXLnC+Pj4kjiXBeGbnR7fmTwLXn75ZQ4cOMCBAweARL/ugQMHePTRR7l8+TL/+3//by5dusT+/ftZu3at+/Xiiy8CEAgE+Na3vsUdd9zB7t27+dznPsdHPvKRFMFaUVHB9773Pbq7uzl06BC/8zu/w6OPPuqOMgI4fvw4Tz/9NH/+53/Ovn37+M53vsMzzzxTmOG7XLgxzihdX/PN+D733HO88Y1vpLa2FiHEFLdwrTWPPvooa9eupaioiLvvvpuOjo6U1wwODvKOd7zDbUF517vexdjYWMprGhoa+Lmf+zmCwSDr16/n8ccfn7Iv3/72t9m5cyfBYJA9e/bwz//8z3M+jt/8zd/ktttuo6mpicHBQUKhkPs1ODg49xOSRCHjmyWGh4dpbGxECDHrqB6nBMyrImgyNxNsybNqa2trczaeyZmPnGkcsy6tNceOHUsZaj8bydlLrwX9yftj2zbt7e1cunRp1tLtbJGujK/SAiFA3xhFBAIDgREMEAeUrSkOSkbHLMqCAlvf6NUTNx5MSmP4wDA0SoFpGtiWxtYWca3QGiylUEoTkAKtvV/NkYyUckqP5tjYmPsA6unpQWvtZuKqqqooKytbUIC7FMRLOvHiZz4bzPe4Z3KOHh4epq+vj/b29iVRlVDo8c1txvfOO++c9R5zs/vPwYMH+dGPfnTTfdi7dy/PP//8rK95y1vewlve8pabbqvA0kPrxFc6tzcfxsfH2bdvHw899BBvetObpvz+8ccf56tf/Sp/9Vd/RX19PY888gj33nuvO4oO4B3veAe9vb2cOnWKeDzOr//6r/Oe97yHp59+GkhUr95zzz3cfffdPPnkkzQ2NvLQQw9RWVnpLvK8+OKLvO1tb+Oxxx7jDW94A08//TQPPPAAr7zyypwWeTo6OvjOd77D1q1b53cCZqEgfDOMbdt0dXXR09PD5s2b3RXr2fBy9m8ys+3rxMQETU1NjI+Pc+DAAbefMBdkejEhuYx7w4YNbNu2bV4P92SjJq8Fao4oHxkZoaGhAcMwOH78OCUlJTnfr3SViCdWVRWmIUEnypgNM/H5LSo3GAvHEj26pkJKgWVrTKkAA9AYhsKQBmiF1AKFBgHSSJhdCSGJKfAFE6U5Ws8v8PPaNSGlpLy8nPLycjZu3IjWmrGxsRTnaNu2U8bXlJeXL4n2jWzjxc98NljscU8uz1dKueX5g4ODnDt3DmDKNZhr0Vno8c1Oj2/Bpb5APvO6172O173uddP+TmvNH//xH/PJT36SX/qlXwLgr//6r1mzZg3PPPMMb33rW2ltbeVf/uVfeOmll7jtttsA+JM/+RNe//rX88UvfpHa2lqeeuopYrEY3/jGN/D7/ezevZtXX32VL3/5y67wfeKJJ7jvvvv42Mc+BsBnP/tZTp06xde+9jWefPLJmx7HkSNH6OzsLAjfueKYW+UqsBgaGqKxsRHDMOaV/fOCYJ8r0wlfx/Do7Nmz1NTUsH///pybkmSy1HliYoLGxkYmJiYWbNblBGNeznb9+Mc/ZtOmTRmZs7wQ0vqZFgIkSJ8N0oetbSSghcInJcpvYxFFxxUTcT+WlaggiERBIDCEAm0jhUkimSsAjZY/6wuOqhh+n5+oBcSXxsLWXBFCUFZWRllZGevXr0drzfj4eIpztGVZKa69FRUVMwbA+SYM8u14nUqNdN5HJlclzLQYU15e7orhioqKrFcgFUqdM3/8ExMTi3J1LlBgOdPd3U1fXx933323+7OKigqOHDnC6dOneetb38rp06eprKx0RS/A3XffjZSSH//4x/zyL/8yp0+f5vbbb8fv97uvuffee/nCF75AKBSiqqqK06dPp4z/cl4zufQ6mYaGBvf/P/jBD/I7v/M79PX1sWfPnilaYu/evfM+/mUvfCGxwpjNh5tt23R0dHDx4kW2bNnCpk2b5nWjX8oZ30gkQnNzMyMjI+zbty8nvZ/TkYlzqrXmypUrtLa2UlNTw8GDBxd8naVzNE86iUQi7k3o0KFDnpovnc5zJoTAINFmwI2yZ3Gjhzdu2UQt8BWB1CbCtPEVG5T6TcKRGDoWQUmBVnEQRYBG2YD5szJsAdi2RvoM/NhE5NL4fC8UIQSlpaWUlpaybt06tNZMTEwQCoVc5+hYLEZZWZlbGp0LEeIF8jHj634uMjzne/JizMTEhCuE29rapjhHV1RUpARxmaAgfDN7/M77XBC+BZYjIyMjKd8HAoF5z452DNvWrFmT8vM1a9a4v+vr63Ndyh1M06S6ujrlNfX19VO24fyuqqqKvr6+Wf/OdOzfv39KNd9DDz3k/r/zu4WaWy3rKMMRvtkUkaFQiMbGRnw+H8eOHaO0tHTe28hWP2o6cASl1pre3l5aWlpYvXo1J0+ezHmWN5l0lzonOxrv3bt3yg1ivjgBoJcWPPr6+mhubnZLCbMxmzd3GEBiJq8SiSm7lgYhbKQh0SJRnmhrG4QfpTWgsWyJEfCj9QSBYCDRz0scCQl3aDthZCWFQFmxG6bPmriYf6mf1xZF5oMQguLiYoqLi6mrq0Nr7br2hkIh2traiEQilJWVYVkWhmGkjAJZzizl93WhZEP4Tib5GqytrQV+5hw9PDzsOkcXFxen9Amn2zm6IHwzP7FisXN8CxRYLK4pVRq3B7B+/fqUn//hH/4hn/rUp9L2d7xAd3d3Rre/rIVvNh2SLcuio6ODS5cusXXrVjZt2rTgh7qX5w9Pxhln9J//+Z8MDQ2xZ8+eKas7XiCdpc5Xr16lqamJqqoqTp48mZYMgZdKnS3LoqWlhWvXrrF7925WrFgx6+pcrkhnxlcaJlJq4jGNXaQJlEiUHUUrncj8CrA12MoC4ccUiT5fWwPSRPskMa0oJZE59pmCxNwiRSKJKbFRIA20GSbgm98K7XJDCEFRURFFRUWsXbsW+JkIOXfuHNevX6e3t3fKHNdMZ+NyQT5nfHMtAB3n6JqaGiAxwzW5NLq1tZVAIJDSJ7zYedb5bm5l23ZWSp0LPb4FckmmhO/FixdTkhDzzfYC7v2uv7/fff463+/fv999zdWrV1P+nWVZDA4Ouv++pqaG/v7+lNc439/sNc7vp2Pjxo3u/z/33HMcP358SjWYZVm8+OKLKa+dK8ta+AohstIvOzAwQFNTE8FgMC2mP0up1Hl4eJixsTFKS0vTJgIzQTrOqWVZtLa20t/fzy233MLatWvTFrB6pdQ5FArR0NBAcXExJ06cIBgMYlkW4K1sdDJpKXVGoLSNv0iglEQJO+HyjMYwTaS0EoZXCNBxhAzg/FUhQUkTX1AQNxURHSZiWfj9Fral0EITsScw/RppRIhpiWF483OSSxwRcu3aNSorK1m9ejXDw8OEQiG6u7vdbFxVVZUrQhby0Pca+Sx8vXbcPp9vinP0bPOsKyoqKC0tnZeQy3dzK6VURis5CqXOBZYzjqnkYqivr6empoZnn33WFbojIyP8+Mc/5n3vex8Ax44dY2hoiJ/+9KccOnQIgB/84AcopThy5Ij7mj/4gz9Iqc46deoUO3bscL1ujh07xrPPPsuHP/xh9++fOnWKY8eOzWlfX/va19Lb2zulqnJ4eJjXvva1hVLn6cik8LUsi/b2di5fvsz27dvZsGFDWh5oS8HcKhaL0dLSwvXr1/H7/e6Hx6ssttR5cHCQxsZGioqKOHHiRNpXk3Nd6qyUct3Ht23bxsaNG9198mqQltb90oC0QQtsW+EzbOQNwytbJeb2WrbCZ1iY0iRqCwxp4zM0ltOLIsAwBP7iAEUVGq19mEED4QPDNIjFFYGAZDyu8In8zfjcDEcUBQIBVq9e7T7wkrNx58+fp7m5maKiopSM8FLN8nj1M5YpnPuc14/b6WlzvA2UUoyOjrrO0d3d3SljvCorKykrK5u1lLdQ6pzZ44/FYiilCsK3QG7RN77Sub15MDY2Rmdnp/t9d3c3r776KtXV1WzYsIEPf/jD/NEf/RHbtm1zxxnV1tbywAMPALBr1y7uu+8+3v3ud/Pkk08Sj8f5wAc+wFvf+la3VeTtb387n/70p3nXu97Fww8/TFNTE0888QRf+cpX3L/7oQ99iDvuuIMvfelL3H///XzrW9/i5ZdfTpl7Pethz7AwPDAwsOAkY0H4LpDr16/T1NTkZsbSeZP1esa3v7+f5uZmKisr2bNnD62trbnepZuy0FLnZKOyyYIw3aRrNM98GR8fp6GhAdu2OXr06BT38VyL8plIa6lzsR/bMLEsi2CRRCuNNhIBmtKagN9AC4nP7yccV5gBMLSFbRqOXiZuxRFSYmuFjSAYsLBtK1EOjSQKRGyRCPrmGfh5XSBkg8nZuHg8zvDwsOsaffbsWQKBwBQh7PVzl+sqj1zg1YzvzZBSUlFRQUVFxZQxXsPDw1y6dAnLslzTtumcowvCN7M9vuFwGGDJLoIVKJAOXn75ZV772te63zvOyg8++CB/+Zd/ycc//nHGx8d5z3vew9DQECdPnuRf/uVfUjwNnnrqKT7wgQ9w1113IaXkzW9+M1/96lfd31dUVPC9732P97///Rw6dIiVK1fy6KOPuqOMAI4fP87TTz/NJz/5ST7xiU+wbds2nnnmmZvO8HVmDwsheOc735lS3WXbNg0NDRw/fnxB56YgfOdJPB6nra2N3t5eduzYwfr169P+8PZqxjcej9Pa2srVq1fdUt/h4WHPCaLpWMhigjO3Vkq5YKOy+ZDJkUvTobXm0qVLnD17lnXr1rF9+/ZpAxKvB6fpcXWWEFBYBsQthWkqJCREr89gLBLDilvIoMT0KeLKwjATjb8+n8SyFAiBFhBTCq00Sgn8xSZKga01SttoFFqDyj+tMy/mcs35fD5Wrlzpzge3LMsVwr29vbS1teHz+VzX6HT0Z2aCfC11duZwL2Xm4hztmLY5ItiyrLwWvpnu8Z2YmAAoZHwL5JREwjeNPb7zfP2dd945a2wkhOAzn/kMn/nMZ2Z8TXV1NU8//fSsf2fv3r08//zzs77mLW95C295y1tm3+FJVFRUAIlnRVlZWcpClt/v5+jRo7z73e+e1zYd8kL4pkuYXbt2jebmZkpKSjh58mTGVhS9mPG9du0aTU1NlJWVcfLkSXdVyIv7Oh3z2U+tNefOnaOrq4v6+vqsza3NZsY3FovR1NTE8PAwBw4ccMXDTPsF3sv4WpaFZVkopYjFYkgp3fdp3u+XkAgkRtCHz29hGApb+oiOaXwmWBbEERRJidIGRCP4igxiyo9UN8SvUhimRJHoDY4rA5S40SsMtmUlgn0pkHL+PW75khlc6HGapsmKFStcF3Lbtmftz6ysrKS0tDTn4iufhe9yYzrn6Gg06gphp1fdNE2UUq4YzqfsZKYz3pFIBNM088IRvoB30UqgVRqFbxq3tRT45je/CcCmTZv43d/93UV7JyWTF8J3sdnT5Eznzp07qaury+hD20ti0rIszp49S19f37TH7qV9nY25isrx8XEaGxuJxWIcPnyYysrKzO/cDdI9cmkmrl27RmNjI1VVVZw4cWJOhmReClK11ly9epWuri6EEPT09HD9+nW3BLG8vBzTNOclhDUCS4GlFCAQhsQwbKwiCAT8xKwJbPuGkZUt8Zf4sPBjGAqpFLZto4QfrTVKaUxDYGuNpUCKRGWz5EaJnwqndSW4wPQYhkFVVRVVVVXU19ejlHKF8MDAAOfOnUMIMUUI5yIb56XPVzbIJ4OnQCDAmjVr3GkHLS0t2LaNaZpcunSJ1tZW/H5/ynXoxcqEdJFp4RsOh5dEi0OBAgVuzh/+4R8CiWkqbW1tAOzYsWNRI0QLwvcmXL16lebmZsrLy1MynZnEK6XOAwMDNDY2UlJSMqOhU/IcXy8/aG4m0LXWXLx4kba2Nurq6tixY0fGZw1OJtOlzrZt09bWxuXLl9m1a9e8FnCyJcpvhmVZtLW1ceXKFXbs2EFtbS3RaJRQKMTg4CA9PT2Ew2FKS0vnKYQlQgosSyMlaCTqRkmyrziIZpiYnfheCYVpCgwdIaoNDFNiawMhwGeAKUALjVQaoW2ECdIEiQYhMf0+4jK719ZSIxP3EimlKywgEYCPjY0RCoUIhUL09PSgtXazcFVVVZSVlWVcCHv93pkJ8vGYkyktLaW+vh5I3JedEv3kyoRkw6xcLchkgkz3+BZGGRXwAhqR5lLn/Lxfjo6O8lu/9Vt861vfcnWRYRj83//3/82f/umfuiXR86EgfGcgFovR2trK9evX2blzJ7W1tVl7UOc6izpZXMzWx5w8f9bLgcxs5zQSidDU1MTo6OhNy34zSSbF5cjICGfOnMHn8y3IjM0L761zDIZhcOTIEbf0JRgMsnbt2pR5sDMJ4fLyctdsJlkIC2liKw1CY5oJcyukgUIhTBOtE5lbtMAWYEiBsgUGNloZCcdnFFIkzpWtJKawMAImSkI8HgWpsZSNMCRmwdU550gp3dEQk42KnDmutm2nCJDy8vK0B+35UsKeTD7Psp38rDQMY0bn6OQFGWchL1PXYbbIRqlzQfgWKLA8+I3f+A3+8z//k3/6p39yRyCdPn2aD33oQ7z3ve/lW9/61ry3mRfCd75ioq+vj5aWFiorK91ZptnEMAyi0WhW/6aDM7YnGAzOSSA5DzCvO1XOVOrc19dHc3MzK1eu5OTJkzntC8pExldrTXd3N52dnWzevJnNmzcv6H3KleM0JK6tCxcu0N7ezvr169myZcusQd9kIZycET5//vy0Qti2LEAghUJjoNAYWgCCYMCHECANUFpRFDTRdhwsiCHxKQ1SYguBjcbvN4hbClFkIgVoDYbfhBvCGSnR87z1emHhIVvk6jqbzqhofHzcFcKXL1/GsizKy8tTHHsXK0C8vmiYCfLxmB1u9qyczjl68nUYj8enXIfJztFeJtPmVoVS5wKeIMfjjJYL//RP/8S//uu/cvLkSfdn9957L//v//v/ct999y1om0vjTrkITNOcc8Y3Go3S0tLC4OAgu3btYu3atTm5eeYi42vbNu3t7Vy6dGleY3uSha+XmXxO4/G4O4d49+7d1NTU5HDvEqRbXE5MTNDQ0EA0Gl10v3KuSp2j0SiNjY2Mjo6yf/9+qqur5/2ZDAQC1NTUuO/xdEK4zN9HxI5TZCmU0FhxMEwAhfBZ2CZIQxPTBiUCwEIJE6EUCoEQEiE1iTOUKJM2DYUlEvN9MQRmwCBmaXymjd+/NLM1+YQQgtLSUkpLS1m3bh1aa8LhsCtAent7icVilJWVua7RCxUg+Rak51OP72Tmu0g83XWY7Bzd3t7OxMQEpaWlKX3Cc/FuyAWFjG+BAgXmyooVK6YtZ3bakRbCshe+cyl11lrT29tLa2sr1dXVnDx5MmVmVLbJtvAdGhqioaEBn8/H8ePH5+WethSF7/Xr12lsbKSsrCwnGf2ZSKe4vHLlCi0tLdTU1HDo0KFFZwOyHaRqrd33qaKigqNHj6YtkJtOCPdfepGBbkEkahGJQjSmwdTErcS9w46B1Bq0QmiFaWrGbBNfQGPHBIiE6BUClK0QhkBKnRDGNsTjFvrGEvD4hE1ZkXerI3KNV7OBQghKSkooKSmhrq4OrTWRSMQtSZ08usb5ulkViVePN5Pk4zE7LFb43cw5uqenh7GxMYqLi1PK9IPBoCfOeTbm+BaEb4Fco7VA6zT2+KZxW0uJT37yk3z0ox/lb/7mb9yYra+vj4997GM88sgjC9pmXgjfeDw+4+8jkQgtLS0MDQ15JvOXLXMr27bp7Ozk/PnzbN26lfr6+nk/GKWUnjE+mg0hBLZt09LSwuXLlzM2g3kxpKPUOTmTvWfPHtdJdLFk8z2eXH1QV1eX0QxBIBBg9aoaAj6TsvIiior9QAwhFHErTixuoU2IqBFULIDfX4QM+rEsC1tZ+PAjhYVp+BMC2LbBvjGnVEq0BluBNCRaaDQ2wcD8F1vysRfUywghKCoqoqioKKW/3BEgXV1dbln9bJm4fHxfCz2+6X3uTHaOjsfjrmHW5cuXOXv2bIpzdEVFBSUlJTl5/mU641swtyrgBQrmVunhz/7sz+js7GTDhg1s2LABgAsXLhAIBLh27Rr//b//d/e1r7zyypy2mRfCdzoRqbXmypUrnD171u3v9EppUDYyvsPDwzQ2NiKl5NixY5SVlS14W7k245oLY2NjQMIgab5Z7Wyx2FLnwcFBGhoaKC0tTXsmO1sB0tjYGGfOnEFrzeHDhyktLc3K39UaFIkxRAKB3zQIFJkoIFhUhBIg/CbC8DEQDVPpk5hBk6EJhU/HiNsWyMR9RkgDS4MQGmFIBAmnZyEFUtjEbIVWhVLn5UgwGJxSTTB5hmtxcbFbGl1ZWZmX2c98PGaHbPhh+Hw+Vq5c6Ro1Os7Rw8PDXL16NWfO0YlxbwXhW6BAgbnxwAMPpH2beSF8J4uySCRCc3MzIyMj3HrrrWnLiqULKWXGMr5KKbq6uuju7l6U2VEyXha+yccL8JrXvMazbpgLzaoqpejo6ODChQts376dDRs2pD2ozHTGVynFpUuX3HFSW7duze77JAQ+42drqoaZcDe3LYE2DOwYlFSUYMoAPoqQ2EhDEx0bRwYAfxzDZzEcjoNQKJX4/Cqt0BKQGlslxK/fjCb+zbx2L79EwnI53smZuFgs5mbizp8/T3NzM4ZhuJnjysrKvAjaCz2+2c12z+Yc7ZRHa61TDLMy4RztPEMy3eM736kFBQqknYK5VVpw5vimk7wQvo6I1Fq7ZT+rV6/OuYvvTCzEiXoujIyM0NjYCMDRo0cpLy9Py3a9KnzHxsZoaGhAKcWhQ4d46aWXPF1WuJCMr3OMWmuOHj26qMz9zfYtU0SjUZqbmxkaGmLPnj2sXLkyBz3F4kYwDlEbDCEQho3hVxg+hQJMqdHixk3TMPCbkopSiTYFUiTcmmMqhpBxrHgUrTSxmAU2mKbA0nFsDX6psI3cz+n2Kl7+jC4Wv9/PqlWrWLVqFZAoSW1sbEx5NgUCgZTS6OXoUJvPGV8vlHknO0c7+zSbc7STGV6sV4QTJxR6fAsUKDBXhoaG+M53vkNXVxcf+9jHqK6u5pVXXmHNmjXU1dXNe3t5I3wnJiZoampibGyMffv2uYGHF0m3kFRK0d3dTVdXF/X19WzZsiWtD16vCV+tNefPn6ejo4P169ezbds2N5j2clA9nx5frTUXL16kra2NDRs2sG3btowGU5nI+GqtGRgYoLGxkdLSUo4ePZozUzkhTDAUlhAEDIXPB5YtMEwBSLiRrZ2IQFmZQFsKC4mQoCwQPknAFJQUF2H4/QQDJoaMYdlRJDARiSFsi4lYHFNqxkYGsCwr0QcsRM4D4QK5wefzEQgEKCkpYdOmTViW5WaEe3t7aWtrw+fzUVlZ6ZZHFxcXL3nR6AXxlyu8mO2ezjk6uV+9o6MjLc7RhYxvgXyhYG6VHhoaGrj77rupqKigp6eHd7/73VRXV/P3f//3XLhwgb/+67+e9zaXvfCVUhIOh3nhhRdYu3Yt+/fv92SWN5l0mls5GUHbtjly5Mi0tuCLxUvC11ngCIfDHDp0KKW0K/m/XmSu4jIajdLU1MTo6CgHDx5kxYoVWdm3dGLbtluevXXrVtavX5/jQFgQ9EuQAq1BoNA6MW/SVhptgDQUhoyD9mMaNso2SQzqhbitKFoVJBqLow2FMDSm6cdEggDTJ4kCyogTVTYjI6OYnZ3uLGGfz+caxRWE8PIpdZ4LydlP0zRZsWKF+5m2bZuRkRFCoRD9/f1ub6YjPKqqqnJmUrQYvCj+soXXZ97D9MZt0WjUXZRxnKOd8vy5Okfbtu3e4zJFOBxe1Oi+AgXSQUH4poePfvSjvPOd7+Txxx9PqWh8/etfz9vf/vYFbXPZC19HRB44cMA1evA66RCSWmt6enpcN7RM9kx6Qfg6ZmWtra3U1NRw4MCBlLIs50Gb6/2cjbmUOl+9epWmpiaqq6s5ceJE1hZx0jljeHx8nDNnzmDbNq95zWvSVnK/KKSfqBYEBWhlAxpTauK2QGmJzwSloKjIj9IK0zCJxxVCKlCSSDSOYZrY+NCGpnxNETEm0D4bswSKy3xIU1JSVISyBD5/IkC8cOEC4+PjlJSUuCK4oqJiihAGb1crpJN8OU6H2cp+DcOgqqrKnVeolGJkZIShoSEGBgY4d+4cQogU8ZENk6LFks+lzktB+E5HIBBg9erVrF69GpjZOTrZMGvyokw2jr2Q8S1QYPnw0ksvpTg3O9TV1dHX17egbS574WuaputwuFRYbMZ3fHycxsZGYrEYt91224KHPM+VXAvfWCxGc3MzoVCIvXv3ug/mZBwB4eWgerZSZ8uyaGtro7e3l1tuuYW1a9dmNXBMR6mz08fY2trK2rVr2bZt26J7xtKFMCVRUxC3IwTwo7ERwnBHCJgSYpYmGACBSGRxDUXcMpBSYcfjSEMCEksYCEAJEx30JyqllcLSGgsJ0iDo83PLLbcAies3FAoxODjIxYsXOXv27BQhrJRCKeVmTJZi4FxgZub6WZZSuqICEtfV2NgYoVCIUCjkmvglC+GysjLPXS/5LHyXS5n3dM7RzqLMtWvX6OzsTLleKysrMz7DFxJVX+mcaFCgwIIomFulhUAgwMjIyJSft7e3L7hl1RtRZwbJ1kzcdLJQIZnc27pu3Tq2b9+eFWfcXApfJwNaWVl505FUuRboN2MmYT48PMyZM2cIBAIcP348J6vZiw1SY7EYLS0tDAwMcOutt7Jq1SqPBb4SwzQQpUVEhYWUPmTcBqHwmwZGIJHx1QoMP9g22EJiSIWlNLbSWNpASoEUEFcgDIGQfhBg2WBo0FpimoK4/bPZ4n6/f4rzryOEL1y4QDgcBhL3MtM0p80IL4dAOl9ZjAiUUlJeXk55eTkbN25Ea83Y2BhDQ0OEQiHOnz+PUiolC5cJt975slzE30JYrmXe01UnONeiUx7tPH+7u7szdi0WMr4FCiwffvEXf5HPfOYz/K//9b8A3Eq5hx9+mDe/+c0L2uayF76maS5Z4TufgCgcDtPY2EgkEknpbc0GuRCUlmVx9uxZ+vr62LVrF7W1tTc9V/Mxj8oFk7OqWmvOnTtHV1cXW7ZsYfPmzTkLmBaa8dVaEwqFaGhooLi4mKNHj3p0Nd4gbpMYa1Sk8QVsLCWxYhKLKFKCFQcdBJRGYSOFCUJhS0CDFon5vZYGS2kMrUGD0qAQ+HwGWiQCfiVnPpeOEC4rK2NkZISSkhLWrVvH+Pj4jBnh5SSE8y0bmM57khCCsrIyysrKWL9+/bRuvZZlpYytqaioyLoQzrf32CEbc2y9QvKizIYNG9x2pHPnzhEOh7ly5QqxWIyysrKUa3Gx7TsFV+cCXqDQ45sevvSlL/Erv/IrrF69momJCe644w76+vo4duwYn/vc5xa0zWUvfJdixtcJQuZSFpTs7ltbW8uhQ4eyXj6abeHrCKmioiJOnDgx54dcpmfRLpZkYR4Oh2loaCAWi2XMlGw+LCRITZ6hvGXLFjZs2ODZgE9KA7TGunGvsLVGa5HI2hYXg4K4FcfSioBxo/fXhoApiSlN3FJIqZHKxhACDUjDRmuJlqCRgEALkFKg7Nmvw76+PrckfPv27SnnbS6l0ctJCC93MikCp3PrDYfDrhDu7e11xYfjGl1RUZHxZ8hyzXreDOf+no+fRyEEfr+fQCDA7t27pzhHd3Z2Eg6HXedop0phvk7/hYxvgQLLh4qKCk6dOsULL7xAQ0MDY2NjHDx4kLvvvnvB28wL4bvUVlmd/byZ8HUcjMfHx3Nq3pUt4auUcp2At23bxsaNG+cVPC2FUmfbtlP6YHfs2OGJPtj5LhokC/fbbrst58L9ZkjpRyMQQmIYCq0S/6+08zkEYRhIIVBKIw1JPKqQfoWtwEJiCLCkxjASGd+gNPAHFSoGtgIhFUJrpFAznkvbtmlra6O/v5/du3dP268+W2m0I4SLi4vdOZ1LUQjnkyjKZvZTCEFJSQklJSXU1dWliI9QKERbWxvRaHTK2Jp0m+jlc8YX8lP4QmpMczPn6PPnz9Pc3JziHF1RUXHTudYTExOFjG+BnFNo8U0vJ0+e5OTJk2nZVu4j6gyTnD1dKg8bZ59t25424HBMgs6ePcuaNWtyPqJJSpnxrPro6CgNDQ0IITh69GiKrflc8brwhUTP8uXLl2c06coVcw1Stdb09vbS0tLC6tWrp7hrexeBQGIYEo1AY8CN7KyQIAREYxaGAdowQCX+X0oBWhOPRdAapLZACLQdB2EkPst+UEQRIvHvTGlP+xAbGxujsbERwzA4evTonIO3fBDCy51ctjBMFh/JWbiurq6ULNxC57dOJl97fJ3nTz6KfkjENLO97zM5Rw8PD3PlyhXOnj3rzrWeyTl6YmKikPEtkHMKpc6LRynFX/7lX/L3f//39PT0IISgvr6eX/mVX+FXf/VXF+6Nkeb99BzJInKp4ASj04m0SCTCK6+8QkdHB3v37mXPnj05n0ucSUHp9LmePn2a1atXL1j0QnpH8qSbgYEBent7UUpx4sQJT4lemFvGNx6P09jYSEtLC7t27eKWW25ZIqIXQKC0QmmNEAZKJQysQKO1Rt8wtxJaoYRGAYYJ0kj4PscVaBOUlEihsZRBPK4wzYQDdLDExFIWCLAxEhtL4sqVK/zkJz9h5cqV3HbbbYvKWDhCeNeuXRw/fpw77rjDHWd28eJFfvzjH7v3kP7+fiYmJojFYliWhW3bOV8c8upnNFN47XiDwSA1NTXs3LmTo0ePcuLECdc4q7u7mxdeeIEf//jHbmVCNBqd99/I11Jn57OVj6If5p+AcJyjt2zZwqFDh7j99tvZvXs3JSUlXLt2jZ/+9Kd85zvf4b777uMP//AP+cEPfkA4HJ5W+D733HO88Y1vdP1AnnnmmZTfv/Od73RjL+frvvvuS3nN4OAg73jHO9we+Xe9612MjY2lvKahoYGf+7mfIxgMsn79eh5//PEp+/Ltb3+bnTt3EgwG2bNnD//8z/8853NSoEA+oLXmF3/xF/mN3/gNLl++zJ49e9i9ezfnz5/nne98J7/8y7+84G0vlah0wThZjaUkfGFqFtXJpLW2trJq1SpOnDix6FX3dJEp4esYdkWjUQ4fPrzoofRezPgqpWhvb+fixYtUVFRQUlIy756mbHCzINXpuw4EAvPKVnoHA4FGK40wJEprSPwEX0CgAMtWKGVjaIVhSqxIDCkkYCT6fX0xLPzYgGEKbEwspREKLC0JBAyElEgJ0khch45J2/Xr19m7d29G2hVmywhfunSpkBHOMV4v+w0EAlOun9nKUauqqm5qYOf1Y84U+Z7xXWzl3XTO0efPn+fs2bP86Ec/4utf/zojIyN87GMf4w1veAO33347R48epbi4mPHxcfbt28dDDz3Em970pmm3f9999/HNb37T/X7ys/gd73gHvb29nDp1ing8zq//+q/znve8h6effhqAkZER7rnnHu6++26efPJJGhsbeeihh6isrOQ973kPAC+++CJve9vbeOyxx3jDG97A008/zQMPPMArr7zCrbfeuuBzU8BbFDK+i+Mv//Ivee6553j22Wd57Wtfm/K7H/zgBzzwwAP89V//Nb/2a782720ve+ELS9fgynlIRqNRWlpaCIVC3HrrrW4A4hXSLSi11m5AXldXlzbDLq+ZWyWXbx87dsx1XPUiM507pRTd3d10dXVRX1/Ppk2blqhIMtBCYNsWQgYBDcIGncjYKhNkII7SNkIbxONxhAZpSIRQmEFQWqCVjRCg0SAVpimJ2xCPa2KWhWFotNBofvb+B4NBjh07lrUFj+mE8NDQEAMDA9MK4fLycvx+f1aFcD4Jg6UmAv1+P6tWrXJnKDrlqI5r9NmzZwkEAinlqJP7MpfaMacLp8Q7H48d0t9yJqWkvr6eRx55BEgsJNbW1nLffffR0dHB17/+dfr6+rjtttv4uZ/7OX7hF36BX/iFX5hxe4FAgJqamml/19rayr/8y7/w0ksvcdtttwHwJ3/yJ7z+9a/ni1/8IrW1tTz11FPEYjG+8Y1v4Pf72b17N6+++ipf/vKXXeH7xBNPcN999/Gxj30MgM9+9rOcOnWKr33tazz55JNpOzcFCixl/uf//J984hOfmCJ6AX7+53+e3/u93+Opp54qCN+ZSBaRSwVHTPb19dHc3MyKFStuOqc2V0gp0ybYotEoTU1NjIyMsH///gUPqJ4Or4wzSp63vHHjRrZu3YqU0jP7Nx3TlYlPTEzQ2NhIOBzm4MGD7ir8UkQIgUC5vbcaBVpjmKB14t7hLwtiVBoE/VWYIgDWECoQxBwBUxhIn4GpE32/Ugp8fpAyMftXa4UR9GGh0EIRjYb5yU9+Qn19PfX19TkNhP1+f0pf3WQhPDY2llUh7NXPQCZZykLIKUd1qhUsy3KFcG9vL21tbfh8Ptc1urKyEqVUzlt0csFS8hrJBLZtZ3R0lpSSWCzGgw8+yLZt29xn7fPPP89zzz3HM888M6vw/fd//3dWr15NVVUVP//zP88f/dEfsWLFCgBOnz5NZWWlK3oB7r77bqSU/PjHP+aXf/mXOX36NLfffntKnHbvvffyhS98gVAoRFVVFadPn+ajH/1oyt+99957p5ReF1jaFMytFkdDQ8O0bQIOr3vd6/jqV7+6oG3njfBdahlfKSXt7e2MjY1xyy23uMYjXiRdGd9kkZ+JUm4vlDpHIhGampoYGxubMm/ZaxnpZCZna/r7+933au/evUs+iBVCIA2BaSaOzzC40e8LIJEmFJeso6q6DkOXENM+gv4hhLSJW5UUF/+IsooDWKEGBAJbxdHaQBgCrUFIsC0bX9BgXMWZiIxz+MCBrM7bniszCWGnNDrbQni5s9yyn6ZpsmLFClcw2LbNyMgIoVCI/v5+Ojo6gEQvsd/vp6qqaopB0XIlX3ubHTIt/GOxGEopSkpKgMR9fdOmTWzatIlf/dVfnfXf3nfffbzpTW+ivr6erq4uPvGJT/C6172O06dPYxgGfX19U7w3TNOkurqavr4+IBHD1NfXp7zGqazp6+ujqqqKvr6+KVV7a9ascbdRYLkgEhVj6dxeHjE4ODhrdeuaNWsIhUIL2nZB+HoQx3DG5/Nx8uRJT/Z8JrNYQRmPx2ltbeXatWsZFfm5Fpb9/f00NTW5PdqTxaKXzbecc+f0pPb19bF9+3bXKGR5oFHKRkiJIf0IGaAouBaj1k/Af5ZAoBrDKMWKGThWz0oFkD6JFoqgv5LysmOUlV5EGiIx5iiu0QYgBXFbEA5PUFxmU1y20pOidzpyIYSXzzV1c7z6mU8X0/VlNjQ0oLVmYGCAc+fOIYRIKY0uLS1dlosn+Z7xvdmIxsUSDocBFuQx8da3vtX9/z179rB37162bNnCv//7v3PXXXelbR8LFChwc2zbnrXF0TCMBVeaFoSvh3AE4NWrVwkGg2zcuNHzohcWJ3wHBgZobGyktLSUEydO3NQUZTHkqpQ4WSzu3r17RmHv9VLnSCTC6dOnMU2TI0eOLLuREaZPY5rllJfvJuCXWFYMKUzCY9YNIaaQholSEunjhkgOYlmgAxItNCBZs2oFca2RPgHaxpAQjk6AtvCZfoJBxdiEN9/nuTAfIVxeXk5FRUUhIzwLyy3jezOklPh8PkpKSti0aRNKKUZHR91Zwt3d3QApQrisrGxZXDMF4ZvZEveJiQmAtDybNm/ezMqVK+ns7OSuu+6ipqaGq1evprzGsiwGBwfdvuCamhr6+/tTXuN8f7PXzNRbXGBpUjC3Whxaa975znfOqIEWMk3AoSB8PcK1a9doamqirKyMkydPuiviS4GFCF/btmlvb+fSpUvs2LGD9evXZzz4y0Wp89DQkGtgdOLEiVlXor2a8VVKMT4+zvDwMGvWrGHnzp2e7DVfLCUlFVSt2IchNQgLKeMI4UdrA41GqYTTM0Iksry2HylMlNKYAY3AQgjJmjX19F69jhCJnmEpwIrFiNogfSZRFQf/8gl+JwvheDzuukZfvnyZtra2eQlhL34GMk0+CV9IneMrpXSrBZyxSWNjY64QPn/+PEopKioqXCFcXl6e0cxhpsjX+cUOme7xjUQimKaZFnF96dIlBgYG3IXqY8eOMTQ0xE9/+lMOHToEJNxllVIcOXLEfc0f/MEfEI/H3X04deoUO3bscCsejh07xrPPPsuHP/xh92+dOnWKY8eOLXqfCxRYLjz44IM3fc1CjK2gIHxzTnI2cOfOndTV1bmBoFf3eTLzFZTDw8M0NDRgmibHjx93+3EyTTZLnZVSnDt3jnPnzrFt2zY2bdp00+A216XY0xGJRFwDq+rqakKhEM8//zwVFRVUV1dTVVVFRUXFkg/mpJSsqdkACLSIA1GkIbDiKiF4tb4hyARCJsyqpPQBEik1SviICRul4vh81axatZKxyEXGIleJaQiW+pBBMMoNAgHBaCS3x5tJfD7fnISwI4InC+F8y4Dm2/HC7L2uQgjKysooKytj/fr1aK0ZHx9naGjIdY62LMudpVpZWUlFRcWSEMKFHt/MZrzD4fAUB3GHsbExOjs73e+7u7t59dVXqa6uprq6mk9/+tO8+c1vpqamhq6uLj7+8Y+zdetW7r33XgB27drFfffdx7vf/W6efPJJ4vE4H/jAB3jrW99KbW0tAG9/+9v59Kc/zbve9S4efvhhmpqaeOKJJ/jKV77i/t0PfehD3HHHHXzpS1/i/vvv51vf+hYvv/wyf/7nf56x81Ig++hE2JDW7eUTyWPF0k3eCF+vCQr4WZlvSUnJlGygV/d5OuYqfJPF4JYtW6ivr8+qYMpWKXE4HObMmTNYlsXRo0cpLy+f07/zUqmz1tqtQqisrOT48eP4/X601oTDYQYHBwmFQly4cAHbtqmsrHQDiKVallhb95tc7f8PhBhHyhi27QchkUbiPXFiKQ0gbAQmGpkYUQT4iyFuG1jFiglLMxatYs3GGgJdPfhK/GAYrllWPO7NsVWZYC5CuKioiIqKCkpLS4nH41iWhWVZeVEa7ZXPfDaZj9gXQlBaWkppaSnr1q1z70GOEO7t7SUWi1FWVuY6R1dUVKRlBF66KZQ6Z/b4JyYmZqyqevnll1NGozjOyg8++CB/9md/RkNDA3/1V3/F0NAQtbW13HPPPXz2s59NKbV86qmn+MAHPsBdd92FlJI3v/nNKc6yFRUVfO973+P9738/hw4dYuXKlTz66KPuKCOA48eP8/TTT/PJT36ST3ziE2zbto1nnnmmMMN3uaHTbG6VZ6XOmcR7T4YM4LWMr2VZtLe3c/ny5RnLfL3gQDxX5iLSx8bGaGxsxLZtjhw5QkVFRZb27mdk+pxqrbl8+TKtra3U1dWxY8eOeWUhvJLxtSyLtrY2rly54hpYOcGKEIKSkhJKSkpSsjGOEHbKEh0zG0cIL4UsR3HwTmrWbiIc/i5CdqDiiZm8hiExDEf46htjBRRKS6QAhCAajaG1xhaC0FCYSNRkbV0t4bBNeZkPrQwEGmWDRqB07t/nXDGTEO7r66OrqwutNefOnWNgYGDajPByE8L5mPFdTMlv8j2orq4OrTWRSIRQKMTQ0BBtbW1Eo1FKS0uprKx0q1K84DxfEL6ZPf5IJDKj8L3zzjtnXWT613/915tuv7q6mqeffnrW1+zdu5fnn39+1te85S1v4S1vectN/16BAgXST0H4ZpnBwUEaGxvdns+ZTBi8tM83YzZBqbXmwoULtLe3s379erZt25azkrRMCt9YLEZzczOhUGjB84e9kPEdHR3lzJkzCCE4cuTITcvQk7MxGzZscPvzBgcHGRwcdI1qHBFcVVVFaWmpZwP9oH8TQf/7UdrGKuohFjvL+MgribIlpQGFUhJEHAigtZ34HpiITNDfO8bKVX5WrqzBNCVCGlSvLEFIEyHAsm0UfrQHFji8gmmaRCIRrl27xtatW6mtrXXNsiZnhJejEM5H4ZvOkl8hBEVFRRQVFbklp5FIxM0Id3Z2Eg6HXSHsfOXCpyAf3+tkMt3jO1upc4ECWSXN5laFjG/6KAjfLJFs5rRt2zY2btw46815KWV8Z8pUOv2h4+PjHDx40J3rmCsylVG9fv06jY2NVFRUcPLkyQUHVLk0t1JKcfHiRdrb21m3bh1btmxZUICS3J+3ceNG17E1FApx/fp1Ojs7kVKmCGEvzvCUwsDv24LftwVj3QFM3xcRQmMrG5AIYSdqnoVGoLGUTWggRFnFKioq/GhtorXCtg1WrioDbry/QtzIHHvreHOFZVm0tLQwNDTEwYMHXQOYyRlhRwhfuXJlWQphr13/mSbTAjAYDFJTU+M65UajUVcId3d3Mz4+TklJSYoQzsYEhULGN3cZ3wIFChSAPBG+pmkSi8Vy9vcdZ1+fz8exY8coLS296b9ZyuZWWmt6e3tpaWlh9erV7N+/3xNlZuk+p8mLGTt37mTdunWLCuZyVeocjUZpampiZGSEvXv3smLFirQFpcmOrc7okpGREUKhEFevXqW9vR3TNFOEcHFxsaeEQMBXQ3lZOYHACsCPQiOkQGhNPB6hr28UZQsqqmqQohiwQCRWe6WvhOoVlYwNC3x+CQi0VtzoFM5rxsbGOHPmDMFgkKNHj864YOTz+Vi1apVbRXEzIVxeXk4gEFgyQjgfs4DZPuZAIMCaNWtYs2YNkKjQGR4edtszmpubKSoqckVwVVVVRkbrFYRvdsytChTINZr0PuULEUP6yAvhmyujKNu26ezs5Pz582zdupX6+vo5P+wXM5w52ySf31gsRktLCwMDA+zZs8cNNLyAlJJ4PJ6WbTklwYZhpM2ZOtulzlprrl+/TlNTE+Xl5Rw5ciTjWQ8ppRtc1tfXo5RieHiYwcFB+vr6OHv2LH6/3xXB1dXVnghkVq6uwDCLidsKIROLFOGJcUZGruMPVBDwm/h9QSxLoJAINFoLSooqMH23EZvoQAh5o1wahMzvx9iVK1c4e/YsGzZsYMuWLfMSQctNCOe6vSEX5Hqsj9/vn3INDQ8Pu67RZ8+eJRAIpGSE01FCWxC+KqOlzrOZWxUoUKAA5JHwzXb2dHh4mMbGRqSUHDt2jLKysnn9+6VU6uzsq+MCXF5ezsmTJ7NSOjYf0pFR1VrT09NDZ2cnmzZtYsuWLWkLZLJZ6pycrd66dSvr1q3LSUDmlD07Ja62bbvzOx2jsEAgkCKEM5GJuRk1a1cnSpSFjZQGoyNDjI/GqKgMUFxUmQjkDYHUoLVECGfmr8TvW0nNWj+tZ19Fa4lta/Iswedi2zZtbW1cvXqVvXv3snLlykVvc6kL4ULGN/f4fD5WrlzpXo+WZblCuLe3l7a2Nnw+n+saXVlZuaDKFK8dd7axbTtnrs4FCmQTneYe37T2C+c5BeGbZpRSdHV10d3dzebNm9m8efOCbvRe6EueK1prLMvi1VdfZdeuXe4sYq+x2Ixq8kzb2267zRVr6SJbpc5jY2M0NDSglOLw4cNzKr3PFoZhsGLFCrcf3LIsVwhfvHjRLUl0RidVVVVlJUu9avVOJkY1lopy/dowJSUWK1eV4/dZhKIaQ0q0FsQtG9NvgFCAkZi9JzWGLGbV6kqEofM22xsOh2loaEBKydGjRzO2gDEfIezMEs61EPbi/TKTeH2erWmaKfch27ZdIdzf309HRweGYaSURs/Fq6CQ8c18j+9MhqEFCmSTgvD1LnkjfLMhKEZHR2loaACY1/zW6VgqGd9QKMSZM2fQWs/qUu0FFnNO+/r6aG5uZvXq1Rw4cCAjMyIznfFVSrllfLW1tTl12J4rpmmmZGKSRUxPT487Bzu5RzgTbq01ax6jdfC/Mz58huKSKlasMJFiAo1ACI2UCuQNwSsUiT5fH8mdPtUrKtFKISVI6e3znm6uXr1Kc3Oze91lM/ifTQj39vbS3t6eUyGcj1nApXbMhmG4i22A61UwNDTE9evXOXfuHEKIlNLo6ca45bPw1VoXenwLFCiQc/JG+GYye6qUoru7m66uLjZt2sTWrVsXfXP3urmVUsrtX964cSPnzp3z/ANnIRlVx3X22rVr7N6923UJzQSZ7PF1xi0NDg6yZ88eVq5cuaQCT4fpREwoFGJwcJBz584xNjZGaWmpK4KrqqoWbayWKM+9zPVrB9i1622sXrOOuNWLbXcTjTYjxKXEogXKff+EtNAKkCCEQghNzdpb6b9yGcM3jjTy4tbr3icuX77MLbfc4omef68J4UKP79Ij2avAMe0bHR11q1OcMW6ThfBSP+7F4FznmVxsLWR8C3iFxLyHNGZ8C5Mg0kZeRF+ZFL5O2aht2xw5coSKioq0bDdXhlxzYXJmOxAIcO7cuYwbVyyW+QrLUChEQ0MDxcXFnDhxIuO9pZnI+Gqt3dnRJSUlGS0xzQU+ny9l9E0sFnOFcGdnJ+Pj45SVlaUI4flk653Pt8/n48iRk+7ijt+sBbOWosAJTOM0yP/OjflGaG0jpSZ2o59Na4XGJhisYfXaCuKxDmx7PANnw1s4rQGWZXH48OG0GMBlgrkI4WAwSGVlZUaE8FLLfqYDr5c6z5dk9/qNGze688xDoRBDQ0OcP38epRSmaVJUVEQoFKK8vNzTz8t048Rgmc74VlZWZmz7BQoUWPoUhO8CSTY52rBhA1u3bk3rQ8yLpc7Jx7xx40Y3s+24Ty8F4TuXc+r0aff09Mxp5nK6SHeP72RX8fXr1y/7bIPf708ZWxKNRhkcHCQUCtHW1kYkEqG8vNwtja6srJz2mtVau/2gGzZsmLVXv7TkGBVldUgJQoAWNgiB0iBxSp8TI4x8ZglFRfsoLmnM4FnIPQMDAzQ2NrJq1Sp27tzp6fvCZHIhhJeTCJwLy13sJ88z37BhA1prxsfHaW1txbIsmpqasG2b8vJyNyNcUVGxpD4n88V5thV6fAvkBc5jP53bK5AWCsJ3AYyPj9PY2EgsFsuIyRF4z9wqHA7T2NhIJBKZcszOg8xrQn0ycxGW4+Pjbgb/6NGj83bjXgzpLHV2jsOyLG677ba0VSIsNQKBAGvXrmXt2rVAIjByhHBLSwvRaJSKigpXCFdUVKC1prW1lcHBQfbt2+ca3MzGmrXrQdiARggLMBMiSGqUttHYgMQwbISQrFrzmowed67QWtPd3U1PTw87duygrq4u17u0aCYLYcuy3KqCZCHsZPzmK4SXuwicjnw7ZiEEpaWlFBUVuWI4HA4zNDTkOkfHYrEpQjgTXhK5wnn2ZvJ9n5iYWFYVTQWWLlonvtK5vQLpYfncVWchXWXDWmvOnz9PR0cH69atY/v27RlbofVKxldr7Y6Vqa2t5dChQ1Mexs6DzAv7OxuzCUutNZcuXeLs2bMZf29nIl3jlq5cuUJLSws1NTVs3759WQVPiyUYDFJbW0ttbS1aayYmJlwR09TURCwWQwhBIBBg165dc17Uqqm9DSHHEEJiGAkTFyE1SmkM08YigpR+lBZIGaSm5v4MH2n2icViNDU1EQ6Hec1rXpPVRaNsYprmFCHsZIT7+vrmJYTdnvA8EoGw9Ht8F4pz3EIISkpKKCkpoa6uDq01kUjELY1ua2sjGo1SWlrqukZXVFQs2q8glzgVYZm81gsZ3wIFCtyMvIiITdPEtu1FrTInZzwPHTrkujtmCi/0+EajUZqbmxkeHmb//v1uoDcZJ5DL9f7ejJn20QnYh4eHOXDgQFpmiy6Exfb4xuNxWlpauH79Ort372b16tV5F1DPByEExcXFFBcXU1tby8WLF2lvb6e6uhrDMNyyxMrKSrdHuLy8fNqAfU3NLzEx8V2kHENIA2UlhK8QcRAgZRF+/yGC/n2YvvWYxvIShUNDQzQ2NlJeXs6RI0eWdIA+XyY7j89HCOejsRXkX8bXYabeZiEERUVFFBUVUVtbCyREnJMR7uzsJBwOu0LY+cqEg32myPQMXyi4OhfwDgVzK++SF8LXMAy01gt62GqtuXjxIm1tbTNmPDNBrl2d+/v7aW5upqqqihMnTtz0AbsUhO90GdVr167R2Ng45+PMJE4gPN/rVGvN0NAQDQ0NBIPBZWdglWmcBYPh4WEOHTrkZnmdvjynNNoxqJkshIUQlBTtpbhoD0I/jc9vgM8mHg1h+uoIFv0c/uoViGX44HLujx0dHWzdupUNGzbkpaBJZj5C2LnfWJblZsNyMUc42yw3c6u5Mp9xPsFgkJqaGneSQDQadYVwd3c34+PjlJSUpAjhTM80XwzZGOUUiUQKwrdAgQKzkjfCF+a/4jgxMUFTUxPj4+NZzwTmSvhalkVrayv9/f3ccsstrF27dk4BylIQvskZlsSImjYuX77Mrl27qKury3kg5vz9+QhfpRTnzp3j3LlzbN68mY0bNy77oDmdOJnK0tJSjh49mrLw4fTllZaWugY1Y2NjDA4OMjg46I4scdyiE3M+3/6z9640F0eUPZxRX0NDQxw6dKjgpjoDMwnhCxcu0N/fD8CZM2cW3CO81HDuwcvpmObKYsRfIBBIMe6LxWIMDw+7i3LNzc0UFRW5IriqqspTC6DZEL4TExOFUucCnkBrgdZpzPimcVv5Tt4J37mU4Dl9rWfPnmXNmjXs378/66V7i8lSLxTHibWkpIQTJ07Ma+V0qQhfpRQjIyOcOXMGn8/HiRMnPPOgnNz3dzPC4TANDQ1Eo9GC8JgnTr9+V1fXnDOVyU6tzsiSkZERQqEQAwMDdHV1IaVMEcIlJSU5X1DJBM5IM6fCYCmVXOYaKSXXrl1jZGSEgwcPUlFRMWNG2HGNDgaDy0YI52tfM6S3t9nv909xHx8eHmZoaMiNXwKBQEpGuKioKGfnPRtTHyYmJgoZ3wKeoGBu5V3yQvg6gcJcMqiRSITm5mZGRkbYu3evOx802yQ7JWf6YWHbNh0dHVy8eJHt27cvqFxxKQhfIQTxeJwf/ehHbN68edYRNbkgOeM7G1pr+vr6aG5uZtWqVTlZmFnKJJswLcbxWgjhZug2bdrkLqqEQiGuXbtGR0cHpmm6Iriqqori4uIlH/BfuXKFs2fPsnHjRjZv3rzkjyebRCIRGhoaUEpx5MgRN0ifqTS6v7+fjo6OZSWEs+Hu61UyWeLt8/mmXEeOEO7t7aWtrQ2/358ihLN5P8p0j69jVujVeeEFCmSTTZs2cf78+Sk//63f+i3+9E//lDvvvJMf/vCHKb9773vfy5NPPul+f+HCBd73vvfxb//2b5SWlvLggw/y2GOPpbR7/vu//zsf/ehHaW5uZv369Xzyk5/kne98Z8aOKx3khfCFm5tFaa3p7e2ltbWVlStX5rzfMzlLnUnhOzIyQkNDA4ZhcOzYMUpLF1afmeue5JsxMTFBS0uLO6bIi9nRubhjx+Nxzp49S39/Pzt37qSmpiYvA8iF4rg3V1RUpN2ESUrpBpT19fUopRgeHnYzeWfPnsXv9yeVRVcvqeyEbducPXuWa9euzXnMU4GfEQqFaGhoYOXKlbPONp6tR3g5COF8zvhmo9zXwTRNVqxY4X5Obdt2hbBzHRmG4ZZFV1ZWZrRCpdDjWyCf0KTXkGq+Cd+XXnopJSZvamriF37hF3jLW97i/uzd7343n/nMZ9zvk6sfbdvm/vvvp6amhhdffJHe3l5+7dd+DZ/Px3/9r/8VgO7ubu6//35+8zd/k6eeeopnn32W3/iN32Dt2rXce++9CzvQLJA3wnc2YRaNRmlpaSEUCnHrrbe6PTS5JNOzcZVSdHd309XVlZbsp5czvs54nxUrVjA2NuZJ0Qs3L3V2DKx8Ph9Hjx4tPODngdaac+fO0dPTw/bt21m3bl3GA+/ksmf4WeA5ODjIlStXaG1tJRAIuNng6upqT/XkJRMOhzlz5gyGYRTM0+ZJsgHYQq69uQhhp6Q1WQg7AthrQrggfHPzXhiG4S64OfsyMjLC0NAQ165do6urCyFESka4rKwsbe9Toce3QIHsMXkKy+c//3m2bNnCHXfc4f6suLjYNc+bzPe+9z1aWlr4/ve/77Z8fvazn+Xhhx/mU5/6FH6/nyeffJL6+nq+9KUvAbBr1y5eeOEFvvKVrxSErxdwRhpNxikZXbFiBSdPnvRMr5qzcp8JMTk+Pk5DQwOWZXHkyJEFl3om40XhmzzeZ8+ePZSVlXH16tVc79aMzFTqnLxIsWnTJurr6z0VyHqdSCRCU1MT0WiUw4cP52y+7OTA07ZtV8BcvHiRlpYWgsFgihD2gktrf38/LS0t1NbWsm3btsK1Nw9s26a1tZWBgYG09eFPJ4SHh4cZGBigv7+fzs5Ot6TVi0I4n82tvDS/OLlCxWnVGB0dZWhoiFAo5Jr3TRbCC93/TLdtOaXOhQXhAl7AS+ZWsViM//E//gcf/ehHUxaynnrqKf7H//gf1NTU8MY3vpFHHnnEXTg6ffo0e/bsSUkE3nvvvbzvfe+jubmZAwcOcPr0ae6+++6Uv3Xvvffy4Q9/eMH7mg3yRvgahpEifGOxGC0tLQwMDLjuxV5j8j4vluTRTOvWrWP79u1pexB5TfgODg7S0NBAaWkpJ06cIBgMMjExkXXDsPkwXamz0xMYDoc5ePAglZWVntx3r3L9+nWamppYuXIl+/fvz8oosrliGEZKKaJlWYRCIdeltampiZKSkpQe4WwuzCml6Ojo4MqVK9xyyy2eqIRZSjhZctM0OXr0aMYWMSaXtM4khJNdo3MphPO9x9crwncyUkr3+nDM+8bGxgiFQgwNDbnj3CoqKtzy6Jnmmk9Hpnt8Y7EYSqlCj2+BZc3IyEjK94FA4KbPlmeeeYahoaGU3tu3v/3tbNy4kdraWhoaGnj44Ydpa2vj7//+74FEUnDyM9/5vq+vb9bXjIyMeHoRyjtRYIZJFpHOjNrKykpOnjzpiazKdKRTTDpZr7GxMQ4ePJj2/jyvCF8nWL9w4cIUo67kUmKvBl1CCFecX716laamJqqrqzl69GjBwGoeKKXo6uri4sWL7Ny5k9ra2lzv0k0xTXOKS2soFGJwcJBz584xNjZGaWlpihDO1DXhLLjYts3hw4cLweQ8uX79Oo2Njaxdu5bt27dnVezMJoSvXr2acyHs5ftvpllK84uTXeydcW7j4+PuLOFLly5h2zbl5eVuRriiomLGxfRMi/5wOAzg2WC7QH6RKVfn9evXp/z8D//wD/nUpz4167/9+te/zute97qUOOg973mP+/979uxh7dq13HXXXXR1dbFly5a07bcXySvhG4vFaGho4OrVq+zatYva2lpPP4TSlfHt7e2lpaWFVatWceLEiYwEy14QvmNjYzQ0NKC15ujRo1NKWpP7pr286h6Px2lubqa3t5cdO3Z4/jr1GhMTEzQ2NmLbNkeOHFmyos3n87F69WrXWT4Wi7lCuLOzk/HxccrKylKEcDoy2s5Ys1WrVs1qwlRgKlpruru76enpYdeuXZ6oJJrO5Mgpsc+FEPZSuW+28fKz52YkzzVft24dWmvC4bArhHt7e4nFYlOEsHNPyvSxT0xMABR6fAt4A838Halutj3g4sWLlJeXuz++WeLu/PnzfP/733czuTNx5MgRADo7O9myZQs1NTX85Cc/SXmNM3fe6Quuqalxf5b8mvLyck8vQOWN8NVa09HR4WZ5l4I5y2LFZCwWo7W1levXr7N79+4Zm9jTQS6Fb3IJ94YNG2bsQ5zruKBc48wYXsqiLVdcvXqV5uZmampq0lrK7wX8fj9r1qxxS4ui0SiDg4OEQiHa2tqIRCKUlZW5Iriqqmpex+8YgJ0/f54dO3ZQV1eXqUNZljgLVmNjY7zmNa/JWS/5zZhcYj8XIRwIBJBSpkUI52vG16nkWarCdzJCCEpKSigpKaGurg6tNZFIxC2NbmtrIxqNUlpaSmVlJeFwOKPBcCQSwTTNQmVUgWVNeXl5ivC9Gd/85jdZvXo1999//6yve/XVVwHcxdpjx47xuc99jqtXr7qL76dOnaK8vJxbbrnFfc0///M/p2zn1KlTHDt2bM77lwvyRvg6w9737t27ZB66NxvBNBtOqV15ebnb45pJciV8o9EoTU1NjI6O3rSEO9NO2YtBKcX58+exbZtoNEp5eTlDQ0NIKT29cuYVlFK0t7fT29ubN/2ogUCAtWvXug+qSCTiCuHW1lb3OnIMtWYrQ3RmG09MTHhatHmVsbExzpw5Q1FRUdrHZGWabAvhpVTum06Wu6mXEIKioiKKiorckspIJOKaZQ0NDTEwMMDQ0FCKYVa6fAscYZ2P11YB7+EFcyulFN/85jd58MEHU6rBurq6ePrpp3n961/PihUraGho4CMf+Qi33347e/fuBeCee+7hlltu4Vd/9Vd5/PHH6evr45Of/CTvf//73Szzb/7mb/K1r32Nj3/84zz00EP84Ac/4H/9r//Fd7/73fQcdIbIG+FrmiaBQGBJ3RQXMhvXsiza29u5fPkyO3fuzMrYFsiN8E3ugZ1LCfdc5uTmgmg0SmNjI6Ojo+zfvx/DMAiFQu7Im2AwmDL71as96blifHycxsZGhBAcOXIkb0vdgsEgtbW1btA5MTHhCuGmpibi8TgVFRXutVRRUYGU0h2T5cw29pIB2FLA8YzYsGEDW7ZsWVLPmOmYjxB2ylrnI4TzNeObj6ZewWCQmpoaampqUEoRCAQoKytjaGiI7u5uxsfHKSkpSRHCC32+edlMp0CBXPD973+fCxcu8NBDD6X83O/38/3vf58//uM/Znx8nPXr1/PmN7+ZT37yk+5rDMPgn/7pn3jf+97HsWPHKCkp4cEHH0yZ+1tfX893v/tdPvKRj/DEE0+wbt06/uIv/sLTo4wgj4Rvuh2Ss8F8xaQTwPr9fk6cOJFVAZBN4WtZFm1tbW52b+3atXMKJpwRUV4pddZac+3aNZqamqioqODo0aPu6nd1dTVbtmxJmdmZ7PTriOBMGhwtBXp7e2ltbaWurq4wamcSRUVF1NXVuWWI4XDY7RG+dOkSlmW5bufr169n69aty6o0PNM4BmqXLl3i1ltvdcvBlhuzCWFn/ut8hHC+C998vUcppaa0a8RiMbdH+Pz58zQ3N1NUVOS6RldWVs65Wi0SiRSEbwHP4IWM7z333DNtvLt+/Xp++MMf3vTfb9y4cUop82TuvPNO/vM//3Pe+5ZL8kr4WpaV692YF3MV604A1t3dzdatW6mvr896YJEt4Ts8PMyZM2cIBAIcP3583uLeCyZckAge29rauHz5Mtu2baOurm7agGjyzM54PO5m8RyDo+Ry1srKyrwQL7Ztc/bsWa5du8aePXumDGsvkEpyP966deuIxWI0NjYyMjJCZWUlvb29XL58mcrKSndBpby8PC8Fylxwzp8zGzqfevEXK4QzPdbGqyz3UuebMd0cX7/fn2LgF4/HGR4eZmhoiIsXL9La2kogEEjJCM9UzlwodS7gJTLkbVUgDeSN8DVNk2g0muvdmBdzEWmOk7FSiqNHj86r6T2dZHphwTHecazWN2/evKAHnBeE7+joKA0NDQAcPnyY0tLSOf9bn8+XsmLumIkMDg7S0tJCNBqloqIipa9zuQVazjXv8/k4evTokjCq8xKjo6OcOXOG4uJiTpw4gd/vd2d2Oosq3d3dAK4Qrq6uprS0tBBUkpijeObMGcrLy9m3b1/el4bPRQj7fD4qKyspLy/Hsiy01sTj8ZzMEc4VTm9zvn6G5rLg4fP5UhZ6nVFcjmt0W1sbfr/fFcHOCDgp5YwZ3+eee47/9t/+Gz/96U/p7e3lH/7hH3jggQfc38/0fjz++ON87GMfA2DTpk2cP38+5fePPfYYv/d7v+d+39DQwPvf/35eeuklVq1axQc/+EE+/vGPp/ybb3/72zzyyCP09PSwbds2vvCFL/D6179+1nNSoECB9JI3T+ylWOo82z5rrTl//jwdHR2zOhlni0wKynA4TENDA7FYjCNHjlBRUbHgbeWy1FkpxaVLl2hra6Ouri4tpaXBYNA1ONJau32dg4ODXLx4EaVUingpKytbsoGX1porV6647t2bN2/Oi4A5nVy+fJm2tjY2bdqUUhmSPLNz48aNaK0ZHR1lcHCQgYEBurq6kFK6btHV1dWUlJQs2WtpoVy5coWzZ8+yefNmNm7cmHfHPxemE8LOHOHLly8zMTGBaZq0tbVRXl7ujk9Kl2u0V8lXUy+HhYwzmm4UlyOE+/v7efTRR2loaODAgQOUlpZi2/aUvzM+Ps6+fft46KGHeNOb3jTlb/T29qZ8/3/+z//hXe96F29+85tTfv6Zz3yGd7/73e73yQaAIyMj3HPPPdx99908+eSTNDY28tBDD1FZWenOS33xxRd529vexmOPPcYb3vAGnn76aR544AFeeeUVbr311nmdlwLexwulzgWmJ6+Eb64zffNlJjHpzCmdmJjg0KFDVFdX52DvUsmE8HWETmtrK2vXrmXHjh2Lzq7k0n26ubmZoaEh9uzZw8qVK9MeBAkhKC4upri42J2zODY25maEnSyeI4Krq6spLi5eEsGYZVm0trYyODjIvn37ZnXvLjCV5NLwuZw/IYQ7NmHTpk0opRgZGSEUCnHt2jU6OjowTTNFCC+Va2khKKVoa2ujv7+/cP3NE8MwqKys5Nq1a8TjcdfAb2BgYNqM8HIVwkt5hm86SMfxG4bhPrsgkUF9/vnn+fd//3f+v//v/+PSpUusWrWK22+/ndtvv5077riDe+65h9e97nUzbnPymMd//Md/5LWvfS2bN29O+XlZWdmMIyGfeuopYrEY3/jGN/D7/ezevZtXX32VL3/5y67wfeKJJ7jvvvvcLPJnP/tZTp06xde+9jWefPLJBZ+TAgUKzI+8Er5LLeM7WaQlC8GamhoOHjzomTI7IURaBWUsFqOlpYXBwUH27t2bNuOYbAtfrTUDAwM0NjZSVlbG0aNHs+bKnJzF27BhA0opN4t39epV2tvbMU0zRQh70RxkZGSEhoYGioqKsnr+lgvj4+M0NDRgmuaCS8OllG55YX19PUophoeHGRwcpL+/n/b2dnw+nyuCq6qqlk2/XSQScdtJjhw54snPiJeJx+M0NDQQjUZTXNcd8ZKcEU4Wwsnjk5aDEF5OM3wXwnQ9voulqKiIe+65h3vuuYfa2lpeeOEFHn30UX74wx/y/e9/n0996lMIITh58iSf//znb7q9/v5+vvvd7/JXf/VXU373+c9/ns9+9rNs2LCBt7/97XzkIx9x46/Tp09z++23p4xmuvfee/nCF75AKBSiqqqK06dP89GPfjRlm/feey/PPPPM4k5CAU+igXQWFxZ6fNOHN1RTFliKwjd5n2OxGM3NzYRCobQKwXSRzoz6wMAADQ0N7gzidAqddAv02bBtm46ODi5cuMC2bdtYt25dzsvRnUCyvr7eDTgHBwe5fPmyOzopWQina8biQtBac/HiRTo6Oti8eTObNm1aFkIqm/T399PS0uKW1qfr+ksuewZSriVncS4QCEwRwkuNUChEQ0MDK1euZOfOnXlhHJdOxsbGePXVVyktLeXw4cPTLtROzuIlX0vXr19fNkI430udM21qFolEKC0t5ciRIxw5coSPf/zj2LbNmTNn+OEPf+jeq2bjr/7qrygrK5tSEv3bv/3bHDx4kOrqal588UV+//d/n97eXr785S8D0NfXR319fcq/cXw4+vr6qKqqoq+vb8p8+TVr1tDX17eYwy5QoMA8KQhfDyOlJB6Pu/Nqq6qqOHnyZE7FyEykI5OqlKK9vZ2LFy+yY8cO1q9fn/ZAQUqZlR7f8fFxzpw5g23bHD58OKUfyCtMDjgtyyIUChEKhejp6aGxsZHS0lJXuGRzdFI8Hqe5uZmRkREOHjw4p6ClwM9QStHR0cGVK1fYvXt3xhfKphMvjsHRpUuXaGlpcRdVHDHs5cx98qLL9u3bszYPfTnhjGpbv379vOYbL1chXCh1zuzxO67OyRiGwcGDBzl48OCctvGNb3yDd7zjHVOqYpIztXv37sXv9/Pe976Xxx57zNP3sQK5o+Dq7F0KwtfjDAwM0NfXx65du6itrfVs8LVY4es4HQshOHbs2LycjudDpkudlVIpfcnbtm3zTDn6zXAcMp3RQLFYzO0P7ujoYGJigrKysoyPThoaGnJFd/Js4wJzY3JpbjbneTtMNjhKXlRx5lEXFxenzKP2yvts27bbT37o0CEqKytzvUtLCq01PT09dHd3s3v37ilZrvmyXIRwQfhm9vgjkcii7nXPP/88bW1t/O3f/u1NX3vkyBEsy6Knp4cdO3ZQU1NDf39/ymuc752+4JleM1PfcIElTprNrSiYW6WNpRGRp4GlJnwHBwe5cOECACdOnPB8meBCBWWyO/XGjRvTWo45HZksdXb6kgcGBrj11ltZtWqVZxcq5oLf758yOslxjG5ubiYWi6U4RpeXly/qvXMC5nPnzrF161Y2bNiwpM9fLrh+/TpNTU2sXr2aHTt2eKY0d/KiSjwed4XwuXPnGBsbo7S0NKU0OlvVBcmEw2HOnDmDaZocOXKkkM2ZJ7Zt09zczPDwMK95zWsyUumyVIVwocc3/T2+yYTD4UUtUn3961/n0KFD7Nu376avffXVV5FSupU0x44d4w/+4A+Ix+PufevUqVPs2LHDrVY6duwYzz77LB/+8Ifd7Zw6dYpjx44teJ8LFCgwf/JK+C4FV2enRPHChQusXLkS27Y9L3phYcI3EonQ1NTE2NhY1typM1HqrLV2ewGLi4uX7WzZYDBIbW0ttbW1aK0Jh8NuRvjChQsopdyS6BUrVsxr7mssFqOpqYlwOMxtt922qJFV+Ygz5/r8+fPs3LmT2traXO/SrPh8PlavXu0GjsnVBZ2dnYyPj1NWVuYK4cr/n733jm+rvvf/X/K2bEuWPOMZ773ieISwEiAhhHAbAqXQQuB23IbRC6Utt3wpowMo/FpK20vpBO6FlLZcQiAJAUJIICQpFKztvfeQZNna45zfH+nnVHKcxEPjSPo8efjRJrGlI/nonM/r836/X6/kZJ8L4ZmZGSiVSqxZswalpaVhLVJWgsVigVwuR2RkJFpaWvxWwQ8WIRzOM74Mw/hc+J8rx9doNKKnp4f7c39/P2QyGaRSKfLy8gCcMVD829/+hp/97Gdn/fypU6fw97//HZs2bUJSUhJOnTqF++67D1/5ylc4UXvLLbfgsccew1e/+lU88MADUKlUePbZZ/HMM89wj/Of//mfuOyyy/Czn/0M27dvx6uvvop//OMf+N3vfuftt4LCA2icEX8JK+HL94ovca+NiIjAhg0bYDAYMDo6GujDWhLLFb6Tk5NQqVRIS0vDxo0b/Vbd8Xars8vlQm9vLwYGBlBUVIS8vLywWDALBAIkJCQgISHBIzqJVIT7+vo4A6QLRSfpdDoolUpIJBK0tLQEpNIXzNjtdiiVSlitVjQ3N/tsTMCXLOwusNlsnBDu6uryaLOXSCRITk722ggBy7Lo7+/HwMAAKioqsGbNGq88bjih1+shl8uRnp6O8vLygF4D+SqEw7nVmdxzffn6LRbLosL3H//4BzZt2sT9mczr7t69Gy+++CIA4NVXXwXLsrj55pvP+vnY2Fi8+uqrePTRR2Gz2VBQUID77rvPY+5XLBbj3XffxV133YXGxkakpqbi4Ycf5qKMAOCiiy7C3r178dBDD+HBBx9ESUkJ3njjDZrhS6H4mbATvizL8m7XlSy8enp6UFBQgKKiIkRERGB+fj4oqtTA0gUlyWOdnJxEVVWV3xeZ3mx1NpvNUCgUsNvtYV+ldI9Oys/P53Jf3aOToqOjPRyjY2NjuSplaWkpsrOzeffZ5Duzs7NQKBRITk5GXV1d0MyTX4jY2FhkZmZy82+kzV6v16O9vR02mw0ikchDCK+kjZKYqBmNRp+15oY6IyMj6OzsRGlpKXJzcwN9OGexHCFMcoTj4+O9LoSp8PWt8D1Xxffyyy+/YJfXN77xDQ+R6s66detw+vTpCz5/bW0tPvroo/N+z4033ogbb7zxgo9FCX5Y1stxRtTdymuExippCZBFka/nTJaLu3hqbm72mFEJhio1YSnClyzS4+LiAja37I1WZ5ZlMT4+Do1Gg/T0dDQ0NISM4PAW7rmvgOdic2RkBGq1mltYFhYWIj09nYreZUBm43t7e8PCddi9zR44U90hQpjMm4vFYk7giMXiCy6yjUYj5HI54uPjaafBCiAu/BMTE2hoaPDLqIo3OJ8QJt0qvhDC4TzjS9YxvnZ1DoSRH4WyKNTWmbeEzWqdiF2Xy8UL4cuyLEZGRtDR0YHs7OxFjWh87UDsTc53rAzDoK+vD319fSgpKQloHutq31OHwwGNRoPp6WlUVFQgIyMjpAWHt3BfbJJZSpFIhISEBIyPj6O7u5uLTiJVPLqZsDjkHJybmwvbToP4+HhkZ2cjOzv7rHnzkZEROJ1OJCcnc632C43XJicnoVarkZeXt6yoHcoZ7HY7FAoFHA4HWlpagsKH4lwsJoTn5uag1Wq9KoTDfcaXvFe+4lwVXwqFQnEnbFaW7sI30NhsNqhUKszNzaGhoQGpqamLfl9ERAQvjncpnOtYiUuqy+VCa2srRCJRAI7uX6ym1ZkYWMXGxqK1tZXeZJcJwzDo6enByMjIWQZMdrudq7h0dnbCarVyraykgseHDatAMz8/D7lcjoSEBL8aCPGZxebNTSbTWcZrRAibTCZMTU2hurra5/nGocj8/DxkMhlEIhHq6+tDboMqMjKSM+kDzhbC/f39iIyM9JgRXooQDvdWZ1+/dovFQiu+FN7AsAIwXjSk8uZjhTuhdcc6D+RmFGghOTExAbVajdTUVFx88cXnba8LFidq4F8txGSGmmVZjI6Oor29/ZwV7UAe53JgGAb9/f3o7e1FQUEB1q5dG7YLmJVisVigVCrhcrnQ0tKChIQEj3+PiYnxmOm0WCyccFGpVHA4HOet4IU65PPU1dXFnYPhWj26EAKBAImJiUhMTERubi5nvDY9PY3BwUE4HA5ERkZidHQUFosFEokESUlJ9P1cAqRSnp+fj8LCwrB4zxYKYYZhPFqjlyqEqfD1vfClm9EUCuVChI3wBQIrJB0OB9rb2zE9PY3KysolmToFW6szcGaBTgxjZmdnUV9fz2V38oHlvqcWiwUKhQJWqxXr1q3jFj+UpTM5OQmNRoPMzEyUlpYuaQMkPj4e8fHxHtFJZKHpHp1EKsLLiU4KNlwuF9rb26HValFfXx80s5R8wX0jTiKRoLKykpsR1ul06O3t5RzIyTmVkJAQsufTSnCPywr3Srn7uQIsXQg7nU6u4yjcBLCvXzPLsrBYLGdtqFIogYKO+PKXsBO+gaj4arVaKJVKJCYmYuPGjUvOeA02cysAmJ6ehkajgVgsxsaNG3nXirnUVmeWZbnqRkpKCurq6qj5zTJxuVzo7u7G+Pg4Kisruaia5eLeykoqePPz89DpdNBqtZxwcXeMjo+PDwnhYjKZoFAoEBUVhZaWlpDMh/Y1o6Oj6OzsRGFhIfLz8yEQCBAdHQ2RSIS1a9eCYRjufJqZmUF3dzc390mE8LmiuMIBp9MJtVqN+fl56ny9CEsRwmTDVSqVYm5uzieu0XzGH94qdMaXwidoji9/ocLXh7hcLnR1dWFkZARlZWXIzc1d1uJpYfswnyHtwwqFAuXl5bx1mV1Ku7t75FJZWRnWrFnDy9fCZ0wmE5RKJQQCgdfnoQUCAUQikYdwIdFJExMT6OjoQGxsrEdFOBgF48TEBDQaDXJzc7mIM8rSYRgGnZ2dmJycRF1dHVJSUhb9voiICK4yV1BQwAkXvV6PyclJdHV1ISoqykMIh8rGyoWwWCyQyWSIjo5Gc3Mz7zYy+chCIUzGm5KTk+FyuSCTyVY0IxzM0BlfCoXCF8JO+PqrddhgMHCVmosuumhFLTjkRuFyuXhtIEIMd4AzmXfnWmDygYiICDgcjnP+u/vvraWlhd5IV8D4+Dja29uRk5OD4uJiny943KOTCgsL4XK5MDs7C51Oh+HhYajVagiFQg/HaD4v4ElMzPj4eNi3la4Uq9UKhUIBhmGW7TrsLlzI+USE8Pj4+FkbKxKJJCQrTTqdDgqFghtRCDUx5mtYlsXAwAD6+/tRU1PDfY5XOiMczPir1TkUP4eU4ITm+PIX/qopH+CPiq97dE9RUREKCgpWfMF3zx7mI+TG3tPTg7Vr18JoNPK+snauGV+GYTA4OIju7m7k5+ejoKCAF2ZcwYTL5UJHRwemp6dRU1MTsNnuyMhIpKSkcBswDoeDM8rq6+uD0WhEUlISJ1r4FJ1ETMAYhqHO4SuEuK+npqaivLx81Z9j97iboqIij42VkZERaDQaxMXFeQhhvl8HzweJ2uvq6kJZWRlycnICfUhBB8Mw3Fz++vXrPdIMztcardfrQ1II+1r42u12MAxDZ3wpFMoF4cdqz0/4WvgajUbOudYb0T3kRsFH4Wu1WqFUKmE2m7F+/XpIJBIMDAzw8ljdWWzGl7wWk8mEhoYGSCSSsGhj9CZGoxEKhQLR0dFobW3l1cI/Ojoa6enpXMXFZrNxQnix6KTk5OSALCxnZmagUqmQkZGxZBMwyr9gWRbDw8Po7u5GaWmpz8YtFm6sOJ1OTggPDg5CpVJxHQZEDPO5w8AdhmG4zStq5rcySMax0+lEc3PzBa+FiwlhEp+0UAiTHGGhUBhUQtjXM75msxkA6EYhhUK5IGElfKOionwifFmWxdDQELq6upCbm4uSkhKvXOT5EsG0EDKzlJ6ejoaGBq5aFgwu1O5xRizLYmpqipu/ormoy8c9ZicvLw+FhYW8X4TFxsaeFZ1E2g6VSiWcTieSk5M5IZyUlOTzNr3e3l4MDQ2hoqJiSY7vFE9cLhc0Gg30ej0aGxuRnJzst+eOiopCamoql8dOOgyIaFEqlUhISPDoMODjdcZut3OZ683NzVRErACTyYS2tjYkJSWhoaFhResA99ENwFMIz87OYmBgIOiEsK8rvhaLBQDoaBKFQrkgYSV8fVHxtVgsUKlUMJlMaGxs9HrUCJ/EpNPphEajwfT0NKqqqjjhQODTsZ4LcoxOpxOdnZ0YGxtDaWkpsrKyeLdY4DvkfNDr9ec1D+I78fHxyM7ORnZ2NliWhclk4irCAwMDAOBhlOXNqBubzQaVSgWbzYbm5mYkJiZ65XHDCbPZDLlczs3lx8bGBvR4FnYY2O12Tgj39vbCZDIhKSmJO6eSk5MD7hg/NzcHuVwOsViMqqoq2m2wAnQ6HeRyOedt4K1rxLmEMGmNDgYh7Gvha7VaERUVFfDPEYVCYNgzX958PIp3oMJ3hbAsi/HxcWg0GmRkZHhUPr0JXyKNyNycUCg8ZyRTMAhfgUAAh8OB06dPQyAQoKWlhc4FrYC5uTkoFArEx8ejtbU14GLDWwgEAiQmJiIxMfGs6CQSdRMVFeUhhFfq8Es+U1KpFHV1dbyZMw4mZmZmoFQqkZWVhZKSkoAv8BcjJiYGGRkZXJyXe6t9V1cXzGYzRCKRhxD257lA3MMLCgqwdu1aOuaxAkZGRtDZ2YmKigpkZWX59LnOJYTdN+siIyM5EcwHIcwwjM9bncPFaZ0SJNAgX94SVistb7k62+12qNVq6PV61NTUrDifdCkEWkwyDIPe3l4MDAygpKSEy8FcDH+6Zq8EhmGg0+kwOzuL5ORklJSU0NaoZeI+R1lYWBjyC+XFopOIEY27w697hvCFNgFYlsXg4CB6e3t9OosayrAsi/7+fgwMDARde/jCVnur1cqJlo6ODo+Zc4lEguTkZJ+IBtJiPzw8HFAzumCGZVl0d3djbGwsYDPR7kKYxHHxTQi7XC6ftzrT1nwKhbIUwk742u32VT3G9PQ0VCoVxGIxNm7c6PNKVyBnfE0mExQKBWfWlZSUdN7vD7RIPx+kpdRgMCA7Oxs2mw2ff/45IiIiOMGSkpJCb57nweFwQK1WY35+3u9zlHzB3YhmocPv0NAQVCoVN89JhIt7+537e7h+/XqIxeIAvprghLyHRqMRTU1NF7wu8Z24uDisWbOGE+8Wi4UTLWq1Gna7HWKx2EMIr1ZEOJ1OztCvqamJttivAKfTyY05NTc382YTlY9CmGEYn7YhW61Weu+m8AoGAjDw3oa2Nx8r3Ak74btSEel0OtHR0YGJiQmUl5cjOzvbL1WaQFRRSZxFR0cHcnJyluwwu5hjcqBhWZZrhxSLxR5tue6mIaR6FxcX51G946MJTSCYnZ2FUqlEUlISWltb6SzVPzlfdFJPTw83zymVShEXF4fBwUEkJibS93CFGI1GyOVyxMfHo6WlJSTfw/j4eMTHxyMrK4vLJyXznCMjI5z5GmmNFolEyxIqZrMZMpkMcXFxIfse+hqr1Yq2tjbExMSgubmZ1+/hUoRwRESER3ySt4Wwr2d8aaszhUJZKmEnfFcizPR6PZRKJWJjY3HRRRf5dWfX31VUu93OVUYbGho4p9KlwLeKr8vlQldXF0ZGRlBSUoLs7GyPm6/7gqCoqIiLJdFqtZwbKxEtpNoSbqYvJKu5r68PJSUlyM3NpYuL87BYdJJOp8Pw8DAMBgOAMxW+oaEhSKVSiMViXs6l8pHJyUmo1Wrk5eWhqKgoLM5DgUAAoVAIoVCInJycs8zXhoaGwDCMhxA+nwu5VquFQqHg9Uw03zEYDJDJZEhLS0N5eXnQvYdLFcLJycleM8vy9YwvrfhS+AbLnvny5uNRvEPYCd/lVHwZhkF3dzeGhoZQXFwckHlGf5pbTU9PQ6lUQiKRYOPGjcuudvJpxpdUhliWXbJb7sJYEiJadDod2tvbYbPZuJiblJQUn8fcBBqbzQa1Ws1lNdO23OUTFRUFrVYLi8WCxsZGxMfHc/mcpHpHBItEIoFIJAoLQbcciM/AyMgIqquruU2FcGQx8zWj0XiWCzm5TkkkEq4VfGhoCD09PX4xYApVyOZLUVER8vLyQuKz6o+KsK9nfEnFl0LhDdTcirdQ4XsO5ufnoVAoAGBJ862+wh9VVJfLhc7OToyOjqKiomLFbdx8qPgyDIPR0VF0dHRwVY2V7jTHxsZys3ek5VCr1UKn02FwcBDAv2JuUlJSIBQKQ2IhBJypDKlUKkgkErS2tlLH4RVgNBqhUCgQExPj0WKfk5PjUb0jmyv9/f0AfBedFIzY7XYolUou7ok6sHsiEAiQlJSEpKQk5OXlebiQ63Q69Pb2QiAQICoqCg6HI+iMwPgC6Xzp7+8PeSMwXwhhf+T4LpY0QaFQKAsJq9VsVFTUBYUvucH19PQgPz8fxcXFAa3q+drciuQ3RkdHY+PGjatq4w608F3otp2amuo10eDecugec6PVajE9PY3u7m5ER0d7zAcH442YYRj09fVhaGgIpaWlfptlDzXGx8fR3t6O3NxcFBUVLXoNca/eEdFC8jnJORUVFeVxToVTVcNgMEChUEAkEtG4pyWy0IXcarXi888/h9PpRFJSEtrb29HV1cVVg6VSaUht2PkChmGg0Wig0+lCwkxtuSwmhMnmCskRvpAQ9ofw5Yu5GIUCAAwrAMN60dzKi48V7oTVSuJCFV+z2cxVF9avXx+QaIKF+Kp9mMSB9PT0oLCwEIWFhau+MQVK+LIsC51OB6VSiYSEBL/kyrovMAsKCuByuWAwGKDVajE8PAy1Wn1ed18+YrVaoVQq4XA4wnKB5w0YhkFnZycmJiaWXRkSCATcwpEsMGdnZ6HX6zE2Nob29nbOfI2IllDJT14I6dooKio6b4Qa5dwYDAbI5XJIpVJUVFRw9xKyuTI1NYWuri5uc4WcU9Qk6F/Y7XbI5XIwDIOWlpaQ/bwtB3eRu5gQHhwc5K5lZEbYZrOBZVm4XC6fuEbTGV8KhbJUqPDFGeE0OjqK9vZ2ZGVlobGxkTfVBV+ISYvFAoVCwbUPeiuWJhDC1+VyoaenB4ODgyguLkZubm5AKvSRkZGcyAXOuPuSdsPu7m5YLBYumzMlJYV3pkbT09NQq9WcYUu4mXh5A/K5As6MR6x2IeYeteVuvkZa7S8UnRSMkI2DyclJ1NfXc27ZlOVBOg4KCws9Ng7cq3cAuA07vV7vkUvtPnceroLCaDRCJpMhKSkJ1dXV9Jp4Ds4lhPV6PWcUCQATExOwWq0Qi8VISEjwqmu02WymFV8KhbIk+KHu/MRi1VOS7zo3N4f6+nreze5429xqbGwMGo0GmZmZXhf4/ha+JGfY6XTyznwpOjoaGRkZyMjIAAAukkSn03HH7D4fnJiYGJAqC8Mw6OnpwcjICJ3/WwUk3zszMxNlZWU+2dRYaL5mt9vPik4imytSqRTJyclBtVi3Wq1QKBRcdS1cBddqYFkW3d3dGB0dRW1t7QVd+d037NxzqYn5mkajQVxcnIcQDsYRjuVC3K/JqAKtgC8dIoTj4+MxOTkJsViMoqIirio8NDR0VkV4tUKYVnwpfIP555c3H4/iHcJO+LqLyMnJSahUKqSkpKzIxdgfeGvG1+FwQKPRYGZmBjU1NZwg8yb+Er4sy3oI+NLSUt5U6M9FfHw8srOzkZ2dzZkaEaOsvr4+j+peSkqKX27ipELJsixaWlqocdAKII7Dw8PDft84iImJ8dhcsVqtnBDWaDSw2WwQi8XcecW3LgN39Ho9FAoFUlNTacfBCnE4HFAqlbBYLCs2AluYS+3eZTA0NASVSgWhUOghhEOt/Xd4eBhdXV3U/XoVmEwmtLW1QSQSoaqqijuv1q5d61ER9pYQNpvNXutco1AooQ2/1YKXIcLX4XCgvb0dU1NTqKys5PXNLSIiAg6HY1WPQaqMiYmJ2Lhxo8927L1xrBfC4XBArVZDq9WiqqoK6enpQbcb725qlJ+fz83dabVart2QzHKmpKRAIpF4fVNmcnISGo0Ga9asWZXzdThjs9mgVCpht9uXHJnlS+Li4s5yISddBsPDw1zeKxHCSUlJAf/ssCyL4eFhdHd3o6ysjJqprRCTyQSZTAahUIjm5mavtbwv7DJwOBycECZZ56TdXiKR+ORa5S9YlkVXVxfGx8exbt06Xnh8BCOzs7OQyWTIzs5GcXHxWZ9n99bo5QphIoIXCmFa8aXwD8E/v7z5eBRvEHbCl2EYfPzxx0hISMDFF1/M+7at1bQ6u+cQl5aW+jx30JcVX5ZlodfroVQqERcXh9bWVt7/7paK+9wdmeUki4C+vj4YjUYkJSUhJSVl1S2sLpcLXV1dmJiYQGVlpU8q/+EAMVOTSqVoaGjg3caBuws5iU4yGo1nRSe5O0b7293X5XJBo9FAr9ejsbGRVmxWyMzMDJRKJXJychYVGt4kOjoaaWlp3EgQabfX6/Xo7e2FyWRCYmKihxAOhrlzp9PpUS2n86Irg+Qcl5SUIDc3d0k/s1QhTETwYkLYYrFQ4UuhUJZE2AlfAMjPz8fatWuDorKwUjFJMkRZlvVbDrGvopdIO2l/fz9n1sLXlk1vEBUV5bG4tNlsnGAhLazJycmcEBaJREs6l8lMdGRkpFfMl8IREnfW19cXVBVK97xX0mVAZu6Iuy+J43J39/UVZrMZcrkcUVFR1C13hbAsi8HBQfT19QVsPn9hu73dbvcw9TObzRCJRNw5lZyczLuxFIvFAplMhpiYGDQ1NQWFUOcbLMtiaGgIvb29q845XooQfvnllzEyMoINGzbg8ssvh1qtXrLQplD8AcOe+fLm41G8A7/uQD6GCN9gWawCy6/4ktbBzs5O5OXloaSkxG8iMSIiAizr3U+n2WyGQqGA3W4P26pQbGysRwur2WzmFpcDAwMAAIlEwgnhxSp3Y2Nj6Ojo4KpCobxx4CscDgdUKhVMJhOampogEokCfUgrZqETK3H31el0nMM9abcnX95qYSUVyqysLL9en0KJhdVyvhj7xcTEIDMzE5mZmQA85847OjpgtVrPEsKB7JYwGAyQyWRIT0/3mSldqMOyLOfE7otzcTEhnJCQgEOHDuHEiRP4xS9+AafTifj4ePz85z/H5Zdfjrq6Ot514VAoFH4QVsKX3NR8UZX0Fcup+BKH6vn5eaxbt87vUSDebHVmWRbj4+PQaDRIS0tDfX093YnHmcpdQkICEhISkJubC5Zlz8rljI6O5kSwWCxGf38/pqenl+TySlkcg8EAhUKBpKQktLS0hNy5uDCOy73dfmBgAEqlkmthJYJlue8ByQ4fGBigDuKrwGq1Qi6XQyAQ8L5a7j53Dpyprp7LgE0ikUAsFvtNsExMTECj0XAxeMGyGc4nXC4XVCoVjEYjmpqa/NIiHhERgZaWFtTU1KCjowNr167FU089hd7eXhw9ehSPPfYYBAIBLr30Ulx++eW4+eab6bWGEhBokZafhJXwFQgEXo8H8jVLPd6pqSmoVCpIpVJs3LgxIAtzbwlfd/Ox8vJyZGZm0kXJOSAmIO6VO3fzGZPJhIiICGRmZoJlWTidTt61GvIZlmUxMjKCrq4uFBUVeWSihjIL2+3do5O6urq4XOqlVu6IKR1ZIPtj9CIUmZ2dhVwuR2pqKioqKoKuQhkfH4/4+HhkZWV5GLCR+CSn0+nhRC4Sibz+GlmWRV9fH4aGhlbdlhvO2O12yGQyCAQCNDU1+dXUTKvV4otf/CIA4OTJk9zv8Dvf+Q5cLhdkMhmOHTuGDz74AFdddRUVvhS/w7Jnvrz5eBTvEHYr4GATvhcSk06nE52dnRgfH0dlZSXWrFkTsIW5N2Z8Z2dnoVAoEBMTQ+dQVwCp3FksFlitVuTn50MkEkGv13sIFveKcLAtnv2F0+lEe3s7dDpd2Lu8LhadRNrt1Wo17Ha7h2O0u2AxGo2Qy+WIj48PyWq5vxgbG0N7eztnHBTsGzCLGbCRMQ69Xo+hoSG4XC7OJIs4ka/mekVaxGdnZ7F+/Xq6AbNCFosr8hcDAwPYuXMnysvLsXfv3rNiuyIjI9HY2IjGxkbcf//9fjsuCoUSHFDhy3POJ3wNBgPkcjliY2Nx0UUXBdyJcjUVX4Zh0N/fj97eXqxduxYFBQVUkK0AUi3X6/Wor6/nWlfJzJ17xM3IyAhcLpeHUVZiYmLQL6i9ATGHIxswfG4nDQRxcXHIysriKnfuc+dDQ0NgGIZz9J2cnEReXp7PHYdDFeLOPzY2hvr6er+PsPiLxcY4TCaTh58By7JnCeGlnlOkQgkAzc3N9DO9QkhcEZnR9+dnWiaTYdeuXfi3f/s3/PrXv6bdSxTewsK7rc604Os9wu6qEWzCd7HjJa1avb29KC4uRkFBAS8WlCsVvlarFQqFAmazGevWrUNycjIvXk+wYTAYoFQqIRQKsWHDhkVbz+Lj45GdnY3s7OyzIm56e3s9Zj197ezLV8bHx9He3o68vDwUFRXRc/ECnGvuvLu7G1qtFgKBAKOjozCbzQGLTgpWHA4HFAoFbDYbWlpaAr656U/c887z8vLAsqyHuy+J5CIiWCKRnHPjzmg0oq2tDWKx2O8VylCCxBUVFxcjLy/Pr8995MgR3Hrrrfje976H73//+3RjnEKhrIiwFL6+ypr1BQvFJHE5djgcaGlp4Y2bJ7B84cuyLHcjlUqlaG1tpW2QK4BESfT09KCwsHDJUV2LRdwQZ1/SVhkXF8dVg6VSaUj/fkjG8eTkJJ39WwUOhwM9PT2w2+3YsGED4uPjOQO2yclJj+gk8hUqmdzexGg0QiaTITExEc3NzWFf3SJZriKR6KxIrpmZGfT09CAiIsJDCCckJECr1UKpVCIvLw+FhYV0w2WFkHtMdXU10tPT/fa8LMvilVdewX333Yf//u//xu7du+nvkMJ7aMWXv4TdnTRYK74sy3JiZM2aNSgvL+fdrvVyhK/T6URHRwfGx8dRVlaGrKwsejNbAXa7nTMNWm3cE1k0SiQSFBUVeTj79vX1ca7GRAgHOorEm1gsFg+n3HCsdHsD4n4tFotRV1fHibXk5GQkJyejsLCQM2AjhkYajQbx8fGcCJZIJH41yuEjxKyQdh2cm4WRXAzDnOVwLxAIwDCMh7M0ZXmwLIuuri6Mj4/7PTqLYRj87Gc/w89//nO89tpr2LZtm9+em0JZDVT48hcqfHkOMYySy+XQ6XSora31627rcliq8J2bm4NcLkdkZCRaWlrOMqegLA29Xg+lUgmRSOSTavlCZ1+bzeZhaORwOM4yNArGBfrU1BTUajXWrFmD0tJS2kK3QkZHR9HR0XFB9+vIyEikpKRws6oOh4NzIu/r64PRaPSITpJIJGFT7XSPfKqqquLMxCgXJiIigttgYRiGM31cs2YNzGYzTp48iZiYGO6cCtdRjuXgHlfU3Nzs11Z7p9OJ73znO3jzzTfx/vvvY/369X57bgolmHn00Ufx2GOPefxdWVkZOjo6AJwZL7z//vvx6quvwmazYevWrXjuuec87jdDQ0PYs2cPPvjgAyQmJmL37t144oknPO7Fx44dw7e//W2o1Wrk5ubioYcewu233+6X17gawmM14UawCV+DwQDgzE1g48aNvDbkuJDwZRgGg4OD6O7u5trOQqVi6E9YlsXAwAD6+vr86vAaGxvLVU4WGhoNDAwAgEf7Kt/nOBmGQW9vL4aHh1FZWckZgFGWB8Mw6OjowNTUFBoaGjhDtaUSHR19VnQSOa86OzthtVohEom488qfWa/+xOVyQa1Ww2Aw0MinVeBwOKBUKmG1WrlWewAenQajo6Nob29HbGysxwYLbbn/F+5mYP6OKzKbzbjjjjvQ3d2NkydPorCw0G/PTaF4g0BXfKuqqnDkyBHuz+6C9b777sPBgwfxt7/9DWKxGHfffTeuv/56fPzxxwDOXCu3b9+OzMxMnDx5EuPj47jtttsQHR2Nxx9/HADQ39+P7du345vf/CZeeeUVvP/++/ja176GNWvWYOvWrat+vb6ECl+ewjAMurq6MDw8DACoq6vj/Xzl+YSvzWaDUqnE/Pw85zbMZ1HEV2w2G1QqFSwWC5qamiASiQJyHOcyNCJthp2dnR6LSqlUyqtNG5vN5jErT7sOVgYxpmNZ1mst4jExMcjMzPRwIict90qlEk6nk+s0kEgkPsl69Tek1Z50wYR7q/dKsVgsaGtrQ1xc3Flz0Qs7DZxOJyeEh4aGoFKpIBQKPWaE+XTN8idmsxmff/45kpKSUF1d7deNppmZGXzxi19EREQETpw4gdTUVL89N4USKkRFRS26mW8wGPDHP/4Re/fuxebNmwEAL7zwAioqKnD69Gm0trbi3XffhUajwZEjR5CRkYH6+nr86Ec/wgMPPIBHH30UMTExeP7551FQUICf/exnAICKigqcOHECzzzzDBW+fCMqKor35lbz8/NQKBTcvOHJkyfBBkF6NRG+LMtyopZlWUxPT0OlUkEsFqO1tZUu6laIVquFSqWCVCr1mJ/kAwKBwGPejlRXdDodBgcHoVKpeNO+SgRUSkoK1q1bF5LVQ39A3sfU1FSfeg7Ex8cjPj5+0egk94gbcm4FWySXXq+HXC5Heno6ysvLg17EBwoSs5OZmbmkkYWoqCikpqZywsq95X5gYABKpRIJCQnc9SpcZs8NBgPa2tq40Q9/fpb6+/uxc+dOVFZWYu/evWHlYk4JLQJd8e3u7kZWVhbi4uKwYcMGPPHEE8jLy8Nnn30Gh8OBK6+8kvve8vJy5OXl4dSpU2htbcWpU6dQU1Pj0fq8detW7NmzB2q1Gg0NDTh16pTHY5Dvuffee1fxKv0Df1bOfoLPFV+WZblW4Pz8fI/cS74esztkoUGEr8vlQmdnJ0ZHR1FSUoLs7Gy6qFsBDMOgr68PQ0NDQWME5l5dKSkpgd1uh16vh1ar5dpXxWKxR/uqr88N9xbxsrIyZGdn8/595CMsy2J4eBjd3d1+fx8X6zQgzr5arRa9vb2IiIg4K5KLr7/nkZERdHZ2orS0FLm5uYE+nKCFRJCR0Y+VsLDl3uFwcJ0Gvb29MJlM3OYdEcJ878JaLsRULRBxRW1tbdi1axd27tyJX/3qV7za2KVQ+MLc3JzHn2NjY8/qTGlpacGLL76IsrIyjI+P47HHHsMll1wClUqFiYkJxMTEnGWEmpGRgYmJCQDAxMTEWf4S5M8X+p65uTlYLBZe+yeE3ZUlMjISDocj0IdxFlarFUqlEiaTCY2NjR5zcivNx/U3RLgwDAOTycS55DY3NyMxMTHARxeckPPC4XAE9fsYExODjIwM7kJpsVg4sTI8PAyGYXxatSPu1yaTKaAt4sGOy+WCRqOBXq9ftYu4N3CPuFm7di3n7KvVajExMYGOjg6u5Z6cX3yY4yTmS5OTkyuai6acgWTaDw0Noba21qttsdHR0UhPT+fMJMnsuV6vR3d3N8xmM5KSkjyEcDCLtUDFFQFnMnq/8pWv4L/+67/wX//1X3SDnBL0+Kriu3Bj75FHHsGjjz7q8Xfu7ue1tbVoaWlBfn4+/vrXv/JakPqL4L1KrxA+VnwnJyehUqmQlpaG+vr6s3aRgyV7mNyshoaG0Nvbi+zsbBQXF9NW0hUyPT0NtVqNtLQ0XsZXrYb4+HhkZ2cjOzsbLMvCaDRyQrinpwdRUVFnVe1WConYSUpKQktLS8hVafyF2WyGXC5HVFQUWlpaeDn/6O7sC8Cj5X54eBhqtRpCoTCg0Ul2u91jvpwuRFbGQjMwX28KLpw9t1qtXEXY3YSNbLAES9ybe1zRunXr/LqZ5Z7R+9xzz+G2227jbXcGhbIcWPbMlzcfDwCGh4c9Nu6Xch9OTk5GaWkpenp6cNVVV8Fut2N2dtbjsz45Ocld2zIzM/HJJ594PMbk5CT3b+R/yd+5f49IJOL9PS0shS9fRKTT6UR7ezsmJydRVVV1zpxBEmnEd5xOJwCgt7cXFRUVyMzMpDexFcAwDLq7uzE6OoqKioqQz58UCARISkpCUlIS8vPzwTAMDAYDdDod577qnvMqlUqXJF7dW3IvFLFDOT8zMzNQKpXIyspCSUlJ0FRkFotOWti+Sqp2RKz4smo3Pz8PmUwGkUiE+vr6oK4QBhKbzQa5XA4AATMDi4uL88gHdjdh02g0sNlsEIvFnBDmoxs5iSuan5/3e1wRwzD4//6//w/PPPMMXn/9dd4b4lAofIB0OC0Ho9GI3t5e3HrrrWhsbER0dDTef/997Nq1CwDQ2dmJoaEhbNiwAQCwYcMG/OQnP8HU1BTX/fHee+9BJBKhsrKS+55Dhw55PM97773HPQafCbu7Ll8qvrOzs1AoFIiLi8PGjRvPu0PC91ZnlmWh1WqhVCohFAoREREBlUqFgYEBpKSkcJUVvt30+YjZbIZSqeRccsPRbTgiIoJrHSwqKoLT6eTmg3t7e6FQKDzibRarrDidTmg0GszOzmLdunWQSCQBejXBjXuubChswixsXyXZ1Hq9Hh0dHdzsuXvVzlsif3JyEmq1GmvXrkVBQQHdhFkhZPMgOTkZlZWVvLmvLDRhI+McJG/d6XRyvgYSicQvvgbnw263Qy6Xg2VZNDc3+3XzwOl04v7778eBAwdw9OhRNDY2+u25KRR/EEhzq+985zvYsWMH8vPzMTY2hkceeQSRkZG4+eabIRaL8dWvfhXf/va3IZVKIRKJcM8992DDhg1obW0FAGzZsgWVlZW49dZb8dRTT2FiYgIPPfQQ7rrrLq7C/M1vfhO//vWv8b3vfQ///u//jqNHj+Kvf/0rDh486MVX7Ruo8PUzxKiov78fxcXFWLt27QUXQIE+5vPhcrnQ3d2NoaEhlJSUICcnBxEREdw8lFarRXt7O+x2OxdBkpKSgqSkJLrwW8DExATa29s5N81gqar5mqioKA/TGdJiqNVqoVar4XA4uHNLKpUiIiKC21SiLuIrx+FwQKVScXPRoZgr655NDfxr9nyx6CSySFjudYvMoQ4ODgZkfjKUmJ6ehlKp5P3mgUAggFAohFAoRE5OjocbOYlPcrlcHudWUlKS3675ZrMZbW1tSExM9HtcEcno7enpwccff0wzeikULzMyMoKbb74ZWq0WaWlpuPjii3H69GluDfXMM88gIiICu3btgs1mw9atW/Hcc89xPx8ZGYkDBw5gz5492LBhAxISErB792788Ic/5L6noKAABw8exH333Ydnn30WOTk5+MMf/hAUnRsCNhhycrzI2NgYurq6AlKOJzNyLpcLtbW1S25XOHnyJIqKis5yUAs0RqMRCoUCLpcLNTU151wYu9/0tVotdDod57xK2hD5YDgTKIj7NWl5pwvjpbPw3NJqtWAYBkKhEHl5eZBKpRAKhbxdIPMVo9EIuVyO+Ph41NTUhOVcNMuyMJlMnBDW6/UA4GHClpCQcN5zy+l0Qq1WY35+HnV1dSG5eeAPyNhCT08PKisrF82nDCbczy3SHk1iucj55avN4UDGFc3MzODGG29EVFQU9u/fTzN6KSHH3NwcxGIxfrH1bcRHe69jz+Iw4d53tsFgMFBzzlUSlhVff7cNsyzLzSpmZ2ejrKxsWTusfKv4MgyDsbExrjpZUlJy3lm1hREk7s6r7jOcRAQHuzvmcjCZTFAoFIiMjERrayvvTQH4Bjm34uLiMD8/j4iICBQXF4NhGExOTqKzs5Nz9SVffDRl4hMTExPQaDTIz89HYWFh2G4aCAQCJCYmIjExEXl5eWBZFnNzc9Dr9ZiZmUF3dzeioqI8hLD7jKTFYoFMJkNMTIzfW0lDCeKAPTU1hcbGRojF4kAf0qpZ7NwiBn86nQ79/f0A/rXJIpFIvOJ0T+KKiOeBP+nr68P111+Pqqoq7N271+f3ut/85jf4zW9+g4GBAQBAVVUVHn74Yc7x1mq14v7778err77qUfVyLzAMDQ1hz549+OCDD5CYmIjdu3fjiSeeCJv1CWXlBDrHl3Juwu7T628RSWJUZmdnUV9fz7UaLAc+zfiS16PT6VBdXY20tLRl34zdnVeLioo4wxmtVouuri5YLBZuFiolJQUikSgk237HxsbQ0dGB3NxcFBUVheRr9AdmsxkKhQIRERHYsGED1z1QUFDAufpqtVoMDg5CpVJxWZxkQUkXMWdgGAY9PT0YHR1FTU3Niq5VoYxAIIBYLIZYLOaik4gJ2/j4uEd0UkxMDEZGRujYwipxOBxQKBSw2+1obm4O2Y3BxQz+5ufnuU2Wnp4ezvuAXLcu1G2wEGL0V1VV5ffusc8//xy7du3Crl278Mtf/tIv19ycnBw8+eSTKCkpAcuyeOmll/Bv//ZvaGtrQ1VVFe677z4cPHgQf/vb3yAWi3H33Xfj+uuvx8cffwzgTCfW9u3bkZmZiZMnT2J8fBy33XYboqOj8fjjj/v8+CkUim8Iu1ZnvV6Pv//979i0aZPPn4s4oYrFYlRXV694x/+zzz5DWlqa3wPl3WFZFnq9HgqFAkKhEFVVVT5rT7ZYLFxLNGkBI0IlJSUF8fHxQV2Fcjqd6OjowMzMDKqrq2m71yqYmpqCWq1estuw3W7nNll0Oh1nZhTqmywXwm63Q6lUwmazoa6uLixN1VaLy+WCXq/H4OAgdDodACAhIcFjkyUcW8ZXitlshkwm49rtw3mDinRJkdbo2dlZj24DiURyzpEOlmXR3d2NsbEx1NfX+z17+91338Vtt92G73//+3jggQcCen2VSqV4+umnccMNNyAtLQ179+7FDTfcAADo6OhARUUFTp06hdbWVrz99tu49tprMTY2xm0UPP/883jggQcwPT1NOzgoi0JanX/mg1bn+2mrs1cIuzuJPyq+LpcLXV1dGBkZQUVFBbKzs1cl1ALd6uxyudDb24uBgQEUFRUhLy/Ppzev+Ph45OTkcKYg5Ibv3rpK2qKXGm3DF+bn56FQKBAbG4vW1tawnm1eDe7VycrKyiVXMGJiYpCRkcF9v/smy/DwMBiG4RaTKSkpy66qBCMk51gsFqOuri6sBcZqEAgEmJqagtFoRFNTExISErj5zZ6enrOik6jT/bnR6/WQy+UBmUPlIwvzqd27DSYmJtDR0YGYmBjuvCLZ5yTreG5ujjsn/QXLsnj55Zfx7W9/G7/5zW9w6623Buz36HK58Le//Q0mkwkbNmzAZ599BofDgSuvvJL7nvLycuTl5XHC99SpU6ipqfG4t2zduhV79uyBWq1GQ0NDIF4KhUJZJWG3wvG1iJyfn4dcLkdkZCQuuugir9xoAtnqTAy5HA4H1q9f7/f5Kvf2QtK6Sip2fX19XLQNEcHejB/xJizLYmRkBF1dXVi7dm1Yz06uFqvVyjnuNjc3r+oztnCTxWg0ciZZPT09iIqK4kSwVCoNuY2K0dFRdHR00JzjVUKiYVwul0dL7mLRSTqdDu3t7VzOKxHCgY634QvEP6K0tBS5ubmBPhxe4h75BoAb6dDr9ZxvRmxsLBiGQWRkpN+7OBiGwdNPP41nn30W+/btw5YtW/z23O4olUps2LABVqsViYmJ2LdvHyorK7nZ+4XV74yMDExMTAA443WwcEOV/Jl8D4VyLuiML38JS+HLsiwYhvHqIoNlWQwMDKCnpwdr16716sxmRESE3yu+LMtifHwcGo0G6enpKCsr40UlKDIyEqmpqVx7sNVq9YgfcblcvKvYORwOLlO2oaEBUqk0oMcTzJC86LS0NJSXl3u1YuY+Z0dmOGdnZ6HT6TAyMgKNRoP4+Hju3Arm1lWGYdDR0YGpqSl6Tq6Subk5yOVyiMViVFVVnfOcdI9Ocs95JeeX0+n0aF1dSXRSMMOyLHp7ezE8PIz6+nqkpKQE+pCChsjISK4LCjjjyv75558jMjIS0dHROH36NHftIueXr0z+nE4nvv3tb+PQoUM4evQo1q1b55PnWQplZWWQyWQwGAx47bXXsHv3bhw/fjxgx0MJH6jw5S+BVzJ+hixKvCl8rVYrFAoFLBYL1q9fz+3Cegt/O1EToTY9PY3Kykqkp6fzdgEWFxeHrKwsZGVlLVqxi46O9qjY+dvRl7SRJiQkYMOGDXQuaIWwLIv+/n4MDAygrKwM2dnZPn9OErlFRCExYXNvXRWJRNz5JRaLg6J1lVyvWJZFS0tLyBoG+QPigF1QULCkTHbCYjmv7tFJC119lxKdFMy4XC6oVCrMz8+vuosj3DEYDJDJZMjIyEBZWRkEAgEcDge3iTcwMAClUomEhASPjRZv3JtMJhPuuOMO9Pb24uOPP0ZBQYEXXtHKiYmJQXFxMQCgsbERn376KZ599lncdNNNsNvtmJ2d9aj6Tk5OclFZmZmZ+OSTTzweb3Jykvs3CoUSnISt8HW5XF6pYE5MTECtViM9PR3r1q3zSVXUnxVfYmBFZlCDaVG8sGLncrlgMBjOcvQlO+PJyck+Eyosy2JoaAg9PT20jXSV2O12qFQqmM1mNDU1BSwLNTo62qN11b3bQKVSweFwIDk5mRPCvsrhXA2kMyI1NdXrFfNwwr066Q0H7IXxNsTVV6fTYXp6motOco/lCqZr8/mw2WyQyWSIiIigsU+rZHp6GkqlkvPiINef6OhopKWlceep+yZeX18fjEYj53ZPWqiX280yPT2NG2+8ETExMfjoo494adrIMAxsNhsaGxsRHR2N999/H7t27QIAdHZ2YmhoCBs2bAAAbNiwAT/5yU8wNTXFXfPfe+89iEQiVFZWBuw1UIID9p//efPxKN4h7IRvREQEBALBqoWk0+nkqqJVVVU+3QGMjIyE3W732eMDZ24IfX196Ovr46oXwT5vFhkZyS0SS0pKYLfbodPpoNVqodFoYLfbkZyczFWDvSVUSOST0WhEY2Oj3100Q4nZ2VkolUqIRCK0tLTwqrV4YbeBe8VuYGAAAoEAEomEO78C6UbuvhFTVlaGnJycgBxHKOB0OqFUKmEymdDU1ITExESvP0dERISHt4F72z2ZgY2Li/MwMwrGfOr5+Xm0tbVBKpWisrIy6O85gWQ5cUULN/GI2/1iRmxECJ9vU7+vrw87d+5ETU0NXnnlFV5synz/+9/Htm3bkJeXh/n5eezduxfHjh3DO++8A7FYjK9+9av49re/DalUCpFIhHvuuQcbNmxAa2srAGDLli2orKzErbfeiqeeegoTExN46KGHcNdddwXlZ41CoZwh7IQvsHqDK/dYn40bN/rc8MbX5lYWiwUKhQJWqzWkhVpMTAwyMzORmZkJlmVhNps5R9++vj6utZVUhFfye9Xr9VyEVWtrK6+EWjDBsiy3kCsuLvaoXvCRxSp2xI2cuK6SjFcihP1V2XK5XNBoNNDr9SH9+fYHJGInLi7OrxsxC9vunU4nJ4RJN0uwRSdNTU1BpVItu02c4gnLspzD/bp161b0+V7odm+1WqHX66HX69HZ2Qmr1QqRSASJRIKBgQG0tLRwkSoko/eGG27As88+ywsvEODM+XXbbbdhfHwcYrEYtbW1eOedd3DVVVcBAJ555hlERERg165dsNls2Lp1K5577jnu5yMjI3HgwAHs2bMHGzZsQEJCAnbv3o0f/vCHgXpJlCCCzvjyl7DL8QWAw4cPo6GhYdk3CIZhuFifkpISv7WvDgwMQKfTed0kgmVZTE5OQq1WIyUlBeXl5bxfLPkKIlTIfPDc3ByEQqGHkdH5buhkBrW/vx+lpaXIycmhC7kVQropZmdnUVtbGxJCjbiRk4rw/Pw811pI2u59sWAkruxRUVGora2llYpVoNVqoVAolpwZ7U/cK3Y6nQ5ms5mbPydu93xpa2dZFoODg+jr61tSdZJybhiGgUqlwtzcHBoaGnw2G03GOqanp7Fr1y5MT0+jvLwcubm5OHbsGB588EE8+OCDvPpMUCiBgOT4/nTrIa/n+D7wzjU0x9cLhKXwfe+991BVVbUs10iTyQSFQgGXy4W6ujq/zhkODw9jcnIS69ev99pjOp1OtLe3Y3JyEmVlZVizZg0Vam6QGSgihK1WK8RiMVetE4lE3E3eZrNBpVLBYrGgtraWXpRWAck5jouLQ01NTcjO+5G2e/JFzi8ihN3Pr5UyPT0NlUrFS6EWTLi3iVdUVCArKyvQh3RBiFAhYthmsyE5OZlrvffG+bUSiJv49PQ06uvr/R6PF0o4HA7IZDIwDIOGhga/XSsZhkF7ezuefPJJvPHGGxCLxTCbzdiwYQM2bdqETZs2oaWlJWSv3RTK+XAXvnFeFL5WKny9Bj96UvzMclySSf5qR0cHcnJyUFpa6vedc2+bWxkMBsjlckRHR6OlpQVCodBrjx0qLJyBslgsXFv00NAQWJbl5uomJiaQkpKCuro63rR5BSNjY2Po6OhAfn5+yOccu7fdA2cqs0QEDw8Pg2EYj/ng5Tj6siyLvr4+DA4OoqKiAmvWrPHlSwlpyCJ/ZmYmIDnmK2Xh/Ll7dBI5v4gRmzf9Dc6Hw+GAQqGAw+FAS0tLyGVi+xOLxYK2tjYIhULU1NT4fU3y1ltv4f3338fhw4dx5ZVXoru7Gx988AE++OAD/Pd//zeMRiM2btyIN998k/6eKWEJbXXmL2G5Sl/qjC9xkzUYDGhoaAiYS6G34owYhuGyhvPz81FQUMCb9je+Ex8fj5ycHC56xGAwoLu7G1NTUwDObCZ0dXVxQiVcW8ZXgsvl4qpAdXV1YZnfuTDahjj6zszMcI6+5NySSqXnXEw6HA6oVCrOeClQDtihgM1mg1wu52KfgnUBv1h0ktFo5IQw8Tdwj04SCoVeFcJmsxltbW1ISEigG4SrZG5uDm1tbR5xRf7C4XDgvvvuw+HDhz0yektLS1FaWor/+I//AMuy0Gg0+Mc//hG0nxkKhRK6hOXdZynCl8QCSCQSbNy4MaBtO94wt7JarZwTaUNDAyQSSUhX1HyJ1WpFV1cXnE4nNmzYgPj4eK4ture3FwqFAiKRiBMqycnJtM30HJAZ1MjISLS2ttKFEs4IFZFIBJFIhLVr13o4+o6MjECj0SA+Pp47v4iRkdFohFwuh1Ao5J0DdrBBumKkUikqKipCaoPQPfYtPz+f8zfQ6/WYmppCV1cXl39Ozq/VuPTqdDqP2Wh631k5ZF1SWFjo94g8k8mE22+/Hf39/efN6BUIBKiqqkJVVZXfjo1C4RusgAUr8GKckRcfK9yhwncBLpcLnZ2dGB0dRWVlJbKysgJ+o16NCzXLspiamoJarUZycjKdvVkl5L0ku+1kQZyamsp1BLjnuyqVSrhcrhW3rYYyk5OT0Gg0dAb1Aix09HXP4Ozp6YHZbEZcXBysVisyMzNDTqj5m/HxcWg0mrDJ346IiEBycjKSk5NRUFDA5Z+7b7SQ6CTytdR7yOjoKDo6OmiElhcYGRlBZ2enz+MTF4Nk9MbGxuKjjz4Ky64cCoUSGoSt8F2sgjo3N8fNvm7cuJE3s68rrfg6nU50dnZibGwMpaWlyMrKouJihTAMg+7uboyNjaGiouK8C4+F83VGoxFarZZrWyXVFBKbFG4bEe7vZWVlJXV1XSbu8+fELGh8fBzJycnQarU4duyYR9uqP+Y3QwGWZdHd3Y3R0VHU1dUFbLQl0LjnnwNn7iNko6W/vx9KpZJzJCcV4YWtyyRiZ2RkBA0NDdxjUZaP+3u5bt06SCQSvz5/b28vdu7cibq6Orz88su8yOilUPgOnfHlL2ErfN0rqCSKpqenB4WFhSgsLOSVQFyJudX8/DzkcjkEAgFaWlp8FnMQDpjNZigUCgBYthmYe1vh2rVr4XK5zsrfTExM5EQwn2JHfIHVauXc0Zubm+l5uQrsdjsUCgXsdjtaW1uRkJAAlmVhMpnOmt90r9bxZUOPTzgcDiiVSlgsFnpeLiAqKgppaWlIS0sD8K/oJK1Wi66uLlgsFi46SSKRICkpCe3t7Zifn6fv5SphGAZqtRoGgyEg7+Vnn32GXbt24aabbsIvfvGLkL43USjehPnnlzcfj+Idwl74WiwWKBQK2Gw2NDc38zIzdDnmVgzDYGhoCN3d3cjJyUFRURG9Wa2CiYkJtLe3Y82aNSgtLV31hkhkZCQncktKSrhYG61WC41GA7vdjuTkZK4tOpSqdVqtFkqlEmlpaSgvL6fn5SowGAxQKBQQi8Wor6/nKm4CgQCJiYlITExEXl4eN7+p0+kwPj6Ojo4OxMbGehhlhVvHwUJMJhNkMhmEQiGam5vpbPQFiImJQUZGBtep4T7aoVKpYLfbERUVhZycHDgcDjAMw6uN5GDB4XBALpfD5XKhqanJrxncLMvinXfewe23346HHnoI3/3ud0PmPkShUMKbsBa+Y2Nj0Gg0yMzMRGNjI2+dJpfa6kzyZOfm5lBXVwepVEpvViuEzHpPTk6iqqqKizXyNu6xNizLwmw2c9nBpFpHREpKSkpQmj+5x+uUlZUhOzs70IcU1JC5yaXMoLrPbxYWFsLlcp3VtpqUlOTRthpOGxIk6zgnJwfFxcX0erkCyGhHYmIitFot0tPTIZFIoNfruZxZ99b7xMRE+j5fABJXFB8fj4aGBr9+JlmWxf/+7//i/vvvx29/+1t8+ctfpr8vCmXZ0GZnvsJPpedjIiIiMD4+jrGxMdTU1PB+xjAyMhIsy55z55xlWczMzECpVEIsFqOlpcWvu8OhhtFohFKp5JyG/TXTJBAIkJCQgISEBK5aR0xmRkdH0d7eDqFQyIngxWbr+IbdbodSqYTVaqXxOquEzPNOTU2teG4yMjLSw4iNdBzodDq0t7fDZrN55LuKRKKQrNaxLIvBwUH09fXRrGMvMDU1BZVK5eE2nJeXd1Z0Um9vr8+jk4IdEleUnp6OsrIyv37+GIbBT3/6U/zqV7/C/v37ceWVV/rtuSkUCsUf8HvV7COioqIQERGBiy++OCgEIrnxLSZ8XS4Xurq6MDIyguLiYuTk5ITkQtUfsCyLsbExdHZ2Ijc3F0VFRQF9L8kCUSKRoKioiHPz1Wq16OzshNVqhVgs5irCfBMps7OzXDtuS0sL70U6n7FarZDL5QDg1dinhR0HFouFEylDQ0NgWdZDpISCI7nL5YJGo4Fer0djYyPEYnGgDylocd9AqK6uPqsz5lzRSTqdDpOTk+js7ERMTIzHDHowdrV4i5mZGSgUioDEFTkcDtx777149913cezYMdTX1/vtuSmUUIPO+PKXsFyJRkVFITExMShELwCuzWlhuzPJ7WRZFs3NzUhMTAzE4YUETqcTHR0dmJmZQW1tLS8dXd3dfIEz7XCkLXpwcBAAuMVjSkpKwEyMWJbF0NAQenp6UFJSgtzc3KAXS4GExGKlpqb6dDZaIBBAKBRCKBQiJycHLMtifn4eOp2OcySPiorymA8ONpFCNhCI6V+w3AP4CMMwaG9vh1arxfr16yESiS74M4u13i+WUe3eeh8uM+iBjCsymUzYvXs3BgYG8PHHH2Pt2rV+fX4KhULxF2EpfFeTixsIiGggx8wwDDfnRzJQw2kuz9vMz89DoVAgNjYWGzZsCJrFcHx8PHJycjiRsrCSQrI3iVDxh2mPw+GARqOBwWBAY2MjL83iggX3DYRA5KAKBAKIRCKIRCLOkZy03g8PD0OtViMhIcFDpPDZGGp2dhZyuRypqamoqKjgVXdEsEEcxZ1OJ5qbm1e8AeJu9gecuX4QIdzX1wej0XjB6KRgh2VZ9Pb2Ynh4OCBxRVNTU7jxxhsRHx+PEydO0OgpCoUS0oTWHWSJBKPwJZFGdrsdKpUKs7OzqKmpQWpqKq2mrRCWZTEyMoKuri6sXbsWhYWFQfteCgQCiMViiMViFBQUeGRv9vb2QqFQQCQScYtMsVjs9YU/idASCoVobW0Nm0qNL3Bvx12/fj0v2nHd812Li4u51nudTofu7m6PWBupVIrk5GTeiEuyUUg7EFaPyWRCW1sbkpKSvG68FB0d7RGdZLPZuHOMjHe4n2NisTioN30ZhuE+501NTX7v2urp6cH111+P+vp6vPzyy0HXwUGh8BXa6sxfwlb4LjUeiC9ERkZCr9ejp6cHiYmJaG1tDZrKJB9xr0yu1CiIzyzM3iSRI1qtlsvRlUgkXDV4tbObo6Oj6OzsxNq1a1FQUECFxSowm82Qy+WIjo7mdTvuwtZ791gbpVIJp9PpMR8ciGguhmHQ3d2N8fFx1NfXc5VFysrQ6XSQy+V+c8GOjY3lZtABeMygk3PM3YwtKSmJN5stF4LEFZGqub8/5//4xz9www034Etf+hKeeeaZoN5AoFAolKUStsI3mCq+LpeL2xkmESbBcnPnIyQDlWwghENlkkSOZGVlcU6rWq2Wm92Mjo72iE1a6nvicrnQ0dGB6elp1NXVUWGxSki8DhlhCKbP+cJzzGQycZstJJrLfQbd127pDofDI6M9UDPvoQKZQS0vLw9YJFl8fDyys7ORnZ3Nxb8RITwwMAAAHkKYr9FJ7nFF7jnc/oBlWRw+fBi33347fvCDH9CMXgrFB9AwI/5ChS/PMZlMUCgUiIiIQHR0NHp7ezEzM4PU1FSkpKQEpIoSrBAH0t7e3iVloIYq7k6rZHaTzNUNDg5CpVIhMTGRa4tOTk5etBpAzs2oqCivOg2HI+5Zx5WVlX43t/E2AoEAiYmJSExM5KK55ubmoNVqMT4+jo6ODm4GnXx5cwPKaDRCJpMhMTERzc3NITcX6k9YlkV3dzfGxsZ41R3jHv+Wm5vrYcam1WrR09Pj0Z4vlUoRHx8f8Gv+/Pw8Pv/8c6SlpaG8vNyvm1ssy+J//ud/8J3vfIdm9FIolLAkLFcDwSB8SbSORqNBZmYm1q1bh6ioKA8n34GBAQgEAk6gBKPLqr8gs9Emk4k3M5N8wd1gpqSkhMt21Wq10Gg0sNvtSE5O5r4nMTERU1NT0Gg0yM7ORnFxcVBVJvmGw+Hgzs1QzTp2d/MtKiqC0+nE7OwstFot+vv7oVQqkZSU5GFitNLWS5Ipm5eXh6KiIrqwXwVOp9Pj3ExISAj0IZ2ThWZs7jnoZLMlNjbW4xzz9/2SxBUVFBRg7dq1fj03GYbBk08+iV//+td48803ccUVV/jtuSmUcIP953/efDyKd6DCl4c4HA6o1WpotVpUVVUhPT2du0G6O/m6V1FGRkagVquXVKkLN3Q6HVQqFcRiMVpbW3ntPMsHFma7ms1mbrOlr68PLMuCZVnk5OQgLy+Pit5VQCqTCQkJaGlpCZtzMyoqCqmpqVxsmPtmS3t7O2w2G9eySjpbLnSesSyL/v5+DAwMoKqqChkZGf54KSGL1WqFTCZDdHQ0mpubg+7cXJiD7t7ZMjQ0BJVKhYSEBI85dF++RmKwVllZiTVr1vjseRbDPaP3+PHjqKur8+nzPfHEE3j99dfR0dGB+Ph4XHTRRfjpT3+KsrIy7nsuv/xyHD9+3OPn/uM//gPPP/889+ehoSHs2bMHH3zwARITE7F792488cQTtIODwntoqzN/CcurR1RUFFwuF1iW5VU1gGVZ6PV6KJVKxMXFXbB9dGEVxeFwcJmbarUaDoeDMzBKSUlZtYFRsEHaRwcGBlBaWoqcnJywev3ewL2dMC0tDQqFAg6HA6mpqZibm8OJEycgFAo5gRKKcSO+YmJiAhqNBvn5+UHtKO4NFm62EBMj94xqIlBIRrX7++VyuaBWq2EwGEK2au5PDAYDZDJZQNpxfcVi0UkLne/duw6Sk5O9ci1zjysKRKu40WjE7t27MTQ0hJMnTyI/P9/nz3n8+HHcddddaGpqgtPpxIMPPogtW7ZAo9F4dA18/etfxw9/+EPuz+5z+C6XC9u3b0dmZiZOnjyJ8fFx3HbbbYiOjsbjjz/u89dAoVBCk7BcoZIqKJ+EL8Mw6O3tRX9/PwoLC1dkYBUdHY2MjAxkZGRw5jKkUtfT08MZGJGvYNvBXw42mw1KpZIztqEL4dUxMzMDlUqF9PR0lJWVcZ8hsnjUarVc3IhYLObOMZFIxJvPGF9gGAY9PT0YHR1FTU0N57xNOYNAIIBQKIRQKOQyqufn56HVajE9Pc2ZsRGBIhQK0dHRgcjISLS0tISFWZ0vmZychFqtRlFREfLy8kL287vQldxms3FGWR0dHdy1jGy4rCSeK9BxRVNTU7jhhhsgFArx0Ucf+U10Hz582OPPL774ItLT0/HZZ5/h0ksv5f5eKBSe08/g3XffhUajwZEjR5CRkYH6+nr86Ec/wgMPPIBHH32Ufs4pvIa2OvOXsBa+LpeLFzvZZrMZCoUCdrsdjY2NSE5OXvVjupvL5Ofnc21e7jN1JNc1NTUVIpGIF++FNyAiLTU11e+OmaEGqVYMDQ2hvLwcWVlZHv++cPHoPoNOKnXuTr7h7qxrt9u5z3pzczOvZyb5gvvsZkFBAVwuFwwGA3ctM5vNiIqKQmZmJmZnZyGRSEJ6U89XsCyLgYEB9Pf3h+WGTGxsLNasWcO1IV8oOulCm3rEVdzhcAQkrqinpwc7d+5EQ0NDwDN6DQYDAJwlvF955RW8/PLLyMzMxI4dO/CDH/yAu0ecOnUKNTU1HiMLW7duxZ49e6BWq9HQ0OC/F0ChUEKGsFQE7sI3kAsklmUxPj4OjUaDtLQ0NDQ0+EykLWzzstlsnECRyWRgWZYTJ/6IGvEFpGo+PDyM8vJyrFmzJmSrFf7AbrdDqVTCarUuuX3UfQadZVluBn1ychKdnZ2cky8xYwsngWIwGCCXy5GcnEw3ZFYBceo1m82wWq0oKSmBUCiEVqtFd3c3LBYLRCKRR8tqqGzq+QpSmdTpdLRV/J8sjE4i8Vzu0Unu88Huo0RWqxVtbW2IjY3F+vXr/f5Z//TTT3HDDTfglltuwc9//vOAen0wDIN7770XGzduRHV1Nff3t9xyC/Lz85GVlQWFQoEHHngAnZ2deP311wGcGQVZOKdP/jwxMeG/F0ChrAA648tfwnLlJRAIEBEREVCDK4fDgfb2dkxNTaGiogIZGRl+FWmxsbEemZuklXBiYoIzpCAiOBjmNi0WC5RKJVwuF5qbm/3eUhZqkFnz5ORk1NXVrej3LxAIIBaLIRaLUVhYCKfTedZMnVgs5oSwWCwOWYFCjG2Ki4tDun3UHzAMg87OTkxOTnrMTLp3HSys1LnPB/M12zVQ2O12yOVyMAyDlpYWv1cmg4GF8VxkU494anR3dyMqKgoSiQQJCQkYGRkJWFzR22+/jTvuuAMPP/wwvvOd7wT8XL/rrrugUqlw4sQJj7//xje+wf3/mpoarFmzBldccQUXN0ihBDPMP7+8+XgU78BvNeNDIiMjwTCBOZVmZ2ehUCgQExOD1tbWgFdXF7YSEoHiPrfpHmfDt+zgqakpqNVqZGRkeMyfUpaPe9ZxSUkJcnNzvfa7joqKQlpaGtdCabVaOQMjhUIBl8vFmbEtrKAEKwzDoKOjA1NTU7zKQA1WSKu4w+FAS0vLotfOxSp1Wq0WOp0OfX19iIiI8Gi/D/T1N5AQV/GkpCRUV1fTa+cScd/UKygo4KKTRkZG0NfXBwCcQzk513y9ocCyLF566SV873vfw+9+9zvcfPPNAb9+3n333Thw4AA+/PBD5OTknPd7W1paAJxp0S4qKkJmZiY++eQTj++ZnJwEgKDPOadQKIEjrIWvvyu+DMOgv78fvb29WLt2LQoKCnhZ4VooUNzjbPr7+xEREeFhkhWoCgHDMOjq6sL4+DgqKirozXCVkBit+fl5v2Qdx8XFeXQdGI1GaLVaroJCzNiIQAk2MxOr1Qq5XA4AF3Rop1yY+fl5yGQyiEQiNDQ0LEmkLfQ6cI+AI9mu7u33Eokk6M6zlUI2nHJzc2ne8SqJiIiA2WzG1NQUqqurkZaWxkUnDQ4OctFJ7hnC3hzzYBgGTzzxBJ577jm8+eab2Lx5s9ceeyWwLIt77rkH+/btw7Fjx1BQUHDBn5HJZADAzVhv2LABP/nJTzA1NcV1c7z33nsQiUSorKz02bFTKN6AFZz58ubjUbyDgGXZsGwdP3LkCCorK7mZV19jtVqhUChgNptRXV2N5OTkoFxokJ1tIoTn5uYCkh1MDMEAoLa2NuxNk1bL3NwcFAoFhEIhqqurA774d8/c1Gq1mJ+f56JGgiGjWqfTQaFQnOWCTVkZxGmYbBh669rp3n6v0+lgNBqRlJTEbbjw/TxbKcPDw+jq6kJFRcVZhnWU5UFi84aGhlBXV7doVweJGiTnmslk4s4zkjW80vOMZPS+9957OHjwoM8zepfCnXfeib1792L//v0e2b1isRjx8fHo7e3F3r17cc011yAlJQUKhQL33XcfcnJyuGxfl8uF+vp6ZGVl4amnnsLExARuvfVWfO1rX6NxRhTeMjc3B7FYjP/a9ibior1nXml1mPDk29fBYDBAJBJ57XHDkbAVvh988AGKi4u5nURfwbIst2hLSUlBeXl5SBn62O12TpxotVouOzg1NdVn7arj4+Nob29HdnY2SkpKeFk1DxZYlsXo6Cg6OztRUFDgVVHhTRY7z9zb7/kyt8myLIaGhtDT04OysrILtvdRzg8RFYODg6iurvb59do90kan08Fms3Hn2VKcfPkOy7Jcl0xdXR0kEkmgDymoYRgG7e3t0Ol0aGhoWLK3hNVq9dhwsdlsnN+BVCpdst+B0WjEbbfdhuHhYRw6dMgvGb1L4VyfkRdeeAG33347hoeH8ZWvfAUqlQomkwm5ubnYuXMnHnroIY9F/eDgIPbs2YNjx44hISEBu3fvxpNPPsl7zxFK+PIv4bsfsV4UvjaHCU++/W9U+HqBsBW+H374IfLy8ri2Gl/gdDrR0dGB8fFxlJWVISsrK6gXTRdiYXawXq9HTEwMJ05W6+LrcrnQ2dmJqakpVFZW+nwRHOq4XC60t7dDq9WipqYmaOZPWZb1aL/X6/Ue7fdSqTQgbcUulwtqtRqzs7Ooq6vzeat4qON0OrnW+/r6er8b1pHzzF0IA/CYQxcKhUFzTXc6nVAqlbBYLKivr6ddMqvE6XRCLpfD4XCgvr5+xdcclmU9DNl0Oh3nd0CE8GK+GpOTk7jhhhuQmJiIffv2Bc31m0IJZajw5T9hK3w//vhjZGZm+qwiMzc3B7lcjsjISNTU1ITlIsM9O1ir1cJkMnHZwSkpKcvKDjYajVAoFIiOjkZ1dXVYG9J4A5PJBLlcjujoaNTU1AT1/Kl7+71Op8Pc3ByEQqHH3KavKwRms5l7P2trawPeKh7skPczJiYGNTU1vHg/3Z18dTodZmdnER0d7RHPxVdHZIvFAplMhpiYGNTW1oZU11EgcI8rqq2t9er1hfgdEIPJ2dlZyGQyvPfee7jkkkuwdetWJCQkYNeuXWhsbMT//u//BvX1m0IJJYjwfWDbG14Xvj99+wtU+HqBsO0X8ZWrM8MwGBwcRHd3N/Ly8lBYWBiSM2JLYWF2MHHxnZmZwfDw8JKyg1mWxdjYGDo7O7n3k7Y2r46JiQloNBrO1CbY38+IiAhuTg741zydTqfjXMnFYrHHhos3q3TT09NQqVTIysqirfdegMxHZ2ZmorS0lDfv50InX/c59KGhIc7AiIhgvsTAGQwGyGQybt6cL+9nsDI/P4+2tjakpKSgoqLC6++nQCBAUlISkpKSkJeXB4ZhkJqaipmZGRw+fBhPPvkkXC4XSktLsXXrVkxOTvKmxZlCoZyB5vjyl7Ct+H766adISkpaktvgUrFarVCpVJifn0dVVRWkUmnQtMH5G1I9IdVgg8FwVnYwAG5+qrq62m9GZKGKuwt2VVVV2LSKWywW7jwj7aruVbqVdmO4z59WVlZSV/FVwrIshoeH0d3djfLycmRnZwf6kJaF+4aLTqeDxWLhOlyWM7fpTcgmV3FxsVejycIV4oSdn5/vdz8ElmVx6NAh3HHHHbjllluQkZGBo0eP4pNPPkFeXh6uuOIKbN68GZs3bw6bazuFwjdIxfd7Pqj4PkUrvl4hbIXv559/jtjYWBQXF6/6sViW5ao+ycnJqKio4EVrXjDhdDo9zIusVisEAgFiY2NRUVFBNxFWicVigUKhAMuyqKurC9tWcfcNF9KuGhcXx4mTpc6hOxwOzpilrq4OSUlJfjj60IXkHU9PT6Ourg7JycmBPqRVs9jcprtRli8N2ViWRX9/PwYGBlBTU8NF01FWztjYGNrb2wPihM2yLF588UU88MAD+P3vf48vfelL3LkzPz+PEydO4P3338fRo0eRlZWFAwcO+PX4KBTKGYjw/a4PhO/TVPh6hbAVvnK5HAKBwMNqfyUQw6XR0VGUlJQgOzubtpKtAlL16erqQkpKCgQCAXQ6HSIjIz3aovk6S8dHZmZmoFKpkJGRgdLS0rBtvV8M9zgbrVYLs9kMkUjEnWuLVenm5+chl8uRkJCA6upqOi+5Smw2GxQKBRdfEorzimRuk4hgvV6PyMhID6Msb21GuVwuaDQazM7Oor6+nm7KrBL3uKLa2lq/dx4xDIOf/OQneP755/F///d/F8zodTqdvGixp1DCESp8+U/YXh0jIyPhcDhW9RhkASwQCNDc3Ox319FQw+FwQKPRwGAwoLGxkWt3djcvGh4ehlqt5jIQSaYr3Ww4G5Zl0dvbi6GhIVRUVPjUwTxYiYqKQlpaGlcRI3PopKWRuKsScTI/P4/29nbk5+ejsLCQdiGsEmICKBaLUVVVFbKbMu5zm/n5+dw1TafTcZVE984DiUSyoq4hu90OmUwGAGhubqYbhKuExBVptVqsX7/e75sIDocD3/rWt/D+++/j+PHjqK2tveDPUNFLoQQeOuPLX8L2ChkVFQWbzbain2UYBiMjI+js7ER2djaKi4tDdsHmL2ZnZ6FUKpGYmIjW1laPRZ+7eVFxcbFHpqtKpYLD4fCoBgdTxIivsNlsUKlUsNlsdFNmGcTFxSErKwtZWVlclU6r1WJ6ehpdXV2cIZtQKITD4aAjDauAzJ8WFBRg7dq1YfWZdb+mFRUVeXQe9PX1wWg0cpt7UqkUycnJF7zHGI1GtLW1hfwmgr9wOp1QKBTcNdTfnQhGoxG33norRkdH8fHHH1MDKwoliGAELBiB9+SqNx8r3AnbMllkZCRcLteyf85ms6GtrQ09PT2ora2lraOrhGVZDAwM4LPPPkNeXh7q6+svKCZiYmKQmZmJqqoqXHLJJWhpaYFEIsHMzAxOnz6NEydOQKPRYHJyctVV/WBEr9fj9OnTiImJoaJ3FZAqHRHBQqEQVVVVEIlEGBwcxPHjx3H69Gl0d3dDq9Wu6HoSjrAsi+7ubrS3t6OmpsbvJkF8hHQelJWVYcOGDbj00kuRn58Pu90OtVqNY8eO4bPPPkN/fz8MBgMWTijNzMzg008/RVZWFmpqaug9aZVYrVZ8+umnYFkWTU1Nfhe9k5OT2LZtG6xWKz766CMqeikUypJ54okn0NTUhKSkJKSnp+MLX/gCOjs7Pb7n8ssvh0Ag8Pj65je/6fE9Q0ND2L59O4RCIdLT0/Hd734XTqfT43uOHTuGdevWcZ5JL774oq9f3qoJ24rvcoUvy7LQarVQKpVISkpCa2srbSNbJXa7HSqVCmazGevXr4dYLF72YwgEAiQmJiIxMRFr166Fy+Xi8g97e3uhVCpXnB0cbLAsi8HBQfT29qK0tBQ5OTlhLyhWi8FggFwuR3JyMhoaGjhBUVJSArvdzplkqdVqOBwOzrwoJSXFp+ZFwYrT6YRSqYTJZEJTUxPdlDkHsbGxWLNmDdasWQOWZWE2m7n54IGBAQDgzNjsdjv6+/tRVVVFxxm8AKmcS6VSn8QVXYju7m7s3LkTTU1NeOmll0Jy5p1CCXXYf/7nzcdbKsePH8ddd92FpqYmOJ1OPPjgg9iyZQs0Gg0SEv41d/z1r38dP/zhD7k/uydcuFwubN++HZmZmTh58iTGx8dx2223ITo6Go8//jgAoL+/H9u3b8c3v/lNvPLKK3j//ffxta99DWvWrMHWrVu98Kp9Q9iaWw0ODmJ4eBhNTU0X/F6Xy4Xu7m4MDw+juLgYOTk5ISue/IVOp4NSqURycjIqKyt9ZhBktVo9omyWkh0cjDgcDqjVaszPz6O2tnZFmwgUT8g4Q3FxMfLy8s4rYok4IecaMS9yj00K9wWsyWSCXC5HXFwcampqqCnYCnF3Jh8ZGYHNZkNMTAxSU1M5MUw3ZVeGTqeDXC7nMuP9vXH1ySef4MYbb8Stt96Kp59+mlbuKZQgg5hb3XfN6143t3rm0PUrMreanp5Geno6jh8/jksvvRTAmYpvfX09fvGLXyz6M2+//TauvfZajI2NISMjAwDw/PPP44EHHsD09DRiYmLwwAMP4ODBg1CpVNzPfelLX8Ls7CwOHz68shfqB8K64sswzAW/z2g0QqFQgGEYrnWAsnKIQ+bAwIBfqpJxcXHIzs5Gdna2x4JxfHwcHR0dEAqFHuIkGBcac3NzUCgUSEhIQGtrKxUUq4RE60xNTaGhoQFSqfSCPyMQCJCQkICEhATk5eV5GLKNjIxArVYjISHBw7wonExoiFkY8USgG4crRyAQQCgUore3F1FRUVi3bh1sNht0Oh0GBwehUqmQmJjIieBwO9dWSqDjig4ePIivfvWrePTRR/Htb3+bdotQKEEMn8ytDAYDAJy1lnnllVfw8ssvIzMzEzt27MAPfvADrup76tQp1NTUcKIXALZu3Yo9e/ZArVajoaEBp06dwpVXXunxmFu3bsW99967iqP1PWF7N7xQqzPDMBgdHUVHRwfWrFmDkpISunhYJVar1cNwyd+bCAKBAGKxGGKxGIWFhXA4HFxbdGdnJ6xWK+fgGwytqizLYnR0FJ2dnSgsLAw7gyBfYLVaIZfLAQCtra0rrtK6mxcBZyrypFWVnGtisdijBT8Uf3csy2JoaAg9PT0BERShiMViQVtbG+Li4tDU1ITo6GgkJiYiJSWFa8EnRlnu5xoRwotFdIUzJPN4cHAQ9fX1fo8rYlkWf/rTn/D9738ff/jDH3DTTTeF5LWAQgknfNXqPDc35/H3sbGx5+3wYRgG9957LzZu3Ijq6mru72+55Rbk5+cjKysLCoUCDzzwADo7O/H6668DOGM+6S56AXB/npiYOO/3zM3NwWKx8LajMmyV3PmELzEU0el0qK6uRlpaGr0RrRKSJZuamor6+npebCJER0cjPT0d6enpAODRqtrX14fIyEhOmKSkpPDKwdflcnExG0utSlLOj06ng0KhQHp6OsrKyrxa/Y+OjkZGRgZ3kyAzm1qtFoODgwAQci347ufoSmf4KZ7Mzs5CJpMhMzMTpaWliwrYmJgYj3PNYrFw59rw8DAYhoFEIuGEMN83+HwJ6e6YmZkJSFwRwzD48Y9/jN/+9rd46623sGnTJr8+P4VCCS5yc3M9/vzII4/g0UcfPef333XXXVCpVDhx4oTH33/jG9/g/n9NTQ3WrFmDK664Ar29vSgqKvLqMfONwKuPALGY8GVZlps9FQqFq6r4UM7AMAx6enowMjKC8vJyXld8hEIhhEIhcnNzwTAMZmdnPdoH+ZIdTNrvY2JiqMmaF3CvSpaVlSEnJ8fnz0nOtZycnEVb8N0zXaVSadC1r9tsNsjlcrAsi5aWFnod9QLj4+Nob2/nZs6XSnx8vMe4h9Fo5IRwT08PoqKiuPNMKpWGxKbLUgh0XJHdbse3vvUtfPDBB0vO6KVQKMGBr1qdh4eHPWZ8z7f+u/vuu3HgwAF8+OGHF1zXtLS0AAB6enpQVFSEzMxMfPLJJx7fMzk5CQDIzMzk/pf8nfv3iEQiXt9Hwlr4us/4ulwu9Pb2YmBgAEVFRcjLy6PtYKvEYrFAqVTC5XKhpaXFw02O70RERHALQZIdTKrB5DW5t0X7KzuYLH5zc3NRVFREz9FV4nK5oFarMTs7G7Cq5MIWfPdMV3dnclIR5nurKnHCJq64wTg3zyeIL8LQ0BBqa2uRmpq64sciEV1JSUnIz8/nZtF1Oh1GR0fR3t6O+Ph4DyEcbJsuS8FqtUImkyE6Ohrr16/3+2ucn5/HrbfeivHxcXz88cfL2sigUCjhi0gkuqC5FcuyuOeee7Bv3z4cO3YMBQUFF3xcmUwGAFwywIYNG/CTn/wEU1NTXFfke++9B5FIhMrKSu57Dh065PE47733HjZs2LDcl+VXwtbVeX5+HsePH8dVV12FiYkJ9Pf3w+FwoLq6mrbkeYGpqSmo1WquJS+UFr+kakKE8OzsLGJiYjgR7IvFIsMw6OzsxMTEBNd+T1kdZrMZcrkc0dHRqK2t5VUruztWq5Wr0Ol0uoBtuiyF8fFxaDSaJTlhUy4M2ZgxGAxoaGjwefyT+6aLVquFyWTiNl2kUimSk5OD/lpO4ookEgkqKyv9vok0OTmJXbt2QSQSYd++fZwPAIVCCX6Iq/Pd1/yf112df31o15Jcne+8807s3bsX+/fvR1lZGff3YrEY8fHx6O3txd69e3HNNdcgJSUFCoUC9913H3JycnD8+HEAZ+499fX1yMrKwlNPPYWJiQnceuut+NrXvuYRZ1RdXY277roL//7v/46jR4/iW9/6Fg4ePEjjjPiIxWLBu+++i4GBAfy///f/8MILL2Dr1q28mD0NZkj00/j4OCorK88afA9F3LODtVotzGYzlx2cmpq6auMii8UChUIBAKitreV1C0mwMD09DZVKFXQuw4ttukRHR3tsugRCwLMsi+7uboyOjqKmpmZVVUnKGUi7OADU19cH5PdK3KLJpgvJqiZCOHT+HCEAAF+tSURBVNhM2QIdV9TV1YWdO3eipaUFL730Eh1ToVBCDD4I33Nd11544QXcfvvtGB4exle+8hWoVCqYTCbk5uZi586deOihhzwee3BwEHv27MGxY8eQkJCA3bt348knn/TQSceOHcN9990HjUaDnJwc/OAHP8Dtt9/uldfsK8JW+E5PT6OlpQWTk5N46qmncPvttwfVDZyPmEwmKJVKCAQC1NTUeIRhhxPu2cFarRYAPEyyljNLRgRaZmYmysrKgkag8RXSNjo4OIjKykpuViVYcblc3Cy6VqvF/Pw8N4vurwqdw+GAUqmExWJBfX19UI008JX5+XnIZDIu55wPVVaSVU3ONb1eDwAebdF86j5YCOlGKC8vR3Z2tt+f/+9//ztuvPFG3HbbbTSjl0IJUYjwveua17wufP/70A0ryvGleBKWwveTTz7Bl770JRgMBjgcDi6j94orrsCOHTtQXFzM25s3XyGzp9nZ2SgpKaEC7Z8Q46KZmRnodDoYDAYIhUJOBEskkkUXQAzDoLe3F8PDw6ioqODmLigrx+FwcDucdXV1IZnJTWbRiThxOBycg68vIrpMJhNkMhmEQiGqq6tDch7U35DNrvz8fBQUFPD2XsQwDObn57lzbXZ2FrGxsR5CmA8VTZZlMTAwgIGBgYB0I7hn9D722GO47777ePs7pVAoq4MI3zuveQ2x0d4r/tgcZjxHha9XCCvh63K58PTTT+OHP/whHn30UXznO98BwzA4fvw49u/fjw8++AAajQZ5eXm45JJLcPXVV2PLli1hW7lcCi6XCx0dHZienkZVVRWdPb0AJDt4ZmYGWq0WNpvtrOxgu90OpVIJu92O2tpan8/1hQPz8/OQy+VISEgIG4HGsixMJpNHhS4yMpITwVKpdFVOtkSg5eTk0M1CL8CyLIaHh9HT0xOU3QiLdR8kJiZyIlgikfh9lMg9rqihocHvm10sy+KPf/wjHnzwQfzxj3/EF7/4Rfo5oVBCGCp8+U/YCN/R0VHceuutGB4ext69e9HU1HTW97Asi4mJCbzxxht45513cOLECRiNRjQ2NmLz5s247rrrUFlZSW9c/4TE6kRHR6OmpoZGliwT0jpIWqL1ej0EAgEYhkFSUhJqamroPK8XmJiYgEajQX5+fkDm+vgCcfAlFeG5uTmu+4CIk6W0X7Isi8HBQfT19dFuBC9BzOumpqZQV1eH5OTkQB/SqrHb7Zz3gU6ng9VqhVgs5jZeRCKRTzuDnE4nlEolrFYrGhoa/H5/YhgGP/rRj/D73/8er7/+Oi6//HKfP+cTTzyB119/HR0dHYiPj8dFF12En/70px4GN1arFffffz9effVV2Gw2bN26Fc8995yHH8fQ0BD27NmDDz74AImJidi9ezeeeOIJ6oFCoVwAInz3+ED4/oYKX68QNsJXo9Hg2Wefxc9+9rMlV9BcLhdOnTqF/fv34+jRo1AoFMjIyMDFF1+MrVu3Ytu2bUhKSgq7hTTLshgdHUVXVxdnEkJbm1cHy7Lo7+9HX18fpFIp7Ha7x7xmoLODgxGGYdDd3Y2xsTHqhL0IDofDw7jIarVyxkVEmCy8trlcLmg0Guj1etTX19MbsBdwOBxQKBSw2+2or68P2c0ui8XCnWs6nQ4Mw3i04SckJHjtXmqz2dDW1sY5tvu7w8Nut+Oee+7B8ePHcejQIVRXV/vlea+++mp86UtfQlNTE5xOJx588EGoVCpoNBpu9n7Pnj04ePAgXnzxxTMmPHffjYiICHz88ccA/uXmmpmZiaeffhrj4+O47bbb8PWvf51zc6VQKItDhS//CRvhu1pYloVOp8P+/fvx9ttv46OPPoJOp0NdXR02b96Ma6+9FvX19SFvWOF0OrmFb3V1NVJSUgJ9SEGP++xpbW0td1Fzzw7WarVcjE1qairvjWQCjd1uh0KhgMPhQF1dHR1XWALuxkU6nQ4AOFGSkpICgUAAuVwOgUCAuro6XsxvBjtmsxkymQzx8fGoqakJm4qauzu5TqeDXq9HVFQU13mwXBNAdwIdVzQ/P4+vfOUrmJiYwKFDh5Cbm+vX53dnenoa6enpOH78OC699FIYDAakpaVh7969uOGGGwAAHR0dqKiowKlTp9Da2oq3334b1157LcbGxrgq8PPPP48HHngA09PTvI19o1D4ABG+/+ED4ftbKny9AhW+K8TlckEmk2Hfvn04cuQI2trakJycjI0bN+Kqq67CtddeC6lUGlLCZG5uDgqFAvHx8aiurqYLXy9gMBigUCiQlJSEqqqqc1YmFsbY6PV6xMXFeZhkhcPc6lIwGAyQy+VITk5GVVVVyG9G+QJiykbON4PBAJZlIRQKUVRUhJSUFHq+rRK9Xg+5XI41a9agtLQ0pO4Vy2WxNvz4+HhOBC/1+kbiinJzc1FUVOT393RiYgI33HADxGIxXn/99YBn9Pb09KCkpARKpRLV1dU4evQorrjiCuj1eo92+vz8fNx7772477778PDDD+PNN9+ETCbj/r2/vx+FhYX4/PPP0dDQ4P8XQqEECf8Svn9DjBeFr91hxm8P3UiFrxcIj+1lHxAZGYnGxkY0Njbixz/+Mebm5nDgwAEcPHgQjz/+OO655x5UV1fj8ssvx/bt29Ha2hq0C3BiutLd3Y3CwkKsXbs2rBdp3oBlWYyMjKCrqwtFRUXIz88/73sqEAiQlJSEpKQkrF271iM7uKenB2azGWKxmBPCwZav6S1GRkbQ2dmJ4uJi5OXlheV74A0EAgHEYjHEYjFiY2NhMBiQnZ2NiIgI9PX1QaVSQSQSccJELBbTNvxlMDY2hvb2dpSWlga0IsgXIiIiIJFIOKFITAB1Oh16enpgMpnOOt8W3k9JXFFZWRlycnL8/ho6Ozuxc+dObNiwAS+++GLAN4YZhsG9996LjRs3cq3WExMTiImJOWuGPCMjAxMTE9z3uM/7kn8n/0ahUCjBDBW+XkIkEuGWW27BLbfcApZloVKpuGrw7373O8TFxeGiiy7CVVddheuuuw7p6elBsSh3OBxQq9WYm5vDunXrAr6DHQo4nU60t7dDp9Ot+D2NjIxEamoqF81B5ue0Wi0GBwchEAg82lRD3XiMuLdOTU2hoaEBUqk00IcU9JAZ6fHxcTQ0NHiMNVitVq4tWi6Xc/Oa5HyjbfiLw7IsF1NWX19PR0XOQXR0NNLT05Geng7gX+ebTqeDSqWCw+Hg5tGlUim0Wi0GBgZQV1fn97giADh9+jRuvPFG3H777Xjqqad4scl91113QaVS4cSJE4E+FAol7GD/+Z83H4/iHajw9QECgQA1NTWoqanBww8/DLPZjMOHD+Ott97CL3/5S3z7299GeXk5LrvsMlxzzTW45JJLeNk2ODs7C6VSicTERLS2ttLZHi9AnLBjYmLQ2trqtapAfHw8cnJykJOTA5ZlubbB0dFRtLe3Lyk7OFixWq2Qy+UAgNbW1pAX+f6ARGrZbDY0NzefNSMdFxeHrKwsZGVlebThT09Po7u7GzExMR6xSfTacWY8hmwiNjU10ZiyZbDwfHN3w+/t7QXLspBKpbBYLDCbzYiPj/fLxot7Ru+PfvQj/Od//icvNnzuvvtuHDhwAB9++KFH9TszMxN2ux2zs7MeVd/JyUkuPiszMxOffPKJx+NNTk5y/0ahUCjBDJ3x9TMsy6Knpwf79u3Du+++i9OnTyMyMhItLS248sorsWPHjoC3aLIsi4GBAfT19dGWUS8yPj6O9vZ25OXl+XX+zN29V6vVwm63Izk52SM7OFh/vzqdDgqFAunp6SgvL6fttl7AaDRCJpMhMTER1dXVyzZcInmuZF7T3Z1cKpUiOTk5pDZeloLNZoNMJkNERATq6uroRoAXcLlcUCgUMJvNKCkpgdFohE6nw+zsLGJjY32+8cKyLP7whz/g//2//4c//elPuPHGGwN+HWVZFvfccw/27duHY8eOoaSkxOPfibnVn//8Z+zatQvAmRbt8vLys8ytxsfHuYr77373O3z3u9/F1NRUwFu4KRQ+Q2Z8v37NX70+4/v7Q1+kM75egArfAGOz2XDkyBG89dZbOHbsGLq7u1FUVIRLL70UV199NTZv3uzXCpbNZoNarYbZbEZNTQ3EYrHfnjtUcblc6OrqwuTkJKqqqgIaq7OwWqLT6RAdHc0tEFNSUoJiUc6yLIaGhtDT0xOwmb5QZGpqCiqVyqubM8SdnGy+OBwOjxibYN54WQrz8/OQyWQBcxkORUhcUVRUFOrq6jw6poj/AWmNnp+fR2JiIne+JScnr9o9OxAZvUvhzjvvxN69e7F//36P7F6xWMzFZO3ZsweHDh3Ciy++CJFIhHvuuQcAcPLkSQD/ijPKysrCU089hYmJCdx666342te+RuOMKJQLQITvV6/5i9eF7x8P3USFrxegwpdHkMX8vn378M477+DUqVNwOBxoamriqsHFxcU+WyTqdDoolUpIJBJUVFTwsv062LBYLFwETG1tLe8yOhmG4apzWq2Wq86lpqby1rSIRGrNzs6irq6Obs54AZIjPTAwgKqqqrPMbbz5PCaTiRPBer0ekZGRHtW5UGpVn56ehlKpREFBATUF9BImkwmff/4559p+oeuT3W7nRDDJqxaLxR551cu5xtntdtx999348MMP/ZrRuxTOdX698MILuP322wGcGQ25//778ec//xk2mw1bt27Fc88959HGPDg4iD179uDYsWNISEjA7t278eSTT4ZN3BaFslKo8OU/VPjyGKfTiePHj+PNN9/E0aNHodFokJeXh4svvhjbtm3Dli1bvJJPyjAM+vr6MDg4iLKyMmRnZ9MFmheYmpqCWq3m4kr4JiAXw2azebRFu1wuD5OsQOfhmkwmKBQKREdHo7a2Niiq03yHzJ4aDAbU19cjKSnJb8+9WIwNmUcnxkXB2BZNNjF7e3t9upEQbuj1eshkslXFFZG8avLlbswmlUqRkJBwzsedn5/Hl7/8ZUxNTeHgwYPUkZtCoXhAhO+/X/Oq14Xvnw59iQpfL0CFb5DAsiwmJibwxhtv4J133sGJEydgNBrR2NiIzZs3Y8eOHaiqqlr2QsBqtUKpVMLhcKCmpsavi95QhWEYzrm1srIyaA1BiGnRzMwMtFotZmdnPbKDpVKpXysA09PTUKlUyM7ORnFxcVBsJPAd0pEQGRnJi9lT93l0Up0j8+hSqTQoYrqIw/j09DTq6+tpR4KXmJiYgFqt9upog7sxm06ng16vR1RUFFJSUtDT04OamhoUFRVxz79r1y4kJydj3759Z0UCUSgUChW+/IcK3yDF5XLh1KlT2L9/P44ePcoZ/FxyySXYunUrtm3bhqSkpPMuEqenp6FWq5Gamory8nLaxuQFbDYbFAoFHA4H6urqkJCQEOhD8houl8ujGmyxWPySHcyyLNeREMwbCXxDr9dDLpcjIyMDZWVlvNxIINU5IkwEAoFHbBLfRgccDgcUCgXsdjsaGhpCqm07ULAsi8HBQfT19aGmpsanHglk9EOn0+HOO+/EqVOnkJWVherqanz22We45JJLsHfvXmrwRKFQFoUI3zuu+bPXhe8Lh26mwtcLUOEbArAsC71ej/379+PQoUP46KOPoNPpUFdXh02bNmHHjh2or6/nWgZtNhvuu+8+JCUl4T//8z+RlZUV4FcQGpAZ6ZSUFFRUVARli+ZycM8OJqLE29nBDocDKpUKJpMJ9fX1NALGS4yMjKCzsxOlpaVB067Jsizm5ua4c85gMHh0IEgkkoD6EpjNZrS1tUEoFKKmpoZuJHoBlmU98rn9veCbmZnBc889h2eeeQaJiYmYnZ3F+vXrceWVV+LKK6/ERRddREUwhULhoMKX/1DhG4K4XC7IZDLs27cP77//PmcEsnHjRtTW1uLPf/4znE4nXn75ZdTV1QX6cIMeYgzU398ftjPSDMOcJUoSEhKQkpKC1NTUFUXYzM/PQy6XIyEhAdXV1dRszQswDIPOzk5MTk6itrYWUqk00Ie0YpxOJ/R6PbfxYjabIRKJuLZofxqzkVitrKwslJSUhN3n3xeQuCKLxYKGhga/V/dZlsWBAwfwta99DT/+8Y/xrW99C2NjY3j//fdx5MgRvP/++9Dr9bjkkkvw8MMPY+PGjX49PgqFwj+I8N293fvC96WDVPh6Ayp8w4C5uTkcOHAAzz//PE6cOAEAqK6uxubNm7F9+3a0traGfHXSV9jtdqhUKpjNZtTW1tIL0j9ZLDvYvUX1fAYywL8yj/Pz81FYWEiFhBew2+1cG359fT3v2oRXi9Vq9YhNYhiGM8gixmy+OI9GR0fR0dFBY7W8CMk9JrPn/t70YlkWv//97/HQQw/hhRdewA033HDWuUOq0UeOHMGmTZt45e5MoVACAxG+t/lA+P4PFb5egfZihQExMTE4efIkFAoF/vKXv6CiogL79u3De++9h9/97neIi4vDhg0bsGXLFlx33XVIT0+nQmMJGAwGKBQKJCUloaWlhVYk3YiOjkZGRgYyMjI8soNnZmbQ09PDZQeT6hwxVWIYBt3d3RgbG/P5PF84QbJkRSIRGhoaQnKjKy4uDtnZ2cjOzvYwLZqenkZ3dzdiYmI8YpNWa+TFsix6enowMjKChoaGoK6e8wmTyYS2tjaIxeIlxRV5G4Zh8Nhjj+GPf/wjDh48iMsuu2zR7xMIBKioqEBFRYVfj49CoVAoK4dWfEOcrq4u3HTTTYiJicGrr76KgoICj383m804fPgwDhw4gOPHj2NgYADl5eW47LLLsG3bNlx66aVU0C2AZVkMDw+ju7sbRUVFyM/PpxsFy4BhGK5FVavVwmg0QiQSITk5GTqdDizLor6+PuDRSaHC5OQk1Go11q5di4KCgrA8V10ul0detdFoRFJSEieCl9uK73K5oFKpMD8/j4aGhpAysQskxHCNOLf7+1y12+246667cOLECRw8eJBWcSkUyrIgFd+vbN/r9YrvywdvoRVfL0CFbwjDMAyqq6txzTXX4PHHH79ghYNlWfT29uL111/Hu+++i9OnTyMyMhItLS248sorsWPHDuTl5YXlwpngdDqh0WgwOzuLmpoaSCSSQB9S0GOz2TAyMoKBgQGwLIuIiAheZQcHK+5u2NXV1UhPTw/0IfEGkldN2qIdDgckEgl33iUmJp7zOme1WiGTyRAVFUWzpL0I2aApKSkJiOHa3NwcvvKVr2B6ehqHDh1Cdna234+BQqEEN1T48h8qfEMcg8Gw4hxJm82GI0eO4K233sKxY8fQ3d2NwsJCXHbZZbj66quxefPmsIrrMBqNkMvliIuLQ01NDV3wegniMFxcXIzc3FyuRZUP2cHBitPphFqtxvz8PHXDvgAsy8JkMnEiWK/XIzIykjvfpFIpd52bm5uDTCbjnNv5GAEVbPgzruhcTExM4Prrr0dKSgr+7//+j2b0UiiUFUGE7y3bX/G68N178MtU+HqBkBK+//3f/42nn34aExMTqKurw69+9Ss0NzcH+rBCApZlMTQ0hDfeeAPvvPMOTp48CYfDgaamJlxxxRW47rrrAtKa5i/GxsbQ0dGBvLw8FBUVhezr9CculwudnZ2Ynp5GTU3NojOS7s697tnBqampSElJuWBWdThiNpshl8sRExNDN2hWAMMwMBgM3Dk3NzeHhIQExMfHQ6fToaCgIGxbxr0Ny7Kcy3h9ff2KN2lXQ0dHB3bu3ImLL74Yf/rTn2g8EYVCWTFE+N7sA+H7Zyp8vULICN+//OUvuO222/D888+jpaUFv/jFL/C3v/0NnZ2dtMXPBzidThw/fhxvvvkmPvjgA6jVauTl5eHiiy/Gtm3bsGXLlpBoUSXibGpqCtXV1UhNTQ30IYUEVqsVcrkcAoEAtbW1S+4cWCw72L0aHE4dCItBYnUyMzNRWlpKK5JewG63c+IsOjoaDocDycnJ3DknEomoCF4BLpcLSqUSZrM5IHFFAHDq1Cl88YtfxFe/+lU8+eST9PNCoVBWBRW+/CdkhG9LSwuamprw61//GsCZXfvc3Fzcc889+K//+q8AH11ow7IsJicnsW/fPrzzzjs4ceIEjEYj1q1bhyuuuAI7duxAVVVV0C0OzWYzFAoFIiIiliXOKOeHiLP09HSUl5eveLFJsoNnZmag0+lgMBiQmJjICeGVZAcHK+6Ga+Xl5XQ+0UswDIP29nZotVrU19dDJBJxDuVkRlggEHjEJoVaTJQvsNvtaGtrQ0REBOrr6wMSV/Tmm2/i61//Oh5//HHcc889QXd/olAo/IMI35u2v+x14fuXg1+hwtcLhITwtdvtEAqFeO211/CFL3yB+/vdu3djdnYW+/fvD9zBhSEulwunT5/G/v37cfToUcjlcqSnp+Piiy/G1VdfjW3btvG+RXVqagpqtRpZWVkoKSmhlQAvQGb5ent7fZJ56nA4uGqwu2HRUrODgxWGYdDR0YHp6WnU1dXR+UQv4XA4IJfL4XQ6UV9fv+jGF9l8IfPBBoPBYyZdIpFQV/wFkLgikUiEqqoqv29OsSyL3/3ud/jBD35wzoxeCoVCWQlU+PKfkHCJmZmZgcvlQkZGhsffZ2RkoKOjI0BHFb5ERkZi48aN2LhxI1iWhV6vx/79+/H222/jwQcfxH/8x3+grq4OmzZtwrXXXsurXFGGYdDT04PR0VFUVlaedU5RVoa7G/b69et9MssXHR2NzMxMZGZmcoZFRAQvzA5OSUkJCUFis9mgUCjgcrnQ0tJCuxK8hMlkgkwmQ0JCwnmvTxEREUhOTkZycjIKCws9ZtJ7enpgNpshEom4c04kEoX1Jtrs7CxkMlnA4ooYhsGjjz6KP/3pTzh06BAuvfRSvz4/hUIJD1gBC0bgvboi68XHCndCQvhS+AtpA7zjjjtwxx13wOVyQSaTYd++fXj//ffx7LPPIjk5GRs3bsRVV12Fa6+9FlKpNCA78FarFUqlEk6nE83NzTSb00uYTCbObKm1tdUvZksCgQCJiYlITExEfn6+R45rf38/lEolJ0hSU1ODUpAQh2GJRILKykrebB4FOzqdDnK5HDk5OcsWZ1FRUUhLS+Ocia1WK9cWPTw8DIZhPNqihUJh2FQbAx1XZLfbceedd+LkyZP46KOPUFVV5fdjoFAoFEpgCQnhm5qaisjISExOTnr8/eTkJDIzMwN0VJTFiIyMRGNjIxobG/HjH/8Yc3NzOHjwIA4ePIgnnngC99xzD6qrq3HZZZfh2muvRWtrq18W9FqtFkqlEmlpaSgvL6ciwktMT09DpVJxFZ5AiUsST5OSkgLgjCAh7akymQwsy3pkB/N9TnNiYgIajQYFBQVYu3Zt2IgnX0Oitbw1Jx0XF4fs7GxkZ2eDZVnMz89Dp9Nhenoa3d3diImJ4c47qVQasg7cZMQhUHFFc3Nz+PKXvwytVouTJ08iKyvL78dAoVDCBwYsGHivSuvNxwp3QmLGFzhjbtXc3Ixf/epXAM60NOXl5eHuu++m5lZBAsuyUKvV2LdvH44cOYJPP/0UcXFx2LBhA6666ipcd911yMjI8Ooin2VZ9Pf3o7+/n5oCeRGWZdHX14fBwUFUVlbyegOKCBL37OD4+HiPOU2+ZAezLIuenh6MjIyguro6ICIiFGFZFt3d3RgbG0Ntbe2i0Vrexr0LQavVwmg0IikpycOcLdi6EBbCsiy6urowMTERsLiiiYkJ7Ny5E2lpafi///u/gBwDhUIJD8iM7/XXvoRoL874OhxmvH5gN53x9QIhI3z/8pe/YPfu3fjtb3+L5uZm/OIXv8Bf//pXdHR00DnNIMVsNuPw4cM4cOAAPvzwQ06cXnbZZdi2bRsuvfTSVc1p2u12qFQqmM1m1NXVISkpyYtHH744HA6oVCqYTCbU19cjMTEx0Ie0LJxOJ+fYOzMzA6vVysXXBDI72Ol0QqlUBu37ylecTqfH+RqoEQebzcZ1Ieh0Og9zNqlUisTExKCq7LtcLqhUKhiNRjQ0NAQk3o5k9F5yySX44x//SDN6KRSKT6HCl/+EjPAFgF//+td4+umnud3lX/7yl2hpaQn0YVG8AMuy6O3txeuvv453330Xp0+fRkREBFpbW3HllVfi2muvRX5+/pIXhrOzs1AoFBCLxaisrAwJoyM+MD8/D7lcjoSEBFRXV4fE+0ria4ggiYiI8DDJ8sdimsxJx8XFoaamJiTeVz5gtVohk8kQFRWFuro63ryvxJyNCGG9Xs+165PWaD6LOLvdDplMBoFAgLq6uoC0cJ88eRJf/OIX8fWvfx1PPPFE0FfPKRQK/yHC9ws7XvS68H3jrdup8PUCISV8KeGDzWbD+++/j7feegvHjh1DV1cXCgsLcemll2Lbtm3YvHnzOeNHPvroIzidThQXFyMvLy+oqih8Znx8HO3t7cjPz0dhYWFIvq8Mw8BgMHBCeG5uzufZwVqtFgqFIuBz0qGGwWCATCbj5vr5/L4yDIPZ2VlOCJPzjohgiUTCG18Cs9mMzz//PKBxRSSj94knnsDdd98dktciCoXCP4jw3X71bxAd7T2vEIfDgoOH91Dh6wWo8KUEPSzLYmhoCG+88QbeeecdnDp1Cna7HU1NTdi8eTP+7d/+DcXFxdDr9di9eze6u7tx4sQJpKamBvrQQwKGYbj5yHCbO7Xb7ZwYcc8OTk1NhVQqXVV2MDmve3p6UFFRQQ15vAhxGC4sLFxWpwhfcDgcHm3R7u34UqkUIpEoIK+JxBWR/HN/HwPLsvjtb3+Lhx9+GC+++CJ27doVdL9bCoUSvFitVhQUFGBiYsLrj52ZmYn+/n4aW7hKqPClhBxOpxMffvgh9u/fjw8++ABqtRoZGRmYm5tDdnY2XnvtNRQVFQX6MEMCm80GpVIJh8OBurq6gMzx8YWF2cF6vR4xMTFcNVgqlS65ldblcqG9vR1arTZgpkChCMuyGBgYQH9/P6qrq5Genh7oQ/IKpB2fzKaTGDlSEfaHS/nU1BRUKhXXSeNvGIbBI488ghdffBH79u3zW0bvhx9+iKeffhqfffYZxsfHsW/fPnzhC1/g/v3222/HSy+95PEzW7duxeHDh7k/63Q63HPPPXjrrbcQERGBXbt24dlnn6Vz/BRKEGK1WmG3273+uDExMVT0egEqfCkhDcuy+OUvf4kHHngA+fn5mJmZgclkwrp167B582bs2LED1dXVtCqwAgwGA+RyOc2RPQcLXXtNJhOXHZySknLO7GCbzQa5XA6WZVFXV0dvdF6CYRhoNBrodDo0NDSErJkdwzCYm5vjKsIGgwHx8fEebdHenmUmnQmB2kyw2Wy46667cPLkSRw6dAiVlZV+e+63334bH3/8MRobG3H99dcvKnwnJyfxwgsvcH8XGxsLiUTC/Xnbtm0YHx/Hb3/7WzgcDtxxxx1oamrC3r17/fY6KBQKJRygwpcSslgsFtx9991488038corr2DLli1wuVw4ffo09u/fj6NHj0IulyM9PR0XX3wxtm7dim3btgWsTTBYYFkWo6Oj6OzspHPSy8BqtXqYZC2WHUw2E6RSKSoqKuhmgpew2+2Qy+VgGAb19fW8NobyNk6nE3q9njvvzGbzkjZglgKJKxofH0dDQ0NAOhMMBgO+/OUvQ6fT4dChQwEdCRAIBIsK39nZWbzxxhuL/kx7ezsqKyvx6aefYv369QCAw4cP45prrsHIyAgdcaBQKBQvQoUvJSTp7u7GjTfeCKFQiL/+9a/Iyck563tYloVer8f+/fvx9ttv46OPPoJWq0VdXR02bdqE7du3Y926dVR8uOFyudDR0YGZmRnU1NT4Je80FGFZFnNzc5wQNhgMiI6Oht1uR1ZWFkpLS3njMBzsmEwmtLW1ISkpCdXV1WH/eV64AcMwDLcBI5VKIRQKl7SRxYe4ovHxcezcuRPp6em8yOg9l/B94403EBMTA4lEgs2bN+PHP/4xUlJSAAB/+tOfcP/990Ov13M/43Q6ERcXh7/97W/YuXOnv18GhUKhhCxRgT4ACsUXjIyMYPPmzfjpT396TgFB5uDuuOMO3HHHHXC5XJDL5di3bx+OHDmCZ599FmKxGBs3bsSWLVtw7bXXQiqVhm1102KxQKFQQCAQoKWlhbbgrgKBQACxWAyxWIyCggJ0dnZidHQUqamp0Ov1OH78OC+yg4Md4oidm5uLoqIi+h4CiIuLQ3Z2NrKzs8GyLObn56HT6TA1NYWuri7ExMR4COHFoohIXBEANDU1BSSuqL29Hddffz0uueQS/OlPfwrIMSyFq6++Gtdffz0KCgrQ29uLBx98ENu2bcOpU6cQGRmJiYmJs9rDo6KiIJVKfWKQQ6FQKOEMrfhSKOdgbm4OBw8exMGDB/HRRx9hdHQU1dXVuOyyy7B9+3a0trYiKio89o50Oh0UCgXS09N5H/0STDgcDiiVSlitVtTV1SEhIQHA2dnBkZGRHm3R4dSqu1JGRkbQ2dlJHbGXwcK5dKPRiKSkJI+4LqvVira2NiQmJgasgv7xxx/jpptuwje+8Q08/vjjvLkeLVbxXUhfXx+Kiopw5MgRXHHFFXj88cfx0ksvobOz0+P70tPT8dhjj2HPnj0+PmoKhUIJH8Jj1R4iPProo3jsscc8/q6srAwdHR0AzrSw3X///Xj11Vdhs9mwdetWPPfcc8jIyAjE4QY9IpEIN998M26++WawLAu1Ws1Vg3//+98jLi4OGzZswFVXXYUdO3YgMzMz5CpKLMticHAQvb29KC8vR3Z2dqAPKWQwmUyQyWQQCoVoamry6EwQCoUQCoXIzc31yA4eHh6GWq0+S4zwZeHPB9znTtetW+dhIkQ5P5GRkdx5BZwxjSImWSqVCg6HAyzLQiwWo7Cw0O/nHcuy2L9/P77xjW/gySefxF133RV019zCwkKkpqaip6cHV1xxBTIzMzE1NeXxPU6nEzqdDpmZmQE6SgqFQglNaMU3iHj00Ufx2muv4ciRI9zfRUVFcXm0e/bswcGDB/Hiiy9CLBbj7rvvRkREBD7++ONAHXLIYjab8c477+DAgQM4fvw4+vv7UVZWhssvvxzbtm3DpZdeGvQzmk6nExqNBgaDAbW1tQGfnwslpqenoVKpkJOTg+Li4mUt3t2zg2dmZuB0Oj2qwUud0QxFnE4nlEolLBYL6uvrwzpey9tMTk5CpVIhJSWF80cgQpmcf77sRGBZFs8//zweeeQR/M///A927tzJu/N8KRXfkZER5OXl4Y033sB1113HmVv94x//QGNjIwDg3XffxdVXX03NrSgUCsXLUOEbRDz66KN44403uNkqdwwGA9LS0rB3717ccMMNAICOjg5UVFTg1KlTaG1t9fPRhg8sy6K3txevv/463nvvPZw+fZqbg73yyiuxY8cO5Ofn826Rdj5MJhPkcjliY2NRU1PD2/m5YMM9R7aiogJr1qxZ9eMZjUauNXV2dnbF2cHBjsVigUwmQ0xMDGpra8PmdfuDxeKKGIbB7OwstwkzNzeHxMREj9gkb7VBu1wuPPzww/if//kfvPHGG7jkkku88rjewGg0oqenBwDQ0NCAn//859i0aROXo/zYY49h165dyMzMRG9vL773ve9hfn4eSqWS2yjYtm0bJicn8fzzz3NxRuvXr6dxRhQKheJlqPANIh599FE8/fTTEIvFXJvtE088gby8PBw9ehRXXHEF9Ho9kpOTuZ/Jz8/Hvffei/vuuy9wBx5m2Gw2vP/++3jrrbdw7NgxdHV1obCwEJdccgmuueYabN68mdfGUKQamZ2djeLiYtpG6yVcLhc0Gg30ej3q6+shEol88hwkukar1Xo1uobPGAwGyGQypKWl0Rl0L8KyLLq7uzE2Nob6+nqPe8tCHA4HJ4K1Wi1sNhtn0CaVSlccE2ez2bBnzx78/e9/x6FDh1BRUbGKV+R9jh07hk2bNp3197t378ZvfvMbfOELX0BbWxtmZ2eRlZWFLVu24Ec/+pHHCJJOp8Pdd9+Nt956CxEREdi1axd++ctfIjEx0Z8vhUKhUEIeKnyDiLfffhtGoxFlZWUYHx/HY489htHRUahUKrz11lu44447YLPZPH6mubkZmzZtwk9/+tMAHXV4w7IshoeHsW/fPrzzzjs4deoUbDYbmpqacMUVV+C6665DSUkJL6rBLMuir68Pg4ODqKyspPNlXsRqtUImkyEiIgJ1dXV+M6daSnZwsDMxMQGNRoPi4mLk5uby4rMUCrhcLqjVaszNzWHdunXLahtnWRYWi4U773Q6HeeiT86/pZx7BoMBt9xyC2ZnZ3Hw4EHa9kuhUCiUVUGFbxAzOzuL/Px8/PznP0d8fDwVvkGA0+nEhx9+iDfffBNHjx6FWq1Gbm4uLr74Ymzbtg1btmzhnH39icPhgEqlgtlsRl1dHa00eJHZ2VnI5XKkpqaioqIiYNXIxbKDhUKhR3RNMGXcsiyL/v5+DAwMoKamBmlpaYE+pJDBbrdDLpeDZVnU19evetSBYRju3NPpdDAYDIiPj+fOO6lUepZD/tjYGK6//npkZGTgtddeox4DFAqFQlk1VPgGOU1NTbjyyitx1VVX0VbnIINlWUxNTWHfvn04fPgwTpw4AaPRiHXr1mHz5s3YsWMHqqurfV7Bmp+fh1wuR0JCAqqrq+lspBcZHR1FR0cHSkpKeFeNdDgcHm3RVqsVEomEqwYnJiby6njdIW3js7OzqK+vR1JSUqAPKWQwm80+jytyOp0e596hQ4fw3nvv4ZJLLsHVV1+N9PR03HTTTbj88svxhz/8gXoMUCgUCsUrUOEbxBiNRuTl5eHRRx/F7t27kZaWhj//+c/YtWsXAKCzsxPl5eXU3CpIcLlcOH36NPbv34+jR49CLpcjLS0Nl1xyCbZu3Ypt27ateE7uXIyPj6O9vR1r165FQUEBb4VOsMEwDLq6ujAxMYGamhouHoavsCwLs9kMnU6HmZkZD8de8sUX8eFejfRn23g4YDAY0NbWhjVr1qC0tNRv14OBgQG88cYb+OCDD3Dy5EmYzWaUlJTgW9/6FrZs2cKbcRAKhUKhBDdU+AYR3/nOdziH4LGxMTzyyCOQyWTQaDRIS0vDnj17cOjQIbz44osQiUS45557AAAnT54M8JFTlguJC3nzzTfx9ttv46OPPsL09DTq6uqwadMmXHvttVi3bt2KqzEMw3CmNdXV1bRN1IvY7XYolUrYbLagjdQhjr2kIjc/P8+L7GCj0QiZTAaRSISqqqqgas3mO1NTU1CpVCgqKkJ+fr7fn59k9H7961/HnXfeCalUiiNHjuDEiRNYs2YNrrrqKq6zie8bSRQKhULhJ1T4BhFf+tKX8OGHH0Kr1SItLQ0XX3wxfvKTn6CoqAjAGSOb+++/H3/+859hs9mwdetWPPfcc9SkKARwuVyQy+XYt28fjhw5gs8//xxisRgXXXQRtmzZgmuvvRYpKSlLqorYbDYoFAo4nU7U1dUFpTDjK0SYkTbRhXOLwYrdbudEsFarhcvl8miL9kd28MzMDJRKJfLy8lBYWEgrgF5keHgY3d3dqKqq8nAb9hcsy+I3v/kNHnvsMbz00kseGb1msxkfffQR3nvvPbz77rswGAwYGBigv38KhUKhLBsqfCmUIGRubg4HDx7EwYMH8dFHH2F0dBTV1dW47LLLsH37drS2ti4quo4dOwaLxYKcnBxUVlbSipkXIRWz/Pz8kBZmC7OD9Xo9YmNjfZodPDw8jK6uLlRWVq46+5jyL5YTV+QrXC4XfvCDH+B///d/sX//flx88cXn/X6j0UjN9ygUCoWyIqjwpVCCHJZlodFosG/fPrz33nv49NNPuZznK6+8Etdddx3S09PxzDPP4PHHH8czzzyD2267LWSFmb9xdxcOVMUskFwoO1gsFq/4XHOflQ6UMAtV3OOKGhoaAuImb7PZ8M1vfhOffPIJLzN6KRQKhRJaUOFLoYQYZrMZ77zzDg4cOIDjx4+jr68PIpEIVqsV3/ve93D//fdT52YvQcSDwWCg7sL/xD07WKvVAoCHSVZcXNySHsfpdEKhUMBqtaKhoSEkMof5gsPhgEwm81pc0UowGAy4+eabue4VWsmnUCgUiq+hwpdCCWEGBwexY8cOzM7OIi8vD3K5HAKBAC0tLbjyyis5szRa/V0+FosFMpkMUVFRqKur443rMZ8g2cEzMzPQarWYm5uDUCjkRLBEIlm03d5isaCtrQ1xcXGoqamhGzVexGKx4PPPP0dCQgJqamoCMu5AMnozMzPx2muvQSQS+f0YKBQKhRJ+UOFLoYQoR48exU033YRdu3bh2WefRWxsLOx2O44cOYK33noLx44dQ1dXFwoKCnDppZfimmuuwebNm5dckQtn9Ho95HI5MjIyUFZWFhCH42DE4XBAp9Nx1WCbzXZWdrDBYIBMJkNmZiZKS0vpe+tFyHtLzttAbHhpNBpcf/312LRpE37/+9/TDSMKhUKh+A0qfCmUEINlWfzsZz/DI488gl/96lf493//93N+3/DwMN544w288847OHnyJGw2G5qamnDFFVfguuuuo/mZizAyMoLOzk6UlpYiNzc30IcTtJDsYHeTLIFAAKfTyeXIUlHkPaanp6FUKlFUVIS8vLyAfK5PnDiBm266CXv27MGPf/xjuqlBoVAoFL9ChS+FEmKwLIvvfve7uOmmm9DU1LTkn3M6nfjwww/x5ptv4oMPPoBKpUJubi4uvvhiXH311diyZUtYu6kyDIPOzk5MTk6irq4OEokk0IcUMrAsi97eXgwODiItLQ1ms5k32cGhAB/iivbt24dvfvOb+OlPf4o777yTbqj5EIFAgH379uELX/hCoA+FQqFQeAUVvhQK5SxYlsX09DRef/11HD58GB9//DHm5+exbt06bN68GTt27EB1dXXYLF7tdjvkcjmcTifq6+up0ZIXcTcIa2ho4DZXbDabR1s0yQ5OTU2FVCr1S3ZwsMOyLHp6evD/t3fnUVXX+/7HnxsVFRQUlCnFKcFZDEVJUxQTFTDFVsc0hY7DdcCOU3kyTTNvOXQyvWXWaSWeezPNEhMUyAlFIwcCBaeTw9VUJkEEB5Bh//7ox76RDVbK3m5fj7Vcq/39fjb7882Ne7++n+F96dIls92sMRqNrFq1ioULF/Kvf/2LoUOH6u/tPvu9wXfBggVs3ryZtLS0+9ovERFz0+1zsTh79+4lNDQUDw8PDAYDmzdvrnLeaDTy6quv4u7uTt26denfvz/fffddlTb5+fmMGjUKBwcHGjRowNixY7l+/Xo1XsWDzWAw4OLiwsSJE9m8eTNZWVns2rWLJ554gvj4eHr16kXr1q2JiIjg008/5dq1a1jrPbSioiIOHDhA7dq18fPzU+i9h0pKSkhJSaG4uJju3btXmVFQu3Zt3N3d6dChA71796Zbt240bNiQnJwckpOT2b9/PydOnCAnJ4fS0lIzXoVlqqioICMjg+zsbNP/u+pWXl7OnDlzWLJkCfHx8QwbNkyhV0REzEbBVyzOjRs36Ny5M++9997Pnl+6dCkrV65k9erVHDhwAHt7e4KCgiguLja1GTVqFMeOHWP79u3Exsayd+9eJkyYUF2XYHVq1KjB448/zpIlSzh06BDZ2dm88cYbGAwG5s2bh6enJ3369GH+/PkcOnSI8vJyc3f5nsjOzubQoUM88sgjZtsB11oVFRVx8OBB6tati6+v76+u5zUYDNSvX5/mzZvj6+tL3759TZsznT59mj179nDo0CHOnj1r1Tdh7lZpaSnffvstN2/exM/Pz2w1eseOHUtMTAz79u2jZ8+e1d4HaxUQEMALL7zASy+9hJOTE25ubixYsOAX28+ePRsvLy/s7Oxo2bIl8+bNM90sioqK4rXXXjPt+G8wGIiKiqqeCxERqWaa6iwW7adTtoxGIx4eHsycOZNZs2YBP+xU6urqSlRUFCNGjODEiRO0a9eOQ4cO0bVrVwDi4+MZPHgwFy9exMPDw1yXY5UqKipIS0sjOjqanTt3kpKSgqOjI48//jgDBgwgJCQEZ2fnB2qkx2g0cvbsWc6fP0+HDh1wcXExd5esSm5uLhkZGXh6etKyZcs//d64deuWaUp0fn4+BoMBJyen31072BpUloKys7Mz282agoICRo4cSVFREbGxsarRe48FBASQmprKjBkzGDlyJMnJyURERJCQkMCTTz55x+fmokWL6NevHx4eHqSnpzN+/HhmzJjBSy+9xK1bt5g3bx7x8fHs2LEDAEdHR81sERGrpOArFu2nH+Bnz56lVatWpKam4uPjY2rXp08ffHx8WLFiBR9//DEzZ87k6tWrpvNlZWXUqVOHjRs3MmzYsGq+iodLUVERW7duJTY2lqSkJC5dukT79u3p06cPISEh9OjRg5o1a5q7m7+orKyMY8eOUVRUhI+Pz0O9ode9VrmT+OnTp2nXrh1ubm73/DUqKiooLCw0BeG7rR1sDQoLC0lNTTVruaJLly4RFhaGh4cHGzduVI3e+yAgIIDy8nKSkpJMx/z8/OjXrx+LFy/+zTW+b731FuvXr+fw4cOA1viKyMPDcr99ivyMrKwsgDt2JnV1dTWdy8rKumOErmbNmjg5OZnayP1Tv359RowYwYgRIzAajRw/fpzo6Gi2b9/ORx99RJ06dfD396d///6Ehobi7u5uMaPBN2/e5MiRI9ja2uLn56dyOvdQ5a7YOTk5PPbYYzRo0OC+vI6NjQ0NGjSgQYMGtGrVqkrt4BMnTnD79m0aNGhQpXawpbz//ozKckUtW7akWbNmZqvRO2zYMAIDA/nwww/1+3MfderUqcpjd3d3cnJyfrbthg0bWLlyJWfOnOH69euUlZXphoSIPJQUfEXkvjEYDLRv35727dszd+5cbt68SUJCArGxsbz33nvMmjULb29vevfuzeDBg+nTpw+1atUyS1/z8/M5evQobm5ueHl5qXTOPVRaWkp6ejolJSXVvkFYrVq1cHV1xdXV9Y7awWfOnKFWrVo4OzubpkY/iGGtsrZ0+/bt78so+t1ISkpixIgRTJ48mddff12/P/fZT/+dNBgMVFRU3NEuOTmZUaNG8dprrxEUFISjoyPr16/nH//4R3V1VUTEYij4ygOl8ktddnZ2lXVj2dnZpqnPbm5ud9z5LisrIz8/32xfCuUHdnZ2DBs2jGHDhpnW0UZHR5OQkMCoUaMwGAx0797dNBpcHSNXldNvv/vuO9q0acMjjzxyX1/vYXPz5k3S0tKoU6cO3bp1M+s0d4PBgL29Pfb29nh6elJRUUFBQQF5eXmcP3+ejIwM6tevT6NGjXB2dsbR0dGiA1xl/ePvv/+exx57zGzlijZt2sSkSZNYunQpkyZNsooRdGvx9ddf06xZM1555RXTsfPnz1dpY2trazUbEoqI/BrL/UQX+RktWrTAzc2NnTt3mo4VFhZy4MAB/P39AfD396egoICUlBRTm127dlFRUUH37t2rvc/y8wwGA61atWLWrFls376d/Px8NmzYQOvWrYmKiqJjx4507tyZyMhItm7dWmXX7nuloqKC48ePc+7cOXx9fRV677GrV69y8OBBnJ2d8fHxsbi13TY2Njg5OdG6dWt69OhB79698fT0pLi4mKNHj5KYmEhaWhrff/89N2/eNHd3q6gsV5SZmYmfn5/ZQu97773H5MmT+Z//+R+FXgvUunVrLly4wPr16zlz5gwrV64kOjq6SpvmzZtz7tw50tLSuHLlCiUlJWbqrYjI/WVZ30JEgOvXr3P69GnT48oPZCcnJzw9PZk2bRqLFi2idevWtGjRgnnz5uHh4WHayKNt27YMHDiQ8ePHs3r1akpLS4mMjGTEiBHa0dmC1apVi0GDBjFo0CCMRiMXL140jQZPmDCBkpISunXrRmBgIEOGDKF169Z/6kt2SUkJR44cMd0QeZh2/q0Oly9f5sSJE3h5edG0aVNzd+eu1K5dGw8PDzw8PDAajRQVFZGXl0d2djanTp2iTp06prXBTk5OZgvypaWlHDlyhPLycvz8/Khdu3a196G8vJy5c+fyySefkJCQwOOPP17tfZDfNmTIEKZPn05kZCQlJSUEBwczb968KuWPhg8fzqZNm+jbty8FBQWsWbOGiIgIs/VZROR+0a7OYnESExPp27fvHcfDw8OJiorCaDQyf/58PvzwQwoKCujVqxerVq3Cy8vL1DY/P5/IyEhiYmKwsbFh+PDhrFy5Ujv0PqDKyspISkriyy+/ZPfu3WRkZNCkSROeeOIJBg4cyIABA37X321hYSFpaWk0bNiQdu3aWe0uv+bw4+m3nTp1wtnZ2dxduifKysq4evWqaX3wrVu3cHR0NAVhBweHahntrCxXVLduXTp16mSW925xcTH/8R//wbfffsu2bdvw9vauttfeu3cvy5YtIyUlhczMzDt2L678fPjnP/9JQUEBPXv25P3336d169amNvn5+UydOrXK58OKFSv0+SAiYuUUfEXkgWI0GsnNzSU6Opr4+Hj27dtHYWEhjz32GP369WPIkCF06NDhF0PI0aNHuXLlCi1atKB58+aamnkPlZeXc+zYMQoLC62+FJQ5agdXlitycXHB29vbLOuPCwoKGDFiBDdu3GDr1q3Vvm9CXFwc+/fvx9fXl7CwsDuC75IlS3jzzTdZu3ataUZQeno6x48fN/2dDBo0iMzMTD744ANKS0t5/vnn6datG+vWravWaxERkeql4CsiD7Ty8nIOHjzI5s2b2bVrF2lpaTRu3JhevXoxYMAAgoODcXBwoLy8nOnTp7Nlyxb2799PkyZNzN11q1JSUkJaWho2NjZ07tz5gdwd+Y/6ae3ga9euYW9vj7OzM40aNaJBgwZ/emT2ypUrHD161Kzlii5dusSwYcNo0qQJn332mdlL4vy0Xq3RaMTDw4OZM2cya9YsAK5du4arqytRUVGMGDGCEydO0K5dOw4dOkTXrl0BiI+PZ/DgwVy8eFHLYURErJiCr4hYDaPRyNWrV9myZQtxcXEkJSWRm5tLhw4dyM/Pp6SkhI0bN+Lr62vurlqVoqKiKlPHLXkn5Orw49rBeXl53L59m4YNG5pGg+3t7X9XcK0sV9SuXbsqu9lXp2PHjhEWFkb//v358MMPzVZ27Md+GnzPnj1Lq1atSE1NNe3yD9CnTx98fHxYsWIFH3/8MTNnzuTq1aum82VlZdSpU4eNGzcybNiwar4KERGpLtrcSkSsRuV004iICCIiIqioqCAmJoZx48ZRWlrKzZs3CQsLo2fPngwYMICQkBCcnZ013flPyM3NJT09XVPHf+SntYNv3LhBfn4+V65c4fTp06bawZWbZP3S6LgllCuCH9bVPvvss0yZMoWFCxda7I2NrKwsAFxdXascd3V1NZ3LysrCxcWlyvmaNWvi5ORkaiMiItZJwVdErNaOHTuIiIhg3LhxLF68mJs3b7J161a2bt3K0qVLeeGFF2jfvj19+vQhODgYf39/iyu5Y6mMRiMXLlzgzJkztG/f/o6wIT8wGAzUq1ePevXq4enpSXl5ual28Llz50hPT8fBwcEUhCtrB1eW2rp69SrdunUzy3ppo9HIF198weTJk1m2bBkTJ07UjQ0REXlg6RueiFgdo9HIO++8w9y5c1m9ejWjR48GoH79+owYMYIRI0ZgNBo5fvw40dHRbN++nY8++og6derg7+9P//79CQ0Nxd3dXV/0f0ZFRQUnT54kNzcXX19fHB0dzd2lB0aNGjVMIRd+WBtdOSX6yJEjGI1GGjRowM2bNzEYDGYrV2Q0Gnn33XdZtGgRn3zyCUOGDLH434XKjbays7OrTAnPzs42TX12c3MjJyenyvPKysrIz8+v9o26RESkemmNr4hYne+++46goCDWr1+Pn5/fXT3n1q1bJCQkEBMTw549ezh37hxeXl707t2b4OBg+vTpYxHrGs2ttLSUo0ePcvv2bbp06aL6x/eQ0WgkLy+PY8eOUVFRQXl5uVlqB5eXlzNnzhzWr1/Pli1b8Pf3v++v+Uf80uZWs2bNYubMmcAPO2G7uLjcsbnV4cOHTWv9v/rqKwYOHKjNrURErJyCr4hYpdLS0j8cVI1GI2fPniU6OpqvvvqKb775BqPRSPfu3U2jwQ/jetabN2+SmpqKnZ0dHTt21LTwe6yoqIjU1FQaNWpEmzZtqKio+NnawY0aNcLJyem+1A4uLi5mwoQJpKamVnuN3rtx/fp1Tp8+DUCXLl14++236du3L05OTnh6erJkyRIWL15cpZzR0aNH7yhnlJ2dzerVq03ljLp27apyRiIiVk7BV8TC7N27l2XLlpGSkkJmZuYddSojIiJYu3ZtlecEBQURHx9vepyfn8/UqVOJiYnBxsaG4cOHs2LFCquuq3o/lZaWsmPHDmJiYkhMTOTUqVO0aNGC3r17M2jQIAIDA61+5PPq1ascOXIEd3d3vLy8HrrQf79Vliv6tU3Cfq528I9Hg//se/Dq1as8++yz3Lx5k9jYWIuc+puYmEjfvn3vOB4eHk5UVBRGo5H58+fz4YcfUlBQQK9evVi1ahVeXl6mtvn5+URGRlb593HlypX691FExMop+IpYmLi4OPbv34+vry9hYWE/G3yzs7NZs2aN6Vjt2rWr7Pg6aNAgMjMz+eCDD0wjGt26ddOIxj1gNBq5dOkSmzZtIiEhga+//pqSkhK6du1qGg22tmB4+fJlTpw4gbe3t+of3weXLl3i5MmTv6tcUWXt4CtXrpCXl0dhYSH16tUzBeHfWzv44sWLDBs2jKZNm7Jx40bq16//Ry9HRETEIin4iliwn65hgx+Cb0FBAZs3b/7Z51SuYTt06BBdu3YFID4+nsGDB2sN231QVlZGUlISW7ZsYdeuXWRkZNCkSROeeOIJgoKCCAoKemBHkoxGI6dPn+bixYt06tTJtCGT3BuVU+ovXLhA586dcXJy+sM/6/bt21VqB5eWlt517eBjx44xbNgwBgwYwAcffKC17CIiYpW0QEvkAZSYmIiLiwsNGzakX79+LFq0yBRKkpOTadCggSn0AvTv3x8bGxsOHDjAsGHDzNVtq1SzZk369u1L3759MRqN5ObmsnnzZuLi4pgxYwaFhYU89thj9OvXj9DQUDp27PhAjAaXl5eTkZFBUVERfn5+2Nvbm7tLVuVelyuytbXFzc0NNzc3U+3gyhBcWTvYzs6OI0eOEBoaaqplW1mjd+rUqSxYsMBia/SKiIj8WQq+Ig+YgQMHEhYWRosWLThz5gxz5sxh0KBBJCcnU6NGDbKyskxfaivVrFkTJycnsrKyzNTrh4PBYMDFxYUJEyYwYcIEysvLOXTokGmTrKVLl9K4cWN69erFgAEDCA4Ovi8bFP1ZxcXFpKWlUaNGDfz8/LC1tTV3l6xK5c7YpaWl96Vc0Y9rBzdr1sxUO/jw4cMsX76cadOm4eXlRZMmTdi3bx9vvfUWkydPtrj3oYiIyL2kqc4iFuznpjr/1NmzZ2nVqhU7duwgMDCQN954g7Vr13Lq1Kkq7VxcXHjttdeYNGnSfe61/Byj0UhBQQFbtmxh27ZtJCUlkZubS+fOnQkICCA0NJTHHnvsd63LvB8KCwtJS0vD2dmZtm3bagTwHisuLiY1NZXatWvTqVMns+yMfe7cOWbPnk18fLxpJD8wMNA0Nb958+bV3icREZH7Td9oRB5wLVu2pFGjRqYSH25ubuTk5FRpU1ZWRn5+vkXu0vqwMBgMNGzYkPDwcDZs2MClS5c4ePAggwcPJjk5mQEDBtCyZUtGjhzJmjVryM3NpbrvS+bk5HD48GGaNm1Ku3btFHrvsaKiIg4ePIijoyM+Pj5mCb3l5eWsXr2aAwcOkJSUxNWrV9m1a5epnE/r1q3x8vJi6tSpnD9/vtr7JyIicr/oW43IA+7ixYvk5eWZdoP19/enoKCAlJQUU5tdu3ZRUVFB9+7dzdVN+QmDwUCXLl1YuHAh+/fv58qVK/zXf/0X9evXZ9myZbRs2RJ/f3/+/ve/k5SURFlZ2X3ri9Fo5H//93/JyMigffv2tGjRQtNe77G8vDzTTQVzjaQXFxcTERFh2jne398fGxsbfH19mTNnDnv27CE/P5+33nqLiooKvQdERMSqaKqziIW5fv26afS2S5cuvP322/Tt2xcnJyecnJx47bXXGD58OG5ubpw5c4aXXnqJoqIi0tPTTWsFBw0aRHZ2NqtXrzaVM6oc0RHLZzQaOXHiBJs2bWLHjh0cPHiQ2rVr4+/vz5NPPkloaCju7u73JJhUVFRw4sQJ8vLy8PHxwcHB4R5cgfxYZTmo31Ou6F6rrNF769YtYmNjcXV1NUs/REREzEXBV8TCJCYm0rdv3zuOh4eH8/777zN06FBSU1MpKCjAw8ODAQMG8Prrr1f5Ipufn09kZCQxMTHY2NgwfPhwVq5c+cCW1XnY3bp1i4SEBGJjY0lMTOTcuXN4eXnRu3dvgoOD6dOnzx8qQVNaWsqRI0coKyvDx8eHOnXq3IfeP7zuZbmiP+P7778nLCyMZs2asWHDBtXoFRGRh5KCr4jIA6QyTFXuFP3NN99gNBrp3r07/fv3JzQ0lObNm//maPCNGzdIS0vD3t6ejh07mn1TLWtTOZKen59Ply5dzHbTKSMjg7CwMIKCgli9erVq9IqIyENLwVdE5AFWWlrKzp072bJlC4mJiZw6dYoWLVrwxBNPMHjwYAIDA+8Yyd26dStJSUmMHTuWRx99VGs577GysjKOHDlCaWmpWUfS9+zZw8iRI3nhhReYP3++NisTEZGHmoKviIiVMBqNXLp0iejoaOLj4/n6668pKSmha9euBAYGMmTIELZt28brr7/O/Pnz+dvf/mbuLlsdSyhXZDQa2bhxI1OmTGH58uWMHz9eNzdEROShp+ArImKlysrKSEpKYsuWLezatYv09HQAAgICeP755wkKCtK673uoqKiI1NRUs9ZANhqNrFy5kjfeeIN169YREhKi0CsiIoKCr4iI1bt+/TrPPfcc6enphIeHk5aWxr59+7h27RpdunQhMDCQ0NBQOnTooOmwf1BeXh5Hjx6lWbNmZisHVV5ezssvv8xnn33Gli1b6NGjR7X3QURExFIp+IqIWLGLFy8SGhpKw4YN+fzzz007C5eXl3Po0CE2b97Mzp07SUtLo3HjxvTs2ZOgoCAGDx6Mo6OjRgvvQmW5orZt2+Lh4WGWPhQXFzNu3DjS09PZunUrXl5eZumHiIiIpVLwFRGxUmlpaQwePJjBgwezatUqbG1tf7ad0WikoKCALVu2EBcXx969e8nNzaVz584EBAQQEhKCr6+vdn7+CaPRyLlz5zh//jydOnXC2dnZLP24evUqI0aMoKSkhJiYGNXoFRER+RkKviIiVurcuXPExsYSGRn5u0ZujUYjaWlpREdHs3PnTg4fPoyDgwM9e/bkySefJCQkhEaNGj3Uo8GV5Yry8vLo0qWL2WrjXrhwgbCwMFq0aMGGDRu0ZltEROQXaDGXiFiUN998k27dulG/fn1cXFwYOnQop06dqtKmuLiYKVOm4OzsTL169Rg+fDjZ2dlV2ly4cIHg4GDs7OxwcXHhxRdfpKysrDovxexatGjB1KlTf3dANRgMdOnShYULF7J//36uXLnCu+++S/369Vm2bBktW7bE39+f2bNnk5SU9ND9fy0rKyMtLY3CwkL8/PzMFnrT09MJDAzk8ccfZ/PmzQq9IiIiv0IjviJiUQYOHMiIESPo1q0bZWVlzJkzh4yMDI4fP469vT0AkyZNYuvWrURFReHo6EhkZCQ2Njbs378f+GH9qo+PD25ubixbtozMzEzGjBnD+PHjeeONN8x5eQ88o9HIyZMn2bRpEzt27ODgwYPY2tri7+9P//79GTJkCO7u7lY7GlxcXExaWhq1atWic+fOZilXBJCYmMjIkSOZNm0ar776qjYlExER+Q0KviJi0XJzc3FxcWHPnj307t2ba9eu0bhxY9atW8fTTz8NwMmTJ2nbti3Jycn06NGDuLg4QkJCuHz5smm94+rVq5k9eza5ubm/uNZVfr9bt26RkJBAbGwse/bs4ezZs3h5edG7d2+Cg4Pp06cPtWrVMnc374nr16+TmpqKk5OTWcsVffbZZ0RGRvLOO+8wbtw4q73JICIici/pFrGIWLRr164BmHYjTklJobS0lP79+5vatGnTBk9PT5KTkwFITk6mY8eOVTb5CQoKorCwkGPHjlVj761f3bp1GTp0KB999BH//ve/+e677xg7diznzp3jueeeo0mTJgwZMoSVK1dy7tw5HtR7rfn5+Rw6dAgPDw/atWtn1hq9f/vb39iwYQPjx49X6BUREblLCr4iYrEqKiqYNm0aPXv2pEOHDgBkZWVha2tLgwYNqrR1dXUlKyvL1OanO9tWPq5sI/eewWCgZcuWzJo1i6+++oq8vDw2btyIt7c3//3f/02nTp3o3LkzU6ZMITY2llu3bpm7y3clMzOT1NRUvL29adWqldlq9L700kssX76c7du3ExISUu19EBEReZCZZ3GSiMhdmDJlChkZGezbt8/cXZE/oFatWgwcOJCBAwdiNBq5dOkS0dHRJCQkMHHiRIqLi+natSuBgYGEhobi7e1tUSOYPy5X5OPjY7ZyRbdu3WLcuHFkZGSwf/9+WrdubZZ+iIiIPMg04isiFikyMpLY2Fh2795NkyZNTMfd3Ny4ffs2BQUFVdpnZ2fj5uZmavPTXZ4rH1e2keplMBho0qQJU6dOJTY2lpycHLZt24avry/R0dH4+fnRtm1bxo8fzxdffMH169fN2t/KckUXL16ka9euZgu9+fn5PPXUU1y6dEmhV0RE5E9Q8BURi2I0GomMjCQ6Oppdu3bRokWLKud9fX2pVasWO3fuNB07deoUFy5cwN/fHwB/f3/S09PJyckxtdm+fTsODg60a9euei5EflXNmjUJCAhg+fLlpKamcvnyZebNm8etW7eYOXMmTZs2pV+/fixatIgjR45QXl5ebX2rLFd07do1s5YrunDhAk8++SQNGjRg165duLi4mKUfAAsWLMBgMFT506ZNG9P5uykxJiIiYk7a1VlELMrkyZNZt24dX375Jd7e3qbjjo6O1K1bF/ihnNG2bduIiorCwcGBqVOnAvD1118D/1fOyMPDg6VLl5KVlcXo0aMZN26cyhk9AMrLyzl06BCbN29m586dpKWl0bhxY3r27ElQUBCDBw/G0dHxvkyLLikpITU1lVq1atGpUyez7Uh99OhRwsLCCA4OZtWqVWbfGXvBggV8/vnn7Nixw3SsZs2aNGrUCPjtEmMiIiLmpuArIhbll8LMmjVriIiIAH4YXZo5cyaffvopJSUlBAUFsWrVqirTmM+fP8+kSZNITEzE3t6e8PBwFi9ebLa6q/LHGI1GCgoKiImJYdu2bSQlJZGTk0Pnzp0JCAggJCQEX19fatSo8adfq7JcUcOGDc22czP8X43e6dOnM2/ePIuo0btgwQI2b95MWlraHefupsSYiIiIuSn4iojIA8NoNJKWlsbmzZvZsWMHKSkp1KtXj549ezJgwABCQkJo1KjR7x4Nzs/P58iRI3h6etKyZUuzbLL14xq9K1asYOzYsRaz2deCBQtYtmwZjo6O1KlTB39/f9588008PT3ZtWsXgYGBXL16tcpu682aNWPatGlMnz7dfB0XERH5/xR8RUTkgVVUVMS2bdvYunUrSUlJXLhwgfbt29OnTx+Cg4N5/PHHf3OUPzMzk+PHj9OmTRseeeSRaup5VRUVFaxcuZLFixfz6aefEhwcbJZ+/JK4uDiuX7+Ot7c3mZmZvPbaa1y6dImMjAxiYmJ4/vnnKSkpqfIcPz8/+vbty5IlS8zUaxERkf+j4CsiIlbBaDRy8uRJNm3axI4dOzh48CC2trb4+/vTv39/hgwZgru7u2kUtaKigldffZUbN27wyiuvmNarVreysjL+/ve/88UXX7Blyxa6d+9uln78HgUFBTRr1oy3336bunXrKviKiIjFM//CIRERkXvAYDDQtm1bXnnlFXbv3s2VK1eIiorCw8OD999/H29vb3x9fZk+fTpxcXGMGTOGf/3rXzzzzDNmC723bt1izJgx7Nixg/379z8QoRegQYMGeHl5cfr06bsqMSYiImJuCr4iImKV6taty1NPPcVHH33Ev//9b7777jvGjx/P6dOn+ctf/mLaOfzgwYOcPXuW6p4AlZ+fz5AhQ8jMzGTfvn08+uij1fr6f8b169c5c+YM7u7ud1ViTERExNw01VnEwhgMBqKjoxk6dKi5uyJidbKysggJCcHBwYHJkyeze/duEhMTOXnyJC1atOCJJ55g0KBBBAYGmspn3Q/nz58nLCyMVq1asX79eurVq3ffXutemDVrFqGhoTRr1ozLly8zf/580tLSOH78OI0bN/7NEmMiIiLmproeIiLyUDhx4gSDBg2id+/efPTRR9ja2vL0009jNBq5fPkymzZtIiEhgYkTJ1JcXEzXrl0JDAwkNDQUb2/ve7bDcmWN3pCQEN577z2z1+i9GxcvXuTZZ58lLy+Pxo0b06tXL7755hsaN24MwPLly7GxsWH48OFVSoyJiIhYCo34ilgYjfiK3HsHDhxg0KBBTJkyhYULF/5qiC0rK2Pfvn1s2bKFXbt2kZGRgYeHB7169WLgwIEMHDjwD4/Q7t69m1GjRjFjxgzmzp1rETV6RUREHgb6xBWpZgEBAbzwwgu89NJLODk54ebmxoIFC36xfXp6Ov369aNu3bo4OzszYcIErl+/bjofERHB0KFDeeutt3B3d8fZ2ZkpU6ZQWlpaDVcj8mBo2rQpK1as4PXXX//NkduaNWsSEBDA22+/TWpqKpcvX2bevHkUFxcza9YsmjZtSr9+/Vi0aBFHjhyhvLz8N1/faDTy6aef8swzz/CPf/yDefPmKfSKiIhUI33qipjB2rVrsbe358CBAyxdupSFCxeyffv2O9rduHGDoKAgGjZsyKFDh9i4cSM7duwgMjKySrvdu3dz5swZdu/ezdq1a4mKiiIqKqqarkbuhzfffJNu3bpRv359XFxcGDp0KKdOnarSJiAgAIPBUOXPxIkTq7S5cOECwcHB2NnZ4eLiwosvvkhZWVl1XopF8PDwYPTo0b/7eQaDARcXF8aPH8+mTZvIzMxkz549BAQEsH37dnr37o2Xlxfh4eGsW7eOq1ev3rFJVkVFBcuXL2f69Ols3LiRsWPH3rNp0yIiInJ3NNVZpJoFBARQXl5OUlKS6Zifnx/9+vVj8eLFVaY6//Of/2T27Nl8//332NvbA7Bt2zZCQ0O5fPkyrq6uREREkJiYyJkzZ6hRowYAzzzzDDY2Nqxfv94s1yh/3sCBAxkxYgTdunWjrKyMOXPmkJGRwfHjx03vhYCAALy8vFi4cKHpeXZ2djg4OABQXl6Oj48Pbm5uLFu2jMzMTMaMGcP48eN54403zHJd1sRoNFJQUEBMTAxxcXHs3buX7Oxs7Ozs6NKli2k2xssvv0x0dDQxMTH4+fmZu9siIiIPJW1uJWIGnTp1qvLY3d2dnJycO9qdOHGCzp07m4IOQM+ePamoqODUqVO4uroC0L59e1Porfx56enp96n3Uh3i4+OrPI6KisLFxYWUlBR69+5tOm5nZ/eLtVK/+uorjh8/zo4dO3B1dcXHx4fXX3+d2bNns2DBAmxtbe/rNVg7g8FAw4YNGTNmDGPGjMFoNJKYmMjSpUs5cOAAf/3rX/nrX/+KnZ0dS5YswcvLy9xdFhEReWhpqrOIGfx0F1eDwUBFRYXF/DyxPNeuXQPAycmpyvFPPvmERo0a0aFDB15++WVu3rxpOpecnEzHjh1NN0gAgoKCKCws5NixY9XT8YeIwWCgb9++xMXFkZ+fT25uLhEREQwbNoz333+fRo0a8cQTT/Cf//mfpKSk6HdURESkGmnEV8SCtW3blqioKG7cuGEa9d2/fz82NjZ4e3ubuXdSXSoqKpg2bRo9e/akQ4cOpuMjR46kWbNmeHh4cPToUWbPns2pU6fYtGkT8EPN2h+HXsD0OCsrq/ou4CHVqFEj1qxZY3p84cIFEhISiI+PZ+nSpdSpU4dPPvmE/v37m7GXIiIiDwcFXxELNmrUKObPn094eDgLFiwgNzeXqVOnMnr06DsCjVivKVOmkJGRwb59+6ocnzBhgum/O3bsiLu7O4GBgZw5c4ZWrVpVdzflN3h6ejJ+/HjGjx9PaWkpycnJuoElIiJSTTTVWcSC2dnZkZCQQH5+Pt26dePpp58mMDCQd99919xdk2oSGRlJbGwsu3fvpkmTJr/atnv37gCcPn0aADc3N7Kzs6u0qXz8S+uCpXrUqlWL3r176waWiIhINdGuziIiFshoNDJ16lSio6NJTEykdevWv/mc/fv306tXL44cOUKnTp2Ii4sjJCSEzMxMXFxcAPjwww958cUXycnJoXbt2vf7MkREREQsgoKviIgFmjx5MuvWrePLL7+sMh3W0dGRunXrcubMGdatW8fgwYNxdnbm6NGjTJ8+nSZNmrBnzx7g/8oZeXh4sHTpUrKyshg9ejTjxo1TOSMRERF5qCj4iohYIIPB8LPH16xZQ0REBN9//z3PPfccGRkZ3Lhxg6ZNmzJs2DDmzp1rquMLcP78eSZNmkRiYiL29vaEh4ezePFiatbUFg8iIiLy8FDwFREREREREaumza1ERERERETEqin4ioiIiIiIiFVT8BURERERERGrpuArIiIiIiIiVk3BV0RERERERKyagq+IiIiIiIhYNQVfERERERERsWoKviIiIiIiImLVFHxFRMSivf/++3Tq1AkHBwccHBzw9/cnLi7OdL64uJgpU6bg7OxMvXr1GD58ONnZ2VV+xoULFwgODsbOzg4XFxdefPFFysrKqvtSRERExEwUfEVExKI1adKExYsXk5KSwuHDh+nXrx9PPfUUx44dA2D69OnExMSwceNG9uzZw+XLlwkLCzM9v7y8nODgYG7fvs3XX3/N2rVriYqK4tVXXzXXJYmIiEg1MxiNRqO5OyEiIvJ7ODk5sWzZMp5++mkaN27MunXrePrppwE4efIkbdu2JTk5mR49ehAXF0dISAiXL1/G1dUVgNWrVzN79mxyc3OxtbU156WIiIhINdCIr4iIPDDKy8tZv349N27cwN/fn5SUFEpLS+nfv7+pTZs2bfD09CQ5ORmA5ORkOnbsaAq9AEFBQRQWFppGjUVERMS6KfiKiIjFS09Pp169etSuXZuJEycSHR1Nu3btyMrKwtbWlgYNGlRp7+rqSlZWFgBZWVlVQm/l+cpzlu69996jefPm1KlTh+7du3Pw4EFzd0lEROSBo+ArIiIWz9vbm7S0NA4cOMCkSZMIDw/n+PHj5u7WfbdhwwZmzJjB/Pnz+fbbb+ncuTNBQUHk5OSYu2siIiIPFAVfERGxeLa2tjz66KP4+vry5ptv0rlzZ1asWIGbmxu3b9+moKCgSvvs7Gzc3NwAcHNzu2OX58rHlW0s1dtvv8348eN5/vnnadeuHatXr8bOzo6PP/7Y3F0TERF5oCj4iojIA6eiooKSkhJ8fX2pVasWO3fuNJ07deoUFy5cwN/fHwB/f3/S09OrjJJu374dBwcH2rVrV+19v1u3b98mJSWlyvplGxsb+vfvb1q/LCIiInenprk7ICIi8mtefvllBg0ahKenJ0VFRaxbt47ExEQSEhJwdHRk7NixzJgxAycnJxwcHJg6dSr+/v706NEDgAEDBtCuXTtGjx7N0qVLycrKYu7cuUyZMoXatWub+ep+2ZUrVygvL//Z9cknT540U69EREQeTAq+IiJi0XJychgzZgyZmZk4OjrSqVMnEhISePLJJwFYvnw5NjY2DB8+nJKSEoKCgli1apXp+TVq1CA2NpZJkybh7++Pvb094eHhLFy40FyXJCIiItVMdXxFREQs0O3bt7Gzs+Pzzz9n6NChpuPh4eEUFBTw5Zdfmq9zIiIiDxit8RUREbFAtra2+Pr6Vlm/XFFRwc6dO03rl0VEROTuaKqziIiIhZoxYwbh4eF07doVPz8/3nnnHW7cuMHzzz9v7q6JiIg8UBR8RURELNRf/vIXcnNzefXVV8nKysLHx4f4+Pg7NrwSERGRX6c1viIiIiIiImLVtMZXRERERERErJqCr4iIiIiIiFg1BV8RERERERGxagq+IiIiIiIiYtUUfEVERERERMSqKfiKiIiIiIiIVVPwFREREREREaum4CsiIiIiIiJWTcFXRERERERErJqCr4iIiIiIiFg1BV8RERERERGxagq+IiIiIiIiYtUUfEVERERERMSqKfiKiIiIiIiIVVPwFREREREREaum4CsiIiIiIiJWTcFXRERERERErJqCr4iIiIiIiFg1BV8RERERERGxagq+IiIiIiIiYtUUfEVERERERMSqKfiKiIiIiIiIVVPwFREREREREaum4CsiIiIiIiJWTcFXRERERERErJqCr4iIiIiIiFg1BV8RERERERGxagq+IiIiIiIiYtUUfEVERERERMSqKfiKiIiIiIiIVVPwFREREREREaum4CsiIiIiIiJWTcFXRERERERErJqCr4iIiIiIiFg1BV8RERERERGxagq+IiIiIiIiYtUUfEVERERERMSqKfiKiIiIiIiIVVPwFREREREREaum4CsiIiIiIiJWTcFXRERERERErNr/A8Grqe18EYmqAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 5 at time 1\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.5)\n", "Extracted surface: 2997 vertices, 5794 faces\n" ] }, { "data": { "image/png": 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b7dL+eOtJ1HEZ7Xr6b2O8ZfPz89naS0REo8Y+vkRxLFq0yP73+eefD9E3AnrMo7u7G8cffzz2799vl3KuXLkS119/PY466ijMnz8fLS0tcddvhVtr8Jho0QEt+mLvhRdeGHa7o0NzvH2prKyMuy9WH+DB7Ny5M26rdXTf4LGGbqeLPn5HHnnkoOfCpZdemsatHBmXy4WVK1fioIMOQlNTE5588kn7+Xj9Yf/v//7P7p979NFHxx1MyiJJEhYtWmSXwt999932z0455RQAfaEm3vEDgGXLltnnfk1NDfbs2QOg7wbE22+/ba8ruuW2sbERRx55pB16L7/8cvz+97+Hqsbe0030645X9A23zZs329uyZ88e1NbWAgAKCgpw0EEHQZIkrF+/3l7+rbfeivnd0Wxf9OsOt57DDz/cvkG0ZcsW+2+cNTAcACiKEjNAVTyjPb4j2cZEdg8hIqLswRZfojg+/elPY8qUKdi3bx8effRRFBYW4tOf/jQMw0B1dTX+/e9/46OPPkJpaSmKiorg9XoRCoXwySef4De/+Q2Kiopwyy23xA22QN9FbUtLC/bu3Ys//vGPmDNnDoqKirBw4cKYUWl//vOfIxAIYOfOnXjwwQfHtC/nnHMOPvroIwB9AeS6667DrFmzUF9fj/Lycjz77LO49tpr7YG94nnzzTdxzTXX4LzzzsPRRx8Nj8eD5557Lqb/8Oc///kxbZ/TrVy5EsuWLcO2bdvwxhtv4LzzzsPpp58Ol8uF6upqvPvuu3j66aeHHWwn0X18S0tLUVpaCgAxN1jeeOMNuzrgtNNOAwB8/PHHuPbaa3H66adj7ty5qKysxK233mq3Ul988cX2aLvR7rvvPvvf/Qe1irZ+/XqceuqpWLZsGVpbW3H//ffjww8/BAAsX77c7hc9FLfbjQsvvBB33XUXhBA466yz8K1vfQvPPfccKioqAACHHHKIXU7e1NSEjRs3YseOHQCAY489FmeffXbMCMj9+9Qn4nWBvmO8b98+uwTcYg1QN2XKFBx55JGDvubatWtx8MEHY8uWLaioqMCll16KU045BXfeead9jlx00UVwuVwAgMsuu8zubnHttddCkiQ0NDTggQceAAAEAoGYbgY33XQTbr75ZgDAQw89ZH+2L7nkEvz617+GaZq49dZbUVRUBEmScOuttwLoC7KXXHIJgL6B9z7/+c/j6aefRnt7O8466yxceOGFeOihh+zW5y984QsxN7zmzp2LmpoaAP+tmBjt8T333HPxwx/+EN3d3XjggQewZMkSzJgxA9/61rfs17nssssGPbZERESDSsIUSUSONZp5fJ977jnh8XiGnXdXCCGuvPLKAT9fuHChmDp1atw5Pr/0pS8NWN7ankgkIoqLiwf8fOnSpcPO4xtvDtdwOCyOPfbYQfcD/eb6jCd6Ht14j9NPP92ei3Qo6Z7Ht/929N+W6Ne58cYb7ec/+OADey7SwR6pNtSc0P23acuWLYMuc8QRR4iurq4B66+oqLDnlJ05c6bQNG3QbbHmde3/mDFjhigvLx/xPrW3t4sVK1bEXVd+fr74+OOP7WWj38PBHtHvYaJeV4jYcy3eY7BzNNqWLVsGPW6rVq0SHR0dMctHf86jH5IkiUceeSRm2cHm8e3/s/6PW265JWbZ2tpaMWvWrLjLFhcXi7q6upjl483jO5bj++CDD9rnXv/HRRddNOyxJSIiioelzkSDOOmkk/D+++/j3HPPxaxZs+ByuTB58mSsWrUK11xzDf70pz/Zy95xxx345je/ienTpyMQCOBzn/scXnnlFfh8vrjr/sUvfoEzzjgDU6ZMGfAzl8uFZ555BuvWrYPb7casWbNw8803Dzl41lDcbjdeeOEF3HvvvVi7di2CwSC8Xi/mzZuHk08+GQ888AC+8IUvDLmOU045BXfddReOOeYYzJ49G263G7m5uVi/fj1+97vf4cknn4xbZp0pVq9eja1bt+Kyyy7D/Pnz4Xa7kZ+fj2XLluGyyy4btlQ83WbMmIGvfOUrmD9/Pvx+P3JycrBmzRrcfffdePnll+MOFHT//ffbrXaXXnrpgPLhaJdccgmWL1+O3NxceDweHHDAAbj22mvx0UcfxUx3NJzc3Fxs2rQJ3/72tzFv3jy43W5MnToVZ599Nt577z0sX7589Dvv0NddtWoV3nvvPZx99tmYOnUq3G435s2bh+uuuw5vvPHGgEHEHnzwQdx3331YtWoVvF4vcnNzceyxx+Kll17CeeedN+LXvemmm/DEE09g3bp19uBZ69atw5NPPokbbrghZtnZs2fjvffew6WXXoqZM2fC5XJh5syZuPTSS/Huu+9i5syZI3rN0R7fr371q/jnP/+JY489FsFgED6fDwcffDDuv//+mD7nREREoyEJkcDaOyKiIbz++us4+uijcf755+Phhx9O9+YQERERUZZgiy8RERERERFlNAZfIiIiIiIiymgMvkRERERERJTR2MeXiIiIiIiIMhpbfImIiIiIiCijMfgSERERERFRRmPwJUqR6upqSJIESZJw1FFHpXtzKIMl61yz1pvJ56913ObOnZvuTSEiIqIEYvAl+o+jjjrKvuh98MEH4y7z3e9+117mkksuSfEWThyvv/66fZziPW666aZBf/ftt9+Goij2smeeeWbMz3fs2IGbbroJRx11FIqLi+HxeFBQUIBjjz0Wzz777ID1ffTRR7jiiiuwatUqqKpqr5fzCCff3Llz7eMtyzI8Hg+Kiopw2GGH4brrrkN1dXXKt+mZZ57BTTfdhJtuuiktrz/a87GzsxPf+c53sGjRIng8HhQWFuKUU07BO++8M2DZoT5z1qP/Pgsh8Oijj+KII45Afn4+fD4f5syZgzPOOAPbtm0b8Bo1NTW47LLLMG/ePHg8HkyaNAlr167FbbfdlojDQ0RElDRqujeAyCnOOussvPHGGwCAp556ChdeeOGAZf70pz/Z/+4fyGj8IpEILr74YpimOegyf/nLX3DzzTcP+L1XX30Vr776Ku666y5885vftH/22muv4f7770/WJtMICSEQiUTQ1NSEpqYmvPvuu7j77rvxi1/8Al/72tdSth3PPPMMHnnkEQB9N7tS3bI7mvOxo6MD69evjwmgkUgEzz33HF588UU8/fTTOPnkk0f1+i6Xy/63YRg4++yz8dRTT8UsU1tbi9raWnzuc5/DsmXL7Of//e9/46STTkJHR4f9XEtLi/347ne/O6ptISIiSiUGX6L/OO2003DVVVdB13W88soraGlpQWFhof3zDz/8ELt27QIAFBUVZXS5ZyLde++9OPjgg2OeKy4ujrvsbbfdhpKSEni9XoRCoUHXmZeXhwsuuADHHXccNE3D7bffbreAff/738cll1yCnJwcAEB+fj4++9nPYt26dXjuuefw73//O0F7RqNx7733Yvny5aipqcFDDz2EN954A5qm4dJLL8WUKVPwhS98Id2bmBKjOR/vuOMOO/R+6lOfwg9+8APs2LED1157LTRNw0UXXYRdu3bZ5/qmTZsGrOO1117D//7v/wIADjnkEMycOTNm/VboXbx4Ma6++mosWLAAra2tePfddzF9+nR72ba2Npx++uno6OiAoii45JJLcPzxx8Pn82HXrl2oqKgY/8EhIiJKJkFEthNPPFEAEADEb3/725iffec737F/9vWvf91+vr6+Xnz9618X8+fPF263W+Tl5YkjjzxSPPXUUzG/X1VVZf/+kUceaT9//vnn28+/9tpr9vMPPfSQ/fyNN95oP3/kkUfaz7///vvinHPOEYFAQBQVFYkbb7xRmKYpPvroI3HUUUcJr9crZs+eLe65554B+xqJRMSdd94pVq9eLfx+v/D7/WLt2rXi97///YBlb7zxRvs1H3rooWGP42uvvRZ3n4ZSUlIi3G638Pl84oYbbrB//8tf/nLMcu+9957Yv39/zHPNzc1CVVX7d9555524r/HlL395VPshhBBf//rX7d/561//GvOzH//4x/bP7rvvPvv5HTt2iAsuuEDMmjVLuFwuUVhYKE488UTx8ssv28uEQiGxdOlSAUCoqiq2bt1q/+ykk06y1/vYY4/Zz3d2doobb7xRHHTQQcLr9YpgMCiOPPJI8Y9//CNmuwY713p6esS3vvUtccABBwi32y38fr+YO3eu+MIXvjBg3+Kx1hu9zqHMmTMn7nlgmqY47bTT7J/NnTtXaJoW8/MHH3xQHH744SIYDAqv1ytWrFgh7r77bmEYxqCv0dDQIM4++2yRl5cncnNzxdlnny0aGxsHHJN4D2v7rP+fM2eOqKqqEqeeeqoIBAKioKBAXHrppaK3tzfm9aM/j1VVVSM6LpbhzsdDDjnE/vnrr79uP3/CCSfYz//hD38Y8jVOOeWUuK/R29srCgsLBQBRVFQkmpubh1zPT3/6U3s9t9xyy5DL9j//Xn31VbF69Wrh9XrFwQcfbB/rX/7yl2LevHnC4/GIww8/POYzQERElGgMvkRRHn30UfuC7dOf/nTMzxYsWGD/7N///rcQQojKykoxbdq0QS+mr7/+evv3kxF8o7cpOpTn5+cPeP6ll16y1xGJRMSxxx476HZfd911Mfs+nuA7Y8YM4Xa7RX5+vvj0pz8dsx0WwzDEunXrBADxs5/9LGbf+wffwUyZMsX+nW3btsVdZizB9+2337Z/5+yzz4752cEHHywACJfLZQeHd955RwSDwbjHVZIk8ctf/jJm3YqiCABi7dq1wjAM8dhjj9nLf+lLX7KXbWtrE8uXLx/0PYsO3oOdaxdeeOGgv3/OOecMeywSFXyFEKK2tlbIsmz/fNOmTfbPzjvvvEG3s//5EP0aixcvHrD8ihUrRCgUGnXwzc/Pj/vZ/v73vx/z+skMvgsXLrR//t5779nPf+lLX7Kfv/zyywddf3V1tX2MJ02aFBPaX3nllZi/dV/+8pfF1KlThd/vF0cffbR48803Y9a1ceNGe/mbb75ZLFu2THi9XlFcXCy+853vxKw7+ljPnDlTeL3emGPo8/nEt771rQHHtv8NECIiokTi4FZEUU499VR4vV4AfSWCzc3NAGLLnOfMmYN169YBAK644go0NDQA6Osv+Le//Q0///nP7XVEl+AmQ2dnJx5//HHceuut9nP/7//9P0ybNg1PP/00Lr/8cvv5X//61/a/77nnHrzyyisA+koon376afz5z3/G4sWLAQA//elPE7bde/fuRSQSQVtbG1566SV85jOfGTCQz3333YfNmzdjzZo1uPrqq0f9Gps2bcK+ffsA9A2otHTp0kRsOgDgsMMOwwEHHAAA+Pvf/45wOAwAqKysxJYtWwAAJ5xwAiZNmgQhBL761a+is7MTQF/5/HPPPYcf/OAHkGUZQgh885vfxO7du+11f+tb3wIAvPvuu/jRj35k90+eMmVKTF/Q73//+/jkk08AACeddBKee+45PProo5g2bRoA4Oqrr7bXOxhr8K85c+bgz3/+M1588UU88MADOO+881BQUDDuYzUas2fPjim73bp1KwDgz3/+Mx599FEAfeW3jz/+OP7v//4Pn/rUpwAATz75JJ588sm469Q0DU8++SQefvhhTJ48GQDw8ccf4ze/+Q2mT5+OTZs24cQTT7SXv/fee7Fp0yZs2rRpQDl+W1sb8vPz8Ze//AW33HKL/Xz05yjZrM8jAPziF79AR0cHPvjgA7z00kv280O957/61a/s/vIXXnih/XcJAEpLS+1/v/TSS3jyySfR1NSEnp4evPbaazj66KPx2muvxV3+xhtvxLZt2xAKhVBbW4uf/OQn+PznPw8hxIBt2LNnD4477jg899xzOOaYYwAAvb29uOOOO3DxxRfj73//O5YsWQKgb9Twf/7znyM+PkRERKOS5uBN5DjRrSm//vWvhRBCXH/99QNaQ/fv3y8kSRIAhMfjiSkVvPbaa+3l/+d//kcIkZwW39/85jf284FAwH7+lVdeEUIIsW/fPvu5VatW2cuuXLnSfv6pp54SmzZtEps2bRI//OEP7eevuuqqMR/Df/3rX+Loo48W/+///T/x/PPPi8cffzymbDMvL090dXUJIYSoqakRgUAgptx3NC2+lZWVYvbs2XaL6t/+9rdBlx1Li68QsS3e1vpvv/12+7knnnhCCCHEhx9+aD83bdo0EYlE7HVEn1d33XWX/XwoFBIHHnjggNavv/zlL/YyhmGIgoICAUC43W7x8ssv2+/ZFVdcYf/OHXfcIYQY/FyzWjBXrlwptmzZIkKh0IiPQfR6E9HiK4QQa9eutX/+ox/9SAghxOc//3n7uXvvvdfez9/+9rf286ecckrc14iuJohe/phjjrGfH+zzZol+D7Zs2WI/v2TJEvv5tra2Ee3/cIY7H1955ZWYVvF4j+OOOy7uukOhkF0FIcuyqKysjPn5LbfcErOes846S/zjH/8QZ511Vty/GVZlAgBRUFAgHn30UfHoo4/a5yUA8cwzzwghYs8/n88n2tvbhRBC/OlPf7KfLy4uFqZpCiGE+NnPfmY/f/fddyfi0BIREQ3AFl+ifqJHa7YGfok3mvOOHTvsFo4FCxZg0qRJ9jJr1661/719+/akbWv060S32B1yyCEAYLd6AX0tWPG26YwzzsDGjRuxceNGexAcACgrKxvzdm3cuBGvvvoqrrrqKpxwwgk488wz8dJLLyEvLw8A0N7ejrfeegsA8J3vfAddXV349re/jZUrV47qdcrKyrBx40a71euee+7BZz/72TFv92C+8pWv2P/+85//HPPfYDCIz33ucwBij+vq1atjRtAd7JzweDx4+OGHIUmS/dwZZ5yBL37xi/b/Nzc3o7W1FUDfqL7HHXec/Z798pe/tJcb7j276KKLAPRNqXPwwQcjJycHBx54IK655hrU19cPdxgSbs+ePfa/rXMj+th84xvfsPczevqwwfbzsMMOs/8dfbwrKytHvW25ublYtWqV/f/Rn+/oz1IyHXPMMXjsscdiBpnKycmJabXOz8+P+7t/+tOf7CqIE088EfPmzYv5ucfjsf/tdrvx29/+FieeeCJ+85vf2Oft1q1bsX///gHLX3755Tj33HNx7rnn4rLLLrOff/nllwdsx+LFi5GbmwsAMYMFrlmzxj7nB/s7RURElEgMvkT9nHzyyQgGgwD65qN94YUX7AvnxYsXDyiJjCc6xIxmWcMw7H9bZdZDscICAMjyfz/O1oVmNBGnDHEo3d3do1p+OPn5+Vi4cKH9/9ZF+d69ewH0jehszTX61a9+1V7uySefhCRJeOaZZ2LWt2XLFhx55JHYs2cPJEnCfffdh69//esJ3WbLAQccYIeqv/3tb9i5cyfee+89AMAXv/hF+Hy+Ydcx1DlRUVER8/5UVFRA07RRb+dw79ktt9yCxx9/HKeffjoWL14MSZJQVlaGu+66C5/5zGeg6/qoX3Osqqqq7PceQEzIHM5Izs3RfAbj6V/6rar/nQRhtJ+l8fjyl7+M3bt3Y9u2bdi6dSv27dtnd7UAgIMOOiju70XfELnyyisH/Dx6ZPVJkybZI0MHAoGYkG9NXRS9/Jw5c+L+O3qaI8to/kYBqT22RESUXRh8ifrx+Xw49dRTAfQF0eg5RqNbgw844AD74nrXrl12ywiAmP6xixYtGvL1oi8Mrf7CAPDCCy+MbQdGIHqbKisrIfoGuot5WH2Ax+KDDz4Y8FxbW1tMa15RUdGY1//WW2/h6KOPxr59+6CqKh599FFcccUVY17fSJxzzjkA+vYj+rWiW4Ojj+uWLVtiguRg50R9fT2+8Y1vAAAURQHQ1yL74x//2F5m8uTJdhALBALo7Owc8H4ZhoGHHnpo2P0488wz8dRTT6G8vBydnZ047bTTAADbtm1LanVCNCEErr32WjvkzJkzx+7DG31sXnvttbjnptXfvr93333X/nf08Z4/f7797+jwNdR80U6iKAoOOuggrFy5EoZhxPQzPuWUUwYsv3XrVmzevBlAXzXKCSecMGCZdevW2X+/9u/fj56eHgB9NxVaWloA9M35a/UhX79+vf27tbW1cf89e/bsMe8jERFRsnEeX6I4zjzzTPz+978HEDt4THTwnTRpEo4//ni88MILCIfDOOOMM3D11Vdj165dMa0tZ5111pCvZQ2cBAA33HAD2tra8NZbb40reA7nnHPOwUcffQSg78L5uuuuw6xZs1BfX4/y8nI8++yzuPbaa3HBBRcAAG666SbcfPPNAICHHnrIfn4w1157Ldra2nDeeedhxYoVaG5uxp133mm3CE2ePBmHH344AOCqq66ybzRY3n33XTz++OMAgIMPPhjnnXceli9fDgB48803ccIJJ9itft/85jcxd+5cvPnmm/bvL1++3L6hUFNTY7fO1tXV2cu8//77CAQCAPoGi/L7/UPu05lnnolrrrkGuq7bgwvNmDHDHrAH6Gu1XLp0KcrKylBfX49zzjkHF1xwAd555x08/fTTAPrKSr/0pS/Zv3PppZfaZcxPPfUUfvCDH6C0tBS33norTj31VKxatQqyLOOss87CL3/5S3R1deEzn/kMvvGNb2Dy5Mmoq6vDtm3b8Ne//hUPPvjgkPNLr1+/HgcffDDWrl2LmTNnorOzM2bQImvgrmT45JNPIEkSqqur8cADD8TMOXvnnXfaLarnnHOOPQjXueeei+9///tYuHAh9u3bhx07duC5557DiSeeiBtvvHHAa1x66aW47bbbEAqF8P3vf99+/vOf/7z97+iW3D/84Q9QFAWKomDDhg1j2q+jjjoKb7zxBoC+Vuy5c+cOufxozsf29nYcf/zxOOecc7Bo0SLs3bsXd955p10ifuKJJ9rdGqLdd9999r8vv/zyuK3fxcXF9t+vSCSCr33ta/jKV76C3//+94hEIvb6rWqGiy++GA8++CCEELj//vvtAal+9atf2euMPq+JiIgcJ5UdiokmikgkIiZNmhQz+MvKlSsHLLdr165xT2fU3NwcMzCV9bDmeMUQg1tFT58SPchPNOu5OXPm2M+Fw+EhpzNCv8F2RjudUfQ29n+4XC7x9NNPD/n7Qw1uFb0tgz0GGyRssMdIp6GJnucZgLjmmmsGLDOa6YwefvjhAfu5efNme0CjlStX2gNktba2DjmdUfR+D3auxZv+ynoceOCBQtf1Ifd/PINbDXYu/OpXvxrwe0NNZ9T/8xD9GitWrBiw7LJly2Km2vm///u/uOu0xPu8CDH452600xmN5nxsbW0d8v1qaGgYsP62tjbh9/sF0DewVP85r6MN9ferqKhowP58+9vfHnR7RvK3Lnqas/PPPz/uMYl+b4mIiBKJpc5EcbhcLrsE1BLd2muZP38+PvzwQ1x11VWYN28eXC4XcnNzccQRR+DJJ5/ET37yk2Ffa9KkSXjmmWewYsUKuN1uLFiwAPfddx+uu+66hO1Pf263Gy+88ALuvfderF27FsFgEF6vF/PmzcPJJ5+MBx54AF/4whfGvP6f/exn+OY3v4kVK1Zg0qRJUFUVM2bMwJlnnol33nlnQAvvRBFd1hzv/4G+QZU++OADnH/++Zg5cyZUVUVBQQFOOOEEvPjii/YUU3v37rWnLiooKMA999wDoG96Kav0+aOPPrKn0snPz8fmzZtxyy23YOXKlfD5fPD7/Vi4cCFOO+00PP7443a58GC++93v4vOf/zzmzJkDv98Pl8uFuXPn4rLLLsOrr75ql1oni8vlwpQpU3DIIYfgmmuuQVlZGS699NIByz3yyCN49NFHceSRRyIvLw9utxvFxcU49thjce+99w5a1v7KK6/g3HPPRV5eHoLBIM4880y8/PLLMdP4nHLKKbjjjjuwYMGCmH67TuTz+XDxxRdj8eLFyMnJgc/nw7Jly3DzzTfjnXfeidtd4OGHH7bLls8666yYAaX6mz9/Pt59911ceOGFmD59uv05vfjii/HBBx8MaL3+6U9/ikceeQSHHnoo/H4//H4/DjvsMPzhD38Y0d86IiKidJKE4EgSREQ0vOrqasybNw9HHnkkXn/99XRvDoC+eZtramoAgAMjERER0aDY4ktEREREREQZjcGXiIiIiIiIMhqDLxEREREREWU09vElIiIiIiKijMYWXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijMbgS0RERERERBmNwZeIiIiIiIgyGoMvERERERERZTQGXyIiIiIiIspoDL5ERERERESU0Rh8iYiIiIiIKKMx+BIREREREVFGY/AlIiIiIiKijKamewOIiEZKCAHTNKFpGhRFgSzLkGUZkiSle9OIiIiIyMEYfIloQjBNE52dnSgpKQEALF26FJIkQZIkqKoKVVUhyzIURbGfJyIiIiICGHyJyOGEENB1Hbquo6enBy0tLSgoKICiKBBCQAiBcDiMcDhsB15ZlqGqKhRFsR8MwkRERETZi8GXiBwpuqzZNE070FqiW3UVRbF/RwgBwzCg67r9c6tV2ArB0S3DRERERJT5GHyJyHFM04Su6zAMAwDsfryyLNvhNp7oFl8A9nJWgNY0DUIIe5noFmErEDMMExEREWUeBl8icgyrrNkwDJimOSCIjjaU9m8Rtl7DemiahkgkYi83WIk0wzARERHRxMbgS0RpN1hZ82CBc7AW35GIF2Sjw3AkErHXb40a3b9MOrrkmoiIiIicj8GXiNJqsLLmeCRJGrLUeayGCsOmaSIUCsUsZ4Xg/iNJExEREZEzMfgSUVoMV9acbv0Hz7LCtrXdmqbFLNe/RNpp+0NERESUzRh8iSilRlvWHM1aJtEtviMRPUL0YINnRSKRmGWsVuHoEmmGYSIiIqLUY/AlopQZTVlzPFaps1OMZvCs6Jbh/iXSDMNEREREycXgS0RJl+iyZieF3/5GMnhWOByOmXqJg2cRERERJReDLxElzXjKmuOxfs80zURuZtINFYYNw4Cu6zGl1P1LpDl4FhEREdH4MPgSUVKMt6w5nkwKf9EtvkBsf2Fd16HrOoQQ6OnpgaZpmDJlCgfPIiIiIhojBl8iSqjosmYhREL7sKZzcKtkG6y/cHt7O9ra2pCfn2/3FwYwoESa/YWJiIiIBsfgS0QJEa+smUFsfKKPn6r2/bnu31/Yes7qGxyvRJrvAREREWU7Bl8iGrdklDXHk8ktviM1VH9h0zQRCoVilotuEY5uGSYiIiLKJgy+RDRmySxrjicbg+9I5zfuXypthWFd16FpWsxy/Uuk2V+YiIiIMh2DLxGNWnRZsxVCWVLrLEMNnmXNL2wtZ5VFR5dJMwwTERFRJmHwJaJR6V/WnMrAm40tvoky2OBZ1sMKw9F9s1VVhaqq7C9MREREEx6DLxGNSKrLmuNh6EqsofoLW4NnhcNhABgweFZ0yzARERGR0zH4EtGQnFTWnK0tvqnc37EOntW/ZZiIiIjISRh8iWhQ6SxrJufoP3iWFcStKgBd1xEKhWL6C3PwLCIiInISBl8iGsAJZc3xRLf4WttFqWcd9/6DZ8XrLwyAg2cRERFR2jH4EpHNKmdtamqCz+eDx+NxTOiNlk2lzk479oMZrr+wpml2uXz//sIcPIuIiIiSjcGXiADEljWXlpZi4cKFKCoqSvdmxWAomljG2l84+sH3nIiIiBKBwZcoy8Ura3bySL2SJGVVi2+m6d9fGPhvGNZ1HZqmobW1FT09PZg9e3bMKNLsL0xERERjxeBLlKWsVjdd12GaJoDYUOLkcOnkbaPRs84764ZLKBRCZ2cnANj9ha3l2F+YiIiIxoLBlygLDTdaM1tVnSVb3wurRRgYfvCs/i3D7C9MRERE0Rh8ibLISEdrdnLwdeK2hcM66us7UFG+Dx99tAcQLgSDCnp7NciygmOOnY8VK2ekezMnlP7n5XCDZ0UiEfu86D94VnTLMBEREWUnBl+iLDBcWXN/TgyXFie14oVCGp59ugTvv7cbLa1h+LwSXG6gtVXApQA+v4LmZg2NDU341xvTcO55q5CX7x/Vazhpf51mrINnqaoaM5I0ERERZT4GX6IMF13WbE0lM9zFvpODL+CM0t9336nF03/5COGwgCwLSJKAS/VAkXXk5yro6olAVVTk5BjQNOCTj/bg0YfD+Po3j073pjveeN7f/oNnWeuKHjwrejkOnkVERJQdGHyJMtR4RmueCME3EonA4/Gk9HXf+ncVqna1o25vC2qr2yBLBrw+DyRJht+rQpYlSJIMRZHhdcsQEAjkeCBBh6aH8a9N28cUfJ38XjidFWKjz3/reJqmycGziIiIsgSDL1GGGW1ZczxODb4tLS32gFz//ve/4fF4kJeXh9zcXOTm5iIYDMYMiJRIWz6swcMPvgOv1we3W4aiSFAVFTABEyZUVQEgIEygp0uD26cCpglZ6Xu+onw3fH7+yR2pZAbN/tMpAYMPnhXdMty/RJphmIiIaOLgVRhRBhlLWXM8Tgu+4XAYFRUVaGxshCzLME0TGzduRGdnJzo6OtDW1oba2lpomoacnBw7COfm5iInJ2fcAaW5uQtPPvYRWppbUTTDC8MQUBQZqgKYAgAkCAMQMgCY6O6IwJfjg2mYCPdI8PiA/fu6oJsKHn5wMz5z/IGYMTMvAUcmM6Xj3Btu8KxwOIxwOBwz9RIHzyIiIpo4GHyJMsB4yprjkWXZEcFXCIG6ujps374dhYWF2LBhAzZv3oxIJAJVVVFYWIjCwkJ72XA4jI6ODnR0dKC+vh7bt2+HJEkIBoMxLcOjLZF+/rkStLR2ozeswe2SIJkSFJcBRXFBaDp0E+jpNeH1KFBkCbIqw9AEIhGgu1PDJJ+E7q5eTJ85CZ983IAtW+rx2c8tw7p1c5ATSG25No1c//7CwH/DsGEY0HU9ppS6f4k0B88iIiJyDgZfogksEWXNQ607nTo6OlBSUoJIJILly5dj6tSpQy4vSRK8Xi+8Xq+9rGma6O7utsNwZWUluru74fF4YlqFg8EgVHXwP4cv/XMbdu5qQTBHgqpICGsCqkuCMAEBCYamobvThMslwedSoXoM9HRpyM2TEfS7ETF0GJpATsANSZLgcQk8+dgHeOutHfjfG09O6HHLFE4NjNEtvkBsf2Fd16HreszNp+iBszh4FhERUfow+BJNUIkqa44nnaXOuq5jx44d2L17N+bOnYsFCxbE9MW09tEKF0ORZRnBYBDBYBAzZ86012+VSHd0dKCurg7hcDimRDovLw9+v98ON3l5fjTW78JerRf795uQJRlF0zw4cMkcwBTweTyYNVOgs9tAZ0ffqM4y3FAkQJEFFFkgYkQQDPgASBACaGxqR0dn27DHIxtDUrpvuozGaPoLAxhQIs3+wkRERKnB4Es0wUSXNZummZS+hekIvkIINDY2oqysDDk5OTj88MMRCATibtt4qKqKgoICFBQU2M9ZJdLt7e1obGzEzp07AQDBYLAvDOe5oUUikIQEQxcwJAN79rSgqSmCAxYUYkp+Lnx+HzySDleOCwoURDQTHq8Mw5CgazpMGMgN5qCjrQeNTS0oL23AYesOGNe+kDMN11/YGkXaumHF/sJERETJx+BLNEHEK2tOVtlkqoNvT08PSktL0dHRgSVLlmD69OnD7lcit8/j8WDKlCmYMmWKve7oEmkJYRiaCUMPIxLRIEOBpBgwjQi2V+xGnTeI3NwgIMLQDQlutwzVJUMLG5BkAbfbDR292PrRHrjcKiAMCAFMnewd0fZNpBbQRMm0FtChwrBpmgiFQti/fz96e3tRXFxsh+D+I0kTERHR2DD4Ek0AySxrjidVwdc0TVRWVqKqqgozZszAypUr4XK5ht22ZJMkCYFAAIFAADNmzMCqg7vh9myF4lHh97lhGCZ6e3TIkgZTDqOjE2je3wG3B+juMZDjUyArCgxdg9vtRmtLLwAfVFWBxyMjEjZgGiYmFw1s0absCfr9B8+KRCLo6uqCJEnQdR2apsUs179Emv2FiYiIRo7Bl8jBUlHWHE8qgu/+/ftRUlICVVVx6KGHIj8/f8TbBqQ2HBUU5sA0Bfw+PyRThkuRoQaCkFUF4V4TbgkAdERCBlRFhaFr0PUI3G4fhGGgs7Mbs6dNhVeVIQOQABiGgTnFk1O2D+R80YNixRs8y+ovDCBm8KzokaQZhomIiOJj8CVyoFSWNceTzOAbCoVQUVGBffv24YADDkBxcfGYwnwqg++MGbnwuFxQVQntbZ3IL3BDkkxooRBcLkDAgEvxwOWS0RvRAcOEJMuIhCKIaBHkBHxQJYFwrwTJDEOVFZiawJy5hSnbB3K+eAO2jWbwrOiW4f4l0gzDRESU7Rh8iRwm1WXN8SQj+AohUFtbix07dmDy5MnYsGEDvN6R9XHtv22ptvSgGZgzrxBdLRHkBbwI6z1wqyrCvQZkGfB6vOjtDgOyCb/Hg96eMGRFwOP2w5/jQU+PAclUYAodRo8GTZjQ9W7kF0ZQV1eH3NxcBAKBuDcAsjWwZON+j2SkcmBkg2eFw+GYqZc4eBYREWU7Bl8ih0hXWXM8iQ6+7e3tKCkpga7rWLVqFSZPHnuJbzpKnQHg5ltOxfln/BZedwT+fAnhMNC3BRIiYQ2SpEJVgN7eCFxuD1TVQGevBo8iIRBQIEsyujsVeD0+uFUgkFsEn8+H5uZmVFZWwjRNBAKBmPmFfT5fSvfRKbKlj28iDRWGDcOAruv2zyVJ4uBZRESUdRh8idIs3WXN8UiSZG/LeGiahh07dqCurg7z58/HvHnzYko2x7pt6XD4kQfgW9/7LB757RuAYUDXdGjdPTA0FarqhSTrMMICpu6CKUcQikQgS264FAWhnhDcXhWKIkGVdLR36PjyVw7G/PnzAfSdA729vWhvb0dnZyd2796Nrq4uqKoKj8cDTdOwf/9+5ObmDjv4V6bIxhA20hbfkYpu8bXWD/y3qkTXdYRCoZj+whw8i4iIMhWDL1EaWX300lnWHM94W3yFEKivr0d5eTmCwSDWr1+PnJychG2b9Rqpdun/bMCl/7MBANDe1otbb3geT/1hMwoLFSguBT6XH26PgXDEgNfth24IGMJAjs8PzQhDVXTovcDUIg++f/NnY/bJ7/fD7/dj+vTpAPoGv+rq6kJdXR1aWlqwfft29Pb2wufzxbQKB4NBlq1miEQH3/5G018YwIASafYXJiKiiYzBlygNnFTWHM94gm9XVxdKS0vR3d2NpUuXYtq0aUm5UE53OWxevg+3/+KLuO7GT+PC036PpuZ9iGhhREISXD6gt1ODoqhwKRJ0QweEhLyAH0edthDfuenkYd9vRVGQl5eH3t5ehEIhrFmzBpqm2XMLt7S0oLq6GrquIxAIIC8vL6ZEeiKHk3S/t+mS7OAbz0j6C1vPWX+nokeRZhgmIqKJgsGXKIWssuZ9+/ZBkiTk5uY6ppU32liCr2EY9py8s2fPxurVq6Gqif8T47RjNWlKEM++cQXa2nqxbete7N29H5omoautFy0d3fB7/QjmurH60GKsWDN9XDc4XC4XJk2ahEmTJgH4b4m0FYbr6urQ1dUFWZZjWoVzc3PhdrsTtcuURE44v4cKw6ZpIhQKxSzXv0Sa/YWJiMiJGHyJUiS6rLmurg4ej2fEc9em2miD7759+1BaWgq3243DDjsMeXl5Sd02wHmtgvn5Pmw4agGABQld71ABIrpEetq0aQD6+m92dXXZYbipqQk9PT3wer3Izc21W4YDgcC4+1snUzYGJ6ed09Giw7B13lhhWNd1aJoWs1z/Emkn3uAjIqLswuBLlGSDlTU7/SJ3JNsXCoVQVlaG/fv3Y9GiRZg9e3bSL2558Ty06NZey1Al0tGtwn6/n8c3jdJR6jweQw2eZfUXtpazyqKjy6QZhomIKJUYfImSZKjRmid68DVNEzU1Ndi5cyeKioqwceNGeDyeFG6hs1vHnCZeiXQoFLLD8N69e1FRUQFZlhEMBu0gnJeXl5YS6Wx9b61+tBPVaAbPim4Z7j+lEsMwERElA4MvURIMN1pzoufJTbShtq+1tRWlpaUwTROrV6+2w1Qqty3bJPpckSQJPp8PPp8PRUVFAPpuZnR3d6OjowPt7e3YtWsXenp64PF4YgbOCgaDKSmRzsb3Gci8/R7J4FnhcBidnZ0IhUKYPn16TJm00wb+IyKiiYvBlyiBhBAwDMNu5bUCb/8LP0mSYBhGmrZyePGCbyQSwfbt21FfX2/PyZuOC1LreDrtxoEQAm+9vAOlHzRi754W6L0R5E4OICfgxpmXrkXhlGC6N3FIVmtvMBjEzJkzAQC6rtutwm1tbaitrYWmacjJyYkpkc7Jycm4wJYOTjunkyXe38Tu7m60tLSgqKho0MGz+rcMExERjQaDL1ECDFXWHM9EKnUWQmDPnj2oqKhAfn4+1q9fD7/fn+YtdE5IeO6PH+H/HtuCpoYWRHr7bhAosgJAghYKIRICHr3rNTxXfh0mTckddn39pfMCX1VVFBYWorCwEEDfMQ+Hw3YYbmhowPbt2yFJkl0ibbUOj6f0faL1dU2UbN1v4L9l3lbIjf77o+s6dF1HKBSK6S/MwbOIiGg0GHyJxmm4suZ4JEmyA7ITWcG3s7MTpaWl6O3txbJlyzB16tS0X1ym+/Utu3ftx+3XP4uqbfugKG6YukA4osHjkyAJGb1aGB6/Dx6vid5eGf9z2sP4wxvfSPdmj4skSfB6vfB6vZg6dSqA2BLpjo4OVFZWoru7Gx6PJ6ZVOBgMJmV6q0yS7cG3f3cQ679DDZ5lLcfBs4iIaDi8CiEao5GWNcfjxFLdaEIIdHV1YfPmzSguLsaaNWscE1qsY5yuGwed7T2464bn8ObLZZAjKhSfip6eXqgAZHigG2GYvTI8fhckYUILmxCGjqpP9mLb+3VYdsistGx3sgxWIt3Z2Rkzv3A4HI5bIj1YuXw2BpZsD77DdZ0YyeBZ0dMqRYdhDp5FRETOuJIlmmCsFoeRlDXH4+RS58bGRuzcuRNCCKxbtw7BoLP7pqbSP/+yFff96AVoPQbckhcRPQKtXSAnzwtNCyPSpSEnx4VQCIjoYbhVH7SIgY7uHnhlFfff9DLu+/sF6d6NpFNVFQUFBSgoKLCfs0qk29vbY86x6CBslUg79bNByTPW0D/U4FlW95NwOBwz9VL/OYYZhImIsgODL9EojKWsOR4ntvj29vaitLQUbW1tmDp1Krq7ux0Zeq3jnerj97ufvoYHfvIi/Dk5cPtdCBs6FJcKyZQR0cJQVBkutwozokMyFeT4/DB1ATVHRlDy4KOuEuCtsW2z086VsfB4PJgyZQqmTJkCoG+fokukq6ur0d3dDZfLBVmW4fF40NLSgtzcXMdUGyRbNrf4mqaZsH2PDsNW67AVhq0qnehS6v6jSDMMExFlpuy4miAap/GUNccjy7Jj+viaponq6mrs2rUL06dPx8aNG9Hc3Izu7u50b1pc6Qi+7a29ePhnryF/UiFURQJkAUkBYAJayIBbUWEaJgzoUGUZsgfo6umFS/XCpShQcn1Qujyo0CtwytI78Itnz8fcRVNStv1OJEkSAoEAAoEAZsyYAQAwDAOdnZ3YuXMnNE1DWVmZXSIdDAbtgbOGKpGeyLI5+CZ736NbfK3XA/5bvaNpmr0N0YNnWWXS7C9MRDTxMfgSDWO8Zc3xOKXFt6WlBaWlpQCAQw45xC5Ndcr2xZOOPnp3fvdvyC0IQJZVqApgQoUMAdUDqJIO3TTgkRW4vAqEaUBSAbfkhWEKRMIaPB4XAvCgBd1oae3AeUfdh3/u/C58/rGPfJyJFEVBfn6+PRDWggULYkaRbmpqskukrVGkrYfX653wwSTbg28qb2aMpL9w/8Gz4pVIZ+v7RUQ0ETH4Eg0iUWXN8aQ7WEYiEZSXl6OxsREHHHAA5syZE3PRme7tG4lUbt97r++CInxwKy4ISYYwI4ApQagSYKpwKxJMmAhFQvDIHkiqid6evovmQK4XRsQEIOBDAPl5uQj36PjOOU/inqfPG/a1s/HCOvq9jVci3dPTY4fh2tpadHV1QVXVAf2FXS5XunZhzLLx/QZSH3zjGaq/sBACkUjEPjetVuD+ZdLp3gciIhocgy9RP4kua44nXaXOQgjU1dVh+/btKCwsxIYNG+Dz+eJun1ODb6qDQf3uVnQ29GBqcQAQAAwTXtWDro5uuOUgVHcEpiHDJXug+vww9QgMXYHPLcM0DAgNUGUZfuQghFZ41Rx48yP45K1aVG/fl/Ulz4MZ7H2WJAk5OTnIycnB9OnTAfSVSHd1daG9vR0dHR2or69HKBSC3++PCcKBQMDRwcSpn7lUME0zpvXVKYYbPCsUCsUs179Emv2FiYicg8GXKEoyyprjSUeLakdHB0pKShCJRLB8+XJ7HtbBOPUi3LrATNX2vfNKFSBUSMKEoRuQTB8gm5AkGYbcA6ErcCteSIoEQzehurwwXSYUWYGhmwBkaJoBH/yQ0ILeXg1uv4FwJIItm+oYfOMY7XurKAry8vKQl5dnPxeJROxW4ebmZlRWVsI0TQQCgZgw7PP5HBNMsr3UeaLse//Bs6zzVQgBXddjplTqP3iW1TI8UfaViCiTMPgSIbllzfGkMrjpuo4dO3Zg9+7dmDt3LhYsWDBsywpLnf9r965WKC4JElQopgYhFGhGD7wuPyA0qKoLsgSEQgYgdKg+Fwy9F5FQDqAIyHIYkqTACwkuuOHxGlDhhld1oW1/T0r2IRu53W5MnjwZkydPBtB3vvT29tphePfu3Y4rkZ5I4S/RnFDqPFbRI0QPNnhWJBKJWcZqFY4ukc7W956IKFUYfCmr9S9rti5Kkn0BkopSZyEEGhsbUVZWhpycHBx++OEIBAIj+l0nB99UXxzuq2mF3+eGaepQFBWmrkGGF0LqmxJFgoApS5ChQFIEIt0G3AE/DGH0XdAq7r4WYNUN6AYMXYPq8UB1u7GvoX1E2+DU92IikSQJfr8ffr8f06ZNA9AXSjo7O+0w3NDQgN7eXvh8vpggHAwGUxLKsj34ZtK+j2bwLEmS7O8fv98fUyKdSceEiCjdGHwpa6WqrDmeZAfLnp4elJaWoqOjA4sXL8aMGTNGtW8TIfimavtamjugqAokoUNRvHCpCiJGBIosAxCAS4epq4CuQMmRIZkyhKxDjwCK7AI8GrSwCUVSYMKEJAEwBBQP0FrfmZJ9mIhS8VmUZXlAibSmaXYQbmlpQXV1NXRdRyAQQF5enj2tkpNKpDNBIufxdaqh+gs3Nzejrq4Oq1atipl6iYNnERElDoMvZZ1UlzXHk6xgaZomKisrUVVVhRkzZmDlypVjKtt0cvBNtdZ9PfB6vDANAdklQZhmX+gVJmACptk3xVFYyFBkASEBigAUWYWADkWVYBqAz+OCpEmQDRNClgAJ6GjrHfb1Mz0MxJPOc8/lcmHSpEmYNGmSvS3RJdJ79uxBRUUFZFkeUCLtdrvH9dqZ1uo5Gtm67/37C7tcLjsMW9VI0aXU/UukOXgWEdHIMfhS1khXWXM8VmlbIu3fvx8lJSVQVRWHHnoo8vPzx7wuJwffVA9uFQmHIatuKIYMSQb0sAHFIwNCoDeswyW5oRkCkiQgTB0ujwo9YkB1q5BlCTAFXC4ZkipBgQlJUaACcKkK2vYPH3wpvQYrke7q6oqZX7inpwder9cOwXl5eQgEAqMaqThbwx8wsfv4JoI1gwCAmBZfILa/sK7r0HXdPles8MvBs4iIhsfgS1khnWXN8SRyuqBwOIzy8nI0NTVh4cKFKC4uHvcFpNODL5C6VkE9pEOFgOTOgSwDsiwgwYAhBGRdhewC9jftQ1gXMPeZ0NALH4LwBzyYNLkQpjAhqRJkRYaA0XcOygI+txfh7u6U7MNE5OQL9+jWXoumaejs7ER7eztaW1tRU1Njl0hHtwr7/f5B9y2bg282lDoPZaj3fjT9hQEMKJFmf2Eioj4MvpTRnFDWHE8igqUQArW1tdixYwcmT56MjRs3wuv1Omb7kiXl75+hQPYo8EgCpmZCkgQgFAgjDMCDHXXbEUQeAjkB5AbzoUOH1+VGZ0crulq74S/wQ5YAyezbbkM3YJgmFEWFFHHmMU43p557Q3G5XCgsLERhYSGAvn0IhUJ2q/DevXtRUVEBSZIGlEh7PB57PU74+5QO2Rz6gdgW35EYqr+wEMIeRdr63osOw1YrcTa3sBNRdmLwpYzkpLLmeMZb6tze3o6SkhLouo5Vq1bZU7YkSiJbpJMlZS2+kQg8fj+EUCHLCmBEoLpkuBQ/qvfXwYSBaVNmw5Mr0NutQ4GMSMhEcFIOuloi0LUIJEVF3+YKKLKCiKYj6Dch1JGVwTr9vaCBJEmCz+eDz+dDUVERgL5w093djY6ODrS3t6OyshLd3d3weDzIy8tDOBxGd3c3CgsLR1UinQkYfEcXfOMZKgybpolQKBSzXP8SafYXJhq/UChk33hKJLfbnbDGjWzG4EsZx2llzfGMNVhqmoYdO3agrq4O8+bNw/z585N2gezUsGW1Rnd3d8MwjKQHBEMDJEOBpEgwDR2Kiv/05zURQjfmFc6GIgCjpxtu1QdZMqDpEoyQDr/HDRMhGJoCSTJgwgAMQIUEmCoEkjulFTmLLMsIBoMIBoOYOXMmgL55tq1W4f3796O2thZVVVXIycmJaRXOyclx3N+xRGIf3/EH33j6D54F/DcM67oOTdNilutfIu3E708ipwqFQpg7rxCNDYkfv2PatGmoqqpi+B0nBl/KGFZZc2VlJVRVxaxZsxz7hT3aUmIhBOrr61FeXo5gMIj169cjJyfHMduXKr29vWhqaoKu66irq0NNTQ1ycnKQl5dnDyiUyGlmejojMMMmYAoIWQCGBKFIkCQFES0ML3zIyXVD7zLhVtzQdRdMzYBLdkH1COg9gJDdcEteaJILbqhwyS64ZBckAHDgMXYKp352E01VVbtEuqGhAQcccAACgUDM3MLbt2+HJEkIBoP2ed6/RHqiy/YW31QG/6EGz7L6C1vLWWXR0WXSDMNE8UUiETQ29KJi11kI5o5vlP9onR0RLF7wOCKRCIPvODH40oTXv6y5u7sbbrfb0V/MsiyPuNS5q6sLZWVl6OrqwtKlSzFt2rSk75vTgq8QAjU1NdixYwd8Ph9cLhcWLFiAwsJCu2w0epoZKxhYj7FM6QQA9dVtgCwgDAmSYgKyBEkGhDARiehQoEAyFHh8ElwuN4TQEQlL8Hl0KJIMXYlAVRUYRl+5vYAADBPwCAACkIY/xk4+j5PFSedeqsmyDK/XC6/Xi6lTpwLoCyQ9PT1ob29HR0dHTIl09HkeDAahqhPzaz3bB7dK5/6PZvCs6JZhVVVjplTK5vePKFow143cBAZfSpyJ+Q1J9B/xyponQv/UkQRLwzDsOXlnz56NVatWjTnAJWP7UqWjowMlJSXQNA2rV6/G/v37UVdXB0mS4gaErq4uOyDU19cjFArB7/fHtAqPtGx0355ueIPu/wxMZUKW3HBJAqYwYAodLsjwuvzo7tChKhIkSUCCAsWlAkJAUUzIUGGYACRAggQBHaqiQMCErjnjGDtRNl5ED/aZk2UZgUAAgUAgpkS6s7PTbhmuq6tDOByOWyI9EUqIs73F1zRNR/XrHsngWeFwOKb1OLpM2vouJspGkinZA1oman2UGAy+NCFZ/ZOs+QyjS69G05qaLtFT8sS72Nu3bx9KS0vhdrtx2GGHIS8vz1Hblwq6rmPnzp2ora3F3LlzsWDBAiiKgpaWFnvb+os3zUwkErGDcGNjI3bu3AkACAaDMWHY7R54d7amfA/ycvIQ7tYBCVAUCbIMmMJAJByBJMmQhQSXokILh6G4XfD6BUwRgamZMGUJCmQIAUgQfeXNEiArCnRTgLGXoo3m86aqKgoKClBQUGA/Fw6H7SBsnetCiLijSDstZLKPr5myG5tjNVQYtqqurJ9HD57Vv2WYiChdGHxpQhnJaM2SJMEwjDRu5fCsC7z+d/lDoRDKysqwf/9+LFq0CLNnz07LhUK6g68V/D0eD9atW4dgMDjmdbndbkyZMgVTpkwBAHtgLCsM79q1Cz09PfB6vTFBOBAIoOTtPZAMAUWSIEOGJAOmISBJCkI9IeR6gjBMHYauQZHdcLlcCIUiUN0KBDQoEiBEBJJwQ4YEGep/jimgyCYMc2TR1ymt76mSbftrGe/nzePxxD3XrTBcXV2N7u5uuFyuAWE43SXS2V7qPFFbvIfqL2zdnA6FQjH9hTl4FmU+6T+PRK6PEoHBlyaMkY7WPFFKnYHYiwRrTt6ioiJs3LgxrQPX9N++VAmHwygrK0Nzc/OgwX+82yZJ0oCyUU3T7HDQ0tKCqqoqmKaJss1VkIUHMjwwDR2SDKiqC6YmEIYGl6rC1EwoihtCGNAMCbIEKIoMXShQVQmGDsiKCU3vGz1VgQRFEhBC4ncZxUh0+Ik+12fMmAGgrwtFdIn0nj177BLp6CqIVJdIT9TglyjJGtU51UbTXxjAoCXS2XwuUAYw//NI5PooIRh8yfGGKmuOZ6KVOre2tqK0tBSmaWL16tWYNGlSmrcu9cFXCIG6ujpUVFRg8uTJ2LBhw6AjFyZj21wuFyZNmmQfeyEEWlraEO56G76gBiAHPZ0dULwq3KoOCBmACV03IIQO1e2BEREQJiCpEkyYcCkSTEODIrkgDAWABBWAYQqYAhCQIfPbbFDZeuGb7P1WFAX5+fnIz8+3n4sukW5qarJLpK1RpK2H1+tN2vax1Dkzgm88I+kvDPSdh83NzSguLo4ZRZqDZxFRojD4kmONpKw5HkmSHB98rQuc0tJSNDU1Yf78+Zg3b55jLnxSGXy7urpQUlKC3t5erFixwh6oKp0kSUJrXQSmJuDx+yFpKtyqH8KrQNJ0hEMRKDAQDveiN6TC61UhDECSZUiSCUCBLEvQTUDoMkzJgNfjhQkB0zQgQ4IhTIykk282Xuw5vWIjWdK13/FKpHt6euwwXFtbi66uLqiqOqBEOlH9UrO9xTfbgn+8INvT04OamhrMmjULoVAoZrn+JdLsL0xOJo1s0oZRrY8Sg8GXHGmkZc3xOL3UWQiBvXv3Aui7w71+/Xr4/f40b1WsVATf6FGri4uLsWbNmhH1M0xVKN9X2wlF1uGSJUQMA4qsQJYMyMIDxa/C35oDFTJUlxcCgK5HYBghSDDh9rgBoUCYOhTZC1MYkIQBCQKmkKCbMiBMwOE3aCi1nBL+JElCTk4OcnJyMH36dAB9n9euri57+rDoEdOjg3AgEBhTgMv2Pr7Zvv9A3/kfHWyt56yqL03r6y4SPaUS+wsT0Wgw+JKjjLasOR4nlzp3dnaitLQUvb29AICDDjrIcaEXwICBShJt//79KCkpgaqqox61OlUXNrvLmqF6vDAjfVPvul0KJGFCVmWYstY3Jy9k+NweCEWCpEvwyTJ0KQwBBaYwEO7VYKohhPQeyFLf8FYCAIQJBRKkLGrhGa1svIB1SvCNR1EU5OXlIS8vD7NnzwbQN2K61Src3NyMyspKmKaJQCAQE4Z9Pt+w++XkfU+FTC51HinDMAYcg6EGz7L6C1vLWWXR0WXSDMOUFgIjquga1fooIRh8yRGEEDGtvCMta47HiaXOuq5j165dqKmpsVs3X3nllXRv1rASHXwjkQgqKirQ0NCAhQsXori4eMwXe8lu8a2r3Q+P2wXIJtySDFkyYciACgFTEhAwYMAEJAFJMuDyyUBEgUuRYUIBFAWqX0CVAzD0MBQokACEu7rRKwdgujToYR379u0bdDolyj4T6SLd7XZj8uTJmDx5MoC+z2Rvb68dhnfv3j3iEmkGXwbfkcxlPJrBswZrGWZ/YUo2ljo7F4Mvpd14yprjcVqLb1NTE0pLS+H1emOm5nFySXaiy4mt8u7y8nLk5+djw4YN8Pl8jti2wbTsbodLEXArLkheAUMALhkQEiCbMiSo0GFAkmRAAiRVBjQBISuQhQxIBiAUQALcqgxV9kGGBJ8vBzl5PvSGNGiGGHI6pWS3vDtVtu2vZaLvtyRJ8Pv98Pv9mDZtGoC+v+/Ro0g3NDSgt7cXPp/PDsHRfxOzVbb18Y1nrOF/JINnWZ+tlpYWfPnLX8Y777yT9im8iCj1+KmntElEWXM8TgmUvb29KCsrQ2trKxYvXoyZM2cOmG/YCdsZTyLDZXd3N0pLS9HV1YWDDjoIRUVF43qfU3WnPtzeDdXlA0wBSQjIstQ3arMQgJDhld1oMzsgmQaE1DfKs6zIMERfS4RkCMiSAkWYfbMWmX3F0W5FghxS4JYU6G4XPvWpTw06nVIwGITb7YZhGAiFQvB4PFnTUpEt+xktE1s9ZVm2S6Qt8c53APjoo49ibv6MpEQ6U7CPb/xS57EaLAx3dnbik08+yfqbDJRknM7IsRh8KeUSWdYcT7pLnU3TRHV1NXbt2oVp06Zh48aNcctYndYy3d94g7lpmqiqqkJlZSVmzpyJVatWJWwEWCD5rWORbhOy0KFHJEDogCIgyTIUSYIsBDxeL4yeVpimAkmNwIgoUCQJigzopoBhAKqiQFYA05CgCsCEDiH6xrUSigxF73uteNMp9fb2or29Hfv27YOmadi8eTNcLldMMAgGg8OWBtLEkYnBN57+57umadi0aRNmzpyJ7u5u7NmzBxUVFZBleUCJdKZ2CWCpc/KPgSRJdrVBNnzOiGggBl9KKdM0oes6DMMAMP6y5njS2eLb0tKC0tJSAMAhhxyCgoKCQZd1cosvML7ta21tRUlJCYDhj8NYtisVFy2absDncUMYgBkxobq9ME0dkqFDdbnRFtGhIwIZEoQhQxaALAECJgyhQTJdEJKADgEVEiQokKBDQt80wIahwS0Zg+6jVTLq9XrR3d2NtWvX2q1k7e3t2L17NzRNixlIKFNayZz8uUgWa58n+ns3HtOmTbNv5JimaY8ibc0vbHUJiD7fA4FARtz8YfAdWR/f8bKCL1FScXArx2LwpZRIVllzPOloSY0etOmAAw7AnDlzhr2IycTgq2katm/fjr179yZtbmJru5J+7DQNkFwwIQBZhirLMCHDlCVAkhHI8cHVDriEDugShKpDRBT0GjoklwzJBGRVgWFGYOoyFEWGgIAwAQUavEIClJG3XimKgoKCAvsmghACoVDIDgZ79uxBeXm5PfquFQxyc3PZl20CycbgGy/0R7f2WjRNQ2dnJ9rb29HW1oaamhrouj5gFGm/3z/hjiP7+KYm/DP4EmU3Xg1RUiW7rDmeVJY6CyFQV1eH7du3o6CgYFSDNmVSqbMQAo2NjSgrK0MgEEjJ3MTJDr5axIDs7huxWVFVSApg6ugbwMolIEwJEiR4XF4AEkJaN1yyC0LphSnJEIYMSTegSAKKLAOGDgVAruqBX/EiJEegGZERbUu8fZUkCT6fDz6fD0VFRQBiBxKKnms1JycnppUsJyfH8cHA6duXaE6+CZZs1t/B4d5zl8uFwsJCFBYWAhh482fv3r2oqKiAJEkDSqQ9Hk/S92M82Mc3sX18B8NSZ0oFjursXAy+lDSpKGuOJ1Wlzh0dHSgtLUUoFMLy5csxderUUf1+prT49vb2orS0FG1tbVi6dCmmT5+e9BsbQAqCr2bCo2hQZDckIQEQfaXM1jeQBOjQIckSJBiQJaVv8CsJ8EgqZFcOIkYPFI8CmCpkuW86I0nqG+RKkQQ0kdgbH9EDCVlzrYbDYTsYNDY2YufOnQAQE4Sd1nfSyZ+LZMnmUuex7vtgN3+6u7vtc76yshLd3d3weDwx57vT+sez1JktvpRBWOrsWAy+lHCpLGuOJ9ktqbquY8eOHdi9ezfmzp2LBQsWjOkCyunBd7gbCKZpora2Fjt27BhyEK9ES9m5pJnQPSZcCiAMASEAWVKhyToUWcAUgIZuGBEDilvANAUM0wSEG+I/126yJANS2O7va/QVTkOWTEhS36jPyebxeDBlyhRMmTIFQGwwaG9vx86dO4edTomSL9uDb6LONVmWEQwGEQwGMXPmTAB9f7OtINzW1oba2lpomhZTCZGbm5u2Sgir60a2f94YfIko2Rh8KWHSUdYcT7KCb3Q5r9/vx+GHH45AIDDm9Tm91BkYvOWtvb0dJSUl0HUdq1evtkdnTYVUtfgahgTJBCRJhiQLQABCAC5ZRt+IVwCgINKtwSXJkE0JhqzB1Iy+Pr6KAcmUAUh9oVkGBGTIEJAUCZKhIGLqSd2HeOIFg+jpZfbv3x8znVJ0K5nX603ZdmZjAASyc7+TPZq1qqoDSqSjKyEaGhqwfft2SJJkn/PWeZ+KEmnrbxmDr5n0m6cMvpQKEvqmQUzk+igxGHwpIdJV1hxPMlpSe3p6UFpaio6ODixevBgzZswY9/45vcU33vZFt3bPmzcP8+fPd1S5YCJpvSZEUIIw+6YvMoQJRXZBlgQ0o2+KIxUmDEWHHHZDdbugKDqMXhVe1Q3DBBTVgKFpkOAChAQXXJDkvuOqyDIgD//+p+JzFG86pZ6eHjsYVFdXo6urK2Xlok7+XCRLNu6zJdX9WyVJgtfrhdfrtbuomKaJnp4etLe3o6OjA1VVVTEl0tYjGAwmfLC4kfZxznSp7ONLRNmJwZfGJd1lzfEksiU1ei7aGTNmYOXKlQmbi3aiBd+mpiaUlpbC5/ONu7V7vNsFJDcoRMI6YAKS6OuXawpAMgxIbhd0XYEEGaaQYEIGIho8+TkwTROmYUKoJoQsILsVmCEJitsLM2TCNAVkCBgmICkKhAHIDh2xQpIk5OTkICcnB9OnTwfQd9PDGjgrulzUGlHXCsMcOGZssr3UOd37LcsyAoEAAoFATIm0dc53dHSgrq4O4XA4bon0eAKb9X3FFt/klzqHQqGkD7xIBPM/j0SujxKCwZfGxCllzfFYfVPHezG1f/9+lJaWQpZlHHroocjPz0/cRiK1o0+PhRV8Q6EQysvL0dzcjMWLF2PWrFlpfZ9TEXzbG3sgEIEsAAkATBOmAUAISIYMSIBL7bsB0tkVRl6hBMCE2SPD7e57XhgGXG4JBiQoqoqIrkMAMASgyBIMo68MeiSccINEVdUhp1Oqq6tDZ2cnVFUdMHAWp1MaXrYHXyeGvv7nPBB/sDghBILBoH2+W6NIj/S9ZPDtk4rg29PTwxZfSjqO6uxcvBqhUXNSWXM80cFoLNsVDodRXl6OpqYmLFy4EMXFxUn5Mk7V6NPj0dTUhK1bt2Ly5MnYuHGj46cESZT2ph64FBckYUCGCc0QkCUvdFPA43JB0zW43QoEABUSTMmAJAGqS4UWMSCpgGy6YSo6BFSYkoAwDShw9V3kWvc7nP32D2ks0ylZwWAkgwg56W9KKmXjfk+kqXz6DxYnhIgZRbq6uhrd3d1wuVwDplQa7AaQtf8T5Rgki2maSe86EwqFGHyJshiDL42YE8ua47FC6mjvHgsh7FGKraCXzMF8nNzi29nZiVAohIaGBqxcudK+yHMCqyU6mTcN2ho7IckqJLhgChlCNyCrApJkQpZUKC4BSZPghbdvdGYZgCTBUACEBGACAgK6LsGtKNCN8H/m/VXg8/7npgwEHPjxGZehplNqb2+PGURoqOmUnH5DKBmycZ8tTih1HitJkuwS6RkzZgDo66saXSK9d+9eu8S2/3za1g3Qibr/iZSKPr49PT0xLfhEScHpjByLwZeGZZU119fXIxgMwu12Ozb0ArHBd6SiRylOVdBzYh9fwzCwa9cuVFdXQ1EULFmyxFGhF0hNi1h7Sy/6ziIJwhQAJEAGIJuAaUCWJLhVFV640SU6McnMhxRyQ4cGSVYBIWDIJiTTgFBUqEKGkHXIANxeT99o0QDkEczj69TP2UiNdDoln89nBwLr5lo2yfZS50zab0VRkJ+fH9M9JrpEet++fdi1a5ddIm3dYO3t7YXX682oYzEaqerjyxZfouzF4EtDii5r3rZtG1atWpXSKU3GwrpoGEnw1TQNO3bsQF1dXcpHKXZaqfP+/ftRUlICl8uFT33qU9i2bZuj+5wl89jtq26BIit9LbyyDCEkwBRQhApJkfumKZABN4IIQwdMGaoX6OnthdcshGJoMKQwfG4vdMmA5BLQQxoEDKiyBEMHJEWGS3Xu8U2WoaZTam9vR3NzM7q7u1FeXo69e/embTqlVMu08DcaTu3jm0jxSqStkdObm5shhMDbb78d00feeiRqQEWn4zy+lDHY4utYDL4UV7yyZqcFtcGMZPAjIQTq6+tRUVGBQCCA9evXIycnJ1WbCMA5Lb6RSATl5eVobGzEokWLUFxcbPc3c8L29ZeSFt/6bsiSAUmoUOGCrBgwoEMIpW+eXreAJMvww4tWtMINF4QBeFwqoEuQJMDlkaCYKiJmB1TZB1PX4YYLYU2HyzQgSeI/A1xR/+mU3nvvPRQVFcHlcqG9vT3l0ymlQ7YH32zb9+iR071eLzo7O3HYYYehq6trQB/56BLp3NxcBAKBjLxRwD6+lDGE6Hskcn2UEAy+FGOo0ZoTOU1QMg23rd3d3SgtLUVXVxeWLFmCadOmpeWiK93HUwiBvXv3ory8HAUFBQP6NDs1+FqSum2SDAEFsmxAkXwwFAOyrEDAhCTckERfGfMkbwH2hephwIBp6n3THEk6TNmAERaIKBHIphuaZqKnW4cMF7weD6QegbCmQ3Hw8U0nSZLg8XhQVFQ0YDql9vZ2tLW1oaamBrquZ9R0ShN1u8drIg1ulQzWzWVFUQb0kY9EInaJdHNzMyorK2EYBoLBYEwYnsjnvSVVfXw5nRFR9mLwJdtwozWnO6iNRryBowzDQGVlJaqqqjBr1iysWrUqrSVk6QyW3d3dKCkpQXd3N5YtW2aPyhvNqcE3FdMZFU4JQugRyLK3r3uv3NfHVzMB0zAhm4AwXPD63MgN5aOjrQUerw+GokHSTcAlQ1J0mBEVpilgqhqg6/BChQQJqgswdBc0ER7R9jjxfUi2/hfxQ02n1N7ePuGnU8rG99iSjS2+0YYK/m63G5MnT8bkyZMB9B2r3t7eQacRi55WaaKVSLOPL2UKTmfkXM6/GqCkG+lozRMp+PYvy963bx9KS0vhdrtx2GGHIS8vL41b1ycdwdI0TVRVVaGyshIzZ87E6tWrBw0FTg6+yd6u/El+KEKBbCqAEQGkCISQoRoGEFGgSZG+AapcCuZMmgWhmNC1vqmPFNUNCA2SMAFVgqwKmBGgHW3IwyQAKiDJUGQJrgkQyNJhJO9vvOmUDMOIWyo6lumUUi2bw1829PEdymgCnyRJ8Pv98Pv9mDZtmv37XV1daG9vt+cXtvqy9i+RdnLXgFT18WWLL1H24lVXFhuqrDmeiRZ8TdNEKBRCWVkZ9u/fj0WLFmH27NmOubhM9fFsbW1FSUkJJEnCoYceGjPiaDxODr7Jljs9B4osIDQZissNyICiyDCECUl1QYIO2XRBKBFAlWBAwDAFZFWBIjQISDBNF0w9DMkETE2DjjCKc+cBOmCaAsIw4PMP3yLjlPN1IohXKjrUdEpWEO4/nVI6ZHPwzfZS5/EGPlmW7fPYYg0Y19HRgZaWFlRXV8d0DbDOf6eUSFtT1CU7mHNwK0oJ8z+PRK6PEoLBN0sNV9Ycz0QKvgCwd+9e7NmzB0VFRdi4cSM8Hk+6NylGqoKlpmmoqKhAfX09FixYgLlz547oIsupwdeSzG0LTvbC4/XAFQAM3YBpSn3z7houyErftESmbEDyyvALN3TDgC5CCId74fX6EdIjkCQNiicHuhZGpCcMN3IQ9HsQMSMwusNQ3QoUt3NbX9ItURfjw02n1NTUNGA6pXQNIOSEAJIO2Rz6geTsf/8B46yuAVar8J49e1BRURETmtN5Eyj6WiRZrDLxVA9kSUTOweCbZUZa1hzPRAm+bW1tiEQiaGpqwurVq+0vfqdJdrAUQqChoQFlZWXIzc3F+vXrR1Xi5dTgm4o+vvMPnQY5oEKGCigGjE4TSo4MqAY0zYAquyGkMCKREHRJhRmR4VZdkD06tC4N3lwFiuSFboThUhVopguzc4sAj4BX8sE0NUSEBl9eMGn7QPGNZDqlyspKmKYZ018yLy8vqTfPnPhZSxWWOie/xDe6a0D/EmmrZdi6CeT1emOCcCpGT7euLdjHlzIB+/g6F4NvlhhtWXM8Tg++kUgE27dvR319PVwuF5YuXerY0Av0XYhYd7kTraenB6Wlpejo6MCSJUswffr0UbcoODn4Jnu7vDkezDyoEHUfNCM3JweKzwe4QogYIUimAs0dhpAU6CEJfo8b8PTN62uETfjzfIiIEAwtDMUtQ9NMuBUFvklBKBEFuqzD9ESgd5jIKcjceWnHI9XnXbzWMWuO1VRNp5TNrZ7ZvO9AaoJvPIOVSHd2dqKjoyPu6OnWw+/3J/Q9S1XwZR9fSgnO4+tYDL5ZYCxlzfE4Nfha0/JUVFQgLy8P69evx9atW9O9WcNKxrzIpmmipqYGO3fuxPTp07FixYoxl605Nfhakr1tp3xjPX7yuYch1DACYgrg1qF3RyALL2RhAJoJVVFgmjoM3YSiuKFKCiJaGIoiA4qCSI8G1eOCkqtCNgV0UwNUAy4zB13hfVj0qWmO2FcnSmcQip5jdSTTKUX3FR5rn8lsDn/Z3sfXSS3eLpcLhYWFKCwsBBA7enpHR4f9XWv1k49+jKciwgr/yTwPrFJntvgSZS8G3wxmlTUbhpGQLxUnBt/Ozk6Ulpait7cXBx54IIqKiiBJkuNDGxB/yqXxaG9vR0lJCQzDwJo1a+wLl7Fy6jFM1QXykqNm44BD5qNpWyOMwgj0iAnJ64aqCkTCBhTDC6jdgKxCUd0wwwagArIqIEGBZvbCJVyQJR2aENC0CKSQF5IATJcJSQXWn7s0JftC4zfYdEpWn8n+08pEh+GRTKeUzcE3m/cdcHbwjzd6enQ/+Y6ODlRWVqK7u3tcFRGpmMM3HA7DNE328aXkY4uvYzH4ZqBElDXH46Tgq+s6du3ahZqaGhQXF2PNmjUxF5dO2tbBJCpY6rqOHTt2YPfu3Zg/fz7mz5+fkAsIpwffVGzb9146C4987WXUVOyFiEhw+7wI92gQLhMur4TWii748gNwCQC6Cll1w9AF4DIhSy7ohgQZgAoVYaMXsjAgG2FAcmH60umYNLMg6fswETnxvOsvXp9Jazql6AGEwuHwiKdTcmr4STYG3/SUOo9VvH7yuq7bQbitrQ21tbXQNM0+963HYOd+qqYyAsAWX6IsxuCbYRJV1hyPLMtJ65M6Gk1NTSgtLYXX68W6desQDA4cIGgiBN9ElDpbx8Ln8+Hwww9HIBBI0NY5O/haU18km6zI+OoDnxn05/t2teKOz/6x73PhMqALE27ZA1No0Lp0uBUVsqHCiOgwVRNulwzhcsN0h3HevceMaBuyORBMNNHTKVlGOp2SEz9rqeKkUt90mGjBNx5VVQeUSFvnfkdHBxoaGrBjxw4AQDAYjJlSyePxpDT4so8vJZ2Q+h6JXB8lBINvhkh0WXM86Q6+vb29KCsrQ2trKxYvXoyZM2cOuo+JLiNOhvEES2t+4paWlmGPRTq2L5lM04Rpmmhvb8fOnTtTMuLuYKYsKMDtpVehoWI/PvlnFZp3tWNXyW60NXTA4/FBUkxoUgSqT4WqCch+A8s/Mx9fuvVIuD3pnTfW6TIl8A82nZLVKmyNpOt2u2EYBurq6tI2nVK6OLnUNxUyMfhLkgSv1wuv14upU6cC6HufoweNq6qqskukvV4vDMNAa2srgsHgiLoHjFYoFILL5UrKuolisNTZsfjpn+CSVdYcjyzL0DQt4esdjmmaqK6uxq5duzBt2jRs3Lhx2AGbkjFwVKKNpVVaCIHa2lrs2LEDU6ZMwYYNG5IW+JwYfFtaWvDJJ58AANxuN3Rdty+evF6v3dqW6uAwbfEkTFv83xHETdNEyT+r0VDeCrfXDU9AxZxDijBtSUFWX+BTbJmoRdM07N69G3v27EnbdErpxFJnM+nTBTmBLMsIBAIIBAKYMWMGgP8OGrd37150d3ejtLQ0pntAdIn0eP+eW/N1Z/O5RpTtGHwnsGSWNceTjvLhlpYWlJaWAgAOOeQQe2CZ4UyEUufRBsvOzk5s27YNkUgEq1atwuTJk5O4dc4Kvrquo6KiAnv37kVxcTGqqqrg9XqxZMkS++fx5mG1AoMVHsY6wvVoybKM5SfOx/ITE7M+p7wPqZJt++tyuRAMBuH1erFq1Sp7OiWrVTjedEp5eXkIBAIZEZiEEBmxH2NlmiZcLle6NyMtrEHjwuEwQqEQ1qxZE1Mi3djYiJ07d0IIEXMjyBpFejTXPBzRmVLG/M8jkeujhGDwnYBSUdYcTypLnSORCCoqKtDQ0IADDjgAc+bMGdXd3kwqdTYMAzt37kRNTQ3mzJmDAw44ICUXiU4Jvk1NTSgpKUEgEMD69eshhEB1dXXMtsXrX2YFB6sk2rrbb4WGvLy8QQdaofTLtvcl+nyOnk6pf8vYUNMp5eXlwev1Trhjxxbfid/Hd7yij0H/7gFCiJhRpKurq9Hd3Q2XyzVgSqWhypgZfImIwXcCSWVZczypaEUVQqCurg7bt29HQUEBNmzYMKYvqkwpdW5ubkZJSQncbvegA3klS7qDbzgcRllZGZqbm7FkyRK7H3NPT8+wg1vFCw6aptmtwk1NTdi5cycADGgVztaWF0qv4cLfSKZTKisrg6qqMa1iI51OKZ3Yxzfz+viO1lDl3pIkDSiRNgwDnZ2dMfMLh0Ih+P3+mIGzokukreCbzecapUia+/j+61//ws9+9jN88MEHqK+vx9NPP41TTz3V/vlgn4Gf/vSn+Pa3vw0AmDt3LmpqamJ+ftttt+E73/mO/f8ff/wxrrzySrz33nuYMmUKvv71r+O6666L+Z0//elP+MEPfoDq6mosXLgQt99+O0466aTR7VACOfvbkGypLmuOJ9nBt6OjA6WlpQiFQli+fLk9IMZYTPQW33A4jPLycuzbtw+LFi3C7NmzU/5+p+sYCiGwd+9elJeXo7CwEBs3bkxI30aXy4VJkyZh0qRJ9ut0dXXZYbixsRG9vb3w+/0xrcJ+vz+tF0rZeJHm9JtWyTDaVs/RTqcU3Sqc7nO6P7b4ZnfwB0Y/j6+iKMjPz0d+fr79XCQSsf+e79u3D5WVlfjJT36C1tZWrFy5Ei6Xy/7eHe5433bbbfjrX/+K8vJye9aE22+/HYsXL7aXOeqoo/DGG2/E/N6ll16KX/3qV/b/19bW4vLLL8drr72GQCCA888/H7fddlvMzajXX38d11xzDUpKSjB79mzccMMNuOCCC0Z8LIj66+7uxsqVK3HhhRfii1/84oCf19fXx/z/888/j4suughf+tKXYp7/4Q9/iEsuucT+/+jGl46ODnzmM5/Bcccdh1/96lf45JNPcOGFFyI/Px9f+9rXAABvvfUWzjrrLNx222045ZRT8Nhjj+HUU0/Fhx9+iGXLliVyl0eMwdfhosuarT/W6fqCTFbwjZ6Hds6cOViwYMG4Wygmah9fIQT27NmDiooKFBYWYsOGDfB6vY7ZvmTr6elBSUkJurq6sGzZMhQVFcXdLmD84UiSpAFzUUYiETs0WFPPyLI8oFXY6S1oNPEkIvyNdTqlvLy8tFY6ZHuLJ0udE3MM3G43Jk+ebI9/IYRAYWEhNm3ahPfeew+vvvoqGhsbUVRUhLVr1+Kwww7D2rVrsXbt2gHjh7zxxhu48sorceihh0LXdXzve9/DZz7zGZSWliInJ8de7pJLLsEPf/hD+/+jp0oyDAMnn3wypk2bhrfeegv19fU477zz4HK5cOuttwIAqqqqcPLJJ+Oyyy7DH//4R7zyyiu4+OKLMX36dBx//PHjOh6UPhIkSAmcgkjC6NZ14okn4sQTBx9kxLpZann22Wdx9NFHY/78+THPB4PBActa/vjHPyISieDBBx+E2+3GQQcdhK1bt+LnP/+5HXzvuecenHDCCXYr8i233IKXXnoJv/jFL2JuEKUSr94cKl5ZczpDL9B3UZXIMCmEQGNjI8rKyuD3+xM6D+1ELHXu6upCSUkJent7x93inQipDL5CCNTU1GDHjh2YPn06Vq1aNeiFeKKCbzxut3vA1DPRLWj19fUIhUJ2C5r1YPlcYmVrC2Ay9nm46ZSsSger/3u8EtFky9b328Lgm5yRrSVJwrJly7Bs2TJcfvnleOCBB/Dss8/i1ltvxbvvvot33nkHDz/8MCorK7Fo0SL84Ac/wFe+8hUAwAsvvBCzrocffhhTp07FBx98gCOOOMJ+3u/3DxoMXnzxRZSWluLll19GUVERVq1ahVtuuQXXX389brrpJrjdbvzqV7/CvHnzcOeddwIAli5dijfffBN33XUXg+9ENoGmM2psbMRzzz2HRx55ZMDPfvKTn+CWW25BcXExzj77bFx99dX2jf/NmzfjiCOOiBk09Pjjj8ftt9+O1tZWFBQUYPPmzbjmmmti1nn88cfjmWeeSd4ODYPB14GcUNYcTyJbUXt6elBaWoqOjg4sXrwYM2bMSOg+SpKU1jmHR8IKlqZporKyEpWVlZg9ezbWrFnjiBbFVAVfa7RqTdOwevVquxR5OKnYNqu1Nzc3134uHA7boWHv3r2oqKiAoigDWoWzeZRaGr1U3WQabDol65zet28fdu3aNWAU3WROp5Ttpb7ZHvyB1IT/3t5eBINBrFu3DuvWrbOfb25uxrvvvotZs2YN+rvt7e0AYA+gaPnjH/+IP/zhD5g2bRo++9nP4gc/+IHd6rt582YsX748pnLp+OOPx+WXX46SkhIcfPDB2Lx5M4477riYdR5//PH45je/Od7dpQzU0dER8/8ej2fcf5cfeeQRBIPBASXR3/jGN7B69WoUFhbirbfewne/+13U19fj5z//OQCgoaEB8+bNi/kd61xvaGhAQUEBGhoaBlTuFRUVoaGhYVzbPB7pv7omm5PKmuNJRJ9P0zRRVVWFyspKzJgxAytWrEjKFDMTocVXkiRomoZ///vfkGUZhx12WEyJYrolO/iapoldu3ahqqpqVKNVJ7PFdyQ8Hg+mTp1qt8ibpmmPtmv1q4xEIggEAjFheDyj7Tr9XKbxS2f4cblcA0pEo6dTsubK9ng8MUE4UdMpZXvwY4tvX1lwssvtQ6FQ3MEyJ0+ePORgO6Zp4pvf/CbWr18f0y/x7LPPxpw5czBjxgx8/PHHuP7661FRUYG//vWvADDoRb/1s6GW6ejo4CjUE1mSWnxnz54d8/SNN96Im266aVyrfvDBB3HOOecM6FYX3VJrXatfeumluO222yb0nPIMvg4QXdZsXeA6LfQC42/x3b9/P0pLSyHLMg499NCYQSkSzel9fCORCKqrqxEOhzF37txRT9eUCskMvq2trSgpKYEkSaMO/E78XPTvV2mNttve3m6PtutyuWJCQzAYZKvwEJz2Piebk8LfYNMpWSPoJno6JfbxZfBNxTHo6emJ6YM7UldeeSW2bduGN998M+Z5qx8jACxfvhzTp0/Hsccei127dmHBggXj3l6i/nbv3h1TgTbeALpp0yZUVFTgySefHHbZww47DLquo7q6GosXL8a0adPQ2NgYs4z1/1b5/2DLDNY9IBUYfNOsf1mzEwOvZax9fK0RipuamrBw4UIUFxcn/QvOqcFXCIH6+nqUl5fD7/fD7XYPKBVximQEX2sgs7q6OixYsABz584d87ng5FZQr9cLr9dr38m3pt6wwvDu3buhadqAUtJ4A5k59e9BMjn5vU0mJ7/X8ebKjp5Oaffu3WOeTinbS50ZfJPTx7e/wVp8h3LVVVfh73//O/71r38NWQoN9AUDANi5cycWLFiAadOm4d13341ZZqTBIDc3l629E1mSWnz7d70arwceeABr1qzBypUrh11269atkGXZrnZbt24dvv/970PTNLta46WXXsLixYvtweLWrVuHV155JaZ0/6WXXorpapBqDL5pIoRAOBy2h/B3cuC1jDZMCiFQW1uLHTt2YPLkydi4cWPKRihO9xy08UT3a166dCm8Xi+2bt2a7s0aVKKP4b59+1BSUmJPDRE9MuZot2ui6T/1RnRoaG9vR01NDbq7u+F2u2P6Cady3mZKLye1+I7EaKZTssr+B5tOaaLte6Ix+Kauxbf/6M2DEULg61//Op5++mm8/vrrI7pBbX2fT58+HUDfRf+Pf/xjNDU12WHhpZdeQm5uLg488EB7mX/84x8x60l3MKAESPPgVl1dXdi5c6f9/1VVVdi6dSsKCwtRXFwMoK+/8J/+9Cd7YLVomzdvxjvvvIOjjz4awWAQmzdvxtVXX42vfOUr9mfo7LPPxs0334yLLroI119/PbZt24Z77rkHd911l72e//mf/8GRRx6JO++8EyeffDKeeOIJvP/++/jNb34zhoOQGAy+KRZd1lxRUQHDMHDggQdOiC/90QTf9vZ2lJSUQNd1rFy50h5RNFWc1OJrmiaqq6uxa9cuzJgxw55PsL293THbGE+igm8kErFb/BMxJ3G6+/gmQrzQoOu63Src0tKCqqoqmKYJv98P0zSxb98+5ObmTui+NaMxEf4mJtJEPp8tg02nFD0qevQUYVYQzvYW32wP/sDo5/Edi9G0+F555ZV47LHH8OyzzyIYDNp9cq1R/Hft2oXHHnsMJ510EiZNmoSPP/4YV199NY444gisWLECAPCZz3wGBx54IM4991z89Kc/RUNDA2644QZceeWV9t/xyy67DL/4xS9w3XXX4cILL8Srr76Kp556Cs8991xyDgJlhffffx9HH320/f9Wf93zzz8fDz/8MADgiSeegBACZ5111oDf93g8eOKJJ3DTTTchHA5j3rx5uPrqq2P6/ebl5eHFF1/ElVdeiTVr1mDy5Mn43//935guAIcffjgee+wx3HDDDfje976HhQsX4plnnknbHL4Ag29KxRutWdf1CfOFN5IwqWmaXco6b948zJ8/Py39GJ0SfNva2lBSUgIhBA455JCYu81OH4BrvMFXCIGGhgaUlZUhPz8/YXMSZ0LwjUdVVRQUFNjniBACvb29aGpqsgeE6+7uhtfrjZlKKZXTzqRKpr23I5Gp4SfeYHDxplPavn07mpub0zKdUrqxxTd1ozqPNPjef//9AICjjjoq5vmHHnoIF1xwAdxuN15++WXcfffd6O7uxuzZs/GlL30JN9xwg72soij4+9//jssvvxzr1q1DTk4Ozj///Jh5f+fNm4fnnnsOV199Ne655x7MmjULv/vd7ziV0URnSn2PRK5vFI466qhhv0e/9rWvxYTUaKtXr8bbb7897OusWLECmzZtGnKZ008/Haeffvqw60oVBt8UGGy0ZkVRHD/lTjQrqMW7QLP6rlZUVCAQCGD9+vVjLmVNhESMQD0euq5j+/btdl/WefPmDfhSd2I5drTxbF8oFEJJSQna29uxdOlSTJs2LSMv6pNJkiT4/X5MmTIF1dXV9sASHR0daG9vR3NzMyorK2Ga5oCplJIxUjolV6YG3/7iTaf09ttvo6ioCEKImOmUoluFM7nagcHXeX18h/vumz17Nt54441h1zNnzpwBpcz9HXXUUdiyZcuItouIxofBN4mssmZd1+0QFt2Xd6yDRaWL9cXc/wuqu7sbpaWl6OrqwpIlSxwRctLZmtrY2IjS0lLk5OQMeQPAKa3SgxlL8BVCYPfu3di+fTumTp2KDRs2JDyEZWqL70jEG2Cou7vbDsM7d+5ET08PfD7fgFbhdH8mR2uibW8iZOM+A33ncV5eXsx5HT2dklXtkKzplNIt20e1Bpw9qjPR6En/eSRyfZQIDL5JMpLRmp0efPrrH3wNw0BlZSWqqqowa9YsrFq1Kunz8I1UOo5tKBRCaWkpWltbsWTJEsyYMWPIC1krWDq1pWe0wberqwslJSUIhUJYtWqVPSdoMraL+kiShEAggEAgYE87o2maHRiamprsAS76two75bNKfbLxRo6l/9/A0UynFAwGY1qGxzNfdjpY3wHZHnyd1seXaDwks++RyPVRYjD4JthgZc3xTMRSZwD2QDvW1BWjnYc1FVJZ6iyEQE1NDXbs2IGioiJs3LhxRK2cTr84G2nwNU3T7oM6a9YsrFmzZtjpSxLByTcNEmm0++dyuTB58mT7xoMQAl1dXXarsNWn0u/3x7QK9x9pN52yMQRmw7k8mJEEv3jVDr29vXYYjjedkjVfdir+Ho1VdDVYNktVH1+2+BJlN+d+G0www5U1xzPRWnytfdm2bRtaW1sTMkJvsqSq1LmjowMlJSXQNA2rV6/GpEmTRvy7g5WOO8VIgm97ezu2bdsGIQQOPfRQe7qeZG8XkJ3haCwkSbL7VM6cORNA30jbVqtwQ0NDzEi70a3C6QwMTvy7kkzZHHzHMqqz1Qfe7/fHTKfU2dlp3+QZ6XRK6WRdA2R7i28qvgdHM7gV0bikeTojGhyDbwKMpKw5nonU4muaJmpra+3/37hxo6MHGkn2TQVd17Fz507U1tZi7ty5WLBgwai/tJ0e4IYKvoZhYMeOHaitrcX8+fMxf/78rL9wm0jcbjemTJliTzNmmmbM/Kv19fUIhUJ2YLDCsM/nc0xgyETZemwTFfr7z5cN9JW3Wq3Cg02nlM7Sf+tvbLb//Ux2i69VIZDOQTeJKP0YfMdhNGXN8UyUFl9rSh7ri2nRokWODr1Ackud9+3bh9LSUng8Hqxbty5mdNLRmKjBd//+/SgpKYHL5RrX/idj22hsooOAxZp/tb29HXv37kV5efmAMtLc3NyktNJk43ubzS2+ydx3r9cLr9cbM53SYKX/0WE4VdMpsdT5vxVz7ONLGYMtvo7F4DsGYylrjkeWZUe3+EYiEWzfvh319fWYP38+5s2bh9dff31ChPVklDqHw2GUlZWhubk5IWXe0aXOTtQ/XGqahoqKCtTX12PRokUoLi7O6ou1VEpHEIw3/2pnZ6cdhuvq6qBpGgKBQEwYnmiDCzlFNoZ9SyoHd4q+yTNr1iwAfd91VqtwqqdTssq8s/kzk6pyb/bxJSIG31GKLmu2vqzH+oXl1OmMhBDYu3cvKioqkJubi/Xr19tfFhOllTqR2ymEQF1dHSoqKjB58mRs2LABXq933OudSC2+DQ0NKCsrQzAYxIYNG9J+15wtvqkny7Jd8gz0nbfRrcLW4EIulyumn3AwGBxTq3C2BQG2+KZv391u94AB4aKnCUvmdEqcwzc1wdcqdU73dxdlCSH1PRK5PkoIBt8RilfWPN4/0k4MkdaUND09PTjwwANRVFQUc0HixG2OJ1Glztbx6O3txYoVK+zWr0SwjqtTj6ckSTAMA1u2bEFLSwuWLl2K6dOnO+LiPJuCrxOOdzySJNllpEVFRQD+O7hQe3s72traUFtbC03TEAwGB7QKDyVb3tv+nPpeJ5MTR2ePN01Y9HRKra2tA6ZTss7v0VY8cCqj/34HJnNwq3A4DNM02ceXUoPB17EYfIeRqLLmeJw0uJVhGNi5cydqampQXFw86JQ0EyX4jrfUOXqO4qGOx3g5NcAJIbB//3709vYiPz8fGzZscHy/bkq//oMLCSEQCoXsVuGamhp0d3fD7XYPaBXO9ot/p4W/VJkogzsNN51SbW0turq64HK5Ykqkh5tOaSwjWmcawzCSXu7d29sLAGzxJcpyDL5DSGRZczxWOEv3BU9TUxNKS0vh9XrxqU99KmaAm/4mWvAdy7G1Bm9KxRzFqZp2aTR6enqwbds2dHZ2wu12Y+XKlenepAFSOU8zjZ0kSfD5fPD5fPaUM7qu263CLS0tqKqqgmmadqtwXl5e2v8mpoPT/g6kirXfE+39Hst0StaNnujplFjqnLo5fAGwjy+lBge3ciwG3ziSUdYcj7VOwzDSMl9mb28vysrK7Dl5Z82aNezFh9MH5LKMZY7cSCSCiooKNDQ0YOHChSguLk76l7GTWnxN00RNTQ127tyJGTNmYN68eSgpKUn3ZlGGUVUVBQUFKCgoAPDfljOrVbiyshKmaWLr1q3Iz8+3w3CqRtlNl2wM+0BmjWo83HRK1tgZ0QNsZfvAVkBqgm8oFILL5Urr3ORElH78CxAlmWXN8ViBLNUtV6Zporq6Grt27cK0adOwceNGuN3uEf3uRGnxHc3AUdZgXuXl5XZZb6rKoZxyPDs6OrBt2zbouo41a9agsLAQra2tjgnl/TnphkEqZPK+RrecTZ8+HQDw2muvYd68eQiHw2hubrbDcPScwrm5uSP+uzURZGvwnagtviM13HRKra2tiEQiePvtt2NahTP9Rk+00dygHquenh7OQ06pwxZfx2Lw/Y9klzXHk47pbFpbW+1WPCvgjIZTgtpwRnpse3p6UFJSgq6uLhx00EEDBvNKtnQHOMMwsGvXLlRXV2Pu3LlYsGCBfQGS7m0bCi9eMpskSXYrLzBwlN2dO3faF7JWELaWn8jnxkTe9rHK9ODbX//plJqamlBVVYUFCxago6MDTU1N2LlzZ8qmU3ICwzBSUurM/r2UKkJIEAkckCqR68p2WR98o8uarXKbVN1ltUqoU1E6HF3Gu2DBAsydO3dM+5kpwdc0TVRVVaGyshIzZszAqlWr4HK5UrmJANIbLltbW7Ft2zYoihK3b7eTgy+Q2a2gFBuE4o2yq2ka2tvbY8ICgAGtwun4XI9Ftp7P2RZ8+zNNE6qqjmg6Ja/XGxOEM2VQuFT18U3ENIRENLFlbfCNV9acilbe/pIdJK05aLdv346CgoJxl/FOlOA71FRB0a3ehxxyiN3XMB3ScTx1Xcf27duxZ88eHHDAAZgzZ07ciw4nB99sukjOpn21jOS8c7lcA8JCV1eXHYYbGxvR29sLv98f0yocPbCQk2RrqbM1qnE27jsQP/QNNZ2SNShcdXV1QqZTcoJUBV+nfvYpA3E6I8fKyuCbjrLmwSRzSqPOzk6UlJQgFAph+fLlCZmDdqIEX2DgiMmapmH79u3Yu3cv5s+fj3nz5qX9bnmqw6U1grff78f69euHHOHSycGXqD9JkhAMBhEMBu3nIpGIPWhWQ0MDtm/fbpeaRrcKO2HAm2wNvtm635aRzuM71HRK7e3tY55OyQlS0ceXLb5EBGRZ8E1nWfNgkhEkdV3Hzp07UVtbizlz5mDBggUJ++KbaMHXNE0IIdDY2IiysjIEAoFhA18qpSpcRiIRlJWVYd++fViyZAlmzpw57MWmk4Nv9OBl2XzRnMkS8b663W5MmTIFU6ZMAfDfgYWsMFxfX49QKBQz3UxeXl7aBsHJxnN5pMEvU411Ht+RTKdUV1eHSCSCQCBg3+TpP52SE6Sqj69TvvcpC3BwK8fKiuDrlLLmeBLZxzc64Pn9fhx++OEIBAIJWbdlIgVfSZLQ29uL7du3o62tDUuXLsX06dMd8b5bUlHqXl9fj7KyMhQWFmLDhg0jvus9UYIv0UhFDyw0e/ZsAEA4HLaD8J49e1BeXg5VVe2gYP032S1S2XoTJ1v325LIMt+hplNqb28fMJ1SdBhOZ1949vGljMTyZEfK+ODrpLLmeBRFSUjw6enpQVlZGdra2rBkyRLMmDEjKfuZzNLsRLJudmzduhXTp08f1ZRNqZTMcNnb24uSkhJ0dnbioIMOslsFnLBtNHrZFBBSed55PB5MnTo1ZrqZzs5OOwzX1dVB07SYVrO8vLyE96XM1s/aWFs8M0WyQ99w0yk1NDTYraHpmk4plX18iSi7ZWzwdWJZczzjbfGLHp04FQFPlmVompa09SdCe3s7SkpKYJomFi9ejLlz56Z7kwYlSVLCW3yFEKitrcX27dsxffp0rFy5ckx3851cTpxNLb5OO/apkq79lmXZLnkG+s6x6Fbh3bt3o6ysDC6XK6afcDAYHFersBM/Z6mQrfttSfX+959OCejrCmMF4egR0oPBYEyrcLKmU0pFH99QKMTpjCh1zP88Erk+SoiMC75OLmuOZzwtqPv370dpaSlkWcahhx4aU96ULE4udY7u2zxv3jy7lcbJEt2q2tXVhW3btiEcDmP16tWYNGnSuLYNcOaFqdO2hzKXJEl2q1lRURGA//albG9vR1tbG2pqauwRdvu3Co+UEz9nqZCt+21JRWvncNxud1qnU0pFH9+enh62+BJRZgVfIQQ0TXNsWXM8YwmS4XAY5eXlaGpqwsKFC1FcXJyyL06nBl9rtGKfz2f3bW5sbHR8i2D/kafHyjRNVFZWorKyEsXFxVi4cOG476A7uVXVydtG4zMR3tP+fSmFEAiFQnarcE1NDbq6uuDxeAa0Cg/1t9rp31fJwMGt0h98+xvtdErRrcJj6QLAFl/KPNJ/HolcHyVCxgRfwzCgaZqjy5rjGc3gVkII7N69G9u3b8fkyZOxcePGlA/WkIzS3PEIhUIoLy9Hc3MzFi9ejFmzZtlfuk4N6dEScTzb2tqwbds2SJKEww47zC7RTMS2Ac4MItY27dmzB5MmTUppf7R0ybaWsYm0r5Ikwefzwefz2X3pdV23W4VbWlpQVVUF0zTtoGCFBat81Imfs1RgH18zrQNLjdRop1OKDsPDhdpUHIOenh4UFBQk9TWIyPkyJviWlJQAABYtWjShvkRHOrhVe3s7SktLoWkaVq5caU/PkWqJGoxrvOLdBOjf/2giDM40nm3UdR07duxAXV1dUuYldmLwtfovd3d3AwBaWlpQU1MDADHT0eTl5Tl+7krKbKqqoqCgwL7YFkKgp6cnbvloXl4eQqEQQqGQI1sAkynbbuj0N1FbvIeaTqm9vR0dHR3YvXs3NE1DTk7OkNMpscWXMo4p9T0SuT5KiIy5MpRlGbquT7gv0OFaJTVNs8PNvHnzMH/+/KR/QQzFCa2onZ2dKCkpQTgcHvImgBO2dThjLXVubm5GSUkJvF4v1q1bl5S+zE4Lvt3d3di2bRtCoRD8fj96enpw0EEHwe12o7u72+5v2dDQgFAohJycHOTn59tBONGj8FJyOOV8SzRJkpCTk4OcnBxMnz4dQN/NKyskNDc3o6amBjU1NTE3cXJzcx05In2iTNTglyiZ1OIdrwtAOBwedjolTdNSMqozgy8RZUzwVRQF4XA43ZsxaoOVOgsh0NDQgPLycgQCAaxfvx45OTlp2MJY6QyThmFg165dqK6uxpw5c7BgwYIhW/UmQvAdbYtvJBJBeXk5GhsbsXjxYsyePTtpF01OCb5CCFRXV2Pnzp2YOXMm1qxZg/fee8/+eXR/tJkzZwKInZu1rq5uwCi8eXl5CRuYJdky5aJ4tLJhv1VVxaRJkzBp0iQ0NzejuLgYOTk5dlD4/+z9eZwcd33njz8/n6rq7rlH9+gaWbdkW7dteSTZmJhFdgwbFkKWI8TEBBYvp1mDFzDEQIiJAxgTSLx8ISS7sZeFXxInQBIQxuBDssEXmkszmtHonhkdc09fVfX5/P5oVdE9Gklz9FEz3c+kH2ZmWtWfqq7j8/q83+/Xu6Ojg2g0SllZWca5W1FRMWuOz2wSflNhNkf4043hxrZT8hZ8uru7icfjjIyMMDw8nLN2SqWIb4kSJWCWCd+gi5zxGM/VeXR0lJaWFkZGRli/fj2LFy8OzMSgUGLy/PnzNDc3Y1kWN954I9XV1Vf8N0GrRx6PiR5PbyGktbWVmpoa9uzZk/OHeBCEr+dSnUwm2bFjh19fdqWxje3N6rquLyb6+/s5evQoSqmL0qNnQq1didmLlPIiUyHbtn2RkN5qZmxUeKaeu8We6jybhe94pLdT8njxxRf9WuBLtVOqqamZVuZDydW5RD7RKvXK5vZKZIdZJXyn2haokKT3xXVdlyNHjtDV1cWyZcvYunVr4CYz+Ra+6RHOdevWUV9fP+FJUrYck3PJRCK+8XiclpYWBgYG2LhxI3V1dXmZKBZS+CqlOHr0KJ2dnSxfvnzaLtWGYYxbb+lFhb3IWnl5uS8mamtrKSsrK+pJeSEI+jWbKy6135ZlZbSaUUr5qf1DQ0P09vYSi8Uyzt2ampqL6iiDSkn4FpfwvRS1tbX+QqXXTsk7x8fWw3tCuLKycsLHrhTxLVGiBMwi4Wua5owUvp5gP3v2LK2trZimmVVn3myTL+Grteb06dMcOnSIOXPmTMnBeqanOqcbeC1cuJA9e/bktdavUMJ3eHiYpqYmHMfhuuuuG9eJc7pjS6+39CJryWTSF8Ld3d20t7djGMZF6dGFrLEvMXuZqACUUlJVVUVVVZX/u/Rzt6enh/b29ow6Sk8sBNHwrdhrfItd+MPFfXzHK1+xbXtcl/TKysoMMRwOh8c9nt7iUIkS+aHUziioBO8pOEVmasTXdV36+vo4e/Ys69aty2nNZjbIh5gcHR2lubmZ0dFRrr32WhYtWjSl7czkVGfPyCkWixXUxTufzthKKbq6uujs7GTFihWsWbPmkiIzF6I8FAqxYMEC/1grpfyJ1sDAAMePH/f7VqabZuVrMaLYIqFBvg/mgukIoPHOXa+O0lvIicfjVFZWZojhIGQ0FLvwK0V8J3YMLMsat52SFxVOb6dUU1ODlJITJ06wa9cuqqurJ2xu9cADD/C5z30u43fr16/n0KFDQCpy/D/+x//ge9/7HolEgr179/LXf/3XGfOU48ePc/fdd/PUU09RWVnJnXfeyYMPPpix8PSLX/yCj33sYzQ3N7N8+XLuv/9+3v3ud0/0kJUIOiVX58BSEr4FQinF8ePH6erqwrKscdvxBJFcCl9P+Bw5coSlS5eyffv2aUUoZmKqc3qK77Jly9ixY0dBozT5Er5DQ0M0NjaitZ5QxkM+JspSSl8g1NfXZ0y00tvRzGbjoUIQ9Gs2l2TrvEmvo1y+fDmQafh26tQpDh06hGmaGdGyifRczTYlc6uS8J1KO6P0dkqeS3p6O6UXXniBT3ziEwwMDLBq1SpOnz7Nc889x7p161izZs1lz7lrrrmGn/3sZ/7P6c/ge+65hx//+Mf84Ac/oKamhg9+8IO8+c1v5rnnnvPHcMcdd1BXV8f+/fvp7u7mj/7oj7Asiz//8z8HoKurizvuuIP3v//9PPbYYzz55JP8yZ/8CYsXL2bv3r2TOg4lSpSYHLNK+AY9uucxMDBAc3MzruuyYsUKBgcHZ4TohdwJ3/7+fpqbmxFCcP311/vtEKbDTEl19sY4ODhIc3MzSqlLpvjmm1wLX6UUnZ2ddHV1sXLlSlavXj3hSWC++zSPN9HyjIcGBwfp7e3l8OHDGYI5G2KimEVBMZHrc3ms4Vt6RoPnfm7b9kWpo7luA1bsEd9iT/WG7In/9HZKK1as4Pd///fp6urimWee4ROf+AQ/+tGP+OpXv0pFRQU33nij/7rhhhsyFltN0/R7E6czODjId77zHR5//HF+53d+B4Dvfve7bNy4keeff54bb7yRn/70p7S0tPCzn/2MRYsWsXXrVr7whS9w33338cADDxAKhXj00UdZuXIlX/nKVwDYuHEjzz77LA8//HBJ+M4W9IVXNrdXIivMKuEb9Iivbdu0t7dz+vRpVq1axcqVK+nt7aWvr6/QQ5sw2RaTtm3T1tZGd3c3q1ev5qqrrsraJGAmpDoLIXBdl7a2No4dOzZp8ZdrcikuBwcHaWxsRAgxYafu9HHlmuGePtr+eT86pkBCMhonVB5m3pqlXHX7dqQhxzUeSk8xHSsmvBTpmbLQVUiKTQzlWwCmL9B4n58eFT5x4sRFbcCqq6uzXude7MKv2CPecHGNb7aQUrJ69WpWrVrFJz/5SR577DHWr1/Pb37zGw4cOMDzzz/Pd7/7XUZHR+np6fG/h8OHD7NkyRIikQgNDQ08+OCD1NfX89JLL2HbNq973ev8z9iwYQP19fUcOHCAG2+8kQMHDrBp06aM1Oe9e/dy991309zczLZt2zhw4EDGNrz3fPSjH836MShRokQmJeGbBzyjpra2Nqqrq9m9e7dvsjCTItXwW+E73UlaenuescckW8yEVOdEIsGZM2eoqKigoaEhw7AmCORC+Kb3Y161ahWrVq2a9KQnl8ZbB7/9H/zmXw9gKFBKo22NsjTloTDxWJK4foGyR3/IG7/5AWpWLMz4t2NTTLXWxONxX0wcPXqUkZER353Ue1VWVhb95LfYKXTkM73nqjdpT08dHRgY4NixY36de7oYnqzxYDrFLvyKPdVZa53zY+CVqZSVlREKhbj++uu5/vrr+fCHPwykSm28c3Dnzp383d/9HevXr6e7u5vPfe5z3HTTTTQ1NdHT00MoFLooI23RokX09PQA0NPTc5Eviffzld4zNDQ04VrkEgFHi9Qrm9srkRVKwjfHjIyM0NzcTDQa5eqrr2bRokUZD/mZkI6bjvdwms4kLRqN0trayuDgIBs2bMhZn+L0VlFBIz3SXVVVxY033hjIyV+2he/AwACNjY0YhpEVoZ/ta+fk8600/uh5LCFwcDAsE0IajYszmsQol1QoEzee4P/30W/yrn/4n4QqLj1JEUJQVlZGWVmZnzrnOA5DQ0MMDAxw9uxZOjs7gVRfVi8iHFQH3nwQ9MWqXFFo4Tse6amj8FsB4fXE9hZywuHwRVHhiQqZIO53PikJ39T1nsva8kQigVKKioqKcf+enm10++23+/978+bN7Ny5kxUrVvD973+/JEhLlJgFzJqZlSd8g/IQdV2Xjo4Ojh07xvLlyy9pUhRUwX4pvAf0VB7WSimOHTtGR0cHixcvznl7nqCmOvf29tLS0kJlZSUrVqwgkUgE4pwdj2wJX9d1OXz4MCdOnMhKSrsQIifH7JcP/z/CCdARiRIWtTrCkE4AJoahGEomqApHUEpg94/wv279OO//+VewyieeumyaZoY7aXpf1rEOvF402HtfMbVSCuo1kUuCvs/pde7pCznjtZkZGxW+VHp/sac6F/v+e8/oXB6DWCwGMCXhWltby7p16+jo6OA//af/RDKZZGBgICPq29vb618PdXV1/OpXv8rYRm9vr/8377/e79LfU11dXRLXs4VSjW9gmVXCF4IxOTxz5gwtLS1EIpEr1i7O1IjvZMfsGTe5rsuOHTv8SX8uCVqqcyKRoKWlhb6+PjZs2MCSJUs4evQo8Xi80EO7JNkQvv39/TQ2NmJZFg0NDb6Qm+64ILvRwWj/MNGeAaqq5iNCFmbSIW4nkIbClCZKQlk4jKs0ZsQgrCL0nuzln+58iDc8+mEq5k2t93Z6X9Zly5YBZKRHnzp1CoAXXngho41SZWVlUU+YZxtBuldNBtM0mTNnjm/Gp7UmGo36UWHP/Xxsen9FRYV/jw664M8lxZ7q7S3850P4TqWcamRkhM7OTt71rnexY8cOLMviySef5C1veQsAbW1tHD9+nIaGBgAaGhr44he/yJkzZ3wjuX379lFdXc3VV1/tv+ff/u3fMj5n3759/jZKzAZKfXyDyqwTvq7rFkz4xmIxWltb6e/vZ926dSxbtuyKDzQp5YyN+E4Ex3H8SN9U6zmnSlAWFbTWnDp1ira2NubNm8eePXv86Ee+nYkny3TG5333J0+eZM2aNVx11VWBnuANtJ3E0IKYSlJmS6ywiQgbiKSNiUHcVIQAV2pcCVq6VFaWERuK8uSnv8Mb/+aerO1feq2lbds888wzbNiwgeHh4Yyo2tj0aMuysvL5hSTI10MumS0CUAhBRUUFFRUVvvu54zh+v9Vz587R2dmJ1prq6mpc1yUcDpNMJvPWEztIFHuqs/eMzuW5H4/HsSxrQuUj9957L2984xtZsWIFp0+f5k//9E8xDIO3v/3t1NTU8J73vIePfexjzJ07l+rqaj70oQ/R0NDAjTfeCMDrX/96rr76at71rnfx0EMP0dPTw/33388HPvAB/7n//ve/n2984xt84hOf4K677uLnP/853//+9/nxj3+cs2NQokSJFLNO+BZC6KSn8NbV1XHTTTdN+AE+08ytvBTTiYh1L/JdVlbGrl27shLpmwxBSHWORqM0NzczMjLCpk2b/BVgj6CI80sxVeF7/vx5mpqaiEQi7Nq165K1VdMZV7YXDRJnh9BoQhUWjtaUJxU6JP1a8SRJEkMOpmkSiljgSBJ2HAdNd+tJjvzoV6x+486sjcfDmxDW1tb67tFa64z06N7eXmKxGBUVFRlRtbKyslkhpoqB2SJ8x8M0TebNm8e8efOAzPP3+PHjxGIxnn322aLriZ2PNN+g42Xp5fJ7jkajE27LdfLkSd7+9rdz/vx5FixYwJ49e3j++edZsGABAA8//DBSSt7ylreQSCTYu3cvf/3Xf+3/e8Mw+NGPfsTdd99NQ0MDFRUV3HnnnXz+85/337Ny5Up+/OMfc8899/DII4+wbNkyvv3tb5daGc0mlEi9srm9Ellh1ghfIURBoqde/1lgSim8XqrXTFr1vZJYi8fjtLa20tfXx/r161m6dGlBJi+FTHXWWnPs2DG/LcLWrVvHjcbNtoiv4zi0tbVx+vRp1q5dy4oVK3Ly3eci1fn88V6sUAgBSKlxHAWuIukkCYdDnO7qobK6ivKyEI5jI1CUl1XixmO0tx5hw6+acyJ8x0MIQWVlJZWVlSxduhQgoxXNqVOnOHToUEYrmpqamkmZDhWa2Sx4LkWx7HP6+Ts0NEQ4HGb58uX++XvmzBk6OjoA/H7CsymrwcO7f82UazIX5GPuE4vFJpzm/L3vfe+yf49EInzzm9/km9/85iXfs2LFiotSmcdyyy238Morr0xoTCVKlMges0b4Qn6NopLJJG1tbfT09EzLrCc9Uj1THn6XEr5aa44fP87hw4f9ldJC9istVDR1eHiYpqYmbNu+4mLIbBK+586do6mpifLy8py0p8o1I2f6wJQ42iZihCCkCSuDJJrTJ3roOXWW7XVLSMRsZCiEUAqSCrfcoLy8kl98fx/d7SfBMaiojmArhbA15XOr2fOp/0rFkjk5HX84HGbhwoV+VsF4rWhc1/VNh2pra6muri7K9NIgEuT7QC7xzJ3G64l9qayGdDFcXl4+YxcM8pHmG3Ry1cM3nVgsNq2WWyVKTJaSt1VwKQnfSaK15uTJk7S3tzNnzhz27NkzLRe+qZpFFZLxBKUn9pLJJFu3bvUnL4Uk38JXKUVnZyddXV2sWLGCNWvWXLHefDakOqe3Zlq/fj3Lly/P+UQuF6nO0bNniYRNItJEIkgqhwiSWNLmdO85rLIyhCGIVIdRWqNtCWUSN5YgVG6gbIU7YmNom6FYHAWUGSbdvQP8/Tv+jOvfdDPXf/T3sjbeKzFeK5poNOoLiY6ODqLRKOXl5RlR4UILiWIWgMUogC5l7jSe6VsymfTP356eHtrb25FS+tHgmdYKrJTqnN+IbzFeXyUKRCnVObDMjKfDBMl1vezw8DDNzc3E4/Fx6zWngnfDn2kGV95xTm/bNFGxly/yWePb399PU1MThmFc0ck7nZke8T179ixNTU1UVlZOexFosuPKNqOjcayQgRQCDbhoXKU4cvwYESuMckcxXIFyNAiNcBQmEm2BNCROUiFMA2IuOqwJhSzUqIMsNyh3IrzyxDNc867XUj5vYufGWKZ7nqSbDi1ZsgRICQmvp3B3dzft7e0YhnFRenQhrulim6QWq/CdzH6HQiEWLFjg11sqpRgZGblkKzBPDAe11r0U8c1PJ45SxLdEiRIes0745kJAOo5DR0cHx48fZ8WKFaxevTprK8pebXKQo35j8RYYzp07R3NzM6FQiIaGBqqqqgo9tAzyUePrOA7t7e2cOnVqSinvM1X42rZNa2srZ86cYf369RNyMM/2uCC70UEDTcKNExaVCKkwhcQRLrFEglBC45gGaAdtCoQ0MDCIVEYYGBjGLIsQG+4jFo1TXVYOWpMYTmIJC4FAGjaV4TBPP/z/47Y/uytrY54uoVDoovRSLz16cHCQEydOYNt2Rk/W2traUnp0lvHO42IUQNPpYyulpLq6murqapYvXw6MX+tumuZFUeEgLNB6+16M37tH0Gp8S5TIClqkXtncXomsUBK+l0FrTW9vL4cOHaKsrCxn4m6mCV+AI0eOMDw8zLp16/KS2joVcn1cz549S3NzM+Xl5VN2Lg76dz+e8O3t7aWlpYXq6mr27NlT0JX0bApf17UJl5UhXU3SSYJhIAQkR5PE3SQ1kUpEXEGFxEATVxptScKmIGFCwoFIhUlSOSAF5RVhHNfBEBCNJjkzMIzbNPlx5fPa8tJGa2pSPYm11sRiMV9IdHV1MTo6mlP33SAvBOWaIN5Hc022I91ja93HLuacPHkS27YvigpP1PU3mxR7D18o1fiWKFEiv8yqwpJsCt9oNMrLL79Mc3Mza9eu5YYbbshZRDOfplzTwatvHh0dRSnFnj17qK+vD+yDO1epzslkkt/85jf85je/YfXq1Vx//fVTbtczkyK+3n43Njaybt06tm/fXrDJRC7OOe1o0C6GEAjTwjINXEfhCjgXG8Q0DKyKEAiN42hCEYMIFkMjo5SVV4BjE485oCUWgmTCQQoTnYQyK4RKJHnpwG8403Qs62PPFUIIysvLWbx4MRs2bGDnzp3cdNNNrFu3jkgkQm9vLy+++CLPPPMMr776Kl1dXfT392flfhbU+0ouCPI9INfkWvx5izn19fVs2rSJ3bt309DQQH19PQAnTpzg+eef57nnnqOxsZHjx48zMDCQl2fyTDK1zBWliG+J2YjOwWsyPP3007zxjW9kyZIlCCF44oknMv7+7ne/2/dK8V633XZbxnv6+vp45zvfSXV1NbW1tbznPe9hZGQk4z0HDx7kpptuIhKJsHz5ch566KGLxvKDH/yADRs2EIlE2LRp0xUdz3PNrIr4mqY57YeVUoquri6OHDnC4sWLJ9WTd6oEPeoHMDIyQnNzs/8Aqa+vD/wKarZTnbXWdHd309ra6hubTfcYBKHX8OXwhG9PTw8tLS3U1tYWPMrrjSvriwauwsFAC4UFSCkYtW1GhvtRwLy5c0lohaMFIQPsuIuULlbIIGyauDgIU4BwQUqEBEe5mJZAK0FkTjXG2bP83/d+mWtv2cGtD747e2PPI5ZlZfRkHVtnefr0aZLJpB9R816FPmeCTLGnOue7TCISiRCJRFi0aBEwvgO64zgZKf7V1dVZP4enk+Y9W8hHjW88Hs+b/0SJEkBKqWZzajfJqc7o6Chbtmzhrrvu4s1vfvO477ntttv47ne/6/88tgvLO9/5Trq7u9m3bx+2bfPHf/zHvO997+Pxxx8HYGhoiNe//vW87nWv49FHH6WxsZG77rqL2tpa3ve+9wGwf/9+3v72t/Pggw/yhje8gccff5w3velNvPzyy1x77bWT26ksMauE73TNrc6fP09LSwtSSq677jrmzMlt+xGPIEd8lVIcOXKEI0eOsHz5cnbs2MGrr74aaLHmkc0FhVgsRktLC4ODg1xzzTUsWrQoK5O1oEd8vRZVsViMjRs3snjx4lk7OXeVQ2XIQguBECAQOK7LAEnKsJgzr4ZqK0wShWGA0tDdN8xA3xDzly4HUzEyGiVSW8PoaJxwKIySgKNwDaiuCKMQVNaW0/r0QcQD/8DvPPCHhd7taTO2zlJrTSKRYGBggMHBQY4dO8bIyAjhcJja2lpfSFRWVo57LgX5esgVJeFb2P0ezwE9FosxNDTE4OAgR48e9c/h9MWcysrKaQnXUqpzflKdPff6EiWKhdtvv53bb7/9su8Jh8PU1dWN+7fW1lb+4z/+g1//+tdcd911APzVX/0Vv/u7v8uXv/xllixZwmOPPUYymeRv//ZvCYVCXHPNNbz66qt89atf9YXvI488wm233cbHP/5xAL7whS+wb98+vvGNb/Doo49mcY8nzqwTvlMRkIlEgkOHDnHmzBnWrl1LfX19Xldhgxrx7evro7m5GSklO3fu9Ov+gjresWQjmuoJv/b2durq6tizZ09WMwDyYcA1Fbzo9sDAgO/YXMiezGPJtrmV67porVGuxjVBXjh34tEkcZIsK6/FMgzihk2lG8ZJuozKJIsWzeN0Tzcdra2gLaRwUEBlRRk64RB3XIxICDPpMJpMYiiFm3SZX1nJ8WeasGMJrLKJHdcgnifj4UXU6urq/Ieq4zi+iDh37hydnZ0AGf1Ya2pqfNPAYhUDxbjfQYx6ein+5eXlF53DQ0ND9PX10dXVhVLqoqjwZO6TpVTn/ByDUsS3RP4RF17Z3F4qyppOOBye8tzsF7/4BQsXLmTOnDn8zu/8Dn/2Z3/mZ3IdOHCA2tpaX/QCvO51r0NKyQsvvMB/+S//hQMHDnDzzTdnzIn37t3LX/zFX9Df38+cOXM4cOAAH/vYxzI+d+/evRelXueToha+WmtOnDhBe3s78+bN8/PU842UMlAR32QySXt7O93d3axZs4YVK1ZkPJhmivCdrqgcGRmhqamJRCLBtm3bctKbOIgR33g8TktLCwMDA1RVVbF06dJAiV7IvvBNDI5iIHCUTURLhDBRjkOqqZHAcSUhBAntYps2SgqqQiFkEq7fei3PPf8K54fPsdqup8IK4cQdpGUSESYuLmHTYEFZNV0VZQjlECkLMzwwwkvf+CE3fvz3s7IPQcY0TebOncvcuXOB1PeWnh7d09Pjt6GpqKjwI26FMBwqBEG7B+STmRL1HO8c9vpiDw0NceTIEUZHR4lEIhcZv11K2JWEb36OQTQazVsGX4kSucRzr/f40z/9Ux544IFJb+e2227jzW9+MytXrqSzs5NPfepT3H777Rw4cADDMOjp6bmoZat3D+zp6QGgp6eHlStXZrzHKx/p6elhzpw59PT0+L9Lf4+3jUIw64RvMpmc0HsHBwdpaWkhmUyyZcsWvy9gIch1/+GJ4kX5Dh06RE1NDbt37x43PWgmCd+pjNOr8+7s7KS+vp41a9ZkrX3VWIJU46u15vTp0xw6dIj58+ezZ88empqaAjspz+Zk2ekfJqkcys0w2lZow8U1NK6ycUliGZpw2EJrAY4mJA0cqXEcB9uCLZvW0/3MOc6e6eaqJcsIV5ggBLadRMoI2A5JHAzHxgqVoXCxwnCmuTNr+zCTEEJQVVVFVVUVy5YtA37bhubcuXMAPP/881iW5bdQykZqaVAppTrPvP0ery+24zj+Yo6X2aC1zshsqK6u9iMkJeFbqvEtMUtRIvXK5vZImfFVV1f7v55qUOJtb3ub/783bdrE5s2bWb16Nb/4xS+49dZbpzfWgDPrhO+VIqe2bXP48GFOnjzJypUrWbVqVcH7+QVBSEajUVpaWhgaGmLjxo3U1dVdcjIShPFOhKmIysHBQRobGwG44YYb/JqvXBGUVOd4PE5zczNDQ0Nce+21/gpdECPS8NtxZWtsI2fO49gJDDeCMExcNBYCYQgkEiti4AoFhgQDdBJwgTCEXJNEWDK/ei4Dg0O4SQcjbKBdF2kaGAJG4jFMwohwCJS+MGmuZng4NqF9LQa8NjSVlZX09vZy8803++nR6amlY9OjLcsq9NCnTbEL39ki/kzTzDB+01ozOjrqi+GOjg6i0ajfDiz9PlaM3z2kykxytbDsEYvFSsK3xKzA89PINqtWrWL+/Pl0dHRw6623UldXx5kzZzLe4zgOfX19fvlHXV0dvb29Ge/xfr7Sey5VW5wPZp3wvZTQ8ZxpDx06RGVlJbt27aKysjLPIxyfQppbKaU4evQonZ2dLF68mC1btlxxIjlThK83mZrIpMJxHDo6Ojh+/DirV69m5cqVeZmMFVpYaq05deoUhw4dYuHChezZsyfj+y/0+C6F5+qcLQaPnUK7EImEcZIOKulghEIox0ED5RWVIMHQGolAa4WhBa4WmKZA2ZpVK+p4pvFllOFiORIlXJKuwtIWkVCYuNCEQiAdB41CC41y7Kztw2xCCIFhGMyZM8dPUfRSSz3TrMOHDxOLxaioqMgQwmVlZTNWRMzUcU+HmZLqPBWEEFRWVlJZWcnSpUuB1OK7J4TPnj1LNBrl6aefvigqPBsWdCZCqca3RInCc/LkSc6fP8/ixYsBaGhoYGBggJdeeokdO3YA8POf/xylFDt37vTf8+lPfxrbtv371b59+1i/fr3/3G5oaODJJ5/kox/9qP9Z+/bto6GhIY97l8msE77jCcjR0VFaWloYHh5mw4YNgXOmLZSQHBgYoLm5Ga31pFysZ5rwvVIq1fnz52lqaiIcDud9QaSQxzIWi9HU1MTIyMgl0/2DLHyzGfHtfrWNSJmJYUgSlsDSkFQ2w7E4JhKpJRowFCipEREDnbBRUqO0ptwwMObOwULgOi7aNLAwiZFESpAalLZBaoQUENI4SReRDP51lG8u9Z2mp5Z6IiKZTPoiwlvAMU0zIz26qqoq8BHFIF5j+aLYop2WZTF//nzmz59POBzm3LlzrF692j+Pe3t7/QWddDFcXl4+K49Tvmp8S67OJfKJ1iJVGpXF7U2GkZEROjo6/J+7urp49dVXfZ+Cz33uc7zlLW+hrq6Ozs5OPvGJT7BmzRr27t0LwMaNG7ntttt473vfy6OPPopt23zwgx/kbW97m1/a8Y53vIPPfe5zvOc97+G+++6jqamJRx55hIcfftj/3I985CO85jWv4Stf+Qp33HEH3/ve93jxxRf51re+lYWjMjVmtfB1XZcjR47Q1dXFsmXL2Lp1ayBXUfNtbuU4Du3t7Zw8eXJK0U0pJbYd/EjVlYSvbdscOnSInp4e1q1bR319fd4nFoVIdfNM3dra2li8ePFlr4ugCl/I7tj6T/dimSZKKwzlYFlhlFIkEkkkglBE4CadlFgtlxgItNIktY00xIWXZM7cWoYSI1hGLTIiEbaL4xjIkEQ4EqVT6feGKzBQxB0nK+MvVkKhEAsWLPAXbcbrx+q6bobzbk1NTc57s0+WYk91Lsb9ht8+m8bWu6cv6HR3d9Pe3o6U0o8Ge//NdYpwPihFfEuUyD4vvvgir33ta/2fPWflO++8k7/5m7/h4MGD/P3f/z0DAwMsWbKE17/+9XzhC1/IqBl+7LHH+OAHP8itt96KlJK3vOUtfP3rX/f/XlNTw09/+lM+8IEPsGPHDubPn89nP/tZv5URwK5du3j88ce5//77+dSnPsXatWt54oknCtbDF2ax8D137hwtLS2YppnRiieI5NPcqre3l5aWFioqKti9ezcVFRWT3sZMifhezvm3p6eHlpYWampq2LNnT8Eeivme8EWjUZqamohGoxNyqg6q8M32cROAZUhcpTCFREhASwYHB7AQWFKhdJJwJETctjEsiSEVplRIF4SQxKSLFIq54XJGE6NYVhVSCbQEKSQWArSDkiCkxtQWjt0/4Yl/EL+HXDHV7/dS/Vi99OjOzk4/+lNdXe1HhQsdTStm8Tebanwny6VE39gFHaVUhgv66dOnSSQSVFZWZojhmZjm77puzn1WYrFYKeJbIr/kyNxqotxyyy2XnTP85Cc/ueI25s6dy+OPP37Z92zevJlnnnnmsu9561vfylvf+tYrfl6+mHXC13EcXn31Vc6dO+f35A36gyAfEV+vRU1/fz8bNmxgyZIlUz4uM0X4pkd8PeLxOK2trfT19bFx48aCp71PNB17umitOXbsGIcPH2bJkiVs3759QtGCoAvfbI1N20mktEgkE4QtE4RCCYWrFQaa2jm1RAQYUmFJSUS4uIYiloyBJSnDxDAlFgbJpE24KkLctTEMIzWxdxVCglI2wgRDmiTdGEltB/7+NJNJ78fqpWel11j29PRkRNPSayzzaXpY7MK3tO+XR0rpm9p47Uw8F/Tx0vzTo8KFNu+8EvmI+JbMrUqUKOEx64RvNBqlqqqKm266KXC9Ry/FZNowTZZ0wbNo0SJuuummaaf5zRTh600olFJorTl58iRtbW0sWLAgK8chG2RbwI3H6OgoTU1NxONxtm/f7juOToSgCt9so5RDUmgqI2EipokDKA0jiQQWJjJkgNSpc8nSuK6BtCRhYRHSCtdJQkgiBMR1kmpZjqlAS5Fyf1YaF4VyXVzXIYGLRmOFrlx6UWyiINfnW3qNJfw2muZFhU+ePIlt2xelR+f6eVJs37PHbDa3uhLTEX2eC7rXa1Mp5af5p5/HY6PCQeuNnWvh62V9lCK+JfKLuPDK5vZKZINZJXxN08SyLLZs2VLooUyKXAnJoaEhmpubsW17QmmtE2WmCF9IjTU9vbfQPZvHki7Os43WmqNHj9LR0cGyZcvYsWPHpGvCgip8sx7xTdpEKn67EGIACeEQT8apioQJywjSNFGAkCmjK4REIbBCIRziaFuhLIirOBGRxDRNkq6LpcAoK0ONJJCGpsyUlJkQxwCCd2yDQD4n5unRNEidU/F43BcQXV1djI6OEolEMkyzKioqsjbOIF5j+aKYI77ZFH3pWQvw2/PYawl24sQJWltb/d7YnhiuqqoqaFQ4XzW+JeFbIp9onXplc3slssOsEr75rJXNJtlOdXYch87OTo4dO8ZVV13F6tWrs/pgmynC1xvjyy+/zLJlyyac3ptP0lsuZZORkREaGxuxbXtSjt1jKRbh6ygHJRSGKXBlKh1WuwpXCMKRMKGwRCkQpkC5LtowQYiUXTMKYZogbMotC+U4hCWUu4JRbVNlRjAdFyNkopEooVBolHIwA56GWIwIISgrK6OsrMzvNeg4ji+Ez5w547tljk2Pnur9pVjFn2fsV6w1vrnc9/Tz2OvLPp75m+M4GdkN1dXVRCKRnIxpPPJV41tKdS5RogTMQuFbqH640yGbgv3s2bO0tLQQDodpaGigqqoqK9tNZyYI36GhIZqamlBKcc011/h1UUEj2wIuvS/z8uXLWbt27bQmFUKIwH/X2cAyBEo5oMM4roPjukQHY4RME62hrCyMVhppGGjhIgDDEOik9lM1JZpyyyRuxxBaoLTGQSG0wNUuUkikUAgNWmikFEhZEr5jCeJCi2mazJs3zy8TUEoxOjrqp0efPn2aZDLpp5V6r4kKiGIWvlDcad75jLZeyvzNiwofPXqUkZERwuFwxnlcWVmZM4FeSnUuMSvRZDehK3iPxRnLrBO+Xj3nTHqQZiPim0gkaG1t5dy5c6xbt47ly5fn7BgEWfi6rktnZydHjx5l5cqVxOPxnIj/bJHNVOfh4WEaGxtxXZfrr7/en9xMh6BGfF3XxXEcuru7AaitraWiomLKEyjXEERCEqRDuVXGqGtz6vwZyg0Ty5CICwLVEAKRsnxGCI0hjVRKkwChIBQuI+7aaFzQIAEpU7U+Ghdk6pYrkTga9CSGG8TvoViRUvotaLxFtfT06OPHjzMyMkIoFPLFw5XO0Zn0zMoWJeGb+zTfy5Fu/pae3TA0NMTQ0BB9fX10dXWhlLooKpytmvdcH4NEIoFSqiR8S5QoAcxC4Qv5X0WdLtOJ+KabNs2fP589e/bkPE0p332HJ0pfXx9NTU1YluVHu0+fPh1Yke4xXXGplOLIkSMcOXKEFStWsGbNmqyd/0EUvr29vXR1daG1JhQK0dfXx5EjRwAyWtTU1NRM+DhIIRFGqmYXIRCWYHQ0TiQkcFC+aDVNiY47aCMVCRa+uhWY0qDCshiJDxKWFjYuSjsorRCkrhvDtHD0haVgKVDmlSf8xSgKZuI+RyIRIpGIn1bqCYjBwUHOnz+fcY6mR9NM0wzcNZYvSsK3sMJ3PEzTZO7cucydOxdIfUfRaJTBwUGGhoY4cuRIRs2795rqwmOuj0EsFgMoCd8SeUVrgdbZu69lc1vFzqwUvvmoGckmU42gjoyM0NzcTCwWY/Pmzb67Y64JWsTXcRza2to4ffo0a9euZcWKFf5Eaiak6koppzzxHRoaorGxEa11TvpVB0n42rZNa2srZ8+eZdGiRZw9e5Y5c+awYsUKtNaXTD31hHBtbe0lnbw1Dq7ShEywHRdDGozGholURHCVxkRwIXCLQCMVaKlxNQgJWqhUOyPTQtkXHNoNsKSFjaIsEiIZjWLICw62CkjJ7BKzlPEExOjoqF9f2dPTQzwep6KigrKyMpRSxGKxwLnu5hLv3hI08ZcvZkJ9sxCCiooKKioq/JZg6TXv586do7OzE611xqJOdXX1FTsneBl6uZyvlYRviYKgReqVze2VyAqzSvh6D5AgRiMvx2Rrk13X5ciRI3R1dVFfXz8lt97pECThe+bMGZqbm6msrGT37t0XPdymIyrzxVTEpVKKzs5Ourq6WLlyJatXr87JBCoowvfs2bM0NTVRXV3N7t27OXPmDOfOncuIGFVWVlJZWcmyZcuAVOqpJ4Q9Z96ysrIMIVxWVpbaR6UxAEOA6yqEASPJJPMiIeJCpaK7BhfqcyVSpmp4pRSp3ykISYNQKIwjAClSolgpDK0wlAPSRWkXpIuBAK1S7Y5KZBCE8y0XpJ+jS5cuBX7bi7W3txfXdXn++eczXHdramqoqqoKvDiaKqWI78xs5TS25j19UWdwcJCOjg6i0ShlZWUXRYXT99ebR+Ty/I7H41iWFThjyxIlShSGWXUnEELMSIOryQjJ8+fP09zcjGmaOYnwTYQgiMn0muYNGzawdOnScScQQRLpl2KyUenBwUEaGxsRQnDjjTf6bVhyNbZCfte2bdPW1kZPT0/G9zyRyWIkEqGurs6vXbNt25+YdXd309bWhmma1NbW4roOjlJYhknMsSnDIO44VEQijA73Y2sbeaH9kL6Quqy1QqNIzdlcJAbalBiGwDAEjgvSMJBa4GiFVhAxw7haIAwX13ERs+oOnD1mohiYCl4vVtM0GRkZ4YYbbvDTo/v7+zl69ChKqYvSoy3ryv2fZwLefa9Yvu+xBDHVeSqMt6iTfr/t7e31ndDTz2XPaTmXxyAajRZVFkWJgFAytwoss27aNVOF75XGnEwmfQGwdu1a6uvrC/bALGSNr9aa06dPc+jQIebOnctNN910WZON2ZTq7LouHR0dHDt2jNWrV7Ny5cqcnwOFFL7nzp2jqamJiooKdu/ePW47ismMzbIs5s+f7/ezTm/toZQiGY8zrDVJVxASEZKOS6g8hIwJDMtItV5RCkNKEBoHjdIKQxoYWqGUxhUKN5kArTEMiXYV0jLRSiEkuI6NaaRypk1pgZr4dVToxaYSucVbuJ0zZ47ffiy9vjI9klZeXp5hmuVlLsw0PCPKmTj2bDBbhO94jL3fek7o3rnspfoDtLe3++dzeXl5Vs+HkqNziRIl0pmVwjfoQmcslxuz1pru7m5aW1upra1lz549Be9HV6goajQapbm5mZGREa699lrfROZyBCE6fSUmIi77+/tpamrCMIyctama6tiyTXrN9vr168d1KM9GG6j01h5myKK8vIzKcJjRhE00HscUmoSTQAhJImkTQeBYAikEuBpTKELSSE3clQA00rCwTIuokyQsTQyVMsvSQuMqF6XAMk2EAmkITHH5GrhiJOjXay641D6PV1+ZTCYzMhfa29sxDOOi9OiZ4HMx0zowZJuZUOObLdKd0L1ylIGBAV555RUsy/LPZSmlXyM83f7YgF83X6JEXinV+AaWWSl8Z2LEdzwhmS70rrnmGhYtWhSISUK+ha/WmmPHjnH48GEWL17M1q1bJ5zqNxNSnS83Rtd1OXz4MCdOnGD16tVcddVVeZ0o5ft86+vro7GxkUgkMm7Ndq7GpdGpOl4BhinRCgw0rtJISyPRJJNxdBISQqIEGEKjhEIYCqFdDCSmKRBaE7ZMlHJT273wGdIQKCOJKxRagJ20CZVPTPgG4bovkTsmIwBDoRALFixgwYIFQCqS5mUuDAwMcPz4cRzHoaqqKsPh/EpGQ4Vgpta4Zoti33/DMDAMgzVr1gCp4zEyMuIv7Jw+fZpEIuH3x/bE8GQyHLyIbzEf52JfYCpRIp2S8A0AhpFKo/TSnpRSdHV1ceTIEZYsWTIpoZcPPOGVjzSt4eFhmpqasG2b7du3+2YaE2UmCN9LRVXHtmeqrKwsyNjycfxc16W9vZ2TJ09e5Mx9ObIVHTRFamJgaoFpGSQcGwyBLVyk1kQsC20KIo5AaxdsG6khrqLEXAOlkoiQTGUYCE3StVPjQ2NrFyk0AoFAURUO4wqN49qYocJmbwSVYpukTWdi6kXIampqqK+vR2tNLBbzxYPXfuZKRkOFoNgn5LM51XkijN1/KSXV1dVUV1f7/bE9A7jBwUFOnTrFoUOHME3zoqjwpTIc4vF40UZ8vePrXWP9/f3E43GklFRUVBRkTlEsaJ3dFkRFmAiVM0rCNwCkC8nBwUGam5sBuO666/xaryCRD+Gb7lo8nd60M6HGd+wYHcehvb2dU6dOTUoE5mpsuU497e/vp7GxkVAoxK5du6ioqJjQuCCbabEGtmsDIQwgbBpIqVCOg2FI0BqlXAQhsDSWNAhhEFFgSpOkAle5JBM2WmncpI2pBUnlUBZSCFL1wbYCYQgskYoil5Vduj69WCnGVGfIntgXQlBeXk55eTmLFy8GLjYaOnz4cIZgvpJ4yBUl4VsSvlfaf88AzmvX6LpuRlT45MmT2LadERWWUjJ//nyklH5N/ES46qqrOHbs2EW//+///b/zzW9+k1tuuYVf/vKXGX/7b//tv/Hoo4/6Px8/fpy7776bp556isrKSu68804efPDBjHTtX/ziF3zsYx+jubmZ5cuXc//99/Pud797QmOcDFJKjhw5wv79+2lqauLEiRPE43GEENTV1bFt2zZe+9rXsmTJkqJdHMgZJXOrwFISvgHAm2y0trbS09PDqlWr8mJcNFXShW8uGBgYoKmpCSHEtJ2rZ0KNb/oYz58/T1NTE5FIZMIiMJfkUvh6Zl3Hjx9nzZo1XHXVVROeBGd7siylgVAq9WxxFQiBMF10MoGrNbaTIGIZKOUQMUykcnBsm3DYwEJjCNAhQbm0kFJgmCZCQ3xomDACQ0uSro0BuI4LpoF2FZHK4GRylCgcub5HjWc05ImHgYGBi8SDlyJ9OePAbFBMNa7jUez7r5Sa9GJLej07pI5hPB733dBPnDjBRz7yEU6dOsWmTZsIhULEYrEJRX5//etfZ8wfm5qa+E//6T/x1re+1f/de9/7Xj7/+c/7P6eLatd1ueOOO6irq2P//v10d3fzR3/0R1iWxZ//+Z8D0NXVxR133MH73/9+HnvsMZ588kn+5E/+hMWLF7N3795JHYvLMTQ0xMMPP8xvfvMbent7Aaivr2fevHkopTh06BA/+MEPEELwjne8gw9/+MNcddVVWfv8EiWCSkn4FhittX9TGh0dDYTYuRK5Er6O43D48GFOnjyZtXrWmZLq7DgOzc3NnD59mnXr1lFfXx+ISEiuhK/Xkskz65psylW2I76GTBX4aq3ABJVw0EpQM6eckXgcRJKQWYaUSWzLBGVjmBBPxqkyq1CGRBgmlnBS7Y5MCGFSGS6jPBxBKzCjCaQhicZHMREkYwkcJCMjIxNKOw36Ak42CcK5n0/yHfkcm1LqiQcvinb06FFGRkaIRCIZUeHKysqsjrPYa1yLff9d1532M14IQVlZGWVlZb7h5U9+8hOee+459u/fz7/+679y8uRJqqur2b59Ow0NDezatYuGhgbfZMvDq5v3+NKXvsTq1at5zWte4/+uvLzcb5E3lp/+9Ke0tLTws5/9jEWLFrF161a+8IUvcN999/HAAw8QCoV49NFHWblyJV/5ylcA2LhxI88++ywPP/xwVoVvf38/L730Erfffju33XYbK1euHPd9zz//PI888gh79+7l7/7u72hoaMjaGIqZVKpzdrdXIjvMSuEbdKHjEYvFaGlpYWBgACEE11xzTeBFL+DXjGTzOJ89e5bm5mbKysqyKv5nQqqz4zgcOnSIqqqqyxo6FYJsC9/0FPbptmTK5rhcpTGEi9AuIUBKUMoFUmLYMAyQAomJARghA0dDudAoN4ZyTaQp0RrKw2UIJIYrcG0bozyCqyTCMBBAWaQcaUkSbpxIbQUvvviin3bqRdq8dL1ipJgEvkehU37TxYM3qXccxxfCZ8+epbOzE0j1YU0/T6fjuFvo/S40pVTn3Ox/VVUVt912G7fddhvV1dW0trby4IMPsn//fg4cOMCf//mfc/DgQZYsWcK3vvUtbr/99ou2kUwm+Yd/+Ac+9rGPZZyjjz32GP/wD/9AXV0db3zjG/nMZz7jP7MPHDjApk2bMjpO7N27l7vvvpvm5ma2bdvGgQMHeN3rXpfxWXv37uWjH/1oVo/BkiVL+N73vuePzXVdXNfFMAx/f4QQ3Hjjjdx4442cPXuWc+fOZXUMJUoEkVkpfIMe8U13Ka6rq+Omm27imWeemVETvmxFUpPJJIcOHeLMmTOsW7du3NY10yHIqc62bXPo0CFGR0dZsmQJmzZtCtwkMJvCd2hoiMbGRoBpt2TKdsRXaAdDWgg0UktcrXG0RumUK7MMmQhAGxIhFAowpAHKxjINkBqFRpoudnwURydQ0iAhkzjahTKJYTsk3QSW5VBRHiYcFqy/8XoW79rOyMgIAwMDDA4Ocvz4cVzXzXDlDeo5XCI7BFEAmqbJvHnzfEPBsX1Yxzrueq9IJDLhfSn2VN9i3/98CP9oNEpFRQWrV69m9erVvOtd7wJSxpm//vWvWb9+/bj/7oknnmBgYCCj9vYd73gHK1asYMmSJRw8eJD77ruPtrY2/umf/gmAnp6ei9osej/39PRc9j1DQ0PEYrGstau0LAvLsvyouuegfSnSneJLZANx4ZXN7ZXIBiXhm2c88yrHcTJcimdCSm460x2v1pqenp6M/sS5MFcI6nE9c+YMzc3NVFZWUltby9y5cwM38YXsCF+lFEeOHOHIkSOsXLmS1atXZyW9DbInfLXhnSMafUHsOspFIpCmiSEFCIkwJcp2MRBoQyBccB2NETYxBbjKoKo6hKkdyg1BWchAKRtTG4SEwLJS23MVKEdRvnBuRtqpt0+xWMwXwocPHwbgN7/5DXPnzvUjw7PZjCSI10KuCfo+j9eHNT09+sSJE7S2thIKhS5Kj77U9R5EwZ8vvE4Oxbr/MLUa38kSj8fHFZNVVVX8zu/8ziX/3Xe+8x1uv/12v382wPve9z7/f2/atInFixdz66230tnZyerVq7M78CzhHd/e3l72799Pb28vrutSUVFBeXk5hmGwevVqtm7dWtiBzjaUSL2yub0SWWHWCV/TNInH44UexkU4juMb+axcuZJVq1Zl3PCDLtjHMh1BGY/HaW5uZnBwkI0bN1JXV5ezh3/QUp3TI9wbNmxg6dKlvPTSS4EaYzrTFb7Dw8M0NjailJq2UVkusUIKrWIgQqmFVQ1CCZS+IEiEAJn6D0bK5ApSLYq8o6OFAA22VpghC1wNQqEMkFKjcNFCI4QkqR1MaWDNrb1oLOmuvN6k66mnnmL58uXEYrEMgeFFhGtrawPRniYbFGN0e6bucyQSIRKJ+BEs13UZGhpiYGCA8+fP09XVhVLKbztTW1tLdXW1356vmIWf950Xc8Q3GzW+VyIajU66O8axY8f42c9+5kdyL8XOnTsB6OjoYPXq1dTV1fGrX/0q4z2eh4tXQlBXV+f/Lv091dXVWYv2juXkyZN8+tOf5p//+Z99c6t4PI5SivPnz/OOd7yDf/iHf8BxnGmVLpQoMROYdWd4EAXkmTNnaGlp8etXxzPyCWpk8lJMZbxaa06cOEF7ezsLFy5kz549hEKhHI0whZQyMOdDb28vLS0tVFdXZ0S489EyaKpMdVKqtaarq4vOzk7q6+tZu3ZtVic42Y74mlISKY9gGja2kjjSxXFcBCAvHAL/kwQgDYQAISXSFLhaIXSq9t0FlOMgQ2GSMU1ESLR2UY6LcEUqkiwshGFQPo7wvdT+zp07N6Nea2z9pRCi4O1pSkyN2RL5NAyDOXPm+EJDa52RHt3e3k4sFqOiooKamhr/3jdb9n8yeM/PYha++Uh1vlTE93J897vfZeHChdxxxx2Xfd+rr74K4LcNa2ho4Itf/CJnzpzx2y/t27eP6upqrr76av89//Zv/5axnX379uXEVMqr6f33f/93fvGLX/Av//IvvPa1r/X/5routm37z4mS6M0eGoHOYnpyNrdV7My6szxI5lbxeJxDhw5x7tw51q9fz7Jlyy75cJ/twndkZITm5mbi8Thbt27122rkmiAc12QySUtLC+fPn2fDhg0sWbIk4zwIch3yVCLmo6OjHDx4EMdxuP7666mtrc3N4LKIAynzKtMipBSOFlgh6acjSi4sUMgLuleJVOaRFEiMVJQXgRAQFgKtbGxlYVkGrnQQKkQsEcM0DPToKE5ZmNr6hVOe9BmGwdy5c5k7dy7w2/pLLz3aa0/j1Ql7kWEv0hZ0ik0EzVbhJ4SgsrKSyspKli5dCkAikfCF8Llz54jFYjz33HMZizZVVVWzXhCWhG9+Up0nWzerlOK73/0ud955Z4YQ7Ozs5PHHH+d3f/d3mTdvHgcPHuSee+7h5ptvZvPmzQC8/vWv5+qrr+Zd73oXDz30ED09Pdx///184AMf8FuDvf/97+cb3/gGn/jEJ7jrrrv4+c9/zve//31+/OMfZ3fH0xgcHPR79np4Nb+5Dj6UKBE0ZqXwLXSELz2yOX/+fG666aYr9kMMwrgnw0QFpVKKrq4ujhw5wrJly9ixY0deVxULnerc09NDS0sLtbW17N69e9y6zKBHfCc6tnTTtmXLlrFu3bqcTWqyHfF1daqdkZACVxg4joMWIpWi7DggNKAQQqb60gsQKLSQCClAKaRWOEphmiZaGrhCgADjwsR2MDqKFQoRLi/jZN95fuc9b5vUGC+3r+n1l+ntaQYGBhgYGKCjo8M3efHEhVcnPBsF10ykWL6HcDjMwoULWbhwIZWVlXR3d7Nq1Sq/p/CxY8d8c7f09OjZNkEvpToHM+L7s5/9jOPHj3PXXXdl/D4UCvGzn/2Mr33ta4yOjrJ8+XLe8pa3cP/99/vvMQyDH/3oR9x99900NDRQUVHBnXfemdH3d+XKlfz4xz/mnnvu4ZFHHmHZsmV8+9vfzmoro/TxQEqQnzt3jp/85Ce++PXcnb1XiSyjSUsTy9L2SmSFWSl8Cyl0hoeHaW5uJpFIsGXLlgm75AUhMjkZJjLewcFBmpqa0FoXLPJXqGhqIpGgpaWFvr4+rr766svWMQf5u5+o8I1GozQ2NhKPx9mxY4cfiSz0uCaDVqntaQlohYEECWEjRKqtkUCqC3W9UoErUi2PDAPtKgwp0RKUcDEMiatdTCSunUSGLaRysKRJz9AAcxbUsvKW3PVLTG9P46XhJZNJP9J26tQpDh06hGVZGXXC2e7TOhWCugiUS2ZrxPdKeMLHy0qA1LGIRqP+ueot2pSXl2dEhcvLy2f0MfPu+TN5H6aL67o5z0KJRqOTEr6vf/3rx70HLV++nF/+8pdX/PcrVqy4KJV5LLfccguvvPLKhMc0HbTWbN68mX//93/nfe97H695zWtYunQpkUiEyspKHMdh7969JXOrLKN1as6Qze2VyA6zUvgWInLqui6dnZ0cPXqUFStWsHr16klFNoNUizoRLifWXNfl8OHDHD9+nFWrVrFq1aqCrWrnW1Rqrenu7qa1tZV58+axZ8+eK0b7Z3LE18tuaGtrY+nSpXmP6GfruMkL0V5tCLhwupimQCmNo5MYQqNxUNpKVdpogdYuUmgECrRGKSe1DZUyuTItE+kItJ0g7lo4roMrXE6fPcVb//v/nNT4sjE5DoVCGS0rPCOiwcFBzp8/z5EjRwAyIsKFqhMuNjEQ1Os/14wn+IUQVFRUUFFR4Zu7JZNJ3zSru7ub9vZ2DMPwa9lra2upqqqaUTXtxd7DF/IX8fW8EYoN7/g++eSTPPHEE0QiEQ4dOsSvf/1r4vE4ruty8uRJKisr2bp1q18TXKLEbKYkfLPA+fPnaW5uxrIsbrzxRr8tyWQodKR6slxKUKYfi+n2as0G+Ux1jsfjtLS0MDAwwDXXXOO7OF6JmSp8Y7EYTU1NjI6OZrTmyte4srvBVKqzdhVaSiRgSYkwXUxMtAtCaIRUICRohdAKoVO9+lICGLRWSEuiUXDhd0mlCBuChJtkTlUNI+cHWbZja3bHPwXGMyIaGRnxU05PnTrl1wl7QrimpmbWpZwGgWKN+E60j20oFGL+/Pm+N4RSiuHh4YxWSo7j+Oeqd74G+VwtCd9g1vjOJrxz7Dvf+Q6RSIRnn332slmIJdGbTUSqJiqb2yuRFUrCdxp4rWl6e3tZt24d9fX1U568BDnddTzGjte2bdra2uju7mbt2rWsWLEiEBO5fKQ6a605ffo0ra2tLFiwYNJu1UH+7scTvlprP1W2rq6Obdu25d0NMut9fPmt+HCVAgHKdYGUyEVpFDqV4iwFWmmkq0FqNC5SpWp5Uw61IJRCGQJDmgitUK6LVkkMQ1JWVYlVG7y2TkKIjD6tXp2wJ4SPHDnC6Oion3LqCeGysrKsXutBXQTKJcUsfKey31JKX+B624nFYr4Q7urqYnR0lLKysoz06CC1/Jqo6J/N5EP8x2Kxoo34eud6eXk5t95664RL70qUmM2UhO8U8ITOoUOHmDNnDnv27Jn2iuJMNrfq6emhtbWVqqqqrByLbJJrURmPx2lqamJ4eJjNmzf7LQwmQ9Ajvul4PZiHhoYmVcOeC7J5zKRWuFrhNQ2QQoNUKcMrrRBCp3pOuqScnLVG4OIkXQhLQKFwUTIVKTZwMUilRzu2S8SUCNNAhAUyJmbEynp6nbCXvWDbti+EvXugZVkZQriysrLoJ/RTISiCLJ9kq49veu9rr6bdtm0/lb+3t5fDhw8jpbyop3ChrsVi7mHskes+vt6CSLEKX+/YvuENb+AHP/gB//Zv/8bu3buBVOsiz+DqSuVYJaZAydwqsMw64WuaZk4F5OjoKM3NzYyOjnLttdeyaNGirGw3yFG/8ZBSkkwmeeWVV+jr62Pjxo0sXrw4cA/yXB1XrTUnT56kra2NRYsWsWXLlimbdBTaefpyeGPzapdbWlr8HsyFbI2T7YivNA20ctFaAQLLtNBSYGhFQikEDhKFIU200gg3gSlNpFQIN9XuCA2WEBhSppydVer9ruuQcG0AKsvK6BscmdIYg7A4YllWRsqp67oMDw8zMDBAX18fXV1daK39ukuvBnOyGQFBu4/kmiB8t4Ugl5Fuy7KYN2+eX4KhlPJT+QcHBzl9+jTJZJLKysqMqPB4zvu5oJTqXKrxzTXe9dXe3s73v/99nnzySXbv3s3cuXMJhUKUl5cTi8X42Mc+xqpVqwo93BIl8sKsE765qpVNb8uzdOlStm/fntX0TikljuNkbXu5xFtF7e3tZdGiRRMycCoUuYimRqNRf/EjG1HPoEd8tda88sorDAwMsGnTpqwt9kx3XJBF4SslqbJcjYFGaNDKRaEvpDYLXAWOABcHUwqSaJQpQEpsZeK1O5IIlBC4jovUGtdJbccRGpW0ITR7RJ1hGBc58qb3E04XF54Qrqmpuez9IqjXQi4ppTrnHi/aW11dndHyyxPCx44dY2RkhHA4nHGuVlRU5ESclYRvqcY313jXllKKd77znZimyfnz5zl+/DiJRALHcTh27Bjvec97gOK9D+UCrVOvbG6vRHaYtcI3mw+V/v5+mpubEULkrC2PYRgkk8msbzfbeKJveHiYBQsWsGXLlkIP6bJkM+Kb7mC8ePFitm7dmpWoZ6FaLk2E8+fP4zgOUspJ1y7nkuybW4EpNRIFGgxDYoQUODZoF2mBpVy0k8SyTEKGJGY7WMLFUuAYCssIM5pIkLK7uhDFl+BqhZNIIpVmJBEjEtBFomwghKCyspLKykqWLVsG4PcTHhwc5OjRo4yMjPi1l57AmOmtaaZLsU44C1nnOl4qv+M4fnr02bNn6ezsBPDTo71XNha9SzW+uRf/xZ7q7GVs/c//ObEuAsV4D8odguwaUpW+m2wxK4UvZOeGmm7YtHr1aq666qqc3aSD3s5IKcWxY8fo6OhgyZIllJeXz4iHdraEbzQapampiWg0yrZt2/xUz2wQxFTnZDJJS0sL586dQ0oZyB5/KSOp7CwYCCHQSmHbSQzLxLkQ7a2uCpMcGUGIKFgOVlk5Sji4ysEwBc5wDCwTISRagGEKQgY4ThxplSNdh1g8zlxVjhAaXAdzCsJ3Jk9IIpEIdXV1GXXCXmuanp6ejNY0tbW1gV0EyjUz+TueKkGrczVNk7lz5/p9yNOdzgcHB+np6SEej4+bHj3Z/QjavheCXNf4JhIJlFJFK3whNQf69a9/jVKKzZs3Ew6H0VpjGAb9/f0opZg7d27Rn4sliodZK3xd153yqqzW2jdsqq6uZvfu3Tm/cQa5ndHQ0BBNTU04jsOOHTuYO3cubW1tgRbqHtNNI9Zac+zYMQ4fPpyTFHcIXqpzb28vzc3NzJkzhx07dvCrX/2q0EO6iGw/pJWrIBxCSk1ZKMSInbzQ2kggBITCYRK2QEiDsCFQSU3IClNerXGTCZSykIaFdtJS95TCEpqReBQrUgcCosqhuix4js75ZLzaS69OeGBggP7+flzX5eWXX85IOc23c3g+KeaIb5D3e6zTOaTEVHobpdbW1ikZvJVSnXN/DGKxGEDRCl/v+N57773ceOONbNmyJSPD7Ic//CH/63/9L/7pn/4pECVMswmtUiVS2dxeieww62YSQohUS5IpirJoNEprayuDg4Ns2LAhb4ZNQTS3cl2Xzs5Ojh49ylVXXcXq1av9Sb2UEtu2CzzCKzOd4zo6OkpjYyPJZNIX/LkgKKnOtm3T2trK2bNnfbOyWCwWiLGNJds1vqYpsEyNoTVKuQghcYVGqwtRZSmR0gBDIAwDLUDJVBFPyDKIKxdMG21qQqbCEQkMK4SpFK60iYQgFDEJG4JwuHCmYEFkbGua3t5eurq6WLRo0UVRNk9Y1NbWBtZXYCoE8RrLB17kaSYRDodZuHCh7+Dvuq6fHu0ZvCmlLkqPHlsWUxK+ua/xLXbh6z0nW1paeOihh3zjNu/3v/d7v8e9994buLlniRK5ZFYK36m0BkpP5V28eHHe6xmD1s6ov7+fpqYmDMPgxhtvpLq6OuPvQU/N9phKGrHWmqNHj9LR0cGyZctYu3ZtTqNNQYj4nj17lqamJj/DYewDMoiRmWymOrvYKC1ApNKchZCgNeJCTwJhSnBBSwFotEhFgoWUoASGKbAMSZnpkAhLwqamzHQQhoHjJAhbFmEhsJNJzAK6Yc8EvHv40qVLWbp0KZCKsnl1wseOHaO5uZlIJJIhhGdynXAQr698MBvSfQ3DYM6cOcyZMwf4rcGbFxU+fPgwsViMioqKDCFcEr65F//xeBzLsmZ1tshEMAyDc+fOXfT7/v5+RkZG8uZkXkyUuhkFl1l5N5hs2vDg4CDNzc24rpvTyN7lCErE13Ec2tvbOXXqFGvWrGHFihXjPpiCMt4rMdlo6sjICI2Njdi2zXXXXedPZnJJIWt8Hcfh0KFD9PT0sGHDBpYuXZoxEQ2q8M32WCIRiXKTKCmRwgR0SvwCGCZaSLiwQKERWJaJqwUajQyF0G4CLVLnmxACLcEwDXBtpCFBCoQUxFyNnGKkstCLI/lk7PcbDodZtGiRn47nOI4vLNJ7tKYL4aqqqhklLIJ0feWLoN1XskG6wZu3cJNMJv3z9dSpUxw6dAgpJYZhcOzYsRl5vk4XrXXOhW80Gp1S/fVswdvvN7/5zfzlX/4l9fX1rF69GiEE0WiUhx56iK1bt1JZWVngkc5CtEi9srm9Ellh1grfiUQjHcfh8OHDnDhxglWrVrFq1aqCPXiCEEE9c+YMLS0tlJeXX7GueSYJ34mM02tX1dnZSX19PWvXrs1bCl6hUp3PnTtHU1MTFRUV7N69e9yWD0GdMHhR8myaW5WXlyGUiysdFBJXK1ytMA3QQqfSnC+YWIFEozGkARIc2yF8YU1WC4VyNepCGqdUNslEEo1AOUmsIo8+XImJfKemaY5bJzw4OMjAwADHjx/HdV0/3bS2tpbq6uqC9p6+HLNRAE6EYtnvUCjEggUL/NZ3ruty+PBhP0XaO1+rqqoyosJBcdHPBd5zOdc1vsWa5pzOvffey5ve9Cbe8573sGXLFsrLy2lububll1/mBz/4QWDviyVK5IJZOQObiPD1RF5ZWRm7du0q+IpXIc2tksmkX9s5XtRvPGaK8J1INHV4eJjGxkaUUtxwww05aVd1OfKd6uw4Dm1tbZw+fZr169ezfPnyS37f6X0AZ3M0QiOAVIpzSBooqTEvLEYpJ9XiKBXxVWhhgtBc6HyUkrvCSPXsVRpIpT4rKTBMiTBM4mg0CiUE4SmklRWDOJgO6XXC9fX1aK2JRqO+EG5vbycWi2W48dbW1gYmxa+YovnpFGtLH8MwCIVCVFVVsXHjRr/tjpfO39nZSTQapby8nOrq6lnZ9st7Lue6xjco13i+SX9mr1q1ih/+8Ic8/PDDvPDCCwBce+21PProo6xZs6aQw5y9lCK+gaXohG88Hqe1tZW+vj7Wr18/IZGXDwohJLXWdHd309rayty5c9mzZ8+EHxIzRfh6N/7xIgtKKY4cOcKRI0e46qqrWLNmTUEmYfk8ln19fTQ2NhKJRCbkVh6Ea2M8sm1upbSLwEAbgJHavpQGytAIA4QUSFekan6FvpDyrFJN5YXAwMUwJI6AlIyWKJHq5+s6NnYsjkQiXBeMYB7TIDHd804IQUVFBRUVFSxZsgQY3403FAplpEdXVFQU5JwvlsjnWGZDje9USRf9qYyTcsrLy/3z1bbtjDZK7e3tGQs8NTU1VFdXzzhzMI98RnyL8RzzjqtSCq01K1as4Gtf+1phB1WiRAAoGuGrteb48eMcPnyYBQsWsGfPnkC5gubb3CoWi9Hc3Mzw8DDXXHON32NzogS5/VI66Tf/9AnC0NAQjY2NaK3ZuXOn7yhbCPIR8XVdl/b2dk6ePMnatWtZsWLFhCYD6RHfIJHtcbkXtqM1KARCCyxDoJWLq1zQCpG+gHtB4LpCIwSgNMp1sC6kPivtgpQIKSkrixC3YzjKAUOiijS6N1FydS2MdeN1HMdPNT179iydnZ0IITIiwlVVVXkRFsUqfIt1v+HKot+yLObPn+/3jE9P5x8cHOTkyZPYtn1RenSQ5jWXw3VdvwtHrojH40UZ8R0dHeWv/uqvuPvuuyc0t4nFYpimWUp5ziI61fQhq9srkR2KQvgODw/T1NREMplk69at/oMkSOQr6uctALS3t7N48WK2bNkypZvdTIv4esJXKUVHRwdHjx5l5cqVrF69uuCpdrk2t+rv76exsZFQKMSuXbuoqKiY1NiKAXHh/xACpMbRLoaQOLZz4a8XUpqVg5DmhafaBf0rPLdncLWb+oUUSEBpjWVZ2K6D7dgIDYYsjmMadEzTZO7cub6ZoVKKkZERPz3aExbpdcLjtaXJFsVyraVT7MJ3MosqY9t+aa2Jx+O+EO7q6mJ0dJRIJJKxeFOoLIYrkY/yGS9dvNiwbZtnnnmG5uZmbrjhBm644Qbq6+uprq7GNE1s2yYWixGLxXjllVf4/ve/z0033cT73//+Qg+9RImcM2uFr1IK13Xp6Ojg2LFjrFixgjVr1gQ2Lcgzt8rlRGBkZISmpiYSiQTbt2/3jWGmQiGdiCdDekrs4OAgjY2NSCnHbdFUKHJlbuWd/8ePH2fNmjVcddVVkz63gh7xzdZx01ojhQQUQglQGmGZaAtMW1ywrXJBKbTQCBRCpRbXpFJI5SINAy1sQF8oCRYICRVlIZLJJEorQuEIxhQne8VUB1qIibqUkurqaqqrq1m+fLlfd+kJ4Y6ODqLRqN+WxhPC2XCNLabvNp1irfGF1D11OosoQgjKysooKyvzM7bS3c69LAbgovToILT3yXUPXyjeGt/a2lq+9a1v8bWvfY3/+3//L//yL//i368qKyuxbZuenh4aGxtJJBJ85jOf4U/+5E8KPezZRanGN7AU/u6XAwzDYGhoiGeffZZQKERDQwNVVVWFHtZl8R4AuRC+6bWs2XIsnmkR38OHD3Pq1ClWr17NypUrAzXZykWqc7rIb2homLJ5W7YFZrbwxuU4Dq7rTvt8FkLjuC5hC7RwkYYG18UyJEnbQSsXqTUoB5RCaI0hNMpWiJBOpUVrhVapGmCEJnV1CCzTJBa3SeBg4WLKWXnbzRpBOdfS6y4XL14M/LYtjRcR9uqE04VwZWXlpO/hxRr5LPYa32zv+3hu56Ojo75p1unTp0kmkxkmb97iTb5xXTfnz+FidnVeunQpf/mXf0l3dzc//OEP+dWvfkVXVxcjIyPMmTOHLVu28JGPfITXvOY1hR7qrKSU6hxcZuUMTGtNT08P69evp76+fkY8WNNTcrP5MBgYGKCpqQkhRFZrWWdKje/AwID/36AugGQzeq6UorOzk66urqyI/KAK3/7+fiA1sXn66aepqqrKMCmabCTFMC20BK0A6YISSO2ilERpkFrhKAhJg4S2MZRKOTorF61S6dAKgTQFEoXWCrRCa8ncOTW0dR1DI3C1E4hoS4mpMV5bmqGhIQYGBjh37lxGhM07HydiQFSswrdY9xvyk+orpaSqqoqqqiqWL18OkJEeffz4cYaHhwmHwxelR+d6bPnY/3g8Pm6bvmLAa/e3ePFi3ve+9/G+973vku8r1muwRHEyK2dg4XCYpUuXsmLFikIPZcJ4EyPXdbMyMfZ6FJ88eZJVq1ZlPcoZ9IhvupmTEILNmzcHUvRC9iK+nmEXkNVU7ny3W7ocXv/L48ePA1BeXs6WLVsYGBhgYGDAbwNSUVFBbW2t/7qS4Utq91K9epXShKTE1ZqwlCQBKQTacdBGKn1JSom2HZAaqTSOqzC1whQGAgMTENpFaEFVRRXRRBKlNGZ5BG1M/liWJibBxDAM5syZw5w5c4CLI2zpBkSeEL5Uf9Zi/I6LPdW5EPseiUSIRCIsWrQIyDR5O3/+PEeOHAHwa9u9V7YX7Eo1vrkl3TjMc3ZOF7lSypybixU34sIrm9srkQ1m5RNnJkZUsllLee7cOZ577jmGhoZoaGjIiYFTkIVvX18fzz33HIODgzQ0NAS2rttjujW+nmHX888/z8KFC2loaMhq/XJQhO/Q0BAHDhygr6+PnTt3Ar+tc1u8eDEbN27kxhtvZM+ePaxcuRIhBMeOHeO5555j//79tLS0cPr0aaLR6EX7Iw1SacpaYWiFZUo0dmrfhYHjuJiWIOnaSG0jTY02QAgXYYIjU317NQ7Ca2fkuAjt4GiFkUyQjMcoFwbKiRbi8M0oZupkzIuwLV++nGuvvZbdu3dz4403snTpUhzH4ciRIzz77LM8//zztLa20t3dTTQaLdqU32KONgVF9HsmbytXrmTr1q3cfPPN7Nixg4ULFxKLxWhra+Ppp5/mhRdeoK2tje7ubmKx2LSfCaWIb/6QUmIYBqZpYhgGhmEU7XVXLDz99NO88Y1vZMmSJQgheOKJJ/y/2bbNfffdx6ZNm/yWf3/0R3/E6dOnM7bh+cKkv770pS9lvOfgwYPcdNNNRCIRli9fzkMPPXTRWH7wgx+wYcMGIpEImzZt4t/+7d9yss8TZeYpxAmQ79ZA2UAIMe1xJ5NJDh06RG9vL+vXr2f58uU5u7kFUfg6jkN7ezunTp3KaNkTxLGmMx1hOTw8TGNjI0qpnLVlKrTwVUrR1dVFZ2cnq1atYtWqVf73Od64QqHQRW1rvLrM7u5u2trasCwrIzUaQ4AGrRSmZaJchQgJFDHcRAJpagytcFBgCAwBEo0hQCiXsNQYQmGiUh4U2kVfmNNJDWY4RHR4AKNMMDJSEr6XIwiLLNki3YDIqxP2+rMODAxw6tQpDh06BKT6DGut85ZqGgSKVfBDcPddCEFlZSWVlZUsXboUyOyB7Z2zlmVlRISrqqomdc5mw5vhSkSj0dT9vUSJfFNgc6vR0VG2bNnCXXfdxZvf/OaMv0WjUV5++WU+85nPsGXLFvr7+/nIRz7Cf/7P/5kXX3wx472f//znee973+v/nJ45OTQ0xOtf/3pe97rX8eijj9LY2Mhdd91FbW2tn1q/f/9+3v72t/Pggw/yhje8gccff5w3velNvPzyy1x77bWTPQpZoSR8A8RUBZpX09za2kpNTQ179uzJ+SqnF6UMyor9+fPnaWpqIhKJXNSyJ+gO1FMZn9baF4P19fU5dSwv5Pc7OjpKY2Mjtm1nCPvJiKOxhi9eXWZ6al9sdBhhhpCWJhw2cLVCuTYVlRGGYg7SSiI0hKRAGXZKAEtQroMgghIyJYIBoWxcN0RIuTiYmIZAATEUFYbEduwcHKkSM4Wx/Vld1+Xll18mHA7T19eXkWqanh4d9MyVqRCU50chKFSq81QY2wM7/R7a39/P0aNHUUpdlB59Oa+FfEV8izXVOR3veVms11ohKLS51e23387tt98+7t9qamrYt29fxu++8Y1vcMMNN3D8+HHq6+v931dVVfmu8WN57LHHSCaT/O3f/i2hUIhrrrmGV199la9+9au+8H3kkUe47bbb+PjHPw7AF77wBfbt28c3vvENHn300cntVJaYtcI3yELnUngtjSZDPB6npaWFgYEBNm7cSF1dXV5ubmP74xYKx3E4dOgQ3d3drFu3blwzs1y1C8oWkx2fJwaTySTXX399zle0C7FwoLXmxIkTtLW1sWzZMtatW5dxnk3HdGu8usynfvRtLGFj4qISSeIobOViCA0opDBR2sW0JCEzgnbiGGFBhSHRhsIdsXFVBKEV0pAIoTENA8e2EShMIRGOjSsUQiWmfEyKhWKaoHkpiPPnz2fJkiVorS/pxJuepTBenfBMoyR8Z4bwHcvYe6jWmmg0elHrr/Ly8gzTrLKysoyyrny4OhdjO6OxFOs1NhsZGhrK+DkcDl/Rw2QiDA4OIoS4aD75pS99iS984QvU19fzjne8g3vuuccvJz1w4AA333xzxrNo7969/MVf/AX9/f3MmTOHAwcO8LGPfSxjm3v37s1Ivc43s1b4zsSI72QEuycM2tvbWbhwIXv27MnrRCgIwvfs2bM0NzdTUVHB7t27L7myO1tSnbXWHDt2jMOHD48rBnM5vnwSj8dpampiZGSEbdu2+ZGx8ciGGJRSIi1B2IhQZmqEMAhriUYCAkc5ROMjSGniSk1YhtBSgJAo7SClQEYkWti4UqGkQgsHJTSujqEsg7IqE2sQbKURbnLaY57NFJPAT8e7ztJTTZctWwakrglPCHd1dTE6OkpZWVmGEE4XFTOFoNS5FoKZLHzHIoSgoqLCrxeE37b+Ghwc9EtMTNP0hXAsFsv5+VqK+KZoa2vjF7/4BT09PQD+d6WU4qabbmLz5s0FHuEsRAt0DlKdPXd2jz/90z/lgQcemNam4/E49913H29/+9sz/GE+/OEPs337dubOncv+/fv55Cc/SXd3N1/96lcB6OnpYeXKlRnb8kzzenp6mDNnDj09Pf7v0t/jnYuFoCR8A8REBdro6ChNTU3EYjG2bNnit9bIJ+nCN9/Ytp1Ry7xs2bLLPkCDnuo8ke89Go3S2NhIPB5nx44dzJ07N0+jy+/x6+7upqWlhQULFrB79+5Lpsplvf+lUGjhopWFMATSMLAAyzBwlaKivBxbKZTrknSS2E4SLQSuq3AtC4EiZAlMrYlFDEwDasoUCUeScB2k0NjKRgHCnXyq80wTNCUmx5XEfiQSoa6uzk858+qEx4qKdCFcWVkZeGEV1DrXfDDbo91jW38ppRgeHvajwn19fSilePHFF6/oeD5VotFo0ZpbeefXq6++yj333MPBgwdZtmwZiUSCWCyGUopTp07x4IMPsnnz5rzUXJeYPidOnMgQp9ON9tq2zR/8wR+gteZv/uZvMv6WHqndvHkzoVCI//bf/hsPPvhgVqLMhaIkfAPElcatlOLo0aN0dnaydOlSduzYUTAH62y6UE+GM2fO0NzcTFVVFbt3757QQy3oqc5exHe8iVB6ym+hvvN8mFvZtk1LSwvnzp3jmmuuuWRNSfqYgEset8lihSXYCWwtiRgSAViGwDAFWis0BpZpgelgCAvLkthaER1NYCubwVgMA43huKBdko7GVgphQMgMUR4KkUwqHNdG2TPv3pRvZrMgGI/JnsPj1Ql7oiK95jI9zbS6ujpwHQ9mu/i7HLMp4jsRpJT++VhfX097ezu2bTN37lwGBwc5cuSIn8mQXidcUVEx5XOkmCO+juNgWRZ/+7d/SywWY//+/axfv/6S7y+J3iyjL7yyuT1S3g/Z6trhid5jx47x85///Irb3blzJ47jcPToUdavX09dXR29vb0Z7/F+9uZwl3rPleZ4uSRYT8EsMVOF7+Uif4ODgzQ3N+O6Ltddd51fW1Mo8u2W7DlWnzlzhg0bNrB06dIJPwxnQqrzeMRiMZqamhgdHWX79u2+OVO+ybXwPXfuHI2NjVRXV7N79+5J1WRla1zCEJTLMAgXSN07lHYBgUCAlAgEGnBdhTQMTGUQjmgi4TLKbYeIaRF3HJRW2AqG4jHClsQVgkiZgeMk0a7CnkLEt5gI8iJVrpiuADQMw+9ZvWLFCr9O2Iuu9fT0EI/Hqaqq8oVwTU1NwVftS6nOxbnvkPruw+EwixcvvsjxfHBwkN7eXg4fPpwhmGtqaqiurp6wSIvFYkUb8fXOrf7+fl772tf6ondslkWxLjzlnAK7Ol8JT/QePnyYp556akLzy1dffRUppW9y19DQwKc//Wls2/az8/bt28f69et9jdLQ0MCTTz7JRz/6UX87+/bto6GhIav7MxlKwjdAjGdu5bouHR0dHDt2jJUrV+akJ+9UyZeg7O3tpbm52XesnqxZxUxIdYbf1ktrrf2WEXV1dWzbtq2gkZpcCV/XdWlra+PUqVNs2LDhiinr440rWzguqX67poEwDEwpsEIW8UQCLVLVvggNCoTQGKaBYzuplvIy1d4oZIVxHBchDCrKTMojZbjKIWGnevuaYQvbSYKb5GzPaeYtrAvMtVyi8GTzfB6vJU08HveF8NGjRxkZGSESifiCuaamhvLy8rxOhEsR3+K9/pVSF5WyjM1kUEoxMjLin7cnT57Etm0qKysntIATi8WKNuLrLQ68/e1v5yc/+Qkvv/wy27dvL+pzrpgYGRmho6PD/7mrq4tXX32VuXPnsnjxYn7/93+fl19+mR/96Ee4ruvX3M6dO5dQKMSBAwd44YUXeO1rX0tVVRUHDhzgnnvu4Q//8A99UfuOd7yDz33uc7znPe/hvvvuo6mpiUceeYSHH37Y/9yPfOQjvOY1r+ErX/kKd9xxB9/73vd48cUX+da3vpXfA5LGrBW+QRY6l2LsuPv6+mhqasKyLBoaGjL6ZwWBXAvfZDJJS0sL58+fZ+PGjSxevHhKk6SZkOoMqUlgPB6nubmZoaGhgtVvjyUXwndgYICDBw8SCoUua0x2JbIW8RWgtEIKgRCp1gFCGiihMQwJkgu/1KmMI60RgKM1WrlInWpthDAQpLKSpCmRWEQkVFRWoG0H5dgorWj81QvI6jkXtay53AJHkM/hbFNsYigfAjASiRCJRHyjkfT+1j09PbS3t2MYRoagmGxv1slS7DW+xSxCJlJTKqX0UzuXL1/uPyO9qHD6Ao53/+zv7+e6667DMIxLCt+nn36av/zLv+Sll16iu7ubf/7nf+ZNb3qT/3etNX/6p3/K//f//X8MDAywe/du/uZv/oa1a9f67+nr6+NDH/oQP/zhD5FS8pa3vIVHHnmEyspK/z0HDx7kAx/4AL/+9a9ZsGABH/rQh/jEJz6RMZYf/OAHfOYzn+Ho0aOsXbuWv/iLv+B3f/d3p3hUU3zhC1/gueeeY9GiRcyZM4f/9//+H0899RT/5b/8F+bNm0d5ebnf8vHWW2/1I3glskeOMp0nzIsvvshrX/ta/2evXvfOO+/kgQce4F//9V8B2Lp1a8a/e+qpp7jlllsIh8N873vf44EHHiCRSLBy5UruueeejLrfmpoafvrTn/KBD3yAHTt2MH/+fD772c/6rYwAdu3axeOPP87999/Ppz71KdauXcsTTzxRsB6+MIuFr+u6M2412ROStm3T1tZGd3c3a9euZcWKFYHcj1wJ3/S+xHPmzGHPnj3TSsmbKanOp0+fznDpvlwPxHySTeGrlKKzs5Ouri7WrFnDypUrp3xuZ/Oa0CJ1rxACtJAI4QIKWzlgeHXEGu0oMFLiVmiVqjFGI00JUiNQKBRIjdYShAI0UoBhGWhLYJqCbRvXElqy0nfq7enpIZFI+C1rPOExG1rWlLgyhVjUGNvfeqz50LFjx3Bd1+/N6p2T2co+KfbeosUs+mFqEW8hBGVlZZSVlfk1gt4CzuDgIPv37+d//I//AcA111zD+fPnaWpq4rrrrssIHIyOjrJlyxbuuusu3vzmN1/0OQ899BBf//rX+fu//3tWrlzJZz7zGfbu3UtLS4ufcfbOd76T7u5u9u3bh23b/PEf/zHve9/7ePzxx4FU25nXv/71vO51r+PRRx+lsbGRu+66i9raWl8Y7N+/n7e//e08+OCDvOENb+Dxxx/nTW96Ey+//PK0hEFZWRmmafpR8m3btjE8PMz3v/99YrEYiUQCrTVnzpxh37593HrrrUWfgTDbuOWWWy77XLnSM2f79u08//zzV/yczZs388wzz1z2PW9961t561vfesVt5YtZK3yzZXqTTwzD8FcxKysrpxUJywe5EJSJRIKWlhb6+vq4+uqrs9KXOOjC17ZTNZ+HDx9m06ZNF1m/F5psXUMjIyMcPHgQpRQ33nhjVgwasiUYpBBoFAgDUKDBEgLbdtAyleWM1gipLzSSd5DaQSuN1Ap0KsXZxQFS9cAKhSFBSHAufI5yNIY0SAycZc7aa6moqMhIRR0YGGBgYMA3eqmoqKCmpgalFMlkcbRBKqbItkcQnlVjzYfG9mZtb28nFotdlGY61T6p3vdcjJNtb35SjPvukS2hlb6As2rVKv7rf/2vvPjiizz99NO88sorfOlLX+KjH/0omzdvZvfu3ezevZtdu3Zx2223jXvNaa352te+xv3338/v/d7vAfC///f/ZtGiRTzxxBO87W1vo7W1lf/4j//g17/+Nddddx0Af/VXf8Xv/u7v8uUvf5klS5bw2GOPkUwm+du//VtCoRDXXHMNr776Kl/96ld94fvII49w22238fGPfxxIRWr37dvHN77xDR599NEpH5N7772Xe++995J/11rjui6JRMKvgS7mczEXaCXQKouL81ncVrEzK890L31mJtX5JhIJ+vr6OHPmDOvWreO6664LtOiF7ApKrTWnT5/m2WefRQjBTTfdNOXU5rHkw5V4qnR3d7N//34Arr/++sCJXph+jbTWmqNHj3LgwAHmzZvHrl27siJ6s1oTeeFWKC8IXNCYpoWjXISUCAM0LkJrtFIIVyEMA6lFKuIrLFztAqkor4nAEAKNQEqNcDVSKQxTY5rgjEYvGoPXsmbDhg3s3LmTPXv2sGrVKgzDwHEcmpqa2L9/Py0tLZw6dYrR0dHAntclJk+hhe9YvN6sS5Ys4eqrr6ahoYHdu3dz1VVXIYTg+PHj7N+/n/3799Pc3MypU6cYGRmZ8DlZzBFf735azGIjVxFGrzTs4x//OFprfvnLX3Ls2DE++clPYhgGX/nKV1i9enVGGmg6XV1d9PT08LrXvc7/XU1NDTt37uTAgQMAHDhwgNraWl/0Arzuda9DSskLL7zgv+fmm2/OyNrZu3cvbW1t9Pf3++9J/xzvPd7nTAdvQf2zn/0sv/nNb4DUMVcqlalkmiY/+clP/LGUKFEszNqIL6SEb1DSRS+FZ2TU1taGZVksWbLEjwAFnfHMuKaCV9c6ODjItddem3XxF8SIb3r9srcSHLRWIx7TmZjGYjEaGxuJxWI56T+cLeFnGAJc0Cg0GqFBC4VhmgiSCJ1ycw5LiYOLFBrhCJS0MYRAotFCIIRCCw2pjr2gNVqJVPujpEK4ApRAjw5fcUzpfTDPnj3ru3KmO56mu/l6vVtng5CYDfswGYIQ8Z0I4XCYhQsX+jWBjuMwNDTEwMAAZ86cyXDh9SLC1dXV4woc7548E/Y72xRztNsj131jk8kkSinKy8tZsmQJf/AHf8Af/MEfAKlU5xMnToz77zyTn7HzkEWLFvl/6+npuagu1jRN5s6dm/GelStXXrQN729z5syhp6fnsp8zVbTW/tz3S1/6Eq95zWuAi8+3t7/97ezfv5958+bNmHvQzEFceGVzeyWyQTBn2tNEShlIsTOWaDRKc3MzIyMjbNq0iYGBAX+VbiYw3WOc7l7s1bXmoqYxaOeC51JdW1vr1y8HOSo9lYivF8FvbW2lrq6O7du3Z13YZ9etWwIy1bNXSYSQWIZGaRchBa5yMEWqVtdVYEhBXLupVGckCjvV7kgKP1va0TaGNNFKo1yNGZEIQyEE2EPnJz9CKZkzZ05GTaYnOvr6+jhy5AiALzq83q0zbXId1Osgl8zUffYm+96ClufC69WuHz9+HNd1qaqqyjBxsyyrFPGlOPfdI9c1pdFoKqtmvMy5iooKNmzYkLPPLjRCCP793/+dqqoqqqqqOHz4MAsWLEBKSSgUIhKJ0NfXR21tre/QW8znYi7QWqCz2IIom9sqdmal8IVgtzTSWnPs2DEOHz7MkiVL2Lp1K5ZlMTQ0FNgxj8d0BGUsFqO5uZnh4WE2b96cU1fBoLQzsm2b1tZWzp49e5FLdZCdpyf7QEwmkzQ3N9Pf35/T7zabD2qFRqhUlFYKDUIhLDClgXQ0UkiEBsd10Ei0jKCEBiFwNGgECIUhNYYrMMIphSylQgiNKcB1FNKQlJVZjJ6f3oo+pM4ZT+BC6r7iiY6BgQFOnDiRITqybU5UInvMlmhLugsvpPYrFov5Qvjw4cPEYjEqKip8s6FkMll0vVZLqc65F76xWAwYX/heDs80q7e31+8v7P3sOeDW1dVx5syZjH/nOA59fX3+v6+rq6O3tzfjPd7PV3qP9/ep4N1Lvv71r9PX10d/fz/f+MY3+N//+3/7f7MsiyNHjnD99deXHJ1LFB2zdgaUrTTcbDM8PExTUxO2bV+U+jnT2jBNRfhqrTl58iRtbW0sWrSILVu25DwdPQii8uzZszQ1NVFdXc3u3bsvMoSZLRHfM2fO0NTU5Ltx59qVOGvtjLSJNEDgYAgLpaGyIkzSiSKEQSKZpCIsSCRTUVzTsAmbLnHXRWKDoUFqlKMwhDexTTk6X9DHOBpcNFXlZSRjF9f4TnsfhPBX+L3WH57oGBgYoK2tbcY4R88GETgZZovwHYsQgvLycj/dFFJCd2BggPPnU1kPzz//PKFQyD8fa2trqaiomJXHw8NzdJ7N+3glvL71uSIej2NZ1qQX+lauXEldXR1PPvmkL3SHhoZ44YUXuPvuuwFoaGhgYGCAl156iR07dgDw85//HKUUO3fu9N/z6U9/Gtu2/TnOvn37WL9+vR9lbWho4Mknn+SjH/2o//n79u2joaFhyvvtnVMf+tCHsG2bT3/607zzne+ktrYW27ZJJpPYts2iRYv4gz/4g4z2SyWyTDCndEXPrBW+pmkGSvimt3FZsWIFa9asueimH7SU3Csx2fF6qd1eK4F89agt5CKI4zgcOnSInp4eNmzYwNKlS8ed7AQlKj0eExHl6fu5ceNGlixZkvNJXTa3Lw0QjouBwHUUjjCIxxPMqy4nlozj6jjCKEMJkIYgadupKl4JoJESQhIcqXEASytMFEKm6oYV4DoQS7o4KEJG7ie844kOzzl6cHDQd44uLy/PqBOeqktvielRLCIoFAqxcOFCKisr6enp4eabb/bb0Zw9e5bOzk6EEH5atFcnnEuRlG+K3dEZ8pPqHIlExr2uRkZG6Ojo8H/u6uri1VdfZe7cudTX1/PRCfkdYwABAABJREFUj36UP/uzP2Pt2rV+O6MlS5b4vX43btzIbbfdxnvf+14effRRbNvmgx/8IG9729v8e+073vEOPve5z/Ge97yH++67j6amJh555BEefvhh/3M/8pGP8JrXvIavfOUr3HHHHXzve9/jxRdf5Fvf+ta099/rBVxTU8Mtt9wy7e2VKDFbmLXCN0ipzv39/TQ1NWEYxmXbuARpzBNhosJXa83x48dpb29nyZIlbNu2La/ploUSlefPn6exsZGKigp279592XS+IESlL8WVhG9/fz8HDx6krKzsivuZz3FNBlOaOEqhLIEpNCHDQKMJWwahkEllpYmUccrLJI52EQaY2oCkg5ARtHIR6FQqtIqhZSWWYWDbGgMXAYTKIWLYSOmCdq44prH7mg0852gvlc627YzU6NbWVj/65r3Ky8vzKsqCeh3kktka8b0c3j4bhnFRnfDo6Ki/QHPy5Els274oZT/oxpWXo9h7+ELK3CrXqc6XSnN+8cUXM1ydP/axjwFw55138nd/93d84hOfYHR0lPe9730MDAywZ88e/uM//iNjUfCxxx7jgx/8ILfeeitSSt7ylrfw9a9/3f97TU0NP/3pT/nABz7Ajh07mD9/Pp/97Gf9VkYAu3bt4vHHH+f+++/nU5/6FGvXruWJJ56YVg9fD2/Oc8stt/Dyyy/z7LPPcvr0acrKyti2bRs7d+4MZBeJ2YImuwHf4nsq5o5ZLXwLHUFzHIf29nZOnTrF6tWrueqqqy57o5+NEd9oNEpjYyPxeJzt27f7xjz5JN+i0nEc2traOH36NOvXr2f58uVXnOQEPdV5vLEppTh8+DDHjx9n7dq1rFixYsZO5kxDY+NiyBCplkQCrSWO46KUi6sFUgukMAmZAo0DSlJREUFpBzfuoENh0C6ukkhHp9ogqVSNrxYOlsEFx2cTNyDXuWVZvnM0ZLr0jnWO9tJQKysrcx6tmqnn0VQJ6rWfSy4V9ZRSXpSyn97juqOjg2g06ve49s7LS0X3gkiuo51BR2udlxrfS2Wv3HLLLZe95oQQfP7zn+fzn//8Jd8zd+5cHn/88cuOYfPmzTzzzDOXfc9b3/pW3vrWt172PVPBO7Y//vGPuffee4lGo9TW1hKNRvnqV7/K9ddfz3e/+12WL1+e9c8ukeqKmF1zq6xtquiZ1cK3kNHTs2fP0tzcTHl5Obt27aKiouKK/2Y2Cd90A6+lS5eyY8eOgpnq5PO49vX10djYSCQSYffu3RM21gjydz+e8B0eHubgwYMIIWhoaChInVA2J7lJV2MKF60VXJgwaJVKfdYaEKCE9D9TaQMhQTkCaQhCIRMhk+hQCFsnqCwvx5YKV2iSboyyiCBcBkortNQoNbmIL+RHHI3n0js8PMzAwAD9/f0cPXoUrXWGc3RVVVVW01CLVQTOFNGWLSa6z0IIysrKKCsr882Gksmknx7tdQawLOuiBZqgHtOS8E1d47lMX/civkE9B/JBNBrlwx/+MDfffDNf+cpX/Pt6U1MTf/zHf8wHPvAB/vVf/7XAoyxRIr+UhG+WSSaTvnPv+vXrWbZs2YRvvIUW65PlUmJtZGSEpqYmkslkTnq3TpZ8RFNd16W9vZ2TJ09OKfo5UyK+Wmu6urro6Ohg5cqVrF69umATOO/4ZkM0GBGXRFRjaYGBRkqBZV44x9G4rsKUItWaF/AWcpXWFxydwTQEFUaCUATKIpoQSYQlKDctziUErgMitQyMEMFc5BiL15O1pqaGFStWZDhHp6ehVldXl5yjp0mxTdCnk+6b3uMaUvffoaEhBgcHOX/+fEZrL08IB6lOuNhrfPPhah2Px4ver2B4eJjjx4/zzW9+k/LycpLJJFJKrr32Wr785S/zxje+ESgtxOQEJVKvbG6vCOnq6uKZZ57h2LFjRKNRFixYwLZt22hoaJjy9T1rZyf5FpFaa7q7u2ltbfUdbSf7pQQ56jceY8ertebo0aN0dHSwbNky1q1bF4iJRq6Pa39/P42NjYRCoQlH98cSdHMrSK0eHzx4kGQyyQ033OC30ZkNSENQHpGAQiGQaAyt+e1cQCOlBYgLk1ZAG4CNFuCiEBhopVO1ONIkKTRhIXEBjFQgWRgmKAlTiPgGgYk4R8fjcaqqqjKiwkF0jg4SpYjv9DAMgzlz5vhuud4CzeDgIAMDA5w6dcqvE/bOy0I6mhd7ja83N8u1udVkWxnNNkKhEG9605t4+umnue222zLO99OnT7NlyxaguNtqlQgmjz32GI888ggvvvgiixYtYsmSJZSVldHX10dnZyeRSIR3vvOd3HfffaxYsWJS2y4J3ywQi8VoaWlhcHCQa665hkWLFk3poRbUFkyXwjAMHCc1gR8ZGaGxsRHHcbjuuuv8CUgQyJWodF2Xjo4Ojh8/zpo1a7jqqqumPJkJsrkVpMR9R0cHS5cuZd26dYGI6KVHfKeLYVq4WmOWgZQaQ9so4eK6Lq5K1eYKBK7QSASI1GdKAakYsEr1LDIlcVsRDlskXAEGaEegtOZCm2BcHCZr6hzUSfJ4ztGJRMIXwl1dXRnO0Z7ouJIBWlD3N1cE+drPFbmMeqYv0CxbtsyvE/aEcLqjeboQLisry8u5V+wRNu95nMtjfbka32JBSklZWRkf+tCH+OIXv8jSpUspLy/n1Vdf5ZFHHuFTn/oUsVgMpRSRSCQQgYoSJbZt20YoFOLd7343//iP/3hRHXoikeDAgQN873vf47rrruOv//qvJ1UnX/jZa47Ih/BNdyuuq6ubdt/SIBhyTQZPqHd2dtLZ2XnJNk2FJheicnBwkMbGRqSUWalxDWqqcyKRoL+/H8dx2LZtG/Pnzy/0kHyyKXyTjsKQIA0D5UoMAwzLwgbQNgKJg0qJXlI9e4VLqp9RSu/iqJQ4dhyFYRpIBUJIQCNFKtCLFJhGqtZ3thIOh1m0aJHvGOo5R6fXY17OOTqI10GuKcaIbz6jnul1wumO5p4QPn36tF8nnC6Ec2XkVhK+qR6+uRa++eowEFTOnTvHgQMHAHj3u9/NwoULiUajnD9/niVLlvDFL36Rz33uc8TjcbZu3co//uM/FnjEswetRZbNrYrn+fClL32JvXv3XvLv4XCYW265hVtuuYUvfvGLHD16dFLbn9XC14tG5gKvjjWRSGRNEMy0VOdkMsnZs2cZHh4OdOprNo9rej/m1atXs3LlyqxMYIKY6tzT00NzczOmabJ8+fJAid5sY5oSWysMBVootDYAATLlbCUESCEQWqMVCKVS71MuAjP1/WmBYUmUcjGEAYZCSIELKCnRGgQaoSWOOzNTnafCWOdo13V9wZHuHO0JjkQiUZTit9iEb6HFvmVZzJ8/37+vua7rG7n19fXR1dWF1prq6uqMOuFsZLsUet8LTT6EfzweL/pU50WLFvG1r33Nj+ZGo1FGR0dxXZdoNEo8HvfPey9jp0SJQnM50TuWefPmTbpbzKwWvolEIuvbVUrR1dVFZ2cn9fX1rFmzJmtpn16UOugPRU/8HT9+nLKyMnbt2hXo1etsCd+hoSEaGxsBLtuPeSoEKeJr27Zv0Hb11Vdz/vz5QH6/2YwQStPCdUABBhqEJmSZuNpFmukRWoVCExYapTW2VmjhIC78XkidErlCYEnPEVqDIpXerFwQCgje8cwX4/VtTXeO7u/vR2tNMpn0I8JBMibKBUG/5+eCoO2z17bLW8DVWmf0E+7u7iaZTFJZWelHhGtqagiHw5P+rGKP+Oa6hy+kanyLPeJbWVnJHXfcAaSy1CzLKvrFgHxRivhmlzNnznDmzJmL5vKbN2+e9LZmtfDNdqqzl94K5CTC6T0IgjYhSGdwcJCmpiYAVq5cydDQUOAf4NMVlemLHblyMg5Kje/58+dpbGyksrKS3bt3E4lE6OvrC8TYxpLNa8SwDBQKKTQgEVohJCRtO2VIJUBrB1Om0qKlIcER4FyI/iJwXZeQTNX/ajSGkBe6zgukNLFdSCp9IcVv8mMM4neQDcY6R3d2djI6OsrcuXMzjIlmq3O0970G9Z6fK4LubCyEoLKyksrKSpYtWwbg9xMeHBzk6NGjjIyMUFZWlpEePZEWOsUufEsR3/zR2dnJ//k//4dnn32WrVu38uUvf5menh5eeukltmzZ4p/bJUoEkZdeeok777yT1tbWjGelp5OmovNmx8xhHLJZL+s4jm9ilM301rF4EY18rIZOFqUUHR0dHD16lFWrVrFq1Sq6u7sZGBgo9NCuyHQiviMjIxw8eBClFDt37qSmpibLo0tR6FTn9HZM69evZ/ny5f7kLUjR6HSyGfEVQl4woNIYQiMMQCsMS2JeSHNWKAxhorTCwMXRAlBIkepxZKMJC4GQEq000hBoLxbs2pgCLCP1exG8wxkYhBBYlsWyZct8Y6J05+j29nZisZgfeZvpztFBvLbywUx0No5EItTV1WXUCQ8NDTEwMEBPTw/t7e0Zafs1NTVUVVVd9DwPuujPNV6Nby6JRqOBLb/KF93d3TzwwAN+14n9+/cDMDo6yne+8x127tzJfffdV/QLMSWCy1133cW6dev4zne+M2Xj4LHMWuFrmmZWIr7nz5+nqamJcDjMrl27pm1idDm8G0/Qaj0HBgZoamryjZyqqqqAmVOTPJVxev1q01Pac/mgLqS4HBwc5ODBg5imOW47pmIQvkiBqxRKKUJhgUCQ0ILIhb6+oDF06jwS8oJZlVJICYZM9etT8oKgFQJlgNQKDBOtSUWSBTjigiiepPKdaQIhm1zJOdqLvKU79NbW1hKJRGbEcSvmiO9M32fLsjJqzNLT9r1zUynlZyt4mQ0zUfRnk1LEN7d4x/enP/0pTU1NvPLKK/zzP/8zDz/8MIAfwGltbQWKd/GtRPA5cuQI//iP/8iaNWuyts1ZK3ynm+ps2zaHDh2ip6eHdevWUV9fn/MHlbf9oLQ0Sm/Xs2rVqosi3TNF+E42mjo6OkpjYyPJZDJvrZkKkeqslOLIkSMcOXLkspkMhY5G5wUtkEIitEbqVC/fSMjBdU0UoLXCsiQonRKu0kCjABelNUKaGAIsA3AVytFIU+O4DkIIDFNgWKTivwqUDsY1HkQmIojGc45O79ma7hztieGKiopAi40gjy0XzAbhO5b0tH1I7WM0GvXTo3t6eojH44RCIUzTpLe3l9ra2inVCc9k8pHVVsztjLy5xIkTJ1iyZAlCCA4ePJixqB2Px7FtO+P9JbKIFqlXNrdXhNx666385je/KQnfiTAd4dvT00NLSwvV1dXs2bMnbwYJQojAtDTq7++nsbERy7Iu2a5npgjfiYpKrTXHjh3j8OHDLFu2jHXr1uXNUCffUVWv77Lrulc06grq5DSrqc6GxJAa09SgdcrMSoKhXbQykAgMJAnl4AoHR0QwTQftShwMHK0xpUJrFyEFjnZTDyoh0FqBBmWnXJ3NEMRy6DhfjIzn0Ds4OMjg4CBnz56lo6MDKWVGanSuWtVMlmKO+Abh+OcSIQQVFRVUVFSwdOlSIJWtcOjQIeLxOMeOHaO5uZlIJJKxSDOROuGZTCnim1u8c2fOnDl+OVplZaWfrXf69Gm6urq4/vrrM95fInvo1FQiq9srRr797W9z55130tTUxLXXXotlWRl//8//+T9Pepsl4ZtGPB6ntbWVvr4+Nm7cyOLFi/N+Qyi0mHQch8OHD3Py5EnWrFnDVVdddcljUOixTpSJjDMajdLY2Eg8HmfHjh2+42y+yNexTO89vXz5ctauXXtFcR/UiG82r02lJVJKJBKlNEpBJGQyPDyIcspwcJCmgQXgagwRx7QkIqmwJBiWwFCgtMBEoFyNYWkcrVL+VujU/+tUPbEpklkb+2xkut/t5ZyjvRRUr1VNoZ2jizXaUqzpvuFw2E/dX7t2LY7j+Is0Xnsvb5HGE8Lj1QnPZPJV41usrs7eufKGN7yBffv2ce+999LZ2cnQ0BCvvvoqDz30EIODg7zpTW/KeH+JEkHjwIEDPPfcc/z7v//7RX8rmVuNYTKRU601J0+epK2tjQULFnDTTTcVzCglF27UE6Wvr4+mpiZCodC4tZ5jmSnC93LCTWvNiRMnaGtrY+nSpezYsaMgbrH5iPjG43EaGxsZHR1l+/btE+59FvTJaVbaGQmQUiBwcRBoUxBL2FRXVTI6YiNEnKQ2cFwHw9A4yk31CRcahEQYAikFhkygRKom2JIQdxTaTfXztQTYbhKbJJiTn2gUq0DKBuOloHqtasY6R6cbE41dXc4FxRzxLbZ99kgXfqZpXlQnPDIy4p+bx48fx3Xdi/oJ5+PczBX5SHUu5ogvpK6vFStW8MlPfpLPfvaztLW1IYTgta99LUuXLuXrX/8627ZtK+rrMJeU2hllhw996EP84R/+IZ/5zGf80qbpMquF70QE5OjoKM3NzUSjUbZs2cKCBQvyMLpLUwgx6TgO7e3tnDp1irVr17JixYoJ3QhnivC9VKpzLBajqamJ0dFRtm3b5qdJFoJcRlW11nR3d9PS0sKiRYvYtm3bpMR9UCO+2Zw4GSEJysEVYEgz5dSMTcgsY1iAGTIIhVJuz6aw0MLFCkkMO0HSlSg31fJICIl0HKRwQadqgk0hUNpFWKCNJGYE7Oy3GJ815EPgj21V4zlHe3XChw8fvsg5eqo9WyczpmKimCfcSqlLClcpJdXV1VRXV1NfX+/XCXvnZrqrubeY45m5zRTykeoci8WKNuLrobVm586d/OQnP+HEiRN0dnZSXV3N9u3b/b8X6zVYYmZw/vx57rnnnqyJXihi4auU4ujRo3R2drJ06VK2b98eiL6QUsq8Rnw91+pIJMLu3bsntUI6k4SvUsq/yWutfQOcurq6SQvBXI0xFxP+ZDJJS0sLfX19bNq0aUo3j6C6Ontk4xyUgBYuhlGW2ldD4DrgOgpbKVwlcLXGFanosDYlrhJEyiMY2kHFE2jTwDBMzBBoR2OYIFwXwwCNi5aAlKDkhU8sERTSnaMXL14MpGoxPbGR3rM1vU44G87RxRrxLeYWKpPZ9/Q64XRXcy89+sSJE7S2ts4oM7d8Cd9ijfh6x9dxHA4ePEh/fz8VFRUsW7bMb8UFxXfPySeliG92ePOb38xTTz3F6tWrs7bNwiu9HOEJ3/FWtIaGhmhqasJ13by59k6UfJlbOY7DoUOH6O7uvqhv60SZKcI33QQpkUjQ3NzM0NBQICL8HrkQl2fPnqWpqYmamhp279495WhVEIWvUopoNArAr3/9a1+IzJkzZ0r1cIZl4WoXjQaZSkE0pEQbAqVB4eK4FpgCicB1BVxoc4QwCFcI3GQMJ2SiTRfXTJCw5oBKkkgOEgopImFwHI0WAs3kFreKbYIShP0Nh8MsXLiQhQsXAuM7R1uWlSGEpyI2gnZt5YtijjZNV/iNPTcdx2FoaMg3c+vs7EQIkRERrqqqKkgN+3jkusbXy+AoRuHrmca1t7fz5S9/maeeeorh4eFUq75QiO3bt3Pvvfdy8803F3qos5sL04Osbq8IWbduHZ/85Cd59tln2bRp00WZMh/+8Icnvc1ZLXwh8wbrui6dnZ0cPXqUlStXsmrVqsA8CDzyISbPnj1Lc3MzFRUVk47ypjM2khpUvAnG6dOnOXToEAsXLmTPnj2BqpHKZjqx4zi0tbVx+vRpNm7cyNKlS6f1/QRN+I6MjHDw4EGSyZRB1NVXX+33dT1x4gSu62b0c52IaZEVBqSDk7QJl1toFIYhUAgsI7VyqwSY0kAgAQeBRCNRKJRWREIGIekQsgxCYYOIHCZcYZBwwsQTCZQAyxSplkiTFL7FRJDOtXTGc44eGhpiYGBgXOfompqaCS3CFGvEN+jPjVySbUdr0zQvMnMbGRnxF2pOnjxZsBr28XBdN+dZVsVa4yuEIB6Pc/fdd9PR0cEb3/hGNm7ciBCCo0eP8uMf/5jf+73f41/+5V9K4rdE4Pn2t79NZWUlv/zlL/nlL3+Z8TchREn4ppMudg3D8I2bvPY8nq170MiluZXXm7i3t5f169ezbNmyaU08vAd30CcwXq+6tra2Kaf75ppsiUuvDVU4HJ7WosbYsQWBdCOy+vp6QqEQ58+fp7y8nIULF7J8+fJxTYscx8lw762pqblICLuGxLLANUFJF9t2MbSL0JqQaaGVQiPQmlRfXy/ge6FVn0aDELhKonTK8MpFILTGNGWqjy9gYOAqF4JxSEtMA8MwmDNnjp8xNNaU6OjRoyilrrgIE/T7Z64ohnZGlyLXjtbpdcLefTG9hr2jo4NoNEpFRUWGEM5G6v5EKNX45gbvXvLd736X8+fP83/+z/+5SNw+9NBD3HLLLXz7299m8+bN1NbWFmawsxyNQGfxQZ/Nbc0kurq6sr7NWS98k8kkhw8f5vTp01dszxMEchXxPXPmDM3NzVRVVbF79+6sPBC8B1eQa7V6enpobm4G4IYbbgjsgsd0a3yVUnR0dHDs2LGsn+dBMLdKJBI0NTUxPDzsO1K//PLLF73vUqZF/f39DAwM0N3dTTKZpKqqyk+NrqmpQQBCaIyQgRXWSEvj4mLaSaSZWowSKeWK1NoXwkIDMtUH2LEdKBc4AFKjpYXSLrYLrvP/Z+/N4yO5yzv/dx196Wodc2ikkWY09+EZz+WR5ogxwdgG5yAQdjk2mDV3IAuGBSfEEANJDN4FQsJuvNkNIdnY6yy8st5d4JeNbUJs48ExmFG3bo3O0Yyk0Uits8+q+v7+6KmiWyONrj5K6nq/XnrZ0rRKVd11PJ/v8zyfJ5Fs61UkFFXCiDtzfG+Fne/Ri7GQKZG5CDM1NcXVq1fTzj1TbMD6PN61UqiCH3L/zFyohz0ej6dlhM0+4VQhXFJSkpXPKNvHX6ilzuY19b//9//mHe94B+fOnQOSCSBz9IvL5eLRRx/l4YcfZnh42BG+DgXHhhW+kiQhSRL/8i//Yom99XATzLS5VTwep729nbGxMQ4ePEhNTU3GHmSpwtdumKZO4+PjHDp0iObmZluVNs9nLeJyZmaGQCAAQFNTU8bFfb6D02vXrtHS0kJlZSXnzp1L+xyXet9SA77a2lqEEESjUSsr19nZSTQaxT8yRiQap8iTwGMoSAbIbgVdVtHDUWQlmaSVBSQH8upIkpIUuBgogJBlUGSELJKiWIFETKAqgpCWwAUo8o0JSKy8xcKuJcAOC7PQIkzquWdm3YqKihBCMDo6Snl5eVado+1ELma52hU7LBa73W42b95s+Vyklu5fv36dnp4egDQhnKlZ19n+7OPxOIZhrIuYLxt0d3fzoQ99yPKMMc81VVURQnD8+HGuXr2at9GZBYG4UQ6Wye0VIG9729s4ffo0Dz/8cNrPH3/8cV599VW+853vrHibG1b4QlKY1dXVsWfPnrwH78slk+ZWIyMjtLW14ff7OX/+fMbHHZg3U7vdPEdHR2ltbaW8vJzz58/j8XgIBAK2FOgmqyl1FkLQ39/PpUuX2LFjB3v27MlKMJWvjK/Zqzw8PMyhQ4fYtm1b2nWcalq2XCRJwufz4fP5rMxHNBpl8LkXCGOQ0HTm5iIIoSGQMAwNFBVNi99YTBNJd0VZoEgQSxhIkoEsSWjJmuek3xUgUBAY+IoUNJKje+OaAQhsfCrmnY2aCVzo3IvFYoyOjtLT08PAwACtra2Wc7QpOHw+34Z8Pzbq57wc7FjmvVDpfmrFgtknbFYsmMZZbrd7xX8r23N8TePDQhW+k5OT7Nq1C1h47J/f72dmZmZVn52DQy554YUXePTRR2/6+Zve9Ca++tWvrmqbG1r4mmYk6+nhmomMb2q28+DBgzcJhkxhZtXtIigTiQTt7e1cu3btJqFkdwfqlZY6h8NhgsEgsVgs687k+bh+pqamaG5uxuPxcPbs2QUDmEztl9frpaS0iJDLTVGRmyKPih6PATJRTUPXBOF4nHBkjiKPCqi4VCOpcQ2B6hLohpn9TWaDQUIAhiQhDDA0Da9HQUGQMBLI0spuvevpHpYJCuV4PR4PFRUVKIrC6dOnLefoqakphoeH6ezszIhztB0pZOGb7R7fTCDLMqWlpZSWllp9wmbFwtTUFL29vczNzVFUVJSWFV7OQk22M96RSAQoPOFrvu+RSIRnn32W8fFxVFXF4/Hg9Xpxu9243W5UVWV2dpbi4uI87/HGRYjkVya3V4jMzs4uuEDjcrmYnp5e1TY3tPDNplFUtlhLxlcIYWV5KysrrWxnNrGLoDRH95SWli6Y3babM/F8lrt/5gzi9vZ2ampqOHnyZNbdMXO5uCGEoLe3l56eHnbv3s2uXbsWDaLMhZdMfK6SrIKUHNIrIeF2uZBlCSEJin0qsgSSLKHrBuHIHOWlBuE4GLqB2y2hGckeKqQbwbwkgQxCUhCGIGYk8CqQUGTcskRCWl/3JYfskSoAl3KOTh1TYwrh1YzvsgN2KPfNF+vx2BeqWFhsxNf8PuH5x5rt449Go7hcrqw/G+2GeR/Zs2cPTz75JN/97nfT/k2SJGRZtuLMkpKSfO1qASCRWRdLey+UZYsjR47wd3/3d3z+859P+/nTTz/NoUOHVrXNDX1XyNVM3Ewiy7LlQrwSYrEYbW1thEIhDh8+nDakPJvkW/ia84hHRkY4cODAoqN78r2fS7EccWnOIJ6amuLYsWM5m0Gcq8xEOBy2xhQ1NjZaxj+5wHRqFoZAkpPWzZLQcKsGSMkArcjjQVUkDEPB49UJxyGmxXHFYGYOVLebEh2EuJENFgIkgUvRicQ1PMVFEIkgSxKuAu1tXA52XqDKFotdY0s5Rw8ODlrju1LFxnronS30jO96E74LsdhCzdTUFBMTE/T29gJYrvrmeZrt4w+HwzlzqLYjX//615meniYejxOLxawv8/tEIsG5c+cc4etgez73uc/x1re+lZ6eHn75l38ZgOeff57/8T/+x6r6e6EAhO96zPhGo9Flv14IYc2nraqq4vz58znt28inoBwfHycYDFrziG/lVG134btUqbPZt2waPOXyM852xtc8h9vb29m2bRv79+9f1kr9anp8F0NR3clSohvBuG4kRxJpusDrktANHVmWMAwBikCRZTweF6oKXkWnWFcwhMBIJEAYzEbmKPJ6icUVJDeoio4qyYRlFUmSC3YYvcPNrOT8Xcg5OhwOW0J4vmt5vue13opCFr527PHNBPMXahZzNgcYHh5G13XKy8sz/jwrxFFGqbzhDW/I9y4UPMJIfmVye4XIr/7qr/LMM8/wx3/8x3z3u9/F5/Nx9OhRnnvuOV73utetapuO8LUZKxFo0WjUygDedttteZlPmw9BaZoeXb16lf3791NXV7dkAGWnXuSFWKxk91Z9y/net0yQSCRobW1lYmKCo0ePsmXLlhXtF2RG+AohIwtQlaRLsySBIcdwSyqoAsPQkWSBMMAlywhhgNCQBCiKjKKAx6Xi8QhUlwu36kI2BNFoPFnwpLjRpDm8PoWYoZPQVn5fKqRMaCEJorUIQEmSKC4upri4eEHX8tR5ral9wnZwjt6o4m85rIce30ww39kcknHLK6+8ghCCvr4+5ubmMm7oVujC18FhI3H//fdz//33Z2x7G1r4qqq6LoXvUvts9nl2dHSwZcuWnGd5U8l1OfnExATBYBCv17uiEVVrnZObbRZaQEjNaGfDlXu5ZCtAM4/PHDeWz2BckiQMCRRZhRulyl6fwuTEHKXFVSS0KAgJQwgSJEggI7sUook4XkUlLgSyIZCEhgQoqopbFXi9Xoq9cVyKC2HoFKkycS1CVNcIBAKWEFmoD65QsfN1mg0ymflcqA8zHo+nlUa3trbi9XrThHA+nKMLOeO7UUqdV4P5HGtoaKCkpGRBQzdVVdOE8Ervj6bwLdTzyyH/CCREBvtyM7ktu5PtZ8OGFr7rMeO7lJCMRCK0trYyMzOz4gxZNshVxlfXdbq6uhgaGmLv3r3s2LFjRReG3UudU7Oqqce6b98+6uvr8/oAz3S23DAMurq6uHz58rIz9ovtV6ay0YYkI8sCJANFlknE42iGwO0ykNCIxqO4fRLxmI5sSMiygsslJbO9kowi67i9Ehoyhm4gCx1VkdCFhi4khBEnGtepKPVR5PWhiSjl5eWEQiH6+/sRQlhBXkVFxU2GRU4At3HJ9kPe7XazZcsW61mhaZplSLSQc7RpSJTtc65Qsp4LUcjZbkgX/gv1Cc/MzDA1NWXdHw3DSOtjLysru2U7TDQadTK+DvnlxmjDjG6vQDh8+DCf//zneetb33rLpF53dzdf+9rX2LFjB7/7u7+77O07wtdmLCbQhBBcvnyZrq4uqquruf32223Rt5WLEuJQKEQwGMTtdnP27NlVWfCvh1JnwzCYmpoiGAyiKApnzpyxhflEJoPTmZkZAoEAkiSt+fgyuV+K7ELoOgIJTYBQZQw0PGUefF6J61NhEloCXTIQkiCua0iKQlxLICQXiktGEaDKMSRZR1VlEALjhjFWTE+6RYfjYVATuHwy9fX1Vp9mqmHR5cuXLcMiU4wUWha00ARRLo9XVVWqqqqoqqoC0g2Jrl+/njPn6ELN+AohClr4GoaBEGJRAzZFUazzbseOHVafsLlYMzIyQjQapbS0NM3QLbViKBwOO8LXwWGd8md/9mc8/PDD/PZv/zZvfOMbOXXqFDU1NXi9XkKhEG1tbbz00ku0trbysY99jI985CMr2v6GF752FjsLsZBYD4fDtLS0EA6HOXbsmLUyageymUnVdZ1Lly4xODjInj172Llz56oDJbuXOkuSZPU+7dq1i127dtkmMMrEooEQgoGBAbq7u9mxYwd79uxZ8/FltMdXkgCBrGoYqChqUqgamo6iqhiyjuw2cCFweWUMQ0d1SRQVQzihgUguyEqymvwdOenoLAwdQwgUKYFLlfAUu5FcMhi/2GdJkm6al2kawphjQuLxOL29vczOzq4r597VYOfrNBvk+3hv5Rw9NTVlOUebzryZOv8KVfyZ99JCFP3wi+Nf7mef2idcW1sLJDO6Znl0f38/s7OzfOtb30LTNJqampicnFy0NeiFF17gP/yH/8DPfvYzhoeH+V//63/xlre8BUh6TjzyyCP84Ac/oLe3F7/fz913382Xv/xlampqrG3s3LmTgYGBtO0+9thjaVmnQCDARz/6UV599VU2b97M7/zO7/CZz3wm7Xe+853v8LnPfY7+/n727t3LV77yFd785jcv631xsDdCSAiRwVLnDG7L7rzhDW/gpz/9KS+99BJ/93d/x5NPPsnAwACRSIRNmzZx/Phx3vOe9/Dud7/bem6thA0vfE0HwfVCqpAUQjA4OEhXVxc1NTWcOHHCdnPpsrW4YGY+ZVnOSObTzqXOc3NzdHV1kUgkaGpqyukYn+Ww1gAtGo3S0tLC7OwsJ0+epLKyMkN7ljnjLZdLBSWBJCWDeYFkjc0zAA0ZTQiEAFWWMCQZIUDxupAlg3AkjCYXgSojeySElhTDLlVibmYWmQQ+b7KPWJZkYPFKlPmGMEII/uVf/gW/308kErnJubeiogK/32+7e4PD8rBb5jPVORq4pXN0alZ4pRVIhVrqvFLht9HIxPF7vV68Xq9l6KlpGpFIhOeff56///u/t2KHX//1X+f8+fOcP3+ekydP4na7mZub4/bbb+fBBx/krW99a9p2w+Ewr732Gp/73Oe4/fbbCYVCfPzjH+fXfu3X+OlPf5r22i9+8Yt84AMfsL4vLS21/n96epp77rmHu+++myeeeIJgMMiDDz5IeXk5H/zgBwF4+eWXeec738ljjz3Gr/zKr/DUU0/xlre8hddee43bbrtt1e+Ng8NGwbx2M82GjpTWa6mzruvMzc3R0tJCNBrlxIkTVlma3ci0oDQMg56eHvr6+ti9ezcNDQ0ZCRCy6Uy8Wszy9c7OTqqqqqw+Jruxlozv6OgoLS0tbN68mXPnzmW0PD+TQbMhGxiSkszEqiDpBm4FopqEboCigiTLaFoCl6xgJCBxI80rUFCLfbiIoru8CElDFAliLgMpJhFOhPB4wFWkIgsZwxAYKzgXJUmysnJbt269ybm3s7PTKv1LNSyyQyuEw9LYTfjOZ75zNCS9JszS056enjTnaL/fT0VFxZJmdXY/7mxhPocc4Zu541dVNc359ctf/jI/+clPuPPOO3nppZd4/PHHmZ2d5fTp05w/f573v//9NDQ03LQdv9/Ps88+m/azb37zm5w+fZrBwUHq6+utn5eWllJdXb3g/jz55JPE43G+9a1v4Xa7OXz4MBcvXuRrX/uaJXy/8Y1vcN999/HpT38agC996Us8++yzfPOb3+SJJ57IyPvikD+cjK992fDC165ZvsWQZZl4PM7LL79MbW0tJ0+etHUmJ5PCd3p6mmAwCEBTU5OVccgEdsv4pmZBT5w4AUBLS0ue92phVhOcappGR0cHIyMjHD582HKYzcZ+ZWJBQ1YlVF8c3YigGkXIskABVEnCEBKGHsfQDRRVJvlnDZBkkEAXBskEsYTqMnB73MiqwO0GVzHExhP4PG6kmQQgMBAYrP5cXMi5N1UIm0KkpKQkTQjny/l9pRSiIFpvx2uef2bgH4/HLSF8+fJl2tralnSOLsTPGZxSZ13XkWU5q8cfj8epq6vjU5/6FJ/61KcQQtDV1cVLL73Eiy++yNzc3LK3NTU1hSRJlJeXp/38y1/+Ml/60peor6/nXe96Fw899JAVq124cIE777wz7Z5777338pWvfIVQKERFRQUXLlzgk5/8ZNo27733Xp555plVH7eDfXBcne2LfRVVBlhvGd/Z2Vna2trQdZ3Tp09ntCQ0W2RCUBqGQV9fHz09PTQ0NLB79+6Mr4bbSfgODw/T1taWlgUNhUK2y0ibrDRbPjk5SSAQsEZOrQeTEVlWkueIW0VICQzZQJckkAwkBSQjGairKEmzRgVkSUIgkG8EcJqQMVAxhI4hZJAFQpLQDQ1FcaEZ4FElhDCQMvwQ83q9VFdXpwmRyclJQqGQNSuzqKjIKoteTkbOITdsBAHodrvZvHkzmzdvBm52ju7q6kJV1bTS6EId6WOWeK/3z3y15OJzj0ajaaMOJUli//797N+/n/e9730r2s7DDz/MO9/5zrSF+H/37/4dJ06coLKykpdffpnf+73fY3h4mK997WsAjIyM3JRRNsuyR0ZGqKioYGRkxPpZ6mtGRkZWfLwODg7LxxG+NsAwDPr7++np6aG6uprZ2dl1IXph7YJydnaWQCCAYRg0NjZmrdTXDqXO8XictrY2xsfHOXz4cFqZlB32bzGWW+psGAa9vb309fWt2YxsufsFmcn4Ki43MU3Ci4TikZElgVsRYBjo8SgSgrgAswMYYYCkIksSCUNHlkAXICQwDEAS6IaMMAThSIRNm/wIJpN9v24JI6Gt6liXy/wRNolEIs01uq2tDZ/Pd1NGziH32PW6XwsLOUfPzMwwOTnJ+Pg4vb296LpOb28v09PT1oiaQhDChSr4TXJx/OFw+KYM7UpJJBL8q3/1rxBC8Od//udp/5aaqT169Chut5sPfehDPPbYY86CosMv2Hi39g3Bhha+qqraXvjOzMzQ0tKCpmnccccdeDwerly5sm6yAKsVvkII+vv7uXTpEvX19ezZsyerLrX5zviOjY3R0tJCWVkZ58+fv+nhaOdxS8s5D8PhMM3NzWiaRmNjY0bL1Jfar4y4OpPMwCQMA1mSkSUJHQFCRnG5EPIcCANZURA61sxfAwMhdFRZTaaBAQ1QFQVk0LTk6CNV9SCEgSKpGLpAlnN7bbtcrpsycqmu0R0dHbjdbioqKhYtTc0l6+HelynWy71+LaSOqIGk+Pnxj39MWVkZMzMz1givVOfopWa1rlcK1c3aJB8Z35Viit6BgQF++MMfLvk8a2xsRNM0+vv72b9/P9XV1YyOjqa9xvzeXPBe7DWL9Q07ODhkhg1997Vzj69p4nThwgUqKys5e/Ys5eXllviz637PZzWCcm5ujldeeYXLly9z6tQp9u/fn/XRLPkSvpqm0dbWxsWLF9mzZw8nTpxYcEXYzuOWbiXKhRAMDQ3x4x//GL/fz9mzZ3MielP3LTMoCFlCExIgIcuSVcIsELhQkBUdWblRuoyBkCQSCQNJAkMIJEWgIyHJN2bXS8nPVJNkdD2GKhlIsoyQxapWgjN5fqiqyqZNm9izZw+nTp3il37plzhw4AAej4fh4WFeeeUVfvzjH9PS0sKVK1eYm5vL2flp1+sgWxSC8J2P2eNZXV3NkSNHOH/+PHfccQdbt24lGo3S0dHBiy++yKuvvkp3dzdjY2MkEol873ZGKFQ3axNd17P+vI9EIouOM1oKU/R2d3fz3HPPLctY9OLFi8iybFXYnDlzhhdeeCHtnH322WfZv3+/NX7lzJkzPP/882nbefbZZzlz5syq9tvBZggp818r4IUXXuBXf/VXqampQZKkm3rHhRB8/vOfZ9u2bfh8Pu6++266u7vTXjMxMcG73/1ua0Hyfe97H7Ozs2mvCQQC/NIv/RJer5e6ujoef/zxm/blO9/5DgcOHMDr9XLkyBF+8IMfrOhYDMOwevRfeOGFtK/VsPGWU1Owa6nz9PQ0LS0tC5b3miuhhmGsizmdsiwvOyBJneW6fft29u3bl7NjzEdG1ex19Xg8nDt37pYr0HYvdV6IeDxOa2sroVCIY8eOWdnEXO6XECIj75skywghIRsCSTYQwsBQZAQGmq4hqaBIMoaenPmryKAZyWeRJEFCF8gu0/hKoBvmPsokhIGnyIchg27E0ROg2MyoYqHS1OnpaSYnJxkdHaW7uzsta1deXk5JSUlBB/CZpBDfx1TBv5BzdKphW29vL3Nzc2nO0eXl5asWN/nEKXXOb8Z3dnaWS5cuWd/39fVx8eJFKisr2bZtG7/5m7/Ja6+9xve+9z10Xbd6bisrK3G73Vy4cIFXXnmF17/+9ZSWlnLhwgUeeugh/s2/+TeWqH3Xu97FF77wBd73vvfx8MMP09LSwje+8Q2+/vWvW3/34x//OK973ev46le/yv3338/TTz/NT3/6U/7iL/4ii++MQ6Fwq7FdAI8//jh/+qd/yl//9V/T0NDA5z73Oe69917LmBDg3e9+N8PDwzz77LMkEgn+7b/9t3zwgx/kqaeeAnIztusnP/kJ73rXuxgYGLgp1pMkaVUazxG+OSR1VM9iJk7m97qur4txJMvNpIbDYYLBINFoNOOzXJdDLjOqqZ/znj17aGhoWDKwzXcp9q1YaNHg+vXrBINB/H4/58+fz4tjcEYNYqRkElZRQZZB1yUkSSaWiKEWu5FlUBQZQzeS2WBZwtAFikKy39eQk4ZWQk/O/5UEAgGSRCKmI7sVhB5H9fhAMhDYe1HLHJ9UUVFBQ0MDhmFYQtjs0TSdTlOFcKYC2kISgnZd8Mo2S2U+FzJsS3WObm9vx+PxWOef3++nqKjI9ueOI3xz0+O7mGfBT3/6U17/+tdb35v9ug888ACPPvoo/+f//B8Ajh07lvZ7//RP/8Rdd92Fx+Ph6aef5tFHHyUWi9HQ0MBDDz2U1vfr9/v5x3/8Rz760Y9y8uRJNm3axOc//3lLDACcPXuWp556ikceeYTPfvaz7N27l2eeecaZ4btRyPA4o5VmfN/0pjfxpje9aeFNCcGf/Mmf8Mgjj/Drv/7rAPzN3/wNW7du5ZlnnuEd73gH7e3t/MM//AOvvvoqp06dAuDP/uzPePOb38x//I//kZqampyM7frwhz/MqVOn+P73v8+2bdsycn93hG+OmJqaIhgMIknSLUf1mCVgdhVB81lKsKXOqq2pqcnbeCZzPnK2Mc26hBCcOXMmbaj9rUjNXtotcEvdH13X6erqYmhoiAMHDrB9+/a87m+mMr6GkJAkEEbSqRkkvC6ZiEsGIaGJpIGVIYGCuFHOLFBl0LWk87MsC4TQUOQbglwAskFC10FTMITAV6QiyyDluMd3rciyfFOP5uzsLKFQiFAoRH9/P0IIKxNXUVFBaWnpqgLcQhOCdrzmc8FKj3sx5+ipqSlGRkbo6upaF1UJTo9vfjO+d9111y3vMUvdf06cOMFPfvKTJffh6NGjvPjii7d8zdvf/nbe/va3L7kth/WHEMmvTG4vU/T19TEyMsLdd99t/czv99PY2MiFCxd4xzvewYULFygvL7dEL8Ddd9+NLMu88sor/MZv/EZOxnZ1d3fz3e9+lz179qztoFNwhG+W0XWdnp4e+vv72bVrF7t27Vrypm/n7N98brWvkUiElpYW5ubmOH78OJs2bcrx3v2CbC8mpJZx19fXs3fv3hU93FONmuwWqJmifHp6mkAggKIonD17luLi4rzvV6ZKxJPD5g1UJSl0DR00I44uJ8ug43ryc5GEdMO52UAGDEhmfQ0dRSgg6ShCQsdICmhZBWFQXOIioSi4XDKyZCBLKzsX7XZOyLJMWVkZZWVl7NixAyEEs7Ozac7Ruq6nja8pKytbF+0bucaO13wuWOtxzy/PT61KmJiYoLe3F+CmczDfotPp8c1Nj6/jUu+wEZmenk773uPxrNhJ3Czfv9U4rZGREatn3URVVSorK9Nek+2xXY2NjVy6dMkRvsvFNLfKV2AxOTlJMBhEUZQVZf/sINiXy0LCVwhhOcVWV1dz7NixvJdtZ7PUORKJEAwGiUQinDp1yurzWQlmMGbnbNcrr7zCzp07szJneTVk9JqWJJBBdukgu9CFjuJS0AwDRZbQdYNkClcnGhf4PG6ElCyJ9igymi6QXQIFgZCTn6MiGRi6TlTXQQgMQ8bl9qCqMiKyPq7v5SJJEqWlpZSWllJXV4cQgrm5uTTnaE3T0lx7/X7/ogFwoQmDQjtes1Ijk/eR+VUJiy3GlJWVWWLY7/fnvALJKXXO/vFHIpE1uTo7ONiVurq6tO//4A/+gEcffTQ/O5MlAoGA9f+/8zu/w6c+9SlGRkY4cuTITVri6NGjK97+hhe+kFxhzOXDTdd1uru7uXz5Mrt372bnzp0rutGv54xvNBqltbWV6elpbr/99pwbHi1GNt5TIQRXr16lvb2d6upqTpw4serzLJOjeTJJNBq1bkL56M2+FZl8zyRJQkG+UaKcLHt2e1V0HWRDoCcMJBUwDFShI6kyXrdKOGyAnJxkpIu4Vd8k9KQZVkJPICSZeNxAkgwMSUJ1g+zb2JlPSZIoKSmhpKSE7du3I4QgEokQCoWYnJxkeHiYeDxOaWmpVRqdDxFiBwox42tes9me8z1/MSYSiVhCuLOzk1gsRklJSdpiTLb9Chzhm93jNz9nR/g6bEQuX76c1iq5mrnRpm/C6Ogo27Zts34+Ojpq9bZXV1dz7dq1tN/TNI2JiYklR3Kl/o3VjO06duzYTdV8Dz74oPX/5r855lYLkI/RQKFQiGAwiMvl4syZM5SUlKx4G7nqR80EpqAUQjA8PExbWxtbtmzh/Pnzec/yppLpUudUR+OjR4/eVBKyUswA0E4LHiMjI7S2tlqlhLkcU5R7FMBAYGBIBgagGQZ4QZcTaDqoLgkjARiC5CQ4gYRAQkYS4PXI6FocLRFHkQ1AQoslSMR1fD4DAwWP4iIW03F5V16GZ7dFkZUgSRJFRUUUFRVRW1uLEMJy7Q2FQnR2dhKNRiktLUXTNBRFIZFI2Ooeki3W8+e6WnIhfOeTeg7W1NQAv3COnpqaspyji4qK0vqEM+0c7Qjf7E+sWOscXweHtSIybG5lbstsMVoLDQ0NVFdX8/zzz1tCd3p6mldeeYWPfOQjQHLc1uTkJD/72c84efIkAD/84Q+taTTma37/938/7Vm92NiuT3ziE9bfX2psV19f35qObyk2tPBNdUjONpqm0d3dzdDQEHv27GHnzp2rfqjbef7wfMxxRj//+c+ZnJzkyJEjN9Xz24FMljpfu3aNlpYWKioqMuZobKdSZ3P28NjYGIcPH6aqqmrZ/Ri5JJMZX1lRkWVBIi7QfQJPkYyq3DCochnIKsQ0A91IoCkgDA23LKEJDbekoqoghIGiqqDKeFQZIeLEIjMYEhi6RKlHQpN0JFXDXby8toeNiiRJ+Hw+fD6fteJsipDe3l6uX7/O8PBwWjauvLw8L+7h2aaQM775FoDznaMTiURaabTpHJ3aJ7xW5+hCN7fSdT0npc5Oj69DPsmW8F0utxrbVV9fzyc+8Qn+8A//kL1791rjjGpqanjLW94CwMGDB7nvvvv4wAc+wBNPPEEikeBjH/sY73jHO6yFw2yN7dqxY4f1/y+88AJnz569qRpM0zRefvnltNculw0tfCVJykm/7Pj4OC0tLXi93oyY/qynUuepqSlmZ2cpKSnJ21ib5ZCJ91TTNNrb2xkdHeXQoUMZs1YH+5Q6h0IhAoEARUVFnDt3Dq/Xi6ZpgL2y0alkpNQZCcPQcXslDEPGQLecmXXNADfIbgmhKXgVHQ1QPBJuIZFIgKEZSB6BbiSzwAIDCcHY5DAYoGkJfF43iksimtAp9+TP6M2umCJkbGyM8vJytmzZwtTUFKFQiL6+PisbV1FRYYmQ1ZR52Y1CFr52O26Xy3WTc/St5ln7/f4Vj/EqdHMrwzCyWsnhlDo7ONx6bNe3v/1tPvOZzzA3N8cHP/hBJicnOX/+PP/wD/+QVuHy5JNP8rGPfYw3vOENyLLM2972Nv70T//U+vdcjO16/etfz/Dw8E1VlVNTU7z+9a93Sp0XIpvCV9M0urq6uHLlCvv27aO+vj4jD7T1YG4Vj8dpa2vj+vXruN3um2be2Y21ljpPTEwQDAbx+XycO3cu46vJ+S51NmcP9/f3s3fvXnbs2GHtk12DtIzulwBkHUgaWbkUHVmWUCSI6zq6DggDtyIT03QMRcYQIjniSAWXT8dwedFjUWQ3KG6IaRKjE3N4vWDIGsUlRaheGS2RwFXiCN/FMEWRx+Nhy5Yt1gMvNRs3MDBAa2srPp8vLSO8XrM8dr3GsoV5n7P7cZsupqa3gWEYzMzMWM7RfX19aWO8ysvLKS0tvWUpr1PqnN3jj8fjGIbhCF+H/CJufGVyeytgqbFdkiTxxS9+kS9+8YuLvqayspKnnnrqln8n22O7FlsYHh8fX3WS0RG+q+T69eu0tLRYmbFM3mTtnvEdHR2ltbWV8vJyjhw5Qnt7e753aUlWW+qcalQ2XxBmmkyN5lkpc3NzBAIBdF2nqanpJvfxfIvyxchoqXORG11R0RIa3iIZoQvL6Tka1fC6JdwiSsxwI7lUhCEQAmQZNCFAVVDUMEIG2WUg3DpTE1eYS0B5KbiLFIr8ZcQTAtmlUbTl0KqOtZCZn41LJBJMTU1ZrtEdHR14PJ6bhLDd37t8V3nkA7tmfJdClmX8fj9+v/+mMV5TU1MMDQ2haZpl2raQc7QjfLPb4xsOhwHW7SKYg4MDvPWtbwWSz4j3vve9adVduq4TCAQ4e/bsqrbtCN8Vkkgk6OzsZHh4mP3791NXV5fxh7ddM76JRIL29nauXbtmlfpOTU3ZThAtxGoWE8y5tbIsr9qobCVkc+TSQgghGBoaoqOjg+3bt7Nv374FAxK7B6eZcXWWwWOgKZDQDFTFQHVJSAZoEiguQTQeR5O8uN0GUd3AQEZGxjBAyJDQJVAUhKKgCwjNxikqBo9HRZKTZliIBLGYSmndm9Z+4BuY5ZxzLpeLTZs2WfPBNU2zhPDw8DCdnZ24XC7LNToT/ZnZoFBLnc053OuZ5ThHm6ZtpgjWNK2ghW+2e3wjkQiAk/F1yCvJhG8Ge3wztqX1gd/vB5LPitLS0rSFLLfbTVNTEx/4wAdWte2CEL6ZEmZjY2O0trZSXFzM+fPns7aiaMeM79jYGC0tLZSWlnL+/HmrD8CO+7oQK9lPIQS9vb309PTQ0NCQs7m1ucz4xuNxWlpamJqa4vjx45Z4WGy/wH4ZX03T0DQNwzCIx+PIsmx9Tiv/vGQkZBSPC5dHQ5ENhKqgAbIEsioR1lW8XnDLGmHdQJE8aLqOgQQIDJEUwhiQMGSmwlHcXtDRcLkEigqKJGG4NqOsoje1UDKDqz1OVVWpqqqyXMh1Xb9lf2Z5eTklJSV5F1+FLHw3Ggs5R8diMUsIm73qqqpiGIYlhgspO5ntjHc0GkVV1YJwhHewL8KQEEYGhW8Gt7Ue+Ku/+isAdu7cyb//9/9+zd5JqRSE8F1r9jQ103ngwAFqa2uz+tC2k5jUNI2Ojg5GRkYWPHY77eutWK6onJubIxgMEo/HOX36NOXl5dnfuRtkeuTSYoyNjREMBqmoqODcuXPLMiSzU5AqhODatWv09PQgSRL9/f1cv37dKkEsKytDVdUVCWGBhCZujDBCQlJlVLdAksDjgbmwQFUFcQM8uPF4EiBJCAkkGWRJRtd0hAS6ECgSJBIgDFDcEoakIskqkqxTsanulvvikBkURaGiooKKigoaGhowDMMSwuPj4/T29iJJ0k1COB/ZODtdX7mgkAyePB4PW7dutaYdtLW1oes6qqoyNDREe3s7brc77Ty0Y2VCpsi28A2Hw+uixcHBwWFp/uAP/gBITlPp7OwEYP/+/WsaIeoI3yW4du0ara2tlJWVpWU6s4ldSp3Hx8cJBoMUFxcvauiUOsfXzg+apQS6EILLly/T2dlJbW0t+/fvz/qswflku9RZ13U6Ozu5cuUKBw8eXNECTq5E+VJomkZnZydXr15l//791NTUEIvFCIVCTExM0N/fTzgcpqSkZGVCWJKRZAlNE8gyCCEjoWAYoLrc6CKOLiQUI4yQVRTZhS6S3s2qLEhooCgykgQSAlmRkJRkDzAIBBIGIBsGag7uIeudbNxLZFm2hAUkA/DZ2VlCoRChUIj+/n6EEFYWrqKigtLS0qwLYbvfO7NBIR5zKiUlJTQ0NADJ+7JZop9amZBqmJWvBZlskO0eX2eUkYMdSM53yGSpc2HeL2dmZvjt3/5tnn76aUsXKYrCv/7X/5r/9J/+k1USvRIc4bsI8Xic9vZ2rl+/zoEDB6ipqcnZgzrfWdT54uJWfcyp82ftHMjc6j2NRqO0tLQwMzOzZNlvNsmmuJyenqa5uRmXy7UqMzY7fLbmMSiKQmNjo1X64vV62bZtW9o82MWEcFlZmWU2kyqEJUlF1wXIAlWVEYZAVpOlcpIi3TCyUpBdblCSj7REFGRVRovraIbArdyYGy4ESKAZGi4BmpAACU03CIfD7Ciryv2b53ATsixTVlZGWVnZTUZF5hxXXdfTBEhZWVnGg/ZCKWFPpZBn2c5/ViqKsqhzdOqCjLmQl63zMFfkotTZEb4ODhuD97///fz85z/ne9/7HmfOnAHgwoULfPzjH+dDH/oQTz/99Iq3WRDCd6ViYmRkhLa2NsrLy61ZprlEURRisVhO/6aJObbH6/UuSyCZDzC7O1UuVuo8MjJCa2srmzZt4vz583ntC8pGxlcIQV9fH5cuXWLXrl3s2rVrVZ9TvhynIXluDQ4O0tXVRV1dHbt3775l0DdfCKdmhAcGBhYUwrqmgZCQJQMhKTdGFUnJKUcSqDKg6bh8OjI6MU0BoSLLBoZkIJDRdQPVJSPLEgnNQMIgAbhcMroBsmyg6wbe8voVvwd2WHjIFfk6zxYyKpqbm7OE8JUrV9A0jbKysjTH3rUKELsvGmaDQjxmk6WelQs5R88/DxOJxE3nYapztJ3JtrmVU+rsYAvyPM5oo/C9732P//f//h/nz5+3fnbvvffyX//rf+W+++5b1TbXx51yDaiquuyMbywWo62tjYmJCQ4ePMi2bdvycvPMR8ZX13W6uroYGhpa0dieVOFrZ+a/p4lEwppDfPjwYaqrq/O4d0kyLS4jkQiBQIBYLLbmfuV8lTrHYjGCwSAzMzMcO3aMysrKFV+THo+H6upq6zNeSAiXukeIigQ+zcBAoCVAUmWEAXoihqGCrqrILheKoqPFRHJ0kSyhyIKEIUCRkORkQK8jkdANNB28ikJCT4rqmKHjKc3/ueawNJIkUVJSQklJCdu3b0cIQTgctgTI8PAw8Xic0tJSyzV6tQKk0IL0Qurxnc9KF4kXOg9TnaO7urqIRCKUlJSk9Qkvx7shHzgZXwcHh+VSVVW1YDmz2Y60Gja88F1OqbMQguHhYdrb26msrOT8+fNpM6NyTa6F7+TkJIFAAJfLxdmzZ1fknrYehe/169cJBoOUlpbmJaO/GJkUl1evXqWtrY3q6mpOnjy55mxAroNUIYT1Ofn9fpqamjIWyC0khEeHXma8VyIa14jGIJYQaHoC3CAjoyeS2VsJEEJCaHNIajkgcMkSMTUphCUEuiZQZJBUBc3QSWgJBEnTLE0XyO7NGTmOjYpds4GSJFFcXExxcTG1tbUIIYhGo1ZJ6vzRNebXUlUkdj3ebFKIx2yyVuG3lHN0f38/s7OzFBUVpZXpe71eW7znuZjj6whfh3wjhIQQGezxzeC21hOPPPIIn/zkJ/nv//2/WzHbyMgIn/70p/nc5z63qm0WhPBNJBKL/ns0GqWtrY3JyUnbZP5yZW6l6zqXLl1iYGCAPXv20NDQsOIHoyzLtjE+uhWSJKHrOm1tbVy5ciVrM5jXQiZKnVMz2UeOHLGcRNdKLj/j+dUHtbW1Wc0QeDwetmyuxuNWKS314StyA3HCMggJEopA00DXZkkYEoosIXu8aHEd3DLcuAZUyUCWTUsLCUWXkFyALOP1SGgJgSQSyJ7V3WMKsRfUzkiShM/nw+fzpfWXmwKkp6fHKqu/VSauED9Xp8c3s8+d+c7RiUTCMsy6cuUKHR0dac7Rfr+f4uLivDz/sp3xdcytHOyAY26VGf78z/+cS5cuUV9fT319sk1scHAQj8fD2NgY/+W//Bfrta+99tqytlkQwnchESmE4OrVq3R0dFj9nXYpDcpFxndqaopgMIgsy5w5c4bS0tJVbyvfZlzLYXZ2FkgaJK00q50r1lrqPDExQSAQoKSkJOOZ7FwFSLOzszQ3NyOE4PTp05SUlOTk7woBBgJVkZAkCbeqUOIvJhKFTeUqhpTAJcvEIjFmdA1ZlYgmNAxJRSARS0ioko4HUFUFIQw0SaDpIG64nssunZimoXpXb8PvYG+8Xu9N1QTzZ7gWFRVZpdHl5eUFmf0sxGM2yYUfhsvlYtOmTZZRo+kcPTU1xbVr1/LmHC2EcISvg4PDsnnLW96S8W0WhPCdL8qi0Sitra1MT09z2223ZSwrlilkWc5axtcwDHp6eujr61uT2VEqdha+qccLcMcdd9jWDXO1WVXDMOju7mZwcJB9+/ZRX1+f8aAy2xlfwzAYGhqyxknt2bMnt5+TJOFSknN7ARRXUggnFBBSAi0BJX4PblVmVivGrWrEDB3d0EhoOlFDUKq6iMchrscRQkOVBboMyRJnHZciYeg6kuL0gC7FRjne+Zm4eDxuZeIGBgZobW1FURQrc1xeXl4QQbvT45vbbPetnKPN8mghRJphVjaco81nSLZ7fFc6tcDBIeM45lYZwZzjm0kKQviaIlIIYZX9bNmyJe8uvouxGifq5TA9PU0wGASgqamJsrKyjGzXrsJ3dnaWQCCAYRicPHmSV1991dZlhavJ+JrHKISgqalpTZn7pfYtW8RiMVpbW5mcnOTIkSNs2rQpDz3F0o1gHGIaKLKE6paRZfCU+BBqhKgWR1J9IBnEDVCFwOf24PHIEI4jSQk0BLquoWkJ9BtPKiFLGELHwEC/cW0XapnncrDzNbpW3G43mzdvZvPmZJ93IpEgGAymPZs8Hk9aafRGdKgt5IyvHcq8U52jzX26lXO0mRleq1eEGSc4Pb4ODg7LZXJyku9+97v09PTw6U9/msrKSl577TW2bt1KbW3tirdXMMI3EonQ0tLC7Owst99+uxV42JFMC0nDMOjr66Onp4eGhgZ2796d0Qev3YSvEIKBgQG6u7upq6tj7969VjBt56B6JT2+QgguX75MZ2cn9fX17N27N6vBVDYyvkIIxsfHCQaDlJSU0NTUlDdTOUlSQTHQkZAUgdsNuu5CdSXHGUleUNwyKAK3Cpqh4CqT0BIxFEPF63LhVQ10oSC5XPi87mSAS9LwKhpPkIgnEKpGJBLB4/FY/fGSJOU9EHbIDy6XC4/HQ3FxMTt37kTTNCsjPDw8TGdnJy6Xi/Lycqs8uqioaN2LRjuIv3xhx2z3Qs7Rqf3q3d3dGXGOdjK+DoWCY26VGQKBAHfffTd+v5/+/n4+8IEPUFlZyd///d8zODjI3/zN36x4mxte+MqyTDgc5qWXXmLbtm0cO3bMllneVDJpbmVmBHVdp7GxcUFb8LViJ+FrLnCEw2FOnjyZVtqV+l87slxxGYvFaGlpYWZmhhMnTlBVVZWTfcskuq5b5dl79uyhrq4uz4GwhNclg2Jm3Q0Ut4KkgW4ke4CTP5UBGUMIMAxcXhUtIZOIxJC8MpoOLo+MoiYfem4JXLJCiU9lStaRFZlXXnmF0tJSK+NSVlaGy+VyhHAKdhMG2SQ1+6mqKlVVVdY1res609PThEIhRkdHrd5MU3hUVFTkzaRoLdhR/OWK9VDxsZBxWywWsxZlTOdoszx/uc7Ruq5b97hsEQ6H1zS6z8EhEzjCNzN88pOf5L3vfS+PP/54WkXjm9/8Zt71rnetapsbXviaIvL48eOW0YPdyYSQFELQ399vuaFls2fSDsLXNCtrb2+nurqa48ePp5VlmQ/afO/nrVhOqfO1a9doaWmhsrKSc+fO5WwRJ5Mzhufm5mhubkbXde64446MldyvBUl2E0PCK4EwdECgyqAZoGk6MqBpEqpLBmFgoKABHgSoMp4KDzFDRyCR0HWESyGa0NAM0EUC3SXjKS/GFZrlzjvvZHp6mvHxcQYHB5mbm6O4uNgSwX6//yYhDPauVsgkhXKcJrcq+1UUhYqKCmteoWEYTE9PMzk5yfj4OL29vUiSlCY+cmFStFYKudR5PQjfhfB4PGzZsoUtW5LmfIs5R6caZs1flMnFsTsZXweHjcOrr76a5txsUltby8jIyKq2ueGFr6qqlsPhemGtGd+5uTmCwSDxeJxTp06tesjzcsm38I3H47S2thIKhTh69Kj1YE7FFBB2DqpvVeqsaRqdnZ0MDw9z6NAhtm3bltPAMROlzmYfY3t7O9u2bWPv3r1r7hnLFJIqE1MlND2Kx+0GdCRJRlYBATLJcQKSLN1I/xpIJEdkGagoqgxSBNntxlvmQvaCq1jCg0DyAAroQkJVFzY8CoVCTExMcPnyZTo6Om4SwoZhYBiGlTFZj4Gzw+Is91qWZdkSFZAUErOzs4RCIUKhkGXilyqES0tLbXe+FLLw3Shl3gs5R5uLMmNjY1y6dCntfC0vL8/6DF9IVn1lcqKBg8OqcMytMoLH42F6evqmn3d1da26ZdUeUWcWydVM3EyyWiGZ2tu6fft29u3blxNn3HwKXzMDWl5evuRIqnwL9KVYTJhPTU3R3NyMx+Ph7NmzeVnNXmuQGo/HaWtrY3x8nNtuu43NmzfbLPCVk9dKsY+YpKFILiRdTz5sJAk5WeGMIcClSEg6SLKEIckYAhQp2fcryzKaIUjoIIzkZ5nUygpawkBIN9+L3G73okJ4cHCQcDgMJO9lqqoumBHeCIF0obIWESjLMmVlZZSVlbFjxw6EEMzOzjI5OUkoFGJgYADDMNKycNlw610pG0X8rYaNWua9UHWCeS6a5dHm87evry9r56KT8XVw2Dj82q/9Gl/84hf5n//zfwLJWHRwcJCHH36Yt73tbava5oYXvqqqrlvhu5KAKBwOEwwGiUajab2tuSAfglLTNDo6OhgZGeHgwYPU1NQs+V6txDwqH8zPqgoh6O3tpaenh927d7Nr1668BUyrzfgKIQiFQgQCAYqKimhqarLparyCpgOShNsncHl1NF1GKKCLGLp04z1AJHttZB0jLqF4JYQBuiEQhoSEgqEn+4JBQhcCAwkhgY6MpKhLBvymEC4tLWV6epri4mK2b9/O3NzcohnhjSSECy0bmMl7kiRJlJaWUlpaSl1d3YJuvZqmpY2t8fv9ORfChfYZm+Rijq1dSF2Uqa+vt9qRent7CYfDXL16lXg8Tmlpadq5uNb2HcfV2cEOOD2+meGrX/0qv/mbv8mWLVuIRCK87nWvY2RkhDNnzvBHf/RHq9rmhhe+6zHjawYhyykLSnX3ramp4eTJkzkvH8218DWFlM/n49y5c8t+yGV7Fu1aSRXm4XCYQCBAPB7PminZSlhNkJo6Q3n37t3U19fbNuCTZQWEQNONpEg1kgK32A0CFYSGridQDA+yS0KSBJoOquoikTCSGWBJQRgCWQZJBreiMBnXKFVkXEryszWWWa80MjJilYTv27cv7X1bTmn0RhLCG51sisCF3HrD4bAlhIeHhy3xYbpG+/3+rD9DNmrWcynM+3shXo+SJOF2u/F4PBw+fPgm5+hLly4RDoct52izSmGlTv9OxtfBYePg9/t59tlneemllwgEAszOznLixAnuvvvuVW+zIITveltlNfdzKeFrOhjPzc3l1bwrV8LXMAzLCXjv3r3s2LFjRcHTeih11nU9rQ92//79tuiDXemiQapwP3XqVN6F+1LIsjvZwytJKHJypVaSZCQZogkNBEiKSjLnK6NKEubbkdAMXJKCpICkCmSJZKZXklBcIHQdQxZIyCx1uuq6TmdnJ6Ojoxw+fHjBfvVblUabQrioqMhyjV6PQriQRFEus5+SJFFcXExxcTG1tbVp4iMUCtHZ2UksFrtpbE2mTfQKOeMLhSl8IT2mWco5emBggNbW1jTnaL/fv+Rc60gk4mR8HfKO0+KbWc6fP8/58+czsq38R9RZJjV7ul4eNuY+67q+YMBhmgR1dHSwdevWvI9okmU561n1mZkZAoEAkiTR1NSUZmu+XOwufCHZs3zlypVFTbryxXKDVCEEw8PDtLW1sWXLlpvcte2LRLLPV0YgI4QMskSJVyasGUl3ZsNAVZNly0Ii+SSSJYQAAwlZSAg5+XiSJBlEAtkFCUBIyW3c6uk1OztLMBhEURSampqWHbwVghDe6OSzhWG++EjNwvX09KRl4VY7v3U+hdrjaz5/ClH0QzKmudXnvphz9NTUFFevXqWjo8Oaa72Yc3QkEnEyvg55xyl1XjuGYfDtb3+bv//7v6e/vx9JkmhoaOA3f/M3+a3f+q3Ve2NkeD9tR6qIXC+YwehCIi0ajfLaa6/R3d3N0aNHOXLkSN7nEmdTUJp9rhcuXGDLli2rFr2Q2ZE8mWZ8fJzh4WEMw+DcuXO2Er2wvIxvIpEgGAzS1tbGwYMHOXTo0DoRvQAShhAYQiBJCoYBui7wlHhJGKDLoGkJZFkgDIGiSCAJJFlCkQS6biBJoEgyujAQCBJKMmOcvDcnHZnd7oVvuVevXuVf/uVf2LRpE6dOnVpTxsIUwgcPHuTs2bO87nWvs8aZXb58mVdeecW6h4yOjhKJRIjH42ialnSptsFoskLCbsfr9Xqprq7mwIEDNDU1ce7cOcs4q6+vj5deeolXXnnFqkyIxWIr/huFWupsXluFKPph5QkI0zl69+7dnDx5kjvvvJPDhw9TXFzM2NgYP/vZz/jud7/Lfffdxx/8wR/wwx/+kHA4vKDwfeGFF/jVX/1Vyw/kmWeeSfv39773vVbsZX7dd999aa+ZmJjg3e9+t9Uj/773vY/Z2dm01wQCAX7pl34Jr9dLXV0djz/++E378p3vfIcDBw7g9Xo5cuQIP/jBD5b9njg4FAJCCH7t136N97///Vy5coUjR45w+PBhBgYGeO9738tv/MZvrHrb6yUqXTVmVmM9CV+4OYtqZtLa29vZvHkz586dW/Oqe6bIlvA1DbtisRinT59e81B6O2Z8DcOgq6uLy5cv4/f7KS4uXnFPUy5YKkg1+649Hs+KspX2QUmWMRsCWVHQb4gRya0QS4AhgabFkVVIxGVcCkmBK4HqUoglBEIWSDIYBghkZCGRiEFpsYIkdFRFJjYv5jNN2q5fv87Ro0ez0q5wq4zw0NCQkxHOM3Yv+11o/NatylErKiqWNLCz+zFni0LP+K618m4h5+iBgQE6Ojr4yU9+wl/+5V8yPT3Npz/9aX7lV36FO++8k6amJoqKipibm+P222/nwQcf5K1vfeuC27/vvvv4q7/6K+v7+c/id7/73QwPD/Pss8+SSCT4t//23/LBD36Qp556CoDp6Wnuuece7r77bp544gmCwSAPPvgg5eXlfPCDHwTg5Zdf5p3vfCePPfYYv/Irv8JTTz3FW97yFl577TVuu+22Vb83DvbCyfiujW9/+9u88MILPP/887z+9a9P+7cf/vCHvOUtb+Fv/uZveM973rPibW944Qvr1+DKfEjGYjHa2toIhULcdtttVgBiFzItKIUQVkBeW1ubMcMuu5lbpZZvnzlzxnJctSOLvXeGYdDX10dPTw8NDQ3s3LlznYokBSFJ6LqGJCfPNSEZyEJg3Jjj61I0EAKBuDHiSNwYdyRQXBKSnJzviwSSpOPySCCDLknoQkYYBi75F+ex+fl7vV7OnDmTswWPhYTw5OQk4+PjCwrhsrIy3G53ToVwIQmD9SYC3W43mzdvtmYomuWopmt0R0cHHo8nrRx1fl/mejvmTGGWeBfisUPmW85kWaahoYHPfe5zQHIhsaamhvvuu4/u7m7+8i//kpGREU6dOsUv/dIv8cY3vpE3vvGNi27P4/FQXV294L+1t7fzD//wD7z66qucOnUKgD/7sz/jzW9+M//xP/5HampqePLJJ4nH43zrW9/C7XZz+PBhLl68yNe+9jVL+H7jG9/gvvvu49Of/jQAX/rSl3j22Wf55je/yRNPPJGx98bBYT3zP/7H/+Czn/3sTaIX4Jd/+Zf53d/9XZ588klH+C5GqohcL5hicmRkhNbWVqqqqpacU5svZFnOmGCLxWK0tLQwPT3NsWPHVj2geiHsMs4odd7yjh072LNnD7Is22b/FmKhMvFIJEIwGCQcDnPixAlrFX5dIkk3jKsAJAQ6QgiK/SpiCBQZBBqGAFUtx+d24XbP4HK50A0QegRFmkOWQcgSkmQgJAWhaiBLqD4DFD05y/fGwk5XVxcNDQ00NDTkNRB2u91pfXXzhfDs7GxOhbBdr4Fssp6FkFmOalYraJpmCeHh4WE6OztxuVyWa3R5eTmGYeS9RScfrCevkWyg63pWR2fJskw8HueBBx5g79691rP2xRdf5IUXXuCZZ565pfD90Y9+xJYtW6ioqOCXf/mX+cM//EOqqqoAuHDhAuXl5ZboBbj77ruRZZlXXnmF3/iN3+DChQvceeedaXHavffey1e+8hVCoRAVFRVcuHCBT37yk2l/9957772p9NphfeOYW62NQCCwYJuAyZve9Cb+9E//dFXbLhjhu94yvrIs09XVxezsLIcOHbKMR+xIpjK+qSI/G6Xcdih1jkajtLS0MDs7e9O8ZbtlpFOZn60ZHR21PqujR4+u+yBWkiRkRUJVwRACWUn+F5eW7N31gtdTit9/CKjC65XYvNmgpCiO16sS9wpk5Tqa1gcGSAJ0TUcIEFrS0VnICgmhEQgEmJqa4vjx4zmdt71cFhPCZml0roXwRmejZT9VVaWqqsoSDLquMz09TSgUYnR0lO7ubiDZS+x2u6moqLjJoGijUqi9zSbZFv7xeBzDMCguLgaS9/WdO3eyc+dOfuu3fuuWv3vffffx1re+lYaGBnp6evjsZz/Lm970Ji5cuICiKIyMjNzkvaGqKpWVlYyMjADJGKahoSHtNWZlzcjICBUVFYyMjNxUtbd161ZrGw4bBdMFM4PbKyAmJiZuWd26detWQqHQqrbtCF8bYhrOuFwuzp8/b8uez1TWKigTiQTt7e2MjY1lVeTnW1iOjo7S0tJi9WjPF4t2Nt8y3zuzJ3VkZIR9+/ZZRiEbAik59kySJRTZiyR78FfWU7WljekJMCjCkEqQjARxTcHQDCQpjiyryJJCsc+LJB+luOQysiohy6DpIKkgKzKalkCIBIZh0NTUZMvqjYXIhxDeMOfUMrDrNZ8pFurLDAQCCCEYHx+nt7cXSZLSSqNLSko25OJJoWd8lxrRuFbC4TDAqjwm3vGOd1j/f+TIEY4ePcru3bv50Y9+xBve8IaM7aODg8PS6Lp+yxZHRVFWXWnqCF8bYQrAa9eu4fV62bFjh+1FL6xN+I6PjxMMBikpKeHcuXNLmqKshXyVEqeKxcOHDy8q7O1e6hyNRrlw4QKqqtLY2LjhRkaoLlDVUsrKDuNxK2hanOmiEIaQUIsEckkCisDtcZNISJCIoeMGIaMoAlkyAJnKzVtQVAndkCxX50RCI56IoCsSx44dW9fCbiVCuKysDL/f72SEb8FGy/guhSzLuFwuiouL2blzJ4ZhMDMzY80S7uvrA0gTwqWlpRvinHGEb3ZL3CORCEBGnk27du1i06ZNXLp0iTe84Q1UV1dz7dq1tNdomsbExITVF1xdXc3o6Gjaa8zvl3rNYr3FDusTx9xqbQgheO9737uoBlrNNAETR/jahLGxMVpaWigtLeX8+fPWivh6YDXCV9d1urq6GBoaYv/+/dTV1WU9+MtHqfPk5KRlYHTu3LlbrkTbNeNrGAZzc3NMTU2xdetWDhw4sG6ylSuhuKiMiqrbUWQBko4sJ5AVFV0IFBVmIzEEKiBhGAKhyki+aWKTZSjISLKMrgu2Vt1GND6IogAySDdGIXk8KhFN2XAiZ74QTiQSlmv0lStX6OzsXJEQtuM1kG022jmxFKlzfGVZtqoFzLFJs7OzlhAeGBjAMAz8fr8lhMvKyrKaOcwWhTq/2CTbPb7RaBRVVTMiroeGhhgfH7cWqs+cOcPk5CQ/+9nPOHnyJJB0lzUMg8bGRus1v//7v08ikbD24dlnn2X//v1WxcOZM2d4/vnn+cQnPmH9rWeffZYzZ86seZ8dHDYKDzzwwJKvWY2xFTjCN++kZgMPHDhAbW2tFQjadZ/ns1JBOTU1RSAQQFVVzp49a/XjZJtcljobhkFvby+9vb3s3buXnTt3Lhnc5rsUeyGi0ahlYFVZWUkoFOLFF1/E7/dTWVlJRUUFfr9/3QdzsiyztboekBFSHIgiKyDLKoYuIUuC2dm5G4sTBoa4sUghS8jFKiIWQ9OT2ykurqCsrAxZfRnphoZTVA9C8aAqq1+lXC+4XK5lCWFTBM8XwoWWAS2044Vb97pKkkRpaSmlpaXU1dUhhGBubo7JyUnLOVrTNGuWanl5OX6/f10IYafHN7sZ73A4fJODuMns7CyXLl2yvu/r6+PixYtUVlZSWVnJF77wBd72trdRXV1NT08Pn/nMZ9izZw/33nsvAAcPHuS+++7jAx/4AE888QSJRIKPfexjvOMd76CmpgaAd73rXXzhC1/gfe97Hw8//DAtLS184xvf4Otf/7r1dz/+8Y/zute9jq9+9avcf//9PP300/z0pz/lL/7iL7L2vjjkHiGSX5ncXiGROlYs0xSM8LWboIBflPkWFxfflA206z4vxHKFb6oY3L17Nw0NDTkVTLkqJQ6HwzQ3N6NpGk1NTZSVlS3r9+xU6iyEsKoQysvLOXv2LG63GyEE4XCYiYkJQqEQg4OD6LpOeXm5FUCs17LEmtoPc230x0jSLLIcR9fdqC4PQhK4fTLRiIasuAENJBlJVtD0ZPbXU+wjQRxJcyNklcnwHLJHxeeLIxQd3S3wVHiYui4KrtxxOULY5/Ph9/spKSkhkUigaRqaphVEabRdrvlcshKxL0kSJSUllJSUsH37duseZArh4eFh4vE4paWllnO03+/PyAi8TFNo1/58sn38kUhk0aqqn/70p2mjUUxn5QceeIA///M/JxAI8Nd//ddMTk5SU1PDPffcw5e+9KW0Ussnn3ySj33sY7zhDW9AlmXe9ra3pTnL+v1+/vEf/5GPfvSjnDx5kk2bNvH5z3/eGmUEcPbsWZ566ikeeeQRPvvZz7J3716eeeYZZ4bvRkNk2NyqwEqds4n9ngxZwG4ZX03T6Orq4sqVK4uW+drBgXi5LEekz87OEgwG0XWdxsZG/H5/jvbuF2T7PRVCcOXKFdrb26mtrWX//v0rykLYJeOraRqdnZ1cvXrVMrAygxVJkiguLqa4uDgtG2MKYbMs0TSzMYXweshyFPnuonpbA+Hw95DkboyEjsvtwTDA7VLRdAGSQJKS74UQEkhuDJJZYGQVoWpMzYWYi0ZxF3uocCkUe70guxCC5OzfAmcxITwyMkJPTw9CCHp7exkfH18wI7zRhHAhZnzXUvKbeg+qra1FCEE0GiUUCjE5OUlnZyexWIySkhLKy8utqhQ7OM87wje7xx+NRhcVvnfdddctF5n+3//7f0tuv7KykqeeeuqWrzl69CgvvvjiLV/z9re/nbe//e1L/j0HB4fM4wjfHDMxMUEwGLR6PhczYbDTPi/FrQSlEILBwUG6urqoq6tj7969eStJy6bwjcfjtLa2EgqFVj1/2A4Z35mZGZqbm5EkicbGxiXL0FOzMfX19VZ/3sTEBBMTE5ZRjSmCKyoqKCkpsW2g7/XswOv5KIaho/n6kfQfgPR/UT0KcU0jOVLAsMqOZFkFSUYInVjUYHJynJJiH9Vba+m9pCCRYMvWYsxRBLqW/4UNu6GqKtFolLGxMfbs2UNNTY1lljU/I7wRhXAhCt9MlvxKkoTP58Pn81klp9Fo1MoIX7p0iXA4bAlh8ysfPgWF+Fmnku0e31uVOjs45JQMm1s5Gd/M4QjfHJFq5rR371527Nhxy5vzesr4LpapNPtD5+bmOHHihDXXMV9kK6N6/fp1gsEgfr+f8+fPrzqgyqe5lWEYXL58ma6uLrZv387u3btXFaCk9uft2LHDcmwNhUJcv36dS5cuIctymhC24wxPWVZwu3dTXHIvmzZ/BYkomqEj0IGkW3Pys1IwDEFoZopwZJaqqs34S31E4yCrElJMwe+vQjMACSTWxzWdKzRNo62tjcnJSU6cOGEZwMzPCJtC+OrVqxtSCNvt/M822RaAXq+X6upqyyk3FotZQrivr4+5uTmKi4vThHAuJig4Gd/8ZXwdHBwcoECEr6qqxOPxvP1909nX5XJx5swZSkpKlvyd9WxuJYRgeHiYtrY2tmzZwrFjx2xRZpbp9zR1MePAgQNs3759TcFcvkqdY7EYLS0tTE9Pc/ToUaqqqjIWlKY6tpqjS6anpwmFQly7do2uri5UVU0TwkVFRbYRAorixuNRUVU/8UQcQXJkkSQbSFIykBseHsHnNtiydSs+jw8kA3Ejw1tWVorL5UaL68mFjQIbQn8rZmdnaW5uxuv13nKuscvlYvPmzVYVxVJCuKysDI/Hs26EcCFmAXN9zB6Ph61bt7J161YgWaEzNTVltWe0trbi8/ksEVxRUZGV0XqO8M2NuZWDQ74RN74yuT2HzFAQwjdfRlG6rnPp0iUGBgbYs2cPDQ0Ny37Yr2U4c65JfX/j8ThtbW2Mj49z5MgRK9CwA7Isk0gkMrItsyRYUZSMOVPnutRZCMH169dpaWmhrKyMxsbGrGc9ZFm2gsuGhgYMw2BqaoqJiQlGRkbo6OjA7XZbIriysjLPgYyCkKCyys/ERBRZTqBpLiRJIxLWmJmZSAqzTVW43O4bwjZ5jcuqiy2bNoNkzvgVGIbz+AK4evUqHR0d1NfXs3v37hWJoI0mhPPd3pAP8j3Wx+1233QOTU1NWa7RHR0deDyetIxwJkpoHeFrZLXU+VbmVg4ODg5QQMI319nTqakpgsEgsixz5swZSktLV/T766nU2dxX0wW4rKyM8+fP56R0bCVkIqMqhKC/v59Lly6xc+dOdu/enbFAJpelzqnZ6j179rB9+/a8BGRm2bNZ4qrrujW/0zQK83g8aUI4G5mYxZAkFUVJitmtW2pQVJlYFCLxOUbHQuzZvRUDb7J3TQhk2UAIAwFUVfrxeN2AQHULdA0UpfBETiq6rtPZ2cm1a9c4evQomzZtWvM217sQdjK++cflcrFp0ybrfNQ0zRLCw8PDdHZ24nK5LNfo8vLyVVWm2O24c42u63lzdXZwyCUiwz2+Ge0XLnAc4ZthDMOgp6eHvr4+du3axa5du1Z1o7dDX/JyEUKgaRoXL17k4MGD1ixiu7HWjGrqTNtTp05ZYi1T5KrUeXZ2lkAggGEYnD59elml97lCURSqqqqsfnBN0ywhfPnyZask0RydVFFRkdUFFiFkZEmltGwHFeW1aAmD4eEQvjKo3laDr8hFNAaJhEzS9Cq5eCErElu21hGdm0bToyhuBVWVk+7PBUo4HCYQCCDLMk1NTVlbwFiJEDZnCedbCNvxfplN7D7PVlXVtPuQruuWEB4dHaW7uxtFUdJKo5fjVeBkfLPf47uYYaiDQy5xhK99KRjhmwtBMTMzQyAQAFjR/NaFWC8Z31AoRHNzM0KIW7pU24G1vKcjIyO0trayZcsWjh8/npUZkdnO+BqGYZXx1dTU5NVhe7moqpqWiUkVMf39/dYc7NQe4Uy6tSqKhzJ/NeUVe0jEY8yOXcPjLWPLllJC4zpIAiFAUQBJADqGISOrMpUVB5hRrhGJ92IYGrIMqiIVZPB77do1WltbrfMul8d/KyE8PDxMV1dXXoVwIWYB19sxK4piLbYBllfB5OQk169fp7e3F0mS0kqjFxrjVojXvokQ2Z9h7vT4Ojg4LEXBCN9sZk8Nw6Cvr4+enh527tzJnj171nxzt7u5lWEYVv/yjh076O3ttf0DZzUZVdN1dmxsjMOHD1suodkgmz2+5riliYkJjhw5wqZNm9ZV4GmykIgJhUJMTEzQ29vL7OwsJSUllgiuqKhYk7GawM3mzUeZmAxhxKNs274Z2Sgh+dbpCDRARZJlJFlHknR0zYUi68iSTFFRDd7iWjRjnFH1IrIsQQH1dJr3iStXrnDo0CFb9PzbTQg7Pb7rj1SvAtO0b2ZmxqpOMce4zRfC6/2414J5nmdzsdXJ+DrYBUFmzSwdY8zM4QjfNWKWjeq6TmNjI36/PyPbzZch13KYn9n2eDz09vZm3bhiraxUWIZCIQKBAEVFRZw7dy7rvaXZyPgKIazZ0cXFxVktMc0HLpcrbfRNPB63hPClS5eYm5ujtLQ0TQivJFsfTxjMzFXh9l1m06akwU0sIgM6siwhoWPoEhISkqQhKy4SQkGVdHRDoOsSqltBdZVRUVXH+PUrN5yhNz5ma4CmaZw+fTojBnDZYDlC2Ov1Ul5enhUhvN6yn5nA7qXOKyXVvX7Hjh3WPPNQKMTk5CQDAwMYhoGqqvh8PkKhEGVlZbZ+XmYaMwbLdsa3vLw8a9t3cHBY/zjCd5WkmhzV19ezZ8+ejD7E7FjqnHrMO3bssDLbpvv0ehC+y3lPzT7t/v7+Zc1czhSZ7vGd7ypeV1e34bMNbrc7bWxJLBZjYmKCUChEZ2cn0WiUsrIyqzS6vLx8wXNWCGH1g9bXv4ctWyLMTH8bAEnSABlJAknWkGUPmqYjyxqGIYOkIskSugbJ1LBAVhTAxdbqHbhc9jJ9ywbj4+MEg0E2b97MgQMHbH1fmE8+hPBGEoHLYaOL/dR55vX19QghmJubo729HU3TaGlpQdd1ysrKrIyw3+9fV9fJSjGfbU6Pr0NBYNz4yuT2HDKCI3xXwdzcHMFgkHg8nhWTI7CfuVU4HCYYDBKNRm86ZvNBZjehPp/lCMu5uTkrg9/U1LRiN+61kMlSZ/M4NE3j1KlTGatEWG94PB62bdvGtm3bgGRgZArhtrY2YrEYfr/fEsJ+vx8hBO3t7UxMTHD77bdbBjfFxX9IPNGJW7mM4vIQ9/UBzciygiQLZEVGT6QYWkhJN2hxYwKfJMmUV+7Jw7uQO4QQ9PX10d/fz/79+6mtrc33Lq2Z+UJY0zSrqiBVCJsZv5UK4Y0uAhei0I5ZkiRKSkrw+XyWGA6Hw0xOTlrO0fF4/CYhnA0viXxhPnuz+blHIpENVdHksH4RIrNdTQXYEZM1Ns5d9RZkqmxYCMHAwADd3d1s376dffv2ZW2F1i4ZXyGENVampqaGkydP3vQwNh9kdtjfW3ErYSmEYGhoiI6Ojqx/touRqXFLV69epa2tjerqavbt27ehgqe14vV6qampoaamBiEEkUjEEjEtLS3E43EkScLj8XDw4MG0BR5F8eFTjuHzHgPA5zNIxC4SCf9fFCVBUuSCJIM5vt4QBsqN60NVDbbWnM/xEeeOeDxOS0sL4XCYO+64I6eLRrlEVdWbhLCZER4ZGVmREDbvR4UkAmH99/iuFvO4JUmiuLiY4uJiamtrEUIQjUat0ujOzk5isRglJSWWa7Tf71+TX0G+MSvCsnmuOxlfBweHpSiIiFhVVXRdX9Mqc2rG8+TJk5a7Y7awQ49vLBajtbWVqakpjh07ZgV68zEDuXzv71Isto9mwD41NcXx48czMlt0Nay1xzeRSNDW1sb169c5fPgwW7ZsKbiAeiVIkkRRURFFRUXU1NRw+fJlurq6qKysRFEUqyyxvLzc6hEuKyuzAnZZkvF4T1C9bRMT1/8B6LqR5NVJlkJLyIqBJMmAhNdXhM/7xjwecfaYnJwkGAxSVlZGY2Pjug7QV8p85/GVCOFCNLaCwsv4mizW2yxJEj6fD5/PR01NDZAUcWZG+NKlS4TDYUsIm1+ZdLDPNtme4QuOq7ODfXDMrexLQQhfRVEQQqzqYSuE4PLly3R2di6a8cwG+XZ1Hh0dpbW1lYqKCs6dO7fkA3Y9CN+FMqpjY2MEg8FlH2c2MQPhlZ6nQggmJycJBAJ4vd4NZ2CVbcwFg6mpKU6ePGllec2+PLM02jSomS+E3a56tmx9H+HI94iKSxj6FOBGlmUUJYws+/B6TlBbU4+vaP2X/qZi3h+7u7vZs2cP9fX1BSloUlmJEDbvN5qmWdmwfMwRzjUbzdxquaxknI/X66W6utqaJBCLxSwh3NfXx9zcHMXFxWlCOJszzddKLkY5RaNRR/g6OAA7d+5kYGDgpp//9m//Nv/pP/0n7rrrLv75n/857d8+9KEP8cQTT1jfDw4O8pGPfIR/+qd/oqSkhAceeIDHHnssTQP96Ec/4pOf/CStra3U1dXxyCOP8N73vjdrx5UJCkb4wspXHCORCC0tLczNzeU8E5gv4atpGu3t7YyOjnLo0CG2bdu2rABlPQjf1AyLrut0dnZy5coVDh48SG1tbd4DMfPvr0T4GoZBb28vvb297Nq1ix07dmz4oDmTmJnKkpISmpqa0hY+zL68kpISy6BmdnaWiYkJJiYmrJElplt0ZeUvU1X5awhhIMvJe46WiKKonryfW9nAHPU1OTnJyZMnHTfVRVhMCA8ODjI6OgpAc3PzqnuE1xvmPXgjHdNyWYv483g8acZ98Xicqakpa1GutbUVn89nieCKigpbLYDmQvhGIhGn1NnBFgiR4veRoe2thFdffTVNQ7S0tPDGN76Rt7/97dbPPvCBD/DFL37R+j712tF1nfvvv5/q6mpefvllhoeHec973oPL5eKP//iPAejr6+P+++/nwx/+ME8++STPP/8873//+9m2bRv33nvvag816xSc8F1OCZ7Z19rR0cHWrVs5duxYzkv31pKlXi2mE2txcTHnzp1b0crpehG+hmEwPT1Nc3MzLpeLc+fO2eZBOb/vbynC4TCBQIBYLOYIjxVi9uv39PQsO1OZ6tRqjiyZnp4mFAoxPj5OT08PsiynCOFKiouLN6ToNUeamRUG66nkMt/IsszY2BjT09OcOHECv9+/aEbYdI32er0bRggXal8zZLa32e123+Q+PjU1xeTkpBW/eDyetIywz+fL2/uei6kPkUjEyfg62IJ8m1vNb0388pe/zO7du3nd615n/ayoqMiqKJnPP/7jP9LW1sZzzz1n6aAvfelLPPzwwzz66KO43W6eeOIJGhoa+OpXvwrAwYMHeemll/j617/uCN98YwYKy8mgRqNRWltbmZ6e5ujRo9Z80FyT6pSc7YeFrut0d3dz+fJl9u3bt6pyxfUgfCVJIpFI8JOf/IRdu3axa9cuWwWQqRnfWyGEYGRkhNbWVjZv3pyXhZn1TKoJ01ocryVJsjJ0O3futBZVQqEQY2NjdHd3o6qqJYIrKiooKipa9wH/1atX6ejoYMeOHezatWvdH08uiUajBAIBDMOgsbHRCtIXK40eHR2lu7t7QwnhXLj72pVslni7XK6bziNTCA8PD9PZ2Ynb7U4Twrm8H2W7x9c0K7TrvHAHh3wRj8f527/9Wz75yU+mXe9PPvkkf/u3f0t1dTW/+qu/yuc+9zkrEXThwgWOHDliVZgA3HvvvXzkIx+htbWV48ePc+HCBe6+++60v3XvvffyiU98IifHtVoKQvjC0mZRQgiGh4dpb29n06ZNee/3TM1SZ1P4Tk9PEwgEUBSFM2fOUFJSsqrt5LsneSkikQhtbW3WmCI7ZkeX446dSCTo6OhgdHSUAwcOUF1dXZAB5Gox3Zv9fn/GTZhkWbYCyoaGBgzDYGpqysrkdXR04Ha7LSFcWVm5rrITuq7T0dHB2NhY2pgnh+URCoUIBAJs2rTplrONb9UjvBGEcCFnfHNR7muiqipVVVXWdarruiWEzfNIURSrLLq8vDyrFSpOj69DIZGc65BJc6sk09PTaT/3eDxL9vY/88wzTE5OpvXevutd72LHjh3U1NQQCAR4+OGH6ezs5O///u8BGBkZSRO9gPX9yMjILV8zPT1t6+qLghG+txJmsViMtrY2QqEQt912200fZD7I9mxcwzDo6+ujp6cnI9lPO2d8zfE+VVVVzM7O2lL0wtKlzqaBlcvloqmpybY3FTsihKC3t5f+/n727dvH9u3bsx54p5Y9wy8Cz4mJCa5evUp7ezsej8fKBldWVtqqJy+VcDhMc3MziqI45mkrJNUAbDXn3nKEsFnSmiqETQFsNyHsCN/8fBaKolgLbua+TE9PMzk5ydjYGD09PUiSlJYRLi0tzdjn5PT4Ojisnbq6urTv/+AP/oBHH330lr/zl3/5l7zpTW+yHOMBPvjBD1r/f+TIEbZt28Yb3vAGenp62L17d0b32W4UjPA1RxrNxywZraqq4vz587bpVTNX7rMhJufm5ggEAmiaRmNj46pLPVOxo/BNHe9z5MgRSktLuXbtWr53a1EWK3VOXaTYuXMnDQ0Ntgpk7U40GqWlpYVYLMbp06fzNl92fuCp67olYC5fvkxbWxterzdNCNvBpXV0dJS2tjZqamrYu3evc+6tAF3XaW9vZ3x8PGN9+AsJ4ampKcbHxxkdHeXSpUtWSasdhXAhm1vZaX5xaoWK2aoxMzPD5OQkoVDIMu+bL4RXu//ZbtsyS52dBWEHO5Atc6vLly9TVlZm/XypGGFgYIDnnnvOyuQuRmNjIwCXLl1i9+7dVFdX8y//8i9przHNGM2+4Orqautnqa8pKyuz9XVYMMJXUZQ04RuPx2lra2N8fNxyL7Yb8/d5raSOZtq+fTv79u3L2IPIbsJ3YmKCQCBASUkJ586dw+v1EolEcm4YthIWKnU2ewLD4TAnTpygvLzclvtuV65fv05LSwubNm3i2LFjORlFtlwURUkrRdQ0jVAoZLm0trS0UFxcnNYjnMuFOcMw6O7u5urVqxw6dMgWlTDrCTNLrqoqTU1NWVvEmF/SupgQTnWNzqcQLvQeX7sI3/nIsmydH6Z53+zsLKFQiMnJSWucm9/vt8qjU+eaL0W2e3zj8TiGYTg9vg4bmrKysjThuxR/9Vd/xZYtW7j//vtv+bqLFy8CWFrozJkz/NEf/RHXrl2zvI6effZZysrKOHTokPWaH/zgB2nbefbZZzlz5syy9y8f2CcKzDKpItKcUVteXs758+dtkVVZiEyKSTPrNTs7y4kTJzLen2cX4WsG64ODgzcZdaWWEts16JIkyRLn165do6WlhcrKSpqamhwDqxVgGAY9PT1cvnyZAwcOpJX42BVVVW9yaQ2FQkxMTNDb28vs7CwlJSVpQjhb54S54KLrOqdPn3aCyRVy/fp1gsEg27ZtY9++fTkVO7cSwteuXcu7ELbz/TfbrKf5xaku9uY4t7m5OWuW8NDQELquU1ZWZmWE/X7/oovp2Rb94XAYwNaZJofCId+uzpC85v7qr/6KBx54IG3Rv6enh6eeeoo3v/nNVFVVEQgEeOihh7jzzjs5evQoAPfccw+HDh3it37rt3j88ccZGRnhkUce4aMf/ailmT784Q/zzW9+k8985jM8+OCD/PCHP+R//s//yfe///2MHHO2KCjhG4/HCQQCXLt2jYMHD1JTU2Prh1CmMr7Dw8O0tbWxefNmzp07l5Vg2Q7Cd3Z2lkAggBCCpqamm0paU/um7bzqnkgkaG1tZXh4mP3799v+PLUbkUiEYDCIrus0NjauW9HmcrnYsmWLtdoaj8ctIXzp0iXm5uYoLS1NE8KZyGibY802b958SxMmh5sRQtDX10d/fz8HDx60RSXRQiZHZol9PoSwncp9c42dnz1LkTrXfPv27QghCIfDlhAeHh4mHo/fJITNe1K2jz0SiQA4Pb4O9kDwC0eqTG1vhTz33HMMDg7y4IMPpv3c7Xbz3HPP8Sd/8ifMzc1RV1fH2972Nh555BHrNYqi8L3vfY+PfOQjnDlzhuLiYh544IG0ub8NDQ18//vf56GHHuIb3/gG27dv57/9t/9m61FGUEDCVwhBd3e3leVdD+YsaxWT8Xic9vZ2rl+/zuHDhxed15UJ8il8U0u46+vrF+1DXO64oHxjzhhez6ItX1y7do3W1laqq6szWspvB9xuN1u3brVKjmOxGBMTE4RCITo7O4lGo5SWlloiuKKiYkXHbxqADQwMsH//fmpra7N1KBsSc8FqdnaWO+64I2+95Esxv8R+OULY4/Egy3JGhHChZnzNSp71KnznI0kSxcXFFBcXU1tbixCCaDRqlUZ3dnYSi8UoKSmhvLyccDic1WxsNBpFVVWnMsrB4Qb33HPPgvFuXV0d//zP/7zk7+/YseOmUub53HXXXfz85z9f9T7mg4IRvuaw96NHj66bh+5SI5huhVlqV1ZWZvW4ZpN8Cd9YLEZLSwszMzNLlnBn2yl7LRiGwcDAALquE4vFKCsrY3JyElmWndKtZWAYBl1dXQwPDxdMP6rH42Hbtm1WVjEajVpCuL293TqPTEOtW5UhmrONI5GIrUWbXZmdnaW5uRmfz5fxMVnZJtdCeD2V+2aSjW7qJUkSPp8Pn89ntZZEo1HLLGtycpLx8XEmJyfTDLMy5VtgCutCPLcc7Ee2zK0c1k7BCF9VVfF4POvqpria2biaptHV1cWVK1c4cOBATsa2QH6Eb2oP7HJKuJczJzcfxGIxgsEgMzMzHDt2DEVRCIVC1sgbr9ebNvvVrj3p+WJubo5gMIgkSTQ2NhZsqZvX66WmpsYKOiORiCWEW1paSCQS+P1+61zy+/3IsmyNyTJnG9vJAGw9YHpG1NfXs3v37nX1jFmIlQhhs6x1JUK4UDO+hWjq5fV6qa6uprq6GsMw8Hg8lJaWMjk5SV9fH3NzcxQXF6cJ4dU+3xxHZwcHh+VQMBFOph2Sc8FKxaQZwLrdbs6dO5dTAZBL4atpGp2dnVZ2b9u2bcsKJswRUXYpdRZCMDY2RktLC36/n6amJmv1u7Kykt27d6fN7Ex1+jVFcDYNjtYDw8PDtLe3U1tb64zamYfP56O2ttYqQwyHw1aP8NDQEJqmWW7ndXV17NmzZ0OVhmcb00BtaGiI2267zerF3mjcSgib819XIoQLXfgW6j3KMIyb2jXi8bjVIzwwMEBrays+n89yjS4vL192tVo0GnWEr4NtcDK+9qWghK+mafnejRWxXLFuBmB9fX3s2bOHhoaGnAcWuRK+U1NTNDc34/F4OHv27IrFvR1MuCAZPHZ2dnLlyhX27t1LbW3tggHR/JmdiUTCyuKZBkep5azl5eUFIV50Xaejo4OxsTGOHDliOSE7LExqP9727duJx+MEg0Gmp6cpLy9neHiYK1euUF5ebi2olJWVFaRAWQ7m+2fOhi6kXvy1CuFsj7WxKxu91HkpFprj63a70wz8EokEU1NTTE5OcvnyZdrb2/F4PGkZ4cXKmZ1SZwc7YQNvK4dFKBjhq6oqsVgs37uxIpYj0kwnY8MwaGpqWtF8r0yS7YUF03inp6eH3bt3s2vXrlU94OwgfGdmZggEAgCcPn2akpKSZf+uy+VKWzE3zUQmJiZoa2sjFovh9/vT+jo3WqBlnvMul4umpqZ1YVRnJ2ZmZmhubqaoqIhz587hdrutmZ3mokpfXx+AJYQrKyspKSlxgkpgenqa5uZmysrKuP322wu+NHw5QtjlclFeXk5ZWRmapiGEIJFI5GWOcL4we5sL9RpazoKHy+VKW+g1R3GZrtGdnZ243W5LBJsj4GRZXjTj+8ILL/Af/sN/4Gc/+xnDw8P8r//1v3jLW95i/ftin8fjjz/Opz/9aQB27tzJwMBA2r8/9thj/O7v/q71fSAQ4KMf/Sivvvoqmzdv5nd+53f4zGc+k/Y73/nOd/jc5z5Hf38/e/fu5Stf+QpvfvObb/meODg4ZJaCeWKvx1LnW+2zEIKBgQG6u7tv6WScK7IpKMPhMIFAgHg8TmNjI36/f9Xbymeps2EYDA0N0dnZSW1tbUZKS71er2VwJISw+jonJia4fPkyhmGkiZfS0tJ1G3gJIbh69arl3r1r166CCJgzyZUrV+js7GTnzp1plSGpMzt37NiBEIKZmRkmJiYYHx+np6cHWZYtt+jKykqKi4vX7bm0Wq5evUpHRwe7du1ix44dBXf8y2EhIWzOEb5y5QqRSARVVens7KSsrMwan5Qp12i7UqimXiarGWe00CguUwiPjo7y+c9/nkAgwPHjxykpKUHX9Zv+ztzcHLfffjsPPvggb33rW2/6G8PDw2nf/3//3//H+973Pt72trel/fyLX/wiH/jAB6zvUw0Ap6enueeee7j77rt54oknCAaDPPjgg5SXl/PBD34QgJdffpl3vvOdPPbYY/zKr/wKTz31FG95y1t47bXXuO2221b0vjjYH6fU2b4UlPDNd6ZvpSwmJs05pZFIhJMnT1JZWZmHvUsnG8LXFDrt7e1s27aN/fv3rzm7kk/36dbWViYnJzly5AibNm3KeBAkSRJFRUUUFRVZcxZnZ2etjLCZxTNFcGVlJUVFResiGNM0jfb2diYmJrj99ttv6d7tcDOppeHLef8kSaKsrIyysjJ27tyJYRhMT08TCoUYGxuju7sbVVXThPB6OZdWg2EYdHZ2Mjo66px/K0RRFMrLyxkbGyORSFgGfuPj4wtmhDeqEF7PM3wzQSaOX1EU69kFyQzqiy++yI9+9CP+7//9vwwNDbF582buvPNO7rzzTl73utdxzz338KY3vWnRbc4f8/i///f/5vWvfz27du1K+3lpaemiIyGffPJJ4vE43/rWt3C73Rw+fJiLFy/yta99zRK+3/jGN7jvvvusLPKXvvQlnn32Wb75zW/yxBNPrPo9cXBwWBkFJXzXW8Z3vkhLFYLV1dWcOHHCNmV2kiRlVFDG43Ha2tqYmJjg6NGjGTOOybXwFUIwPj5OMBiktLSUpqamnLkyp2bx6uvrMQzDyuJdu3aNrq4uVFVNE8J2NAeZnp4mEAjg8/ly+v5tFObm5ggEAqiquurScFmWrfLChoYGDMNgamqKiYkJRkdH6erqwuVyWSK4oqJiw/TbRaNRq52ksbHRlteInUkkEgQCAWKxWJrruileUjPCqUI4dXzSRhDCG2mG72pYqMd3rfh8Pu655x7uueceampqeOmll/j85z/PP//zP/Pcc8/x6KOPIkkS58+f58tf/vKS2xsdHeX73/8+f/3Xf33Tv335y1/mS1/6EvX19bzrXe/ioYcesuKvCxcucOedd6aNZrr33nv5yle+QigUoqKiggsXLvDJT34ybZv33nsvzzzzzNreBAdbIoBMFhc6Pb6Zwx6qKQesR+Gbus/xeJzW1lZCoVBGhWCmyGRGfXx8nEAgYM0gzqTQybRAvxW6rtPd3c3g4CB79+5l+/bteS9HNwPJhoYGK+CcmJjgypUr1uikVCGcqRmLq0EIweXLl+nu7mbXrl3s3LlzQwipXDI6OkpbW5tVWp+p8y+17BlIO5fMxTmPx3OTEF5vhEIhAoEAmzZt4sCBAwVhHJdJZmdnuXjxIiUlJZw+fXrBhdr5WbzUc+n69esbRggXeqlztk3NotEoJSUlNDY20tjYyGc+8xl0Xae5uZl//ud/tu5Vt+Kv//qvKS0tvakk+t/9u3/HiRMnqKys5OWXX+b3fu/3GB4e5mtf+xoAIyMjNDQ0pP2O6cMxMjJCRUUFIyMjN82X37p1KyMjI2s5bAcHhxXiCF8bI8syiUTCmldbUVHB+fPn8ypGFiMTmVTDMOjq6uLy5cvs37+furq6jAcKsiznpMd3bm6O5uZmdF3n9OnTaf1AdmF+wKlpGqFQiFAoRH9/P8FgkJKSEku45HJ0UiKRoLW1lenpaU6cOLGsoMXhFxiGQXd3N1evXuXw4cNZXyhbSLyYBkdDQ0O0tbVZiyqmGLZz5j510WXfvn05m4e+kTBHtdXV1a1ovvFGFcJOqXN2j990dU5FURROnDjBiRMnlrWNb33rW7z73e++qSomNVN79OhR3G43H/rQh3jsscdsfR9zyB+Oq7N9cYSvzRkfH2dkZISDBw9SU1Nj2+BrrcLXdDqWJIkzZ86syOl4JWS71NkwjLS+5L1799qmHH0pTIdMczRQPB63+oO7u7uJRCKUlpZmfXTS5OSkJbpTZxs7LI/5pbm5nOdtMt/gKHVRxZxHXVRUlDaP2i6fs67rVj/5yZMnKS8vz/curSuEEPT399PX18fhw4dvynKtlI0ihB3hm93jj0aja7rXvfjii3R2dvJ3f/d3S762sbERTdPo7+9n//79VFdXMzo6mvYa83uzL3ix1yzWN+ywzsmwuRWOuVXGWB8ReQZYb8J3YmKCwcFBAM6dO2f7MsHVCspUd+odO3ZktBxzIbJZ6mz2JY+Pj3PbbbexefNm2y5ULAe3233T6CTTMbq1tZV4PJ7mGF1WVramz84MmHt7e9mzZw/19fXr+v3LB9evX6elpYUtW7awf/9+25Tmzl9USSQSlhDu7e1ldnaWkpKStNLoXFUXpBIOh2lubkZVVRobG51szgrRdZ3W1lampqa44447slLpsl6FsNPjm/ke31TC4fCaFqn+8i//kpMnT3L77bcv+dqLFy8iy7JVSXPmzBl+//d/n0QiYd23nn32Wfbv329VK505c4bnn3+eT3ziE9Z2nn32Wc6cObPqfXZwcFg5BSV814Ors1miODg4yKZNm9B13faiF1YnfKPRKC0tLczOzubMnTobpc5CCKsXsKioaMPOlvV6vdTU1FBTU4MQgnA4bGWEBwcHMQzDKomuqqpa0dzXeDxOS0sL4XCYU6dOrWlkVSFizrkeGBjgwIED1NTU5HuXbonL5WLLli1W4JhaXXDp0iXm5uYoLS21hHB5eXnWhfD169cJBoNs27aNffv2FbRIWQ2RSITm5mYURaGxsTFnGfz1IoQLucfXMIysC//F5vjOzs5y6dIl6/u+vj4uXrxIZWUl9fX1QNJA8Tvf+Q5f/epXb/r9Cxcu8Morr/D617+e0tJSLly4wEMPPcS/+Tf/xhK173rXu/jCF77A+973Ph5++GFaWlr4xje+wde//nVrOx//+Md53etex1e/+lXuv/9+nn76aX7605/yF3/xF5l+KxxsgDPOyL4UlPC1e8bXdK+VZZkzZ84wNTXFlStX8r1by2Klwnd0dJSWlhY2b97MuXPncpbdyXSps67r9PT00N/fz+7du6mvry+IgFmSJIqLiykuLk4bnWRmhHt7ey0DpKVGJ01MTBAMBqmoqKCxsTEvmb71TDweJxgMEo1GOX36dNbaBLLJ/OqCWCxmCeGurq60MvuKigrKy8sz1kIghKCvr4/+/n4OHjzItm3bMrLdQiIUCtHc3MyWLVs4cOBAXu+BdhXChVzqbD5zs3n8kUhkQeH705/+lNe//vXW92a/7gMPPMC3v/1tAJ5++mmEELzzne+86fc9Hg9PP/00jz76KLFYjIaGBh566KG0vl+/388//uM/8tGPfpSTJ0+yadMmPv/5z1ujjADOnj3LU089xSOPPMJnP/tZ9u7dyzPPPOPM8HVwyDEFJ3yFELZbdTUDr0uXLtHQ0MDu3buRZZmZmZl1kaWG5QtKcx7r6Ogohw8fznmQmclS53A4TCAQIB6PF3yWMnV00o4dO6y5r6mjk1wuV5pjtMfjsbKU+/bto7a21nbXpt2ZnJwkEAhQXl7O7bffvm76yZfC4/FQXV1t9b+ZZfahUIj29nZisRhlZWVpQng1ZZSmidrs7GzWSnM3OkNDQ3R2drJv3z7q6uryvTs3sRIhbM4R9vl8GRfCjvDNrvBdLON71113LVnl9cEPfjBNpKZy4sQJfvKTnyz5948ePcqLL754y9e8/e1v5+1vf/uS23JY/wiR4XFGjrtVxtgYUdIyMIOibPeZrJRU8XT69Om0HpX1kKU2WY7wNYN0r9ebt77lTJQ6CyEYHh6mra2NLVu2cPz48Q0jODJF6txXSA82h4aGaG1ttQLLXbt2sWXLFkf0rgCzN76np6cgXIdTy+whmd0xhbDZb+73+y2B4/f7lwyyZ2dnaW5uxufzOZUGq8B04R8ZGeH48eM5aVXJBLcSwma1SjaEcCH3+JpxTLZdnfNh5OfgsCCOrbNtKZho3RS7uq7bQvgKIRgaGqKjo4Pa2toFjWiy7UCcSW61r4Zh0NvbS29vL3v37s3rPNa1vqeJRIK2tjbGxsY4ePAgW7du3dCCI1OkBptmL2VZWRnFxcUMDw/T3d1tjU4ys3jOYsLCmOfg9PR0wVYa+Hw+amtrqa2tvanffGhoCE3TKC8vt0rt5xuvjY6O0traSn19/YpG7TgkicfjBAIBEokEjY2N68KHYjEWEsLT09OMj49nVAgXeo+v+V5li8Uyvg4ODg6pFExkmSp8800sFqOlpYXp6WmOHz/Opk2bFnydLMu22N/lsNi+mi6puq7T1NREWVlZHvbuF6yl1Nk0sPJ4PDQ1NTkP2RViGAaXLl1iaGjoJgOmeDxuZVw6OzuJRqNWKauZwbPDglW+mZmZobm5meLi4pwaCNmZhfrN5+bmbjJeM4Xw3Nwc165d47bbbsv6fOONyMzMDBcvXqSsrIxjx45tuAUqRVEskz64WQj39fWhKEpaj/ByhHChlzpn+9gjkYiT8XWwDYaQMDJoSJXJbRU6G+uJdQvMh1G+heTIyAitra1s2rSJ8+fP37K8br04UcMvSojNHmohBFeuXKG9vX3RjHY+93MlGIZBX18fPT09NDQ0sHPnzoINYFZLJBIhGAyi6zqNjY0UFxen/bvb7U7r6YxEIpZwaWlpIZFI3DKDt9Exr6euri7rHCzU7NFSSJJESUkJJSUl1NXVWcZrY2NjDAwMkEgkUBSFK1euEIlEqKiooLS01Hk/l4GZKd+xYwe7du0qiPdsvhA2DCOtNHq5QtgRvtkXvs5itIODw1IUjPCF/ArJRCJBe3s7Y2NjHDp0aFmmTuut1BmSAbppGDM5OcmxY8es2Z12YKXvaSQSIRAIEI1GOXHihBX8OCyf0dFR2traqK6uZt++fctaAPH5fPh8vrTRSWagmTo6ycwIr2R00npD13Xa29sZHx/n2LFj66aX0i6kLsRVVFRw6NAhq0d4YmKCnp4ey4HcPKeKi4s37Pm0GlLHZRV6pjz1XIHlC2FN06yKo0ITwNk+ZiEEkUjkpgVVB4d84bT42peCE775yPiOj48TDAYpKSnh3Llzy57xut7MrQDGxsZoa2vD7/dz7tw525ViLrfUWQhhZTeqqqq4/fbbHfObFaLrOt3d3QwPD3Po0CFrVM1KSS1lNTN4MzMzTExMMD4+bgmXVMdon8+3IYTL3NwcgUAAVVVpbGzckPOhs82VK1fo7Oxk165d7NixA0mScLlclJWVsXPnTgzDsM6n69ev093dbfV9mkJ4sVFchYCmabS2tjIzM+M4Xy/AcoSwueBaWVnJ9PR0Vlyj7UwuvFWcHl8HO+HM8bUvjvDNIrqu09XVxdDQEPv376eurm5FwdP88mE7Y5YPBwIBDhw4YFuX2eWUu6eOXNq/fz/btm2z5bHYmbm5OYLBIJIkZbwfWpIkysrK0oSLOTppZGSEjo4OPB5PWkZ4PQrGkZER2traqKurs0acOSwfwzDo7OxkdHSU22+/naqqqgVfJ8uylZlraGiwhEsoFGJ0dJSuri5UVU0TwhtlYWUpIpEIFy9exOVycfr0adstZNqR+ULYbG8qLy9H13UuXry4qh7h9YzT4+vg4GAXCk745qp0eGpqysrUnD17dlUlOOaDQtd1WxuImIY7kJx5t1iAaQdkWSaRSCz676mfW2Njo/MgXQXDw8O0t7ezfft29uzZk/WAJ3V00q5du9B1ncnJSSYmJrh8+TKtra0UFRWlOUbbOYA3x8QMDw8XfFnpaolGowQCAQzDWLHrcKpwMc8nUwgPDw/ftLBSUVGxITNNExMTBAIBq0Vho4mxbCOEoL+/n76+Po4cOWJdx6vtEV7P5KrUeSNehw7rE2eOr32xr5rKArnI+KaO7tm9ezcNDQ2rvuGnzh62I+aD/dKlS+zcuZPZ2VnbZ9YW6/E1DIOBgQG6u7vZsWMHDQ0NtjDjWk/ouk5HRwdjY2McOXIkb73diqJQVVVlLcAkEgnLKKu3t5fZ2VlKS0st0WKn0UmmCZhhGI5z+Cox3dc3bdrEgQMH1nwdp4672b17d9rCytDQEG1tbXi93jQhbPf74K0wR+11dXWxf/9+tm/fnu9dWncYhmH15Z86dSptmsGtSqNDodCGFMLZFr7xeBzDMJweXwcHhyWxR7SXI7ItfGdnZy3n2kyM7jEfFHYUvtFolGAwSDgc5tSpU1RUVNDf32/LfU1loR5f81jm5uY4fvw4FRUVBVHGmElmZ2cJBAK4XC6amppsFfi7XC62bNliZVxisZglhBcanVReXp6XwPL69eu0tLSwdevWZZuAOfwCIQSXL1+mu7ubffv2Za3dYv7CiqZplhAeGBigpaXFqjAwxbCdKwxSMQzDWrxyzPxWhznjWNM0Tp8+veS9cCEhbI5Pmi+EzTnCRUVF60oIZ7vHNxwOAzgLhQ4ODktSUMJXVdWsCF8hBIODg3R1dVFXV8fevXszcpO3ywim+Zg9S1u2bOH48eNWtmw9uFCnjjMSQnDt2jWr/8qZi7pyUsfs1NfXs2vXLtsHYR6P56bRSWbZYTAYRNM0ysvLLSFcWlqa9TK9np4eBgcHOXjw4LIc3x3S0XWdtrY2QqEQJ0+epLy8PGd/W1VVNm3aZM1jNysMTNESDAYpLi5OqzCw430mHo9bM9dPnz7tiIhVMDc3x89//nNKS0s5fvz4quKA1NYNSBfCk5OT9Pf3rzshnO2MbyQSAXBakxwcHJakoIRvNjK+kUiElpYW5ubmOHnyZMZHjdhJTGqaRltbG2NjYxw+fNgSDiZ22tfFMPdR0zQ6Ozu5evUq+/bto6amxnbBgt0xz4dQKHRL8yC74/P5qK2tpba2FiEEc3NzVka4v78fIM0oK5OjbmKxGC0tLcRiMU6fPk1JSUlGtltIhMNhmpubrb58j8eT1/2ZX2EQj8ctIdzT08Pc3BylpaXWOVVeXp53x/jp6Wmam5vx+/0cPnzYqTZYBRMTEzQ3N1veBpm6RywmhM3S6PUghLMtfKPRKKqq5v06cnAwMUTyK5Pbc8gMjvBdJUIIhoeHaWtrY+vWrWmZz0xil5FGZt9cUVHRoiOZ1oPwlSSJRCLBT37yEyRJorGx0ekLWgXT09MEAgF8Ph9NTU15FxuZQpIkSkpKKCkpuWl0kjnqRlXVNCG8Wodf85qqrKzk9ttvt02f8Xri+vXrBINBampq2Lt3b94D/IVwu91s3brVGueVWmrf1dVFOBymrKwsTQjn8lww3cMbGhrYuXOn0+axCoaGhujs7OTgwYPU1NRk9W8tJoRTF+sURbFEsB2EsGEYWS91LhSndYd1gjPI17YUVKSVKVfneDxOa2sroVCII0eOrHo+6XLIt5g0DIOenh76+/vZu3evNQdzIXLpmr0aDMNgYmKCyclJysvL2bt3r1MatUJS+yh37dq14QPlhUYnmUY0qQ6/qTOEl1oEEEIwMDBAT09PVntRNzJCCPr6+ujv71935eHzS+2j0aglWjo6OtJ6zisqKigvL8+KaDBL7C9fvpxXM7r1jBCC7u5url69mree6FQhbI7jspsQ1nU966XOTmm+g4PDcig44RuPx9e0jbGxMVpaWvD7/Zw7dy7rma589vjOzc0RCAQss67S0tJbvj7fIv1WmCWlU1NT1NbWEovFeO2115Bl2RIsVVVVzsPzFiQSCVpbW5mZmcl5H6VdSDWime/wOzg4SEtLi9XPaQqX1PK71Pfw1KlT+P3+PB7N+sR8D2dnZ7njjjuWvC/ZHa/Xy7Zt2yzxHolELNHS2tpKPB7H7/enCeG1ighN0yxDvzvuuMMpsV8FmqZZbU6nT5+2zSKqHYWwYRhZLUOORqPOs9vBVhhIGGRuQTuT2yp0Ck74rlZEappGR0cHIyMjHDhwgNra2pxkafKRRTXHWXR0dLB9+/ZlO8wu5Jicb4QQVjmk3+9PK8tNNQ0xs3derzcte2dHE5p8MDk5STAYpLS0lKamJqeX6ga3Gp106dIlq5+zsrISr9fLwMAAJSUlznu4SmZnZ2lubsbn89HY2Lgh30Ofz4fP56OmpsaaT2r2cw4NDVnma2ZpdFlZ2YqESjgc5uLFi3i93g37HmabaDTKz3/+c9xuN6dPn7b1e7gcISzLctr4pEwL4Wz3+Dqlzg4ODsul4ITvaoRZKBQiGAzi8Xg4e/ZsTld2c51FjcfjVmb0+PHjllPpcrBbxlfXdbq6uhgaGmLv3r3U1tamPXxTA4Ldu3dbY0nGx8ctN1ZTtJjZlkIzfTFnNff29rJ3717q6uqc4OIWLDQ6aWJigsuXLzM1NQUkM3yDg4NUVlbi9/tt2ZdqR0ZHR2ltbaW+vp7du3cXxHkoSRJFRUUUFRWxffv2m8zXBgcHMQwjTQjfyoV8fHycQCBg655ouzM1NcXFixfZvHkzBw4cWHfv4XKFcHl5ecbMsrLd4+tkfB3shhDJr0xuzyEzFJzwXUnG1zAMuru7GRwcZM+ePXnpZ8yludXY2BjBYJCKigrOnTu34mynnXp8zcyQEGLZbrnzx5KYomViYoL29nZisZg15qaqqirrY27yTSwWo7W11ZrV7JTlrhxVVRkfHycSiXDy5El8Pp81n9PM3pmCpaKigrKysoIQdCvB9BkYGhritttusxYVCpGFzNdmZ2dvciE371MVFRVWKfjg4CCXLl3KiQHTRsVcfNm9ezf19fUb4lrNRUY42z2+ZsbXwcE2OOZWtsURvoswMzNDIBAAWFZ/a7bIRRZV13U6Ozu5cuUKBw8eXHUZtx0yvoZhcOXKFTo6OqysxmpXmj0ej9V7Z5Ycjo+PMzExwcDAAPCLMTdVVVUUFRVtiEAIkpmhlpYWKioqaGpqchyHV8Hs7CyBQAC3251WYr99+/a07J25uNLX1wdkb3TSeiQejxMMBq1xT44DezqSJFFaWkppaSn19fVpLuQTExP09PQgSRKqqpJIJNadEZhdMCtf+vr6NrwRWDaEcC7m+C40acLBwcFhPgUVzaqquqTwNR9wly5dYseOHezZsyevWb1sm1uZ8xtdLhfnzp1bUxl3voXvfLftTZs2ZUw0pJYcpo65GR8fZ2xsjO7ublwuV1p/8Hp8EBuGQW9vL4ODg+zbty9nvewbjeHhYdrb26mrq2P37t0L3kNSs3emaDHnc5rnlKqqaedUIWU1pqamCAQClJWVOeOelsl8F/JoNMprr72GpmmUlpbS3t5OV1eXlQ2urKzcUAt22cAwDNra2piYmNgQZmorZSEhbC6umHOElxLCuRC+djEXc3AAMISEITJobpXBbRU6BRVJLJXxDYfDVnbh1KlTeRlNMJ9slQ+b40AuXbrErl272LVr15ofTPkSvkIIJiYmCAaDFBcX52SubGqA2dDQgK7rTE1NMT4+zuXLl2ltbb2lu68diUajBINBEolEQQZ4mcAwDDo7OxkZGVlxZkiSJCtwNAPMyclJQqEQV69epb293TJfM0XLRpmfPB+zamP37t23HKHmsDhTU1M0NzdTWVnJwYMHrWeJubhy7do1urq6rMUV85xyTIJ+QTwep7m5GcMwaGxs3LDX20pIFbkLCeGBgQHrXmb2CMdiMYQQ6LqeFddop8fXwcFhuTjCl6RwunLlCu3t7dTU1HDy5EnbZBeyISYjkQiBQMAqH8zUWJp8CF9d17l06RIDAwPs2bOHurq6vGToFUWxRC4k3X3NcsPu7m4ikYg1m7Oqqsp2pkZjY2O0trZahi2FZuKVCczrCpLtEWsNxFJHbaWar5ml9kuNTlqPmAsHo6OjHDt2zHLLdlgZZsXBrl270hYOUrN3gLVgFwqF0uZSp/adF6qgmJ2d5eLFi5SWlnLbbbc598RFWEwIh0IhyygSYGRkhGg0it/vp7i4OKOu0eFw2Mn4Ojg4LAt7qLscsVD21JzvOj09zbFjx2zXu5Npc6urV6/S1tZGdXV1xgV+roWvOWdY0zTbmS+5XC62bt3K1q1bAayRJBMTE9Y+p/YHl5SU5CXLYhgGly5dYmhoyOn/WwPmfO/q6mr279+flUWN+eZr8Xj8ptFJ5uJKZWUl5eXl6ypYj0ajBAIBK7tWqIJrLQgh6O7u5sqVKxw9enRJV/7UBbvUudSm+VpbWxterzdNCK/HFo6VYrpfm60KTgZ8+ZhC2OfzMTo6it/vZ/fu3VZWeHBw8KaM8FqFsJPxdbAbxo2vTG7PITMUnPBNFZGjo6O0tLRQVVW1KhfjXJCpHt9EIkFbWxvXr1/nyJEjliDLJLkSvkKINAG/b98+22ToF8Pn81FbW0ttba1lamQaZfX29qZl96qqqnLyEDczlEIIGhsbHeOgVWA6Dl++fDnnCwdutzttcSUajVpCuK2tjVgsht/vt84ru1UZpBIKhQgEAmzatMmpOFgliUSCYDBIJBJZtRHY/LnUqVUGg4ODtLS0UFRUlCaEN1r57+XLl+nq6nLcr9fA3NwcP//5zykrK+Pw4cPWebVz5860jHCmhHA4HM5Y5ZqDg8PGxt5qIcOYwjeRSNDe3s61a9c4dOiQrR9usiyTSCTWtA0zy1hSUsK5c+eytmKfiX1dikQiQWtrK+Pj4xw+fJgtW7asu9X4VFOjHTt2WH134+PjVrmh2ctZVVVFRUVFxhdlRkdHaWtrY9u2bWtyvi5kYrEYwWCQeDy+7JFZ2cTr9d7kQm5WGVy+fNma92oK4dLS0rxfO0IILl++THd3N/v373fM1FbJ3NwcFy9epKioiNOnT2es5H1+lUEikbCEsDnr3Cy3r6ioyMq9KlcIIejq6mJ4eJgTJ07YwuNjPTI5OcnFixepra1lz549N13PqaXRKxXCpgieL4SdjK+D/ZBufGVyew6ZoOCEr2EY/PjHP6a4uJjz58/bvmxrLaXOqXOI9+3bl/W5g9nM+AohCIVCBINBvF4vTU1Ntv/slktq353Zy2kGAb29vczOzlJaWkpVVdWaS1h1Xaerq4uRkREOHTqUlcx/IWCaqVVWVnL8+HHbLRykupCbo5NmZ2dvGp2U6hida3dfXddpa2sjFApx8uRJJ2OzSq5fv04wGGT79u0LCo1M4nK52Lx5s9USZJbbh0Ihenp6mJubo6SkJE0Ir4e+c03T0rLlTr/o6jDnHO/du5e6urpl/c5yhbApghcSwpFIxBG+Dg4Oy6LghC/Ajh072Llz57rILKxWTJozRIUQOZtDnK3RS2Y5aV9fn2XWYteSzUygqmpacBmLxSzBYpawlpeXW0K4rKxsWeey2ROtKEpGzJcKEXPcWW9v77rKUKbOezWrDMyeO9Pd1xzHlerumy3C4TDNzc2oquq45a4SIQQDAwP09vbmrT9/frl9PB5PM/ULh8OUlZVZ51R5ebnt2lIikQgXL17E7XZzxx13rAuhbjeEEAwODtLT07PmOcfLEcJ/+7d/y9DQEGfOnOGuu+6itbV12ULbwSEXGCL5lcntOWQGez2BsowpfNdLsAorz/iapYOdnZ3U19ezd+/enIlEWZYRIrNXZzgcJhAIEI/HCzYr5PF40kpYw+GwFVz29/cDUFFRYQnhhTJ3V69epaOjw8oKbeSFg2yRSCRoaWlhbm6OO+64g7Kysnzv0qqZ78RquvtOTExYDvdmub35lakSVjNDWVNTk9P700ZifrbcLsZ+breb6upqqqurgfS+846ODqLR6E1COJ/VElNTU1y8eJEtW7ZkzZRuoyOEsJzYs3EuLiSEi4uL+cEPfsBLL73En/zJn6BpGj6fj6997Wvcdddd3H777barwnFwcLAHBSV8zYdaNrKS2WIlGV/ToXpmZoYTJ07kfBRIJkudhRAMDw/T1tbG5s2bOXbsmLMSTzJzV1xcTHFxMXV1dQghbprL6XK5LBHs9/vp6+tjbGxsWS6vDgszNTVFIBCgtLSUxsbGDXcuzh/HlVpu39/fTzAYtEpYTcGy0vfAnB3e39/vOIivgWg0SnNzM5Ik2T5bntp3Dsns6mIGbBUVFfj9/pwJlpGREdra2qwxeOtlMdxO6LpOS0sLs7Oz3HHHHTkpEZdlmcbGRo4cOUJHRwc7d+7k8ccfp6enhx/+8Id84QtfQJIk7rzzTu666y7e+c53Ovcah7zgJGntSUEJX0mSMj4eKNssd3+vXbtGS0sLlZWVnDt3Li+BeaaEb6r52IEDB6iurnaCkkUwTUBSM3ep5jNzc3PIskx1dTVCCDRNs12poZ0RQjA0NERXVxe7d+9Om4m6kZlfbp86Oqmrq8uaS73czJ1pSmcGyLlovdiITE5O0tzczKZNmzh48OC6y1D6fD58Ph81NTVpBmzm+CRN09KcyMvKyjJ+jEIIent7GRwcXHNZbiETj8e5ePEikiRxxx135NTUbHx8nH/1r/4VAC+//LL1Gf77f//v0XWdixcv8qMf/Yh/+qd/4o1vfKMjfB1yjhDJr0xuzyEzFFwEvN6E71JiUtM0Ojs7GR4e5tChQ2zbti1vgXkmenwnJycJBAK43W6nD3UVmJm7SCRCNBplx44dlJWVEQqF0gRLakZ4vQXPuULTNNrb25mYmCh4l9eFRieZ5fatra3E4/E0x+hUwTI7O0tzczM+n29DZstzxdWrV2lvb7eMg9b7AsxCBmxmG0coFGJwcBBd1y2TLNOJfC33K7NEfHJyklOnTjkLMKtkoXFFuaK/v5/f+I3f4MCBAzz11FM3je1SFIWTJ09y8uRJPvWpT+VsvxwcHNYHjvC1ObcSvlNTUzQ3N+PxeDh79mzenSjXkvE1DIO+vj56enrYuXMnDQ0NjiBbBWa2PBQKcezYMat01ey5Sx1xMzQ0hK7raUZZJSUl6z6gzgSmOZy5AGPnctJ84PV6qampsTJ3qX3ng4ODGIZhOfqOjo5SX1+fdcfhjYrpzn/16lWOHTuW8xaWXLFQG8fc3Fyan4EQ4iYhvNxzysxQApw+fdq5pleJOa7I7NHP5TV98eJF3va2t/Hrv/7rfPOb33SqlxxsiyCzpc4r2dajjz7KF77whbSf7d+/n46ODiC5cP2pT32Kp59+mlgsxr333st//s//OW3Kx+DgIB/5yEf4p3/6J0pKSnjggQd47LHH0q65H/3oR3zyk5+0zOUeeeQR3vve967lMHNCwd011pvwXWh/zVKtnp4e9uzZQ0NDgy0CytUK32g0SiAQIBwOc+LECcrLy21xPOuNqakpgsEgRUVFnDlzZsHSM5/PR21tLbW1tTeNuOnp6Unr9cy2s69dGR4epr29nfr6enbv3u2ci0uwWN95d3c34+PjSJLElStXCIfDeRudtF5JJBIEAgFisRiNjY15X9zMJanzzuvr6xFCpLn7miO5TBFcUVGx6MLd7OwsP//5z/H7/TnPUG4kzHFFe/bsob6+Pqd/+7nnnuO3fuu3+MxnPsPv/d7vOQvjDg634PDhwzz33HPW96mC9aGHHuL73/8+3/nOd/D7/XzsYx/jrW99Kz/+8Y+BZGXM/fffT3V1NS+//DLDw8O85z3vweVy8cd//McA9PX1cf/99/PhD3+YJ598kueff573v//9bNu2jXvvvTe3B7tCClL4ZmvWbDaYLyZNl+NEIkFjY6Nt3Dxh5cJXCGE9SCsrK2lqanLKIFeBOUri0qVL7Nq1a9mjuhYacWM6+5pllV6v18oGV1ZWbujPx5xxPDo66vT+rYFE4v9n77zj2yrP9n/Je0q2PGM7dmzHe8fxIosM4jjrRxIoYSa8jDYkoUAoaXkZYZQAaUuhLQRKIfSFlNU4yxlkb0gAa3nFe8VTy7JlzXN+f6TnVHICcWxZ8/nyyae1LUtH8qOjcz33fV+XHg0NDdDpdCgpKYGvry9rwNbT02MWncT8c5ZMbksyODgIgUCAgIAAFBYWunx1i8ly5XK510Ry9ff3o6GhAW5ubmZC2N/fH1KpFGKxGLGxsUhISCAbLmOE+YzJzMxEeHi41R6Xpml89tlnePLJJ/G3v/0Na9asIX9Dgt1jy4ovcFXoMp1+piiVSvzjH//Azp07MW/ePADAxx9/jLS0NHz77bcoLi7GN998g+rqahw9ehQRERHIzc3FK6+8gs2bN2PLli3w8vLC9u3bER8fjz/+8Y8AgLS0NJw9exZvvfUWEb72hqNWfGmaZsXIpEmTkJqaane71jcjfA0GA2pra9HV1YWUlBRERUWRD7MxoNPpWNOg8cY9MReNwcHBSExMNHP2bWpqYl2NGSFs6ygSSzI8PGzmlOuKlW5LwLhf83g85OTksGItKCgIQUFBSEhIYA3YGEOj6upq+Pr6siI4ODjYqkY59ghjVki6Dn6akZFcFEVd43DP4XBAUZSZszTh5qBpGpcvX0ZXV5fVo7MoisIf//hH/OlPf8LXX3+NsrIyqz02gTAebC186+vrERUVBR8fH5SUlGDr1q2IjY3FDz/8AL1ejwULFrC3TU1NRWxsLC5cuIDi4mJcuHABWVlZZq3PpaWlWLduHaqqqpCXl4cLFy6Y3QdzmyeeeGIcz9I6EOFr5zCGUUKhEDKZDNnZ2Vbdbb0ZRit8BwYGIBQK4e7ujqKiomvMKQijQy6XQywWg8vlTki1fKSzr1arNTM00uv11xgaOeIFem9vL6qqqjBp0iQkJyeTFrox0tnZidra2hu6X7u7uyMkJISdVdXr9awTeVNTEwYHB82ik4KDg12m2mka+ZSRkWF24UH4edzc3NgNFoqiWNPHSZMmQa1W4/z58/Dy8mLXlKuOctwMpnFFhYWFVm21NxgMePrpp7F3714cO3YM06dPt9pjEwj2ysDAgNnX3t7e1/gVFBUVYceOHUhJSUFXVxdeeuklzJo1CxKJBN3d3fDy8rqmSBIREYHu7m4AV6PeRn72MF/f6DYDAwMYHh6263Ora1xNmOBowlepVAK4+iEwY8YMuzbkuJHwpSgKra2tqK+vZ9vOnKViaE1omkZLSwuampqs6vDq7e3NVk5GGhq1tLQAgFn7qr3PcVIUhcbGRrS3tyM9Pf26bUGEG0NRFGpra9Hb24u8vDzWUG20eHp6XhOdxKyruro6aDQacLlcdl1ZM+vVmhiNRlRVVUGpVJLIp3Gg1+shFouh0WjYVnsAZp0GnZ2dqKmpgbe3t9kGC2m5/y+mZmDWjitSq9V48MEHUV9fj/PnzyMhIcFqj00gWIKJqvhOnjzZ7PsvvvgitmzZYvY9086I7OxsFBUVIS4uDl9++aVdC1JrQYSvnUJRFC5fvoz29nYAQE5Ojt3PV/6c8NVqtRCLxVCpVKzbsD2LIntFq9VCIpFgeHgYBQUF4HK5NjmOnzI0YtoM6+rqzC4q+Xy+XW3aaLVas1l50nUwNhhjOpqmLdYi7uXlhcjISDMncqblXiwWw2AwsJ0GwcHBE5L1am2YVnumC8bVW73HyvDwMCorK+Hj43PNXPTITgODwcAK4ba2NkgkEvj5+ZnNCNvTOcuaqNVq/PjjjwgMDERmZqZVN5r6+/vxi1/8Am5ubjh79ixCQ0Ot9tgEgr3T3t5udt03mnNUUFAQkpOT0dDQgNtuuw06nQ4KhcKs6tvT08N+5kZGRuLixYtm99HT08P+jPlf5numt+FyuXYvrl1O+Hp4eNi9uZVKpYJIJGLnDc+fPw/aAdKrGeFL0zQrammaRl9fHyQSCXg8HoqLi8lF3RiRSqWQSCTg8/lm85P2AIfDMZu3Y6orMpkMra2tkEgkdtO+ygiokJAQTJs2zSmrh9aAeR1DQ0Mn1HPA19cXvr6+141OMo24YdaWo0VyyeVyCIVChIeHIzU11eFFvK1gYnYiIyNHNbLg4eGB0NBQVliZtty3tLRALBbD39+fPV+5yuy5UqlEZWUlO/phzfdSc3MzVqxYgfT0dOzcudOlXMwJzsVEVXwZg7+bYXBwEI2Njbj//vuRn58PT09PHDt2DKtWrQIA1NXVoa2tDSUlJQCAkpIS/P73v0dvby87WnnkyBFwuVykp6eztzlw4IDZ4xw5coS9D3vGfq6crYQ9V3xpmmZbgePi4sxyL+31mE1hLjQY4Ws0GlFXV4fOzk4kJSUhOjqaXNSNAYqi0NTUhLa2NocxAjOtriQlJUGn00Eul0MqlbLtqzwez6x9daLXhmmLeEpKCqKjo+3+dbRHaJpGe3s76uvrrf46Xq/TgHH2lUqlaGxshJub2zWRXPb6d+7o6EBdXR2Sk5OvaWEjjB4mgowZ/RgLI1vu9Xo922nQ2NiIoaEhdvOOEcL23oV1szCmaraIK6qsrMSqVauwYsUK/OUvf7GrjV0CwZF4+umnsWzZMsTFxeHKlSt48cUX4e7ujrvvvhs8Hg8PPfQQnnrqKdabZePGjSgpKUFxcTEAYOHChUhPT8f999+PN998E93d3Xjuueewfv16tsL8q1/9Cn/961/xzDPP4H/+539w/PhxfPnll6ioqLDlUx8VLndmcXd3h16vt/VhXINGo4FYLMbQ0BDy8/PN5uTGmo9rbRjhQlEUhoaGWJfcwsJCBAQE2PjoHBNmXej1eod+Hb28vBAREcGaIQwPD7Nipb29HRRFTWjVjnG/HhoasmmLuKNjNBpRXV0NuVw+bhdxS2AacTNlyhTW2VcqlaK7uxu1tbVsyz2zvuxhjpMxX+rp6RnTXDThKkymfVtbG7Kzsy3aFuvp6Ynw8HC24sHMnsvlctTX10OtViMwMNBMCDuyWLNVXBFwNaP3vvvuw29/+1v89re/JRvkBIfHlq7OHR0duPvuuyGVShEWFoaZM2fi22+/ZTf13nrrLbi5uWHVqlXQarUoLS3Fu+++y/6+u7s79u/fj3Xr1qGkpAT+/v5Ys2YNXn75ZfY28fHxqKiowJNPPom3334bMTEx+PDDD+0+yggAOLQj9NBakLq6OgwMDCA7O9vWh8LS09MDiUSCsLAwpKWlXbOLfOzYMRQWFtq92YnBYMDRo0eRnJyMxsZGREdHY+rUqaSVdIz09fWhqqoKYWFhdhlfZSlomsbg4CArhOVyOTw8PK6p2o0VJmInMDAQGRkZTlelsRZqtRpCoRAeHh7Izs52iPlH05Z7mUyGgYEB+Pn52TQ6SafTsfPlubm5dj8PZa+YmoHl5eVZfVNQo9GwFWG5XM6asDEbLI4S92YaV5Sbm2vVzSzTjN53330XDzzwgN12ZxAIo2FgYAA8Hg/vlB6Er6flvEOG9UN4/HAZlEol2bgfJ467PTlG3N3d7aZ6ajAYUFNTg56eHmRkZPxkziATaWTvGAwGAEBjYyPS0tIQGRlJPsTGAEVRqK+vR2dnJ9LS0pw+f5LD4SAwMBCBgYGIi4sDRVFQKpWQyWSs+6ppziufzx+VeDVtyb1RxA7h5+nv74dYLEZUVBSSkpIcpiJzveikke2rTNWOESsTWbVTqVQQCATgcrnIzc116AqhLdFqtRAKhQBgMzMwHx8fs3xgUxO26upqaLVa8Hg8Vgjboxs5E1ekUqmsHldEURT+8Ic/4K233sKuXbscolJEIBAcH5f71LWXGV+FQgGRSAQfHx/MmDHjZ3f97b3VmaZpSKVSiMVi+Pn5wc3NDRKJBC0tLQgJCWErK/b2oW+PqNVqiMVi1iXXFd2G3dzc2NbBxMREGAwGdj64sbERIpHILN7mepUVg8GA6upqKBQKTJs2DcHBwTZ6No6Naa6sM2zCjGxfZbKp5XI5amtr2dlz06qdpUR+T08PqqqqMGXKFMTHx5NNmDHCbB4EBQUhPT3dbj5XRpqwMeMcTN66wWBgfQ2Cg4Ot4mvwc+h0OgiFQtA0jcLCQqtuHhgMBmzatAn79+/H8ePHkZ+fb7XHJhCsgS1bnQk/DxG+VoYxKmpubsbUqVMxZcqUG14A2fqYfw6j0Yj6+nq0tbUhKSkJMTExcHNzY+ehpFIpampqoNPp2AiSkJAQBAYGkgu/EXR3d6OmpoZ103SUqtpE4+HhYWY6w7QYSqVSVFVVQa/Xs2uLz+fDzc2N3VQiLuJjR6/XQyKRsHPR9j5qMRZMs6mB/86eXy86iTECudnzFjOH2traapP5SWeir68PYrHY7jcPOBwO/Pz84Ofnh5iYGDM3ciY+yWg0mq2twMBAq53z1Wo1KisrERAQYPW4Iiajt6GhAefOnSMZvQQCwaq4nPD18PCwmYhkZuSMRiOKiopG3advrxXfwcFBiEQiGI3Ga2aQTbM4TT/0pVIpmpubWedVpg3RHgxnbAXjfs20vJML45/HtMVw5NpqamoCRVHw8/NDeHg49Ho9PD097fYC2V4ZHByEUCiEr68vioqKXGYu2tfXF9HR0YiOjgZN0xgaGjKLTgJgZsLm7+//s2vLYDCgqqoKKpXKaTcPrAEzttDQ0ID09HQ2S9JRuJ4bObO25HK5WSwXs74manPYlnFF/f39uPPOO+Hh4YEzZ86QjF6C00IqvvaLywlfW8z40jTNzipGR0cjJSXlpnZY7a3iS1EUrly5wlYnk5KSfnZWbeSHvqnzqukMJyOCHd0d82YYGhqCSCSCu7s7iouLidHNTcKsLR8fH6hUKri5uWHq1KmgKAo9PT2oq6tjXX2Zf45gymRLuru7UV1djbi4OCQkJLjspgGHw0FAQAACAgIQGxsLmqYxMDAAuVyO/v5+1NfXw8PDw0wIm85IDg8PQyAQwMvLy+qtpM4E44Dd29uL/Px88Hg8Wx/SuLne2mIM/mQyGZqbmwH8d5MlODjYIk73TFwR43lgTZqamrBy5UpkZGRg586dE/5Z99577+G9995jN6wyMjLwwgsvoKysDMDVzqFNmzbh888/N3O2ZZIHgKtO1+vWrcOJEycQEBCANWvWYOvWrS5zfUIYO0T42i8u9+61tohkYlQUCgVyc3PZds2bwZ4qvszzkclkyMzMRFhY2E1/GLu5uSEoKAhBQUFITExkDWekUikuX76M4eFhdhYqJCQEXC7XKdt+r1y5gtraWkyePBmJiYlO+RytgVqthkgkgpubG0pKStjugfj4eNbVVyqVorW1FRKJhM3iZC4oyUXMVSiKQkNDAzo7O5GVlTWmc5Uzw+FwwOPxwOPx2OgkxoStq6vLLDrJy8sLHR0dZGxhnOj1eohEIuh0OhQWFjrtxuD1DP5UKhW7ydLQ0MB6HzDnrRt1G4yEMfrLyMgwE3fW4Mcff8SqVauwatUqvPPOO1Y558bExOD1119HUlISaJrGJ598gv/3//4fKisrkZGRgSeffBIVFRX46quvwOPxsGHDBqxcuRLnzp0DcLUTa8mSJYiMjMT58+fR1dWFBx54AJ6ennjttdcm/PgJBMLE4HJxRnK5HN999x3mzp074Y/FOKHyeDxkZmaOecf/hx9+QFhYmNUD5U2haRpyuRwikQh+fn7IyMiYsPbk4eFhSKVSdvebpmlWqISEhMDX19ehq1AGgwG1tbXo7+9HZmYmafcaB729vaiqqhq127BOp2M3WWQyGWtm5OybLDdCp9NBLBZDq9UiJyfHJU3VxovRaIRcLkdraytkMhkAwN/f32yTxVVaxi2BWq2GQCCAr68vsrKyXHqDiumSYlqjFQqFWbdBcHAw/Pz8rvu5SNM06uvrceXKFavHFQHAN998gwceeAC/+93vsHnzZpueX/l8PrZt24Y77rgDYWFh2LlzJ+644w4AQG1tLdLS0nDhwgUUFxfj4MGDWLp0Ka5cucJuFGzfvh2bN29GX18f6eAgXBcmzuiPExBntInEGVkEl/sksUbF12g04vLly+jo6EBaWhqio6PHJdRs3epsNBrR2NiIlpYWJCYmIjY2dkI/vHx9fRETE8OagjAf+Katq0xb9GijbewFlUoFkUgEb29vFBcXu/Rs83gwrU6mp6ePuoLh5eWFiIgI9vammyzt7e2gKIq9mAwJCbnpqoojwuQc83g85OTkuLTAGA8cDge9vb0YHBxEQUEB/P392XibhoaGa6KTiNP9TyOXyyEUCm0yh2qPmHZJATDrNuju7kZtbS28vLzYdcVknzNZxwMDA+yatBY0TePTTz/FU089hffeew/333+/zf6ORqMRX331FYaGhlBSUoIffvgBer0eCxYsYG+TmpqK2NhYVvheuHABWVlZZp8tpaWlWLduHaqqqpCXl2eLp0IgEMaJy13hTLSIVKlUEAqFcHd3xy233GKRDxpbtjozhlx6vR7Tp0+3+nyVaXsh07rKVOyamprYaBtGBFsyfsSS0DSNjo4OXL58GVOmTHHp2cnxotFoWMfdwsLCcb3HRm6yDA4OQiqVQiqVoqGhAR4eHqwI5vP5TrdR0dnZidraWpJzPE6YaBjG6I9pyb1edJJMJkNNTQ2b88oIYVvH29gLjH9EcnIyJk+ebOvDsUtMI98AsCMdcrmc9c3w9vYGRVFwd3e3ehcHRVHYtm0b3n77bZSXl2PhwoVWe2xTxGIxSkpKoNFoEBAQgPLycqSnp7Oz9yOr3xEREeju7gZw1etg5IYq8zVzGwLhpyAzvvaLSwpfmqZBUZRFLzJomkZLSwsaGhowZcoUi85surm5Wb3iS9M0urq6UF1djfDwcKSkpNhFJcjd3R2hoaFse7BGozGLHzEajXZXsdPr9WymbF5eHvh8vk2Px5Fh8qLDwsKQmppq0YqZ6ZwdM8OpUCggk8nQ0dGB6upq+Pr6smvLkVtXKYpCbW0tent7yZocJwMDAxAKheDxeMjIyPjJNWkanWSa88qsL4PBYNa6OpboJEeGpmk0Njaivb0dubm5CAkJsfUhOQzu7u5sFxRw1ZX9xx9/hLu7Ozw9PfHtt9+y5y5mfU2UyZ/BYMBTTz2FAwcO4Pjx45g2bdqEPM5oSElJgUAggFKpxNdff401a9bg1KlTNjsegutAhK/9YnslY2WYixJLCl+NRgORSITh4WFMnz6d3YW1FNZ2omaEWl9fH9LT0xEeHm63F2A+Pj6IiopCVFTUdSt2np6eZhU7azv6Mm2k/v7+KCkpIXNBY4SmaTQ3N6OlpQUpKSmIjo6e8MdkIrcYUciYsJm2rnK5XHZ98Xg8h2hdZc5XNE2jqKjIaQ2DrAHjgB0fHz+qTHaG6+W8mkYnjXT1HU10kiNjNBohkUigUqnG3cXh6iiVSggEAkRERCAlJQUcDgd6vZ7dxGtpaYFYLIa/v7/ZRoslPpuGhobw4IMPorGxEefOnUN8fLwFntHY8fLywtSpUwEA+fn5uHTpEt5++23cdddd0Ol0UCgUZlXfnp4eNiorMjISFy9eNLu/np4e9mcEAsExcVnhazQaLVLB7O7uRlVVFcLDwzFt2rQJqYpas+LLGFgxM6iOdFE8smJnNBqhVCqvcfRldsaDgoImTKjQNI22tjY0NDSQNtJxotPpIJFIoFarbZqF6unpada6atptIJFIoNfrERQUxArhicrhHA9MZ0RoaKjFK+auhGl10hIO2CPjbRhXX5lMhr6+PjY6yTSWy5HOzT+HVquFQCCAm5sbiX0aJ319fRCLxawXB3P+8fT0RFhYGLtOTTfxmpqaMDg4yLrdMy3UN9vN0tfXhzvvvBNeXl52m9FLURS0Wi3y8/Ph6emJY8eOYdWqVQCAuro6tLW1oaSkBABQUlKC3//+9+jt7WXP+UeOHAGXy0V6errNngPBMaD/858l749gGVxO+Lq5uYHD4YxbSBoMBrYqmpGRMaE7gO7u7tDpdBN2/8DVD4SmpiY0NTWx1QtHnzdzd3dnLxKTkpKg0+kgk8kglUpRXV0NnU6HoKAgthpsKaHCRD4NDg4iPz/f6i6azoRCoYBYLAaXy0VRUZFdtRaP7DYwrdi1tLSAw+EgODiYXV+2dCM33YhJSUlBTEyMTY7DGTAYDBCLxRgaGkJBQQECAgIs/hhubm5m3gambffMDKyPj4+ZmZEj5lOrVCpUVlaCz+cjPT3d4T9zbMnNxBWN3MRj3O6vZ8TGCOGf29RvamrCihUrkJWVhc8++8wuNmV+97vfoaysDLGxsVCpVNi5cydOnjyJw4cPg8fj4aGHHsJTTz0FPp8PLpeLjRs3oqSkBMXFxQCAhQsXIj09Hffffz/efPNNdHd347nnnsP69esd8r1GIBCu4nLCFxi/wZVprM+MGTMm3PBmos2thoeHIRKJoNFonFqoeXl5ITIyEpGRkaBpGmq1mnX0bWpqYltbmYrwWP6ucrmcjbAqLi62K6HmSNA0zV7ITZ061ax6YY9cr2LHuJEzrqtMxisjhK1V2TIajaiuroZcLnfq97c1YCJ2fHx8rLoRM7Lt3mAwsEKY6WZxtOik3t5eSCSSm24TJ5hD0zTrcD9t2rQxvb9Hut1rNBrI5XLI5XLU1dVBo9GAy+UiODgYLS0tKCoqYiNVmIzeO+64A2+//bZdeIEAV9fXAw88gK6uLvB4PGRnZ+Pw4cO47bbbAABvvfUW3NzcsGrVKmi1WpSWluLdd99lf9/d3R379+/HunXrUFJSAn9/f6xZswYvv/yyrZ4SwYEgM772i8vl+ALAoUOHkJeXd9MfEBRFsbE+SUlJVmtfbWlpgUwms7hJBE3T6OnpQVVVFUJCQpCammr3F0sTBSNUmPnggYEB+Pn5mRkZ/dwHOjOD2tzcjOTkZMTExJALuTHCdFMoFApkZ2c7hVBj3MiZirBKpWJbC5m2+4m4YGRc2T08PJCdnU0qFeNAKpVCJBKNOjPamphW7GQyGdRqNTt/zrjd20tbO03TaG1tRVNT06iqk4SfhqIoSCQSDAwMIC8vb8Jmo5mxjr6+PqxatQp9fX1ITU3F5MmTcfLkSTz77LN49tln7eo9QSDYAibH943SAxbP8d18eDHJ8bUALil8jxw5goyMjJtyjRwaGoJIJILRaEROTo5V5wzb29vR09OD6dOnW+w+DQYDampq0NPTg5SUFEyaNIkINROYGShGCGs0GvB4PLZax+Vy2Q95rVYLiUSC4eFhZGdnk5PSOGByjn18fJCVleW0835M2z3zj1lfjBA2XV9jpa+vDxKJxC6FmiNh2iaelpaGqKgoWx/SDWGECiOGtVotgoKC2NZ7S6yvscC4iff19SE3N9fq8XjOhF6vh0AgAEVRyMvLs9q5kqIo1NTU4PXXX8fu3bvB4/GgVqtRUlKCuXPnYu7cuSgqKnLaczeB8HOYCl8fCwpfDRG+FsM+elKszM24JDP5q7W1tYiJiUFycrLVd84tbW6lVCohFArh6emJoqIi+Pn5Wey+nYWRM1DDw8NsW3RbWxtommbn6rq7uxESEoKcnBy7afNyRK5cuYLa2lrExcU5fc6xads9cLUyy4jg9vZ2UBRlNh98M46+NE2jqakJra2tSEtLw6RJkybyqTg1zEV+f3+/TXLMx8rI+XPT6CRmfTFGbJb0N/g59Ho9RCIR9Ho9ioqKnC4T25oMDw+jsrISfn5+yMrKsvo1yb59+3Ds2DEcOnQICxYsQH19PU6cOIETJ07gb3/7GwYHBzFjxgzs3buX/J0JLglpdbZfXPIqfbQzvoybrFKpRF5ens1cCi0VZ0RRFJs1HBcXh/j4eLtpf7N3fH19ERMTw0aPKJVK1NfXo7e3F8DVzYTLly+zQsVVW8bHgtFoZKtAOTk5LpnfOTLahnH07e/vZx19mbXF5/N/8mJSr9dDIpGwxku2csB2BrRaLYRCIRv75KgX8NeLThocHGSFMONvYBqd5OfnZ1EhrFarUVlZCX9/f7JBOE4GBgZQWVlpFldkLfR6PZ588kkcOnTILKM3OTkZycnJ+OUvfwmaplFdXY3vv//eYd8zBALBeXHJT5/RCF8mFiA4OBgzZsywaduOJcytNBoN60Sal5eH4OBgp66oTSQajQaXL1+GwWBASUkJfH192bboxsZGiEQicLlcVqgEBQWRNtOfgJlBdXd3R3FxMblQwlWhwuVyweVyMWXKFDNH346ODlRXV8PX15ddX4yR0eDgIIRCIfz8/OzOAdvRYLpi+Hw+0tLSnGqD0DT2LS4ujvU3kMvl6O3txeXLl9n8c2Z9jcelVyaTmc1Gk8+dscNclyQkJFg9Im9oaAhr165Fc3Pzz2b0cjgcZGRkICMjw2rHRiDYGzSHBs2xYJyRBe/L1SHCdwRGoxF1dXXo7OxEeno6oqKibP5BPR4Xapqm0dvbi6qqKgQFBZHZm3HCvJbMbjtzQRwaGsp2BJjmu4rFYhiNxjG3rTozPT09qK6uJjOoN2Cko69pBmdDQwPUajV8fHyg0WgQGRnpdELN2nR1daG6utpl8rfd3NwQFBSEoKAgxMfHs/nnphstTHQS82+0nyGdnZ2ora0lEVoWoKOjA3V1dRMen3g9mIxeb29vnDlzxiW7cggEgnPgssL3ehXUgYEBdvZ1xowZdjP7OtaKr8FgQF1dHa5cuYLk5GRERUURcTFGKIpCfX09rly5grS0tJ+98Bg5Xzc4OAipVMq2rTLVFCY2ydU2Ikxfy/T0dOLqepOYzp8zZkFdXV0ICgqCVCrFyZMnzdpWrTG/6QzQNI36+np0dnYiJyfHZqMttsY0/xy4+jnCbLQ0NzdDLBazjuRMRXhk6zITsdPR0YG8vDz2vgg3j+lrOW3aNAQHB1v18RsbG7FixQrk5OTg008/tYuMXgLB3iEzvvaLywpf0woqE0XT0NCAhIQEJCQk2JVAHIu5lUqlglAoBIfDQVFR0YTFHLgCarUaIpEIAG7aDMy0rXDKlCkwGo3X5G8GBASwItieYkcmAo1Gw7qjFxYWknU5DnQ6HUQiEXQ6HYqLi+Hv7w+apjE0NHTN/KZptc5eNvTsCb1eD7FYjOHhYbIuR+Dh4YGwsDCEhYUB+G90klQqxeXLlzE8PMxGJwUHByMwMBA1NTVQqVTktRwnFEWhqqoKSqXSJq/lDz/8gFWrVuGuu+7Cn//8Z6f+bCIQLAn1n3+WvD+CZXB54Ts8PAyRSAStVovCwkK7zAy9GXMriqLQ1taG+vp6xMTEIDExkXxYjYPu7m7U1NRg0qRJSE5OHveGiLu7Oytyk5KS2FgbqVSK6upq6HQ6BAUFsW3RzlStk0qlEIvFCAsLQ2pqKlmX40CpVEIkEoHH4yE3N5etuHE4HAQEBCAgIACxsbHs/KZMJkNXVxdqa2vh7e1tZpTlah0HIxkaGoJAIICfnx8KCwvJbPQN8PLyQkREBNupYTraIZFIoNPp4OHhgZiYGOj1elAUZVcbyY6CXq+HUCiE0WhEQUGBVTO4aZrG4cOHsXbtWjz33HP4zW9+4zSfQwQCwbVxaeF75coVVFdXIzIyEvn5+XbrNDnaVmcmT3ZgYAA5OTng8/nkw2qMMLPePT09yMjIYGONLI1prA1N01Cr1Wx2MFOtY0RKSEiIQ5o/mcbrpKSkIDo62taH5NAwc5OjmUE1nd9MSEiA0Wi8pm01MDDQrG3VlTYkmKzjmJgYTJ06lZwvxwAz2hEQEACpVIrw8HAEBwdDLpezObOmrfcBAQHkdb4BTFyRr68v8vLyrPqepGka//d//4dNmzbh/fffx7333kv+XgTCTUOane0V+1R6E4ybmxu6urpw5coVZGVl2f2Mobu7O2ia/smdc5qm0d/fD7FYDB6Ph6KiIqvuDjsbg4ODEIvFrNOwtWaaOBwO/P394e/vz1brGJOZzs5O1NTUwM/PjxXB15utszd0Oh3EYjE0Gg2J1xknzDxvb2/vmOcm3d3dzYzYmI4DmUyGmpoaaLVas3xXLpfrlNU6mqbR2tqKpqYmknVsAXp7eyGRSMzchmNjY6+JTmpsbJzw6CRHh4krCg8PR0pKilXffxRF4Y033sBf/vIX7NmzBwsWLLDaYxMIBII1sO+r5gnCw8MDbm5umDlzpkMIROaD73rC12g04vLly+jo6MDUqVMRExPjlBeq1oCmaVy5cgV1dXWYPHkyEhMTbfpaMheIwcHBSExMZN18pVIp6urqoNFowOPx2IqwvYkUhULBtuMWFRXZvUi3ZzQaDYRCIQBYNPZpZMfB8PAwK1La2tpA07SZSHEGR3Kj0Yjq6mrI5XLk5+eDx+PZ+pAcFtMNhMzMzGs6Y34qOkkmk6Gnpwd1dXXw8vIym0F3xK4WS9Hf3w+RSGSTuCK9Xo8nnngC33zzDU6ePInc3FyrPTaB4GyQGV/7xSWvRD08PBAQEOAQohcA2+Y0st2Zye2kaRqFhYUICAiwxeE5BQaDAbW1tejv70d2drZdOrqauvkCV9vhmLbo1tZWAGAvHkNCQmxmYkTTNNra2tDQ0ICkpCRMnjzZ4cWSLWFisUJDQyd0NprD4cDPzw9+fn6IiYkBTdNQqVSQyWSsI7mHh4fZfLCjiRRmA4Ex/XOUzwB7hKIo1NTUQCqVYvr06eByuTf8neu13l8vo9q09d5VZtBtGVc0NDSENWvWoKWlBefOncOUKVOs+vgEAoFgLVxS+I4nF9cWMKKBOWaKotg5PyYD1ZXm8iyNSqWCSCSCt7c3SkpKHOZi2NfXFzExMaxIGVlJYbI3GaFiDdMevV6P6upqKJVK5Ofn26VZnKNguoFgixxUDocDLpcLLpfLOpIzrfft7e2oqqqCv7+/mUixZ2MohUIBoVCI0NBQpKWl2VV3hKPBOIobDAYUFhaOeQPE1OwPuHr+YIRwU1MTBgcHbxid5OjQNI3Gxka0t7fbJK6ot7cXd955J3x9fXH27FkSPUUgEJwa5/oEGSWOKHyZSCOdTgeJRAKFQoGsrCyEhoaSatoYoWkaHR0duHz5MqZMmYKEhASHfS05HA54PB54PB7i4+PNsjcbGxshEonA5XLZi0wej2fxC38mQsvPzw/FxcUuU6mZCEzbcadPn24X7bim+a5Tp05lW+9lMhnq6+vNYm34fD6CgoLsRlwyG4WkA2H8DA0NobKyEoGBgRY3XvL09DSLTtJqtewaY8Y7TNcYj8dz6E1fiqLY93lBQYHVu7YaGhqwcuVK5Obm4tNPP3W4Dg4CwV4hrc72i8sK39HGA9kL7u7ukMvlaGhoQEBAAIqLix2mMmmPmFYmx2oUZM+MzN5kIkekUimboxscHMxWg8c7u9nZ2Ym6ujpMmTIF8fHxRFiMA7VaDaFQCE9PT7tuxx3Zem8aayMWi2EwGMzmg20RzUVRFOrr69HV1YXc3Fy2skgYGzKZDEKh0Gou2N7e3uwMOgCzGXRmjZmasQUGBtrNZsuNYOKKmKq5td/n33//Pe644w6sXr0ab731lkNvIBAIBMJocVnh60gVX6PRyO4MMxEmjvLhbo8wGajMBoIrVCaZyJGoqCjWaVUqlbKzm56enmaxSaN9TYxGI2pra9HX14ecnBwiLMYJE6/DjDA40vt85BobGhpiN1uYaC7TGfSJdkvX6/VmGe22mnl3FpgZ1NTUVJtFkvn6+iI6OhrR0dFs/BsjhFtaWgDATAjba3SSaVyRaQ63NaBpGocOHcLatWvx/PPPk4xeAmECIGFG9gsRvnbO0NAQRCIR3Nzc4OnpicbGRvT39yM0NBQhISE2qaI4KowDaWNj46gyUJ0VU6dVZnaTmatrbW2FRCJBQEAA2xYdFBR03WoAszY9PDws6jTsiphmHaenp1vd3MbScDgcBAQEICAggI3mGhgYgFQqRVdXF2pra9kZdOafJTegBgcHIRAIEBAQgMLCQqebC7UmNE2jvr4eV65csavuGNP4t8mTJ5uZsUmlUjQ0NJi15/P5fPj6+tr8nK9SqfDjjz8iLCwMqampVt3comka//znP/H000+TjF4CgeCSuOTVgCMIXyZap7q6GpGRkZg2bRo8PDzMnHxbWlrA4XBYgeKILqvWgpmNHhoaspuZSXvB1GAmKSmJzXaVSqWorq6GTqdDUFAQe5uAgAD09vaiuroa0dHRmDp1qkNVJu0NvV7Prk1nzTo2dfNNTEyEwWCAQqGAVCpFc3MzxGIxAgMDzUyMxtp6yWTKxsbGIjExkVzYjwODwWC2Nv39/W19SD/JSDM20xx0ZrPF29vbbI1Z+/OSiSuKj4/HlClTrLo2KYrC66+/jr/+9a/Yu3cv5s+fb7XHJhBcDfo//1ny/giWgQhfO0Sv16OqqgpSqRQZGRkIDw9nPyBNnXxNqygdHR2oqqoaVaXO1ZDJZJBIJODxeCguLrZr51l7YGS2q1qtZjdbmpqaQNM0aJpGTEwMYmNjiegdB0xl0t/fH0VFRS6zNj08PBAaGsrGhpluttTU1ECr1bItq0xny43WGU3TaG5uRktLCzIyMhAREWGNp+K0aDQaCAQCeHp6orCw0OHW5sgcdNPOlra2NkgkEvj7+5vNoU/kc2QM1tLT0zFp0qQJe5zrYZrRe+rUKeTk5Ezo423duhW7du1CbW0tfH19ccstt+CNN95ASkoKe5tbb70Vp06dMvu9X/7yl9i+fTv7dVtbG9atW4cTJ04gICAAa9aswdatW0kHB8HuIa3O9otLnj08PDxgNBpB07RdVQNomoZcLodYLIaPj88N20dHVlH0ej2buVlVVQW9Xs8aGIWEhIzbwMjRYNpHW1pakJycjJiYGJd6/pbAtJ0wLCwMIpEIer0eoaGhGBgYwNmzZ+Hn58cKFGeMG5kouru7UV1djbi4OId2FLcEIzdbGBMj04xqRqAwGdWmr5fRaERVVRWUSqXTVs2tiVKphEAgsEk77kRxveikkc73pl0HQUFBFjmXmcYV2aJVfHBwEGvWrEFbWxvOnz+PuLi4CX/MU6dOYf369SgoKIDBYMCzzz6LhQsXorq62qxr4JFHHsHLL7/Mfm06h280GrFkyRJERkbi/Pnz6OrqwgMPPABPT0+89tprE/4cCASCc+KSV6hMFdSehC9FUWhsbERzczMSEhLGZGDl6emJiIgIREREsOYyTKWuoaGBNTBi/jnaDv7NoNVqIRaLWWMbciE8Pvr7+yGRSBAeHo6UlBT2PcRcPEqlUjZuhMfjsWuMy+XazXvMXqAoCg0NDejs7ERWVhbrvE24CofDgZ+fH/z8/NiMapVKBalUir6+PtaMjREofn5+qK2thbu7O4qKilzCrG4i6enpQVVVFRITExEbG+u079+RruRarZY1yqqtrWXPZcyGy1jiuWwdV9Tb24s77rgDfn5+OHPmjNVE96FDh8y+3rFjB8LDw/HDDz9g9uzZ7Pf9/Px+0s/gm2++QXV1NY4ePYqIiAjk5ubilVdewebNm7FlyxbyPifYNaTV2X5xaeFrNBrtYidbrVZDJBJBp9MhPz8fQUFB475PU3OZuLg4ts3LdKaOyXUNDQ0Fl8u1i9fCEjAiLTQ01OqOmc4GU61oa2tDamoqoqKizH4+8uLRdAadqdSZOvm6urOuTqdj3+uFhYV2PTNpL5jObsbHx8NoNEKpVLLnMrVaDQ8PD0RGRkKhUCA4ONipN/UmCpqm0dLSgubmZpfckPH29sakSZPYNuQbRSfdaFOPcRXX6/U2iStqaGjAihUrkJeXZ/OMXqVSCQDXCO/PPvsMn376KSIjI7Fs2TI8//zz7GfEhQsXkJWVZTayUFpainXr1qGqqgp5eXnWewIEAsFpcElFYCp8bXmBRNM0urq6UF1djbCwMOTl5U2YSBvZ5qXValmBIhAIQNM0K06sETUyETBV8/b2dqSmpmLSpElOW62wBjqdDmKxGBqNZtTto6Yz6DRNszPoPT09qKurY518GTM2VxIoSqUSQqEQQUFBZENmHDBOvWq1GhqNBklJSfDz84NUKkV9fT2Gh4fB5XLNWladZVNvomAqkzKZjLSK/4eR0UlMPJdpdJLpfLDpKJFGo0FlZSW8vb0xffp0q7/XL126hDvuuAP33HMP/vSnP9nU64OiKDzxxBOYMWMGMjMz2e/fc889iIuLQ1RUFEQiETZv3oy6ujrs2rULwNVRkJFz+szX3d3d1nsCBMIYIDO+9otLXnlxOBy4ubnZ1OBKr9ejpqYGvb29SEtLQ0REhFVFmre3t1nmJtNK2N3dzRpSMCLYEeY2h4eHIRaLYTQaUVhYaPWWMmeDmTUPCgpCTk7OmP7+HA4HPB4PPB4PCQkJMBgM18zU8Xg8VgjzeDynFSiMsc3UqVOdun3UGlAUhbq6OvT09JjNTJp2HYys1JnOB9trtqut0Ol0EAqFoCgKRUVFVq9MOgIj47mYTT3GU6O+vh4eHh4IDg6Gv78/Ojo6bBZXdPDgQTz44IN44YUX8PTTT9t8ra9fvx4SiQRnz541+/6jjz7K/v+srCxMmjQJ8+fPZ+MGCQRHhvrPP0veH8Ey2LeamUDc3d1BUbZZSgqFAiKRCF5eXiguLrZ5dXVkKyEjUEznNk3jbOwtO7i3txdVVVWIiIgwmz8l3DymWcdJSUmYPHmyxf7WHh4eCAsLY1soNRoNa2AkEolgNBpZM7aRFRRHhaIo1NbWore3164yUB0VplVcr9ejqKjouufO61XqpFIpZDIZmpqa4ObmZtZ+b+vzry1hXMUDAwORmZlJzp2jxHRTLz4+no1O6ujoQFNTEwCwDuXMWpvoDQWapvHJJ5/gmWeewQcffIC7777b5ufPDRs2YP/+/Th9+jRiYmJ+9rZFRUUArrZoJyYmIjIyEhcvXjS7TU9PDwA4fM45gUCwHS4tfK1d8aUoCs3NzWhsbMSUKVMQHx9vlxWukQLFNM6mubkZbm5uZiZZtqoQUBSFy5cvo6urC2lpaeTDcJwwMVoqlcoqWcc+Pj5mXQeDg4OQSqVsBYUxY2MEiqOZmWg0GgiFQgC4oUM74caoVCoIBAJwuVzk5eWNSqSN9DowjYBjsl1N2++Dg4Mdbp2NFWbDafLkySTveJy4ublBrVajt7cXmZmZCAsLY6OTWltb2egk0wxhS455UBSFrVu34t1338XevXsxb948i933WKBpGhs3bkR5eTlOnjyJ+Pj4G/6OQCAAAHbGuqSkBL///e/R29vLdnMcOXIEXC4X6enpE3bsBIIloDlX/1ny/giWgUPTtEu2jh89ehTp6enszOtEo9FoIBKJoFarkZmZiaCgIIe80GB2thkhPDAwYJPsYMYQDACys7Nd3jRpvAwMDEAkEsHPzw+ZmZk2v/g3zdyUSqVQqVRs1IgjZFTLZDKIRKJrXLAJY4NxGmY2DC117jRtv5fJZBgcHERgYCC74WLv62ystLe34/Lly0hLS7vGsI5wczCxeW1tbcjJybluVwcTNcistaGhIXadMVnDY11nTEbvkSNHUFFRMeEZvaPhsccew86dO7Fnzx6z7F4ejwdfX180NjZi586dWLx4MUJCQiASifDkk08iJiaGzfY1Go3Izc1FVFQU3nzzTXR3d+P+++/Hww8/TOKMCHbLwMAAeDweflu2Fz6eljOv1OiH8PrB5VAqleByuRa7X1fEZYXviRMnMHXqVHYncaKgaZq9aAsJCUFqaqpTGfrodDpWnEilUjY7ODQ0dMLaVbu6ulBTU4Po6GgkJSXZZdXcUaBpGp2dnairq0N8fLxFRYUlud46M22/t5e5TZqm0dbWhoaGBqSkpNywvY/w8zCiorW1FZmZmRN+vjaNtJHJZNBqtew6G42Tr71D0zTbJZOTk4Pg4GBbH5JDQ1EUampqIJPJkJeXN2pvCY1GY7bhotVqWb8DPp8/ar+DwcFBPPDAA2hvb8eBAwesktE7Gn7qPfLxxx9j7dq1aG9vx3333QeJRIKhoSFMnjwZK1aswHPPPWd2Ud/a2op169bh5MmT8Pf3x5o1a/D666/bvecIwXX5r/DdA28LCl+tfgivH/x/RPhaAJcVvqdPn0ZsbCzbVjMRGAwG1NbWoqurCykpKYiKinLoi6YbMTI7WC6Xw8vLixUn43XxNRqNqKurQ29vL9LT0yf8ItjZMRqNqKmpgVQqRVZWlsPMn9I0bdZ+L5fLzdrv+Xy+TdqKjUYjqqqqoFAokJOTM+Gt4s6OwWBgW+9zc3OtbljHrDNTIQzAbA7dz8/PYc7pBoMBYrEYw8PDyM3NJV0y48RgMEAoFEKv1yM3N3fM5xyaps0M2WQyGet3wAjh6/lq9PT04I477kBAQADKy8sd5vxNIDgzRPjaPy4rfM+dO4fIyMgJq8gMDAxAKBTC3d0dWVlZLnmRYZodLJVKMTQ0xGYHh4SE3FR28ODgIEQiETw9PZGZmenShjSWYGhoCEKhEJ6ensjKynLo+VPT9nuZTIaBgQH4+fmZzW1OdIVArVazr2d2drbNW8UdHeb19PLyQlZWll28nqZOvjKZDAqFAp6enmbxXPbqiDw8PAyBQAAvLy9kZ2c7VdeRLTCNK8rOzrbo+YXxO2AMJhUKBQQCAY4cOYJZs2ahtLQU/v7+WLVqFfLz8/F///d/Dn3+JhCcCUb4bi7bbXHh+8bB24nwtQAu2y8yUa7OFEWhtbUV9fX1iI2NRUJCglPOiI2GkdnBjItvf38/2tvbR5UdTNM0rly5grq6Ovb1JK3N46O7uxvV1dWsqY2jv55ubm7snBzw33k6mUzGupLzeDyzDRdLVun6+vogkUgQFRVFWu8tADMfHRkZieTkZLt5PUc6+ZrOobe1tbEGRowItpcYOKVSCYFAwM6b28vr6aioVCpUVlYiJCQEaWlpFn89ORwOAgMDERgYiNjYWFAUhdDQUPT39+PQoUN4/fXXYTQakZycjNLSUvT09NhNizOBQLgKyfG1X1y24nvp0iUEBgaOym1wtGg0GkgkEqhUKmRkZIDP5ztMG5y1YaonTDVYqVRekx0MgJ2fyszMtJoRmbNi6oKdkZHhMq3iw8PD7Dpj2lVNq3Rj7cYwnT9NT08nruLjhKZptLe3o76+HqmpqYiOjrb1Id0UphsuMpkMw8PDbIfLzcxtWhJmk2vq1KkWjSZzVRgn7Li4OKv7IdA0jQMHDuDBBx/EPffcg4iICBw/fhwXL15EbGws5s+fj3nz5mHevHkuc24nEOwNpuL7zARUfN8kFV+L4LLC98cff4S3tzemTp067vuiaZqt+gQFBSEtLc0uWvMcCYPBYGZepNFowOFw4O3tjbS0NLKJME6Gh4chEolA0zRycnJctlXcdMOFaVf18fFhxclo59D1ej1rzJKTk4PAwEArHL3zwuQd9/X1IScnB0FBQbY+pHFzvblNU6OsiTRko2kazc3NaGlpQVZWFhtNRxg7V65cQU1NjU2csGmaxo4dO7B582b8/e9/x+rVq9m1o1KpcPbsWRw7dgzHjx9HVFQU9u/fb9XjIxAIV2GE728mQPhuG6Xw3bp1K3bt2oXa2lr4+vrilltuwRtvvGHmsH7rrbeyDuoMv/zlL7F9+3b267a2Nqxbtw4nTpxAQEAA1qxZg61bt5p1Mp08eRJPPfUUqqqqMHnyZDz33HNYu3atZZ70BGH7PiwbYakcX8ZwqbOzE0lJSYiOjiatZGPAw8MD4eHhCAsLY6M2GLHLzEqbtkXb6yydPdLf3w+JRIKIiAgkJye7bOs9YN6umpCQYBZn09jYCLFYDC6Xy66161XpVCoVhEIh/P39UVRUROYlx4lWq4VIJILRaERRUZHTzCv6+voiOjoa0dHR7NwmI4IbGxvh7u5uZpRlqc0oo9GI6upqKBQKFBQUkE2ZcWIaV5Sbm2v1ziOKovD73/8e27dvv25Gb2BgIMrKylBWVgbg6iYygUBwXU6dOoX169ejoKAABoMBzz77LBYuXIjq6mr4+/9XjD/yyCN4+eWX2a9Nu9+MRiOWLFmCyMhInD9/Hl1dXXjggQfg6enJxok1NzdjyZIl+NWvfoXPPvsMx44dw8MPP4xJkyahtLTUek/4JnHZiq9EIoFerx9XEDpzAczhcJCZmWl111FnQ6/Xo7q6GkqlEllZWWy78/Wyg5kMRCbTlWw2XAtN02hsbERbWxvS0tIm1MHcWWDm0JmKMOOuyogTlUqFmpoaxMXFISEhgXQhjBPGBJDH4yEjI8NlNmWYcxojhJVKpVnnQXBw8Ji6hnQ6HQQCAQAgJyeHbBCOEyauSCqVIi8vz+qbCHq9Ho8//jiOHTuGAwcOIDs726qPTyAQbg6m4vv0BFR8/zDGVue+vj6Eh4fj1KlTmD17NoCrFd/c3Fz8+c9/vu7vHDx4EEuXLsWVK1cQEREBANi+fTs2b96Mvr4+eHl5YfPmzaioqIBEImF/b/Xq1VAoFDh06NDYnqgVcNmKr4eHB7Ra7Zh+l6IodHR0oK6uDtHR0Zg6darLXLBNFAqFAmKxGAEBASguLja76DM1L5o6dapZpiuzgWFaDXakiJGJQqvVQiKRQKvVorCwkGzKjBIfHx9ERUUhKiqKrdJJpVL09fXh8uXLrCGbn58f9Ho9GWkYB8z8aXx8PKZMmeJS71nTc1piYqJZ50FTUxMGBwfZzT0+n4+goKAbfsYMDg6isrLS5TYRJgqDwQCRSMSeQ63diTA4OIj7778fnZ2dOHfuHDGwIhAcCIpDg+JYrq7I3NfAwIDZ9729vW+4walUKgHgmsizzz77DJ9++ikiIyOxbNkyPP/882zV98KFC8jKymJFLwCUlpZi3bp1qKqqQl5eHi5cuIAFCxaY3WdpaSmeeOKJMT1Ha+Gywnesrc6MoFAqlcjOzkZISIhLXbBZGpqm0draisbGRkydOhWxsbE3fD29vLwQGRmJyMhINju4v78f/f39qK+vt2h2sCMil8shEonA5/ORk5NjF86yjgjjrurt7Y3+/n74+flhypQpGBoaQmtrKyQSyU2LE8LV93xDQwM6OjrI/Ol/8PDwQFhYGPtaaLVathpcVVUFvV6PoKAgdg59pDN5f38/xGIx63xPPpPGBxNX5OXlhYKCAqufQ00zes+cOcN2PxEIBNdm8uTJZl+/+OKL2LJly0/enqIoPPHEE5gxYwYyMzPZ799zzz2Ii4tDVFQURCIRNm/ejLq6OuzatQvA1Y1pU9ELgP26u7v7Z28zMDCA4eFhu/WScdkr4psVvjRNQyqVQiwWIzAwEMXFxaSNbJzodDpIJBKo1WpMnz4dPB7vpu+Dw+EgICAAAQEBmDJlCoxGI5t/aDqzOZbsYEfDdBMhOTkZMTEx5AJ4nCiVSgiFQgQFBSEvL48VtklJSdDpdGxLtKk4YdbaRJoXOSoGgwFisRhDQ0MoKCggnQg/gbe3NyZNmoRJkyaBpmmo1WpWCLe0tAAAK4J1Oh2am5uRkZFBxhksAFM55/P5ExJXdCPq6+uxYsUKFBQU4JNPPnGamXcCwZWg//OfJe8PANrb281anW+kQ9avXw+JRIKzZ8+aff/RRx9l/39WVhYmTZqE+fPno7GxEYmJiRY7bnuECN9RYDQaUV9fj/b2dkydOhUxMTFOK56shUwmg1gsRlBQkEUNgtzd3REaGorQ0FAAV3fumdng0WYHOyJ6vR5VVVVQqVRj3kQgmMOMM/xUJ4KXl9c14oRZa01NTWaGbHw+3+UvYIeGhiAUCuHj40NMwW4CDocDf39/+Pv7Y/LkyWbO5M3NzdBqtfDy8jKL6iKbsmNDJpNBKBTarHJ+8eJF3Hnnnbj//vuxbds20kFCIBDM4HK5o57x3bBhA/bv34/Tp08jJibmZ29bVFQEAGhoaEBiYiIiIyNx8eJFs9v09PQAABvdGBkZyX7P9DZcLteur61dWvhSFHXD2w0ODkIkEoGiKOKQaQEYh8yWlharVCV9fHzMnFWZC8auri7U1tbCz8/PTJw44oXGwMAARCIR/P39UVxcTATFOGGidXp7e5GXl3fNXMz1MBUnsbGxZoZsHR0dqKqqgr+/v5l5kSu1oDP5p4wnAtk4HDscDgd+fn5obGyEh4cHpk2bxrZGMy34AQEBbEXY1dbaWLF1XFFFRQUeeughbNmyBU899RTpFiEQHBj6P/8seX+jvi1NY+PGjSgvL8fJkycRHx9/w99hTBGZrqGSkhL8/ve/R29vL5sLfuTIEXC5XNYUuKSkBAcOHDC7nyNHjqCkpOQmjtb6uKyrMyN8brnlluv+nKIodHZ2ora2FpMmTUJSUhK5eBgnGo2GNVzKzs62+SaCXq9n26KZ7GDGwdcRWlVpmkZnZyfq6uqQkJDgcgZBE4FGo4FQKARw1RXXUlVavV7Ptqoya43H45m14Dvj346mabS1taGhocEmgsIZGR4eRmVlJXx8fJCVlXXNRpdOp2ONskzXGiOErxfR5cowmcetra2sb4e1H/+jjz7C7373O3z44Ye46667nPJcQCC4Aoyr868X/9virs5vH1g1Klfnxx57DDt37sSePXvMsnt5PB58fX3R2NiInTt3YvHixQgJCYFIJMKTTz6JmJgYNtvXaDQiNzcXUVFRePPNN9Hd3Y37778fDz/8sFmcUWZmJtavX4//+Z//wfHjx/H444+joqKCxBnZI729vRCJRJg1a9Y1P9PpdKiqqoJMJkN6ejrCwsLIB9E4YbJkQ0NDkZqaapebCKatqjKZDO7u7qwwCQkJsSsHX6PRyMZsZGVljaoqSfh5ZDIZRCIRwsPDkZKSMqHVf2Zmk1lrAJyuBd90jebm5pL2ewugUCggEAgQGRmJ5OTkUQnY4eFhs7VGURSCg4NZIWzvG3wTCdPd0d/fb5O4Ioqi8Oqrr+L999/Hrl27MHfuXKs+PoFAsCz2IHx/6nz+8ccfY+3atWhvb8d9990HiUSCoaEhTJ48GStWrMBzzz1ndt+tra1Yt24dTp48CX9/f6xZswavv/662fX7yZMn8eSTT6K6uhoxMTF4/vnnsXbtWos854nCZYWvVCrF999/j1tvvZX9Hk3T7Oypn58fMjIyXH4ub7xQFMU6uKampjpMxYeiKCgUCshkMvT390OlUtlNdjDTfu/l5YWsrCwyzzdOTKuSKSkpN5yFmYjHZ1rwpVLpNZmujuhMrtVqIRQKQdO0RSvnrkxXVxdqamrYmfOxwER0MUJYLpfDw8ODXWd8Pt8pNl1Gg2lcUV5entXXqE6nw+OPP44TJ06goqKCZPQSCE4AI3wfnwDh+84ohS/h57G/spuVGDnjazQa0djYiJaWFiQmJiI2Npa0g42T4eFhiMViGI1GFBUVwd/fcieBicbNzY29EGSygxlhwjwn07Zoa2UHMxe/kydPRmJiIlmj48RoNKKqqgoKhcJmpmAcDgc8Hg88Hg8JCQlmma6mzuRMRdjeW1UZJ2zGFdcR5+btCcYXoa2tDdnZ2axx31hgIroCAwMRFxfHzqLLZDJ0dnaipqYGvr6+ZkLY0TZdRoNGo4FAIICnpyemT59u9eeoUqlw//33o6urC+fOnRvzRgaBQCAQbg6XFr6Mq3N3dzeam5uh1+uJI66F6O3tRVVVFduS5+gXvyMdfAcHByGVStHX12eV7GCKolBXV4fu7m6SfWoh1Go1hEIhPD09UVxcbDet7CMzXTUaDVuhE4lENtt0GQ1dXV2orq4edSY34edhNmaUSuWExD+5ubkhODgYwcHBSExMvGbTRSQSsZsuzpJVzcQVBQcHIz093eqbSD09PVi1ahW4XC5Onz5NMnoJBCeE+s8/S94fwTK4bKvz8PAwvvnmG7S0tOB///d/8fHHH6O0tNQuZ08dCSb6qaurC+np6deEWzsjptnBUqkUarWazQ4ODQ0dt3HR8PAwRCIRACA7O9tlWhEnkr6+PkgkEodzGTbddJFKpVAoFPD09DTbdLGFgKdpGvX19ejs7ERWVta4qpKEqzDt4gCQm5trk78r4xbNzAczWdWMEHY0UzZbxxVdvnwZK1asQFFRET755BMypkIgOBlMq/OGCWh1/itpdbYILit8+/r6UFRUhJ6eHrz55ptYu3atQ32A2yNDQ0MQi8XgcDjIysqCn5+frQ/JJphmB0ulUgAwM8m6mVkyRqBFRkYiJSXFYQSavcK0jba2tiI9PZ3No3NUjEYjO4sulUrNZtGtVaHT6/UQi8UYHh5Gbm6uQ4002CsqlQoCgQBBQUFIT0+3iyork1VtOh8MwKwt2p66D0bCdCOkpqYiOjra6o//3Xff4c4778QDDzxAMnoJBCeFEb7rF39tceH7twN3EOFrAVxS+F68eBGrV6+GUqmEXq9nM3rnz5+PZcuWYerUqXb74W2vMLOn0dHRSEpKIgLtPzDGRf39/ZDJZFAqlfDz82NFcHBw8HUvgCiKQmNjI9rb25GWlsZmqxHGjl6vZ10Mc3JybB6nNREws+iMONHr9ayD70REdA0NDUEgEMDPzw+ZmZlOOQ9qbZjNrri4OMTHx9vtZxFFUVCpVOxaUygU8Pb2NhPC9lDRpGkaLS0taGlpsUk3gmlG70svvYQnn3zSbv+mBAJhfDDC97HFX8Pb03LFH61ejXeJ8LUILiV8jUYjtm3bhpdffhlbtmzB008/DYqicOrUKezZswcnTpxAdXU1YmNjMWvWLCxatAgLFy502crlaDAajaitrUVfXx8yMjLI7OkNYLKD+/v7IZVKodVqr8kO1ul0EIvF0Ol0yM7OtvhcnyuiUqkgFArh7+/vMgKNpmkMDQ2ZVejc3d1ZEczn88flZMsItJiYGLJZaAFomkZ7ezsaGhocshvhet0HAQEBrAgODg62+iiRreOKaJrGP/7xDzz77LP4xz/+gV/84hfkfUIgODFE+No/LiN8Ozs7cf/996O9vR07d+5EQUHBNbehaRrd3d3YvXs3Dh8+jLNnz2JwcBD5+fmYN28eli9fjvT0dPLB9R+YWB1PT09kZWWRyJKbhGkdZFqi5XI5OBwOKIpCYGAgsrKyyDyvBeju7kZ1dTXi4uJsMtdnLzAOvkxFeGBggO0+YMTJaNovaZpGa2srmpqaSDeChWDM63p7e5GTk4OgoCBbH9K40el0rPeBTCaDRqMBj8djN164XO6EdgYZDAaIxWJoNBqbxBVRFIVXXnkFf//737Fr1y6z6MSJYuvWrdi1axdqa2vh6+uLW265BW+88QZSUlLY22g0GmzatAmff/45tFotSktL8e6775r5cbS1tWHdunU4ceIEAgICsGbNGmzdupV4oBAIN4ARvusmQPi+R4SvRXAZ4VtdXY23334bf/zjH0ddQTMajbhw4QL27NmD48ePQyQSISIiAjNnzkRpaSnKysoQGBjochfSNE2js7MTly9fZk1CSGvz+KBpGs3NzWhqagKfz4dOp7Or7GBHhKIo1NfX48qVK8jMzCTdCCPQ6/VmxkUajYY1LmKEychzm9FoRHV1NeRyOXJzc8kHsAXQ6/UQiUTQ6XTIzc112s2u4eFhdq3JZDJQFGXWhu/v72+xz1KtVovKykp4enoiOzvb6h0eOp0OGzduxKlTp3DgwAFkZmZa5XEXLVqE1atXo6CgAAaDAc8++ywkEgmqq6vZ2ft169ahoqICO3bsuGrCs2ED3NzccO7cOQBX3+O5ubmIjIzEtm3b0NXVhQceeACPPPIIXnvtNas8DwLBUSHC1/5xGeE7Xmiahkwmw549e3Dw4EGcOXMGMpkMOTk5mDdvHpYuXYrc3FynN6wwGAzshW9mZiZCQkJsfUgOj+nsaXZ2NntSM80OlkqlbIxNaGio3RvJ2BqdTgeRSAS9Xo+cnBwyrjAKTI2LZDIZALCiJCQkBBwOB0KhEBwOBzk5OXYxv+noqNVqCAQC+Pr6Iisry2Uqaqbu5DKZDHK5HB4eHmznwc2aAJpi67gilUqF++67D93d3Thw4AAmT55s1cc3pa+vD+Hh4Th16hRmz54NpVKJsLAw7Ny5E3fccQcAoLa2Fmlpabhw4QKKi4tx8OBBLF26FFeuXGGrwNu3b8fmzZvR19dnN7FvBII9wgjfX06A8H2fCF+LQITvGDEajRAIBCgvL8fRo0dRWVmJoKAgzJgxA7fddhuWLl0KPp/vVMJkYGAAIpEIvr6+yMzMJBe+FkCpVEIkEiEwMBAZGRk/WZkYGWMjl8vh4+NjZpLlCnOro0GpVEIoFCIoKAgZGRlOvxk1ETCmbMx6UyqVoGkafn5+SExMREhICFlv40Qul0MoFGLSpElITk52qs+Km+V6bfi+vr6sCB7t+Y2JK5o8eTISExOt/pp2d3fjjjvuAI/Hw65du2ye0dvQ0ICkpCSIxWJkZmbi+PHjmD9/PuRyuVk7fVxcHJ544gk8+eSTeOGFF7B3714IBAL2583NzUhISMCPP/6IvLw86z8RAsFB+K/w/QpeFhS+Or0a7x+4kwhfC+Aa28sTgLu7O/Lz85Gfn49XX30VAwMD2L9/PyoqKvDaa69h48aNyMzMxK233oolS5aguLjYYS/AGdOV+vp6JCQkYMqUKS59kWYJaJpGR0cHLl++jMTERMTFxf3sa8rhcBAYGIjAwEBMmTLFLDu4oaEBarUaPB6PFcKOlq9pKTo6OlBXV4epU6ciNjbWJV8DS8DhcMDj8cDj8eDt7Q2lUono6Gi4ubmhqakJEokEXC6XFSY8Ho+04d8EV65cQU1NDZKTk21aEbQX3NzcEBwczApFxgRQJpOhoaEBQ0ND16y3kZ+nTFxRSkoKYmJirP4c6urqsGLFCpSUlGDHjh023ximKApPPPEEZsyYwbZad3d3w8vL65oZ8oiICHR3d7O3MZ33ZX7O/IxAIBAcGSJ8LQSXy8U999yDe+65BzRNQyKRsNXgDz74AD4+Prjllltw2223Yfny5QgPD3eIi3K9Xo+qqioMDAxg2rRpNt/BdgYMBgNqamogk8nG/Jq6u7sjNDSUjeZg5uekUilaW1vB4XDM2lSd3XiMcW/t7e1FXl4e+Hy+rQ/J4WFmpLu6upCXl2c21qDRaNi2aKFQyM5rMuuNtOFfH5qm2Ziy3NxcMiryE3h6eiI8PBzh4eEA/rveZDIZJBIJ9Ho9O4/O5/MhlUrR0tKCnJwcq8cVAcC3336LO++8E2vXrsWbb75pF5vc69evh0QiwdmzZ219KASCy0H/5z9L3h/BMhDhOwFwOBxkZWUhKysLL7zwAtRqNQ4dOoR9+/bhnXfewVNPPYXU1FTMmTMHixcvxqxZs+yybVChUEAsFiMgIADFxcVktscCME7YXl5eKC4utlhVwNfXFzExMYiJiQFN02zbYGdnJ2pqakaVHeyoaDQaCIVCAEBxcbHTi3xrwERqabVaFBYWXjMj7ePjg6ioKERFRZm14ff19aG+vh5eXl5msUnk3HF1PIbZRCwoKCAxZTfByPVm6obf2NgImqbB5/MxPDwMtVoNX19fq2y8mGb0vvLKK/j1r39tFxs+GzZswP79+3H69Gmz6ndkZCR0Oh0UCoVZ1benp4eNz4qMjMTFixfN7q+np4f9GYFAIDgyZMbXytA0jYaGBpSXl+Obb77Bt99+C3d3dxQVFWHBggVYtmyZzVs0aZpGS0sLmpqaSMuoBenq6kJNTQ1iY2OtOn9m6t4rlUqh0+kQFBRklh3sqH9fmUwGkUiE8PBwpKamknZbCzA4OAiBQICAgABkZmbetOESk+fKzGuaupPz+XwEBQU51cbLaNBqtRAIBHBzc0NOTg7ZCLAARqMRIpEIarUaSUlJGBwchEwmg0KhgLe394RvvNA0jQ8//BD/+7//i48++gh33nmnzc+jNE1j48aNKC8vx8mTJ5GUlGT2c8bc6l//+hdWrVoF4GqLdmpq6jXmVl1dXWzF/YMPPsBvfvMb9Pb22ryFm0CwZ5gZ30cWf2nxGd+/H/gFmfG1AET42hitVoujR49i3759OHnyJOrr65GYmIjZs2dj0aJFmDdvnlUrWFqtFlVVVVCr1cjKygKPx7PaYzsrRqMRly9fRk9PDzIyMmwaqzOyWiKTyeDp6cleIIaEhDjERTlN02hra0NDQ4PNZvqckd7eXkgkEotuzjDu5Mzmi16vN4uxceSNl9GgUqkgEAhs5jLsjDBxRR4eHsjJyTHrmGL8D5jWaJVKhYCAAHa9BQUFjds92xYZvaPhsccew86dO7Fnzx6z7F4ej8fGZK1btw4HDhzAjh07wOVysXHjRgDA+fPnAfw3zigqKgpvvvkmuru7cf/99+Phhx8mcUYEwg1ghO9Di7+wuPD9x4G7iPC1AET42hHMxXx5eTkOHz6MCxcuQK/Xo6CggK0GT506dcIuEmUyGcRiMYKDg5GWlmaX7deOxvDwMBsBk52dbXcZnRRFsdU5qVTKVudCQ0Pt1rSIidRSKBTIyckhmzMWgMmRbmlpQUZGxjXmNpZ8nKGhIVYEy+VyuLu7m1XnnKlVva+vD2KxGPHx8cQU0EIMDQ3hxx9/ZF3bb3R+0ul0rAhm8qp5PJ5ZXvXNnON0Oh02bNiA06dPWzWjdzT81Pr6+OOPsXbtWgBXR0M2bdqEf/3rX9BqtSgtLcW7775r1sbc2tqKdevW4eTJk/D398eaNWvw+uuvu0zcFoEwVojwtX+I8LVjDAYDTp06hb179+L48eOorq5GbGwsZs6cibKyMixcuNAi+aQURaGpqQmtra1ISUlBdHQ0uUCzAL29vaiqqmLjSuxNQF4PrVZr1hZtNBrNTLJsnYc7NDQEkUgET09PZGdnO0R12t5hZk+VSiVyc3MRGBhotce+XowNM4/OGBc5Yls0s4nZ2Ng4oRsJroZcLodAIBhXXBGTV838MzVm4/P58Pf3/8n7ValUuPfee9Hb24uKigriyE0gEMxghO//LP7c4sL3owOrifC1AET4Ogg0TaO7uxu7d+/G4cOHcfbsWQwODiI/Px/z5s3DsmXLkJGRcdMXAhqNBmKxGHq9HllZWVa96HVWKIpinVvT09Md1hCEMS3q7++HVCqFQqEwyw7m8/lWrQD09fVBIpEgOjoaU6dOdYiNBHuH6Uhwd3e3i9lT03l0pjrHzKPz+XyHiOliHMb7+vqQm5tLOhIsRHd3N6qqqiw62mBqzCaTySCXy+Hh4YGQkBA0NDQgKysLiYmJ7OOvWrUKQUFBKC8vv2IH2bEAAFAdSURBVCYSiEAgEIjwtX+I8HVQjEYjLly4gD179uD48eOswc+sWbNQWlqKsrIyBAYG/uxFYl9fH6qqqhAaGorU1FTSxmQBtFotRCIR9Ho9cnJy4O/vb+tDshhGo9GsGjw8PGyV7GCaptmOBEfeSLA35HI5hEIhIiIikJKSYpcbCUx1jhEmHA7HLDbJ3kYH9Ho9RCIRdDod8vLynKpt21bQNI3W1lY0NTUhKytrQj0SmNEPmUyGxx57DBcuXEBUVBQyMzPxww8/YNasWdi5cycxeCIQCNeFEb4PLv6XxYXvxwfuJsLXAhDh6wTQNA25XI49e/bgwIEDOHPmDGQyGXJycjB37lwsW7YMubm5bMugVqvFk08+icDAQPz6179GVFSUjZ+Bc8DMSIeEhCAtLc0hWzRvBtPsYEaUWDo7WK/XQyKRYGhoCLm5uSQCxkJ0dHSgrq4OycnJDtOuSdM0BgYG2DWnVCrNOhCCg4Nt6kugVqtRWVkJPz8/ZGVlkY1EC0DTtFk+t7Uv+Pr7+/Huu+/irbfeQkBAABQKBaZPn44FCxZgwYIFuOWWW4gIJhAILET42j9E+DohRqMRAoEA5eXlOHbsGGsEMmPGDGRnZ+Nf//oXDAYDPv30U+Tk5Nj6cB0exhioubnZZWekKYq6RpT4+/sjJCQEoaGhY4qwUalUEAqF8Pf3R2ZmJjFbswAURaGurg49PT3Izs4Gn8+39SGNGYPBALlczm68qNVqcLlcti3amsZsTKxWVFQUkpKSXO79PxEwcUXDw8PIy8uzenWfpmns378fDz/8MF599VU8/vjjuHLlCo4dO4ajR4/i2LFjkMvlmDVrFl544QXMmDHDqsdHIBDsD0b4rllieeH7SQURvpaACF8XYGBgAPv378f27dtx9uxZAEBmZibmzZuHJUuWoLi42OmrkxOFTqeDRCKBWq1GdnY2OSH9h+tlB5u2qP6cgQzw38zjuLg4JCQkECFhAXQ6HduGn5uba3dtwuNFo9GYxSZRFMUaZDHGbBOxjjo7O1FbW0titSwIk3vMzJ5be9OLpmn8/e9/x3PPPYePP/4Yd9xxxzVrh6lGHz16FHPnzrUrd2cCgWAbGOH7wAQI338S4WsRSC+WC+Dl5YXz589DJBLhiy++QFpaGsrLy3HkyBF88MEH8PHxQUlJCRYuXIjly5cjPDycCI1RoFQqIRKJEBgYiKKiIlKRNMHT0xMRERGIiIgwyw7u7+9HQ0MDmx3MVOcYUyWKolBfX48rV65M+DyfK8FkyXK5XOTl5TnlRpePjw+io6MRHR1tZlrU19eH+vp6eHl5mcUmjdfIi6ZpNDQ0oKOjA3l5eQ5dPbcnhoaGUFlZCR6PN6q4IktDURReeukl/OMf/0BFRQXmzJlz3dtxOBykpaUhLS3NqsdHIBAIhLFDKr5OzuXLl3HXXXfBy8sLn3/+OeLj481+rlarcejQIezfvx+nTp1CS0sLUlNTMWfOHJSVlWH27NlE0I2Apmm0t7ejvr4eiYmJiIuLIxsFNwFFUWyLqlQqxeDgILhcLoKCgiCTyUDTNHJzc20eneQs9PT0oKqqClOmTEF8fLxLrlWj0WiWVz04OIjAwEBWBN9sK77RaIREIoFKpUJeXp5TmdjZEsZwjXFut/Za1el0WL9+Pc6ePYuKigpSxSUQCDcFU/G9b8lOi1d8P624h1R8LQARvk4MRVHIzMzE4sWL8dprr92wwkHTNBobG7Fr1y588803+Pbbb+Hu7o6ioiIsWLAAy5YtQ2xsrEteODMYDAZUV1dDoVAgKysLwcHBtj4kh0er1aKjowMtLS2gaRpubm52lR3sqJi6YWdmZiI8PNzWh2Q3MHnVTFu0Xq9HcHAwu+4CAgJ+8jyn0WggEAjg4eFBsqQtCLNBk5SUZBPDtYGBAdx3333o6+vDgQMHEB0dbfVjIBAIjg0RvvYPEb5OjlKpHHOOpFarxdGjR7Fv3z6cPHkS9fX1SEhIwJw5c7Bo0SLMmzfPpeI6BgcHIRQK4ePjg6ysLHLBayEYh+GpU6di8uTJbIuqPWQHOyoGgwFVVVVQqVTEDfsG0DSNoaEhVgTL5XK4u7uz643P57PnuYGBAQgEAta53R4joBwNa8YV/RTd3d1YuXIlQkJC8O9//5tk9BIIhDHBCN97lnxmceG7s+JeInwtgFMJ37/97W/Ytm0buru7kZOTg7/85S8oLCy09WE5BTRNo62tDbt378bhw4dx/vx56PV6FBQUYP78+Vi+fLlNWtOsxZUrV1BbW4vY2FgkJiY67fO0JkajEXV1dejr60NWVtZ1ZyRNnXtNs4NDQ0MREhJyw6xqV0StVkMoFMLLy4ts0IwBiqKgVCrZNTcwMAB/f3/4+vpCJpMhPj7eZVvGLQ1N06zLeG5u7pg3acdDbW0tVqxYgZkzZ+Kjjz4i8UQEAmHMMML37gkQvv8iwtciOI3w/eKLL/DAAw9g+/btKCoqwp///Gd89dVXqKurIy1+E4DBYMCpU6ewd+9enDhxAlVVVYiNjcXMmTNRVlaGhQsXOkWLKiPOent7kZmZidDQUFsfklOg0WggFArB4XCQnZ096s6B62UHm1aDXakD4XowsTqRkZFITk4mFUkLoNPpWHHm6ekJvV6PoKAgds1xuVwigseA0WiEWCyGWq22SVwRAFy4cAG/+MUv8NBDD+H1118n7xcCgTAuiPC1f5xG+BYVFaGgoAB//etfAVzdtZ88eTI2btyI3/72tzY+OueGpmn09PSgvLwchw8fxtmzZzE4OIhp06Zh/vz5WLZsGTIyMhzu4lCtVkMkEsHNze2mxBnh52HEWXh4OFJTU8d8sclkB/f390Mmk0GpVCIgIIAVwmPJDnZUTA3XUlNTyXyihaAoCjU1NZBKpcjNzQWXy2UdypkZYQ6HYxab5GwxUROBTqdDZWUl3NzckJuba5O4or179+KRRx7Ba6+9ho0bNzrc5xOBQLA/GOF715JPLS58v6i4jwhfC+AUwlen08HPzw9ff/01br/9dvb7a9asgUKhwJ49e2x3cC6I0WjEt99+iz179uD48eMQCoUIDw/HzJkzsWjRIpSVldl9i2pvby+qqqoQFRWFpKQkUgmwAMwsX2Nj44Rknur1erYabGpYNNrsYEeFoijU1tair68POTk5ZD7RQuj1egiFQhgMBuTm5l5344vZfGHmg5VKpdlMenBwMHHFHwETV8TlcpGRkWH1zSmapvHBBx/g+eef/8mMXgKBQBgLRPjaP07hEtPf3w+j0YiIiAiz70dERKC2ttZGR+W6uLu7Y8aMGZgxYwZomoZcLseePXtw8OBBPPvss/jlL3+JnJwczJ07F0uXLrWrXFGKotDQ0IDOzk6kp6dfs6YIY8PUDXv69OkTMsvn6emJyMhIREZGsoZFjAgemR0cEhLiFIJEq9VCJBLBaDSiqKiIdCVYiKGhIQgEAvj7+//s+cnNzQ1BQUEICgpCQkKC2Ux6Q0MD1Go1uFwuu+a4XK5Lb6IpFAoIBAKbxRVRFIUtW7bgo48+woEDBzB79myrPj6BQHANaA4NimO5uiJtwftydZxC+BLsF6YN8MEHH8SDDz4Io9EIgUCA8vJyHDt2DG+//TaCgoIwY8YM3HbbbVi6dCn4fL5NduA1Gg3EYjEMBgMKCwtJNqeFGBoaYs2WiouLrWK2xOFwEBAQgICAAMTFxZnluDY3N0MsFrOCJDQ01CEFCeMwHBwcjPT0dLvZPHJ0ZDIZhEIhYmJiblqceXh4ICwsjHUm1mg0bFt0e3s7KIoya4v28/NzmWqjreOKdDodHnvsMZw/fx5nzpxBRkaG1Y+BQCAQCLbFKYRvaGgo3N3d0dPTY/b9np4eREZG2uioCNfD3d0d+fn5yM/Px6uvvoqBgQFUVFSgoqICW7duxcaNG5GZmYk5c+Zg6dKlKC4utsoFvVQqhVgsRlhYGFJTU4mIsBB9fX2QSCRshcdW4pKJpwkJCQFwVZAw7akCgQA0TZtlB9v7nGZ3dzeqq6sRHx+PKVOmuIx4mmiYaC1LzUn7+PggOjoa0dHRoGkaKpUKMpkMfX19qK+vh5eXF7vu+Hy+0zpwMyMOtoorGhgYwL333gupVIrz588jKirK6sdAIBBcBwo0KFiuSmvJ+3J1nGLGF7hqblVYWIi//OUvAK62NMXGxmLDhg3E3MpBoGkaVVVVKC8vx9GjR3Hp0iX4+PigpKQEt912G5YvX46IiAiLXuTTNI3m5mY0NzcTUyALQtM0mpqa0NraivT0dLvegGIEiWl2sK+vr9mcpr1kB9M0jYaGBnR0dCAzM9MmIsIZoWka9fX1uHLlCrKzs68brWVpTLsQpFIpBgcHERgYaGbO5mhdCCOhaRqXL19Gd3e3zeKKuru7sWLFCoSFheHf//63TY6BQCC4BsyM78qln8DTgjO+er0au/avITO+FsBphO8XX3yBNWvW4P3330dhYSH+/Oc/48svv0RtbS2Z03RQ1Go1Dh06hP379+P06dOsOJ0zZw7Kysowe/bscc1p6nQ6SCQSqNVq5OTkIDAw0IJH77ro9XpIJBIMDQ0hNzcXAQEBtj6km8JgMLCOvf39/dBoNGx8jS2zgw0GA8RiscO+rvaKwWAwW6+2GnHQarVsF4JMJjMzZ+Pz+QgICHCoyr7RaIREIsHg4CDy8vJsEm/HZPTOmjUL//jHP0hGL4FAmFCI8LV/nEb4AsBf//pXbNu2jd1dfuedd1BUVGTrwyJYAJqm0djYiF27duGbb77Bt99+Czc3NxQXF2PBggVYunQp4uLiRn1hqFAoIBKJwOPxkJ6e7hRGR/aASqWCUCiEv78/MjMzneJ1ZeJrGEHi5uZmZpJljYtpZk7ax8cHWVlZTvG62gMajQYCgQAeHh7Iycmxm9eVMWdjhLBcLmfb9ZnWaHsWcTqdDgKBABwOBzk5OTZp4T5//jx+8Ytf4JFHHsHWrVsdvnpOIBDsH0b43r5sh8WF7+59a4nwtQBOJXwJroNWq8WxY8ewb98+nDx5EpcvX0ZCQgJmz56NsrIyzJs37yfjR86cOQODwYCpU6ciNjbWoaoo9kxXVxdqamoQFxeHhIQEp3xdKYqCUqlkhfDAwMCEZwdLpVKIRCKbz0k7G0qlEgKBgJ3rt+fXlaIoKBQKVggz644RwcHBwXbjS6BWq/Hjjz/aNK6IyejdunUrNmzY4JTnIgKBYH8wwnfJovfg6Wk5rxC9fhgVh9YR4WsBiPAlODw0TaOtrQ27d+/G4cOHceHCBeh0OhQUFGDevHn4f//v/2Hq1KmQy+VYs2YN6uvrcfbsWYSGhtr60J0CiqLY+UhXmzvV6XSsGDHNDg4NDQWfzx9XdjCzrhsaGpCWlkYMeSwI4zCckJBwU50i9oJerzdrizZtx+fz+eByuTZ5TkxcEZN/bu1joGka77//Pl544QXs2LEDq1atcri/LYFAcFw0Gg3i4+PR3d1t8fuOjIxEc3MziS0cJ0T4EpwOg8GA06dPY8+ePThx4gSqqqoQERGBgYEBREdH4+uvv0ZiYqKtD9Mp0Gq1EIvF0Ov1yMnJsckcn70wMjtYLpfDy8uLrQbz+fxRt9IajUbU1NRAKpXazBTIGaFpGi0tLWhubkZmZibCw8NtfUgWgWnHZ2bTmRg5piJsDZfy3t5eSCQStpPG2lAUhRdffBE7duxAeXm51TJ6T58+jW3btuGHH35AV1cXysvLcfvtt7M/X7t2LT755BOz3yktLcWhQ4fYr2UyGTZu3Ih9+/bBzc0Nq1atwttvv03m+AkEB0Sj0UCn01n8fr28vIjotQBE+BKcGpqm8c4772Dz5s2Ii4tDf38/hoaGMG3aNMybNw/Lli1DZmYmqQqMAaVSCaFQSHJkf4KRrr1DQ0NsdnBISMhPZgdrtVoIhULQNI2cnBzyQWchKIpCdXU1ZDIZ8vLynNbMjqIoDAwMsBVhpVIJX19fs7ZoS88yM50JttpM0Gq1WL9+Pc6fP48DBw4gPT3dao998OBBnDt3Dvn5+Vi5cuV1hW9PTw8+/vhj9nve3t4IDg5mvy4rK0NXVxfef/996PV6PPjggygoKMDOnTut9jwIBALBFSDCl+C0DA8PY8OGDdi7dy8+++wzLFy4EEajEd9++y327NmD48ePQygUIjw8HDNnzkRpaSnKysps1iboKNA0jc7OTtTV1ZE56ZtAo9GYmWRdLzuY2Uzg8/lIS0sjmwkWQqfTQSgUgqIo5Obm2rUxlKUxGAyQy+XsulOr1aPagBkNTFxRV1cX8vLybNKZoFQqce+990Imk+HAgQM2HQngcDjXFb4KhQK7d+++7u/U1NQgPT0dly5dwvTp0wEAhw4dwuLFi9HR0UFGHAgEAsGCEOFLcErq6+tx5513ws/PD19++SViYmKuuQ1N05DL5dizZw8OHjyIM2fOQCqVIicnB3PnzsWSJUswbdo0Ij5MMBqNqK2tRX9/P7KysqySd+qM0DSNgYEBVggrlUp4enpCp9MhKioKycnJduMw7OgMDQ2hsrISgYGByMzMdPn388gNGIqi2A0YPp8PPz+/UW1k2UNcUVdXF1asWIHw8HC7yOj9KeG7e/dueHl5ITg4GPPmzcOrr76KkJAQAMBHH32ETZs2QS6Xs79jMBjg4+ODr776CitWrLD20yAQCASnxcPWB0AgTAQdHR2YN28e3njjjZ8UEMwc3IMPPogHH3wQRqMRQqEQ5eXlOHr0KN5++23weDzMmDEDCxcuxNKlS8Hn8122ujk8PAyRSAQOh4OioiLSgjsOOBwOeDweeDwe4uPjUVdXh87OToSGhkIul+PUqVN2kR3s6DCO2JMnT0ZiYiJ5DQH4+PggOjoa0dHRoGkaKpUKMpkMvb29uHz5Mry8vMyE8PWiiJi4IgAoKCiwSVxRTU0NVq5ciVmzZuGjjz6yyTGMhkWLFmHlypWIj49HY2Mjnn32WZSVleHChQtwd3dHd3f3Ne3hHh4e4PP5E2KQQyAQCK4MqfgSCD/BwMAAKioqUFFRgTNnzqCzsxOZmZmYM2cOlixZguLiYnh4uMbekUwmg0gkQnh4uN1HvzgSer0eYrEYGo0GOTk58Pf3B3BtdrC7u7tZW7QrteqOlY6ODtTV1RFH7Jtg5Fz64OAgAgMDzeK6NBoNKisrERAQYLMK+rlz53DXXXfh0UcfxWuvvWY356PrVXxH0tTUhMTERBw9ehTz58/Ha6+9hk8++QR1dXVmtwsPD8dLL72EdevWTfBREwgEguvgGlftTsKWLVvw0ksvmX0vJSUFtbW1AK62sG3atAmff/45tFotSktL8e677yIiIsIWh+vwcLlc3H333bj77rtB0zSqqqrYavDf//53+Pj4oKSkBLfddhuWLVuGyMhIp6so0TSN1tZWNDY2IjU1FdHR0bY+JKdhaGgIAoEAfn5+KCgoMOtM8PPzg5+fHyZPnmyWHdze3o6qqqprxIi9XPjbA6Zzp9OmTTMzESL8PO7u7uy6Aq6aRjEmWRKJBHq9HjRNg8fjISEhwerrjqZp7NmzB48++ihef/11rF+/3uHOuQkJCQgNDUVDQwPmz5+PyMhI9Pb2mt3GYDBAJpMhMjLSRkdJIBAIzgmp+DoQW7Zswddff42jR4+y3/Pw8GDzaNetW4eKigrs2LEDPB4PGzZsgJubG86dO2erQ3Za1Go1Dh8+jP379+PUqVNobm5GSkoKbr31VpSVlWH27NkOP6NpMBhQXV0NpVKJ7Oxsm8/PORN9fX2QSCSIiYnB1KlTb+ri3TQ7uL+/HwaDwawaPNoZTWfEYDBALBZjeHgYubm5Lh2vZWl6enogkUgQEhLC+iMwQplZfxPZiUDTNLZv344XX3wR//znP7FixQq7W+ejqfh2dHQgNjYWu3fvxvLly1lzq++//x75+fkAgG+++QaLFi0i5lYEAoFgYYjwdSC2bNmC3bt3s7NVpiiVSoSFhWHnzp244447AAC1tbVIS0vDhQsXUFxcbOWjdR1omkZjYyN27dqFI0eO4Ntvv2XnYBcsWIBly5YhLi7O7i7Sfo6hoSEIhUJ4e3sjKyvLbufnHA3THNm0tDRMmjRp3Pc3ODjItqYqFIoxZwc7OsPDwxAIBPDy8kJ2drbLPG9rcL24IoqioFAo2E2YgYEBBAQEmMUmWaoN2mg04oUXXsA///lP7N69G7NmzbLI/VqCwcFBNDQ0AADy8vLwpz/9CXPnzmVzlF966SWsWrUKkZGRaGxsxDPPPAOVSgWxWMxuFJSVlaGnpwfbt29n44ymT59O4owIBALBwhDh60Bs2bIF27ZtA4/HY9tst27ditjYWBw/fhzz58+HXC5HUFAQ+ztxcXF44okn8OSTT9ruwF0MrVaLY8eOYd++fTh58iQuX76MhIQEzJo1C4sXL8a8efPs2hiKqUZGR0dj6tSppI3WQhiNRlRXV0MulyM3NxdcLndCHoOJrpFKpRaNrrFnlEolBAIBwsLCyAy6BaFpGvX19bhy5Qpyc3PNPltGotfrWREslUqh1WpZgzY+nz/mmDitVot169bhu+++w4EDB5CWljaOZ2R5Tp48iblz517z/TVr1uC9997D7bffjsrKSigUCkRFRWHhwoV45ZVXzEaQZDIZNmzYgH379sHNzQ2rVq3CO++8g4CAAGs+FQKBQHB6iPB1IA4ePIjBwUGkpKSgq6sLL730Ejo7OyGRSLBv3z48+OCD0Gq1Zr9TWFiIuXPn4o033rDRUbs2NE2jvb0d5eXlOHz4MC5cuACtVouCggLMnz8fy5cvR1JSkl1Ug2maRlNTE1pbW5Genk7myyyIRqOBQCCAm5sbcnJyrGZONZrsYEenu7sb1dXVmDp1KiZPnmwX7yVnwGg0oqqqCgMDA5g2bdpNtY3TNI3h4WF23clkMtZFn1l/o1l7SqUS99xzDxQKBSoqKkjbL4FAIBDGBRG+DoxCoUBcXBz+9Kc/wdfXlwhfB8BgMOD06dPYu3cvjh8/jqqqKkyePBkzZ85EWVkZFi5cyDr7WhO9Xg+JRAK1Wo2cnBxSabAgCoUCQqEQoaGhSEtLs1k18nrZwX5+fmbRNY6UcUvTNJqbm9HS0oKsrCyEhYXZ+pCcBp1OB6FQCJqmkZubO+5RB4qi2LUnk8mgVCrh6+vLrjs+n3+NQ/6VK1ewcuVKRERE4OuvvyYeAwQCgUAYN0T4OjgFBQVYsGABbrvtNtLq7GDQNI3e3l6Ul5fj0KFDOHv2LAYHBzFt2jTMmzcPy5YtQ2Zm5oRXsFQqFYRCIfz9/ZGZmUlmIy1IZ2cnamtrkZSUZHfVSL1eb9YWrdFoEBwczFaDAwIC7Op4TWHaxhUKBXJzcxEYGGjrQ3Ia1Gr1hMcVGQwGs7V34MABHDlyBLNmzcKiRYsQHh6Ou+66C7feeis+/PBD4jFAIBAIBItAhK8DMzg4iNjYWGzZsgVr1qxBWFgY/vWvf2HVqlUAgLq6OqSmphJzKwfBaDTi22+/xZ49e3D8+HEIhUKEhYVh1qxZKC0tRVlZ2Zjn5H6Krq4u1NTUYMqUKYiPj7dboeNoUBSFy5cvo7u7G1lZWWw8jL1C0zTUajVkMhn6+/vNHHuZf/YiPkyrkdZsG3cFlEolKisrMWnSJCQnJ1vtfNDS0oLdu3fjxIkTOH/+PNRqNZKSkvD4449j4cKFdjMOQiAQCATHhghfB+Lpp59mHYKvXLmCF198EQKBANXV1QgLC8O6detw4MAB7NixA1wuFxs3bgQAnD9/3sZHTrhZmLiQvXv34uDBgzhz5gz6+vqQk5ODuXPnYunSpZg2bdqYqzEURbGmNZmZmaRN1ILodDqIxWJotVqHjdRhHHuZipxKpbKL7ODBwUEIBAJwuVxkZGQ4VGu2vdPb2wuJRILExETExcVZ/fGZjN5HHnkEjz32GPh8Po4ePYqzZ89i0qRJuO2229jOJnvfSCIQCASCfUKErwOxevVqnD59GlKpFGFhYZg5cyZ+//vfIzExEcBVI5tNmzbhX//6F7RaLUpLS/Huu+8SkyInwGg0QigUory8HEePHsWPP/4IHo+HW265BQsXLsTSpUsREhIyqqqIVquFSCSCwWBATk6OQwoze4URZkyb6Mi5RUdFp9OxIlgqlcJoNJq1RVsjO7i/vx9isRixsbFISEggFUAL0t7ejvr6emRkZJi5DVsLmqbx3nvv4aWXXsInn3xiltGrVqtx5swZHDlyBN988w2USiVaWlrI359AIBAINw0RvgSCAzIwMICKigpUVFTgzJkz6OzsRGZmJubMmYMlS5aguLj4uqLr5MmTGB4eRkxMDNLT00nFzIIwFbO4uDinFmYjs4Plcjm8vb0nNDu4vb0dly9fRnp6+rizjwn/5WbiiiYKo9GI559/Hv/3f/+HPXv2YObMmT97+8HBQWK+RyAQCIQxQYQvgeDg0DSN6upqlJeX48iRI7h06RKb87xgwQIsX74c4eHheOutt/Daa6/hrbfewgMPPOC0wszamLoL26piZktulB3M4/HGvNZMZ6VtJcycFdO4ory8PJu4yWu1WvzqV7/CxYsX7TKjl0AgEAjOBRG+BIKToVarcfjwYezfvx+nTp1CU1MTuFwuNBoNnnnmGWzatIk4N1sIRjwolUriLvwfTLODpVIpAJiZZPn4+IzqfgwGA0QiETQaDfLy8pwic9he0Ov1EAgEFosrGgtKpRJ33303271CKvkEAoFAmGiI8CUQnJjW1lYsW7YMCoUCsbGxEAqF4HA4KCoqwoIFC1izNFL9vXmGh4chEAjg4eGBnJwcu3E9tieY7OD+/n5IpVIMDAzAz8+PFcHBwcHXbbcfHh5GZWUlfHx8kJWVRTZqLMjw8DB+/PFH+Pv7IysryybjDkxGb2RkJL7++mtwuVyrHwOBQCAQXA8ifAkEJ+X48eO46667sGrVKrz99tvw9vaGTqfD0aNHsW/fPpw8eRKXL19GfHw8Zs+ejcWLF2PevHmjrsi5MnK5HEKhEBEREUhJSbGJw7EjotfrIZPJ2GqwVqu9JjtYqVRCIBAgMjISycnJ5LW1IMxry6xbW2x4VVdXY+XKlZg7dy7+/ve/kw0jAoFAIFgNInwJBCeDpmn88Y9/xIsvvoi//OUv+J//+Z+fvF17ezt2796Nw4cP4/z589BqtSgoKMD8+fOxfPlykp95HTo6OlBXV4fk5GRMnjzZ1ofjsDDZwaYmWRwOBwaDgc2RJaLIcvT19UEsFiMxMRGxsbE2eV+fPXsWd911F9atW4dXX32VbGoQCAQCwaoQ4UsgOBk0TeM3v/kN7rrrLhQUFIz69wwGA06fPo29e/fixIkTkEgkmDx5MmbOnIlFixZh4cKFLu2mSlEU6urq0NPTg5ycHAQHB9v6kJwGmqbR2NiI1tZWhIWFQa1W2012sDNgD3FF5eXl+NWvfoU33ngDjz32GNlQm0A4HA7Ky8tx++232/pQCAQCwa4gwpdAIFwDTdPo6+vDrl27cOjQIZw7dw4qlQrTpk3DvHnzsGzZMmRmZrrMxatOp4NQKITBYEBubi4xWrIgpgZheXl57OaKVqs1a4tmsoNDQ0PB5/Otkh3s6NA0jYaGBnR2dtpss4amabz77rt4+eWX8c9//hO33347+btNMDcrfLds2YLdu3dDIBBM6HERCASCrSHb5wS74/Tp01i2bBmioqLA4XCwe/dus5/TNI0XXngBkyZNgq+vLxYsWID6+nqz28hkMtx7773gcrkICgrCQw89hMHBQSs+C8eGw+EgPDwcv/rVr7B79250d3fj+PHjmDVrFg4dOoSZM2ciKSkJa9euxb/+9S8olUo46x6aSqXCd999B29vbxQWFhLRa0G0Wi1++OEHaDQaFBUVmXUUeHt7Y9KkScjMzMTs2bNRUFCA4OBg9Pb24sKFCzh37hxqamrQ29sLvV5vw2dhn1AUBYlEgp6eHva1szZGoxHPPvss3njjDRw6dAgrVqwgopdAIBAINoMIX4LdMTQ0hJycHPztb3+77s/ffPNNvPPOO9i+fTu+++47+Pv7o7S0FBqNhr3Nvffei6qqKhw5cgT79+/H6dOn8eijj1rrKTgd7u7uuOWWW/DGG2/g0qVL6OnpwWuvvQYOh4Pnn38esbGxmDNnDl588UVcunQJRqPR1odsEXp6enDp0iVER0fbzAHXWVGpVLh48SJ8fX2Rn5//s/O8HA4HgYGBmDJlCvLz8zF37lzWnKmhoQGnTp3CpUuX0NTU5NSbMKNFr9fjxx9/hFqtRmFhoc0yeh966CHs27cPZ8+exYwZM6x+DM7KrbfeiscffxzPPPMM+Hw+IiMjsWXLlp+8/ebNm5GcnAw/Pz8kJCTg+eefZzeLduzYgZdeeol1/OdwONixY4d1ngiBQCBYGdLqTLBrRrZs0TSNqKgobNq0CU8//TSAq06lERER2LFjB1avXo2amhqkp6fj0qVLmD59OgDg0KFDWLx4MTo6OhAVFWWrp+OUUBQFgUCA8vJyHDt2DD/88AN4PB5uueUWLFy4EEuXLkVISIhDVXpomkZTUxNaW1uRmZmJ8PBwWx+SU9HX1weJRILY2FgkJCSMe20MDw+zLdEymQwcDgd8Pv+ms4OdASYKys/Pz2abNQqFAvfccw9UKhX2799PMnotzK233orKyko89dRTuOeee3DhwgWsXbsWhw8fxm233XbN5+arr76KefPmISoqCmKxGI888gieeuopPPPMMxgeHsbzzz+PQ4cO4ejRowAAHo9HOlsIBIJTQoQvwa4Z+QHe1NSExMREVFZWIjc3l73dnDlzkJubi7fffhsfffQRNm3aBLlczv7cYDDAx8cHX331FVasWGHlZ+FaqFQqVFRUYP/+/Thz5gw6OzuRkZGBOXPmYOnSpSguLoaHh4etD/MnMRgMqKqqgkqlQm5urksbelkaxkm8oaEB6enpiIyMtPhjUBSFgYEBVgiPNjvYGRgYGEBlZaVN44o6OzuxcuVKREVF4auvviIZvRPArbfeCqPRiDNnzrDfKywsxLx58/D666/fcMb3D3/4Az7//HN8//33AMiML4FAcB3s9+qTQLgO3d3dAHCNM2lERAT7s+7u7msqdB4eHuDz+extCBNHYGAgVq9ejdWrV4OmaVRXV6O8vBxHjhzBhx9+CB8fH5SUlGDBggVYtmwZJk2aZDfVYLVaDaFQCC8vLxQWFpI4HQvCuGL39vZi2rRpCAoKmpDHcXNzQ1BQEIKCgpCYmGiWHVxTUwOdToegoCCz7GB7WX/jgYkrSkhIQFxcnM0yelesWIH58+fjgw8+IO+fCSQ7O9vs60mTJqG3t/e6t/3iiy/wzjvvoLGxEYODgzAYDGRDgkAguCRE+BIIhAmDw+EgIyMDGRkZeO6556BWq3H48GHs378ff/vb3/D0008jJSUFs2fPxuLFizFnzhx4enra5FhlMhlEIhEiIyORnJxMonMsiF6vh1gshlartbpBmKenJyIiIhAREXFNdnBjYyM8PT0REhLCtkY7olhjsqUzMjImpIo+Gs6cOYPVq1fjsccewyuvvELePxPMyPMkh8MBRVHX3O7ChQu499578dJLL6G0tBQ8Hg+ff/45/vjHP1rrUAkEAsFuIMKX4FAwF3U9PT1mc2M9PT1s63NkZOQ1O98GgwEymcxmF4WEq/j5+WHFihVYsWIFO0dbXl6Ow4cP49577wWHw0FRURFbDbZG5Yppv62vr0dqaiqio6Mn9PFcDbVaDYFAAB8fHxQUFNi0zZ3D4cDf3x/+/v6IjY0FRVFQKBSQSqVobW2FRCJBYGAgQkNDERISAh6PZ9cCjsk/bm9vx7Rp02wWV7Rr1y6sW7cOb775JtatW+cUFXRn4fz584iLi8P//u//st9rbW01u42Xl5fTGBISCATCz2G/n+gEwnWIj49HZGQkjh07xn5vYGAA3333HUpKSgAAJSUlUCgU+OGHH9jbHD9+HBRFoaioyOrHTLg+HA4HiYmJePrpp3HkyBHIZDJ88cUXSEpKwo4dO5CVlYWcnBxs2LABFRUVZq7dloKiKFRXV6O5uRn5+flE9FoYuVyOixcvIiQkBLm5uXY32+3m5gY+n4+kpCQUFxdj9uzZiI2NhUajgUgkwsmTJyEQCNDe3g61Wm3rwzWDiSvq6upCYWGhzUTv3/72Nzz22GP49NNPiei1Q5KSktDW1obPP/8cjY2NeOedd1BeXm52mylTpqC5uRkCgQD9/f3QarU2OloCgUCYWOzrKoRAADA4OIiGhgb2a+YDmc/nIzY2Fk888QReffVVJCUlIT4+Hs8//zyioqJYI4+0tDQsWrQIjzzyCLZv3w69Xo8NGzZg9erVxNHZjvH09ERZWRnKyspA0zQ6OjrYavCjjz4KrVaLgoICzJ8/H8uXL0dSUtK4LrK1Wi2EQiG7IeJKzr/W4MqVK6ipqUFycjImT55s68MZFd7e3oiKikJUVBRomoZKpYJUKkVPTw/q6urg4+PDzgbz+XybCXm9Xg+hUAij0YjCwkJ4e3tb/RiMRiOee+45fPbZZzh8+DBuueUWqx8D4cYsX74cTz75JDZs2ACtVoslS5bg+eefN4s/WrVqFXbt2oW5c+dCoVDg448/xtq1a212zAQCgTBREFdngt1x8uRJzJ0795rvr1mzBjt27ABN03jxxRfxwQcfQKFQYObMmXj33XeRnJzM3lYmk2HDhg3Yt28f3NzcsGrVKrzzzjvEoddBMRgMOHPmDPbs2YMTJ05AIpEgJiYGs2bNwqJFi7Bw4cKb+tsODAxAIBAgODgY6enpTuvyawtM22+zs7MREhJi60OyCAaDAXK5nJ0PHh4eBo/HY4Uwl8u1SrWTiSvy9fVFdna2TdauRqPBL3/5S/z44484cOAAUlJSrPbYp0+fxrZt2/DDDz+gq6vrGvdi5vPh73//OxQKBWbMmIH33nsPSUlJ7G1kMhk2btxo9vnw9ttvk88HAoFAcHKI8CUQCA4FTdPo6+tDeXk5Dh06hLNnz2JgYADTpk3DvHnzsHz5cmRmZv6kCBGJROjv70d8fDymTJlCWjMtiNFoRFVVFQYGBpw+CsoW2cFMXFF4eDhSUlJsMn+sUCiwevVqDA0NoaKiwuq+CQcPHsS5c+eQn5+PlStXXiN833jjDWzduhWffPIJ2xEkFotRXV3N/k3KysrQ1dWF999/H3q9Hg8++CAKCgqwc+dOqz4XAoFAIFgXInwJBIJDYzQacfHiRezevRvHjx+HQCBAWFgYZs6ciYULF2LJkiXgcrkwGo148sknsXfvXpw7dw4xMTG2PnSnQqvVQiAQwM3NDTk5OQ7pjjxWRmYHK5VK+Pv7IyQkBKGhoQgKChp3Zba/vx8ikcimcUWdnZ1YsWIFYmJi8OWXX9o8EmdkXi1N04iKisKmTZvw9NNPAwCUSiUiIiKwY8cOrF69GjU1NUhPT8elS5cwffp0AMChQ4ewePFidHR0kHEYAoFAcGKI8CUQCE4DTdOQy+XYu3cvDh48iDNnzqCvrw+ZmZmQyWTQarX46quvkJ+fb+tDdSpUKpVZ67g9OyFbA9PsYKlUCp1Oh+DgYLYa7O/vf1PClYkrSk9PN3OztyZVVVVYuXIlFixYgA8++MBmsWOmjBS+TU1NSExMRGVlJevyDwBz5sxBbm4u3n77bXz00UfYtGkT5HI5+3ODwQAfHx989dVXWLFihZWfBYFAIBCsBTG3IhAITgPTbrp27VqsXbsWFEVh3759ePjhh6HX66FWq7Fy5UrMmDEDCxcuxNKlSxESEkLancdBX18fxGIxaR03YWR28NDQEGQyGfr7+9HQ0MBmBzMmWT9VHbeHuCLg6lzt3XffjfXr1+Pll1+2242N7u5uAEBERITZ9yMiItifdXd3Izw83OznHh4e4PP57G0IBAKB4JwQ4UsgEJyWo0ePYu3atXj44Yfx+uuvQ61Wo6KiAhUVFXjzzTfx+OOPIyMjA3PmzMGSJUtQUlJid5E79gpN02hra0NjYyMyMjKuERuEq3A4HAQEBCAgIACxsbEwGo1sdnBzczPEYjG4XC4rhJnsYCZqSy6Xo6CgwCbz0jRN49///jcee+wxbNu2Db/61a/IxgaBQCAQHBZyhUcgEJwOmqbx5z//Gc899xy2b9+O+++/HwAQGBiI1atXY/Xq1aBpGtXV1SgvL8eRI0fw4YcfwsfHByUlJViwYAGWLVuGSZMmkQv960BRFGpra9HX14f8/HzweDxbH5LD4O7uzopc4OpsNNMSLRQKQdM0goKCoFarweFwbBZXRNM0/vrXv+LVV1/FZ599huXLl9v9e4Ex2urp6TFrCe/p6WFbnyMjI9Hb22v2ewaDATKZzOpGXQQCgUCwLmTGl0AgOB319fUoLS3F559/jsLCwlH9zvDwMA4fPox9+/bh1KlTaG5uRnJyMmbPno0lS5Zgzpw5djHXaGv0ej1EIhF0Oh3y8vJI/rEFoWkaUqkUVVVVoCgKRqPRJtnBRqMRzz77LD7//HPs3bsXJSUlE/6YY+GnzK2efvppbNq0CcBVJ+zw8PBrzK2+//57dtb/m2++waJFi4i5FYFAIDg5RPgSCASnRK/Xj1mo0jSNpqYmlJeX45tvvsG3334LmqZRVFTEVoNdcZ5VrVajsrISfn5+yMrKIm3hFkalUqGyshKhoaFITU0FRVHXzQ4ODQ0Fn8+fkOxgjUaDRx99FJWVlVbP6B0Ng4ODaGhoAADk5eXhT3/6E+bOnQs+n4/Y2Fi88cYbeP31183ijEQi0TVxRj09Pdi+fTsbZzR9+nQSZ0QgEAhODhG+BIKdcfr0aWzbtg0//PADurq6rsmpXLt2LT755BOz3yktLcWhQ4fYr2UyGTZu3Ih9+/bBzc0Nq1atwttvv+3UuaoTiV6vx9GjR7Fv3z6cPHkSdXV1iI+Px+zZs1FWVob58+c7feVTLpdDKBRi0qRJSE5OdjnRP9EwcUU/ZxJ2vexg02rweNegXC7H3XffDbVajf3799tl6+/Jkycxd+7ca76/Zs0a7NixAzRN48UXX8QHH3wAhUKBmTNn4t1330VycjJ7W5lMhg0bNpidH9955x1yfiQQCAQnhwhfAsHOOHjwIM6dO4f8/HysXLnyusK3p6cHH3/8Mfs9b29vM8fXsrIydHV14f3332crGgUFBaSiYQFomkZnZyd27dqFw4cP4/z589BqtZg+fTpbDXY2YXjlyhXU1NQgJSWF5B9PAJ2dnaitrb2puCImO7i/vx9SqRQDAwMICAhghfDNZgd3dHRgxYoVmDx5Mr766isEBgaO9ekQCAQCgWCXEOFLINgxI2fYgKvCV6FQYPfu3df9HWaG7dKlS5g+fToA4NChQ1i8eDGZYZsADAYDzpw5g7179+L48eOQSCSIiYnBrFmzUFpaitLSUoetJNE0jYaGBnR0dCA7O5s1ZCJYBqalvq2tDTk5OeDz+WO+L51OZ5YdrNfrR50dXFVVhRUrVmDhwoV4//33ySw7gUAgEJwSMqBFIDggJ0+eRHh4OIKDgzFv3jy8+uqrrCi5cOECgoKCWNELAAsWLICbmxu+++47rFixwlaH7ZR4eHhg7ty5mDt3LmiaRl9fH3bv3o2DBw/iqaeewsDAAKZNm4Z58+Zh2bJlyMrKcohqsNFohEQigUqlQmFhIfz9/W19SE6FpeOKvLy8EBkZicjISDY7mBHBTHawn58fhEIhli1bxmbZMhm9GzduxJYtW+w2o5dAIBAIhPFChC+B4GAsWrQIK1euRHx8PBobG/Hss8+irKwMFy5cgLu7O7q7u9mLWgYPDw/w+Xx0d3fb6KhdAw6Hg/DwcDz66KN49NFHYTQacenSJdYk680330RYWBhmzpyJhQsXYsmSJRNiUDReNBoNBAIB3N3dUVhYCC8vL1sfklPBOGPr9foJiSsyzQ6Oi4tjs4O///57vPXWW3jiiSeQnJyMmJgYnD17Fn/4wx/w2GOP2d06JBAIBALBkpBWZwLBjrleq/NImpqakJiYiKNHj2L+/Pl47bXX8Mknn6Curs7sduHh4XjppZewbt26CT5qwvWgaRoKhQJ79+7FgQMHcObMGfT19SEnJwe33norli1bhmnTpt3UXOZEMDAwAIFAgJCQEKSlpZEKoIXRaDSorKyEt7c3srOzbeKM3dzcjM2bN+PQoUNsJX/+/Plsa/6UKVOsfkwEAoFAIEw05IqGQHBwEhISEBoaykZ8REZGore31+w2BoMBMpnMLl1aXQUOh4Pg4GCsWbMGX3zxBTo7O3Hx4kUsXrwYFy5cwMKFC5GQkIB77rkHH3/8Mfr6+mDtfcne3l58//33mDx5MtLT04notTAqlQoXL14Ej8dDbm6uTUSv0WjE9u3b8d133+HMmTOQy+U4fvw4G+eTlJSE5ORkbNy4Ea2trVY/PgKBQCAQJgpyVUMgODgdHR2QSqWsG2xJSQkUCgV++OEH9jbHjx8HRVEoKiqy1WESRsDhcJCXl4eXX34Z586dQ39/P/7yl78gMDAQ27ZtQ0JCAkpKSvDb3/4WZ86cgcFgmLBjoWkaLS0tkEgkyMjIQHx8PGl7tTBSqZTdVLBVJV2j0WDt2rWsc3xJSQnc3NyQn5+PZ599FqdOnYJMJsMf/vAHUBRF1gCBQCAQnArS6kwg2BmDg4Ns9TYvLw9/+tOfMHfuXPD5fPD5fLz00ktYtWoVIiMj0djYiGeeeQYqlQpisZidFSwrK0NPTw+2b9/OxhkxFR2C/UPTNGpqarBr1y4cPXoUFy9ehLe3N0pKSnDbbbdh2bJlmDRpkkWECUVRqKmpgVQqRW5uLrhcrgWeAcEUJg7qZuKKLA2T0Ts8PIz9+/cjIiLCJsdBIBAIBIKtIMKXQLAzTp48iblz517z/TVr1uC9997D7bffjsrKSigUCkRFRWHhwoV45ZVXzC5kZTIZNmzYgH379sHNzQ2rVq3CO++847CxOq7O8PAwDh8+jP379+PkyZNobm5GcnIyZs+ejSVLlmDOnDljiqDR6/UQCoUwGAzIzc2Fj4/PBBy962LJuKLx0N7ejpUrVyIuLg5ffPEFyeglEAgEgktChC+BQCA4EIyYYpyiv/32W9A0jaKiIixYsADLli3DlClTblgNHhoagkAggL+/P7KysmxuquVsMJV0mUyGvLw8m206SSQSrFy5EqWlpdi+fTvJ6CUQCASCy0KEL4FAIDgwer0ex44dw969e3Hy5EnU1dUhPj4es2bNwuLFizF//vxrKrkVFRU4c+YMHnroIUydOpXMcloYg8EAoVAIvV5v00r6qVOncM899+Dxxx/Hiy++SMzKCAQCgeDSEOFLIBAITgJN0+js7ER5eTkOHTqE8+fPQ6vVYvr06Zg/fz6WL1+OAwcO4JVXXsGLL76IX//617Y+ZKfDHuKKaJrGV199hfXr1+Ott97CI488QjY3CAQCgeDyEOFLIBAITorBYMCZM2ewd+9eHD9+HGKxGABw66234sEHH0RpaSmZ+7YgKpUKlZWVNs1Apmka77zzDl577TXs3LkTS5cuJaKXQCAQCAQQ4UsgEAhOz+DgIO677z6IxWKsWbMGAoEAZ8+ehVKpRF5eHubPn49ly5YhMzOTtMOOEalUCpFIhLi4OJvFQRmNRvzud7/Dl19+ib1796K4uNjqx0AgEAgEgr1ChC+BQCA4MR0dHVi2bBmCg4Px9ddfs87CRqMRly5dwu7du3Hs2DEIBAKEhYVhxowZKC0txeLFi8Hj8Ui1cBQwcUVpaWmIioqyyTFoNBo8/PDDEIvFqKioQHJysk2Og0AgEAgEe4UIXwKBQHBSBAIBFi9ejMWLF+Pdd9+Fl5fXdW9H0zQUCgX27t2LgwcP4vTp0+jr60NOTg5uvfVWLF26FPn5+cT5eQQ0TaO5uRmtra3Izs5GSEiITY5DLpdj9erV0Gq12LdvH8noJRAIBALhOhDhSyAQCE5Kc3Mz9u/fjw0bNtxU5ZamaQgEApSXl+PYsWP4/vvvweVyMWPGDNx2221YunQpQkNDXboazMQVSaVS5OXl2Swbt62tDStXrkR8fDy++OILMrNNIBAIBMJPQIa5CASCXbF161YUFBQgMDAQ4eHhuP3221FXV2d2G41Gg/Xr1yMkJAQBAQFYtWoVenp6zG7T1taGJUuWwM/PD+Hh4fjNb34Dg8Fgzadic+Lj47Fx48abFqgcDgd5eXl4+eWXce7cOfT39+Ovf/0rAgMDsW3bNiQkJKCkpASbN2/GmTNnXO51NRgMEAgEGBgYQGFhoc1Er1gsxvz583HLLbdg9+7dRPQSCAQCgfAzkIovgUCwKxYtWoTVq1ejoKAABoMBzz77LCQSCaqrq+Hv7w8AWLduHSoqKrBjxw7weDxs2LABbm5uOHfuHICr86u5ubmIjIzEtm3b0NXVhQceeACPPPIIXnvtNVs+PYeHpmnU1tZi165dOHr0KC5evAgvLy+UlJRgwYIFWL58OSZNmuS01WCNRgOBQABPT0/k5OTYJK4IAE6ePIl77rkHTzzxBF544QViSkYgEAgEwg0gwpdAINg1fX19CA8Px6lTpzB79mwolUqEhYVh586duOOOOwAAtbW1SEtLw4ULF1BcXIyDBw9i6dKluHLlCjvvuH37dmzevBl9fX0/OetKuHmGh4dx+PBh7N+/H6dOnUJTUxOSk5Mxe/ZsLFmyBHPmzIGnp6etD9MiDA4OorKyEnw+36ZxRV9++SU2bNiAP//5z3j44YeddpOBQCAQCARLQraICQSCXaNUKgGAdSP+4YcfoNfrsWDBAvY2qampiI2NxYULFwAAFy5cQFZWlpnJT2lpKQYGBlBVVWXFo3d+fH19cfvtt+PDDz/E5cuXUV9fj4ceegjNzc247777EBMTg+XLl+Odd95Bc3MzHHWvVSaT4dKlS4iKikJ6erpNM3p//etf44svvsAjjzxCRC+BQCAQCKOECN//397dB0V1nm8cvxYFBSz4wnsRm5iIEgU7KGaLsQRMwIDRqGPaprwYJaMiHTEaa+MLNWkl2ErtNJppMxXbCdoxEQ0UJKBg1VBNqSiESCudkURYMCEkkSoI7O+P/tyU2kTTRHY5fj8zzHjOeXb3fmZwmGufc54bgMPq7e3VypUrFRkZqYkTJ0qSLBaLXFxcNHz48D5jfX19ZbFYbGP+c2fb68fXx+CrZzKZdPfdd2v16tV644039MEHH2jfvn0KDg7W73//e4WGhiosLExpaWkqLCzUlStX7F3yLWlubtbp06cVHByssWPH2q1H7zPPPKOcnByVlpYqISGh32sAAGAgs8/DSQBwC9LS0lRbW6vjx4/buxT8D5ydnRUXF6e4uDhZrVZdvHhR+fn5Kikp0dKlS3X16lVNmTJFMTExmj17toKDgx1qBfPf2xVNnjzZbu2Krly5oiVLlqi2tlYnTpzQvffea5c6AAAYyFjxBeCQVqxYocLCQpWXlyswMNB23s/PT11dXWpvb+8zvqWlRX5+frYx/7nL8/Xj62PQv0wmkwIDA5Wenq7CwkK1traqqKhI4eHhys/PV0REhCZMmKDU1FS99tprunz5sl3rvd6u6L333tOUKVPsFnrb2to0Z84cXbx4kdALAMCXQPAF4FCsVqtWrFih/Px8HTlyRHfddVef6+Hh4XJ2dtbhw4dt5+rr69XY2Ciz2SxJMpvNqqmpUWtrq21MaWmpPDw8FBIS0j8TwecaPHiwoqKilJOTo9OnT6upqUkbNmzQlStX9PTTT2v06NGKjo7W888/rzNnzqinp6ffarveruijjz6ya7uixsZGPfTQQxo+fLiOHDkiHx8fu9QhSZmZmTKZTH1+xo8fb7t+Ky3GAACwJ3Z1BuBQli9frry8PB08eFDBwcG2856ennJ1dZX0r3ZGRUVFys3NlYeHh9LT0yVJb775pqRP2xkFBAQoOztbFotFiYmJWrJkCe2MBoCenh699dZbOnDggA4fPqzq6mp5e3srMjJSsbGxeuSRR+Tp6Xlbbovu7OzU6dOn5ezsrNDQULvtSH327FnNmzdP8fHx2rFjh913xs7MzNSrr76qsrIy27nBgwfLy8tL0s1bjAEAYG8EXwAO5bPCzK5du5SSkiLpX6tLTz/9tPbs2aPOzk7FxsZqx44dfW5jvnDhgpYtW6aKigq5u7srOTlZWVlZduu7iv+N1WpVe3u7CgoKVFRUpGPHjqm1tVVhYWGKiopSQkKCwsPDNWjQoC/9WdfbFY0YMcJuOzdLn/bozcjI0IYNGxyiR29mZqYOHDig6urqG67dSosxAADsjeALABgwrFarqqurdeDAAZWVlamqqkrDhg1TZGSkHn74YSUkJMjLy+sLrwa3tbXpzJkzCgoK0t13322XTbb+vUfv9u3btXjxYofZ7CszM1Nbt26Vp6enhg4dKrPZrC1btigoKEhHjhxRTEyMPvzwwz67rY8ZM0YrV65URkaG/QoHAOD/EXwBAAPWJ598oqKiIv3xj3/UsWPH1NjYqPvuu0/f/va3FR8fr29961s3XeVvbm5WXV2dxo8fr69//ev9VHlfvb29+uUvf6msrCzt2bNH8fHxdqnjsxQXF+vy5csKDg5Wc3OzfvzjH+vixYuqra1VQUGBFi1apM7Ozj6viYiI0IMPPqgXXnjBTlUDAPApgi8AwBCsVqvOnTun/fv3q6ysTKdOnZKLi4vMZrNmzpypRx99VP7+/rZV1N7eXm3cuFEdHR169tlnbc+r9rfu7m798Ic/1GuvvabXX39d06ZNs0sdX0R7e7vGjBmjbdu2ydXVleALAHB49n9wCACAr4DJZNKECRP07LPPqry8XO+//75yc3MVEBCgnTt3Kjg4WOHh4crIyFBxcbGSkpL0u9/9TgsXLrRb6L1y5YqSkpJUVlamEydODIjQK0nDhw/XuHHjdP78+VtqMQYAgL0RfAEAhuTq6qo5c+bo5Zdf1t/+9jf9/e9/V2pqqs6fP6/HH3/ctnP4qVOn9I9//EP9fQNUW1ubHn30UTU3N+v48eO65557+vXzv4zLly+roaFB/v7+t9RiDAAAe+NWZ8DBmEwm5efna+7cufYuBTAci8WihIQEeXh4aPny5SovL1dFRYXOnTunu+66Sw888IBmzZqlmJgYW/us2+HChQuaN2+exo4dq71792rYsGG37bO+CqtXr9bs2bM1ZswYNTU1adOmTaqurlZdXZ28vb1v2mIMAAB7o68HAOCO8M4772jWrFmaMWOGXn75Zbm4uGjBggWyWq1qamrS/v37VVJSoqVLl+rq1auaMmWKYmJiNHv2bAUHB39lOyxf79GbkJCgF1980e49em/Fe++9p+9+97v64IMP5O3trenTp+vPf/6zvL29JUk5OTlycnLS/Pnz+7QYAwDAUbDiCzgYVnyBr97Jkyc1a9YspaWlafPmzZ8bYru7u3X8+HG9/vrrOnLkiGpraxUQEKDp06crLi5OcXFx//MKbXl5uZ544gmtWrVK69evd4gevQAA3An4iwv0s6ioKP3gBz/QM888o5EjR8rPz0+ZmZmfOb6mpkbR0dFydXXVqFGj9NRTT+ny5cu26ykpKZo7d65+9rOfyd/fX6NGjVJaWpquXbvWD7MBBobRo0dr+/bteu655266cjt48GBFRUVp27ZtOn36tJqamrRhwwZdvXpVq1ev1ujRoxUdHa3nn39eZ86cUU9Pz00/32q1as+ePVq4cKF+/vOfa8OGDYReAAD6EX91ATvYvXu33N3ddfLkSWVnZ2vz5s0qLS29YVxHR4diY2M1YsQIvfXWW9q3b5/Kysq0YsWKPuPKy8vV0NCg8vJy7d69W7m5ucrNze2n2eB22LJli6ZOnaqvfe1r8vHx0dy5c1VfX99nTFRUlEwmU5+fpUuX9hnT2Nio+Ph4ubm5ycfHR2vWrFF3d3d/TsUhBAQEKDEx8Qu/zmQyycfHR6mpqdq/f7+am5t19OhRRUVFqbS0VDNmzNC4ceOUnJysvLw8ffjhhzdsktXb26ucnBxlZGRo3759Wrx48Vd22zQAALg13OoM9LOoqCj19PTo2LFjtnMRERGKjo5WVlZWn1udf/Ob32jt2rV699135e7uLkkqKirS7Nmz1dTUJF9fX6WkpKiiokINDQ0aNGiQJGnhwoVycnLS3r177TJHfHlxcXH6zne+o6lTp6q7u1s/+tGPVFtbq7q6OtvvQlRUlMaNG6fNmzfbXufm5iYPDw9JUk9PjyZPniw/Pz9t3bpVzc3NSkpKUmpqqn7605/aZV5GYrVa1d7eroKCAhUXF+tPf/qTWlpa5Obmpm9+85u2uzHWrVun/Px8FRQUKCIiwt5lAwBwR2JzK8AOQkND+xz7+/urtbX1hnHvvPOOwsLCbEFHkiIjI9Xb26v6+nr5+vpKku677z5b6L3+fjU1NbepevSHQ4cO9TnOzc2Vj4+PqqqqNGPGDNt5Nze3z+yV+sYbb6iurk5lZWXy9fXV5MmT9dxzz2nt2rXKzMyUi4vLbZ2D0ZlMJo0YMUJJSUlKSkqS1WpVRUWFsrOzdfLkST355JN68skn5ebmphdeeEHjxo2zd8kAANyxuNUZsIP/3MXVZDKpt7fXYd4Pjuejjz6SJI0cObLP+VdeeUVeXl6aOHGi1q1bp3/+85+2a5WVlZo0aZLtCxJJio2N1ccff6y33367fwq/g5hMJj344IMqLi5WW1ubLl26pJSUFD322GPauXOnvLy89MADD+gnP/mJqqqq+D8KAEA/YsUXcGATJkxQbm6uOjo6bKu+J06ckJOTk4KDg+1cHfpLb2+vVq5cqcjISE2cONF2/nvf+57GjBmjgIAAnT17VmvXrlV9fb32798v6V89a/899EqyHVsslv6bwB3Ky8tLu3btsh03NjaqpKREhw4dUnZ2toYOHapXXnlFM2fOtGOVAADcGQi+gAN74okntGnTJiUnJyszM1OXLl1Senq6EhMTbwg0MK60tDTV1tbq+PHjfc4/9dRTtn9PmjRJ/v7+iomJUUNDg8aOHdvfZeImgoKClJqaqtTUVF27dk2VlZV8gQUAQD/hVmfAgbm5uamkpERtbW2aOnWqFixYoJiYGP3qV7+yd2noJytWrFBhYaHKy8sVGBj4uWOnTZsmSTp//rwkyc/PTy0tLX3GXD/+rOeC0T+cnZ01Y8YMvsACAKCfsKszADggq9Wq9PR05efnq6KiQvfee+9NX3PixAlNnz5dZ86cUWhoqIqLi5WQkKDm5mb5+PhIkn79619rzZo1am1t1ZAhQ273NAAAABwCwRcAHNDy5cuVl5engwcP9rkd1tPTU66urmpoaFBeXp4eeeQRjRo1SmfPnlVGRoYCAwN19OhRSZ+2MwoICFB2drYsFosSExO1ZMkS2hkBAIA7CsEXAByQyWT6r+d37dqllJQUvfvuu/r+97+v2tpadXR0aPTo0Xrssce0fv16Wx9fSbpw4YKWLVumiooKubu7Kzk5WVlZWRo8mC0eAADAnYPgCwAAAAAwNDa3AgAAAAAYGsEXAAAAAGBoBF8AAAAAgKERfAEAAAAAhkbwBQAAAAAYGsEXAAAAAGBoBF8AAAAAgKERfAEAAAAAhkbwBQA4tJ07dyo0NFQeHh7y8PCQ2WxWcXGx7frVq1eVlpamUaNGadiwYZo/f75aWlr6vEdjY6Pi4+Pl5uYmHx8frVmzRt3d3f09FQAAYCcEXwCAQwsMDFRWVpaqqqr0l7/8RdHR0ZozZ47efvttSVJGRoYKCgq0b98+HT16VE1NTZo3b57t9T09PYqPj1dXV5fefPNN7d69W7m5udq4caO9pgQAAPqZyWq1Wu1dBAAAX8TIkSO1detWLViwQN7e3srLy9OCBQskSefOndOECRNUWVmp+++/X8XFxUpISFBTU5N8fX0lSS+99JLWrl2rS5cuycXFxZ5TAQAA/YAVXwDAgNHT06O9e/eqo6NDZrNZVVVVunbtmmbOnGkbM378eAUFBamyslKSVFlZqUmTJtlCryTFxsbq448/tq0aAwAAYyP4AgAcXk1NjYYNG6YhQ4Zo6dKlys/PV0hIiCwWi1xcXDR8+PA+4319fWWxWCRJFoulT+i9fv36NUf34osv6hvf+IaGDh2qadOm6dSpU/YuCQCAAYfgCwBweMHBwaqurtbJkye1bNkyJScnq66uzt5l3XZ/+MMftGrVKm3atEl//etfFRYWptjYWLW2ttq7NAAABhSCLwDA4bm4uOiee+5ReHi4tmzZorCwMG3fvl1+fn7q6upSe3t7n/EtLS3y8/OTJPn5+d2wy/P14+tjHNW2bduUmpqqRYsWKSQkRC+99JLc3Nz029/+1t6lAQAwoBB8AQADTm9vrzo7OxUeHi5nZ2cdPnzYdq2+vl6NjY0ym82SJLPZrJqamj6rpKWlpfLw8FBISEi/136rurq6VFVV1ef5ZScnJ82cOdP2/DIAALg1g+1dAAAAn2fdunWaNWuWgoKC9MknnygvL08VFRUqKSmRp6enFi9erFWrVmnkyJHy8PBQenq6zGaz7r//fknSww8/rJCQECUmJio7O1sWi0Xr169XWlqahgwZYufZfbb3339fPT09//X55HPnztmpKgAABiaCLwDAobW2tiopKUnNzc3y9PRUaGioSkpK9NBDD0mScnJy5OTkpPnz56uzs1OxsbHasWOH7fWDBg1SYWGhli1bJrPZLHd3dyUnJ2vz5s32mhIAAOhn9PEFAMABdXV1yc3NTa+++qrmzp1rO5+cnKz29nYdPHjQfsUBADDA8IwvAAAOyMXFReHh4X2eX+7t7dXhw4dtzy8DAIBbw63OAAA4qFWrVik5OVlTpkxRRESEfvGLX6ijo0OLFi2yd2kAAAwoBF8AABzU448/rkuXLmnjxo2yWCyaPHmyDh06dMOGVwAA4PPxjC8AAAAAwNB4xhcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGgEXwAAAACAoRF8AQAAAACGRvAFAAAAABgawRcAAAAAYGj/B08q45SrUVFbAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 5 at time 2\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.5)\n", "Extracted surface: 2934 vertices, 5654 faces\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for time_idx in range(3):\n", " print(f\"\\n{'='*50}\")\n", " print(f\"Plotting feature 5 at time {time_idx}\")\n", " print(f\"{'='*50}\")\n", " \n", " fig, ax = plot_3d_labeled_feature(\n", " result_xr, \n", " feature_id=5, \n", " time_idx=time_idx,\n", " threshold=0.5,\n", " sigma=0.5, # Slight smoothing for cleaner surface\n", " alpha=0.7,\n", " cmap='plasma',\n", " elev=25,\n", " azim=-60,\n", " figsize=(12, 8)\n", " )\n", " \n", " if fig is not None:\n", " plt.show()\n", " plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 44, "id": "d3cb5129-2718-4e9a-b777-3d80f9bf7ab9", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 1 at time 5\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.2)\n", "Extracted surface: 11367 vertices, 22190 faces\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 1 at time 6\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.2)\n", "Extracted surface: 13798 vertices, 27170 faces\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "Plotting feature 1 at time 7\n", "==================================================\n", "Applied Gaussian smoothing (sigma=0.2)\n", "Extracted surface: 13880 vertices, 27280 faces\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for time_idx in range(5,8):\n", " print(f\"\\n{'='*50}\")\n", " print(f\"Plotting feature 1 at time {time_idx}\") # also 4 is interested\n", " print(f\"{'='*50}\")\n", " \n", " fig, ax = plot_3d_labeled_feature(\n", " result_xr, \n", " feature_id=1, \n", " time_idx=time_idx,\n", " threshold=0.5,\n", " sigma=0.2, # Slight smoothing for cleaner surface\n", " alpha=0.7,\n", " cmap='plasma',\n", " elev=25,\n", " azim=-60,\n", " figsize=(12, 8)\n", " )\n", " \n", " if fig is not None:\n", " plt.show()\n", " plt.close(fig)" ] }, { "cell_type": "code", "execution_count": null, "id": "517e97cd-713a-4645-9f83-ed53a940c1b6", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python test_ocetrac", "language": "python", "name": "test_ocetrac" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }