{ "cells": [ { "cell_type": "markdown", "id": "182f3f4c-5323-4418-85db-2d99a11de09a", "metadata": {}, "source": [ "# Assimilate more proxies" ] }, { "cell_type": "markdown", "id": "bf48cf47-c86d-4240-ba05-f3dacf8b89cf", "metadata": {}, "source": [ "**Expected time to run through: 45 mins**\n", "\n", "This tutorial demonstrates how to assimilate more proxies than just corals." ] }, { "cell_type": "markdown", "id": "a854ccd3-b948-46f1-8a7f-cb63637addcd", "metadata": {}, "source": [ "## Test data preparation\n", "\n", "To go through this tutorial, please prepare test data following the steps:\n", "1. Download the test case named \"PAGES2k_CCSM4_GISTEMP\" with this [link](https://drive.google.com/drive/folders/1UGn-LNd_tGSjPUKa52E6ffEM-ms2VD-N?usp=sharing).\n", "2. Create a directory named \"testcases\" in the same directory where this notebook sits.\n", "3. Put the unzipped direcotry \"PAGES2k_CCSM4_GISTEMP\" into \"testcases\".\n", "\n", "Below, we first load some useful packages, including our `LMRt`." ] }, { "cell_type": "code", "execution_count": 1, "id": "608d8ed6-1310-4fa7-a319-7e76c6f95019", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import LMRt\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr" ] }, { "cell_type": "markdown", "id": "a3584453-df31-401b-a51a-6a2bfcd00c10", "metadata": {}, "source": [ "## Load and modify configurations" ] }, { "cell_type": "markdown", "id": "28a8fcc0-d9e4-438b-8454-d583140b94c8", "metadata": {}, "source": [ "We will first load the given example YAML file, which is set to reconstruct the temperature field only.\n", "We then modify specific items to set it to assimilate proxy types including:\n", "\n", "+ `coral.d18O`\n", "+ `coral.SrCa`\n", "+ `coral.calc`\n", "+ `tree.MXD`\n", "+ `tree.TRW`\n", "+ `ice.d18O`\n", "+ `ice.dD`\n", "+ `ice.melt`" ] }, { "cell_type": "code", "execution_count": 2, "id": "5bfeeed4-4c78-4406-ae27-bf28f4cbb42c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_configs() >>> loading reconstruction configurations from: ./testcases/PAGES2k_CCSM4_GISTEMP/configs.yml\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_configs() >>> job.configs created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.load_configs() >>> job.configs[\"job_dirpath\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_configs() >>> /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon created\u001b[0m\n", "{'anom_period': [1951, 1980],\n", " 'job_dirpath': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon',\n", " 'job_id': 'LMRt_quickstart',\n", " 'obs_path': {'tas': './data/obs/gistemp1200_ERSSTv4.nc'},\n", " 'obs_varname': {'tas': 'tempanomaly'},\n", " 'prior_path': {'tas': './data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc'},\n", " 'prior_regrid_ntrunc': 42,\n", " 'prior_season': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'prior_varname': {'tas': 'TREFHT'},\n", " 'proxy_frac': 0.75,\n", " 'proxydb_path': './data/proxy/pages2k_dataset.pkl',\n", " 'psm_calib_period': [1850, 2015],\n", " 'ptype_psm': {'coral.SrCa': 'linear',\n", " 'coral.calc': 'linear',\n", " 'coral.d18O': 'linear'},\n", " 'ptype_season': {'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12],\n", " 'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]},\n", " 'recon_loc_rad': 25000,\n", " 'recon_nens': 100,\n", " 'recon_period': [0, 2000],\n", " 'recon_seeds': [0,\n", " 1,\n", " 2,\n", " 3,\n", " 4,\n", " 5,\n", " 6,\n", " 7,\n", " 8,\n", " 9,\n", " 10,\n", " 11,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 16,\n", " 17,\n", " 18,\n", " 19],\n", " 'recon_timescale': 1,\n", " 'recon_vars': 'tas'}\n" ] } ], "source": [ "job = LMRt.ReconJob()\n", "job.load_configs(cfg_path='./testcases/PAGES2k_CCSM4_GISTEMP/configs.yml', verbose=True)" ] }, { "cell_type": "markdown", "id": "a9fd3af8-ea7e-49f4-b4cc-de7cc746e16e", "metadata": {}, "source": [ "We need to modify the `ptype_psm` and `ptype_season` to include more proxy types.\n", "Moreover, we need to modify the `prior_path` and the `prior_varname` in the configurations to include more variables as the prior, as well as `obs_path` and `obs_varname` to include more variables of instrumental observations for the PSM calibration for `tree.TRW`.\n", "We also modify the `job_dirpath` to save the results to a different location." ] }, { "cell_type": "code", "execution_count": 3, "id": "a21a1ca9-2b8d-4bbf-ad1c-acd14500fc43", "metadata": {}, "outputs": [], "source": [ "job.configs['job_dirpath'] = './testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies'\n", "\n", "job.configs['ptype_psm'] = {\n", " 'coral.d18O': 'linear',\n", " 'coral.SrCa': 'linear',\n", " 'coral.calc': 'linear',\n", " 'tree.MXD': 'linear',\n", " 'tree.TRW': 'bilinear', # the PSM for tree-ring width is bivariate linear regression\n", " 'ice.d18O': 'linear',\n", " 'ice.dD': 'linear',\n", " 'ice.melt': 'linear',\n", "}\n", "\n", "job.configs['ptype_season'] = {\n", " 'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", " 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", " 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", " 'tree.MXD': [\n", " [1,2,3,4,5,6,7,8,9,10,11,12],\n", " [6,7,8],\n", " [3,4,5,6,7,8],\n", " [6,7,8,9,10,11],\n", " [-12,1,2],\n", " [-9,-10,-11,-12,1,2],\n", " [-12,1,2,3,4,5]\n", " ], # multiple possible seasonalities\n", " 'tree.TRW': [\n", " [1,2,3,4,5,6,7,8,9,10,11,12],\n", " [6,7,8],\n", " [3,4,5,6,7,8],\n", " [6,7,8,9,10,11],\n", " [-12,1,2],\n", " [-9,-10,-11,-12,1,2],\n", " [-12,1,2,3,4,5]\n", " ], # multiple possible seasonalities\n", " 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", " 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", " 'ice.melt': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], # annual\n", "}\n", "\n", "# we will need the precipitation prior for forwarding the tree.TRW PSM\n", "job.configs['prior_path'] = {\n", " 'tas': './data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc',\n", " 'pr': './data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.PRECT.085001-184912.nc',\n", "}\n", "\n", "# prior_varname indicates the variable names in the given netCDF files of the prior\n", "job.configs['prior_varname'] = {\n", " 'tas': 'TREFHT',\n", " 'pr': 'PRECT',\n", "}\n", "\n", "# we will need the precipitation prior for forwarding the tree.TRW PSM\n", "job.configs['obs_path'] = {\n", " 'tas': './data/obs/gistemp1200_ERSSTv4.nc',\n", " 'pr': './data/obs/GPCC_precip.mon.flux.1x1.v6.nc',\n", "}\n", "\n", "# prior_varname indicates the variable names in the given netCDF files of the obs\n", "job.configs['obs_varname'] = {\n", " 'tas': 'tempanomaly',\n", " 'pr': 'precip',\n", "}" ] }, { "cell_type": "markdown", "id": "a2a18ba1-9791-41f0-ab7a-9f2f34f8ac79", "metadata": {}, "source": [ "## Run the reconstruction using the high-level workflow" ] }, { "cell_type": "code", "execution_count": 4, "id": "8d46869d-2b26-4f8e-8bfa-a9cf997c166e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.load_proxydb() >>> job.configs[\"proxydb_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/proxy/pages2k_dataset.pkl\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_proxydb() >>> 692 records loaded\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_proxydb() >>> job.proxydb created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.filter_proxydb() >>> filtering proxy records according to: ['coral.d18O', 'coral.SrCa', 'coral.calc', 'tree.MXD', 'tree.TRW', 'ice.d18O', 'ice.dD', 'ice.melt']\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.filter_proxydb() >>> 547 records remaining\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_proxydb() >>> seasonalizing proxy records according to: {'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'tree.MXD': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'tree.TRW': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.melt': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]}\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_proxydb() >>> 547 records remaining\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_proxydb() >>> job.proxydb updated\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.load_prior() >>> loading model prior fields from: {'tas': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc', 'pr': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.PRECT.085001-184912.nc'}\u001b[0m\n", "Time axis not overlap with the reference period [1951, 1980]; use its own time period as reference [850.08, 1850.00].\n", "Time axis not overlap with the reference period [1951, 1980]; use its own time period as reference [850.08, 1850.00].\n", "\u001b[1m\u001b[30mLMRt: job.load_prior() >>> raw prior\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc\n", " Shape: time:12000, lat:96, lon:144\n", "\n", " Name: pr\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.PRECT.085001-184912.nc\n", " Shape: time:12000, lat:96, lon:144\n", "\u001b[1m\u001b[32mLMRt: job.load_prior() >>> job.prior created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.load_obs() >>> loading instrumental observation fields from: {'tas': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/obs/gistemp1200_ERSSTv4.nc', 'pr': '/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/obs/GPCC_precip.mon.flux.1x1.v6.nc'}\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_obs() >>> job.obs created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"seasonalized_prior_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/seasonalized_prior.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"seasonalized_obs_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/seasonalized_obs.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"prior_loc_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/prior_loc.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"obs_loc_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/obs_loc.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"calibed_psm_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/calibed_psm.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> job.configs[\"ptype_season\"] = {'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'tree.MXD': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'tree.TRW': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.melt': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [6, 7, 8]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/fzhu/Github/LMRt/LMRt/utils.py:258: RuntimeWarning: Mean of empty slice\n", " tmp = np.nanmean(var[inds, ...], axis=0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [3, 4, 5, 6, 7, 8]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [6, 7, 8, 9, 10, 11]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [-12, 1, 2]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [-9, -10, -11, -12, 1, 2]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from prior with season: [-12, 1, 2, 3, 4, 5]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 2%|▏ | 12/547 [00:00<00:04, 113.20it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.seasonalize_ds_for_psm() >>> job.seasonalized_prior created\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 100%|██████████| 547/547 [00:04<00:00, 116.03it/s]\n", "Searching nearest location: 100%|██████████| 547/547 [00:04<00:00, 116.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.find_nearest_loc() >>> job.proxydb.prior_lat_idx & job.proxydb.prior_lon_idx created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.get_var_from_ds() >>> job.proxydb.records[pid].prior_time & job.proxydb.records[pid].prior_value created\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> job.configs[\"ptype_season\"] = {'coral.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.SrCa': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'coral.calc': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'tree.MXD': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'tree.TRW': [[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [6, 7, 8], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11], [-12, 1, 2], [-9, -10, -11, -12, 1, 2], [-12, 1, 2, 3, 4, 5]], 'ice.d18O': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.dD': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], 'ice.melt': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [6, 7, 8]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [3, 4, 5, 6, 7, 8]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [6, 7, 8, 9, 10, 11]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [-12, 1, 2]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [-9, -10, -11, -12, 1, 2]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.seasonalize_ds_for_psm() >>> Seasonalizing variables from obs with season: [-12, 1, 2, 3, 4, 5]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 2%|▏ | 11/547 [00:00<00:05, 101.93it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.seasonalize_ds_for_psm() >>> job.seasonalized_obs created\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 100%|██████████| 547/547 [00:05<00:00, 95.47it/s] \n", "Searching nearest location: 100%|██████████| 547/547 [00:23<00:00, 23.42it/s]\n", "Calibrating PSM: 0%| | 0/547 [00:00>> job.proxydb.obs_lat_idx & job.proxydb.obs_lon_idx created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.get_var_from_ds() >>> job.proxydb.records[pid].obs_time & job.proxydb.records[pid].obs_value created\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.init_psm() >>> job.proxydb.records[pid].psm initialized\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> PSM calibration period: [1850, 2015]\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calibrating PSM: 48%|████▊ | 264/547 [01:42<01:21, 3.46it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The number of overlapped data points is 0 < 25. Skipping ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calibrating PSM: 100%|██████████| 547/547 [03:35<00:00, 2.53it/s]\n", "Forwarding PSM: 4%|▎ | 20/547 [00:00<00:02, 198.35it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.calib_psm() >>> job.proxydb.records[pid].psm calibrated\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.proxydb.calib_psm() >>> job.proxydb.calibed created\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Forwarding PSM: 100%|██████████| 547/547 [00:02<00:00, 225.47it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.forward_psm() >>> job.proxydb.records[pid].psm forwarded\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: job.seasonalize_prior() >>> seasonalized prior w/ season [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc\n", " Shape: time:999, lat:96, lon:144\n", "\n", " Name: pr\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.PRECT.085001-184912.nc\n", " Shape: time:999, lat:96, lon:144\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_ds_for_psm() >>> job.prior updated\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: job.regrid_prior() >>> regridded prior\u001b[0m\n", "Dataset Overview\n", "-----------------------\n", "\n", " Name: tas\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.TREFHT.085001-184912.nc\n", " Shape: time:999, lat:42, lon:63\n", "\n", " Name: pr\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/prior/b.e11.BLMTRC5CN.f19_g16.001.cam.h0.PRECT.085001-184912.nc\n", " Shape: time:999, lat:42, lon:63\n", "\u001b[1m\u001b[32mLMRt: job.regrid_prior() >>> job.prior updated\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.prepare() >>> Prepration data saved to: ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job.pkl\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.prepare() >>> job.configs[\"precalc\"][\"prep_savepath\"] = ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job.pkl\u001b[0m\n", "CPU times: user 8min 39s, sys: 16.5 s, total: 8min 56s\n", "Wall time: 8min 56s\n" ] } ], "source": [ "%%time\n", "job.prepare(verbose=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "01a9ac90-5107-4653-8c43-6cf495982ac2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs[\"recon_seeds\"] = [0]\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs[\"save_settings\"] = {'compress_dict': {'zlib': True, 'least_significant_digit': 1}, 'output_geo_mean': False, 'target_lats': [], 'target_lons': [], 'output_full_ens': False, 'dtype': 32}\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> job.configs saved to: ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job_configs.yml\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> seed: 0 | max: 0\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 0%| | 2/2001 [00:00<01:58, 16.88it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.run() >>> randomized indices for prior and proxies saved to: ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job_r00_idx.pkl\u001b[0m\n", "Proxy Database Overview\n", "-----------------------\n", " Source: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/data/proxy/pages2k_dataset.pkl\n", " Size: 406\n", "Proxy types: {'tree.TRW': 263, 'tree.MXD': 45, 'coral.calc': 5, 'coral.d18O': 49, 'coral.SrCa': 17, 'ice.d18O': 19, 'ice.dD': 7, 'ice.melt': 1}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 100%|██████████| 2001/2001 [38:21<00:00, 1.15s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.save_recon() >>> Reconstructed fields saved to: ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job_r00_recon.nc\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> DONE!\u001b[0m\n", "CPU times: user 8h 57min 58s, sys: 39min 17s, total: 9h 37min 16s\n", "Wall time: 39min 18s\n" ] } ], "source": [ "%%time\n", "job.run(recon_seeds=np.arange(1), verbose=True)" ] }, { "cell_type": "markdown", "id": "02440a5d-ddac-4637-b430-f9e219d3c7ef", "metadata": {}, "source": [ "Once done, we will get the struture below in the \"recon_top\" directory:\n", "```\n", ".\n", "├── calibed_psm.pkl\n", "├── job_configs.yml\n", "├── job_r00_idx.pkl\n", "├── job_r00_recon.nc\n", "├── job.pkl\n", "├── obs_loc.pkl\n", "├── prior_loc.pkl\n", "├── seasonalized_obs.pkl\n", "└── seasonalized_prior.pkl\n", "```\n", "\n", "We now do a quick preview of the results below.\n", "For more details of the visualization of the results, please move on to the tutorial regarding visualizations." ] }, { "cell_type": "markdown", "id": "cf87edac-a39d-4021-b7c5-86bf54751406", "metadata": {}, "source": [ "## A quick preview of the results" ] }, { "cell_type": "code", "execution_count": 6, "id": "8189d4ea-1259-42d3-a7e8-cec524a72fb7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recon_paths: ['./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job_r00_recon.nc']\n", "idx_paths: ['./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job_r00_idx.pkl']\n", "job_path: ./testcases/PAGES2k_CCSM4_GISTEMP/recon_more_proxies/job.pkl\n" ] } ], "source": [ "# create the res object for reconstruction results\n", "res = LMRt.ReconRes(job.configs['job_dirpath'], verbose=True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "d87c2b0f-b71d-49d5-936d-c588f2be17ff", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[30mLMRt: res.get_var() >>> loading variable: tas\u001b[0m\n", "\u001b[1m\u001b[30mLMRt: res.get_var() >>> loading variable: nino3.4\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: res.get_var() >>> res.vars filled w/ varnames: ['tas', 'nino3.4'] and ['year', 'lat', 'lon']\u001b[0m\n" ] } ], "source": [ "# get the varialbes from the recon_paths\n", "res.get_vars(['tas', 'nino3.4'], verbose=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "a8c92f67-d0cb-4c3e-98e2-13e76ccf4e89", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/fzhu/Github/LMRt/LMRt/visual.py:218: MatplotlibDeprecationWarning: The 'extend' parameter to Colorbar has no effect because it is overridden by the mappable; it is deprecated since 3.3 and will be removed two minor releases later.\n", " cbar = fig.colorbar(im, ax=ax, orientation=cbar_orientation, pad=cbar_pad, aspect=cbar_aspect, extend=extend,\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvsAAAFOCAYAAAAYbtIVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydZVQbWxdAd3B3KRRaqFJ3gSp1d3d3e3V3d3d3d3d3gbrSllJoizskkHw/0oQEAgSpvPdlr8VqMz6TycyeM+eeK5BIJBI0aNCgQYMGDRo0aNDwn0PrT2+ABg0aNGjQoEGDBg0afg0a2degQYMGDRo0aNCg4T+KRvY1aNCgQYMGDRo0aPiPopF9DRo0aNCgQYMGDRr+o2hkX4MGDRo0aNCgQYOG/yga2degQYMGDRo0aNCg4T+KRvY1aNCgQYMGDRo0aPiPovOnN0DD/wcREREEBAT86c3QoEGDhr8aBwcHzMzM/vRmaNCg4T+ERvY1/BISEhK4f/8+Fy5c4Ny5c9y/f5/ExMQ/vVkaNGjQ8Fejra1NhQoVqFOnDnXq1KFcuXLo6Ghu1Ro0aMg8Ak0Puhqyi4iICM6ePcuRI0c4c/o04RERWJiZ4lmxNLUrlaNQXhcEAsGf3kwNGjRo+CuRSCS8+vCJC7cecPnOI8IjozA3M6N+gwY0b96c+vXrY2pq+qc3U4MGDf8yNLKvIUsEBgZy9OhRDh8+zOXLlxEKhZQolJ+mNStTt0oFyhZ100SlNGjQoCGDJCQk8PD5a87duMexSzfxfvUOPT09atasSfPmzWnWrBm2trZ/ejM1aNDwL0Aj+xoyTHh4OEeOHGHPnj1cunQJgCplS9C0ZmWa1KyCi5PDH95CDRo0aPhv8ckvgOOXbnD04g1uPPRGIBBQs2ZNOnToQLNmzTA3N//Tm6hBQ7bj5+fHoEGD8PT0ZOjQoX96c/61aGRfg1rExcVx/Phxdu/ezZkzZxCJRFQpX5q2jevRon5NbK2t/vQm/nEE8VF/ehM0aPirkeib/OlNyHZkt9DfmaIYGBzC4TOX2HfiLDfuP0ZXV5f69evToUMHmjRpgoGBwW/bFg0afhV+fn54enri+/4DQiTMnTuXMWPG/OnN+leikX0NqSKRSLh79y5bt25l3769hIdHULZUcdo2bUSrJg3I6ZDjT2/iH0dLQfA1sq9BQ/rIhF+cTPx9/fzxfvGSH4FBRERFkZCQSEJCInp6upgYGxESGk5YeDha2toY6Ouhr6eHgb4+Bgb6GOjro6+vj5GhIeZmJpibmeHs6IC1lWWWJDwhIYEbdx9w6fotEhIT0dbSIlEs5tT5y3wPDCQuPp64uHhA2rBWR0cbHW0ddHS00dXRQUdH+n8DAwMc7GxxdMhBzhz2OOawxyGHHTlz5MDRwR5Hezv09PQytY1+/gEcOnGGfcdO8vDJUyzMzWnTti3dunWjYsWKmnZSGv6VyET/2/uPNMaeN0TzmHCN8GcSjexrSMGXL1/YsWMHW7du5d27dzg7OtCxdXM6tW5Ogbyuf3rz/ipksq8RfQ0a0kYoFPHa5zOBoWEEh4bjExDMvuNnCY+KRk9fj3cfPsqnNTUxRldXFx1tbWLj4oiJjcPKwhxzczOQSIiLjyc+XkhcfDyxcfEkJCSkut7ypUtw/sAOAn4E8v1HEKHh4YRHRJKQkCCPyud2zklel9wcPnmWF2/ektvJiTwuueg6cLh8ObmdcqKlpUViYiK5nXNSv5YnhgYG6OvpoaUlkD6cJCb8/DeRhIQEzl2+xo27D9Q6Pke2r6dh7RophkskEhISEtDV1U13GW/e+7DzwBF2HTyCn/838ufPT7du3ejcuTPOzs5qbYcGDX+a5KJvhi4SJDwkXCP8mUQj+xoAaQTr1KlTrFu3jrNnz2JgYECzxg3o0r4t1atUQmCgugKEQBj9m7dUYd3xf27d8Oui+hKJhKDQMPx/BJHLwR5Lc03N7f8nFFNd/gsPkS/e+RATG8/kZRs4f/O+fLiRoQF1q1TALU8u3n/5zt0nT1m7aA41qnigra0tn06dNJnExETi0OHFqzdUrt1AaZyuri4ikUitbdXV1aVoYTf8vvoTGBSscprNa5bTsW1rtZZnkdOV2Ng4taYFqFe7Jk0b1ufBo8f4+n3F18+PL35fiY2Nw8jIEAtzcyzMzSlSyA33CuXo26OrygIIiYmJXL1xix1793P0xGni4+OpW7cuffv2pWHDhpqiCRr+WlSJvgyN8Gcejez/n/Pp0yc2btzIpk2b+PbtG2XKlKZHt240a9UmzY5ddCXKkbTExER+BAby48cP6V9gIA45HNDV1eXZs2eYmplSyM2NkiVKyG80WX1QEMRH8/z1W9r0HMB7n09UKFOSe4+80NLSQiKRIJFI2L9pNc0a1MnSelJDK5tELOBHIHcfP+XWQy/uPPLm5bsPREZJj42xkSEj+nRl0tC+v+x1/H9BKH8lfyLPXKxvkm3nV0bI7nNh6dZ9jJizQuU4Zwd7ShXOT9mibrjlzU1iohiRQAeRKAFDc0v0dHUpXbwoTo7qNfiX6Buzefsu+g8bKR9WvUolrt64Jf/sdfsqFhYWmJuZoquri0AgQCKR8P6DD6/evMOjYnly2NsBEBERyRe/r3z28+PSlWucOHOOz75fOL5/F3VrpYzAq0IkEvHm3XsSEhIwNDTEyNCQeKGQb9+/ExDwHf9v3zAwMKBY4UJcvXGTaXMWAFCiWFFcc+fC2Sknzk45sTA3JyIyksCgIOYtXi5f/oljR6hds2aa2xAREcGBQ4fZvHUrjx49xsHBgZ49e9KzZ09cXFzU2g8NGn4HaYm+DI3wZw6N7P8fkpiYyKlTp1i1ahUXLlzA1NSUtu3a0a1bd/IXKZ5iep8PH/jo854vvl948fQJz54+Zcy4cXg9ecKbN2+QSCT4+Pjg7eWlcn3JI2thQT8y1YBM8eFAFtXfvv8wvYaOTnWeIb27sXD6xAyvSx2yQ8Z+BIXgWDZJHNo1qUfxQgXJ75oLe1trjp2/wqJ125g9Ziij+3fP8vpSQyP8qvndop88j13G7xb/7DofOgyfwr5Tl6hduTzzRvXn9uPnHDl/lUcv3hAWkf46CuXLg/eN8+lOFxMTy8u37xg1bS7vPvjQuVMnFi1ZCoC+vj59evWkfbu2lC5VKqu79Evx8vYml7MzVlbKBQ8MTJQDL0WLFGHBvLlUr1aVBK3003tkeHt5sXXrFvbt3UtUVBS1a9dm4MCBNGzYUOltigYNvxt1RF+GRvgzjkb2/48IDg5m06ZNrFq1Cl9fX0qVKUu3Hj2p07g5RsbGAMQmiOXTJ8REMW3CGA7s3glIG6Ap9oJrZm5OiRIlefniBcHBQUrrypUrN76+nwHQ0tJCLE5abmxkeIaj1KpEX8b2/YfpP3IC7Vs0oWzJYhR1K0gOe1sc7e0xMjLM0Hp+NxKJhG6DRrDn8HGGD+hNmyYNKZDPFRNjY+Li4nn55h312nYBoGKZUuRxyUXdGtWoU71KttycNW0OUie1hqS/fr3GKYb97pS15OeFUChCW1srxTl3/uZ9hs5YQqMalXDOYUc+F2cKuDjjkjMHOjo6bDt8msnLNuD3LRAbSwtyOdrx+MVbdiycTIs61fD1/86bj77sPHqWg+euKi27aIE8HFk9B9d8BQHl7yEhIYF85arh/+07AMZGRkTHxAAwf+ZUBvfrzegpszhw8BDfvn+Xz/flow+2tjbZe7B+A8NHjmL12nXo6ekhFAqp4enJ/j27MDExQSSQvimNTVD/Vh4dHc3xI4fYunkTTx49JFeuXAwcOJCePXtibW39q3ZDgwaVZET0ZWiEP2NoZP//gMePH7NixQr27N2LRCKhcfOWdO3ZhwLFpVGuWJFYaXpDXS0AerVrwZP795gwfRaetetgZ5+D+Lg4Xj5/ysN7d3nm7cXb16949+a1fN4hI8cgEAiIiozEzMQYY2NjzE1NcHNzo2y5clgaZ64knEz2/3Se/q8gKDiEweOmcPT0efnDlIGBvrzKB4C+nh6uuZ15/e4DAM6ODry+e1mtRntpoZF91fxp0ZfoKQt/Wg+7vxKt+Ch2Hz1Fl2ET5MM2zBpLj1aNACjdtBver9+rnLdP26YcvXCdHyGhAOSwscLAQJ9PfgEATBncg+Ju+bC2MMfY0IC3n77QcfhU+fw9WjViw6yxgPIbFrG+CQkJCRSrUocPn3zlw7etWkylqlVZunItT5+/4MnT50RGRiIQCHB2dqZ+3TrMmTUTIyOjbDk2f4orV6/Rul17cjo6Mn7sGJq2aoO2traS7CsGbdLD+/Ejtm1az4kjhxAIBHRo357BgwdT6i9/C6Lhv0FmRF+GRvjVRyP7/1ESExM5ceIE8xcs4M7t29g75qRNl57UbN4eC2tpZCtSmBSlN9VLitiZG+jw6cM7mlcrT363wpy4dofvAf5cvXCOl8+8uXDqBCHBQejq6SESCpXW+/SDL+YWlgAY6mj9/DdzueaydgHZLTp/IhdaHSIio3jj84k3Hz6xdud+7j5+muq0Xdu1YsOSuVlep6Z0aEqSi2XWlpUySp/uPD9FXxaxBeU2Mhlt66LubyYsPAL/b9+RIOHzl68UyOtKPlcXOvUfxv6jJ5O2RVcH7+PbKZgnF0KhiFHzV7Fyx0G1t0dbSwszU2OiomMRJauiY2tlQWBImNKwprWqsGPBZIwsk3qLlX0vx85coHWP/gDcPnMYQ0MDSlVPaqBbpXJl2rdri7NLHqysrLC0ssLS0hJjY+N/dUnKF8+fM2niBC5cuEDevHkZ+s8/1GnYBCsraVReJvvJpT95YEeRkOAgju7Zwf7tm/ju/xV3Dw9GjxpFkyZN0NLS+nU7o+H/lqyIvgyN8KuHRvb/Y8TGxrJt2zYWLlrEh/fvKVymAs269sWtoifaChUYwuMTMNdP+mxmIP2Rmeppc+/aJcb0bCcfV7l2A25fPocAyJ03Px7Va+Lz7jW3r1xKsf7PwZHy/8tkXxF1xf9XiL6i2EokEr5++0HAj0CCQsJwdc6JW76/p6zonFUbOXPlJp++fOVbYLBSGhTAl6d3sbGyREtLK0vSopF9ZTIi+lkR+bRQlHxVJG8cr4qMPBCIRCJWrN3IrAWLiIpKmi+XU04e37rKhMlTWLdtt9I8j45uwdXJARMjQ3lqj1gsJi5eyGufzzx49opX7z+x7/QlFo8fQmBwKNcfenPx1n0io2Ply2nfuDadm9ZDAJgYG1HCLR9mpWqn2MYZw3ozvn9Xpe/H50cYBcpXB6Bt88bMGj+KXE6OXHvozbGTZ3j+8hXPXrwiOCRE5X6/ff8eBwdHtY/T38iTJ4+ZN28Bp04ckw+rU68+KzfvQF9fP0n6f0p+eJzyuaMY8JGRmJDA/avnObptHS8f3SNvvnyMGjmSLl26YGj4d6dFavj3kB2iL0Mj/Omjkf3/CIGBgaxevZqly1cQHhZKyWp1qdWxN+YuRVKdx8pY2olLcun//tWXXrXLy4e5FChE847dqdWkFcam0hKcEomEYN/3BH7/hku+/LjkckYgECgJvirZTwvZg4CqKGZmRD8wKJhn3k/49iOI0PAIwkKCCA2P5O2nLzx89pqg0DD5tKUKF+Dhkc0ZXkdGkUgkxAuFREXHEh0bh6W5KTra2tz1esGtR0/x+/4DLYEWh85dJTI6hkY1KlGjsgd5XZyp37l/qst1zGFPu+aN6dmpHfnzuGRom7LypiMyKpqQsHC0tLTQ09XF0twMPb20L9p/60NFRiP66sq+OoIvI7noK6ZmqHpQVkf8IXX5j4uLo0WHrly5fpN+vbpTy7Maew8c5uqNm/wIDGJI/z5ERUVhY2ONWBhPnty5aN2kIVt27GD0rMXo6OjQv1NrZo8dimGyRvfeXk+4cPM+/j+COHH5Jh9/pu+khbODHUEh4cTGS1PY+rZrRmhEJO4li5AoFhMcFk5IWCQm5ubo6ugwd9Um+bwe5cpw9fg+pe9FrGvEnHnzmT5zltJ6SpQsxb4jx0hMTCQ2JhahMB6hUEiCSISunh5GRsbSqj0WFmodX1Vk9o1mRolNkDBnxjSWLJwvH7Z6yw4aNmmmFNmPFYnlsi+T/Ii4pMIJ4fEpz6WPL55wcdcGvK6dw9zCkmFDBjNgwABsbW1TTKtBg7pkp+jL0Ah/2mhk/19OQEAAc+fOZc26dUgQULRmc0o17oyFgzPhscq1pc0Nk35Q1iZJvTXKpB+SxP+H32cCPvuQ09ERV7ci8uhx8nQfGbI8fyBTwq94Y8xMVN/PP4D7j73xev6Spy9e4f38BV+//VBr3QKBgKUThjKocyu1pleX0PAIbj56yie/AMIiogiLjOL8zXu8fP9JPo22tjYCASQkJGJhZkJe55yIJRIK53NlwZiB2NtIq3LIRDQiQUCvYWNwtLeneBE3eYnRZ6/esGrTdgQCAT6PbmSod+PMyP7567cZNHE2Pr5+Sg2w9fR0KV6oAOVLFKVciaI0qV2dkPAIbK0sMTFOypX+24Q/s6KfEZGH9KP2oH5Dy4y+JVNFYGAQzq55AMiVKxd+ftLvs5KHB/Z2duw/eJBCbm78+PGd4J+592amJkREpvz+LM3NMDYyZNzAXvTt1JqhU+ayatte6TwmxpQuXABdPV0u3X5ILgd7LMxM+OD7lcjoGPkyrC3MCQ4Lx0BfH2NDAwwN9ImNiyMsMgp9XT2MDA3Q0dEiJjaeqJgYxGLpsXIvV5rFMyZRpkQxJdmXfT9f/Pw4feES586e5dq1a0RHqXf+OTk7U6JkaUqVLk3J0mXwqFwlwzXqf4f037n/iCED+hAeHk6Avz8AFStVpu+wUVSsUg2BQKAU3Y8UJspFXyb5IdHSlMzgKGGK5YcFfOHxie28uHgULQH079eXMWPG4OCgXllUDRpk/ArRl6ER/tTRyP6/FLnkr12HRFuXvLXakqdGa/RMzFOdx9pEH1BP+iFlxF+GKuFPTfbTQlVOf0ai+qcuXGbrnoM8eOItr8qRFjntbSnomov8Ls4UcHUmX24nCrhI/81qTqpEIuH+05fsOXGB0IhIXrz7iNerd0gkEgz09bA0M8XCzJQCrs40q10VU2MjDPX1efziDZZmplQuW4Ii+V1T3Q5VDUYlEgmf/b5y+/4jrt66w57DxzE2MuLJldM4/KwV/it48uwFlRu2Iq9LLsYOHYBYLCbg+w8SEhL5GvCNx0+f4/3iFSKRCPeypbnz8DEgrZji4uTAJz9/diyYTNNaVX7ZNmaE3yH6mamYkl2oemOmyN79+3n69BlaWlrkzZuXBvXqYW9vx+Ch/7BpyxaGDBqIvr4+375/56m3F0+8n6VYhmMOe+xsrPF6/hKA13cvk8PWlmadenD1jrQH2VyO9kwe1IO7Xs/ZuP8EW+dNpNuYmfJlmBgZEhMbR7GCeSnulo9nbz7g9epdinXlsLXGytwUQ319ImJi+fYjiMjoGFycnVi9YCa1qlVW+R3JvoOEhATuP/Li48cPaOsZYGRkjJ6+Hjo6uvIywTExMYQEB/H8qRfeTx7z3MuLqKhIypSvQJeeffCoUg07e3s1j7/itfHXiL/ieeX/I5Bb168xYeQwwkKlD2jP/IJIQHrdlsk+SCP7qmQ/PFZEcFQ8yRFGheNz+QAfLu5DkCiif7++jB07ViP9GtTiV4q+DI3wq0Yj+/8y/P395ZKPth45KrUkh3tzdAxTSoqBkfSHZP5T6GWyD6qFX1WEX0Z2y76qG6A6oh8SGsb5qzc4c/EK+4+doohbAWLj4ggPDycyKobYuDi0tLQoW7QgVcqWpHB+Vwrnc8EtT27MTDKeY60OT16+pd+k+Tx8/hpnBztyO+YgT66cVCtfiurlS+HilPUboUxI47X02brnIJdu3OLuwyfyh5xCBfJRp3oVhvbtoXYnRJnl249A2vYayJ0Hj7GytCBEIR1Kka7tWpErpyMzFi1PMW5kzw7MGz3gl26nOmQldSej+feZrZaSFdL6nUkkEo4cPUZAQAAxsbGEh4djaGiIg4MDri4uPHr0mJOnT+EfEAAIMDQw4M3bt+mu08HeDu9rZ7EwN5P2Bh0cQkxYEG36jcDrpbRfDoFAwPzRAxg1b5XSvPldnPH58pXERDEmRgY42lhjY2mOkYE+ieJE8jo5YmNhRnhUNCExcQSFhqOro8PbT374+PqRz8WZl3euSPdPxXeV2e9DLBZz99ZNZkwax8tn0obzFStXoe+goXjWqqN2u5lfLf6yfYpNEPP+7RtqupeVj7OwsmbVzoMULl5SKbqvKPsy0QcIjoonPEpIXEzK3ocTYqP4ducI324dQksiol9fjfRrSJ+iRYvy+cXrXyb6MhSFf//+/bRurV6P1/9lNLL/LyE0NJRZs2axbPmKn5LfihwezdAxUF/yM5LGkxzFBrzyadVI40mN5FH99ER/z+HjdB04XJ4yYmFuRlh4BNaWFgSHhuGW15Wa7qWp4V6G6uVLYWFmmu42qItIlMDhC9d46+PLx68BiEQJ6OnqoKOjTXhkNAfOXAbg+Lr51K9aMVsrVyTv1Gn9roMMmDBTaVjpooUY1a8bn78GkJCQiJWFOdaW5jjY2+JeuoSSiDx/856rdx7glMOeHHY2CAQC7GyscHXOmbHtkkg4eek6tx484VtgEJFR0QgQULuqO0UK5sPI0IBSRdwQCASIRCLuPH6K79cAoqJjqOtegjwZXN+vIrOVdzIa3f8bIvug/DsLDg4mZ+6kRumuri5ERUYRHBKSokF40SJFaNe2DQXyF6BN+/Y453TExsYaT48K1KjigWvuXFiYmWJhboauri4hoWHcefgYHW1tKlUoi5mOdL+jY2JYunYz4ZFRFC2Yl4AfQbz2+Yy9tRWHzl3hW2CIPF9fV0cHU2NDDPR0sTQ3JSo6lth4IWKxGIFAQA5rSwrkzklEnAifL1+xsTRnUPdOvPb5hJGBAWZW1thYW1G5anXsftbWVxXpz+hDWOCPH9y4comtG9bh/eQRBQsVps/AITRp2Ro9Pb1055d+J1mrVJYWisIvkUhwsVHukOvxlxAi4hNTpPLIZB+QR/bDf36OixERF50yvScxLprAh8cIvH8UQaKQoUMGM2HCBCwtLbN9vzT8+zEzM6N4lA6lBalnIGQXEomEdRJf5i5ayPDhw3/5+v52NLL/lxMfH8/q1auZOm06UTFx2FZogbNnmyxLvjqCLyMjUf20UJXLn1z2FUU/IjKSUxeucPjkWY6dkfai6ZY/L3p6ejx7+RpTE2O6tGxM7w4tKZo7/Rz1oJAwrj/0RltLi4KuucibKye6ujpIJBJCwiKwtkx5AUpMTKTTyOnsP30JO2tLXJ0cMNDXQyhKQCRKwNzUGEtzM0oVLsDYvp3VOg7qkFrPrUKhiOMXrvDuky9X7zzg0s178nGmJsbo6eoSGh4hl7VmdWvg6VEeEyNDjAwNGDJlLkEhYSj+7AUCAZ2aN2Tp1DGYZ/AhScelZIphO5bNpn3TBikn5t+fq688b/qir0ou4fdIf2qSr8gLr4c0b9cZU1NTHt+SRsRjY2Px//YdYXw88UIhz1++oueAofJ5alavSp2annTt2I73r15QrJAbhoYGeD1/ia21FeNnzmfP4ePy6U2MjXl15SgOdrYsXr2e0fNXJ22Xrg4iUQI57W35+j2QcsUKMaZvJ+LCw/j6I5hNR87h++0H/ifWM3/nMebuOCqdT0ebPI72VC5RiC2nriAWi9HW1kZLIEhRzhOkbxvatGzO9IljMTAwyBbpl0gk3Lt9i3Url3L5/DkcHHPSa8Ag2nbsgqmZWbrz/8oov6LwVy9fko8fPsjH7ThxkaKlyqSI7quSfUAe3ZfJvjA25fFNjI8m+PExQh4dxcjQgOlTJzNgwAD09fVTTKvh/xczMzNKROlQ6jfIPsBa8WeN7P9EI/t/KRKJhP379zNq9Bi+fPmCZdE6OHp2wtQ+pdSqkvysCr4iGYnqp0ZGRF8SG8mO/YcZMm4qsXFx5M/rylf/b8TESkv2lSlRjD7tm9OuSX2MjQzTFciY2DjmrN3Ogk27EYmUb1Q+lw8yedkGdh47x46Fk6lYsgjBoRHECYVYmJqw9fBplm8/wL5lM2hRp1qKZacm5b+LV+99eOj9gka1qmFpLhUMsVjM01dvadB1AJFRMYjFYuJ/9oeQw9aGB6f2oK2lzbdAaa/Hdx55M2TKXBZOHMHg7h3UWu+9J89YuG4rx85fRiyWoKOtjZ6eLjo6OniUKUGh/HlxsLPBwc6GHLa2OFoYkTtnDgwN/q6bf1Zr6v9twq9OxR7Fhu9isRib3PkZOWQg40elvCFu372PURMmExYeAUD+fHn54PNRKfJvamJMhdIluXj9lsptEggEeJ8/SAHX3BjkS0orGdy5FUsmDMXVsyVfAn5gamxETFwc80cPZHCLOtToM5abT17QrUF11o3tS8kuI8nv7MDGcf254f2KDlOWES8UUSCXI6dXzcTIQJ81B06yeMcRomPjVG6LZ2UPZk2bRMnixdDW1k73u1E33erNq5esXb6UY4f2o29gwMBhIxg0fFS68/2OtJ7Rw4exddMG+bA6TZozbdEqDAwN8YuIV5J9SJmzr0r242JSRvkBEmJCCX24n8jXl3B2dmbB/Hm0adPmX92ngYbsQyP7fw6N7P+F3L9/n/4DBvL40UNM8pTHvnJXTJ1cMUjWgFZR8pNH8TOappMa6UX1IXOyr0r0o6Nj6D9kGGcvXSU8IpJu7VvRv1sn+owYx3ufz7Rv0YTendtRpqCLdJ50JD8sIpK9py6xYMMu/H8EMaZPJ9o3qs2a3YdZ8bMToKIF8vD8rU+qy9DW1uafbm1T5Jf/TsnPjmi4SJRAVEwMBvr6KYS7y6gZ7Dp+jj1LptGmQU3e+Phy7cET2jWshamxEV+/ByIUiXB1ckQsFuPr/52+k+bh9eo94/p1xtrSnG8/ggkIlP59C0z6f3RMUk11exsrbu5d8/ek8EgkRIgEGBroo6urm+kOtDJaglOdijzZgTodcb15957iFaowqG8vpo4fg6lp0jG4cv0m9Zq1xtzMjPx587B1/Sry583Dh4+f2LJjF4XdCpI3pz3nr97g0IkzNK1fB21tLWYtXglATgd7Bvbqyop1WxCKROxbvYCNu/ax9+RFAGwsLejfoTkNq3vw2f8bO4+d5eSV20gkEkyNDImMiaVL/WosGtIFM2Mj+s9fz/EbDzm7dALF8ubmy/dg5mw/QvnCeenW0BMALSNT4oUiFm0/xJS1OwHQ0damWKH8RMfE8umLP0KRCFtrKxrWq0vXju3wqFieBG0DeZ8VWZH+gK9fWTRnBkcO7OPR6w/yDgbTk91fmdYTGhVLLntrpWE6urqcufcMXTNrldF9VbIPEBctVJL9+MgwlesUJEQRcncHMb6PKFO2HKtXraR8+fIqp9Xw/4NG9v8cGtn/iwgMDGTMmDFs2bIFPWsXrD26Y5mvFHqGOkqin1zysyr44cGBhHwPQNfAAFF8PEEBfoQGfqdwWXcKFykKpC76aaEqj1/xpqYo+oL4aPqNGM/m3fsBOL5zE3VrVKVT/2GcOn+Zm6cPUdw1qQOctAT46r3HbDpwksPnryIUJdC4RiXmjRqAvp4u5Vr0Uqqvr8j4fl3wKF0MR3sbDPT0ufbgCVOXb2LXoql4ViwN/PskXx2a9BvNrUdPubB1GWERUbQaPIHwyChMjY3Q19OTHy97Gyv0dHX4EiAtaVrQNRcvz+5OY8kQGRVDQGAQX78H0XfSPAJDwujesiEDOrYgX24nEhMTCY+MJjxSWprUyMAAZwc7jAwN0lxuVhCLxWw8cILdx89z6/EzxGIxBfO4sHLBTKp5VMz29Un0jZFIJBw/fZbdB47i4JCD0qVL0bJtB3R1f00jtfREX9Ye5qPvF2o2b4+f/ze0tbUpX7oEY4cOQF9Pj3ptusint7QwJ5eTIy/fvEckEnHv/DFKFVPdh4fX85eUr92EUsWKcO/8McK+f6XdwNHcfPCY3Yun4lmhNGdv3OPE5ZucuXaXiKhoPCuURk9Pl7PX7+Lm4szbz34Y6OsRExePhYkx3Rt50r1GWbrM28THb0H0qFcJbS0tRrSqg4VJUklXLVOpXGsZmbL56Hm0tARUq+JB3lzSB8w49Hjw9AWnLl3nyPkrfPj4mSKF3Hjz7j15XV0YNGgQHdu3w9DQMNONeb/6fcGzfCkQCDAwMERHR5ta9RpQp35DKlfzxCCVjql+ZZTf73sgLZs05OXz5/JhAoGAKrXq0v2fCdi45CciTsTHkJg0G+nKZB8gLkZIfGQY8VGqOy3TN7Ei/vsbwh/tRRTuR4/u3Zk7d66mRv//MRrZ/3NoZP8vIDExkbVr1zJ23Hhi4hMwLd4cq1JNMDQxRM9QesMxMNbLkOSnJ/gxkRE8uHyGW2eO8vLhbSTJGuTJIlGeTVvT9Z8J5M6ZJNoZlX11RB/gzoPHVGvSBoD8eV0pXbwoR06dRSgUcePQNtzLlJDOk4YEL9myl5FzV1LAxZnuLRvSqWk9HO2ljfMOnLlMu2GTMTI0wFBfn4dHNtFpxDRuPX6G1/FtFCuYN9XlZjXdIz3+ZE+23wKDqdK+Pz5f/BEIBNSqVI4l44dw8MwVJEgo4ZYfHR1t7j55TlhkFHWrVCA0PBIHO2tqeZTL0HqWbz/Axv0nCAmPwMTIUKnGuiL5XZzYMnci7qWKZtduynnxzofijbqkGD5vylj+6dcry8uXlUR95P2Mo6fPc+7yNcRiCRGRkZQpVYLomDjevnuHWCzG0NAQQ0MD8ri6MnzYMLS1tYmJjaFokSIULFBA7Qafqkivn4qXb94RFR1NqWJF+Ojrx9Wbd9h39AQ37kpLZZqbmdKmaSMa1vZk3bbdnLl0VT5vu+ZNKF7EjZjYWHLY2pLLKSelihfB/mdDWKFQSLxQiKmJCVrxUQiFIroMGc3Bs1dwy5ObxjUq0aC6B6UK5Wfv6UucvnqHiMgomtaqwvv3Pmw/dQnvfauJDg9l68krrD16HkNdXca0q8eNZ+84fscbgAV9WtGicmnsLczQ1pZeX2TCD1Lpl//f1CLpO9I3QSwWs3jDdt58/kpRt4Jcv3Of42cvoKuri1vBghQpUpiiRYpQq259CheRPtioK/0+799x6fxZYqKjWTp/TooGz5t376dm3fop5vuVwr9gwXymT52qclyNZm3oOXmRyui+urIvjAwlPjIEfVMr+XL1TC2RSMTEfbpLzOtzGOnrMn/eHPr27SvveVnD/w8a2f9zaGT/D3P37l269+zN65cvMHWrgUO1bhhZS1+5ygRfVS6+Onn4CSIR754+5OOrZ3x+85JPb54TFPAVPX0DYiIjSEwQUaiMOx71m+FSsAhCYTw6OjrYODixefZ4Hl45C0DNZm2ZtHBl0nrSkf30IvogjTwqir6M+4+9mLNsNVoCLSKjogiPiERXV4fN86eSKE4kMiqGQs62Kqvt+H37QeH6HenRsiFLJgxVenX+7M0HqnYYQESUdH1Vypbg6q5VKZaRnF8t+TL+pOyDtPb4qat3+Pr9B73bNEVX99elmsTGxXPo3FUCQ0IxNzXB3NQECzMTzE1MiIqJwe9bIDNXb8HU2IgHh5N6NZZdqlJLibh4+wGbDpzEwdYaZwc7nB3sMTc1ITZO2tA0v4szRfO7oq2tzdx1O4iMjsHM0gorczMqVa6CW/7UH/bUJSg4hL4jxnPinDRVpVhhNxrXrYWBvh4e5cpQ1aMCEn1jHj3xYsWGrZQoXpyjx47x/MVLopJ19KSrq4uTU04szC2wsbHGJbcLHz99xNDQkEoeHpQtUwa3ggWxsVFO0UhN8u/evsnhM5e47/UMZ4cc7Dsh/X0XzOPC1OH98ShbkmFT51G1QlkKF8iLUCjE0tyckoULIhAIaDtwFCcvXktz/4UB75U+K57X4phwTl65zYnLNzl19TY/gkMxNTbCs2IZ5o7sT8E8uVi75yhnLl/n5pMXONnbMrl7C+qWL0FIZBQTV21n16V71CjpRt9GVem9eDsRMdLcfB1tLVxz2JDbzhoDPV0crKVvIvI5OZDL3gZzaxsCw8JZvP0wtlbmtGxYh7y5cpLfxVmpD4sPnz5z5todnr98xfMXr3jx+g3R0dGUKV2KsRMmUrduPWkHVRmI9G9et5pp45VrffcaMIj6jZtiZmZBATe3FPP8Kun3/xFMQVdnleNmbz1E7uLlsyT8IJV+gPhI6TCZ/IuFMYi+3Cbe9wFuhYuyZdMGKlbM/jdpGv5ezMzMcI/Vw13H4resb06cD3M0sg9oZP+PERERwbhx41i9Zg0GtnlwbjAIY8eCGRJ8VbXwhfFxPLl1jdsXT3Hv8jmiI8LRMzDAOV8hXNyKYJczNyJRPIbGppSrUR9re9V1kTuWTroh5C1UhD4jJ+Lg7ELBvK7opVFhISOiD+n3jCujVZdeHL9wVf45h601HqWLMbRLayqXLcHtx8+o0r4/AP63jst7ngW4/fgZNbsMQSiS3qzmjRrAsG5tUu0J83cJfnJkYvS3Vaz5E5Rq0pXP/t+pWLIIL99/5FtQCCJRAgb6euRxdsQphx1x8ULCIiKp4V6WiQO6krt6S4wM9LG2MMc34DsxKhppGhkaUK6YG1XLlaJru1a4OOfMtu84MTGRXsPGcPL8JZbMnEw1jwrkVih7mHw9SnXgJRKCgoMRiyUYGhjw/KW0F2i/r/6EhYcT8O07nz77ksc1N5FR0dx78JDYn/tnY22FW4H8VHKvQLuWLShcqCAhoaEsXLyUg8dOoaujhZ6uLi/f+eDkYI976RLcfuTF128/6NmuOX4BPzh37RZ6eroIhSKcHXMQERlF+M9eco2NDKlT1YOqFcpQKF8e6nXuJ9/usiWKoKOtTXG3AvTu0IpSRVOKK4BIJOLLJx+iY2LJ4+yIkaEBq3YeYtisZQA0rlGZHq0a0XzAWAC0tbQQS8RIJGBmbMiwtg0Z0LIu+VoNIio2ngJO9pTK60yfhtW4/eI9Job6fAgI4vT9Z/gEBKr9nbkXL8SIPp1oVqsqAoFAGvH/+T1J9I0RCoWcuXCJleu3cP3GDWrW8GTOvAUUKlwYUK+RdUJCAqP/GcrO7Vup4O5BpSpVCfz+nZ3bt2JmZs6RU2coWqx4usvJDumPTZCwd/dOPn32JSYunvCwUA7v2YVYLGbp7mPkKlIq1fz99HL3VaXzyMRfhp6pJaJQX2JenEAU6svAAQOYPXs2ZmpUL9Lw7+dvl32xWMy0adPYuHEjoaGhVK5cmdWrV5MvXz6V02/bto1u3bqlGP7u3Tv5PAcOHGDKlCn4+PhQoEAB5s+fT7169eTTBgcHM2TIEE6fPg1A69atWbJkCcbG2dsvkEb2/wDHjh2jV59+hISG4VCtC07VWmJoYpBhwZc1no2NjubRjUvcvnCKh9cuEhsTjaNrfsrVqEc5z3rkKlAY7Qx28f7w/FESRSIsbe1ZPGYgkeFhABgYGDJ8ykxadeqeIsKqLRbxLeArOZ1zY6Iv3bbUKu8kxoTz9PkLbt24wYoNWylbqjjbVi5CS0uLkLBwrt+5x5UbdyhVrAhu+fPSoF03alWpyJRh/Xn79jWvP3zm0LkrvHz/iQEdW9CgmjuN+kirX/jdOIqDnTSd4EdwKHlqtCI2Lqk3yCjvS0qNVJPn4aclZdmN4sPOn47u/008ff2ebUfO8NrnM8UL5sXZwQ4dHR1iY+P58OUrft9+YGxoiL6eLrtPXCBf7pz4fQskLl7Il+tHsLIwIyQsgoioaIwMDdDV0eHl+4/c837BXe+XXLz9kMioaFxzOdOhVVPGDumfqZSZx97Pmb5wGdExMfj6+fPR9wvTxw5n7NABSt9ncrL6gCESiXjr85FXb9/z5p0PL9++48LVG4SFR5DbKSfxQiExsbF0bNYAQ0MDQsMiaOpZkYbVPdDS0iI2Lp6Y2Dh5udkbD73ZfuQMjWtUZsGGXeTJ5UiX5vUxNzHh4u0HnLxyi0fP38gfmE2NjYiKiZW/bdHR1qZbm6b06dia0PAIgkPCCAwJJSgkFK8Xr7l48678NygQgKuTI5HRMQSGhAGwa/FUvgUGM2LOCkDaMD4xMVG+v/q6OliZmbB7XC8evfvMp2/BbD1/C0M9XQLDo3Cxt2Zwsxq096xAzdGLCAqPZM3Qznz+HsRV77dc8XpNTLyQ9eP60rFOFT6GRPH8/WcGzF5JUFgEpdzyMqJzC8qWLU2+3E5gYKok/RKJhCZtOnL+0hVKlyrF7RvXMlRZSSKRcPjgfk4dP86dWzcxMDSge8/erF+7Gj09PR54v1A7rSU16c9IdafYBDG+/gH807sbXg/vM23lFirVkgpIWg12MyP8IJV+vZ/pVfomVkjEYuI/3ybs0V4sLSzYuH4tTZs2VXv7Nfw7+dtlf9q0aaxevZotW7aQM2dORo8ejY+PDy9evFB5fxgxYgSPHz9mz549SsNtbW3R1tbmypUr1K1bl8WLF1OrVi02bdrEihUrePLkCYUKFQLA09OT2NhYVq9eTVhYGD169KBatWps27Yt6wdAAY3s/0b8/f0ZOHAQR48ewaJgBdzajsDeWRpBTy74ack9QFR4GPevnuf2hdM8uXUVYXwceQoVw6N2AzxqN8Q8pytZQXFdRtoQ9D0Af9/P3Dp3jIM7tlCvaUsmzluCsYk0ncZQV4sls6ezbtkiDAwNyZMvP3369qND566AtMfFB/fvc//OLW7fvsX9h4+ITiVfW4alhTmhYeGANNVg0eRR1KteST5eIpGwZsc+Rs9agouTI6HhEXwPCubWkR1UKFUMgPeffClco5k8Z7Z2FXdOb1+d4kHldwp+cmTCn5YcKk////0gkJxnbz7QZ+JcYuOEtG9ci5ED+6bbsVl0TCwbD51i4qyFxMbFoa2tzeBe3Zg0cjCmJuqLeNHKdXj7wQeBQEDXdi3p06UDZUsWV/u7zM43R/Hx8Zy/eoNb9x8RHR7GiL5dyZPLSel8EadSPUUdRAkJvPnkx1Pf77x8/5Gnbz4gFIn45OfPB19/tLQEiMVJtxNdXR0szc0Qi8UE/ZR6WytLAkNC0dPVxSVnDqJiYjHQ1+PKjpU4OdgRGh7B8cu3GL9oDd8CpeJoaWZC7XLF2H/pDmtH96FrtZIAHL75mI5zNtLeszyJYjEHbzxiYoeGNKxQnAqDZ3Nk6gDqlZO2+RCKEmg4cTnRsfHc2TxP/vv//C2QxiPn8uV7EDHxUml1dbSnSe1qdG5Wj5KlSsu/o3zlquHr9xWAOrVrUcPTk5IlSpC3YCHsc+RIkd6THlcuXaRti6bY2tlx3+t5tkfyFNOL4uLiOLhnF5ER4Xz+9JHn3t68efUCc0sr5q/dQslyFQmPS2rUrY7wqyrFmZbwy9A3kb511Te1QBQZSOidTUR9fEjz5i1YuXIFjo6Oac6v4d/L3yz7QqEQGxsb5s+fT79+0reXYWFhODo6snnzZtq1a5dinjp16lC4cGGWLl2qcpl169bF0tKSvXv3yod5eHhQvHhx1q5dy507d/Dw8ODVq1e4/UznO3/+PPXq1cPPzy9bfwsa2f8NSCQStm3bxsDBQxAJdCjRYQSOZWpgY2qQIcGXSCS8fHSPs3s2c+PCaRITEihauhxV6jSiSp0GmOZISr2R9YyYWdIquXnu+GGmjRxCiw5dGDl1NoKEeDatXs6GFUuIi00qtehWqBBVqlXnwd07PH36FLFYjLWVFe4VyuFRoTxh4WHMXyKN5DVvWJeaVSqhp6eLsbER7mVLo6ury4yFy2lavza1K5RIVeBev/9Iv/EzEIvFTB7Wj1qVKxITG8vanQeYvHAVcT975BzdvwezxwyRz/cnBV+R1KL7ac+jEX5VqFstSfG7377vEAtXrcfnsy8mxsYM7tWNgT27YGGefmrByo3bWL99N6/ffSCfa25WL5hJjbLF5ONT+55+R1Wn1CRfHBOZpeUmb/Q6Ys4Klm7dB0DxgnkRiyVEx8URHhFFyM/6/DJ8Lh9ES0vA8u0HWLvnqDzVSiAQULpwAfT19PDx8+dbYDAAY7q35u7T11x79AyAid1aMqlHK8Q/00MevftMMZec6OnqMHztfradv83I1nWYufsUi/q2oV+jpL4xxmw8xPIjl6hWvABbR3XHMbcLAB++fqdw+2HS/dESYG1mio62FgHBYfRq05jF44ZgZGlLgq4RT1++5uKtB1y6eo1bd+8TFyfd/jx5XBk8ZCgdO3XGMJVqO8m5fu0aDRvU58ChQ9Srl7KxrirUeZhQ1YZg1pQJbFy9ElMzc3I6OVGkWHGKFCtBrcbNsbGzI1YkTiH7wC8RfkXZB9A31CXm0x2+XVyHjiCRVSuW06VLF01t/v8gf7Ps379/nwoVKvDmzRsKFCggH165cmWKFy/O6tWrU8yTI0cOpk+fTp8+fVKME4vFmJmZsXjxYqXxEydO5PDhw7x8+ZL58+ezdOlS/P395eOFQiGGhobs2bOHNm3aZHSXU0Uj+7+Yr1+/0rNXL86dPYuTe32q9Rgt77pdleCrkuz4+DgunzjMoW0beP/qOc558tG0Qzeq12+Kzc9OtmQXZ8i86AvjYgkLDiRvnjzyC21y0ZdIJNy8fJ7R/XrQtnM3xs2Yw/L5s9mwfDEiUcr1Ojs7U6VqNdw93KlasQIFCuRHS5QU0Vc3Z19dCY6PF7JhzyHmrNzI96Bg+fCGNauyfu4UbJ1yK02fXPAVO9n5laTWiFIj+5knM6KviJ9/AItWb2DTrn3ExcVTo4oHBfPlwcrSAieHHLRv0RQjI9Ui9+zVG4ZPnM7New/p37kNPdu1oLir6vYwv5vsFH1FZNL/LSiUY3e88P8eyGf/7xgZ6mNuYoK5qTEF8+TmyPlr7Dl5gfrV3Dm2Zq48XSUmNg6JREJYZBQXbj3g0u2HCAQC8uZyRCIBA309/uneFlF4COaVW2FnZcGXo2sU9ks5HzwyJo7pO0+y/tR1hAkJ3Fw6hjL5k37vEomEU/ee0WX+Jpq6l2TLqO7y4XXGLuHh28/ECaXXsO+nNrLv0m3Grt5FmzpV2bRginRahZz+eIEuPp8+8+bde/YfOcnho0extrKiS7duODs7k8PBgfr1G6QapJBIJFQoV46ExARGjhxFu/bt030jJSM16U8u+rLPE4YN5MVTb45evql6vlRkH7JX+GWiD0myb2Ckh56hDgmxkXy7soEgr4vUq1efjRs3kDPn39Enh4bs4U/IvomVJebmytV/fHxS9q1z+PBhWrZsSUxMjNIDe5s2bYiJieHkyZNK0wcGBmJnZ0fHjh3x8vIiJCSEChUqMG/ePAoUKEBISAjW1tacPn2a+vWTHuZXr17N6NGjiYqKYsiQIdy7d4979+4pLdvOzo7Ro0czcuTI7DgMAPye3l3+D5FIJGzdupVBQ4Yi0dGnyfgV5C1fXW3BB/jh/5Vju7dwct9OwkODqehZm76jJ1OmUjW1bwrq4nXrCouGdUecmIhNjpyU96xNBc+6uFeqQoJIxKf3b3jz+C5bVy8jPEx6k42JiWbzmhXs3bqRKp41MDQ04tSxI4A053bosH+YMHEienp6KXrxzCjqpDts3XOAPsPHKQ0rWbQw21YtplCBpAY2Sg0jf5PcJ0eiZ5zUY7C+sVz409tP2cOARN9EI/wKZKVRdWJiItra2jg5OrBk5mRqV69Cs869uXzjNoHBIYSGhRHwPZC5y9awcPpEmtSrJX8YlkgkvH73gfNXriMSJZCYmMjKrXtYuXUPo3t3ZPaIfn8sQpma5CeX5KxiZ6RD38ae8s+KJS4BWtatzuLxQ7C1slA6FrK+FIyNDOnWogHdWjRQuXx92xx8Pb+TGIV2N6owNTJgQZ9WDGrqyd1XPpTOl4uHbz8xYPkumriXwMbclBN3vImNF1E8j5N8PoFAwIkZg5m/7yw/wiKpXCw/ZgjpXbMsu89cRRQfR8L3L2gZmaIFaMdHIdE3QV/fhK+ffHj1+g01q3owYcQQ1m7dydbNmwkNC0MsFjNr9hyGDB2qcnsFAgHrN2xg6pQp9O3Tm6CgoFSnTY4sbz+tqkCyzxKJhHhRAh/fvyM6PiHVe4e5gY6S8Mv48v41z+5e5/v37zgWKYtF/rJgok/Y59cIo+LQNXfi46kNxH73QaBjgJFrJYzzegCkm9KjiI6hKflajyVHmRpcPbiIgm6FWLliOV27dtVE+f9DGGprYan7e8quCuLUP29iYqRBSP1kBUgMDAwICUl5Hj//2WeFtrY227dvJyoqihkzZlC5cmWePXsmD36qWp7sjWBMTEyK8cmnyS40sv8LCAgIoHuPnpw7e4ZC1RvTYugkcuaQdiSSnuCb6Wvz5P4d9m7ZwOUzJzAwNKJp24606dqL3HmUSwPKLswSiYRXTx7w5NZVfN+/4dP7txSrUIWOIyar/VBgYW2LODGR2i3ao29oxIOr5zm9Zyu6evqIhClvsqXLV+Tovt2IRCKat27HuCnT0dPXo2Wr1ri4upInbz6szX6vSK/fntRIZvTgfnhWdqdKxXLo6en9FYKv4deQWdG/+/AxTTr1Iiw8gjP7tuFRrgwGBvpUqViOqu7lESUkcO24tJO3tx8+0mPISFr36M/IQX2YOW4km3ftZ+22XTx98QpDAwNqVVYuIzh/wy5quJelZvH82bOjaZBWxF6V3Cs+CCSXc7XX+XO5WqaW8vVrGZnKl624XDtry+SzZwg7q6Rlyddlaqly33LbW5P7Z4+xIRHRPPv4lWcfv6KrrU2hXA4cnTaQumWVOwQz0NNlcufGKZYlTEggJCSUhIRE9JAeNy1TCwTxUQjj4mnQrpt8Wlsbawb26cnzBzexsMtJv4GDWL50CSOGDEx1v8qVLMapY4cZPXYcUyZP4t2bV/wzZAgFCxZQq6dlQx3V7QTCo2N5cPcWF06d4N6tm3x8/5bhk2emez9QVVZ5+9yJvHx8Dy0tLcTi9RiZmpO/dEW8r52TTiAQINDSwqZ4NWKDv/Hj8jLMfG9jU7ET5nnd5OU59RXOBwOjpMaOyfuSMShaCedipXm2dyndu3dn3/4DbNm8iRw5cqR7PDRoSM6ECRPUSuORRfPj4+OVIvtxcXEq29N4enoSEhKCpWXSte3o0aPkypWLrVu30qtXL/nyFFFcnqGhYYrxaa0zK2hkP5s5dOgQvfv0QSjRot/8DRSvUkul4IOy5OtJhJw5cpB9Wzfw9uVzcufJx8ips2ncur28ESygFHkJjY7j2qnDnNi5iQ8vn2JqYYW9swtxMVGc3bOJQmUrUtaznsp1KxIXE82RtQvR0dGlZNnyGBmbMGjsZCK+fWHb2hWcOiTNxy3rXpnGbTrgWacBdjaWfHj7hvj4OMqUKiVfVqMmf66iwq3Th/D188fczFQp3zo10VfnZvoryMpbDrG+iSa6/5Oslkh99+EjYT9zyuu3lTYkz2Fny/Sxw7l4OKln4OpN2nL30RPEYjGWFua4ly2Nz2dfBo6ZhEQiYVjfHsz4pw+GBga89fnMw0eP0NPVQV9Pj8puLqmuP7tSatKL1KfXKDezjXZlMi+ODJV3ZCWOiZSn98jEODtIWldY0vJjIpPWm8ox0NVJusaKEhMRJiTw+N1nCjrZ45LDJsX0N5+/Y8H+cyQkihElJvL4nS8AgxdvYs3oPkrtFQwFIuZPGM7oWYsBCAwKZurs+cxfuoKGdevw1d8fJyf10lBmTp+Gvb09K1etZuu27TRq2IBZ06erLf0grXwWmyAmOCiQ6uVLExEehqNzLipXr8E/k2ZQpWYdtZYDytLfrks3Jj++Jy9yEBMZjve1c1Rq0IJKLTrz0vsJRo75MHEpSnBUPN+f3ebRlln47ByKsWMB7Ms3wqZQTURxSalBMsEH5L3DK3caaYrD0Nn4Vq7L9Y0zcStchE0b1tOyZUu190GDhozg/LNYir+/P3nzJgVW/f39KVGihMp5FEUfwNjYmDx58uDn54eVlRXGxsZK+fiy5Tk5OcnXefToUaXxQqGQ4OBg+TTZhSZnP5sIDw9n4MBB7Nq1kxLV6tBv8nzMLK3TFHxzAx18P/pwaOcWju7dSWREOFVq1qFd9z5UqFJdKQqTPJ8yLiaauf/05tGNyxQpX5kcuVyICg/jyY2LCOPiKFqhCpNXbsUwnafD8NBgpvbtgJ/PO5xd8vL+1XMkEgm29g40b9+Z6xfPEhEexq7TV7CwTMq3VFVPP+X/k16hKQquYr56Wqibz58Wf5voQ+rHIjPtF/6fZF9VTn5GGllLJBLWrFmLX8A3xImJ7D96EjtbG0YM7MOHj5/J6ZiDQ8dPc/H6Laq5l6d9y2Z0bNUU24KlqONZlbbNGlOlYjmsraQX+IdeTxkxeSYPnjxlWM9OVCxVHEFiHEGh4ViYmnDl5l3WHjhF31YNWD6kc6b3OysyLwxX/4FCzzxlR3XqoCj06vRemx2o2w7h/H1vGo+ci76uLvEiEaXz5+Kt33eiYuMp5pqTOmWK0LBCMdwLS2/u8/aeYeqOE1QvURB7SzMsTYw4fscbbW1t9s74h3KlS6BtpnyD93r1juU7j7Dn+BmEQuV2S4P69mLRnBlqv02Mj49n7/4DzF+4kODgEPbv2U3VKpWB1K9ZyVN5Ar5+pWJxN3oNGsqIidOkVYJEaXf8lR4f3r7m+oWzLJ8zTT5s0pJ15C1VAWu7HCny+kMjY/Dzuo3XqZ0EvX6E+9TD6Jtby8t2ypAJPqBUehqQF6+ICQ/h+vqZvLp1gU6dOrNy5YoUOdga/h2YmZlRQ2iAp17W3vSpy5jI98xetECtyH58fDx2dnYsXryYnj17AmlX41mzZg2TJk3iy5cv8jcBERERODs7M2/ePPr160e9evWwtbVlx44d8vkUq/HcvXsXd3d3pbr8586do0GDBvj6+mZrmxWN7GcD165do1PnzgSFhNJ19HQatmqfIsdQUfITo0I5d/wIpw/v57nXI0zNzWnWrjNtuvTE6WeFCBmKkh8eJ+L5g9tcPXGIG2ePExcTja2jMzFREURHhJMrfyHc6zWlau36OOctoFae474Vc9m5Zimm5hZEhodRtVZdBo+dzMYVi7h69jRFSpam97BRVKxSXWm+f4Ps/42iD1mXfUjZkPe/JP3qNLRVlHx1qygJhUJMcyQ12BwxsA+jB/XF0iJJHGJiYtm4cy+nL17h8o3bmJoYExkVzap5M+jVuV3Kkq3RYQydMo+j5y4rNQhPTvz1PSmGZSZ3XpXYpyb08WHqib6+RUrJz6j4/23C/+j1Bw5cvsvd52954+tP/xa1mbvjGA83zyWnkQ4XHr+k87xN8lKhPetVpphrTvI52tF82mokEgk2ZiYERUSRkJgkys72tjSr4U6rRnXxKF1MKSATGifm9JUbHDl7mRMXryEQCDi+cyM1aqsfUZcRHhFB2669uHXnHpPGjGDYwH7omliqvHYll32JRMLIQf04tG8Pc1espWnrdlmWfQCRUMiiaRO4ffUSsbExBP34DsDaIxfIkdMZLWNzIuOl17bw+ARePnvKidXz+Ox9h/arz2NoIU2tkjXulck9JAk+JEm+dLh0GolEwrtrJ9m/eCo21pbs3LGDatWSKi1p+HfwN8s+SFN+1q1bx+bNm3FxcWHUqFF8+vSJZ8+eoa2tTWBgIObm5hgaGvLlyxdKlChBzZo1mTp1KrGxsYwbN46PHz/y7NkzDA0NOX/+PA0aNGD+/Pk0aNCAzZs3s3LlSh4/foybmxsSiYQqVaoQFxfHmjVriIqKokePHlSvXp0tW7Zk67HQyH4WEIlETJkyhblz51KkbEX+mb0cu5zSV0GKcg/w7esXXt6/yaXTx7l7/QoCgQAPz1o0aN6aqrXrYWhoJJ9WUfAj4hN499yLm2ePc/3MMYK/Kb8Sss2ZC496TfGo15TCRYrKhydff2pERoRzZPMqtq5eRrlKVZm7epM8gi+RSFJ9YPjbZT8zop+RGtmqyEgPl9kZ3f9/ITtKpQZ8+06DFm0xMzHi2vH9aT4Q3334mBt3H2BlYY6enh49h44GoEPLptSrWZ06FUti8zPKT1wk/j+C0NbSQhQRypUHT7l47wm7Tl8B4PORNeSwtpDuRzLJz2gaTXK5VyX1woi0+7DQMzNKMUyV9KuD4oPB75D+5OlryaU/PCoGt3ZD0dfVwdnehpEdm2BtZkrNwdKo9NjOzahYtACtxi9UEnmQlt58s3kmJ+89JTQyGitTY2zs7MntYEtMXDzHbntx9Mpt/ANDMDU24tXZ3TjY2fDB9ysFarcFYHifLjSsUZVJC1dy9/FTxg0bwOSRQ8EgY6lmQqGQKbPmsWz1OvLnzcPE0SNo3rot2traKa5jsmuXrFGuWCxmYO8e3Lt5nUsPnyHRSb3X88wyYXAfTh85IP9saGSMfU5ncjg5IxQl8PjmFWxz5qZp/1G4VKwtny44SlqxJzxWGuVXJfeQ1JGkDHN9HQL9v7B2ynDePL7HuHHjmDp1Krq6qaeoavi7+NtlPzExkfHjx7NlyxZiY2OpWrUqq1atwsXFhU+fPuHq6sqWLVvkveZ6eXkxZswY7t27J63qVacOixcvlqcEAezYsYPp06fj5+dH4cKFWbBgATVq1JCP//HjBwMHDuTMmTMYGhrSunVrFi9ejIGBQbYeC43sZ5IPHz7Qrn17njx5Qo9hY2nXe5BSD4iREeE8uXODZ/ducO/GNXw/fkBLS4viZcpRv3lrajdqhqWVtdIyFSX/5atXXDq2n5tnj/PdzxcDI2PiYn52vqStTYVaDandpisFSpbD3DDpoqiu5INyXmbg929Y29qp3aA3K7KfFskfBDIr/BmR/axKviLqCv+viO7/F1FX8NVNkxAIo7l09ToNWrRleP9ezJ08Vq35Gnfowbkr15WGtWlUl90r58nF81tgMBVa9sTvexA62tqYmxjiYG1Jz8Y16Vu7XMq3AgqSmpF0G1AWfFVin1ZUPzWpV3wAyKj4/y7hT/7WR5X0n7v9iEZDptDc04P9C8YD8Pz9JwbMXoWzvQ0HL91ELJZQp0IJ+tT1YNqO4wRHRBEQEs6gpjWY37uV0jqS74NYLGbVkYsMn7McgGa1q9K4RmXGLlgt7xE4OdtXL6Fd85QNgNXB+8Urxs+Yx4VrNymQPy9j/hlCm/adQC+pEWFy2QdYumgBKxfM4ebzd+gZZ3/ai0QiQRgdztcvvvK/Tx8/EfD1C9GRkdRo0oq6zdsSK9FSKgcd/jP6H/KzZKciioKv2N8MJLU7S0xM5PCmVexcMY8yZcqwZ/dupRxrDX8vf7vs/5fRyH4GkUgk7Ny5k/4DBmBuZcOkJesoVKK0fJz3/dsc272VG+dOkpCQgLNLHipWrU6FytUp51EFMwuLFMtUlPzvoeHsWjGfkzs3YmRmTvkaDShRqTr7Vs7n+5dP1GzVicbd+mNl55BqRZ+0UFVtITP8KtmHzMuvDHVFP62ydRkhtX1Oj+wQ/v86fv4B9Bo2hvcfP1PLsxprli3KcDUlsVjMzVu32X/gIDdu3sTRwZ4r125gbmZG4JvHai8jKCSUr/4B7Nyzj+jYOCYM7o2LrbQheEJCAp2HTeLkjfusnTiYT5+/0KFOFZztrdOM5GdE8lMT/ORiHxcarfD/pPJtBpYGCv9XPoaKcv83S7+qFC9F4f/y4T0FmvbC3sqS9vWrMWtQtxTTX77vxTtff3rWq8TiPSeZsE6aYiUQCAg+tISERDHjNx+mgFMOirk40nPJDhxsLCmax5kiBfJiY2HO2VsPyeOaG20tbc7fus+DZ68AyOPsiM8X/xTrbFSrGkc3LstSj8kPnngzZ9lqTp67hEvuXMyYNo1WLVuQoCW9D8QmSJSuY/WrVyLwxw827TuCcz63TK83NVTdAxTXr5g6JLvHpdYfTHh8QqqdSaZ2b3vp9YgZ//QlIjSYNatX07lz5tvFaPg9mJmZ0SjRkPqGVulPnA30CXnLrIUa2QdNNZ4MERUVRb9+/di1axeNWrVj7Mz58ko5PwL8GdmnK8+ePMQlb36GTphGjXqNcHTOpXJZyRvcSiQSbp07wYa5k4mOCKfNoLHU79gTELBi7ABCfgQwc9cpihYrLp8v+UUwu0Q+PVIT/b+B3y36GrKGSCTinc8nXr17z6u37ylfqgR1PKsC0gZTvYZP4NrteyQmJmJmaa226MfExHDk2DEePXrMseMn+OrvT65cuahbuzZBQUEULVyIpg3rK/VxkBZaWlrY2ViTw1SfMlPHAMqSuXDNFg5dvsXOWaNp4VECKKNyOb9S9FOT/LSGgVT8ZcvRtzCVL1/PzEhpuDoIwyPlwq9YjedXVOyRVaaSPQAI4qPYePIqhgYGeO1bhZlJylQlgBrlS1KjfEkAPMqVhJ+yv2BQZwz19Xj49hMbz0g7n2riXhL/oFCEogQkEgkHLt8lJi6evE4OnLz5gJjYOGpVKsemOePQ1dHh8p1HACmEf2BXaeM+rfioTAt/uVIlOLx1Hd4vXjF9wTI6d+vOwUOHWbZ0MdY5pA35ZBV5ABatXMuQPj1pWacaS9dvxaOWer30qoM6wR5lpNdf2T0qPC5Bfv+KFCamW8hCFe4VK7D//HXmTRpDly5dOHfuHGvXrsXE5Nf3Tq1Bw78NjeyrydOnT2ndujV+X78ya/k6GrRI6sb4hfcThvXogI62Nmt2H6ZClepp5gKr6qlw6fghXD52gAo16tFn3Azscjrz/asvC0b25/0Lb8Yu2SgXfXUuhL+KzIp+eo1is9rp1p+U/NgEsUJkS6J2dF8k0JHvd2qdbP1XEYvFLFm7iWkLlhL3s7MkPT1d7G1seH33MruPn2PmvIV8/uJHDnt7hCIhY0aNTPc8kkgkHD50iIkTxvP161dcXV1p1KQJrVq3oXz58ugLkr7zjB7v1KogiSPDOHjxJk52NpQrUkBpHsWofkZEPzIuntnHruPmaEvXKiXT3baMEhcaJ4/0x4VGyyP92SX9vwJVpVZl/8qk/73fN0oVyo+Fg6Nay6xcsgg/Lu8lXijCzkh6bpUoZkLX2u5su3CH6uVKoKWrx5m7T5j/T2+qlilGRHQM5vYOxMbFc+j8VdbtOUrPcXMoX7wQXZo3oIZ7WXI52GFsZMiTl+948vINJQsXzLbjUKJIIQ5tXcuhs1cYMmosJcuUo3uPnvTu0wcbBye58BcuWoyTl68zoEdnpowaxulblTAzt1Crsa7idT7VadSS/KTxytfbpN9xap15ycalhYmpGTOWrqFilerMGjecBw8ecPDgQYoVK5bu9mvQ8P+EJo0nHSQSCRs2bGDo0KHkypOP+Wu3kDtPUm+sF04eY/Kw/uQvVITFm3ZiY2ef7jKTy/6nt68Y3MyTvhNm0aijtOSTz6vnDG1ZCwtrGyas3IZbiTKY6mkTHx+H38cPEB9NdFQkbkVLYGv/ezobUUf0szulRV0ykpev9Ko5DeHPyMPMn9rvP0FWH0SCouPpOWAoZ85fZFDfXjRpWJ/CbgV4994HzwZNcXJ0xM/fH4FAgOzytHzlSrp376G0nKioKC5euEDhIkUoUKAAN65fZ/LkSTx88ICGjRoxa/Yclbm8mU2fksl+ctGXSCRcuu9F98mLqVrSjR1ThvwclznRf/89mHKT1wOgp6ON/4qRBH0LZtyxa1x/50cucxM6l3GjbsHc6MUm67Alnei+KlJL78lsak/ySj7Zlc6jTr8KDdp2xcRQn4PrpLXvM1KlKnlD34SERHR0tIkXimg2fhEPXrzl+LKpVK1SKcW8tx49ZcDUhbz68JnERGkA5+iauTSuUTnL/UGkhkTfmKDgYOYtW8O2HTuJiIjA2NgYCdJ6342bt6Jzj14YGhpRo2IZWrXvyLhZ8+XzK0p/RuU+7WFJ17+MXHfTeghRZ/t83r9jaK+ufPn4geXLl9OrVy9Nz7t/GZo0nj+HJrKfBpGRkfTp04e9e/fStkt3xk2fg8HPeqoSiYR1SxeydO5MGjRryaQFK+TjMsprr4cAVGnQTD5M8LOhrKGRCb4vvbh+bB+vnz7h49tXJCQkyYqBgSFXnn3I9LrVRZ2L7e8meUpHRiRf1eeU84rVFv7sju7/zWTlzcPdp6/p2KMP0TGxHN23k/q1a8rH2VhbU7FiBSIjIomOjSE0NIwaNWrStVs36tarx5XrN9m1Yxt16jXgwrkzHD96hJjoaPT09PCsUYNzZ89SpkwZTp46TbXq1VPdhsy8UVEl+gDXHz2jZt9x8s/7L90hNDKaKR3q8zUoFEdrC0o7WMjHpyf68aIERuyS9kxqbWLIhbFd0dbS4u2PUI54vaNyXid0tAQMP3EDnVM3KetkT3l7K8QSiEtMpKCREWXtrLAxVL/6SlpRfpnYCyNi5MKfXpRfMZUnu0hLmGVv9QTx0RTMn5fTF66QqGeMQCAgtV+vqoeA5A8csqaihkZwaOFEmg6bRv2Bk9i5aArNayuXfaxUpjjeJ7YjkUiIjYun44hpdBk1g6u7VlK8RCmlaXcdPMqYaXNYNmcqLRtlLbXGxtqaBdMnMnniBA4dP0VoaCjCRDEB/v7s272LTWtXUa1GLXLnycOOzRvo0LU7boWLSK9XaVzT07rupSf4qQ9PfZnpbU9a65Zdx/Pky8+BM5eYM3kcffr04fLly6xfvx5T0z/3NkqDhr8FTWQ/FV69ekXz5s354ufHjEXLadg8qUJDYmIik4YP4fDenQwaNY6BI8YQ91Mqv3z6yIPbN2jcqh26enoqly2L7IcE/WDDknmcO7gL+5y5WHboorwTLGF8HC1LuaSYN0dOJ/IVLMQL7yeEBgdhaGTMsRsPf2l0P/lFOKM3gtSnzVhpTlX52upW11E3mp9yGzMX3U9/2qyVJf3TREVF4/fxPZFRUViYm2NtaYGlhTlBIaGs3ryDKzdvk9MhB6WKFWHkwD4IBAJ8A8NwK12RIoXcOLRrK84/exdV/F4PHjrMoKHDMDQ0ZNXqNbx7944xo0elWH9uF1fadexEsxYt2b1jO6uWL2XA4KFMmjYjzWieOsddlfBrxUelEERxZBivPn6heOv+8mEd61bh2uPn+AUmRfXndG7AkIaV0xV9nx8hdF9/lNcBQQgTEulauSSehV2Zf+omL78GAjDEswzj67nzwfc7Vz/4cfXDV+77BmCgo422QAv/KGnqjYuZMWUsLOjk4oyTserc9eQoRvilnzMf5c/u6H5qsp+8OtP1W7ep3bglOzeupU3DWsrbkE6UX9UDgCzar2VqQbxQSPt/pnDm2l1CHp7F0EA/1T4hwiMiqd2hD5+/BnB+1zpK/EzjEeub0GXAcPYeOQ5Ay8b1WTprCva2KXvzTY/kqYuK18LYBAlxcXEcPHiQnVs3ERQYiKWlFXOXrqBw0WIK06W8Fia/jqX+Fjfl7yytdMzk25fWNmSF2AQxp44cZNKIIeRydubw4cMUKlQoW9ehIXNoIvt/Do3sq+DAgQN079GDHA6OrNiyizz5k/JwExMTmfDPII4f2MvcFWtp0qot4VGxXDl3isO7tnH/lrQ839n7z7F3TNn7WXRUJLdv3+HJ3Zsc27UFLW1tugwcQbNOPdDTl0bjIsJCGdurAy9/Rvxt7OxxdnEFgYB3r16go6NL4WIladS6HZ51G/7SqH5GRF+d8crTKt8s1M3bTysPPzmZlXwZv0r2pdP/e4Tf6+kz5ixcynufj/h99ScsPDzFNAKBAC0tLQz09alXsxpPnj7H5/MX1i2azffQCF6/fcfu/Yewt7Pj4/u3SmVeRSIRI8dNYN3atbRo2ZI5C5fi7/+Vlo0b4lG5CjXq1sfE1JQSpcrg5+dL6bLl0dLSkh/zoKBArK1t1Hptn95xTy77qaXvyLc9MpybT18jFCVQrYAjMfFCHr75TH5LQ8qPXkaVwnmo6OLA+Wcf6FipOB75nUkUS7j55jOlXRxxc5SK3qBtp9h1+ykzW9Xk8Wd/Dj+QVnip5uZC96qlKGVrgZ2pEQKBINVGur5fg3n4I4THgSFc8ftOcJyQVrly0jOvC5b6qoMPycmutJ6MVuZJPp2M5EKdXodqrTp14/GTp4wePoS8ri5Uq+yBvkS551Z1ytaqkv9lW/czYcl6Il7dSfdcCw2PoG7Hvnz+GsD4Qb2oWqEsJcqUZfys+ew/cpJZE0fzz4RpiBISmDV+FL06t1O79DGobqekSqjVue6l9hYzpfhn7JqteC1LLdUyO0sfK+7r+7dv6Nu1IwH+X9m6ZQutWrVKY04NvwMzMzPaYEwzk4w/3GaGNt9eMlMj+4BG9pUQiUSMGTOGJUuW0KhZC+YvW4Vxspb9q5YsZP7MaYyaMoOChYtw88plju7bTVhoCAUKF+Xty+cULlGKXacup1j+3RtXGTewN2EhQZhZWFK7WWu6DByBuaXyU+6Efl24dfEM/0yaQcMWbbC2tfuVu50qGRV9dadRnl698pwZvTmkJfkZbaD2u6P7fxOxsbHMmjOXJcuWkz9fPqpVrYKzgx1OOR1xyumIuYEuYeHhBIeEERIahlgsplWTBlhZWjB84gxWbtoGgKWFBfnz5iFfgQK4V6hAr5495LLkHxhC586duHf3LrPmLaRbz148uH+PDq1b4pw7NzsOHMHaxlbpe1Q3+pgaGRH+5FH91HpuVZWj32Plfvbd9EJLIECs4lI7oWlVRjaQ5oC/+xZMxakbqF00Lws61OHScx8q5nOmoIM1AoEgw6U3YxMS2eb1jq0+n0ECDXLmwMPWGmt9PXQEWpjoamOjr4+uCsHMjjKdqcm+9LP60X11ovqKIvnx0yfatu/Iy1fSlMc6NT05uHML+j+DKak9zKnD3FWbmLhgBc3r1WTysH4Uc8uf5vSh4RF0GjKOK3fuIxSKaNGoHj8Cg3n59h0BLx4QEhrG+Fnz2bL7AOVLl2DlvBmULFpYrW1RV/al/89aoCM9yc9ogCKjPZrL9iWt9MjWrVpy9swZnHPlIjIikoPHTuDokpdRQwZy6thhhg8fzrx589DR0WQv/yk0sv/n0Mj+T378+EHr1q25ffs2E6bPonuf/iojNzevXaVL62byRljmlpbkcslL72GjOLZvF/duXmX36avSSPxPEhMT2bhsIeuWzKOMRzUGT55Nrjz55MuPj4vl6YO7lCpZAgNDQyq7Sct1Ltu6h6q16v2GvVfNryqxqW4tfnUEX528e/n/M9Bl/O/Yd+nnv1f4r167zsAhQ/jyxY/xY8cwfNhQ9H6mpqnTsFWkrU/At+/Y2lijb6bcgVxMTAyz5i/kyeMnPH78CF09PTZt30VFdw9iE8TUr16Jl8+ecvL6PfIVTKoRHisSZ+m7UbeHZ9k+JY/qZ0T0AQJCI7jy8CUlcuXANzicq68+8fLrD0SJYm68+cyr+YOxMTHi6KNXzDh6jZCoWGoXzYuBng7jm1TFycpMvqzkUq9uCc4woZDtPr5c+vYD/1jlRru2+npsdi9LDkPVvTVmNcqf1ei+ulF9VSl+CQkJXLx0iXYdO+NZvRp7du7AUCupzntGKzDJlrnryClmLl/Pxy9f6detI/OnjMfAIO02EiKRiH1HTzJx9kLi4uPZs34FnpXd5eNv3XvIwDGTePPeh3/692TyiKHpLlOdCmSZFf7M9ISekXY8menhPD1atmjO+XPnGDhwEKdOncStUCEGDPmHuLg47t29w7JFC/Dw8ODAgQPY2f2ZANr/OxrZ/3NoZB948uQJTZo0IS5eyNqtOyhX0SPN6c+ePM61q1cICw3l9NFDSuMWb9yJZ72G8s8hQYFMGNKXezeu0nf4WHoNGSHvafe7/1dWzp/JxVPHiYuNoUHz1rx+8Qz/L75MX7KK2o2aZfeuqk1movpqLzuNG0l2lcrMrOTLt+sP7f/fQGhoKOMnTWbL1m1U8vBg9YrlFCxYIMV0aQl/WiImEuiwccN6/hk2jHoNGlKkWHG6dOuBhV1Su5Mh/ftwbP8e9A0MuPn6i8poXGakX51opWJ0P6uyrypPPzpeSN/NJzj/7D1XJ/SgzYr9fA2NwNRAj8g4ITamRgRFxlClYG6OD++gNG9W6u1LJBK+xsYRLUpAKBYTkZDAnOevsTPQZ035Uugr9AAuI6Oyn2JcNsp+Wr0pp9X/woVLl2jdtj3ly5VjQL++vHr9WvqWqmIZ7H7myme0wblIJGLdtt2MmzmPQvnzsW/TKlxzOac7X2xsHHHx8VhapOzRVigUsmj1RmYtWYGLszPrF8/Bo7zq/hpkpPc7U1p3JtJl0ro+ZUdHgBnZ/vR4+/YtlT3c8axRg7p16zJ0yBD5OCNjYyZPn8nCubMxNDDg2LFjlCpVKo2lafgVaGT/z/F/L/t79+6lR48e5CtQkPU79uCY0ynVacNCQ1g4eyZ7tm9Rqogjo2XHrkyctxSQ3ljPnzjCginjkEgkzF65gQqVq8nH7dm8nhVzp2NsYkK9Zq3YtWE1AK75CrBww3by5M++usyZ4VfKbvLlJZeurLx+zqrkK/Inovt/mmNHjzJi+D/ExsYyY+ZMunXvoZRHrE5kL72o3epVqxg7ZjRNmrVgw9btgOq0q8WzpnF4324uPHqlclsz+v2oUx5VV5KQIpVHMY0nq7Lv7fuNf3ae4ZV/EI1KFeD9txB8g8M5MqwdA7ad4oXfDyyMDBBLJOzq35LKBXOn2MbM9KQr/ZyyFOez0HD63X9CDkMDJhQtSGkrqYSnlcYD6kX2/1QaD6QUxdu3b9OmVUvCw8OxsLAgLCwMgEJubjRrWI/OHdqS19UlxbpTQ3ZueD1/SbteA9HW0eH26cOYm2W98svLN+/oO2Ic9x97c3THBurXrJ7uPOk9+GRG/NMLRGRnr9/J215kNtp/7uxZ2rVtQ8NGjahZqxYVyldA38CAQQMH4O3lxY69B5gyYRxv37xmy5YttG3bNkvbrSFjaGT/z/F/K/uJiYlMmDCBefPm0bJNW2YvTrt05od3b+natiVhISE0bt2Wc8ePEhwUSLFSZXDJV4ArZ0+y89QVLp4+hpZAi8f3bnPz8gVqNmjCmBnz5NVyxGIxi6ZNYPemtbTr3oeBoydgbGLKzcsXiI+Lw72ap7xX3j/Nr+4pN7VlqqzBnFHpz6LoQ8bLjf6OuvyZJb2b+/dvAYwZMZzTJ49Tr2Ej5i1cgoOjcsdEsu1UtzGxqht2YGAghQoWoEvXrsyYt0j+ICH7fmMTxIjFYs6fOs6aJQuxtrVj1c6DKZadlYbjaR3vzEb3U5N9gPiwCMJj4jj44CVj9l6goIMNxvq6PPzoTzlXRyY3r07lgrl57R/E1MNXcLQ0ZXSjyuQwT70me2rCn3ycjOTir8iH8Eim3HuGd1AYY8sUpmNBF/m4tPL14dem8MjITCqPKkEMCQkhLi4WR8ecBAT4c+P6Da5cuczxY8eIiIigTetWTBo1jAL5UvbNkBbvfT5SoXpthg3ox6SxIzM0b2qIYyJwr9ecRLGYKaOGUr9mdXR1ddOdT523HRmNmKf2xjE7ZV+RrKb4HDl8mMGDBiIUChk1ejQjRo4iJiaGksWLUbdePSZPmcq4sWM4sH8/Y8eOZebMmfK37Rp+LRrZ/3P8X8p+VFQUHTp04NSpU0yaNoMBg4cSl5j6YXj84D49OrQGoEz5Cly9eCFFZL9U+Yp8+vCe2OhodPX1MDE1Y/T0uVSv00BpuqUzJ7N93UrGzlpAmy49s3/nspFfLfuKy84OwYfskXxFMiL82ZU/nhUy+qpeIpGwa/s2pk4aj56eHnMXLKZxs+apVhpRV/hTu0kvmD+PBfPn8+rNW4zMrX5us1jp3xOHDjBqQC9Mzc0ZMm4KrTp1T7kdmSwHm95xViX7oJy7n150X3H8W/9Aei7fy+NPAfJhLcsV5sjDV/xTz52JzZTrtWeEtHL4U5smNekXSyTMfPCck5/8OdawKq5OyjdjVRV3spq+A9lfejMzchgTE8PevXuYPXMm379/x8nJCc/q1ejUoQNVq1ROs+qO7DwpXcmTCuXKsGbpQrXWqQ7Xb91m9PjJPHn2Ajsba/p268jgXt2wMDdLd15VVYrULV2sSHoRffmwX9Djd1akPzQ0lCWLF7N0yWIkEgmNGjfG1taWLZs3A1C2XDlKly7DhvXraNy4Mbt378bYOPVUMA3Zg0b2/xz/d7L/9etXGjVqxLt371m/ZRu160obwKYmllGRkVQvXxJ7B0d+fPtGXFwchkZGfA/wTzFt/Wat+GfSDKxt7UgQieSlNAO+fuHJvTvcu3mN4/t3M3LqbDr26p9i/r+N3yX7MrJSbzm7JV/G74ru/0pSO66ffD4w9p8h3Ll5ndbtOzJxxmwsklWGUkS2vWkJf3rpFCVLFMfd3Z3FK9em2D7Zv81rVcXc0oo1uw+nvi1qyn5GH6iSyz6knc6TWirPu3cfWHL8OlsuP1BavoWRAcb6egypW4HuVUuhmw0RxbSi/KlNp4qIeCH1dp8jIl5Is4K5GeleHPsc1qlOr076DmRPD7rZFd2XofhQLDsvoqOjuXr1Crdu3uL0qRN8+OCDtZUV5hbmmBibYGdnS6lSpZg6aaI8EpyYmMjmrdsYPHQYO7dtpXXjumnuR2Z49uQRm3ftY/Pu/ejp6tK4bi2KFXajRJFCVHUvn2bEX5X0y8el0c5BFWm9xfsVsi8js9K/cMECLl64wK1bNwEoUqQok6ZMJjwsnJUrlvPs2TMqV67M4ydPKFigACdOnCBnzpTlsjVkH2ZmZrQ3NKOVlf1vWV+zt17MWKCRffg/k/0nT57QsFFDtARa7Nh3kKLFisvHqRKimOho+nTpwMP7d3FwcMTnw3vO37zHuBHDeHTvDlVr1sbDsw5WNrZIJGJCg4N4cPsmj+7eIiwkGBMzMxq2aMu+rRsAcMmbn0at29Fj4D//im68f4fsp1tN5xdJfHaSXdVhspP0egt+9fwp7RrWJj4ujvxuhdl94iymZikbDQJERUZgoq+HoZGRkvCrWypVkcJuBWnfoQMjx09W2q7YBDGfP37g0N69rF86H5e8+Tly7X6qy1dH9jPz5iQ92Zd+Vh3dl8n+3L1nmLbjhNJy27sXo1+NshTP9Ws6v1Mnyq8OQdGx7PN+y5o7z7AxMuBS3xZoJyvNmVZEH7I/qi8jO6P7ab0BM9QRIJFIuHXrFrdu3iAqKpqoqEj8/f05feoUW7dtp2WrVoSFhVGnVi1evXpJu7Zt2LJxQ7Zf1xXPw+9fPrF8wxau377H81dviYmNxTGHPVNGDaV7hzapLiMt4c+27fyFsi8jI9IfHByMSy5njI2NiY+PR6Y5enp6uLm54VaoMCYmxhw7epSwsDD09fUxMTHh1KlTmoa7vxCN7P85/m8Kzp44cYJ27dpR0M2N/fsPYG6bdNNNLkKJiYlERUYwfsQwHj24x6Zd++nQvBEAdSpXAKQdCOV0zsXbl8+5fe0S3776oaOrS7FSZWjVuTubli8iKiKCo3t2MHzyTBq1aoelVepRsr+d1DpdyeyyUgz7F0h9aiiWg8zO45Th7chAKpSdvQMde/TG3+8LF06dYNOq5RibmLBhxRIMjYxp07kbA0eMwevhA9o1rEWt+o3YtHOPfP9iEySgo6NS+NOKuBkZGxMeJasDnyT6AV/9aFLNA109XZq27Ujrzj3U3u/sEn1FJHrGKSKZYn0TufBrmVqkyM2XceHxSwDy2FtRs3h++lcrhautpcppswt9C1Ml4U8u5JD+A8D0C/e45/sNRzNjBnuUYNblB0y4eJ/JDTywMFJdmjM5aTXKVSSjop9i/vgoufAL4qMzJLTppbrJxpepWIkyFSspjWvboilTp07Fvaonevr6GP1M/TAxM0eINvpk73VMJrUCYTT2zi7Mmj4NQXw0YrEY7xevWLZuM31HjOfNex9mjh+psmpVeiKe0YeB3yH2aa1Xom+s9CZR8Roku/bcv38PgFt37mJmZsbuXbuYN3cOBd3cKFy4MDdv3MDHx4eqVavh6OjI3Xt3+eLrKy/N2ahRo9+8dxo0/Fr+L2R/w4YN9OvXj4YNG7Fx82aMjIzkF/S4uDhu3rrN7etXiYyM5MrF83z5/AkAfX195i5dSaWq1egzaAjrVy6nc4/eVK1dj6VzZ7Bn6yacc7tSo14jKlatTpmKlTAylt6A+g0fS3hYKAYGBvJh/zaS1zTP0rIy0bHV/wPZ3VW8qmWqOtZGFtYMHj8dAP0Rg1n7M9e4dZceJIgSWDF/Ntb2Dty+Ku0c7uKZkwqin/RAIxLoqLzZpoaRoSGxMbEphh/evw+BQMDpu88wNVf9hkFdsrsthETfWElwJPomCOKjUhX+83P+ISo4EFNDaRqfqvKbv4Lkwp8cVQ8Aipx49ZHvkTH4hERgamzI3GbVmHnmNudefmRb1waUze2gcp3y5ZunXlggrUa56iKIj0qRzqNyOmG0XJJVlfNVJLXfX2oP7HMWLKZBLU+6d+7AvsPHOHXhMls2bWD8qBEYG5swc9Ys+bTZWUpXUfol+sYIgFLFirB15SLKlizOiMkzWbNlJ7WqVWbBtPHkyZ1L7WX/KXnPLKlJPyQdc9/PnwHYsnkzEydNYuiwYVhYWjBowADq1avHhYuXKF2qJNevXwPA5+Mnnj59SudOHWnSpAnr16+nV69ev3vXNGj4ZfynZV8ikTB16lSmT5+OiYkJW7dvl3cKFBQUyNSJ4zlx9AixsbHY2tlhZW1DmXLSyH3latUZMW4Stj8735gwbRYTpkkv5LEJYvK7FSIkOAiXgkVVvrrV1tbGyvr3NEL5FWRXCk9qpTDD435tTXlzg993av/utg2pkdmyo1MXraD7wGHExcZQsEgxJBIJwvg4Zoz5B20taW6yc25X+TqSGlRrYagjyFB1DyNjY6Kjo4hNEJOYmMiShfO5eeUSL556UbN+Y7VEP63j/aurHMmi+zLhB6m8imMi0TK1RBwZira2llz0fzeqGtKqy8pujWi36gDRQhFe/oGs79ucph7FabtiP1PP3OH8mC5qp6mklb6T2nR/E6k9BDjkdmX9jt10aN6Yzh3asWbzdjp0702cUMS08WOwzeFAn/4DM/y7SA+ZxCq+cZJF5Af16kqlCmW5eusOKzdsw71ec26dPkS+DJQS/Tei+EZH8QEPoH+vHkRHxzBr5gzOnzvH1m3b6Ny5CwH+/syaOZOPHz8RHh4un/7x48fUrVeP9z4fGTZ0CL179+br169Mnjz5X5Fyq0FDevxnc/YTEhIYMGAAGzZskA9bs3YdHTt1Ys++A4wfPRKxWEzfwUPxrF2XgoUKq/Wjzs467hlBJse/WmKzq75+WsfpV4u+jN8h/H+L6EP2npvXLpxlWPf2NG3bEX1jM25fOsOJW0/k+2uoo5Wiwa46tG3bjvj4ODbvPcSNK5fp1KopdRo1oUipcjRr2wkzC4s05//Vop9alaHk0U9V+fvqlOH8XVH+zOL1OQDP2VsBKOpkx6Vx3bj59jMtl+3DxcaCjh7FGVbPHR3tZHn8GSyzmRHJV7djLchcvn5m3q7duHKZvl07UsDNjc17DmBlbcOsKRPYsGoFh0+cplKVqkD2P3Cm189FaFg4lRq2RFdHh5unDmJqkv1vlZP3KvyrSP5dp0Za5Ua9XrymS5fOGBkacv3mLQQCAbNmzmD5smUsXLSYQQMHYGNjw7IVK2jUqLF0GRIJCxfMZ/q0afTp04fVq1drSnNmE5qc/T/Hn7WTX0R8fDytWrVi8+bNlCxZEgB3Dw/KV6hAmzZt6NuzG5WrVuPinYf0Hzoct8JF/lrRD49L+C1ybKirlUKkMiOvsQnipFxskThFND+tfYkUJmbo70+ieLwye6yyk+xMB0pISGDLqiUAeNRpzKunj8lbqJh0PaKkPPuknHuJ/C/tbZRgY2vL9x8/EIlEbNmwhjx587Fs43b6DhqSadFPfvx/R78FMhGR6JvIxVUms1qmlnLJ1TK1kP+BVIplf38jJXM7cHuKNH3hud8Pdt9+So3CeTgzqjMe+Z2Zdfw6J568UZontX2RHwMjU5WiL9E3UesPpMc76Zgby/9kSPSM1a7Ukh3nRxXPGuw7fpovvp+pW8WdvTu3MXriVBxzOnHm7Bn5dOr8LjKCSKAj37fk+yzRN8bSwpydq5fy6u175i5bTXbH8n6X6MvWpc76FB/Ekz8AlSzixuzZc/Dy8mLF8uXcuH4dX98vxMTEkDdfPg4dPsKPHz9o37at/FgJBAJGjR7DqtVr2LRpE61atSI+Pj57d+7/GF1DXQwsDH7LH5q3MnL+c7IfExND48aNOXPmDHb29gQFBdG5Sxdy585NZQ93Hj96yNZde1m+cSs2trZqL/dPiX5WkUlpen/y6bNB8iFlyo7ivmSXvKe3jMwcv8wcr/8aC6eO59njhwAYGhvz+cM78roVkR9Pxe82ZdUfSYo/RWzsc/Dl82daN6rLtUsXGTZmPEa60qhZZo75n+yNOLnwa5laKImtovRLP1soRbQVxf9veggo5GiL3/IRHB3WnjYViwJQMZ8Tq7o1wtHClN13niIWq5ZI+YOPgugrjlMUfUiS+PT+0hL85JKf0fSZzP6Gi5UsxfGL16hYuQpjhg6iQfVKaOvo8P7tm5TXw2wUflB+mJEdg/j4eI5fvsnI6XPR0dFhwcr1tOr+95d4Tg91pD8t4W9QuwZVq1ZjwvhxNKhfj8OHDrJi1Src3d0pW64c9vbSKLNzTkdMjY2YOkVaKaxL167s2bePM2fO0KRJE2JiMlfhSsO/B7FYzJQpU8iZMydGRkbUqVOH9+/fpzr9o0ePqFmzJqamptja2tK3b19579wgfXBM7c/X1xeAbdu2qRyf1nozw3/KVCIjI6lXrx5Xr14lISGBAH9//Pz82LF9O0+eeDFi9Fhu3nuEZ72GGVru7xZ9RTnObAQ7uSClO30WotPJj4/sGKUm+aqIiBNl6C81shLx/5U19X8nWTlHfT/6sG/rBvqNnYqRsQnPHt7D3MqG8NBgACXhV6ymk9abBUXpr1ipMuFhoQT++MHBU+dp2rJ1hrbvT4l+ahVLFIUfUIryJ5f+5NH+1PgbpN9YX49qhVww0lOu4d65SgkuPfeh18Zj3Hrri8Qoqdfx5PuUtP8WKaL5qiQ+rT9QlntV/TlkRPKz61zJ6eTMivWbOXHxGlY2NgQF/qBT96SGncmFP7v+ku+zSCTCvWYDWnXshr9/gLzTx+evlN/CZCeCn/1O/I4/SF/6UxN+LS0tzp8+wY+gYB57efP0+XO6deuOQCDAwsKC12/fsXPXbnmP4cHBwcTFxXHj+nXKlSvPuPHjuXr1KvXr1ycy8u9Ow9OQNWbMmMHatWvZsGEDd+7cQSAQUL9+fYRCYYppAwICqFWrFnnz5uXx48ccO3aMW7du0bVrV6VpFP/ev3+Pk5MTHTt2JFcuaSP6p0+fUr169RTTurq6Zuu+/Wca6IaFhVGvXj28vLzQ0dFBJBLRvkMHmjZrRvEy5bGxkUbxM5ru8DtFP7kYpzZNWrnov1NY1c3LT0vwleaJTz8Sb66vozSvmUHaXcind7zgvyP52cGlC+fR0dWldtNWrJ8/Ay19QxxyufDp/Vv5NIrHVLEyj+L5oOoYxSaIKe9eidWbt1O5uifm5hYZ2ra/JaKfHJnwa4G8Sg9I8/VlwivL55cJvzgyVEmOVVX10TM3/ety/Beduo0EOPLoFUcevUJbS0CVwnnYMqYXsmLGyd9myFCM5ks/J0m8umRno1dFUuvFW12KlyrN3qOnEAqF6OsrN86WLTcz143ExES2btrA58+fiI2JRUtLCwMDAxxz5sQxpxMuzjkJCQnmwvnzvHz1igtnzxAbG0OT5i0Z0Kcnq9dv4uVHPwq55MxyQ9PfmcKTHJnwSxTK36rK6U+r0a6ZgS758+dPMY+Ojg5NmzXj1auXLF+2DB0dHQq7uREY+EM+jYmJCffu36N27dqcPXsWi3RSDjX8+xAKhSxatIj58+fToEEDAPbt24ejoyOHDx+mXbt2StN/+vSJevXqsXr1anR0dMifPz+9e/dm/Pjx8mly5FDuV6Vv377o6uqyfv16+bBnz55RokSJFNNmN/8J2Q8PD8fT05OXL18iFAoxNzdny7ZtNGzYSOn16d8q+uqIsTr8rvSSzEq+qoi8OoKffHqZ8CsuU1H6I4WJmOqp16Dqv5CSk135+uFxCdy8cJriZSvy8uVLEhJEFCnrjjA+nt2rFiASCtH9Wc1K+j3rYKirpVJmkg+TfRYIBDRs2jzFujPb8/CflPzkiPVN5K9KU5N+QF65RzpO2pg3NfH/24R/VpuajNl7Qf7ZysSIq88/UKjnZMa2rceQTi0wRjl9R1UDW0XRz6zAq0qNycj5YKgjyNb0GoFAkEL0FcmM9F+7cplxo0aQJ28+jI2NCQ4Oxv+rHwKBQCkfX09Pj8FDhlKxSjV8P0gfzEN+njclPapToWwZLh3awY+gYJwcU5ZQ/begjvSnJfxplWLV0dElMjKSjRs2YGdnh6urK+PGT6BU6dLs3LGdhIREdu3cQc2aNbl8+TLmWSwRrOHvwsvLi8jISGrUqCEfZmFhQenSpbl+/XoK2Xd3d8fd3V3++eXLl2zdupU6deqoXP6TJ0/YuHEjJ06cwMgoqQzy06dPadWqVTbvTUr+9dV4IiMjqVOnDt7e3lSqVJl27dtTu04drKys/nrRz4jkK8pr8kj1n5B8SLuUpuL+pBfBD4lO+YpMFVbGekqfFaUfUkb5/4Zj9jvI6rkq++583r6iR4OqjJi/mrdPH3Pl+EHK12qIMCaSm2ePM2/ncSpUdFeaV3Zcf9fx/NWin161E3VQjIAKFP6fPHovi/ZLx4WSHMXp/ybhP+31lqvv/dh08T65bC3wD4lAmJCIQACWpiZM7d+ZHk3rYGgtfZuqKqIvEzCZeGV3Tru650Z2VOb5Vdy7fZNx/wwhPj6eMZOn4fvpI48e3Ofy+bNK05mZmXP70RNyO0ojg4mJieSws6Vfn94EBQfzwceHO3fuyqcvXDA/owf3o0PLphnantTO6z+JupWaVKV9JUcsFvPw4UOCg4OoX7+BfLhQKMTa0kL+WVdPj7JlynD+/HlMfkG1o/8yZmZmdLGypq2D429ZX70H9zAwN0/xYObj45Ni2sOHD9OyZUtiYmIwNExKT2zTpg0xMTGcPHky1fUUKFCAd+/ekTt3bq5fvy5P0VGkcePGREREcO3aNfmwwMBA7Ozs6NixI15eXoSEhFChQgXmzZtHgQIFMrPLqfKvjuzHxMTQqFEjXrx8wZlz5yhTpiyQsgLC3yb66YmxorQmj1ArSuvvFFZ16+WnJfmgEf2/DcXv79DW9VjZ5aBctVqsnjoKA2MTLh/ehZGp9ELp+/4NhUuXV/nWRHZOpBbp/39Cntaj0AmUYqQfUqb4JI/0g3IvvX9ThL9ZtTI0q1aGLtXLsPTsXT7deAyARAIhEVEMmbeGXWevcX33arSNLQDk+fmAStHPTsmW9/As//z3vP1Rl8iICDq3bo65uQVxsbEM7t0dSysrDA2lEcGcTs7Y2tvj9eghERHhPH/qjZ2dtKGpKCYaHR0dTC0smTt7FgkJCVy+coWz585jqKfDY++ndBs0gk++fowc2Fve98x/jbQi/KrQ0tKifPny8s+JiYnMmzuHE8dPYGJiQlSU9AGnSeMmnDt/jkaNGnH69GmlKK2G9NE11MHQUr0eubNKRn75sgbYyd/OGRgYEBISkua8u3fvJiYmhjFjxuDp6Ym3t7fSg+CbN284deoUZ86cUZrv+fPngLRfpu3btxMVFcWMGTOoXLkyz549kzcezw7+tbIfHx9Ps2bNePToEUeOHZeLfnKyIvq/CnMDnVQrxcikVV3JB9W5zNmxHxmpla9Oyg4kSbpM+pNLfFokF3xIW/Lhzz0c/Q6ys1fihzevcu7IfjoMHEnQN39iY6KJjYmmQu1GDJy1At93ryjo5gYkfdemetop2kQo9rqsmM+fXSi3EZBku8gp9gis2IERpOxJNz3ECqkGip1wgbLIyzrlkg5Pmd6jKPzwZ6P8ig2Hy5Ysys6SRfEscZMNp6/j7eMnnUZHh3veL1m58xBD+/ZMc3nqRvSzdj1L+TYoK8Gg38HNa1eIj4vjR9w3nHLlZvPeA5Sr4I5EImHGpHFsWrOKHQePksvFldjYGOytktpJPH70iKioKB49eiR9oNLVoU7t2tSpXRuAty+8KV6hClPnL+G9rx8bF81CSyv932lqD7H/FjLSszJISxBv3LCRwMAfdOnalfDwcN68eYO1jTWHDh+hedMmNG/enOPHj6eZvqXhzzJhwgS16uzLovnx8fFKkf24uDiMjdN+UCxbVuqfhw8fxsnJicOHD9OlSxf5+J07d5IrV64UKT6enp6EhIRgaZn0+z169Ci5cuVi69atjBkzJv0dVJN/pewnJibSoUMHbty4wcFDh5XyprIrog+/t9MsGVmV/OxAsU6+Iqk9oKQXzVeFub5OhhrkKpJao9zUovnZ1VGYOvwJccjqeXr70jmmDOpBiYqVadq1D0/v3pSPa9ZzCNo6OrgWKoYQECq8eZK1jUhP+NUhI9/JnxZ+dZA9FCQXfum4n9VFUhF+6ThLlcIPfy7Kn1qFoJ71K9OzfmXydR3P16AwdHS0ESYkMGLOCvp07YihQcooXuodXmX8XE5+/iuefylJ+7z8W95KXb5wDoBcLq6cunIDMzPp2zWBQEBEWBgmJqYYGhmhq6uLrq5yikL5ytUAOH3qFIsWLkRXV/p7DQ8Pw9HOlpo1POncqSM3btxg594DAGxYuTRd4Vc8p+HPS79ERQPd5ChG9yFjwq+vr8/pM2do1LABO3fsoFixYtSsUZMmzZrh4eHB/gMHadWyBR07dmTfvn2ajrf+5Tg7OwPg7+9P3rx55cP9/f0pUaJEiulfv36Nj4+PvDEvgIODA1ZWVnz9+lVp2qNHj9K2bVuVjeQVRR/A2NiYPHny4Ofnl6X9Sc6/LrwpkUgYNGgQR48eZev27VSrXl0+7t8q+jJJlf0bHxfLvQsn2LNqITVK5KdJ5TJEBH2TT5+yE6GUX2PyYSHBQRw9uB/fTx8RiUTy0mzJiU0QqyyfqUr0FUtpplcSUxXm+jrp/skwM9CV/yXHVE9bfuzMDXTSjOZrRD+J8LgErp09waSB3ajoWZsJK7agp2/A80fS/F4tbW2e3LyUYj7F71r2/Sc/PzK6XVlKtcvmfG9QXcc8IygKRspc4qTPSr3Npuh8Ku0a/b+T5OtTVTr01Mwh6OpoM6BNI/mwc1dvq72O9M4B2XUp+Z8ismuV0jQJSX8hcQkpSsYq/qm7Lb+S8LBQ9u/aAUCn7j3loi9j7JQZmFtY0Ltze2JjYoiICFfa3pCQYKbOmI2TkxPLli1l7pzZzJ0zm927djFsxEiKlSrDjp27+PTZl5bNm7Nz7wEuX7uR7nYl7+dA8bxW7ADtbyP52zjFh3fFNjqqcCtUiNt37rJi5SoKFynK8ePHqFu7FvXq1kFbR4et27dz5MgRBg8enO0dmGn4vZQoUQIzMzOuXr0qHxYWFsbjx4+pUqVKiunPnj1L69atlcqxfvjwgaCgIAoXLiwfFh4ezosXL5Qa/spYs2YNNjY2xMbGyodFRETw9u1bihQpkk17JuVfF9mX1UFduXo1DRsm3VSy87XsrxB9iUTCkT07OHloL0ZGxixcv514gVRcxWIx7x/d4eKJQ4R89+fJvTvExSV9+aHBQRgZG6soN6j8ejq59Hz88J6b165y7dIFrlw8ryT4xUqU4uTl6/LPitF8dSL4imRU8iH9kpnqkNm3INnNnxKDrJ6nAX6+zBoxgKp1GzFh0RpixdKog/dd6Y1fnJjIsU0raNJ9oMqIhOL3rirCn1EymvaTPMKfXcjeFChG+CFllD89FNN+FCP80nEmKiP8kDKtJ608/j9Ban0EFHTOweDW9Vm9/yRXNsxl1tZDlC2hfMNS9dCUZh8NqZzj6fXErUxmq/38mSj/mZPH5f9v3b5jivE2trZs3LWPFvVr4eYszemdv3wVuV3yYG5ixNqVyzl6+BCPvbxTlJpcvGgRUyZPwtzcnDyurty4KX2Ld/XGTWp5VlNr++R58PHRSlF+6bg/I/yqynAqkjzCr0h6EX47e3u6dO1Kl65dEYvFnDlzmnlz5lC/bh3atGnL9BkzmDhhAo6OjkycODFL+6Hhz6Gvr8+gQYMYM2YMtra2uLi4MGrUKJydnWnRogWJiYkEBgZibm6OoaEhnTt3ZsGCBXTq1InZs2cTGhrK4MGDKV++PI0aJbmpt7c3EomEYsWKpVhno0aNmDBhAl26dGHq1KnExsYybtw4bG1tler1Zwf/Ktlfv349U6ZMYfKUKXTt2k0+PKui/6sb5IaFhjBj9DAunzkhH9a/Q3Pa9R1K2cqejOjSEu/7t3F2yUP+QkVwK1Ycrwf3sLWzZ+XW3RQtWQoT/SQ5Tq3GuEz4JRIJq5YvZebUyWhpaVGidBkmzphD7foNuHH1MmOHDcbKxkZp3xUj+TLSqxCUUcnPrOCnV0bzTzbA/RM9K2cHYaEhzPynH2YWloyavUQu+gDvn3vL/x8fG6NWfW5VKT3qHg/F7ysrwp9dKKYGqRJ+dZA9FCQXfkBlHr9imU5QP4//d5NWZ2AAQ9s0ZNn+0zx7/5lzm5dkSv7SOm9Se8OozrAk1LvtJU9F+13SX6d+Q6ysrKngUQlzC0uV0xQuWozVm7fTvZ20ZN/oIQPl40qVLgNA82bNmDZtGi0VyvoNGToUj0qVcHR0RCQSsWb1Kp55e1O+YqVsPbf/RjJbklMRLS0tGjZsRP36Ddi1cyeTJ03i9OlT1K1Xj0mTJmFvb0/v3r1/2T5o+LVMnz6dhIQEevXqRWxsLFWrVuXcuXPo6enx6dMnXF1d2bJlC926dcPa2porV64wfPhwKlWqhLa2Ns2aNWPRokVKKV3fvkmzMqytrVOsz9nZmcuXLzNmzBgqVaqERCKhTp06XLlyRandQHbwrym9efr0aRo3bkyv3r1ZuGixXEAyUzrt/ds37N62hU1rV2Hv4MiRizewsrHJdlmTSCScPXqQBVPHk5AgYtri1RgYGDCgY0sAChQtQcM2nVgyeRTu1WrQvH1n/D99YNXi+eRycWXFll0UcSsoX156HQk99fZmwsSJPHn0iPDwMIYOH0m/YSPRNzDg/ds3REZGsGfbFk4eO8KJi9dwzlcwheSrU+c/K5Kvbv17dflbovn/JtH3+/yJwV3aEBoSwpwNuyhcsoz8e4+LjWFwM0/snV3xqN8ckTAez+btUyxDsb2Fub5OioblGY3wZ/W7+xXfteLvK73X/apQfAuQPJUgrTKGiiKvmMcvHReqcrrfQXqiL6PNnM34BYXy8Ng2pbKbyUtuyq7dimk1oPq3lJlO+mRkpFKXKv7Whv1isZhzp04wa8oEvnz+rDSuZu06eHs9ISgwkE++X1SKhiK/8vz+HaQX2VckoyU50yIsLIzp06ayYf16qlarxs0bNzhx4oRSHreGJMzMzOiZ056OrilLU/4Kqp+/xvT589VqoPtf518R2X/y5Alt2rShXv36zF+wMEui//HDexrXqkZMtPTi9D3An5njR7F4/ZZs216JRMKtKxe5cvYUh3dvo07j5oyaNgcbO3taeFYEoFjpcoyYMpMtq5YCcOfaZe5cu4yWlhY9Bw5l5NjxGCg0bEurvrhYLGb5smVMnzaVAgUKMmDwUDyqVKFCRXc+fw2gpntZ/L8mNfaYt3KdXPTTkvzMpOfI+JWCD5pofmZ5/uQRQ7u3x9jElFUHTuPkkkdp/Imdm/j25TP5S5ajcsMWKeZXlPyQaCFWxnryYWYGuqk22k2P5I0qMxPhzw6UOwZTjvBDxqRIMe0neSWfzFTqkY6zVNkR199EK8+KdJ2xkuDQcKxypJSwtITqV3TSl7wjPkWSd8Cn6pxV1eD8T0r/qeNHGdC9M1paWojF0u0pU74CzVq1xdjYmFfPvHj86BFBgYHMnr8wXdGH7Dm/IWUj3r8ddUpypoWFhQWLlyxFJBKxe9cu3D08aNOmDTdu3KBUqVLZuKX/HXQMdTD4TaU3yWKv0f8l/nrZ//LlCw0aNqBAwYJs3rJV/nokLdFPTEzk5fNnODk7Y2mVdKELDgqkfbNG5MjhwLiZ8+jdXhph/xbgn63StnrhbDYuW4iunh5Dx0+l24Ch8nG1GzZl/dL5PHv8gF4tGwLgnNuF6KgoQoKDKFK8BAMGD0lV9FWxbOlSJk+ayJChw5g8ZQpibT1ePH9G62aN+f79O0JhPHuOnkLXyJjQkGDKVq4hF33FBrZZJasRtMygiearz5Wzpxg/qDcFihRl+urtWFjbKI1PEIk4vn0dTnkLcOPEQVzcilG3XXdioiL48tUfB1dp/m9qfSPI+oj4U8KfHaTs+Ve52k/ytJ70yIjwQ+qVeoBU8/j/NormkVa1ePXhE5Vy5FRrnuS/rcx20qduvx3qkjwl7VeWlVUHiUQib7xbulx5Hj+4j6WVFVNnz+f7twAmjPyH798CqOhRiS0799CwcZMMVazKqPTLRDk16f8byUqFntRYsHART729+fzpE3nz5qVho4bcu3tPXuFFg4Y/zV8t+xEREdSvXx89XX0OHjwkr3WaWo5+fHw8F8+eZt6MqXz+6IOtvT0z5i2ifmNpT4GXzp0lwP8rN588J6eTM6u37WFA1/a4FU3ZcCKz7Nm8no3LFtK132B6DBqOmYWF0vjceaQlnQoWKUbrjl1o1KIVFpZW0ipDXdtx6dxZaleqwKPXH5T2Ma0by+pVK6no7s7E6bOQHY2tmzZy7cplihQvwdI1GynlXlm6LBW5+ZA9DWYh7Uaz2c2ffL3+OzpbU0Vmj+fuTetYOHUcNRs0YcbSNfLG4Yp43b5GWHAQo1ft4uqRPexYMIUjG5YSFRaKkak5C897AdK+ERSlSjFq+j/2zjosiq6Nw/fSSIqiiKhgN9gBdvPa3YVid3d3d3d3t9jd3RiIiiKKAtK73x/rrrvLNkvox31dc+lOnHNmmPjNM08oFoXTZp9k90uZqNIWQ6efVSf4tUFZ+k5lFlBDBO6mJvJky4KRkRHP3gTg6ekpV1BLgmwhLW3jhjRZ8tUJfclXKNltJOftT4V0svDnPiYZi+z5mRJW/vj4eM75nWLx3FncuXmDjl27U9bTi+7X2zJ+2izevPanr29nqteuw6bR+8lXoKDc9rqmqNVF8JqK4uSs44KYiFQv+vUJ2I2IiMDS0lJpilILCws2b91GBS9P0js48D00FG9vby5fvoytra3Bx59GGrqSasV+fHw8LVu25H1gIH5+Z8iUOTORcSJiY2N59OABd+7dJXMWZ4q4FyMuLpaVixeybdN6oiIjqVKjJpNmzqF9s0YsmDVdKvbz5MuPQCDg3OlTtOvchbwFxZkiXN1yqRuKVvz4/p0lsyaze9M62vr2ot+oCUoDG70bN6d+4ybS3Mfw52GxdusuJowaxtrlS1mzfAk+3Xsl2B7kb9wikQhHR0eyOGeVWS6kjFdFNqxdzayFSylUpGiSZoxJToEPyWvNTw60FcSSdTUd3w8B73DOlh2BQEBk5C9WzJnOhuWLaOvbiwGjJ2JkZES0rKD6+YOLZ09zfOdmsuXKS/Y8BegwbBIlq9bh3P5t/PwWwvO7N+T60FQMTdE9Qpv9kmBnYZJA9GuDpnNc1/Mksfn8tS3QlRjBbygM9eJgZJMecyBHFkdevX0vt0xkZiX11Vcm9A3hsqMOycuArOiXFfyAWtFviBdSTag6Rwf09OXA7p14FC/Jlj0H8apcBaFQiEfxkowbPpioqCjqN2nGwhVr5J47yjJWJUVdCgmKwt+QGPrFQZeA3d27dtG1iw9mZmbkzp0bi9/Bky4uLuTLl4+YmBji4uIpVLAQ58+d4+y58zSoX49WrVpx8ODBtBz8aaQ4qVbsDx06lBMnTrB3335y5MlPaEQUA/r05PDBA0TJ5CQFcaERWzt7fHv2wc4+Pffu3EIYL74B+/b+40JToHARzC0siIgQP0idXbJRoWp1po4Zjo2dHY1atNZrrO/e+NO1ZRO+hYQwbPwU2vv20FCgRLxM2Y19zKRpnDp2lAWzplOsRCmKlyqdYB1Z1m/azMOHDxk4bKTcQ+dHqPjhfe3yxd9WHsMJYmUiTp0A1UWw6UJyivykelnSRejLbqPseL9/+4Y5E0dx/uQxWnToQmbnrGxetZQf378xYPRE2nfvk2CbuNhYBndszvMHdxAIBHQbNQWBQIBIJOLNkwd8fPOKgJdPSWdto7QQmjJfaEXrvj77B/KiX1vUnWv6uF4kp+AH3TP1GArFjD+JJSY2DgsVVUXl8tzraM1XJfB1cd/R1sovGYs2Vn5DoewcFQqFnD52lD6DhjJ45BjpfCMjIxatWsu6lcsRCoUMHDFKqYFJk2uaIVEn/HVJW6uMpP5aoErwBwQE0KtnDypVqkzVatV49eolMTExiEQQEPCOy5cuYW5ujqmZGTHR0eQvUID8BQqwfsNGmjZpzLBhw5g9e3aSjDmNNLQlVYr9devWMXfuXKbMmEX5ytUQCoV06dSBc6dP0n/oCMp4elGoiDtfPgfx6P59wsJ+4FWxMlPGjebIgX0AFChUGIFAwH8NGknbfffmNVGRkRQoVBgAKzMTVm7dzdBevowZ2IfIXxG07qRb2qwfod9pXbcWtvb27D9zCZfsOTRuo05wGBkZsWrTNvp182HCyGEcOHUWSPgQkFhp7t+9S85cualap65cO1Vr1KasVwUmjhqOk0sOqtbWPzuAOgutMtGZVOJero8UtOYbyoVHlzSnIP93kBX8vyLCWbt4HhtXLCZDRkcatmzHjg2rMTE1pV7TVnTuPQCXHK5K29y7cTUvH99n2sZ9bFk0k+M7N5Ehe278H91j+8KplKvdgGpN2lK4jNgNTFbwqwp61GWflO2b7D6Cbl+KZP82ys5DfVwvEmsdVRT8oDx9IegfuGsoEuMeJPulITYuni8hCduRzcCjLhOYtiIf9PPT19XKr+ra0+cLlCYUz9H4+HiEIiGxMQn3M7urG+OmztC63aSoSyFB8ZrQZPHXV/wrXjOJQZ3/vgRzMzOyurhw4cJ5unbzpW+/PwZEdcfRq2oNJk6dzujhQylcuDAdO3Y0yJjTSEMfUp3Yv3z5Mt26daNdh0506daDH7+imD9jKieOHGLNlh1UlxGt2XO4kv23iOnesS3HDh0AYMiosZSvUAmRSMSt69fwrCguFpI7bz4yO2Vh4qjh1PKuy9Ax4xEIBExdsBShUMjE4YPxbtgE+/QOWo/32qULhHwNZvuRUwmEvv+L51w668fNq5cJ+vQBYXw8JsYmdO/bX+4lRJE8+fJjbGxMlqyag9uyuebkQ+B74uPj5T4VZnJyIuDNGwB6dmjFnOVrqFo3YXYVfTLlqMuEk9SkhMg3tFVfXfChOpSJjvAvH+jVtinvXr8S++MvWIalZTr6jRqPmZkZ6awSZsWQ7f/5o3sULF6a4I8feHTzKq75CjLFtzkADbv0pVnPIQm2V2bhTyyKx0BxP7VF9txUfCkzZD5/fXygVRXoMlTgrqHQR/AruhT1a92Ascs207tXT/IWyix14QGRVOgre9nVReRD4gNyk8KX31BIRb+pKZ19e7Bk/hyWL5rPuKkz6NytZ+LaTIL7qDLhqy6bVWLEvyGt/JoCdjM7OXHl6jU6tG9Hj+7duXL1Gi4uLlq13bV7T549eYKvry958+alfPnyiR7v345pOnMs0ieNq1cC0pLxSElVYj8oKIimTZtSomQpBgwewoaNG1g4eyYf3gcwcMRoOaEvy8cPgVKh37BpC7r16Y+JiQm5cudh0ZyZOGbKJBXQQ0aNZXCfHrx68ZzBo8ZiaWKEpYk5ObKL874Gvn5JljLltB7zhZPHAHj24C4WpsY4Ombi7u1bLF80n/N+pzA3N6dYqdIUKeqOiYkpAe/e0rNze5q3acfAYaOkgl4kEhfDunDWj1VLFvH86RPGTpG32MhbZsQ37Tz58hMdHc3rVy/Jky+/dN3HDx/Ipdv8FhKi9T4pQx+B/7f70icFulrzFVEU/P06t0EoFLJk825KlPXE/HcWJ21fWCPCwnhy5waPb1+nQLFSjFy1myvH9hPy+SP1OymPGQHNVv3EuvLoemxUiTBZDJHeMykFP+gfuGso9AkAVhT6Ruls6Ne6IdPX72bv4eMML/QnAYLkvqVozU8Kdx1tMbSV31BYmhrx+dNHHt69g4lMjNeEkcP0FvsSkiu4OMELgIm8tV8WXXz9DZ39R1PALhYWLF22nAqe5WncsCF79u0jYxbNgl8gEDB9zjxevnxO06ZNuXPnDk5OTokaaxpp6EOqEfuxsbE0a96c8IgInjx5TPEi4mwCdeo1YO3WnQmyCwBERUYyclA/zp4+CUDDZi2Yt3Sl1F9+3LSZtG/WiBqepVm+fjN16jWgWeu23L55nW0b1zN+xFAmTJ/FlYsXWLF4Ae19fClRqoxcH58/feL8mdPcuXWDuLg4sudwo22nzhzev4/tmzfw+IG42mifrp3ktitQqDDzl6+mTr0Gcmk0RSIRO7duYuLI4ezZvpVCRdz59OkDod++YWVtTej37xQsXITl6zdTzqtCgn1WtDIXdncH4MWzp3Ji/9C+3QD49OrLrs0buHrhHE076F7ZL6WKVqVW9H2ga7LmP7h3lzN7t1C6mjeFyyT8uyvzI37x6D7+zx4zeu5yyleupte4nFyyIYwXj+Xzh/cYGRkpza+vD8lVYRk0W14lpAbBD8oz9YBugbtg+MJa6ir3Kl1fidAHsMzgSOWypTh/5RrDUSii9fsaUib0kzKNpiYMZeU3FB2aNuD6xXPS33kLFMLdw4MOXbsbrI+kikVSdU3JusEpuvnoQlKn/FTmv58hQwb27j9Ak0YN+a9ObU6cvYh9+j/nv8pjaWTCotUb+a+KF82bN8fPz08uQUcaaSQHqUbsDx06lCuXLyMUCuncrSdlPb0oVNQdl2yqK60d2reHPTu2UdarAtcuXaRx85ZygbGVqlbn9rPXlMifkx6d2nH7mT/x8ULi4+OxsbFlw+oVFPUoxpxpkynrWYHx02ZiZGSESCRi8dzZCEVCzpw4zv27t8mbvwDPnz4BYM60SQnGsmbLDszNLQgO/kKmzE54VqykNFhKIBDQok17/qvfiL07t3P31k2q1KhJ+vQOfPsWQpXqNSlWspTSbZVhYiK+afTs3J6nAUGksxLn0t+7Y5t4XEsWYmdvT4kyZeW20/bBpMqC//8o9PVFndB/9z6QjbPGceP0EQDuXvRj/qErGJvI/31kxUZsTDT7d25n4aSRZMmWg+LlE74caENw0CcObd9Iw47dccmZh8VjBxH1KwKLdMn0iVWBxNZ6kOT4lyDJ9Q8J3XtSUvCDYQJ3IaGV3xCoK+Qlt54KoS8hU8b03Hv6Sk40SQRRWEy8SpEPyS/0FftNrJU/sXwIeCcn9AEWrt2Ea85cf8W9V/NLhHyRSH2FvyFFvzrrvoT8+fNz9PgJypctw5L5cxg1YbJWbWd2cmLZuo20bPAfw4cPZ86cOTqPL400EkOqEPt79uxh/vz5OGTIwLxlq6hcrYbGbb5/C2HGpHFUqlaDr8FfcMmeg+IlE2auyejoyJI1G+jl04F5M6ZxeP8ejIyMCAv7CcDZ0yf5+CGQ5m3aSX3er166yOypEwFIZ2VF/oKFOH7hKkvnz2HGpPEAOGbOTDnPClhZW9Otdz/ccuXWaZ+tbWxo79OV9j66W9sliEQienftKP399Wsw2a2sWDBrBsFfvtCr/yC8qtemUFF3zMzNdbJKJ6cf/t+EpamRztZ9OwsTpX7nl08cYtHYQRibmFKqmjd3L5zG2i4996+c49WD23wOfId32654lPjz8rd/wwq2Lp5JZEQEDdt2pveoyWSwsdRrPF8+fSA+Lo76zVvz7YdYQIYFvcciZ34NLaRO1LkOKQqx1CD4ZVEU/IpoCtw1FPoW8lLmSlQob27WbN/HqjVr6djFV6UATElrvioUrfyqakkkleCXrc9y4tYTMjllSfGCXoZE1o1IMehd1xz/oDnw3ZDkyJGDzj5dWLtmNf3698c6vbg4oaKLrSKlypZn1MQpTBg5DE9PTxo3NswX1DTS0IYUF/vv37/Hp0sXypb3ZMfeA1haqhcukgtpzNBBBH/5wvu3b/jwIZB9x/2wUVG8okYdcaXa+3du8/3bN2YsWIwwPp6rly4ybupMDu/fy4f3AdL1r1+5BECHLt2ws7enfuOmnD5+lJmTJ2CfPj1rtu6kZOmySvtKTlYuWcjZUydZunYj1WrVkboLhf9+kSlarDjFZFJ3KhOq+op6yQMnsZ+B/4aHluJ+JkbwR4SFcfPCaV4+f86O5fMoX7MuPcfOoG/jasTFxvDrZyhz+nfCPkNGzC3TMbZ9fWo1a0vvCbN58/wJa2aMo17L9jRs25niHu5675OdhQnhP0MBsLCwJO6jOL7DytZWa3caQ1RdTklSQ8VeVSgTK+oCdw2FNnn9hWHf5az6ikJf8vLRp1Nrnrx+z+Chw2jYtDlYJHwhUCf0Q8L//M5grb6ugyEICY9R2Y+i4JdF15oS6oiNieH0kQOM7OOLvUMG7NM7kMkpS4L1UtO5mhgMkekKtCtgpwl1Vn3FF5C27doxf95cLl28SKPfov3P+FX/XXr27MXa5Uvp2KkTpUqVSquwm0aykaJiPz4+njZt22CVzoqNW3doFPoSoiIjObRvDwBvXvszd+lKChUpqnJ9STrOB/fuYGxsTO68+ShZuiytO3Tmc1AQANVq1QEg5Gswm9etxsrKmnFTZ0it/beuX0UkEqUKoS8UChkzdBCb162mR98BCTL7xMcLEQgEWFhaKhWq6tBknZBF3TravlQY6qGV1JVWdT2O0nHJHIfo0GB6tWzE21fPMTYxoU7LDviOnMKameP5GvQRgIxOzoxevIGcBQrzOTCArrXKYGUjfokNfPYAACsb20QJfRB/FdqzbjlZc7iRPqMjQzo1J2+homTOqtptThFbC9N/QvADf43VVJ0fv6HQlNdfG6EPYpfFUSOGsXbrTlatXIFP38Faj0FW6Et+J0bwS6z0mr4cyPYja93XhcRY95fNmca6JfMBCP0WQrmKVfRq529CWR0A8W/DpbfVFU3Bwi4uLjhkyMDRI0do2KgRAoFAOl516TgFAgEjx46jd3df2rRpw9mzZ//vCm6ZWJpjbm+4pALq0NYd+v+BFBX7M2fO5NLFS0yZMUsu0EUdliZGYGnJxBlzyOjoSLWataXV7D4HBfEt5CsODhn49i2EwIB3nDp+lB2bNwKQr0BB+g0dISfWM2TMiEAgIPT7N3H7lumI/BXJfw0bSS/CKxcvMGn0SNyLlSBv/gKGPAR6cfLoYTavW83oSVPp0qN3guXuxUuwb9d2HBwyAAmFqiIGEdsK4l5ZajpQnfs8MWNIyurAsujzJUP2K8C1C2d5++o5czftpVhZLwQCAWEx8eR3L86HClVp0X0A+dxLSONGZg/tiZGREY1bd8DGzJg6TVvz9XMQa+dPp27DxhRyL6b3vpw+cpAbl84zb+0Wpg/tQ3DQJ4atX4CtuYlOmXD+BcEP8lb+v1Hwa4OuLwWa0nyqE/oSnLM4MaBfXyZOmIClnQON2nRU2pesCFcU+rLzE2vhd7AyM4jgT2y2KVUEvnsr9zuba07p/5MivWdqIrHFv5RZ+SHxxbyUuRVZWVkxadJkevXswY+fP+g/YKA0raYm0d+kWQtev3rF7BnTmDVrFsOHD0/U+NJIQxtS7M5x584dxo4dy8BBg+jTqyeWJgK1kyIduvjyX4NGUqH/5NFDqpQuRu2K5ShdOC+1K5ajS9uWUqHfrFUbjpy9xH/1G8q18/rVK0QiEekdMvA1OJjOrZsTGxvDlQvnpets3bAWgUDA1n2HsLW1S7qDoiUXz50ld958dO3ZJ8Gb648focyZOolW7TtStFhxlW2IU44aSW+syn5rIjJWKJ2k/UfF8SMqjrCYeMJi4hP4qiuuL52vp2DXZ7vEvBzo9VXg9wO6Sq3/SGdlzUjftuzfvJa42FgOrlnE89vXGTVrEaXLlMXOwhQbM2O+v3/N8/u3EQqFrJk7lZ+h3xEIBPQcMBinrC7s2rhWr/ELhUI2LFvIyN5dqFzLG3uHDJw/fojhMxdStJQ45ayNmbFWk4SkED0pgex5mRwvkLr4JisiNLeWBu9qi7YvBbIoCnhVaT4V15Pta/LECXTr3p0RA/uxdO7MBNuqE/o/ImP5ERkrt1zVy4AqtLHOS9qU9KWsD3U5//VJo6uMXxHyL2R2alLoJpeRI7mR3a/IOJHOBcBiBSZy15bIzEqntJ7artu+QwdWrlqNv78/TRs34sWLF3LL1emZalWrIBKJGDNmDHfu3NF6bGmkoS8pIvZjYmLo2LEj+QsUYOSo0SrXi4qK4uKFC5w+dYq3b94QFxfHuTN+jBrQh77dfLh84TwhX4MB2LB6BRER4fzXoBELV66lUbOWAFStWZuZC5cwa9Eypemujh0+gK2tHU5ZnOnesQ1XL10gJiaGQTJlyRs1a0F4eBifgz4Z+Ejox4/Q77x+9RKfNs2JioqSW3b5/Hl+/vxBz/6D5ObLinlZwar4WzJP9l9FlAl2RZEvsfZKBL82ol+Xh1dknFD+oSDz4qFq0rcvRfS1+trY2bHx0CmiIn+xf/NaujeuyZr50/E7vJem5YvQumopoqMiAcieKw91W7QD4OzRA+xYMR87CxOMjY1p0qYDJw7sIfKXdhar4M9BLJg6nrf+L+nTrjnzp4yjbdeezFy+noA3rwGo7f2f7vvzfyD4U7ug0kfw6yr6lQl+WdGvTuiD+FP6rNlzaNW+I0tmT+ejTHyUOmRFvuz/QbX1XxFlQl+T+FfsS5+gYV0KwcmyaONOBoyeKP3tXqKU3HJD5/JPrSS4vxtQ9GuadKFV69acO3+BTJkzM3Sw2E3txYsXfPz4AZFI9Xi3b9sKQObMmenYsSMxSqojp5GGIRGI1J2RScTEiROZOHEiW7ZtJyoykvfv3xMY+J7g4GB+/vhBWHg4Dg4OXL1yhdDQUOl2VtbWRISHY2RkhFAovhF4VarClr0H+RH6nVlTJrF53Wps7ewxMTGmeMnSrN6yQ+1YfNu35svnIIq4F+Pw/j107dmHbn36y/nRnTl1gk4tmzJwxGjKeXpRupwnHwLfc+bkCczNzalSoxaOmTIB4heUdSuWApA1W3YKFCosl//eEPwI/c6hfXuZMHIoBQoVwaNESYyNjXny+CF3b94gV958HDt3WeX2CcW9/NcBuZL2CmJHlbuOquI4EhEoEYbKfFllP01r9UVBQeTrQnLXClA21nMnj7Jw6gRMLSxp2bUXD29dZ9+mNQDsuvQAR5mAvHevXjC2Zwe+BH3i/KPXmJqZ8fDOLdrXr8H2ExfIJ1OwSBkikYj+nVpx4fQJABwyOjJ5wXLKVaoKwPBePjy+d4dDl+8C+okUWatmSrv0yL50KAZN6uJHrc15ouk60gbZNIOK7ga6ZBMx0sNvXx9ff8U0n5qEfrztn+q5b798o1bF8mTO4sy4NXuIiBXyIzpOKqZlBbyi4JbFzvLP31idW4+iqJcE2Eos9Mq+KMj2a2dpKte+pD3ZQF1DnW+yiEQiimcTW/S3HjtHgSLy8Tn/j/VO5A1UibvOdEHbr2+7du6kc6eOcvOyZ8/Ojp27KFykCAEBAZw4fgxjY2NEIhETJ06kUaNGtO/QkaqVKzFu3DjGjBmjvPF/CFtbW/qXKUDXMoWTpb+CszYxYdp0Bg4cmCz9pWaS3Wf/4cOHTJo0CTt7e1o2bwaITwAXl2xkzpwZWztb7O3T8/z5Mzp19qFZs2ZYWFqyf99ehAJjKlSsTOD7AHw6tAWQpq60s0/P5Flz8e3dl2H9ehP85TPT5y/WOJ5yXhUZP2IIj+7fo37jpgks4gD29ukxNzdn4azpzJ8hpJNvDw7v38uXz0GIRCLy5i9A5249+Br8lX27tvP+3Vvpm3rtuvVZsWGLoQ6fdF/bdvIho6Mj+3bt4PKFc8THx1GwcFH6DBpG05atlW6nzw1T1k9d0V0HEop8ycNbmfVMkvdc3UNQnb+0phcPbUjJDCwS//3KNb2pXNObV8+e0LVZPYRCIRWr16KUZ0Vy5XCRc826dvoI79++xnfAMGnufaFI+/0+eWgfF06foPew0YQEB9O59wAyZsoMwJtXLzhxYC9jZsyXrq+tQJF9KbAxM5aeBynpw2/IrwupOVOPMrS18Cc2uFfOj1+D0BeaW4tzl/+2lmZ2SM/MxSto3+g/Dq5dRLV2fyo0q7PUh4RHk8HaXPr7R2SsVPBLttPkyy8r0O3MTfgRHafSf1+2P13iBAyVlUcgEHDg4m16tG7EgqnjWb5tn9zyf913XxmGztpjaBo1bszr1/4IBAI+fPhA1WrVmDVjBt7edZgxYyZjx4zmy5cviEQijIyMMDMzo1bt2hQvXpwBAwcyadIkGjVqROHCySOC0/j/I1nFfnx8PJ07dwagapWqNG7aBC+vCqTXIjh3yNBhgPhCP/A7E8/NJ6/IlDmz3HrZc7iydd8h4uPjMTHRvHudfLuTKXNmzvmdwqtSZaXrFC9VmhcfvyIUChk1uD+7t2/Fo0RJDp+5yPdvITSrW5sRA/thY2uHffr07D95llVLFrFv13bmLlmhcQz6UrtufWrXra9xPUNYIJWhTOhDQguYrAhTJiY1CSttvy6oQ12O9eQmPOwnS2dNZdemtbjlysOqXYexU3EN5MiZC6FQSIuOXaQF4/yfPcXY2BjXXHnk1v0ZGsrLZ4959ewJH94H4JY7L4umT6Sad318+iR8if38SZwBqKiCq4A2KNYOSGnBryj0DWVllZAcQl9Trn1DYIhsPqry+guiw+UEv1F0uFjwx0RgamYFJibUrFyR7v0Hs3TudBwyZKKYdzPp+rKC387SVGpllxX6+qIudaa4DzOZFwdxf5KXConglxgxNLUl7TMRWXmyu+Wk/6iJDO3ekQe3b6q9RlP7i6ihMHRtC0hc3IwsJiYmDBs+Qm5exYqV8O3aBd+uXQAYNnw4w0eMlNMlX79+5fv371haWtKpUyeuX78uVxg0jTQMRbKK/dWrV3Pr1i127NqNt7e3Xm3Ex8dz6sRxcri6kd3Ziaj4hF5IAoFAK6EvwSVbdnZu2cTOLZvo6+sjnf8uJExuPSMjI6bNXci0uQsBcTDs9SuXKVPek5NHD/PzRyg/f4Ty7etXDu3bTct2HbCy1j0oLqlu3IYS+RIkAk8i7iQWM0WRr86FR4KyFIiq1gHd3U3UFVVKzodlXFwcQ7qJH+DdBw2njU8PaZC5Mn5FRCAQCIiPi0MkEvEh4B07Nqwmf2F3zH/XVYiPj2fm2GHs3CB2BTIxNSWTUxY+Bb7HxtaO4ZMTBkV+/fKZpbOm4pTVBWc1VarVoUnwpxSyQl8fsfX/6CZhKJQK/t//lwj+cWPHEvHzB7NHD2SIkQCP2k2l66sS/LLIuvGAaqu+4hdGRZGuzKov26ekH3WW/aTKygNQtU5drG1sOHfyqF4v5P8aSWG0klj6DSX6ZUmfPj07d+3GNXs2YuPimDljBuvXrUMoFJE5c2ZKlS7FlStX+PL5M+XKlePEiROsXr0aX19fg48lNWFsboqZbbrk6Swt86aUZBP7X758YcSIEbRt105vof/9+3dGDB+G/6uX7D9y/Le7Q+JDDizTpcMxc2aCP3+Wm/8t5CsOGTKq3G7nlk1MHjNSbt6lu49YPHcWjpkyM2X2fN3HkgqFvrKUkxKhp0zwg7zQ10VwJRD9eljxVaHO0pYcgj8yVsjBHVu4duEsA8ZMon23hGlTFTl5aB8epcrw8O4tFk2fxOsXz0hnZc3afUcBcfDt9NFDOXfiCP1HTaBk+QoYGxvzKfA9WbPnwCGjI1Y2NhzctY2fod+J/PWLV8+ecObYIczMLVi2dS/prHR/IZWgTvCnBGlCXzOK1n1DI1Ao/KUo+NOZmjBz9hx+/YpgyZQxbK5aE1u7DNiZm0hdaySiX1Hwayv0JUgEvWw1XFVIrPuqXjK0wVCuPMGfg9i+biXhYWGU9qyYYHlKf51MaQztt28qiksSwS8QCMibLx+uOVzp1bs3O3fuxNbWhvfv33P92nWEQiF79u2jVKnSdO/my/Dhw2nUqBGOjo4GH0samhEKhUyYMIHVq1fz/ft3vLy8WLp0Kblz51a6/uPHjxk6dCjXrl3D2NiYSpUqMWfOHLJn/2NAc3Nz4+3bt3LbtWnThs2bNwMQEhJC3759OXpU/Exv1qwZ8+bNw8pK9/oQ6kg2sT906FBxYMqkyXpt/zkoiPLlyvLr1y/mLFhM2fKegH65zxXJm78At5684uH9e7x97Y+dvT258uRVK/QBChQsjI2NLXbp09O8dVva+3Rl364dbN+0geFjJ+j0dSE1ivwEbSlUjlUU/KCbNV8dibHiq0NW8KeEX7ZX1RoULVGKBVPGUaCwO6U8K6hd/1dEOA9u3+TujWuU9qpE3xFjKV66PDZ2dhzctoHpY0ciMDKiVt0GHN27k/lTxkm3bdG+E70GD6dbs3o8vHeHdFbWWFpa4pjZiSFjJ9GoZWts7ez12g9l54GElBD8hnDb+X8Q+smJopVfEnAsEfwjRo7myIF9NC5biIyZnWjQsQeFvarjkNEZQE7wK0OXnPvaFsiSFfyKJFeBrcjIX3RsWIvvISG07ORLKSViP8E2/7grj6H3TdZdThJTklRWfhtra35F/sKjWDE8iqmujTJp8hSOHD7M0KFDWbdunUHHkIZ2TJo0ieXLl7Nu3TqyZs3K0KFDqVOnDo8fP8bMTP76DwkJoXr16lSqVIkLFy4QFRXF4MGDqV27Nnfu3MHCwoKwsDDevXvH4cOHKVGihHRb2QKyTZs2JTIyEj8/P0JDQ+ncuTM9e/Zkw4YNBt23ZMnGc+3aNcqVK8eChQvp7NNFrzY2b9pEj+7d6Nd/AJOnTJFLw5WS6fGEQnG1WoFAwIbVKxk7bBDd+/Rn+LiJWldvS2ymAUMjm43nzzzVGXAkKTclJFboy7arDH2EpDqLb1KJPFWxBnFxcdQpXZhGrdrTc8hIZZtKefLgHm9fvSBHztwUdC+GQCAgJjqaY3u2Mn6o6gwDJiYmeJQsTWDAO4RCIcs2badQUY9E75MshvzqYkiSS+gbOhsPJC4jjy4oWvYNXYVXFonglwQRi8z/pDh8/OYD5y9c4IzfaQ7v3YWpmTltB42lRN2WhEbGqQzc1be4li6VdBX7kRX7ij77hsrKc/3SeYZ060B0VBS7Tl8hu1tOlev+v7ycJsd1Bgnz6xtC9F+6eJFmTZvQqnVr5s6br3H9tWtW069vX65du0aZMmUS3X9qw9bWlkEVi9K9ov4FIXUh99gVTJiqXTaemJgYMmbMyMyZM+nevTsAoaGhODs7s3btWlq2bCm3/urVqxk0aBCfP3/G4rdLbWBgINmyZcPPz4+qVaty5coVPD09+f79O/b29gn6vHr1KuXLl+fp06fkzy/O2njy5Elq165NYGAgzs7OiTwCf0jyu4NIJGLAgAEULlKEDh076d1O2XLigj9bt2zB399fLodtSt7kjIyMEAgEnPM7xYSRQ+ncrafWQj9hzvvUI/RB9XFV9vlYttiSnYWJ3kJfkpNfVjhKcvdLJn2Q3U5Zzn+530n88mhiYkJ2t1z4P3+qcd2CRT3wbtycQh7FEQgEPH14n5ol8jN+6EAKFnXH1s5Oaf2I8pWqcP/OLRwyZmTX8TMGF/qQ8DxI7MudIUiz6Kc+JC8Ssi8YErFVyC0rbdu2ZcmqtZy++YBylaqwfvpodk4dTDYbE/JkTuhilpgqut8iYrTKm5+YPvS9R4lEIqYMG0AOt9xsPHhKrdCH/5+c+7IkldCXzJddltjMPXv37KHuf96UKFGSSZOnaLVNh46dKFS4MAMGDFCbpz8Nw3Pv3j3CwsKoWrWqdJ69vT3FixfnwoULCdavXr06+/fvlwp9Wb59+wbAgwcPyJIli1KhD3Dx4kWyZMkiFfoAlStXRiAQcOnSpUTukTxJ/lTbuXMn165dY/r0GXK563Uld+7c7Ny9m7j4OIq5FyV75gyULe7O9CmTCP3+Xe0DWiQScXj/Xlo08KZYXlfqV6/MmKGD+BH6Xe/xyPLi2VO6d2xLxarVGDVxikahr0zkpwahrw51x1dWYCVW5INhxL02/cmS3ILfs0p1Lp89TdjPHzptZyoQ8iM0lJGTZ3Ds7CV8uvciLk68L2ZmZrT38aXXgMFs2L6bS7cfsv+4H67ZXBIUVUvsJCE1Cf40oZ96kf1yIPlaIRFWtsbxWJoYkSenGys372DGsnVcOn6Qywe2YWcuFvwS8Z0YEa4r6vpS5/ufYF0tvnjFxcUxYXBf3r97Q8ee/TTWz1BGai8Apw9JfT0KoiMSfD1TFPz6iv4VK5bj6enF/oMHtfa/NjY2Zvr0GVy9epVdu3bp1W8a8kyZMoWcOXPKTcoIDAwEIFu2bHLznZ2dCQhIWAjQ1dWVKlWqyM2bNm0aFhYWVKwodr17+PAhVlZWNGnShCxZsuDu7s78+fOldaIkXwJkMTMzI0OGDEr7TAxJ+mSOiopi6NCheP/3H5UqV050e3XqePP8xUv27N7Nt2/fePbiJcsXL2TV8qXs2n+IAu7FE2zzLeQr3Tq04cbVK3hVqkJ7H18C3r5l45qVXLt8kcmz5lKgcBFsbe30GlNsbCyDenUnq0s2lq/brNFPP6nSYCY3yvz3dUXxIahK2CcmjaPs53XF4Dl1GXrAsH6wii8TdZu0YOmsKezdsoEOPfpq3F4yrsIexSlRphzTx44gX948bNu4ngZNmpErTz4cMznSqv2fr2dOBvwEmGA8MrEyqmI5kpM0of93IE3HGR2ByFycalRkZvVb8JsQGWdEi2ZNOHfiCHtWL6J6o1bYmSefwE8pVi+YzeHd25g0fxnVvOul9HBSBcnlvgN/XkBF5lZy6yXGn/9DYCB1vL11it0DqFylCnW8vRk6dCj169dXajn+mzGxtMDc3kbzigZAW1dqgF+/fgFgbi6f6tfCwkJqqVfHwoULWbp0KfPmzSPT7yKrjx494sePH7Rs2ZLx48dz4cIFhg0bxrdv35g4cSK/fv1K0J+kz6ioKK3Hrg1JKvaXLVvGhw8f2HfgoMHatLS0pG27dtLfA4cMo1ihfPi/eknxEiXlrBsikYgOzZvw8cN7tu47jGfFStJlDhkzsGPTRprXqwPAgGEjMTY2oWrNWhQqUlS6XnR0NJfOneHjhw84ZMxIpSrVsLb5c6IO6NGVRw/usf/EGbUpFP8WkS8Z15/CJTKiTlrURH3GHE1oEvkpXYVVgiHFn6IgzpTFmSZtO7J64Wwat+mAjZqXTVlRKhAI6N67L13bteLMyRN8DvpE74FDDF6lObGkBpcedehatVlje6n0ev5bGThyDN5epTi4bjEteg/j2slD7F+3lPyeNSngWY1MOZRnx0gutMmzry0/Q0NZt3Q+HXr0pW7Tlpo3+D8kueJhJC+hhqC8pxc3rl/Xa9vJU6ZSumQJli1bxoABAwwynv9XRo0apZXPviRoNjo6Wi6ANioqSu2XGZFIxNixY5k8eTIjRoygf//+0mWnT58mKioKm9+asUiRIoSFhTF58mTGjx+PpaUl0dHRCdrU1Kc+JNkTOTw8nKnTptG2XTvy5s2bVN2QOYM9ANMmTeDZkyd06NyF7DlyABDw7h0P7t1h3eZtVK8q/7llzKRpDB09nv27dzBr8gQ2r19DdGQUs6dOpKhHcVq260B8fDxrli/h7Wt/jIyMpJ9e2vv4UrxUac6dPsWhfXsYOnoc7sVLoIq/RejLYmkikBP8gMFEv6bsLUmVtzoxQbr6ZH1S3EZR8JfxqszODWuIjIhQKfaVjevOzRsYGxuzc+smvOs3TBGhry5gO7WTWKFvyOs5VmAiJ0oUC2uJzK2SJEhXKJMWU9yP7sW1kgqJS0+X3v1ZuWAOlWrXw//+Dd4/f8T754/w27CAmj6D8Gruo7kxA6FtcC7oHqB7+9plYqKjadKmo05j+hu/TKWWMWp7TUm+PEnQJUVn7ty5OH7sKPHx8Tq7MOfNm5c2bdsybfp0fH19DS780kiIxJ3m48eP5MqVSzr/48ePuLu7K90mNjaWTp06sXXrVmbNmsXgwYPllpuamiaIqStSpAgRERF8//6dbNmysX//frnlMTExhISE4OLiYoC9+kOSXXmLFy/mR2goQ4cNT6ouALCxsWHvoaNUr1mbDevWUMq9EIP79+XO7Vt0atuKdOnSUc7TM8F2liZGmJub06JNe2499efWk1fcffmWNVt24JAxIyMH9WPc8MHkyZuPY+ev4P/5OzVqi+sDHDt8gP7du3Dl4nlmLVxKrwGDE7Qv6SMxvvkpHaCjON6E+5PQf1vZpAzFB6AhclOrQhI4rKpvdQ9N2X00iDD83dfZ40cYN7AnLjlccXTKonxbU+XjaN/Fl9x589GkeStmLVyq85gSQ2Sc8K8V+ornY0oLfQmxAhM5AaGYFcRQlkZlCGVSY4rMreVSZaYEsseze//BuOXOy6zhfalcQ/wFdsSyrRQuX4XLu9ZgYyrCwcpMbkoKdBX6IpGIb1+/8CkwACsTCPv5g3evX0mNRYpIXvR/RWj/svU3Cn19SUr3naSkeo0ahIaGsmypfvfoYcNHEPr9O4sXLzbwyNJQhru7O7a2tpw7d046LzQ0lDt37lChgvIU2e3atWPnzp1s3bo1gdAXCoW4uroyZYp8cPbNmzfJnDkzGTJkoGLFigQGBvLq1Svp8rNnzwJQvnx5A+2ZmCRJvfnjxw/c3Nxo1rw5c+bOM3TzSomMExEREcGWjeuZMmEckZGR5Mqdh5Vr11PE3UPFNqqFSsDbN5iZmcv5Pf+KiEAEWFlZEREejrmFhUp/vMSIgitXrnDzxg1mzZxBo8aNsbSwZPrMmSleRls2U4/4t+5BrerSNSZFMK46K5s21nxl6BMIp7jNkjkzWDZ3JtuPnqawu/o0ZKnlQa4qlWhSkZRFg1KL0FdEnUhJqjSckPSpOJWl35Quk3m5iRWYEBknkp5rt+7coXntqrTrNYj9W9ZRsmodajRvz4iWtWjQfQg12nYz6Dg1ISv2lQn9r5+D6N64Bl8/BwHIfRHO7paLEVNn45LdlSN7duBZpTqFi5UgIjwM7zJF8W7cnPHTZ+k8ptRyf9CEftdcyqSzVXzBVjxHtWXI4EFs3LCB6zdv4erqqvV2EgYO6M+e3bt58+YNtra2Om+f2rC1tWVYrdL0qlE6WfrL3m8O46dM08qNB8QuPytWrGDt2rW4uroyZMgQ3r59y8OHDzE2NiY4OBg7OzssLS1Zv349nTp1YtasWbRt21auHck6Q4YMYeXKlaxevZrixYvj5+dH//79WbBgAV27dkUkElGhQgWioqJYtmwZ4eHhdO7cmcqVKxu81kKSiP3p06czbtw4Hj15QpYsSRckqIhEjPq/esnzZ8+oUau20rSE8ttoJ1hiY2PJ7eRA38HDGDRiNADn/E5RuKgHGWWq3RlCENhYiUtJlylbluvXrgHw6MlTcvx2T0oOFG+Ysjc4TaJf1TzpsmQS/Il121FHYgX/29f+tK1fm0xOTuw9fVHlNqnlQZ4m9JPPFS+15N5PCrQV+/DnK9K8qRNZs3QhBT1K8ODmNTqNnMqnt/747d7MuHX7cCtQRKfsOPpiZ25C+I/vHNm4grvnTxL86QOFSpbF0soaUyMBvkPHYmZuTpNyhcnulothk2bwMTAAK2sbrG1s2LxyKTcuX8DY2BgjY2OE8fFMmr+MOo2asXrhbFbOm8nB89dwy6VbPEJquUeoI7mEPshfP/peO+rEPmgv+ENCQnDLkZ3JU6bSt18/rbaR5ePHDxQpVIiJEycybNgwnbdPbaR2sR8fH8/IkSNZt24dkZGRVKxYkSVLluDq6srbt29xc3Nj3bp1dOzYkZo1a3Lq1Cml7UjWiYuLY8aMGaxdu5bAwEDc3NwYNGgQXbt2la775csXevXqxbFjx7C0tKRZs2bMnTvX4IHZBhf70dHRuLq6Uqt2bRYvUf35Sj6fe/L6sGsjVhUJ+RpM8Xw5sbKy5knAJyaPHcmqJYsYO2U6Pt17AYYRBI8ePqRc2TIsWLSIzp19ePnyJcU93Dl85KhBMhqpQ5nIUHeTS4zoT6oKucrQ1W1Hftmfv6E+540ists0rlERV7dczF2Z8A0+NT3A04R+8sfcpJTgh6QT/fIuQ6rFPiBn3f8REUmn5o24fe2ydL3WvYdw7cwJIsJ+Mnvfebmvnkkh/O3MTYiNiWZKt5YE+j/Hq1Y9nFxycO/qeYyAoMAAwn6EkrtgYR7cFBtorr78KJe0IS4ujjWL5oJIRJuuPZg1bgSHdokz8NRt0JD/KpQmh1tOVu/Yp/VX3NR0n1BFanlR1vWaMYR1X1Ik6+btO3K51HWhV88enDxxgnfv3iWo4vq3YWtry8iGFej7n1ey9OfUaQLjJ0/VWuz/yxg8QHfr1q0EBQXRp6/qt9iEokmUrIJfNvhU/Ftz8KUkLZNAICDg3VtWLVkEQMu2HQx6MwuPEN+QypUVFxHLnj07xsbGvHjxPEnEvkZRoSYFmbLMPeLfMkGpMsdG1TFOylSNiXHbUfw76nPeKCLp4/nTJzx5cJ/e/Qel6gd2cvvnpzZf5JQKrk+pwF0Qi/KktPJrG4Mgub7MzM3ZvP8IO7dtZdKQvsTFxbF18SwKlSjL6ycP2Dl/Ei0GjJWm2TNkphwJAS+fsnHmWN4+fcj0jfvIW1Sc5tmnj1hEhIf9ZMuy+Xx+/5a6TVuSv3DRBNnZTExM6DZgqPT3uNmLEAqFTBkxiHKenkyYPZ+uLZuwesFs+g1J2li3lCIlv4gZui9Ngv/e3bsM6N+fVq1a6y30Afr07cfGDRvYunUrHTt21LudNP6/MeiTVCgUMmvWLOp4e5MvX74Ey8XWmr+zKlyGDBkBCA8Po6aXuIx1/oKFyGgv70eX2JuZ9e+o+/DfwVrm5uaUKl2a06dPGzRgV7FYiGL1QMViI8qqC0q21xTIKztf+v8kLsakWMU3sUJf1Xx9xOie7Vtp17QhjpkzU6POfzpvnxykRCCuqoDklCKls2ildOCuoSd9sTQRVylv1rIVnXuLxXXh4qV4fPsadVq059Dm1aweP5CQdy8NtftyPL97g9Ft/uN78GfGLdssFfqyWNvYMnTsROas2sik+cto06WHxnaNjIwYMGYSkb8iuHfrBl6Vq9Gtdz+WLphr8BzbKUVyXcNJ8SVM35fpjx8/0Kd3L9q0bkW+fPlZuny5Xu1IyJ8/P7Xr1GHWrFkpnrQjjb8Xg16J586d4+nTp/RVsOorinxFISFZJznRVbSlk0l9Ffnbyh/4PkBavVRR8ErEsK6TJJWo34nj0nlNGtbn6JEjVChfjif376jdXht0EvlqqgsqtqWN6FeWvUeCRKAbYpLrU8tsO8r2wdA8efSQ4QP6UNSjGGu37EyVn2VTwm3H0HnvE0tqqnCtKPhlRX9SCv7UxqpF81g5fyYOGR1ZvfMg6TM48u75EwZNnsPVU0fo36Q6X14/xdbC1KDpe9dNG0W+osVZevA87uXEWTk0ZfjSFgdba0xMTHj72h+AFm3bExMdzcY1KxM/8BQmpV6WDenypmjwkkXV87ZbV18OHzpMuXLlWbtunc5FtZTRt28/njx5IpcpJo00dMGgT9UVK1aQN29ePL3k/bGUCevU8DDVVfCX9RLf6A+dOM3JsxcJDwvj2pXLSkW+vjhnyUKrli2YMm06r9+8AaBXjx7s270TkUhEoybNeP+7rHNYWBiLlyylQeMmNGnegveBgTr3rclaqE+gkr4pO5MDbf3zk4KoqCj6+nYmV568LFm7kaLFEloIU5qU9s9PjUI/NaB4nSkK/r9B9CuOU/HFRZ1bhKWJEVVqitNvRoSFcfrIAeau3sjr50+4efEsu688xClrdtbPHC9NYSkR/YmZrM2M+fD6BV6162FqZqZU5Osr9C1NjbBMl452XbuzfP5sXj99RM7ceWjbqQsLZ80g+MsXPn4IxO/kcXZv38rjhw/06iclSEk/fVkM4eqm7RduEOdIv3jxAiNHjWT12rUULlIk0f0DeFWoQJ48eVixYoVB2kvj/w+D+U4EBwezb98+Jk6arLREsaK/s2ReSqPMD1sVWTJnxqtCRcqULYdIJMLFxYXjhw9Qo2pl4M9NJ7G+gtOnTOHK1Ws0a9GK2zeuYWRkRJ3atfHw8MCrUhUKFnGncqWK3Lp9m9DQH9JPe+5FizJ29CiN/oTa+gMnNkBJk0+/suJchhaXql4iUsLqNH/GVN69ec2Rs5eUlshOaf5G//ykfDlIDfcnWVLSj18btH3h0DazieKLp3uRwhy+cJ3p40Yyul93rG1saNCiDfu3bWLagG6MnTWfgT5tGdi0Bn3HTqNMpWr67YgcxjhndyXkwzuDWPIlyJ77/YeP4fqlC/T26cDhMxcZOHwkO7duYs+OraxYNJ9vISHSdWcvWkaz1m2VNZm48fyl11Fy+elLrivJOa6q2NbZM2eIj48nf/4Chu1fIKBTZx/GjxtLcHAwjjIZANNIQxsMdoVv2LABgUBAq9attVo/NT1ItR1LpsyZCQoS509OZ2pExUqVuXP7NiC+2CVv/RJXGG0mZTilt6Ji+TI8e/6cBg0bsmHtagQxETg72HD97HGmTRhDbHQUjevXxTFjBul24eF/guo0WfjVWQohYbYMffMMwx9Lv+Q4q7P0J3cmluT6qnT/zm1WLF5A/6EjyGvgB0FiMaR/vqrCapqKraUJfe3Q5bpNDiTWem36VXYfUXYvUefSmTtfflZv38vE2QuwtrFlx/pVuLi6cuW8HxaWlmw6fBozU1O2Ll+g3w4poXCJ0lw9c4qY6Gi1lnx9z31763QsWb2eoKBPjBo8ADv79OQvUIgXT5+QPYcb5ubmFPUQfwVcMn+2wfZLOu6/9DpKiYxV6qz8Ed+/0q5tGypWrESZsmUN3rdEW23YsMHgbafx72Mwy/7GjRupW7ceGTJkULlOan2AaktRj2KsWLqEsJAvWGbOjLu7Ozu2b+PN86fkcxXXE9D1BiO7vuwD88r1m8THx3Pi9Blev31Hx7atAHDMmJE+3bvSpkVTWrT34UvwV/HYChdi4eIl7N6zl1IlS1K5UkVKlChO/iIeWP7OChEWFkZ4eBjx8UJiYmIICgri0/u3fPnyhSaNG5PV2TnBDVPf/MIgfzOWbCdr7Vdm6Y+MEyaJhV+WPxVxk+d8DA8LY0BPXwoULoJv7378CP1OfHw8Dr+DvlMSQ7rt6Puilib0dUNyLUmur5Sy8GsS+Ir3Dgnq7iGaYrck94jm7TrStE175k2ZwKrF80lnZc2SGZNZvn0/RUuU4szxw9w5f5LKNeso/dKsC/UbN+P4nu18efsCR5kCeIYwTEjO45y58zB1zgL6d+/Cr18RZHDMyLdvIRw4Ja6mGRERQZ1K5WjYtEWi+1TWf1Lwrwl92bZlz32Jlf/5ixdERkYyc9rkJInFypgxI3Xr1mPTpk0JqrX+TQjMLTGysU+u3pKpn9SPQcT+06dPefjwISNGjTJEcymCNjemqpUqAnDt+jXq12+AT/s2DBs6hIvn/MjXsR2C6Ai9UtZJMlXI3qByZMuG/2uxz37+vPJFVh4/eUaTth358eMnAJ3bt2HogL5cvHyVl/7+XLp2iyHDRxAXF4exsTHZs2cnJCSEnz9/Ku3f2NiYnbt2c87vNCa/hYOhRL7iPE2i35CCX1nQZ3ILfZFIxOA+Pfj86RMHT5/jY+B7mterQ0R4OHuOnSJfgYLJMg5lpLTQ11dopHSWnNSCrFuP5HqVpspNYsGvTOirEvegzlVHubhXl9JWco8wMjKinW8PVi2eT6MWrdmydiX7Nq9lwPBRfP7wnoE+bajdoAlTF69KlOD/FPgeIyMj3HLnMeiXR8XzuFEzsZDv370LgLR+y9fgYJrXrYVLthwGTcn5t15HKSn0FfuQdevJ4SQ23rx8+QoPd3dA96/gmmjSrCltWrXi2bNniUrnmcb/HwY5E3fs2IGNjQ01atQ0RHOplqxZs1KgQEF2bNlCk3r/8TPsGwAmoji9hT78KWIjm56uWd2anDl/AYBO7doQHh6BpaUFl65ep2mbjuTIno1j+3bSuXtvgr9+xS1HdtxyZJduHyk05vGTJ9y9dx9/f3/SZ8yEi4sLNrY2mBibYGpqSubMmcnq4sLTp0+pXrUK23bsoF2bNnoJfU03YGV5+iGh6De04Bf3kXRCX50oiYuLY/rEsRw7dIAVG7ZgY2tHvWoVCfr0EYAPge9TTOz/C0L/bxEnSYk6P36pEDGw+NEUtK84PlkMlXVNco/IkNERaxtbbly5RO58+ZkyaijVanuzfs8hDu3ZxZCeXcjqkpVBoydoXahKkc8fAnDK6kIGhTTLiR2/Mho2bY6lpSXPnz2lfWex6H/x7Cn+r17i/+ol58+cpnK1Ggbv/2+5llKD0FfsT3I9SGrkRMdES5drk49fF2rWrIW1jQ07duxg3LhxBms3jX8fg5yF27dvp179BgYv75vaEAgEdO7YjiHDRvD25VPccmSnQN7cDB43BbcsGalavjQCPQS/6LfIlxX9ndu0IIODA819etK4VXu59atV9GTnmiXYWFvT2LsmwyfNYM7ceXh7e1Mgv7i+gaVRPCWKF6dE8T8ZX1TddEqXLk2+/Pk5cPAQDerVw9bWVuM2ErQNkFJXnAv+BEonleBPbgLevqFvNx8e3L3DmMnTqF23Pn26diI2Nobadetz++Z1vCpVSZGxGTIQN7lSZv6t4iQ5SM7AXW2FfmJEvraF6ixNjMDEiK17DzJm6CDu3xXHT9XxLMmuQ8dp3qIFYd+/Mmn0CN75v2T+stXY2Oou2ONjorG0sEiWTFECgYDadetTu2596byiHsUo4l6Mh/fvsmrJIoOIfVn+1msppYW+Yr+DRozBOYsT1b3Kyn0dV3zWJQYLCwvq1avP9u3b08R+GjqR6LvXixcveP78OU0a1NM7t3xSToZC0t7Xz58AiP75HUF0BH5bV1KyaCF8Bo2GqDCt2xOGhUr/L4gOl3tJMIoOxzgmgobeNent04EJwwaycek8VsyZyur5M9i/cSU21uIXhB6d2tK+eWPGTJuDR/nKNG/fWZqdR9u8wAAdOnTk+ImTlCxbnjdv36oMnlM8HtJ9UJGvX9fiXOJ/FSzx+liOTRWt+fJWfX3PIU2iRSgUsmX9WupU8uRrcDC7j5ykS4/e3L55nYN7d9N/6EgunTtL89btkj3HflIE4kp/pwn9FCU5Ane1EfqK9w3ZGiuS80/TpCvuxUuw59gpevYTF9yKiozEp00Lvnz+jE/3Xqzdtovrly/TuXUzvYpVpXfIwPdvIZpXTCQikYgfP0KJioyUm29tY8OqTdsA+PnjR6L7Ufd1LKmem0n9PE/JLFQAH4M+c+L0GSaOHkEWp8ziMSl5/hpiatqwPs+ePePFixcpsatp/KUk+gl9+PBhLCwsqFK5kiHGY3AMceOSbePlq9cUzJ+PvLncAMiU0YG+ndvw/tMXAj5+1tiWMCxUKvRlBT+Q4KuAUXQ4cyePYUT/nrRsVI9OrZvTvkUTubSNpqamLJ8zlZAX91g8fSIHDh/D79wFpX2rE++9+/Th3oOHmJqaUqO2N+/evdO4L6ow5I038tcvDu/dzanDB4gI1+5lSp3Q1+dhJru+stoM8fHxvHj2jLOnT9KqUV1GDupH3UaNOXbuMsVLlQbgw/v3AESEhxEZ+Yu2nXx0GoMhMJQgT87c+GlCX3uUVdw1VD5+beptSPqWCHxFkZ+UmJqaMmzsBIaOFls7v3wO4trliwBUrVGLDbv2cv/uHQb06IpQqP2XA0sTI7JmceJbSAgmonjpPF0mTTx6cJ8+vp0pmjMbRXNmI59LJnJmsqe8e0HmTJvM1+BgsmTNyqW7j9i894D+BwnNQl/Z//XFkC8NiigallKaF/6vAShZKK9a45YhqFK5EhYWFhw5csSg7abxb5Po70qHDh2icsWKpEuXzhDjSRIS4zenaL1u17oFTVp3YNDYySwYMxAEAkrkFfvK33nynBxZnVS2pSjuJfNkI9MF0eFStx5dSJfOkq7tW7Fi03ZadujC9fOnyJmvkE5t5MiRg6PHj5MvTx4mjh/PmnXrtNouKXIbS9x4rp/3Y3APsTCuUK0mCzfsSLiuCvGpzJqvL7LnkMTl6Pq1qwzo3ZOPHwL59buqcvYcruw+cJiKleVddLJnFWdrWjp/LrXr1sc5q4veY0kMkuMKf46bLhb+lEyZ+a8K/djYWJ48foy7h4dh2lOSrQdI4MuvD+pS8Cp+9Upqga+Mrr36cur4UWxsbKlfr570XPMqV44Va9bTqW0rNqxYQs8+/TS09AfLdOJsZtFRUZia6l6ZV935fvzoEdq3ap5g/six43n39i1rVyxl97bN5M2XH2trGyZMmYZlBgedx6AJVUkVDPHcNDRJlUs/MTikTw/Am4D3FMyXR2XGHkOQLl06KlWswKFDhxgwYIBB2kxOxNl40idTZ//mM0MfEmWS+/HjB5cuXcK7Tm1DjSfJ0Meaqyj0Af6rVI5F0yawdO0mTpy/AsDLt2KrrZuLs8r2lAl9VcsUXXq0xsKaEh7uhIWHJ8g+oe1N++IFsTXMOWtWlesk1Y1cJBLxPiCAs36n8SxVHPfc2enesS3pM2Rg/Kx5XPQ7Scin91rla0+s0I+Ojub2nTtyn/0lbTy4f5+Rg/vTrEFdXr18gZ29PRu37eT2w6dcv/sggdAHKFOuPHny5iMiIpyBw1M2a1UCa7mWblJpQj9pmDplMl6e5Tlx/DhRUVHEx8cbpF2JtV1y7Sta+rVFsp1kW3WuOuLfCS35yWHdBzAzM2P/iTPs3n9QmnJYgnfdevj4dmf2jGlEKrjKqEPyFffujatyNUO0mdTx6OEDOaFfr0EjHBzEqasnjRvD0UMHaNCwMQ4OGbCwtOTe3dtU9SrH0cOHtB67KhSrvqsisV9CDU1y++lr+2J8+IQfAIXy55XOU+bCaii8a9fm4sWL/DCAW1ca/x8kyrJ/5swZ4uLiqFnZM1W+bYO8JUpbS4WqoFPJhdu1fStGTJ7Bo+cvqVPOnVcBHxAIBBTJmzNBW4pCXvjrjyuKUTobufVUWfiNosPlMvWo4uDR42zctoPxI4filvdPlhddrDOly5TBzs6O16/9EYlECAQCgr98YdeuXdSuU4ecORPuoyFYtXIFkyZO5Pv379J52V3dEApFzF64lFwFxWXHXz57ikv2HHLbJnT1UC30tTlP9x44TL+hI/gS/BVTU1O8PD0ZOKAfy1es5PGTp7x9+xYnJyf69utHv/4DEBqbaayIa2RkxIKly3nz2p8iBQukiNVTFlkLP+gWF2GolJnabfPvinwJjRs34dq1a2TMmBGnTI7Ex8ezavUaataqhYODYay4stZ+fS2MulrylZ3jkuD7pERd+1269WDT+rVMmTCWydNnqdhe/pwrWbIUpcuUYdiwodSoXEFjrI3UnSkykn1793LGz48nTx5jbmFBcPBXmrdqzZDhIwn7nQo5fXoHRowZR7uOnTAyMuL+3bu8fv2Ka1eusHXTBmJiYnj08AGdu3bj06ePdGzTkvadfGjVth3FS5TUOa2oOqEvF9htwGdnUpBc7jvaBLifOneRiuVK45ot4RdbWSu/oY5HrSpe9IuL4+zZszRs2NAgbabxb5MosX/q1Cly53STS/mY2lBV1loVqoSh7MUeFvyJn2HhhEWIXTfMf3/a/RQcgotTJul66oS+5Lc6wS+LJsF/3O88zdr6UM+7FoOH/snFLOtHqw1O2VxZunw5bVq1okf3bhgZGbFzxw6io6MJDf3OyFGjtWpHF2IFJpw8eZKsWV1YvGI12bJnx87OHvtMf1yiPn4RFw8L+ym2ZCivhqvemq/pRhv64wf9h45k2669NKzrTU9fH/oMGsbZc+fwf/0akUhE08aNKF+uHNVqe+v8Sb9kqdKU/O3Dryi2UwJ9xpCWG9/wFClalGPHTwBQx9ubw4cO0bWLD7a2trRr34HpM2YYrC9DZARRtOInXK7+nEpKwa/pPCuULzc1a9XiwrmzWp+DZsSzcO5synpW4NRpP/7zrqN2fVNRHB8+fqRi5ap8/PQJDw8PSpUuTUxMDPFxj5g7czqjR46gaqUK0meILOVKl6Bc6RK0admCKZMn4Xf6NIcPHWLrpg3MX7CQXG5urFyxnI3r1mBubs7+AwcpV748xsbGWu2P7DhlSWA1T8SzU1l7hiS5i8ZpSmObN7cbZy5c4WPQZ5x/B+jKoujWk1jccmQnl5srp06dShP7aWhFou64J06coFqV1BmYK4s2WWlUue0oYhQdzulL1wBoVKsqAA2qV8DSwpypyzYSFxcnF4QLYlGvKPRll8n9VsjSo9i3IlFR0bTvOZD6bX2oXqUSOzeuxcQkcQ/0Gt71mTR5ChfOn+fc2bOMGDkKJycnYmJiEtWuBEXL4s2bN7h44QJVqlalRq3a5C9QkCzOznIP7vQODngUL8mODWswVzhrZQPh9BX6v379on6zNhw9cZp1yxexfcNqKnmVp0+PrgAEBAQwasQwpk2ZTL26/5FOD7GqLLg3pdFlDIbKjZ8m9FWzbfsOvn77zvDhI/j58ydLFi/i6tUrKT0sjUG3umbTSYoXXW1eKH/9+sWhgwelGcvUIftM8HB3p0ihgkyZOoVf34OlgZeqJr8Tx/jw8SN3blzn6sXzLF0wj6XLluPgkIGsalwkFbG1taVR48YsWLQIT08vunfzZfGihUybPp2BgwYTHR1Nndq1qOjlycMHD7RuV9v7o7rsafq0ZwhSsjq0qvm9fDoQGxeH139N+BryTek6im49iaValUqcOHHCYO2l8W+jt9p48+YNr1+/prpnmQRpFlPLJIs6wa/uRqWsraDgEMzMTPHIJb5p21pbMaJbO1btPMiI6Qvl1k0o5r8jDPuuYZ1Qmf7VC/5Vm7axfd9BWjVrzPIFcxBY/PlSoKtVX5Zuffrz5Nlznjx7zoCBAwkLC5P6k6pD2c1M1Q3y7bt39Ojdh5rVq1O4SBFGjxmjUghamhgxYvwkbt+4zughAwj9EpRA5Gsr9BXPE1FkGB279uDh4ycc37GBNg3qYBTzi1PHj7F15x7pdpcvnJdrRx/f1NQq+A2RVURVu39+p4l8bTA3N2fUmDGc/x0/U7N6dYYOHmzQPmTFuzbTn+2Ui3y5tmOFaid12+qLtl+OjI2NMTc3JzwsTKXgV5VWeOWiubx45U+Hbj01jsfcXOzq45rlzz3z7Ytn+PmdZvKUqToX+LK2tmbfgQOMGTsWgEEDB3L2jB+eXl4APHjwgJ07d9KmdSuaNW2Cb9eueJYrS4vmzVi5Yjlv3ryR2z9ZVN0f1a2j7fNTtr2keK4nBcoyTylmtVKkaMH8XDqym/CIX8xeslJt+4Y6DtU9y+Dv78/bt28Nst9p/NvorTT8/PwwMjKiUvkyhhyPQdHmhqUpV7wsEqEdGRWFhbm5nK/kyB4dmNKrPfM27+PZ74BdWRGvKPINJfiP+52jTrXKrF+xhGwufyxGikJfnxzXkm0/fPhAREQE+fLlQxF9LTgrVq6isHsxjhw5yoSJkzh46LDGjE5lPb0YNGwEW9avZevmjUBCka9N7n9Fzl66yoFjJ1m3aDYlPMSxAcf9ztOgXVeEcbGMGzEEgBu37+pUu0AVqVHwG5o0t53Ek9HRUfr/ZcuWcvPmjUS3qSjetd9OtchXJeZVthWr2bdfF3Q518zNzVm+YiUfPnxg2tQpxMbGSpepu38IoiMoUSA3K+dO49DRE5w/c1qtEHv/9g2WFhaYmppK2/nyUZzO2MbSTK/AV4FAgJNTFhwdM9GyZSvcPTywtbWlRYuWTJo8hf/q1uXggQMcP3aMbVu3YG+fnl8Rvxg0cCClS5Zg1MiRhIV8kW9TTcCrpgBTZfuQWgpd6Yu6FLOa0ti6OGehdDF37j9+mrSD/E1lz7IYGRnh5+eXLP2l8Xejt8o4deoUJTyKYG9nuBLiSYEmwa9qviqhD2BnY01YeIRcvmZhWCg+jWojEol49OqdSrcdfVEU/G8C3tPcpxenzl8is1MWALlsGSAv9LVF2bofPnwAIFu2bAbJtLBm3Xr6DRxEV5/OPH30gL79+qkU+vKWYSMGDR1OhgwZ+RwUpPahrstD5+ips2RIn56G3jWl8w4eP0WenK6c3b8dEFcu3LxmuVb7pw3/suBPE/qGIXv27NKMMhUqViR37jyJak+ZhV4/I4BhXXASc+5rOteUFSVq1bQRo0YMZ/q0aZQvU5obly9qbfRpUrcOZUsWo1OfwazZvJ3Aj5+ky2JjY7l49QaDxkxm/Mz5NKhTEzPhH9dHtxzixAJxcX+yLel6P23foQMv/f1ZtWYNixYvYeeu3axeu5aObVohioli9UrxPapVq9YcOnKEQ0eOcOfefQoXKcLCBfNxzu7KiZMnpeONiYnR6NKkbd74f1noq5qnuE2zhv8RHx/Pm4D3hh+gAvZ2thR3L8ypU6eSvC9DIjA1xyidTbJMpD16pOh1lxUKhZw9c4aqXuUNPZ4kQZ3g12T9NYoOT+A6kzVLZkQiEQs27Pyzno09Ds5ZsbO24uHLN39ONuny9Akm6bIE69pLA3VF5tbSCUBobk2UwIxK9Zpz6959hvbpzvDB/ZXut2JFWm1Qtq7VbyEeGaV9ujpVrN+8jd59+9HdtytzZ8/Cykp90JKisDAxMaFrj55s37KJL5//FDFTF2+h6aFTp3plQr5/5+jps9J5P8PDCf76jQLlqjFh2iw6t29D0cK61S2Q5cH9+2R0SI9jBgcK5MtrcLeM1EKa0Dcse/cfYN78+Rw5eoz06ROXm1r2b6Gva5aybRVT4WozqRuDvgWr1BWJUmTMqJFcvXQBe3s76jVsxNr1GwgNDdV47xAIBGxftZhcrjnoNWwsectUYeDoSZSsXg/7XEWp1rg1uw4eYXAvX9YsmCFt40vgO3IVKQFAXtesCfzgtSE8PJxSJUtgb2tD0cKFGDxoIMFfvmAqimPchInUrONNF9/uAGzbtpVDBw+ya+dOOnfsQET4n/5at+vAlatXyZA5Cxlz5MUlb2F27tmvtm9NRrO/XejrgjrB36RuHa7fvseeQ8eSZSxVvcpz9swZrWJQ0tCMUChk3LhxZM2alXTp0lGzZk1evXql1Xa1atVi/PjxCebPmjWLvHnzYmVlRaFChVi9erXcOhs2bEAgECSYtOlXF/S62z9+/Jjgr1+pWuHvEPug/GalizVfltqVPBno257B0xdz0O/Sn+0FAhrVrMS2ExcI/yUWxopCXtq27NsnfwS+osiXIDS3JiQynm6DRuBRuQ5BX4I5sHMrkyaMwy1H9gRWfUUSYz2zshaPIzxMh5z/CsTHxzNuynS69R1Il86dmTt7ltKUcdq4GHTo7ENUVBTnzp0D1GdQ0uahU62iJ5XKl2Hs9LnSrzUj+/eiYvnS5MnpyuK5M5g9ZYLGdtSxcuUKMmbMSK/evQkMDEwQdJnSmXkMQVogruHx8vKiS1dfndMrqsKQX5T0jedQLtT1jw0Rb6+90Jfg4e7O0UMHqVa1Cr369MXFNSfuZSty+dp1QLVgdXbKzOm9W/n0+CZN6tVh1eZt5M+Ti9kTRnLl2F7e3r3MxOED5bJ12dn8eQbkcnMVt69F4KssP3/+4LW/PyCOmVuxfDmdO3YAoHq1qgnWb9umNZ07deTevXt8//6NVq3bkDdfPgb068u3b9+JiYkhOjqaryHf2HvwsMbjpUrw/z8JfU1YW1lRvZIXJ86c17yyAahaoTxfgoN59OhRsvT3rzNp0iSWL1/OqlWruHr1KgKBgDp16qhNThIZGUnbtm05+fuLmSzTpk1j2rRpTJkyhQcPHtC/f3969uzJhg0bpOs8ePCAypUr8+nTJ7nJzc3NoPumV9qWc+fOYWZmStkSxQw6mKRGXforbYU+iHOmzxw5kGNnLnHs0i3qV/OSLuvboRl7Tpxj4IL1rJ46AvidUlOJ4AfkUm0qVs6VpNqMi4vj65dgpi9Yyq6DR2naoD7jR42gcMEC4u3UCH1JtVfx//VL9yix7P+KTJgmThv837ylS8++XL1xiynjRjFw8FCpeNEnFaCDQwbMzc359k0+64G+JdQFAgEThw+iUv3m7Dp4lBYN61IwXx52rF4CJK7iKIiLhR3Yvx/fbt0YM3YcN27cwNLCIlFtpibSrPl/F7L3BPHvxKeBTc4Cawnb0S5vvDKsTGD3xtV8/BTEsZOnWb1hEzXqNaG3T3uG9umOY0bVSQnS29uxcclcoqNjsLBQX2fDwsIcF2cn6lSrIvcSoEt6S2fnrNy+e49JEyZw/fo1ChcqSP169QBo3Kgh/g9vExUdTWYXV0xMTOjWsxc7du7i1p27cvFWpqI4YmNjmTtrJkZGRpgI4mlcv67a8UvHGy1fhflfEvqK+kDfqrf58uRk94GjhhyaSsqWKIapqSnnz5+nSJEiydLnv0pMTAxz5sxh5syZeHt7A7Bjxw6cnZ3Zu3cvLVu2TLDNlStX8PHxISYmBnt7+wTLly9fzuDBg2nWrBkAuXLl4vr166xZs4YOHcQv6g8fPsTd3R0nJ6cE2xsSvcV+SQ93LC3/PsGS4ILWQeQrUqF0cS7euCMn0t3z56FRzUqcvnKT2Ng4TE1NpIJeEnSrmEtflch/+PQ5p89fZNXmnbzyfw1A/17dmTFp3J9tNVj0FdHnwZ7ut6vNLyU5oTUhEomoUbcxpmamnD68F89K1XRuA+SFwddPgURHR+Pg4ICpKI7o6GiGDx/Gly/BbF23Uq8HTrlSxfGuXoUJM+dRv1Z1g57bX4ODCQ0Nxd3DAxAX6dmwfr3B2k9J0oT+30lSCH7t+jVsbEpihL4szlmc8OnQlnatmrNw0WKmzF3Mio1badOkITWrVKRqhfLY2SY02AgEAo1CX0JGBwdCf/5UKpi1Ffyurq6sWbdO6b66ZP1TwV1kZsH6NatZOG8udnZ2xCq0Y2pqSs8e3aXbSrfTooAUKDec/c1C35AYCYyIio5Olr7SpbOkpEdRzp07R+/evZOlz3+Ve/fuERYWRtWqf76S2dvbU7x4cS5cuKBU7B8/fpxGjRoxYsSIBC9bQqGQ9evXK01sImuofPDgAU2bNjXgnihH5zuvSCTi4oULVCxXOinGkyxIbkqahL4gOjxBYKwsBfLk5HVAoJy/nMjcmhYN6/H+0xdeBQTKt6/BF18yiUQiWnUfQImq/zF+5nzy5s7FxlVLObZvJ9MnjtV5fxP76V4SPBsRof5mLns8RSIRfhcuU6+dLx8+fWLpvFl4lSurU7+q2LljB+nSpaOBdy2ePHlK1erVWbZqLXsOHOLF44d6tztxxCA+fPpMjaZt+Bz81SBjBajg5QlATrecfP36lcOHD1GpShWDtZ9SpAn9vxtFV6vEpFdNTPpWyTj0mSQYKs+7uSiWIb274X/rAiP69eLUuYu06NKLvGUqM3vJSj59/pPNJuhLMCs2bGHp2o18+BSktt0vX0N4F/iB9HZ20nmiyDB+/gwjKioKYeRPrd16tNlXQUwEAoEAu9/9GSKxQoI+ovX7kvovoM7i/+XrV2xtlH/JTwoqlivNxQsX0vz2VTBlyhRy5swpNykjMFCs17JlyyY339nZmYCAAKXbTJw4kalTp2Kj5O9tZGREtWrVcHH5U1X57du3bNu2jVq1agEQHBzM58+fuXDhAoULF8bZ2ZlGjRrx4sULvfZVHTrf3Z8/f07w169UKFvK4INJTtQF4SqKfFWCP1MGB6JjYnj5Rv5ECAsXr29mbS8n6hUFPvwR+RJE5lYcPHOJPQcOsWjOdILfvmDfto00b9WWKjVqg7m1NO+vLlb9xAh+Y2NjrKys+Pjxg9x8VQ/Uwyf9yJjXgzotOvAp6DObVy+naqUKWvenDksTAdeuXUUoFOLTtRtlvSoQHh7B2f3bMTY25tzlq3q3XbRgfs7s20ZA4Ec69BpokJtnTEyMNJtRFmdnPMuV5WtwMN169Ul02ylJmtD/d9AncFdZDYXECnZ9MWSedwkZHNIzon9PXt26wIsb52je4D/GTp9LDo/yVG3YigGjJ1KwfHUGjJ7EkPHTyFmiAgNGTyQqSrlFd/HqDXwP/cHKjVvJ4VGeRh18KVyhJo6ueXHIlpuchYszYepM4iJC1e6bLjVhDJEmWBPJlfs+tSP7laOke1Fe+L8mOpms+xXKluJLcDDPnz9Plv4Si5GFpVyMYlJOuqTj+fVL7Llgbi7/pc7CwoKoqKhE73dQUBDe3t5kzpyZ0aNHA0hjLYyNjdm4cSPbt28nPDwcLy8vPsskIDEEOov9a9euIRAIKF3cw6ADSSmUWfOVoWx+nSpe5HHLTgOfPrz58kM6f9H6bWRIb49bNuWVEmWt+CC+UcQYmeF37Q5devWjRXsf8uXNSxffHphY2au1Iuji866r4Jddv36DhmxYv14uL7UyhEIhIyfPpGjBApzdv52bF07TrHEDgwUYAixZspTevXoS/PUr/Xt148b5U3iWKYmlhYXKh622lPAowrLZUzhz8QrHDRBkFRkpDtSeN38+T58+5ePHj+w7cIDiJUomuu2UIi0Q999D23uDKpGfUiRHnnfXbC4smj6RgHtXWLtwFqamJhw5eQafNs0JfHCNDw+vM23MMNZs2UHjDr78+pUwa1kj75rky50Lh/T2VPYsS1xsHCXdizJh2EAmDh9Iw3r/MXP+IspUrsnje7eU7qMmoa/0/0oq4KaRtFy6fouC+fIkEI1JhUSLXb9+PVn6+9sYNWoUr1+/lpuUIUlzrPiSFhUVpTFroCaeP3+Op6cnYWFhnDp1SppZrUqVKnz79o0NGzZQvHhxKlasyP79+4mPj2e9gV19dfbZv379Ovnz5FLqv/i3oa3Ql10ua5W3tbHm4NZ1/NeyI5XqN+fI9nUUypcXE1MzQr6HIrKwQZ1tWGRuxZfgr4ydNJYDR47x7ft3smfPzpRJE+ncsYNGgaxPcKs6X1114r9Pnz5s27qFvfv206J5M5XrfQz6zLOX/uxcsxTPMiURGUDky1bJBXDJnJHJE8bLFbwBMDMzJVpN1Ly2eFevQi7X7Jy9eIU61SqrXVfT38DW1pZMmTIxoH9/6tWvD0C+fPkT/B3+Fv6legD/z8iKPsk5LLm+ZAP6xb+FCQS+qrZSEn0D9LUlYwYH2jZrRNtmjRIsG9ijCyXcC9OwnS8N2nVh38aVWMsIhGJFC/Pw4gm17bdrXBdP7yYMHD6akwfFlbslhh5dUwsbKtj0/43EHrdtew+yfd9Bpo8dnhTDU4q9nS3584gDPyVBn2nojsR95+PHj+TKlUs6/+PHj7i7u+vd7uXLl6lXrx5ZsmTh3LlzCdyEFFMqW1lZkTNnTqlbkaHQy7L/r1j1hQqBsYqBsoooC6TN5ZqDcwd3kjGDA7WbtSf4awiVPcuR2TGjmnaseBbwidNnz1OuSi0OHz9JFx8frlw8z/PHD+ndfyDp7DMQKzBJMMmi70NWmRVPnVuGqSiO4kUKUrZMaQ4dPqK2NoGJicnvf401jkNxf5SJX0WhL7ud5CYsuTk7ZXLU6DurDQKBgNxurvi/DdCq0IqmtkaMHAnAoYMHAWhQvx61a9Xk/OnjUlehxKQdTCMNXVDmGiI7T5UvvzI/+ZQW+pJ7keyLf0q5lVQqX5Yj29Zx58EjKtVvwZ37j5Ra+VVRqpg7jevW5nvon6/Eiclnr01ByX8pm46hSMxx+/wlGAD/N++SaHTKKV3cg2vXriVrn/8a7u7u2NraSlN6A4SGhnLnzh0qVNDPDfnmzZvUrl2bwoULc+nSpQRCf9myZWTMmFHqAQDw8+dPXrx4QaFC+tf1UYZO6iIqKoqHDx9SyqOoQQeRkmgr+FVlzAGxyDy0ZQ1xcfH0GjYWF2cnvnwNkbtpA8SbWvLk7Qc6dutF0TIV+K9JS5yzOnPtyiUmjh9LkeKliDMyRRXKHqz6PnBVfXpXF/iWJ08e3gfI38QUb4zmZmYASi3s6oSyIazcud1ceen/Rvo74tcvQr59l6t0rC05XbPj/06+CqLi+LX9stKiZSsA6afAG9evc+vmTZo1aUK75o3l1k3tgl+xompknOiv/ELx/4q6e4VslVlI6IevuJ42yIrxpJik/SgR+ZJYrOScvNzzcXHPBqKjIilbuyH2uYpQtWErjvud52eY5qrqHz4F4ZIlU4JjKPuv7D5rPP5K/PjT8uNrRt/j1r+7D3MmjmbVpm1cvHojeQYLlCpWlAcPHhjEt/z/FXNzc3r37s2wYcM4ePAgDx48oEWLFmTLlo3GjRsTHx9PUFCQnDBXR1xcHK1btyZTpkysX7+e6OhogoKCCAoKIjhY/FJYt25dhEIh7du35/Hjx9y6dYsmTZrg6Oho8K80OimLJ0+eEB8fj3vhAgYdREqjSfCrC6iVkCVzJpbMnMT+oyfYf+wkIpFIKjKPnj5LnjJVSOfogke5Shw76cfsGdO5cNYPv5MnyOrsrFE4avJNNYTg1/R5PoOdDd9CQ/+MQcnDIea3T7+5mZna/PSS/dVGLCp7MVFm3S9fugTnr97ghf8bXvi/wTFfcbIUKsXgsVPUtq+IyNwKl+w5CPzwUdqHrNBX9pVFHbNnzQTE2YwK/n5bl/gF+vn5YW4kv/+pXfBDwiJgaYI/9aNLxhplgl6dyNckxqXr6RAsq09grazwTikK58vNg5N7OLpxKStnjOPHj1Dqt/UhV8mKNGzfFbMsuandvL3SbT9++kzRggU0BtvqKsw1VsBNE/pK0ee49fJpT/aszuw7ot5ty5C4FypAfHw8T58+TbY+/0UmTpyIj48PXbp0wdPTExMTE06cOIGZmRnv378nS5Ys7NixQ6u2bty4watXr3j9+jW5cuUiS5Ys0qlUKXGCm2zZsnHmzBl+/vyJp6cn1apVw97enrNnz0pjCAyFTk7fDx48AKBQ/rwGHURqQGhuLfeAUGbhVybyZWlctzbNG9Zl535xNcJp85dw5eYdbt17QLnSpRjavw9ZszpTqWoNuT+kOuGoNihLh/zMqpD4jmsS+oKYCOztbMX5YaPCVcYTPHoqzgiQSaEYjaJYBu0Eoi7Bf506dWT4xOlcu3UHS0sL4uLE+3D+6nWWr9+MT5sWcgVtlCF5QfkS/BVHx4x6W/Nl+a9uPebOmQNA/vz56dSpM0MGDwLElYWnTp5M5apVKVHWU7pNcuU9TwyKvtzKzqM0Ugeq7iOK4kXxfFcn7rUlOYRkSop7ZZiYmFCzorjCfPsm9Xj66g2bDp7k/GWxq8WZi1cI/hqSoGhXJseMBH78JP2d2Hz2QqGQL19DcMrkqLKoZJrQV4+ux83IyIhsWZ15rSJdY1Ig0WQPHjygWLHUXexUZGKu0WXaYOgYM2hsbMyMGTOYMWNGgmWurq5qM/S9fftW7nf58uW1yujn4eHBiRNJ/2Kokwnx4cOH5HTNLhd49C+hTsxrEvoS1syfgUfhggDsOngUGzs7xgwbjN+Rffj4dqf2f/WlQl/WQnzt2jWOHDksd3Jom09ZlsRa+BWtd7IWuhLFPAj59p1b9x6obGvmouV4FC5IqWL6B7Roi6J1/9Nvf3237Nl49tIfeztbqniVIz4+nv6jJlKmVkO+fA1R2Z7sDf3Nu3cJ8vEqizHQ5oWldOnSNPldNKN8+fJ079GDkO+hdPX1xcTEhBkzpuNduxYB/vK5ddMs/GkYAl0s+irdZDRY7BO0o8HqbuhJ+RjCU3wCsfAvkj8PM4f24urxfezbuBKAem18CPn2XW7MUdHRBCvco/TNZx8fH0/Ddl3J7l6OoeOn8vDpc2bPmQtRsmml04S+NiT40qLhuDWpV4dT5y7x+Lnh86Urw8baGrcc2Xj4UP86M2n82+gs9gvl+/es+rIoE/XaCn2ALbv3c+/RE6pVrsjbp/c5vm8no4cNwsjSVm694B/hPHv6lG1bt9KhfTtqVKtKy+bNpcUbdH1Ay6Jv0JymPquXK0E25yys2LBV6fY/w8I4e+kqPTu3k7P862PV1yeln6Rq4a942LHvMLWqVuLErk3cO3eMq8f28vptAOu27lS6razQj4mJ4fGzF+R0c0swbsnYZcevbl8kqUrnzptPr969GTxoEOXKlGHB/HmMHTeerl19xf2LRGxYvz7RBdBSgjTBn3pR9eKuLbpso0zgQ8I6JoZGndBOaRTHYhQdTr2Kpbl+8gBvAt7ToddAuSDez1+CKZA3t5J2dAs8DvoSTO3m7aXpg4/5nee/lh0ZNWUWi1at5+3LZ2lCXw+0/Tu0adqQzI4ZaNTOl5t37yfDyKBw/nxS74s00lBEJyXx4sUL8uZWXn3sX0Ii7lX556vDxTkLIHYDkVjpJWI3JCSEpcuW07hFK9xyZKdUyRL4du2C/6tX5MyZExMTE1wyZVD7gFb1QE2s4NcmX7WxsTH9unVm8659vH2fMC2UxGruliNbgmWgm9DXFlnrvnuRwtjZ2jJ5xhxe+L/Gp01z6XrFihamfu0abN61P0HArqzQ/xz6C++mbXj/PpCGDRok8M9XNXZl83fv2oWDvR2fg4JwcHBg8pSpADx69JCJEyYwZPAgli1bKl3/7JkzSvc/TfCnoSvKvtDJoqs/vC5+8xJUFStMCut5akdxnCXy5mDL8gWcPHeRuq07ExcXR2xsLF+/fdfoaqiKk2cv4OndBMd8xSjsVYPnr15TMF8eAJ6/8if0508ABo+bQmGvmmzbe1DrtkUiER8+BWmss5KGmPT2duzftJqw8Ag8vZswdPzURNeA0USeXG68fPkySftI4+9FawfkqKgoAgICyJvTNQmHk3rQVeRLqFG7DlvWrKCNTzeWrlrLr5h4Tp3249WrV3z89AljY2M8Pb0YN34CpcuUwc3NlSxZnOndqyf37tzBwsJC2pamYCBNOYG19eHXtlgLQMdWTRk2cTp+5y/h07al3LL3H8S+phkzOEjHpSoDj6K/t4TE+Hyfu3aHHz9/8jk4mFw53ahYpRoigUC6Dz06taVS/eb49BtKk3p18K5bT/oFQigUsnbbHkaPHYuxkTHHDh+itKd8ui1FAavOZ10oFNKrZw8Anj59SmYnJ75/l/9kv33bNrnfZcuVlTsOquohpFb+BR/+lE4lmRQYOrhTE4oCXxZhWKhObf3tiKt4ilGs01KzrAc1K1fg5LmL3Lz7gLIli1HSoyjHz5xn0ohBGBlp/5J/+KQfTTv1IHtWZ3Jkc6FOtcr07NyOL19DKFW9HgC+7VrRvVNbACbOWkiHXgM5f/kaDg72fPz0mcqeZenQsil3Hzxm6vwl/AwL4/XbAAI+fCRDentCvofSslF9Ni6da5iD849TtGB+Au5fYenaTYycMosXr9+wf+OqJOsvb05XAgICiI6OTraCXmn8PWgt9l+/fo1IJCJPTjfNK/8fIiu6GzeoS5PDjRg4fDTp0qWjapXKtGnXDldXN2rXro1jJvnUaj9+/GDP7t106vAnQ0NqyZYgMreS69vWxobiRQtz/soNObF/7dYdajVrB0AWhf2DhP7uhhT6sQITTEVxBLwXp8oM/PCRcSOGSIW8ZB/KlSrOpBGDWLtlJ1t276dvj9vMnDwegJ6DR7Ju/QbatW3D1EmTsM/kpNdYJCxetEhaftvBwUG8f5aWGBkZYWlpSUSE+Jhmz5GDgHfvcHTMxLz5CxLVZ2pAsUDbnwJNqV/0/2tCPzH3kMS63fy/i3wJkv2WiH5Fwd+3Y0tOnrvIlt37Cf35k5njRlC1USumzV/KqIG9te5n8659FCtSiEtHdmNs/KfGSXDIN+n/Jw4fRLp04nixRdMn8Pj5C475ncPC3Jz09nZs3XOAjTv28vL1Gz4Hf6VFo3qc+x1QHPJdvB/vf2coS0M7TE1N6detMxkc0tO57xD2HTlBo/9qJUlfeXK6IRQKef36NQUK/FsZE9NIPFqbDvz9/QFx/vE05EmQLcHChs0b1/P65XM+Brxl287djBk7jnbt2ycQ+gCnjh0mPDycfn37iLfXkD/a0CgKcUVrvOL+lS9VnOu370p/C4VC+owYR6H8ecmZIzsDxk0lNjZW2o6mrwv6+OcrEiswIep3/tu4uDgaNZGv8ivZh2F9e/Ds3g2GDezLwmUrefL0OSMnzWDd+g2sWrGMVcuXqRT66txrZPfh+PFjjBo5AoBde/ZQ9Hf1PWtra1auWi0V+gAzZs6iUeMmGBkJ2Lxpk1bR+38Df5tbT2oW+onJQa/Jj16XgFetxqrgWiMMC/2/FfqyyB4D2WNUsmhBMqS3Z+XGrTRo24UPQZ8ZP3QAE2bNZ/GajXJtXLp2E9+BwxkweiJPnv9x1xAKhdy8c5+C+fJgGhcp93fcuOXP18MNm7dI56c3F3D36Hbe3bvC8+tnuXZiP5uWzSeDQ3rcCxXgxqmDbFo6j9tnjmD1+wVBIBCQyy3t+a8Pzep7U6daZVp06cXcZauTpI9cbjkAePXqVZK0n8bfjdZi/927d5iZmeKUyTEpx5PkiMytDD7Jtf9b4AoEApyzZMHYUrU7kMSvds/efZQuVZJsjvZJXvJdFdoIfslUukxZ3gS85/PPSOJNLVm9Yx/3Hz0lfXoHXr8LYNuuvQwfO1FlX/LVOQ1n8T145JjUml+3YWNeBnySWy779/oa8o1MjhmZMmchc+cvYNaMabRs20GrFxN18w4c2E+zJk0AmDBxErVr15FbV9bi0tXXl7Jly5LFyYnPnz/To3s3du/apcMep27+FsGfWoS+trnqtWpLg8DXrg39/OclAj9N5MujeDwE0eFkdEjP/RO7qV5B7MLXrkd/Xr5+w/Qxwxk8djKV67fgwpXrtO7Wl5rN2rF+226WrNmIR+U69B42lri4OLr0H8b7j59wzmifoE/vqn9cETNndEiwXPZcaNGwLrvWLuXwtnXSjHJFCuTj/YNr3Dx9iFpVKrJl9wG51KBpaIe5uTn7N61iSO9uDJ84nSOnzhi8D6dMjpiamkqTfKRWRMZm0njIpJ7S+IPWbjwBAQG4OGfRyY8wtaGuyFOi29YxH7tEYPj7+3P02HEWzJoqtzwl3HYk7jASRGZWSsVGuTKlMDIyYs7CJRTMn4/eA4fhVa4MLi7OOKRPT7+evkyeOZfeffuR1TWXyv4MKfSjo6Px8ztNn779cMuWlYlTprJx81Ymjh+rdB8KFCzMmg2bOXbiBNs2b6JuoyZa9yUZt6JP+osXL2jbujUAw4YPZ8DAgQm2Leruzpy585g7Zzbx8fEMGjiAfXv3kjVrVmJiYrlz5w7NmjdPsN3fSmr349cl61VKou/9QBcrfWKDXdWJe+EvzdVj/1WM0tlI/y8MC03gx++UKSPHNy0HYNi0ecxZsYE7Z49y8MQprty4TfUmbXDK5EjZksW4dO0mAOVKFmf15u3cvHufuw8fs2L6WDo1b5ig72qeZejethmhP8Oo5lU2wXIQnyPqhJG1lRXuhQqwbtFsshQqhad3E5bOmsx/NarqcTT+fxEIBEwaMYgHj58ybMJ0gx8/IyMjXJydUr3YTyNl0Frsv3v3juwuWZNyLElKahT6APMXLiZjBgfatfwj8Awl9PUpAKWN4M/qnIWZk8czeORYABrW9WbHxjWUrlSDOjWr0btvf+YsWsb6zVsZNXqM0n4MLfje//bXX7RwAbfu3KX+gwccPnKEiePHJtgHkZkVnTp2wP/1azp17ECBovoVIVHchzN+fgCsXLWaVr9FvyL79u5lxvRpfP36lbVr1mBkZMTMWbPp3qMHdb29+fAhYZajvx1lgl9bkurF4G8Q+aoy3BiuffVtJcYy//8s7hWRHAuJ6Fcm+CV+/O0a12PF5l0Ur+INgHuhgrRuUp9L129x6MRppowawrfQH8xZspKpo4fyPfQHA7u0oVUDb7n2pP8Hlozp92cwCn9zSb+S80qd6M/gkJ6BPbpw/sp1GrX3pUGdmqycO4309nY6HpH/X4yMjGjfsgltuvXj3fsP5MhmWE2V3SUr7969M2ibafwbaK0G378PIJdLlqQcS5Kgys0mqdBF6Ad++MCGTZsYM2wQlpaWiRb5hto3ZYJfkV59+hHw8TMPHz1m3vz5iMys+BUVRSYnZ6ysrGhQvx4H9h9QKfYNjaurq/T/LVs0p3WbNmzbvoP4+HiMjY0T7IOVlRXz5szW64VIFV19fWnfoQPp0qVTujw8PJy+fXoTGhpKrty58X/1igWLFtGxYyfi4uLInDkzb96+Mdh4UhOqsi9p3s7wXwJSs9BPCoGvq8VeUeSnCXfDIPwVJif4QT5wF6Bwvty8uXKc8XOXEh0Tw9Gzlxk2cbq0De8aVRCJYM6SlTjY2zG0i7xRQde/tWLAsCYr//SxwxGJROw6eJS+I8bRuEM3jm5fj6Wlhcpt0pCndtVKZEifnl5DR7N3wwrMzMwM1rZLFifevE+z7KeREK2VTlBQEJ4liiblWAxOahL6ygTG7FkzsbayokeXznoJ/aT8WqEo+BURCATMnD5Nbp6NtQ0/f4qFgV36DPz4EYpIJJIrsJVUmJiY8OjJU8LDwqhWtQrXr10jNjaWyTNmMbBPL2xsbBJsY0ihL86otIuyZctRsFAhpescOXyY0NBQAAJ+W18WLVxIgwYNKZAvLxEREeTLn99gY0ptKGbq0X47wwl+bepJpBYURX5S5pRPKoEvDPuueaV/HCOb9NL/ywp+UG7lT29ny4IJwwF4HRBI3op1pctjYmIpVqQQtapWYs+BQ5Qtko/C+XJLt9UHXQW/QCCgeYP/cM2WlQp1mzF+5jxmjBuhV9//j9hYW7NlxQIatOtCpfotmDluBF5lSxnkOemUORNX7yRPEa80/i60euqKRCKCgj7j5PgnODcqKpq37wN5E/CeV2/eEhkZlWSD1IfkFPqKhZcUUSYw/N+8Ze3GLfTr6YutWerxYZZF034pkj69PW/eviUGYwID3+OcNWuyCH0JOXLkoFDhwtSuU4f79+7RvkMHpk2dSu78BXn46JF0PV33Sxv69ulNv759qVG9Gs+ePVO6TuHChXFycmLh4sV8C/2Bvb09tWrVZt3atdIMPUWL/F0v1PoQGSfUevqzTeKDe/8WoS8bRJvUxaMUA2mFv8LkhL4w7HuipjQSvvAovkgpC9yVkDO7C8H3L7Bp2Xz8b12gWBGxIWHr/Ml8/BxM9xETE2yjD8oq/WqidHEPCuXPy7zla5g6b0mi+v9/o2qF8pzes4W4+DiqNW7NkHFTDJKJzckxI0FBn/+ZrG5pGA6tFE9YWBiRkZHExsUxfNIMjvud49lLf7lKpLlcs3P+0C4yZcyQZIPVluQW+vowfOwEMmXMSJ/uvkDqvjA1WfkltGjeHN/uPShVsgTPnz1jytRpGrdJCmbMmEnp0qWwtbXj1p27+HTqSPVaddi/Zzcly3kavL/du3axd88e5s6bx/Rp05g5fTorVq1KUAmzUOHCvPR/Lf3t6eXF/n17adL0T5rQho0bGXx8fyuavgDom0UnNYp8TVb8pM5sk1CApgl1QyI5nhIrvzYWfom1Pb2dLa3qVJZa242iw7GzWmrHvgAAyJpJREFUtaF/l3b4DptAeMgXbKyVuw7qimy/2vjxn92/ndlLVjJ+5jxevwvAq0xJHj19TnDIN9xyZKdWlYqULu4ul/s/DTFlShTj2vH9LFmzkcHjpvD123cWTB2PnW3Cr9DakjmTI79+/SI8PFzp1+zUgMjELEm9EuRJnYbUlEArpfrlyxcARkyaQaaMGfCuUYW+XTuSLaszRkZGxMbG4TtwOO169OfErk1JOmB1qDqBFCvLgmFdOHTlzPmLHDxynI2rlmJllQ5SgdjQhDbHq2nL1uw/dBh7+/RMmzadGjVrJslYvnz+zJzZs0lnlQ5XNzdy5cyFu4eH9OaW2cmJnDlzEvL1K/ny5WPfgYO0btWSZi1bc/XaNZyyGC72ZOuWLfTs0Z0WLVrSpasvQUFBzJwxg0uXLuLbrTsDB6muhDlp8hR6dO/G/HlzMTY25sDBQ1SqXBlQXq1XF3RxlTFUZV59fPK1a1f+hq2PyNdW4BsyAFYfNIn8pPSfT2CBTkudaRBkRbww7Luc4Ac0+vErim8JcXFxiEQivv6KxcaAWQZ1ceuxs7Vh0ohBOGVyZNbiFWzcsQeAcqWKc/zMeabOW0zWLJlp0ag+w/v2wN7O1nAD/QcwNjamr28nMjikp++IcVy+fou9G1dSpEA+lduIRCKEQmGCFyiRSMTzV+J6SJ8/f061Yj+NlEErxfv161cApk8YS+/uXRJYLAFmR8XStkt3Xr8LIGeOP4U3gr+GYG5uhm0Sn3ia3hQVBb+pKC5FBP/Pnz/pOWAInmVL07xxw1RhVTQUpqam7NiZ9Hni79y9w9Kl4s/GAoEAkUhEjhw5OH/xEhkyiL8sff/+nfj4eAAcHR3Zum07JYoXY8aM6QapVBsVFUW/vn3ZumUz7dq3Z9HiJQgEAsaMHYebW056dO/GhPHj6NK1K/b29krbyJMnD6dO+3Fg/35iY2NTROhL1k+s4De00NdX4GsKtjVEAGxS+s5D8gfIahL5MT/+/wJ0zewM97xStNrLCn7Qzcovi0Ts2dvaIDK3Nuh5qasffy+f9vTyaU/w1xCiY2Jwcc5CfHw812/fY/u+g6zetI2jp85wcMsaXLO5GGycSUHyWZ3/0LpNG8pXqEjzdp2p0qAlW9auoGa1KtLll69dZ8WaDdx/+IhXr98QFxdHiWLu5M6ZE6/yZXDNnp1lq9dx9MQpAEJCQsidO3ey70caqRetntAhISEAtGjaSKnQB6hTszoO6dMzfPJsLl69waAxk6nfxoesRcrg3bKjwQasDG0vTkUhkNzFdEQiEX369OHr1xBWL12YrP7s/xLFPIpha2uL93//8Tn4K+cvXuRnWBi+XbtIXct8fLqwe/cufv78CYgFf+fOndm3b1+i+xeJRPTs3p29e3azYuUqlixdJn3wikQi7t+/B0D3Hj1UCn0JAoGAho0aSXPrJ0boW5oY6S26EyPWDSH0JRWIFaspSwrPKUOXAlSKRaZ0KTClrHBUUpDU/vPq/OoVC2HF/AiTTv+PyO6/IY5Bghe4RPjxS/AsKU4ZfP2eOB5JZG6t9KVAXxT71OZaccyYARdn8ZdTY2NjypcuwcJpE7h8dC8xMTF4eTch6EuwwcZoaFJC6EtwzZ6N04f2Urpkceo1a4134xbMXrCYCjX+o6p3Qx48ekzlil7MmjKBRXOmk9PVlXcB7+k/dBT1mrXmxSt/ls6bCfzRbGmkIUEr07bkxMngkF7lOtbWViycNY22Xbqz//BR7O1sKZA3N3lz5eTGnfscPulH3ZrVDDNqGXS9OCWCQGLllwiJ5LDyr167jh179rFh5RJyuuZI8v7+VTI7ObF67VpaNGvG7FkzGTN2HGvWrKVJ40YMHjSQOXPnUap0aYRCIW/fvKGouzsADg4ZiPz1K9H9L1+2jF27drJx02YaNW4st2z8uHEsX7YMTy8vpk6brqIF5cgK/aS25qtqI7n61ZRdR5nA1zVFprIKstpvq3rdf8l/XpMVPzr0/1Psm9vLW/YVj4s+ln9DW/gDgz4DEBzyTa4fQ1r5VbkS6VqdNF/unFw4vJu8pStToFw1Hl48IX0pSA2kpMiXxdbWhkO7trL/0FGmzp7HhGmz8CxXhj1bN+Bds7qcS6hvpw4AfAn+yqegIIoWLkR0dDQ9BwyVemOkkYYErRTu9+/fsbS0xNzcXO16zRo3oGzpknwPDSVPrpykMxISGxtL5QYtadKxO5eO7KZUMXeDDDyxF2di3Xokwkxb0XL5ylUGDh5C9y6daNm0sdpt0tBMnTrejBs/gfHjxhIRHsG0GTNYuHgxfXr1Ij4+nnHjJ5AhY0YmTBjP7j17EQgEvH37BuesiSticuniRUaOGE6vXr0TCP1nz56xcMF8RowcyYiRo7T+cmNotx1d01TK9q+L4Jft1xCpMQ2R/15XNx1dRFFSinxNAj+pXzDSRL48svuvKPxBd9cmycuBol++ssBd0K4AV+4c2QC4cusebRv/Sc8JhhX8iv2CZrceZWTKmIGTuzdRvUkbFq/ZyPQxwww2vsSQWoS+BCMjIxo3qEvjBnU1rwxkcsxIJseMAFhYWGBpaSlN8ZxGGhK0Urc/f/7E1tZWq6w2Ljnzkk1iPQdMzOHCoZ0UqVCTZes2G0TsK8u2o40wEERHyG2rr+CXt8BqFv3vAgJo3bYdZUqXZvaUCRrbT0M7Bg0ejLW1FYMHDaJM2bJ07NgJI4ERffv0xsjIiEWLF9O6ZUtu3rxJ6dKlyZ49B0GfPuncz8ePH1i5YgU3btzg1s2beHp6MWnKlATrHT50iPj4eDp39vlrhL7sNn/OZfWC3xB9ypIYka8u5sUQeer/n/znFQV+zM/EfwX7mzGzFWe4kRwXZaJfW2J+hMl9DdDFyq8scDc2No5F67dhaWHBsJ6dlfaZGgV/6eIetG/ehH2HjzNt9NAUd2VN7lo8yYGNjY3UfTVVYmKefMc5zVVaitZiX5fIbkXxbZTOFnNzcyw0fBnQqm0VF6cmwS8RBYkR/Opyfasq/PPw0SMaNGqCZbp0bN20UWXMQxr60a17D44fO8bEiROoULEi7Tt0IC4+jn59+lCqVGns06enb+/ebN66lYIFCxIeHs7SJUvo2auX1n00btiIjx8/UKlyZUaMHEVnHx+lf8fWbVozf95cxo4Zw8rVqzW2mxqEvuL2soJf2ZgM2ac6ka9v4LqhClFpEvkp6VpjaDSJ/P9HK7+5vY3ccTCzTafR2q+JxAh+2fVjY+Mo19yXu09eMKZfN3K4OKvsUyLODenWk1jB36BODVZu3Mr9x0/xKFzQIOPSh39R6MNfIPbTSBG0crj9+fOnztl0ZC+c4K9fefL8JWVKeOjURoI2NVycyi5WxcA8yTy531oE7ioTZopCSHGdAwf2U61mbTJlysQ5v1NkyuRIciIJbtQ0/e1MmTqN0O+hVKrgxbNnz+jUqTMtWrSkm29XQr9/59Wrl3h5lgegTdu2LFwwX5qpRxlCoZDevXrSt09v9u7Zw+PHj5g7bz6bNm9hwMCB2NnZKd3O2Tkr7Tt05MiRwxrHLHuu/Pr1S+5cGtK3J9XKleRXhGrBa2ihr6odeVcdw/SpeN4pBtfqI/QVg231DabVNkg2qZDtO6kDZKNDw+QEbMzPX3ICV3H5/xPaHhttJlkU/576BO6eu3GXu09esHLycMb1aJtg7EJz6wQC3NCBu7oW4JKlUvky2NvZMmPhMr58TZlA0n9V6APY2dqmiX09EQqFjBs3jqxZs5IuXTpq1qzJq1evVK4fEhJCmzZtSJ8+PenTp8fX11daIFPCrl27KFiwIBYWFhQtWpTjx4/r3IYh0ErsR0VFYW5hIa08qm6SRXIBHT91BpFIRM3adRI1WE0iPSmL5SgTQarET1RUFAMH9Kdt69ZUq1KFU8eP4pQ5s8HHp+l4aMvfLvgLFirEhUuXMDUzY9TIEQgEAhYvXcq69RuYv2AB9vb2iIRCmjdryqePn/jw4QP37t1V2d6M6dPYuGED+/fvp0P7duTLn5/KVaqoXF8WS0sLwsPD2bJ5s3Sev78/mzdtIjxc/FCUCP3Y2FgG9umFaxZHHj0QlziPiopi55ZNvHrxnIoli/JZD7ejxKLLuZ4a+Fes+YpCP42UxxCuTQleHBRe4nSNx+g2ZgYA5YoVQiAQKM2ao0yAG1LwAwkEv7ai38zMjNED+3D4pB9T5y026Ji0QZPQ10bnpObJzNycqKio5Dyk/wyTJk1i+fLlrFq1iqtXryIQCKhTpw4xMTFK12/atCn+/v74+fmxZ88eTp48Sc+ePaXLz549S5s2bejZsyf37t2jVq1aNGzYkKdPn2rdhqHQSuzHxMRgoqX7iTLBf/ueWMhkcsyY+MBaFQI3OapiqhM4kmXBwcHUqlGdjRs2sHDeXLZu3oituVECy6WhxqfYlqYUhKr42wV/tmzZ6D9gAKdOnuTDh0AsLCxo2qwZPl26cvrMWczMzXFzy8mZM344ZMiAo2MmlW1tWL+eLl278uTpMx48eszNW7fJmDGjVuOoUbMWdvb2dO/my66dO3ny+DE1qlWjR/du5MmVk8oVK9CqaSO6dGhHzSoV2LxxPYDUd/Xpo4cAtO3oQ/CXLzy4dydxB0ZPtDnXUwP/itCXJU3opy4MFcugzsov9zVJxbn25HUAjQZM5N2HIFrVrUHB3G7SZdqe90kp+EF7K3/Pzu1wzZaNn2EpW8TuX8TU1FSlOE1DNTExMcyZM4cJEybg7e2Nu7s7O3bs4MOHD+zduzfB+levXuXcuXOsX7+e4sWLU7VqVVauXMmmTZv4+PEjANOnT6dx48b07t2b/PnzM2vWLIoXL86CBQu0bsNQaCX2Y2NjMTMz07pRRcFvbGpO5kyOUkGTVIJf1XJDktDq+ScveGBgILVqVONDYCDn/E7h27ULRrHyD4akGpuyY6LtJOFvd+tp2LARRkZGHD92TG6+q6srEydN4tWrlwweMoRX/q/Jnj270jbi4uL49OkThYsUwdraGjc3N62DyCIiImjetAmmJiaUK18eBFCmdCmCg7+QO08ewsPDuX37Nn6nTnJw/14ePxQL+8Ejx1KoSFEAbH+7CJ07cxoAUx2uO0Oj7lxPDSSF0E9Jtx1IE/qpFWWCX9tJbTs6WPiX7jzM4Ys32DJ3PJtmj02wXFvXtdQg+EdPm8ML/9d0aNnEoGNJQ/zMiI2NTelh/HXcu3ePsLAwqlatKp1nb29P8eLFuXDhQoL1L168SJYsWcifP790XuXKlREIBFy6dAmhUMjly5fl2gOoWrWqtD1NbRgSrQJ0Y2NjMTHRLQ+9RPCbiuK4cvUalSpVkhNNInOrRAlfxUBb2flJjTLBExkZSavmzYiKiuas3ylyurkl60uIpH19XqRSS3XhxGJvb0/lylWYM3s2tevUIWvWP5UaO3ToSOD798ycMQNHx0wqA3QFAgHGxsbE6XGzPH3qFN+/f+fBo8e4ubmxbetW6TInJyfy5s2LpaUlEZFR3L55AxMTExo0bkLP/gOl67nlElc9DAx4B0DO3HkS9BMeFkZ4XLTarxOGIjWJe1mSI9NOUop8Zf2nCf3UTXRomH6BuT9/STP7KGtHMXAX5IN1hb/CwMKKK/efULNccVr+V11tf6oq7sqSkoG7IpGIbXsOIBKJWL15B0dPnaV0CQ+a1E2cm28aYkxNTdPEvgxTpkxh8WJ5d7HXr18nWC8wMBAQewnI4uzsTEBAgNL1Fdc1MzMjQ4YMBAQEEBoaSkREhNr2NLVhSLSy7BsZGUkrk+rKk1dvuHP3LrVr1URkZiUnKkXmVomy8msKvE0uRCIRA/r25vmLF+zesS1FhH5i+0np6sKGYsmypQgEAurXq0dY2B/xZGRkRNGi4rSv5cuXV7m9sbExbjlzcu/ePZ37llwjDg4OAJw4IQ7E8enShaPHjjN9xkzq1q2HY0ZHatSszZ1Hz5g4Zbq0+q5knE5ZxNk1Js2cS/YcrgBEhIdz+cJ5ls6fQ4USRSiU240albyYPmUSP3/80HmsfyuGDMSV+50m9NPQAn2DlrW18Kuy7l+5/4SHL98yrGMzrfpLCbcebS38AoGA3euW0aJRPT4FfWbb3oN07D2IVr59GDZhGtdu3dFbb6QB8fHxcsW3UhvxGCVb/IIu/PpdcFOxnpSFhYXSGIhfv34prT0lWV+b9jS1YUi0OiNMTU31snQC7Nu7B3Nzcxo1aCCdlyCLTiIFvyF94PXhzImjbNm6jaWLF+JetGiKCf3E9vcvCP6sWV3Yf/AQb9+8YeWKFXLLJH6MQ4YM5uPHDyrbaNmyJTu2b9fpzTowMJD58+ZiY2Mjvl7i4vA7LXbFWbtmDXW9vSlauBCdOnZg04Z1bN28kcjISKVtrd68HYDrV/58xuvYsgmtG9Vl0dxZlK9QiYXLVpAzVy7mzpzOtMkTtR7n38y/4p+fnBl30kga9BX8ihl95JYrCH7JeRgdE0vbUbOwt7HC00P7VJUpJfi1CdwtVcydTUvncXrvVkYN7E10dAyXr99iy+79VKzXnCIVa7F49QZ+/Ey7NnQlLjY2LcW3DKNGjeL169dykzIsLS0BiI6OlpsfFRWFlVVCjWppaZlgXdn1tWlPUxuGRCuxb5YIH7AiRYsSHR3N2UtX5eYbUvCnJCFBH5g8dRpFixShVYsWKS70ZfvVdpLb7h8Q/Hny5KF9hw4sWrRQmgEHoFnz5hw/eYprV68yedIkldt379ETBwcHKnh5ai34GzdsSHBwMMeOnyBdunQ8fPiA0NBQTpw6TZMmTbl48QIeHh4YGxtjY2vL7PmLsLZW/pAt4lGMy/ces2DFGum8Bk2aA2BqakbeAgVp2botK9ZuoF3Hzly7ellu+2/fvjFp4gT69O7FxAnjDf45MCX4V4S+LGki/+9G7/SbOqY3FQgEfAz+RueGteS+AmrD3xC4W7RgASqWK82lI3t4d+8KJ3dvwqNwQYZOmIZrMU/OXLxi0LH96+gaY5mGGIk7jWJg7MePH3FxcVG6vuK6MTExhISE4OLigoODA1ZWVmrb09SGIdFa7Osb3V27dh3Ke3oyauRIwmPkc5v/zYLfVBRHgP8Lipcqzbt3ASyePS3JMu4kNZoy+vyNgn/goMH8/PGD5cuWyc339PSkT99+HDxwgDN+fkqt6zY2Npy/eJFvISFcuXw5wXJlBAa+p0fPXrh7eADw7OkzAAoVKsTqtWuZv2AB9+7do1Klyly8dov2nZRXvZTgki27XJxM204+7Dh4DO/6DZg7bTLdu3SieaP6HNi3h1cvXkjrBmzbupViHu4sW7qURw8fsnrVKooWLkSf3r14/vy5QT6PC4VCRCLVBeYMTZrQT+NvR9vCZcqs+0KhEFMTY24+fsHmI2d07lvV9ZKUufiV9atK8JcrVZzTe7eS3cUZY2NjKnuWY8vyBby6eZ5SxYrSqc9g/N++48GTZ8l63/lbiU2z7OuFu7s7tra2nDt3TjovNDSUO3fuUKFChQTrV6xYkcDAQLk8/GfPngXErsICgQAvLy+59gDOnDkjbU9TG4ZEK7FvbW1NxC/90o0JBAJmzpyFv/8rxowapTIXv/R3KhD8mny9TEVxvHr1ipJlymFmasbdK2cpU6qEdPnfIvJ14W8T/NmyZcPXtxuzZs5IYNkeMHAg6dKlo0H9evznXYe4uIT75uyclfQODrx48ZzY2FiVLjcgFr8xMTHSG6xIJGLZ0iWUKl0aS0tLlixezOnTp8mVOzc/foSSKXNmjeO/dP4cm9auZseWjfidPE7kr1+U9fRi/NSZAOzdtZNzZ/z4+eMH0dHRPH3yhPPnzuHbtQvVqlbj7r37nD1/gSfPnjNp8hQOHjxIyeLFyOXmRq+ePXhw/74uh1NKTEwMHkWLYGttZfBsAWkkL4rBprJBpMqWp5EyRERFY21pwcU7j+g0bi5BwboXotI3tiUlcXbKTK2qlfj0+QsFylWjZLW65CpZgX4jx3P4pB8nzpzn4PFTvHrzVqd2/8Wv2bKER0Rgo2MR1DTEvvW9e/dm2LBhHDx4kAcPHtCiRQuyZctG48aNiY+PJygoSKoFypQpg6enJy1btuTmzZucPXuW7t270759e7JmzQrAwIED2bZtG3PnzuXZs2cMHTqUe/fu0b9/f63bMBRaiX1bW1vCElGRzd3Dg6nTprFs2VLWrlmtdzuGQDEoWDFoWBuhD3Dj1i0iIyPZv30jjjI52P9Fof+3MnL0aBwcHGjbupU0WAbA0dGRR0+ecuDgIW7fusXmzZuUbp8nTx5mzZyJg70drtmzsWjhQtq1bUOnDh24e/eOtMqdv78/0dHR5M2bFxCn73zy5AkeHh5s3rSRUSNHcOjgQebNm8/t27fZsDbhNXDs0AG8q3hRr1oldm7ZRJvG9Rg9ZABD+/aic6tm5M+WmdPHj/L2zWsEAgEmJiYsXbWG7Xv245QlC7Vr1cSncycqVKzI6rVryezkBIhf1Pv07cujx0/Yf+AgrVq35tzZs3iWL8d/deqwb+9etS8yikRGRhISIhYbdWrVZOSIETpb23R94VesCCoyt9bLCmlkY4+Rjf2f3+lsMEpnI7M8vV6TLn1L+jezs5FOKYm5vY2cqDezTScn+iXLFddLQzfUvVhpOrYZ7Gy4uPyP26GlRcKAPm1RV/nW0C8Diteoquw8ypD4+pculIe2jeuyfclMjm9eTsOaVTh84jSNO3SjXhsfmnbqgXul2kyeu0gn74N/8Wu2hLCfP7G1tU3pYfyVTJw4ER8fH7p06YKnpycmJiacOHECMzMz3r9/T5YsWdixYwcgNmTv3bsXNzc3qlSpQvPmzalTpw7LZLwJatasybp161i2bBnFihXDz8+Pw4cPS1NtatOGoRCItHhSz5w5k+nTpxMQqDqoURMikYhhQ4awfPkyVq9cTptWrf4MIpF+7vp+DVBWOU8dsjeAytVrEBEWxq2LftJ5f7vQ16ay4N/Gg/v3qVmjOt7e/7F2/Xq5ZTExMWTKmIG58+bR2adLgm1DQkK4dfMmQZ+DWL92Lbdu3cLDw4NPnz7x+fNnnJ2dWbhoMU2bNAbg3ftAaSaebr6+bN2yGWdnZ6lP3p179ylbuhT1GjZi2aq10n4i44QsmjOL2VPFgbbZcrjy/t1bpfvz9utPrl+5TIv6dShRqjSB7wMYPmost65f4fSpU/idPUeOHDnUHpO4uDgOHjjA4sWLuHnjBtbW1tSrV5+u3XwpVaq0xmMaFxfH6lWrGDJ4EABdfX2ZM3ee1vUIZFF8qGp7L9C2eI8iioJGMcd+UqDKPUjXyqmyJJUbkKEKSKWhHG2+nkheACUvhqJ0dgxatIFle0+yafIQWjdrkGAbXVEU4oYU+okR+aD52haJRAR8+ISRkREmJsYs3biDmcvWUTBfHvZvXEm2rM46jvffeu5ly+rMyJEjGTJkSEoPJQG2trYMHj6SHr37Jkt/OV2cmDB+PAMHDtS88j+O1pb9nz9/JspfTiAQMH3mTNq1b49v955cvKSdL7QmUkLo/4+9sw5vYuni8Ju6UEMKtLi768UdLu7u7u7u7nqBjwtc3N3d3Yu7a90l+f4oSZM0skkjbcn7PPtAd2dnZpPs7G/PnDnn27fvXLt2neGD+sn2JXWhn1wpVLgwS5YuY+fOHaxds1rhN/zmzRtiYmLIoSKWPUCqVKmoVbs2HTt2Yt+Bgzx45MPFy1e4e/8BR44eIygoSCb0IS7kJsDcefPImjWrTOjb2dlRs3p16tarx+4d23n54rlCW5179KJbn3507tGb2YuWcff5Gy7efsDDNx85ffUWxUuVxtXVjaioKMqUK0/uPHm5ffMGYrGYwf37II4Rc+jwETw9tcfet7GxoUnTppw5e4679x8wcNAgbt66Sc3q1QXNvNnY2ODs7Cxb0LRm9WounD+v9TxVCLHyqwrRq2ztF4ryrIC8tV1q6dd104a6WQDlmQZdkJ8ZMOQsgbIVX2rpV7b4W9Adfd2kpv67i9X7T7FiTD9a1a5kkL5Ixb2h3XuMLfQhVktkzuBFRq90pPdMw9Rh/bh+YDNBgYHUatGBr99/6NRmcnLrkUgkBAUFWSz7FuIh6JU1ZcqUxMTEEBgYiNvvDJ/6YGVlxeIlS3n9+jUdO3fh2uVLeHqm0bs+cwh9gP4D+uHk5EjFcrELKCxCP3HTvEULrly5zOBBg7h48SILFy0mZcqU/Pj+HYB06dNrrcPNzU3223dxcaFCxYrs3L2H8LAwipcoQaCSm5urqys1ataUhf8cOmwYM2fMYO/vtNud2rbm0o3bsvIpXFwYP3WmQh0pU6X+XZcbe46eUji2+t8N3L55kybNW3Bg3x7GjRzO1q1bcHJyomu37gwcOFDmyqOJHDlyMGr0GIYNH8HIEcMZOGAAERGR9O7TR6FcWHTsS9K3r1/wTJuOC5cu8eHDB9nxJ89fUqp8JaKjowUl4JNP1hUlslG4xyR2zvEeuKB4v0vvOX3FhHJSIano1sfaLi/4tc0OyAt+qcVfH8Gvrp/6Cn5VMwVSMSpv7ZcXrBarv3D0FfqRUdGs2nuCfk1r071Jbb1fDlWRmNx2QH+3Iol9Corkz8Pxzf9QpUUX/m7ViXVL5lKkgC5hShUTUibVRJMBAQHExMQoGJ4sWACBYj/1b5/0X79+JUjsQ6xVcN2//1KuTBlGjxvH/1b/o/bhrgltU29C0VXo//rynoNHjrN8wRzSp0trEfpJAJFIxKLFS6hYsRIDB/SnWtUqnDhxElECE4+UK1dO9n93d/d4x+/cvk3+/AXw8XlEmTJlKVe+PJd/L2r9+PFDvPK6kDdffvLmyw9AqdJluXHrNm9ev+bMmdP8s2oVa1b/Q+fOXZgwaZLaEJ/y2NjYMG/+AiQSCePHjaVjp044OTkRFi3h7u3b2NrZ8vnTJ9q1bEadevU5euggEDtj0aRZC5o2b8F/6/9l6MB+nL5wmYKFi2hsLyxaopfglx3XJ1N0RIiCALFSyvopigjWWUwpi25Vln51LwBC/f0V24v/gpAQdyApyi8J8uJfleiH+ALWgjB0Xfsglkiwd0rcn3VC/fPl0fUlRJq9N3vmjBzf/A/1O/WjVI0GeLi7kSNrFratWSrItSc5CH7peqrUcusILVgAgW48qVKlAuDXr58GaTR9ei8GDujP7j178fOL78+q7UFuLqEvigzh7PlLSCQS6lQqaxH6SYwmTZty7sJFAgMCaNSwAVs2bwJg9+5d7Nq5kzdv3hi0vfDwCJ48eQyAg6MjR48dp1ixYgAUKVrMIG18/vSJMsUK0aNbN8pXqMCEiZPwefKUocOGsWHDeqZPmya4LpFIRI+evYiOjqZIoYJMmTad50+fUKtqRaqWL0u7ls0AZEIfoGuPXixZ+Q8pXFxkuTiaN2qgsCBaHdLZAimqXHpUbfqi7A6kbuGv0A3iL7xVhT6uP2rr0uAOZEirryr3IMtC3YShz2fnkDINzauWZfORs0bqVcJQdovT1b3OUIuEpeflzZGNJ2f3s2vVAob368mnL1+ZtmCpDvUkbZceqdiXajYLFqQIEvvSt8SfPw0j9gHat21LeHg4m7Zs0ek8cwh9+ZX6r968wd3NFa902sMnWkh8ZM+enf0HDhIeEcGxo0cRiUTMmDaNzp06UqxIYfr26S1z7wH49Okjd+/ql7798NGjTJs+g7379lO2bFlEIhF79x9gxZr/sX3PfoNcz/YtmwF45PNIts/d3Z1Ro8cweMgQ1qz+h29fvwquL0+ePFy+cpUatf9m+eKF1KxaiYKFCsuOZ/+9viG9lzdr/tvKiIlTCYsWExYtptrf9QHw9f3FgH598AsOlR1T3qSERUsURL8Qy5m6lwAhG8RfB2AM/39t6Ls+QPqioG0dgL6bOpTXBFhEv27o+lnJfxcX7z2J9cUOSVxuU+Zy21GHdP2Bra0tjWpXZUS3NtSsUIYHPk91rCfpCn6pQdZi2begjCCx7+npiUgk4rucCEooadN6UqRwYVas+oegIGGRJUwh9G0l0fGEvjzF8+fGPyCQxh16EB4eP82xhcRPgYIFuX3nLhUrVkIikbD2f+t4//ETkyZPYeOGDRQskJ8unToxaOAA/q5dm4rly5MjWzZ69uih00LUlClT0n/AAKrXqCGLVJMyZUrat2mNvX1c+DxHG93cieTLBwT4A1C/fv145br36BmbvfqsblbBbHny07JNW2xt7QgNCaFp63Zs3XeYBk2b4+rmRu8Bgzl6/jI1/66HlZwrlGfatAwcPgqAA7t3xobNa9pQZUg8ecEf+7ei4DfWdLny7IAq0a/LFluHamu/sVAXMtQgdWt5EbCIft3R5/ORT6o1tE19AoJDqNpjND8T6P5nKBKb0FdH3pzZePrilc7GmqQq+L99+4ZIJBIUqMFcRIklao1Aht6w5GCTIeiJamtrS6pUqfj+7ZvBGo4S2fDf+nUUL12W9Rs30r9vX4UbSmLvrHDDmSI8lpAwgDWrVGTB1PEMGT+Vm3fvU6Gs9lCFSYHkFn5MCK5urqRNm5ZuXbswY+Ys/q5blwYNGzJu7Bi+fP3Cs2dPEYlETJw0mcDAQA4fPsSO7du4fvOWLKa+vjjaiBQErq6CX8qA/n1xcXakT99+8Y7Z2dnh6enJ1atXaCUX6lYdEokEkUiEo42I8KAAAgL86dG7D21at8bexY2/KlTU3p9hI/n4/h0+jx7y1OcRF8+doVaFMjRq1pI0nmlo1b6TwguCJgz9m9O0JkB5vBGK2D6FgnCR2KeIt+jX0EiFoFTwS9cEWLl4GDULsJWLu6xtqeCX+vZbBL/hiAwIws7NBXGQP1Yu7rSvUJjiuadQa9A0mg2fzrmtq8zdRdlvXPaCGxGs1+yYscmXMzshoaF8+PSFzBkNl6QosT4Pv3/7RurUqQUFSbDwZyFYYaRLl45vBhT7AFly5aVOrVps3rINEB52z1xCX4q9nR0AhfLnTXC7iYE/UegDLF6ylCfPnlOrdm3GjxtLsSKFqVGtKseOHuX1q1fkL1CQRYuXMHjIEKZMncrFS5fx9PSkeNEiZM+ahTq1a3HgwP54IWmDgzVbqSIiIoiJiVFYoKoPjjYivL0zMG78BJXRF5o2aYy/vz/ZsmXXmDjr+LFjNKhXj1Qe7jRr2oT9+/ZRoWJFsmXLxp6dO3j27CmONlaCXkhsbGxYsGI1xy9c5fbT16T38iZ1Gk8WzJrG6CEDqViiMB8/vNdajzFQnjFQZ+UXssmjLHL0SfilC8ovEfomBjNE2+ZOCpZckb5ESV+u8nm6sHRoVy7eecQzHx8z9kwR5SRd+ua/MBbBvxMfWlsnLBhDQtYKmZJv376RTkAUNgt/HoLvAPnkQIakdfv23Lt/n4ePYn2Otd1UytluTS30AeztY8W+na1tgts2N3+q0Jdia2vLrt17eP/xE7t276Ftu/aMGz+Blq1ac+P6NerXq4t3+nTUqlmDPr17UaBAAUQiEWKxhJDgYNq2bk31alX59vUrL168YNjQIaRP60mWzJmYNnUKZ8+coU3rVtSpXYu5c2YzYfx4Uqf0YPTIkUCsYJdEhnHi2FFWLF1MhzYt6di2ldYXBm0vCjdv3uDqlSsUL1GCuXNm45UuLVWrVObB/fsK5aZNnUKzpk0ICQ1h5KhR/Pr5k3Zt27Bo4QJOnTlL7jx5aNO8CT9+fP/drvCHZuo0abj28Ck7Dx3j4KlY96cP795Srkh+xg0fzOjhQwXXZUi0xfYXgqrFvorHzSf4hdehn+i3CH7TEBkQRGRAkEzw18ifmdRuLoyYv9ogEZgMhbILTmIS/IdOX6Bgvjxk8NIeXlkefcN6m5svX76QXkAoaQt/HoKVXKZMmbh9+7b2gjoijU5y6doNChYoAMQ9fBWm2Y0kQvXJ4JkmdexK91v3HiRpN54/XejL4+rqSq3atalVu7Zs3+QpU7h16yaXLl7i4YMHfP/+nZCQYIqXKMHdO3fw8/MF4Mvnz/gH+FOiWFyEnV8/fzJ71iwKFizIw4cPAbh08aLsuN1vn/0njx/TtEljhZj1AH6+vmpDZgqZEYiJEZMrd278/PzIX6AAVapU4cD+/dSvX4+t27aTM0cOUqVOzfv3H8ibNx+nTp9BJBIxctRoxo0dy+JFi+jUuTObt2ylSKGCTB4/liHDR5Ete3Ycbazi+dxro1DRYtx/+Y6+XTtx6fxZ/lsXm7yrRas2FC1eXKe6DIGuoT7VIe/+I5ZzaYg9ZnjBr2BJlXOrgVjBr08WYH3cf5TbNobgN1aWYEMg9HoNcQ2RAUHYAY7A3B7N6Dz3X568+UDerMZzFdMVkVIY28Tg1hMTE8PRs5fo0bGtWfthSj58+EDJEiXM3Q0LiRDBai5z5szs27fP4B24dDE27njlKlXVPoATk9AHqFWlIiWKFGL0tNlcPLRLtvgyKfGnCX1F/3hh35dIJKJkyVKULBn/he7z50/s3bOX3LlzU6VqVb5+/SI7liVLFooUKYqtrS1fv30lb758WFtbExwURLny5SlVqhTNmrdg+LChrFq5UqHe+g0aMG7ceHJly6znlcZSpkwZbt+5q7CvZ6/e1K/7N7VqVAcgdeo0+Pn5UqRIEYXf8NBhw9i+bSvNmzbl0JGjjBw1mtGjRrJj6xbuPX6Ol7e3XoLf3SMlbTp25tvXLzg5O3P/zm3aNG+Cz8s3gv34DYkxBD/E9+M3JPJrAsD8gh8ME+dfFXZuLolS8OvyYmOoa5D68TcuV4RBKxzZdugkk/t3UVlWOWGcqUhsgn/WinX4+gfQuG4ts/XB1Hx4/55mTZuauxsWEiE6WfZ//vxJWFgYjo6OButApUqVcHBwYNfOHYwaPUblA1gecwt9iM0EPGHYQBq068qFq9ep9FcZg/TJVMgL/eQu8iF+PHflhE764OXlTd9+cYtivb0z8PnrN2JiYnB3d+fihQv8XSdulqDO33+zfcdOmai+dPEiq1auJF++/Dx+7EPnLl3o06cvefIabx2Ih4cHJ06d5uaNGwQGBXLj+g0yZPCmY6fO8crt23+AOrVrUadWLf7bvJnw8HAmT5pIkXy5WLv+Pxo0bqKX4H9w9w4vnsWFwvv16yfh4eE4mSlpkLbxRhOaFviaW/ALRf7FQN8FvsrtG5LEJvj1mcEwqOAHGv5VhO2nrjChS2zeC3XWfeXfiSkwt+CXtr1572EmLVjBuKH9KVowv8naNyehoaH8+vWLTJkymbsrFhIhgpVdlixZAHj39q1BBYln2rR07tyF5cuW0aVLVzzTpo33AJaSGIS+lFpVK1KkQD5adevP6b1byJc7p0H6Zkz+NGs+xBf68vsTKviVcXGJEwLlK1Rg05YtjB87ljdv3nD0yBG+ff1Kut/+lMePHwfg8WMfWrRoyeIlS00yQ+Tk5ESlypUBqFGjJvb29irbzV+gAMdPnKRRwwYULVwID4843+5undoz/dtXuvfqI/PhFyr6u/buR3h4OKeOHaFI0aIcOrCfK5cuUK1GLcA8M2TS372u4fS0RfQxhshRdhFSjvyjq+hWnglIiOA3JMouQolB8MsLfSHXa4xriAwIolnJPGw8GbsAvkTe7Ar9UXYd+xMF/+a9h+k0ZBydmjdk3JD+JmvX3Lx/9w6I02qJFWnoTVNgibwZh+C585w5Y8Xsy1cvDdKwfDz7YcOHY29vz4ABcTem8uLbxCT0IdbF49DWf3FydGDFuv8M0jdjYhH6qEzoZCxEIhENGzbixq3b7D9wkP+t+1cm9AFat25N7959+Hf9Blb+849goW8riSYmLJjXTx9jI46S3UeqNk28evWKTBm8mTFdfYbdvPnycfX6DbZu307/gQNpIj89HKNYv9CFu55p0zJ51lwu3/Oh3O9Qnm2aN2Xf7l2Czjcm+twDqiKIGRNtC4H1Ed3KMwGGitmfEJRzFSjH9zclym0LTpym4hoMQaX82UiX0o2NB0+qPG7qxeKq0LRo15gx9rfsixP6/8yaYBb3QHPx4uULIE6rWbAgj+CnW7p06UiRIgWvXr5KcKPyQsRWEo1n2rT07tOXeXPnyGJ9SzG0CDWUny6AZ+pUlCpehFdv3xmqe0bBIvRREvliOYt0bDlDW/mlODg4ULVatXj78+XPz5x583Sqy1YSzY8fP8mYNRsAWbNmYdOG9RSXWxisXB5Uf7//rltHWFgYs2bOZNToMVhbW6usI2XKlNSrV5969WKTdk2eMhWxWEzWrFkRieLnChBqsXG0saJztx5ER0fz2OcRBQoVMspsi67oci9IP1/lgALS+02fuP1C0BTbH3QT/OaK2S8UVQuBTWnlVxboer1MachPoA821ta0q1aatUcuMmdgF5yckMXkB9XRcBKLhV9VGUPx8t1Huo+YTPsm9WRC3zT248TBq5evcHFxIW3atObuioVEiODXXpFIRI4cOXj5++1RX1RZHG0l0XilTUNwcDDR0cbPTKcp9J6qONqa8Eydii/f9Mss/OXbd85euqrXuUKxCH3VLiaaMrgmRqT3TXRMNC1bNAfgzZu3VKtZm3YdOjFsxEiOHT/O0OEjqNugoSyUrfy58ly/fg0HBwcADh08KLgfWbJkIVu2bLIXcmVxLo3Hr22D2LUvPfv0Y/HyVeTMlRtI/N+DPNpCeBrTyq8ti69QhMTsNzfmCvVpCKGv7lx9r0F6XocaZfEPCePApVuCz00MFn6hx3RFIpHQb8oC0numZtm0MUa16CfWZ+bLly/IkSNHkgwYYsH46PSrzZMnD0+fPNVeUA2aXAsePHiAu7u7yabdtFn4hWbULFowP/9s2IJ/QCDubq5qy6mqr1H77tx96MOhLeuoWUV7dlL5uvTBIvSVy4oV3E8Sg2VZFbaSaKKjoxk0ZBhr162T7R83ZjS2trbs3rOXQ0eOsGzFShwdHQkLC6NV23b43L+nUIf0+/765QvXr11jwcKFLFywgE2b/qNho0Z69085G3BCSazfgyqEjCPGQNXaAHUhP7WJKm0RfYQKflNl7wXjW/j1cdvRhqGuwcrFnZwuUK5QbtYeOE2r+nHRZpSt6cokBgu/MdpfsG4rJy/dYP+6JTgZMIAIJJ2EWs+ePiN37tzm7oaFRIpOyrpw4cL4+DyKlzFUCKp85aXb8+cv+GfNWgb064uDlekse6oyasoj5EFdoWwpxGIx12/fVVtGWo9yfW/ex8ZW79RvKH7+AYL6bBH6qgmLlugk9OXLmMqPXx+k982yFStZt349MydPYNmC2Vw9c4yxQ/oxamBvbp4/wY+3zzh5cDdfXz2mYb06IJGA0kNVWldAYCASiQRXVzdGjBrFsaNHuX79eoL66WgjMqhAV/V9JlYMkaRLV1Rl85W39CuWTaFyk8ecSbqE1++u8Leh/fil9RlD6KurT5drUC7Xr1kdzt99zE2f54DwxdnmtPAbWujHxMQwfcV6RsxZwehe7albVbjRTB1JMaGWRCLhkc8jihQpYu6uWEik6KT4ChYsSFBQEB8+fNApvJO2RbHz5s4hfVpPBg8coFDeVIJU3jqnq/9t1kwZcXJ05PHzF9SqWine8XhuNPbORAf7c+jEGQKDghnSpzvL/7eBVes3M3pQH439/BOFvr6CT9fV/qb04xeC/D0TGRnJqDFjyZY1C0P691ZZ3s7Ojorl/qJG/SZcuHyVDauXx07nSn/Hv38DtpJonj9/BkCp0qXJnDkzI4cP58b165QuXTrB/dblMxPy3ZpL8Ov63RtyLZCuKI9RYi1+0nHnJZ6Y/cLrjh/m01huPcZKWJWQa5D55bt40LBCSbJ6eTJ/4262zR6tUx/MZeE3NNsOn2bC4rX0aNmQqYN6GLz+pML79+8JDgqiYMGC5u6KVqJiJIRF/UmrKRIHOln2CxUqBMDDhw8En6NN6ANcvHqNRvXr4mSt+APQNRReQtDX/9bKyoq8uXLw+Fn8KEXqzjl19TYtu/VFLBYzZlAfWjSsx7a9BzT2T5XvvdBN03UmZvQResqWel3PTWj7+iIWizl39iydO3YkZ7asjJ80mYiICABWrViGSCRi3IghWut59/4D3unT06pZE4X98vddoO8vIHbRvUgkwsXFhU+fPnH37h29Zu30JTG76ujz3asaQ4y1qUKTtV9d6EMhFn6hm2I9prPwJ8U2DFG/tbUV6VN58ObzN4X9QkW1OSz8hmb5pl3UqlCalVOGg4Pib9DcGXxNyaNHsVnapRrNggVldBL7GTJkIGWqVNy/d09QeSFhLmNCAnj/4SM5smdTWcbUgl8ft55C+fNw8ep1YmJi1JaVf0inS+sJwPyZU3F1caFG5Qo8ef5S7UJfbYtshfInCP2Et2t6wS+RSBg0cAD169Vl166d1KlTm0WLl9C4WQuigv1Y/s9a2rZsRtuWzRFFhKjdTh0/xrsPH1k6a5JsnzzSeyt7tth77e2L2PU3f9ety/JlS6lYvjyLFy0y+vXKo03w+/r+4vo14y5iV4e+gt8U95m2FwBVgQbUCX9DhO8E04bwNKYYN8XLhD7tqCqfK2N6gkJC472k/wmCXyKR8OjFG6r/VcLcXTE79+7eJVXq1Hh7e5u7K8ma8PBw+vbti6enJy4uLjRv3pzv34UFaAkLC6NQoUKsX78+3v7Ro0eTNWtWUqRIQfHixTlwQNH4O3nyZEQiUbxNl4A2Ool9kUhE6VKluHnzptayQuPZi0QiYmJisCNGoax8eSFxww2JsuDXFq2n0d+1eP3uA89evpaVkUf+/I8/A2jbtReZM2age6f2SOydqVK+LCKRiC2798fri0Xox1nrtW2Ga9+0gn/7tm38u24d7u7uXL9yiZXLlnJw314uXb6MV478vPvwkeDg+OJdmY079uCSwpkalcrL9qkS/G6/F5L//PkLW0k0gwYPoVq16jRv3oLx48aybetWw1+kBtQJ/rBoMatWrqR+rerMnjVL8O8goZtiH/T77s1xv6kS/6qs/RDfv1/Zj185RrxQTC34jbGZEn36Jf+ZtqpRjhfvPzNx5SZA0W9fFBEsSPQnVcH/w9efkNAwsmTwMndXzM7NmzcpXaqUJRKPkenduzcnTpxgz549nD59mlevXtG8eXOt5/n6+lKvXj0ePnwY79iAAQPYsmULq1at4t69ezRr1ozGjRtz7tw5WZkHDx7Qvn17vnz5orDZ2Ah/zugc+qZMmTLcunlTp+l+TYmrAgJjfUJdXBLXgKOLW8/7j5+wtrYma6aMGsX5h48fady0OeERkRw9chh7e3sA7j17jUQiYf7y1WrbUNUHfa/FgnZULdzVR/hpSnplK4nm5eNHDBk8iEYNGvD143sK/56GrVK2OCf272LU0IF079yBpnVram2rZaN6RERGUrlhKy5fjwvJJ2/9B3Cxj42pHxIS+3euLBnZd+AA//v3X7Jnz841M1jS1Ql+RycnIHYWzFQkZcEvjxBDxZ+SpCu5UqV4AeYM6sLMddvpPmUxYeERWs9RNcOTFAX/m4+fAciW0bRiX9uYruuWUMRiMbdu3qRMmTIGuDoL6vj06RMbN25k6dKllC9fnlKlSrFt2zYuXLjAtWvX1J534MABChcuTEBA/CAsoaGhbNiwgZkzZ1KrVi1y5MjB6NGjqVKlCuvkIu89fPiQYsWKkS5dOoVNF3R+GpUuXRp/f39evnypNlOb/A9YW4baL7+nQLx17LgpEBqe8+ipc5QpXhQH91QK50vsnAkLC+P4iZPsP3SErVu3YGNjw9lTJ8iWNSsSYj+flWv/BeCnr59C3cp1KfctuaIcylFodlYwjCuPodA2kPv5+VG3QUOCgoJYu3qVbL/0N1a2dEnKli4Z755Rt+iyQaXSXNy9gS5Dx1OlUSvqV6/M6sVzSZUyTmyJIkI4c/IkNjY2VC5TXNaWrZ0zUSIbMmfOwof37/W63oQiFfxxC6StqFqjNrOnTEQsFvPtyxfSymUhTggxMTEcP3yA+3fuMHpS/BcJ6e9IftG2PmsMzHmfags6ALG/B+UFvcphEnUV/OIgfwXBLw4Niif4E0PCrqSI/Oco/YwHt2tCKnc3+s5czr0Xb9mxZBrZM8W6cyiLeOWXO/kEbeZYtJsQbj54go2NNdkzGtZ1RRQRoniPRIYYNcKWfFhkfXj58iUBAQEGCbBgQT2XL18GoHLlyrJ9uXLlwtvbmwsXLqh92Tp06BADBgxg4MCBMgOvFJFIxKFDhyhRIr4rmq+vLxD7QvDq1Svy5cuXoP7rbNkvXbo0IpGIq1euqDyuSeCockNI4RR7EwWHqPcxNieq/Pjlb/wjF65x5NRZ2rZuqXCetMz2nbto1bYdFy6cZ9bsOdy9/4CScl+sxM6ZLh3aAjBpzAiV1rc/SehL0Xfxpi4vBsZEm9AfPXYc6TNm5vOXL2TOnJkUKWIfwppejq0igjVGVwEoXjAfd4/tZNvyOVy5fY9K9Ztx89pVROFxUVUePH5C9iyZcbWL+4xFkSHYSqKpWrkiFy9eJCwsTPC1Ghr5775wgXyMGD0OQNDshjYkEgnLFswlR7qU9O7cgVVLF2mcpTTE7I4hkLYtdIO4sUs6Xqjy71d285G3+orVhOzUFsozntuJmgW8mrbkgLZr1GeT1a30eXZq3ZSrO1YTHBpG8UadWbllL2KxMMNHUrXw7zhymprlS+OSwsngdZtaiyTEwn/16hWsrKwsYl8N06dPJ1u2bAqbPnz8+JHUqVPLklFK8fLy4r0GA9nq1asZPnw4dnZ28Y45OjpSs2ZNUqZMKdt3/fp1zpw5Q61asfkzfHx8EIvF7Ny5k5w5c5IpUyY6dOjAly9fdOq/zsrI3d2dwoULc+nSpXjHhETeUSadZ2ocHRy49+ix1rKm9NtXRllgv/r0nY49+tC4VXtqVqtC5/ZtZMfkH6a/fv1CJBLx5Nlz+vbrR5YsWeK9QDi7xc4IlC1dKl67f6LQl6Jv7HZzC35NOSVEkSGcOnaYhYuXyI7v2LAm3joV5QW22kS+PFZWVjSrW5Mr+/4jJkZMucbtqdGmB0E/viAKD+LwidNUq/hXvHZEkSHUr1uXiIgIhg8bqte1Gwr5773foMFUqFiJZq3aJDhaUGRkJHOnT5EJoXlLV2r1czXlGg5N4l2feqSoM1qoE/7qxL+m6D5CRb+QGP5JXfAbda1CvBcndwAK5cnBjd1raVm3Gv0mz6dy2748fvFKUJ1JTfC///yVy3ce0vLvaoD2GQx9UCX4Db3Jo6++uXzxEoULF8bNzU3vazUl4VFiAsKjTbLp8rx4+/atykWw0i00NDSeZR7AwcGB8PBwg3w2z549o3HjxpQoUYKePXsC8OjRIyBWe+/evZu1a9fi4+NDlSpVCA0NFVy3XsqxcuXK7N6zR2Gf0AW5ytjb21OvVjV27D/MiP699OlOPIQ+HPWJpQ0we/pUZs+dR5rUqVk2fzYd27aSZf5VFuenz56nSpWqKgWF1E3ozt3YhFxlK1QGomTH/2ShL48+GVrj3C9M69Yj5IV31f/WU6xIIT59/oJEIiG9kgubULcdbWTPnJFbh7dx+PQFugyfQKn6bShbvDAfv3yjXuWysnrF9ilkU9d5snozeOAA/lmzlnnzF8SzYpgS6fduZ2fH7oNHAP2/z4iICHp1asuZE8dxcHCkc4/e9Ow/AI+UqbSfjOpsy6ZEn+t2tLGKlzNCOoYouycqI4oMiTfDCKoz98qjyQ1IOYa/PKri+RszXr+xMPZLivznpsq9ys0lBf9MHUnbBrXoNX4OfzVqz/trJ3AVsCZO2aVHKOZw/dl59Az2dnY0qFZee+EEoOzSY/D6DeAidPHSRZo3a2agHiU/xo4dy5Ah2sNWe3t78+TJE7XHDx8+LAuHLU94eDjOzgn/jVy5coWGDRuSPn16jhw5IpsJ6Ny5M40aNcLDI3ZsKVSoEAUKFCBDhgwcPHiQli1baqpWhl4m0IoVK/Lh/XvZ1IW+Ql9Ko79r8sDnCY+fvdCnOwro8hDW54G9a+dOps2YyeCBA3l0/y5de/TCxtldbUz79F7p+fbtm5raYst4ecX6IUdFRSWL+PjGQGrlF7Ipnmc6K78uM1tpPT15dvc6b3zuktYzTdw5WoS+NMKG0M3VVkLr2hU4s3EphfNk59TFq8wYOZAaFcrGa0PadsPa1QkODua5j/B8GsbCUN/ng7u3OXPiODly5SY8PIz03t6Chb4UU784JjTSlPy5mlx8lN19QH1oT2Xrv7YsvvLWfk0Rb8wRr9/QGNuar03oy1OxZBG2LJxMcEgoPUdNkQXC0IY+FnFTzwT89PVn5Za91KlUBtcUxs92q02/JLh+pciDuvDu3Ts+fvhAxYoJzxz8p2Nra0uePHnUbhkzZuTXr19ERkYqnPf582cyZMiQoLb37t1LtWrVyJs3LxcuXCB16tQKx6VCX4qXlxepUqXi48ePgtvQ68lZqVIlRCIR58+dS7DQB/i7ehVyZs9Kg7Zdef/yuT5dAvSNzS58mvzRw4cMGjiAZs2aM27SZJyc1PsKSh+c1avXwMfnES9fxk+6JSUoLAKRSKRyiki+LgvCMIfgF3IfiCJCuHXtCmfOXSB7Rm+crMTYxkTEi5YjRZXQ15eyRQuwc8k0Pl3az8guzbGKDFF4KZCuBxBFhGAdE2u9CPz13eRhb1VhiO8zV568ZMqSlZfPn5E5azZq1Plbr74YW/CrDwGqfwhRdZGlVI17ml4CdInrn5DQnvGFbeIX/Mp91CUZme4Jy9wF9alI3pxsWTqbo+cuMWH+csHXktgF/+w1m/APCmbuyL4ma1NTfhN9N3XoMt6eP3cOkUhkEfsmoHz58ojFYi5evCjb9+zZMz59+kSFChX0rvfgwYO0aNGCevXqcfLkSdzd3RWOjx49mnz58im4JL19+5afP3+SP39+we3opYJSpkxJ0aJFuXDujMJ+fYQ+gLOTE8d3bMTa2praLdoTFBQnaoT6tekTm13T+cp8+PCBmjWqk97Li4WLFyMSidQm0JHfV69+fdKk8WT+vLlq6/7y+TOenp5IbOO7TFiEvn6YUvBrEvrKA/uEWQvImT0L08cO11inIYW+EKT1W0UEU7xwQfLmysHAEaM5dewwYN71MhB//YajjZVO36mbuwcXbt3n/st3nL95Dy9v/S0xpovxr7g/LEoseJM/X7k+xTb0W+wLwuL6J1T0x5VLnIJf1cJZIWsS9G/PXafyLerXomCenASHhOok4jWt1RCanM0YSCQS9hw/T8u/q5HNwFF4TI38c0Ff//3z585RrFgxhQWeFoyDl5cXrVu3pnv37pw7d46bN2/SunVrKleuLIvEExkZydevX+NZ/9Xh5+dHhw4dKF68OIsWLcLPz4+vX7/y9etXWTSe5s2b8/r1a/r378/z58+5cOECTZo0oVy5crJFvELQWwFVr16ds+fOy9429BX6UjJ4pefI9vV8/PKVBUtX6HSuKqEv7Lz4Fi9VBAUF0b1bV1xcXDh1+ky8Ny/5B6CyOHdwcGD0mNFs+u8/Xr1SvVjq06dPssx3muqyoBsJFYhCUA4zqyz0ITYO8tsPHxkzfQ6nL1xmYI8uODqq94XXJvTFQf4G3+TbsYkK5b+Vi0jl7ka9Zq1p2aolfn5+Zhf8CUUkEuHukTLRJ56JNy7JCXjBdagQ/XEuPbq+hCiKf22uP7K/1Sz0jT2WQqWLjzLKgj8xiX5V1nzjtaV7wi/pZxsREYmDmlnjhGJqwX/lzkPefvpCoxqVBPcpqaBK8GvabMRRnD9/jurVq5upx38eq1evplq1ajRu3JiaNWuSJ08edu3aJTt+5coV0qdPzxU10SqVOXr0KP7+/ly/fp0MGTKQPn162dakSRMAihUrxrFjx7h37x7FixenSZMmFC1alIMHD+r0LNNbTVarVo05c+bw5MlT8ufIFO+4NAa9LmTPkpmBPbowf+kK2rRsRs7s+oVISgiq4mkfOniQy5cucfjIUbUr3jUJ8xo1Y9++3r19S/bs2eMd//jhIxkzxX2GFpFvWFTF7TeEO4a2fBL3fZ4wfOJ0zl2OTbjhYG/PhEG9aF+/umBLvSqhbwzEQf5Yubgj+r3Askj2DJzbv53dh47Sd8QESpf9i/X//stfZcsY9fe5a+dO1v/7L7369KZevfpGaycxEs/qrqPAV1lnlBhHW/mFxWKdX3jl+yVk0a+6uP6yl18Ncf3leyb9rUtFtHQRb2JYuKtN6Js6E68mAoKCSWGE8JRS5Bf2gvHi9X/8+p3WgydSNF8uKpcqqtCefF+SEgmJ6f/kyVO+fftGtWrVjNU9oxARIyYoMsYkbRk6jIKzszNr1qxhzZo1Ko9XrlxZYwQg5WNt2rShTZs2akor1qsqAqYu6P3ULl++PPb29pw5dZz8ObqrLKM8yAthzKC+7Nx/mH5DR3Js745EYYXz+J2UyNXVVa/z79y+DUDmLFlUHv/w8QM1ayQ8hrgF9RhL8IOcqJFI2LP/EPsPHuTVm3fcuvcAJ0cHJg/tS55M6ahZrSouOiwoM5XQV65fKrisgRY1K1KyyH5KVK9P1Ro1CQsKwJaEJYHRxN27dzl//hznz59jwMBBTJ02TRbpKjljDKEvX1dCBb/8uaAo+mP/Fin8Jmwl0RqTeYHmhF6qovjIi35DW/h1eXnQFO8+MYl8iJ1VfP/5C5m9DZOMTm07Rhb8AUHB1O0+DGtrKw7+MwdbW5sEhdvUJ8KZsV4k9BX8p8+ewd7envLljRuRyELyQO8ntpOTE+XKlePU2fP076Va7EvRxcrv5OTI0lmTqdemC0tXrWFA7x7xfvwJzTinjLaHX6VKlcmXLz9du3bhwsVLOoVZkkgkLFq4AC8vL5VWfYCfP36QNhFmEE5uqMrQmlDBLxUyERERtOjQlWMnT1MwXx5sbWzYvGQWDWtWwVEkDacqAaUHotp65copi3xVYQoTikLGUyUrf1ZPNzauWEDDdt1YOH8eQwf0wfb3/Who0T94yBAO7N/H27dvWbJ4ET++f2f5ypXY2toatJ3EhDGFvnKdUtGvbyhPWX0qMgzH/h3f2i8/ditnIJftVxb+sv3qRb9QhNwv+rw8JHahD/D52w+ioqLJnMFL8Dm6hJpUDsVqLME/ftEaPnz5zqVtK0nvmdrkQl96nikFvzZOnTxJ+fLlcXR0NEqfLCQvEmQyq1mzJhcuX1EZe1QZVZlh1dZbpSKD+vZi1IQpnDxzTmt5Qy/GVPbdd3R0ZOOmTbx984YVK4RHNYDY1dp3796lWPHiKo9HRUXh5+dHqlS6hQG0oD/6+vHLnyd1Wbh45SqLV/xDpdr1OXfxEvv+W8Pt04e4cWATLRvUlgl9ed94KcphMuX3STGF0FdVr7Iff93yJRjQvRPTZs8jODhubYKh/fhTp07Nzl27SZ06Nhzp1q1baNq4McHBpo/lbQpMIfQNVb8ukX6k6BPSE4jn2w/6+a1D/Mg4hiApCH1AllQre6aMgsrrGlNeubwqH/6EbpFW9mw7fJrubZqRN3/BeG47phD6hjpfE7p4QERERHDxylVq1rR4BFgQRoLFfmhoGFdv3BJ8jtDBZPrEsVSvUokmbTpy/eZtfbtoMHLnzk279u2ZMmkS7969E3xedFSs2Bs4aLDK476/fgGQOk1qlcctGAdDvCBGRUVRvV4TRoybhK21Fcd3/Mff1avIxa3/nbRKTrArL4qVR5vbjrGEvrr6lQX/gA7NCQ0LI1WmHBw8ehxJeGx5Qwv+PHnzcuLUKbLnyAHA2bNnaN9Wu19jUsPUQt+Q7agT/cpx/aWoW9QLKl4Afot+VQt6QTFev5BNmYQKf+V494lV6AMcO3cZ73Se5MxXQGtZfZNHaRP8CeH+42fUbt+bX37+tGmkGC5XV5EvL9R1zVeiXJexECr4r964RWhoGDVq1DBaXywkLxIk9gsXLky6dOk4dvK01rLKURq0YRsTwc7/1pE7Zw6mz12QkG4ajJ49YzP8njp5QvA52XPkwNnZmYsXzqs87ucX6yvq4WEJnWVq9BX8UnF782pcvN09G1ZTtmQxtUJfHBok26SoE/3y58n+NrLQl29HuY8Qez1ZMnrToEZlAJq17cR/W3cYzcKfM2dOLl2+Qo/fKcNTpUpeL8MJjbaT4PZ1COOpqX/arP3qYvqri+cfJbIRLPqFIiSmvz4x7xOzyJfYp0AikXD49AXqVq2oce2b8qy7qtkXdTMy8nXIkxDBLxaLef3+I4+evaRWu158/+nLwX+XUShvLr3qN0QY48Qm+I+eOEX69OkpUqSI0fphIXmRIIdbKysr6taty5FjJ5g9dqhaES+bqrVzVhuhQRX29vb06NKBQSPG4v/9E+6ecXF1Te23D5Avf34KFizIvXv3BNfr6OhI4yZNWLF8Bd2694iXCU0aj9Xe3k7nPltIOKr8+GP/1i6+smfNCsCwfj3wTJ1Ko9CP/dsvNpKInJi2cnKJ80VW8k2WEt/ibpxIJPJ+y+LQoLgFkXILd/cum8aPkCjSFavC9WvX6Ni2lWxNjaHvyRQpUjB/wULGT5ioNgpWUsNc1nxDoK6vyusAlO8hZb9+TUgX+kp9/UWRIbI1X1KBpxzBRwjyvv+Q8MXuiVnoS3n++h2v3n1g/gT1OT2Un9lCI8FIyyqvwdDkw6+JqKgoNu89zLHzlzlz+Qa+/gEApHB24vjmVXil9ZTVKRRD5yoRKf3ujO3Dr4kjx05Qt27dRBHARFfCo2MIDI/SXtAAGDoaT1ImwWEu6tevz7OXr3j55q3KH2g8C4AWi4AytWtUIyYmhlNnVFvGpRjbb1+Ku4cH586e1RheSZmJEycRERHO/Hnz4h2Lio790dvaJN8FiEkBbb8f6XGpBVsUGYKvb6zoLleqhCChL/1XXqxrs/SbSuirqludW08aZ1u6tGzMgWMnePzgLoDRLPwA7u7usoea8veUlEjKQl8TypZ/TS4+6hKIxZVVjOWvbOUH4Qmf9E3mpY2kIPQBDp0+j4O9PVX/KqnyuCprvq4IsfBr2r4GRfDfwVOUqN+WHqOm8PHbT3p1bs/Bzf/j1O7N3D9/jHSZsiXYN9/YSQlNyYvXb3n+6jX16/9ZoYktJIwEi/3q1atjb2/PoePaXXmkqEq+oo5MGTJQrEgh/t20RWu9CRH86sSdMsWKFeft27eEhAhfTJMufXpat2nDvr174r0kBP/OFuykQ4QfC4mDc5cuY2NjQ5VyZXU6T5fIH8ZM1JMQpo/oj5dnGqo3bsuNW3dM2raxE6UZg+Qq9OXRJvrjlReQyEte9IPufuVCRX9C1gAkVvYcPU2NCmVxUorWosptRx5NLlbq1lwo16+NX75+dOw7hAwFS9O5/zDcXV25emwvFw7uZNKIQdSqWomKf5Umo7fwKELyJLV4+7pw+MRp7O3tk1x8fQvmJcFPSWdnZ2rXrs3Og0cA3TPnSlE1QEjrGjagH6fPXeDG5Qta61GXNVXbplyHMr6+vgwdMphlS5fQsFEjUqTQbTCpX78B796948D+/Qr7P336BEDatGl1qs+CaZD3PVbG3c2V6Oho7jx4JNsnv4gQ4sS6VOALScajLCgSYxbRNKlScmrbWnLnyEbdpi159PiJSds39EyeBcOh/CKjT5hP5ftOWfDrsoF20Z+ckNin4N3Hz1y/+4AW9WsqXbfmmXahbngJEfwHj5+icKXaHDtzniUzJ/H+/lXO7t9G0YL5BbWtD4b4rhMSBciQ7DhwmDp16ugUAtyCBYM8IVu1asXNO/d58/5DvGNC4sVqo3GDuuTNnSveQl1NLgP6TverOm/f3r0UK1qEbVu3MmnyFNb+b53O9VaqXJn6DRrQoX07OnZoz8ULF+jdqyd9+/Qmffr0Or88WDAP0oecxM6ZVs2aUDBfHsbPnE+0bfwMlfFEuw5ZNzUJfmldQjZj4uHmysEt/yNr5ow0aN6WX1/eG7U9ZSyCP/GiSvAL3eTPif1XUfDr6m6izgUo9lj8UI/Jgd1HT2FvZ8fff8dFsNHktqPKYq8NfQT/5l37aNa5N6WKF+H++WP06tSOdJ5pdGpXKKrCgOqD8u/CnLMGr9+959bdB7Rq1cpsfbCQNDHI07F+/fo4OTmx68ARnc4TOmhbWVkxdvgQjp86w8lTpwTXr2zlF1JemTdv3tC5U0fKli3L7Tt3GTR4MA4ODoLrlCISiVj373rmL1jA3Tt3+LtObQ4eOMC06TO4ev2GzvVZSBw8fPyUyzdusWztBtk+5YeKKlccIXG6tQl+IRhb9LukSMG+jWv48esXm7fvMlo76rAI/sSLvq5K2gQ/CI8Yo+wuKi9A1Vlnk/ILgLSvOw+doHblcrikkL7UaHbb0RddBP/2fYfoOnAEnVo3Y9e6lUYT+fIkVPAnFmu+lF0HjuDk5ES9evXM2g8LSQ+DPBmdnZ2pV68em3ftQyKRxHPlEWrd1+TK06xxA6pUqsCAQYMFJfGSRyr6tW3qiImJITIyknTpE5Zy3MHBgW7de3D3/gMOHznKrdt36NuvnyWhVhIlKiouosCwidNVllF251H+v3wZKZoWEuobH9yYgt87fTpqVa/CgcNHAeMs0tWERfAnXvQNK6pN8OviV66v6JfHEMmh9Nn04eOXb9y8/4jGDerJrlf+s5Ci/DnJh0nVtskjRPCHhoYxcMwkmtavw8q507GyMt09mpBEX+rqMAcSiYQtu/dTv359iwuPBZ0x2B3XrVs3Hj97wfXbdw1VpQIikYiFs6bx7v0HVq9dK9tvbGGRNWtWevXqzckTJ3RalKsJa2trKlaqlOCXBwuGRVfXLzu7uHCpYwb3U1tOXvALFfrxZgdUWPl1iQkeW4fxBH+eXDn58Omz0erXhqq1OhYSD/rE8tck+IWgr+hPDMJOij6Cf/+Js9jY2PB39Sqy61PltiOPLp+rqvLaBP++oyfw9fNn2phhJhX6UhIU9z+R/B6u3brL42cv6Natm7m7kiDCo8UERESbZLPE3ozDYHddtWrVyJIlC2s3bdfpPF38L/PmzkXn9m2YNmMWL1680LWLelOrdm0kEgm+vr4ma9OC+dEmGEUiEeePHQQgIjIy3gJAbWiy6Kv6W59IIPETARlH8ItEImKiY4xSty5YBH/SRqjg18UCrWzt1yb6IXEJf6GCX1pu3/EzVClXBnc3V5XlVFnz9UEXwf/uy3dcXVKQNVNGvdoyBLp+l4nl+5eydtM2smbNStWqVc3dFQtJEIM9Da2srOjRowc79x/GPyDQKK48ADMmjSOtZ2oaN2/Bh48fE9ZpgXikjBVI3759NUl7FpIOZUqVYET/XqzZuEXBrUeZ+It14/7WNGWsKlSgPgiN6KNvHP8SxYry8fNnzpw9p9f5hiQphua0EIcQwS+4LiUxq0r0K0f5UUaXuP6G3OQRKvhfvHnHheu3aVinpoJVX/napZ+N4mel2wJqVXWo8v+PiYlhw5bt1KhaRdA1GBN9P39z4+cfwM4Dh+nRo4dZZkYsJH0M+qvp3LkzUdHRrN+605DVKuDu5sberf8RERFJuQqVuHzlqsHqtpVEyzZ58ucvgL29Pbdu3jJYW+ZC3TVaiEUf/++m9esQGBTMjEXLFfars8wrC315pA8ZTQ97feN9G9Otp8HftSletDDLVqwwWJ3JiXjhfW0tD2xNaBP8ukf2US/6AUGi39ToIvgl9imIiYmh64gpZMnoTZu2bWP3ywl9eVQJfX3Q5voosXPmv607eP3mLcMG9k0Un2tSZP22ncTEiOnUqZO5u2IhiWLQJ066dOlo3bo1S9esJ9LKTuGYpggA2qZVlQeI7HkKcPn8OXLlykXdBg25ejXhgl9Z/Mr/HRYWhrW1NZGRkQlux5xoukYLcWh7gMlbBgGKlCjFyAG9mb5gGfdeKc42aXLFUSf05f82REIghfa1CH75v4VEDJIiEonInTMHAQGBasuYCkMJGUNjEfy6Ych4/XF/C3c9SQzCVIiFWTomLN+yj6u37rB6+WKcnZ00usiqMmrompNG3TgpGx8lEjZv3crgUeNo16o5xYoU/t1f83+uSYmoqCiWrllP69atSZcunbm7YyGJYvCnzfDhw/nw+Qs798Ylj1In9FVZV+RRZWGRlvH0TMOh/XspUbIkLZs349mzZwa9Doizgvfr2wdbW1saNmpk8DZMhTphb7Hyqyb+gk/FB5uy4B89cjjZMmdkwKiJRNs6afXf1yb0lY9pig2uDVURfRSPx4/Lr4vQl+LnH4CTk6PWcsYksQp9KRbBrxuJQfAbctMHIWuBxPYp2LH/EI3r1qJ82TIar09KQnLRaDs3EmuGjxxF1+49adSwAYsXL1E4bszPKzFhiN/M9sMn+fj5K8OHDzf35VhIwugfYFcNBQsWpFatWixYuoLWzZsiEmkfUKJENjLBKR1ohfj4WzumYOu27dSsXp0mjRpy8vRpvLy8de6zvNiVb1di58ybt2/Zv28fK1f9Q+bMmXWuOzEivUb5h5qtJDpB8ZaTK442IrUL2KS/W4mdM47ArGmTadG+Cy/fvCNX9qyI7VNgFREMxD2kRRHBWoW+8kNOfs2KtKy0Xvm6Fc8JjrfPysUdcZB/7P9/i3lxaFD8cnoIfYlEws3bd+jZo4fWssZC/ntKbCJfHkcbK4X+GVrw6xvfPrESFiVW+IzCosU6r8NQPicsWqIgWOWfQcZEYu+sd5b5uDpSyO5v6b0fHR3N/UdPaNywQex+gYEvNI1v6soLYeGCBSxbsZJF8+fRq2fsmCBB9ySbhvi8pPUABqlLl/YSXI9EwsJlK6lduzYFChQwSJ3mJjQyBt8Q03hJSCzheGQYxaw0cuRIHvo84fDxk4ITeGgLkybdp4y7uzt79u1DLBZTv149fvz4oVNfNQ3wosgQHj9+AkDt6lWSrAVc3cuMKDJE4W+LlV81Qh9wxX9PU1+TCz+rze9Wm9CX7tM1TKA6y79Wtx49hD7Al6/f+PnLl8KFCgkqb2iSitCXYsxFw8lxtsDUFn5ds/Tqgj5CUF2seOmxI6fOEhYeTukSxXWuW+j4JrTc9m3bmDhhPCNGjqRrrz4690eZhAhnbS7BxsCQbRw6doKHPk8YOXKkweq0oD/h4eH07dsXT09PXFxcaN68Od+/f9d4zpUrV6hcuTJubm54e3vTrVs3hciOUVFR2NvbIxKJFLZx48bJyrx9+5Z69erh6upK2rRpGTlyJDExukW/M8pToXLlylSsWJHJs+YhFscNsEIsx+qmVDW9NGTIkIGDh4/g7+dHg3r1+P7tm6B+KgtbVVaH5098cHR0IPXvxFdJTQwL6a/ydSe1azQn8u48Gby9qFmtCnOW/UO43KSZOlEuROgrkxDhL0Wd4NfJR19p5iAqOjYSkYODvdZrMCTKCy+TgtCXYhH8umEKwS9PYhf80n0REREMnTiDGlUrU6ZUCY3x9NWRkKST8pw4fpzevXrStl07xo2fEO+4MT/TeG2Z2A3I0K5HYrGYKTPnUqlSJSpXrmywei3oT+/evTlx4gR79uzh9OnTvHr1iubNm6st//z5c2rWrEmRIkW4ceMG27dv58aNGzRr1kxW5unTp0RGRnL//n2+fPki20aNGgXEvgzUqlULKysrrly5wj///MPatWuZMmWKTn03it+GSCRi2rRpVKxYkX37D9CkcSOdzpcOUMquPcrH5cmRIweHjxylfr261KpVkwMHD5Exo/CYvsqCVxQRgsTemYNHjlKuTGnsJJFIsFXoV2J3e9H2MiO9Rvlj0s/a4tYjHHl3nlmTJ1Cqcg3mLlrGuJFD47ngSN1vtAl9lQ/FiGDuPXiIz5On+AcEEhAQSLGihaldvSpWkaHx6rVSEuTy0/9SIa/s1iM7V6BF3yoiGLF9CmJiYkWUELc9Q5HY/fOFYGjBr+weZHHpUVGHBpceZXceQ4tTBTdRPVxUVI0hdx748O79Bzb/7x9EIpFZHBfEYjHz581l2tSp1KxVi6XLlsvGAn0/U30/K1VjaUI/d13bMwR79uzlwSMfLl68aJD6LCSMT58+sXHjRg4fPkz58uUB2LZtG7lz5+batWuUKVMm3jkbN27E29ubhQsXxgaxyJ2bFStWUKFCBV6/fk22bNl4+PAhbm5uFFIzK75r1y7evXvH9evXcXd3p0CBAnz//p3hw4czZswY7O2FGdiMZv6pUKECNWrUYOr0GcTExOglHJVde7SRJ29ejp04SWREBB3atUUiUT/saXTf+T0QXDp3livXb9K7e5fY/UnI7UWI0Jf/V1W5xHx9iQ3p7zRfkeIMGtCfeUuWERQUHO9BoDqGtuqHRXh4OMHBwbx69Yop06aTv1R5ylSpRdc+Axk3ZQYr1qyjUct21KjfhLGzF3HxzkMBbWlP1KVPWM+79x4AkCdPHp3P1YfkIPSNwZ+wANjYFn5jGjlUBaHQFeX7+t6zV9ja2lK4YH6TWs6lvHjxgvp16zJ1yhSGjxjBtu07sLW1VSijz2eqz2el4LIjH07VAJ+7tvZUtaMvMTExTJk+g5o1a8qEpQXzcvnyZQCFWZZcuXLh7e3NhQsXVJ7Ttm1bNmzYoNIIJnXlefDgAfny5VPb7sWLFylWrBju7u6yfVWrViUwMJD79+8L7r9RnwTTp0/nydOn/Lt5a4LqkR8otA0a2bNnZ9HiJdy6dYuTJ06oLCPEfQdg+sJlFMibm7qVygoqrw752Pam2jT1N57AjwhR2KfqpcaCcLp17UJYWDhnLsRaZDRN76p6WISFhTFu4iSy58pD6nRe5C9clKXLV/BX2bIc3L8X/5/f8fvxjQ9vX7Nv905iJCI2bdtFtbqNqdu2Gz6vFcN/qgrhKY9CpB49k3bt2bePgvnzkTFDBr3O1wWL0NfMnyD4DYGm340pBX+C6rJ35s7d++TLkxs7O8Vw16aYmb116yZ/lSnNhw/v2X/gIOPGT8Da2lplWWMK/ni++So+Y0N/7upeLAzBhv828ezZM6ZNm2awOv9Upk+fTrZs2RQ2ffj48SOpU6fGwcFBYb+Xlxfv379XeU7evHnjWfxnzZpFunTpKFw4do3fw4cPiY6OplatWqRNm5YSJUqwadMmhXaVvVS8vLwA1LarCqOOBiVLlqR169ZMnTyZJk2a4uLiov0kNegyUGTMlAmAFcuXU7NWLY1lVQl3ib0zm/7bxJmLV9i5biUiR8V+m8N6Yig0TV/Ku/VA7Gcj79YDid91yZxIp6sz/b4xf/gru9EoTh+rEvoTJk1h1erVhIeH06ZtWypWrISdvR01atTEyckpri0AEVSrXZfatWohFovZt/8Abdp3oNy1Onx/80xmXRNFhDB1/hKyZspIhwY1frcdFx0IdBf58osDJ8xawK4DR1gwy/JgSiyoiviTXFx6lF9ejLX2wZBjnbEMJm/evWfb7r0MG9DX5M+l79++0bZ1awoWKsShw0cUxid1CP1Mdfm8tIl8Tefp486jqT1D/GaCgoKYNGUqbdq0oWTJkgmuL7EREhHNr2ATRePRwaft7du3ZM2aVe3xqVOnqnSZcXBwIDw8XFAbQ4cO5ciRI+zatUv2fH706BG2trZMmTKFdOnScfjwYTp16kRkZCRdunQhNDRUwaovbRMQ3C4YWexD7FtM7ty5WbRwAeMnTDR2c0CsK8HESZOZPGkiR44c5u+/68qOKQ8iYrFYtvpZIpFw/tIVtu7YzYYt2+jUtjUNalfX2Ja2m9vcVnFdZyGkg5/Fl18/okQ2PH0eG8HpxYsX8ULJSh8wqoR+YGAgc+bNo13bNgwfNUawBSJKZAPWUL9JM1YEBNBvwEDade/H1nUrsbKy4uiFa0ydFxvnul3zl7LzrJTCgKoK16kKeaH/8fMXZi1ewbgRQ+ndt39cfyyYneQo+A0p9I25QFoTuo7J6pDYOzNq/ABSp0zJkGGKMdiNfQ/eunWTLp06ERMTw+YtWwQJfX1R53OvyYVG/vqV1wsYci2AqvYSysIF8wkMDGTmzJkGq/NPZuzYsQwZMkRrOW9vb548eaL2+OHDh4mIiIi3Pzw8HGdnzS+ZUVFR9OjRgw0bNrBixQqaNGkiO/bs2TPEYrHsHipSpAgfPnxg7ty5dOnSBUdHx3jtSkW+tnblMfpTOVOmTAwZMoQFCxbQqXMXnRbNJoShw4Zx7uxZWjZvzvGTp/jrr79kx/z8/JgxazZHjx3j67dv2NnakTlTBu7ej/N5Xjh7Oj27dASlKUldLAdC3YVMhS5WDIuVX3+mT4+1cDdt0li2T/4hs3n/UTZt28mbd+/x9w+gePFihISE8vnLF2xsbBg5ZhxZsmTRq+32nbvikcaTNq1aMWNhAUqWKE6nXv0AyJTBW+HhphyzX0iCLinSc3cfO4O1tTV9+w9AJBJZfhOJDGPH9DcX5hLq+mAsg8/JM+fYd+gIG1YvV3joJ/QePHf2LLt27WTJ0mVYWcX/nA8dOkiHdu0oXLgw+w8eIn16rwS1pwpVi3qVRbr8MeVzNdWljK7++8aw5kv58OEDS5csYejQoWT67aFgwTTY2tpqXHP24MEDfv36RWRkpILL3OfPn8mgwX01KCiIxo0bc/HiRbZs2UKrVq0Ujiu7BUFsvqrNmzcDkDFjRh4+VFyP9/nzZwCN7SpjkhFz1KhRuHu4M2rECFM0B8RGBZkzdy4AtWpUp22b1ty8comGTZqSIUs21q3fQIWyZRgxqD/9e3Uja+bMDOrbi+6dO/D19RP6dO8Sz/cwITd5UhL68uco+/LLY+5Zi8RKsWKxsa5HjZuAj89j2X7fkEg69+pH5179iYyMpG6tGvTp3QsbGxsyZsxAvb/rsGnLFr2FvpR69erTvHkLtu7YSZ/+AylUMHaV//uPn5gxd0G88J3yoTuFbhD7kFyzfiNNGjfCw8PD7EL/4tkztG/WiIf375m1H4mNpCSMhZCcrkffqDDfg8Lo3m8QVSpVoEXrdrL9hrgHmzZpzIb166lQ7i8mTZzAt69fCQgI4Mf370yaOIEO7dpRt149jp88pdHtIaEIuRZl67qu5+iCsl++rgFEhDBy+HDcPdwtcfUTIeXLl0csFitER3r27BmfPn2iQoUKKs+JjIykbt263Lx5k2PHjsUT+r6+vri7uyv46APcvHmT/PnzA1CxYkXu3LlDYGCg7Pjp06dxcXGR+f0LwSRPZxcXFxYuWEjr1q05fuwYtWrXNkWz5Mufnx+/fFm0cAGbN22iao2aODs7s3DeXBrUqkr6dGn1rjuxu+/Ik9AwY9pCdILFyi/PgIEDyZY9G5MnTaJ0ufLUrVcP1xTOXLt+nU+fPtOzayfmz5iCjbO7wnmG/Azbd+jAiRPH8ff3p1nzFpz/HS1g8sy59O7bHw+nWH9BfTNLSuyd8fP35/mLV4wZPTpRfP/Xr17mwtnTXL9yiXnLVvF3g0bY2Ji/X4kBZQt/UsVYQl9oHPmEYgijj0QioeeAoURGRvK/tWsVQlxC/OzAuvJ33brs27sXsVjCksWLmT9vHra2tlhbW2NjY0P/AQMZN358vIg7xkbeuq+r4U3bTIGQtnVpTx+OHTvKwYMH2LZtW4LWN1owDl5eXrRu3Zru3buzbt06nJ2d6dmzJ5UrV5Ytwo2MjMTX15eUKVNiZ2fHjBkzuHTpElu2bCFv3rx8/fpVVl/KlClJmTIlNWrUYPTo0aRJk4Zs2bKxe/duNm3axOHDhwFo1KgR48aNo2XLlsyePZs3b94wZswYhg4dGm9RviZEEk3xKQ2IRCKhevXqvH79mhu3buPo6GiKZmVEhwZx8tRp8uXNQ85M6XU+X9ebXV3WWnNgrJjCphgAkzIREREsXrSQM2fOEBkZiaO9PcuXLCJnzpzxyhrjs/v58ydHDh/m0qVLbN2yWbZ/yqSJ9OvTW+YjqO/vc+3mnfTtP4D7Dx/pHeFAH9RF4/n54wfF88T1Y+jo8QwYZrrZxKRAUhX8hhb58SIWGUns6xoZTQgrN+1k4PDR7N6ygboNYl0F5YW+FH2vKTg4mIL581O8RHGmTJmKj48PP378IDIyko6dOuHh4aFXvfqiyXCmy7hpCAOcsZ5xYWFhlCxRnBzZs3Py5EmT5isxJa6urhRt1pPiDTuapL3lrcswc9oUQT77QggJCWHQoEHs2rULgDp16rB06VJS/U66eu7cOapUqcLZs2epXLkyuXLl4sWLFyrrkpYJCQlh4sSJ7Nixg+/fv5M3b14mTpxIo0aNZGVfvnxJnz59uHjxIilTpqRr165MmjRJpZudOkwm9iF2yqNgwYIMHjLEZIt1QfiAqzasVwKEvnJ7hhTe5kJbbGGL6FePqgeOsT+vb7/8CQsL5e6dO3Ro3QKAwoULc2jfXtKkSS0rp6ulq1LVaqRK48n2HTsN3mdNaAq9uXfndgb16gZAgcJFOHzGkpDGQnwSg9jX51nw9MUrStdqSIc2rVi8OHbRvSqhL0Wf67p69So1q1dj9Zq1tG7TRufzjYHy56jvmKmv4Df2GD11ymQWLVzIw4cPyZUrl1HbMidJXewnZUzq/Jg7d25Gjx7NgvnzefjggSmblqHJsqLso64PiW1RrjGw+PLrj7KfpzEfImHREsKiJbi6uZE2XXpq/12Xb/7BnDh7kfcfPjBu8hSF/kh9UoVskVjj8/gJZcqU1dIL09K4eUvad+kOwKP796hZvjSPHghPPGLhzyOpuPBERUXReeAIMnh7M3PmrNh9SkLfEDM3qVOnxtbWlpcvVVskzU1Cxkx9k3sakwf377Ng/nxGjRqVrIW+lPAoMQFhUSbZzJFNOrFi8pVOY8eOJXfu3PTq1ZOoqChTN69zJj19fAP/RJLjS40xMcbiLnnkrXxh0WLZFh4joUixYvQdMIhtW7cSEBCg0B+hW0REBMHBwaRNq/+6F2MxedZc0v2OEPLsyWPqVoldWGXBgqONlYJV35hC35BGj1dv39G8Sx/uPXjE+lXL1Ia6VJ6xUGXt18a1q1eJiooiX778evXVGMiPPYasS8hmTKKioujduxe5c+dm7NixRm3Lwp+NycW+nZ0d//77L48ePmTxokUmaVP5plVeVa/gh65B/Au98bW1ZahU3YkZi3XffCgL/fjHxTRv2ZrIyEhmzpqNLp58wcHBXLlyhWNHjwIoRAgwBapeYpSxtrZm8KgxCvsO7NlFaEgIC2fPYPHcWYSGWF5O9UUqmJPipngd5vOL1nUGefKcxRw5dZb5M6dSolgRnc7VRfAvW7qUPr170alzZxrLxQK3YBwWLVrIo4cPWb9+vU6LLS1Y0BWzxDArWbIkQ4cOZeaM6Tz28TFZu6pEv+z/KkR4QjIS6vKCkVRJDusPkhvahL4Ud890TJgyjeVLFtGyVSt27tnHp08fZcf37tmDi7MTs2fFJXbZuWMHRQoVpFaN6rRv15ZChQpRv0F941yICoReG0CJUrHRETbs2EO5ipUZ2LMreTOlY9GcmSyYNZ0H9+4ata/JleQQ9tLRRmRyoZ+Qmc/Q0DAOnTjNpDEj6N2tswF7FcfXL18YNXIko0eNZMjQYWpj7FswHI99fJg1YwbDhg2jRIkS5u6OhWSO2XxOJk+ezOHDh+ncqSPnL15SmVjAWMiH4VLOcKrpHH3bAhTak8+mCslHNMsn3gJLtl1To4sYBujSZwCpUqfmnxXL6NI+diFe/vwFqFa9OiuWLwNg+fLleHh4kCKFCz17dKdho0YMHz6ClKlS4eXlFS8XhbHQ9dr8/f0A8Eybji17D3L/zm0e3r/H2zevWLN8KXkLFDBaX5MjyUHkg+ms+ZpmNnUd7y9dv0lwSAiN6tfVXlgNYdESfL99IsA/gDSenvz4/p33H97z7u1bjh45ytmzZ7CxsWH6jJkMGDhQ73YsCCMsLIzOnTqSI0cOJk+ebO7uWPgDMJsSc3R0ZOvWrZQqVYoJ48YxZ948k7avSoRD/DjyhmxPbVtJWPSrSltuwfTo45sL0LBFGxq2aMOPTx+4f+8uh/bvZc3qf6hUqTIjRo1i3dq1DBs6FIlEQtt27Vi56h+Th4XTVeg/fezDgO5dcHP3IFv2HADkyJWbQ/v3cPrYUYqVLIWbm7uxupvsSEzuL0mRhK5nevjkGc5OTuTOGftb1vfZVKd2Hd68fqWwz8bGhuIlSzFnwWIaNGqMu4nDav6pTBg/jlevXnHz5k2TGjot/LmY1exaqFAh5syZw8CBA6leowY1a9UyeR/UiX5VZYzVlrzoT4qCXx5l674F46MpFKVQ0nhnpH7mzNRv2IiwsDBcHe2wsbHhr7/+onffPty8cZPuPXokeqEPcOTAPj59/EDvAYPhd383/m81q5ctoVCRYgweOUZLDRakWIS+7hhyvdLjZy9YsGIN5f8qo9GtxtFGpPGF3+fRQ968fsWIMePImy8/aTw9yZgxE55p05psds5CLMePHWPVypUsWbKEggULmrs7JickIppfwREmacuEkeUTPWb3sejfvz9Hjx6lV88eXLpyBS8vb7P0QznDnrHbguTj2qPJum9x5TEuhhD68uc62ljh6OhIFBD1OxNn8eIlKF7c9D6l+gh9gKYtW/P0sQ+rli7iy+fPLP5nLR/evyNlqlQcPH3eGF1Nlpgqas2fhC7jelBwMPXadCZdWk/+XbVUZRn58VWd4I+OjqZ3t87kzZ+ffgMHa7UkJzQDrwX1fP78iV49e1CnTh369etn7u5Y+IMwuyOmSCRiw4YN2NrZ0qFdeyIjI83WF1WhtowpVJNr1B5LGE7TYEihr6qO169eMWLkKDZu2EBgYCBhYWHcunWTPbt34+vrm+C2NPdDd6F/9OB+SubLyZfPn5m1cAmDR41l/+4dPH3sw84tm2jXuZuxupusMGV4yuROQsbCqfOW8MvXnz3r/yFVypSCz3v96hUXz59DIpEgkUjYv3c3T588YeKMuUhs7BRC8cpv8ujrFmhBPZGRkbRv2w47ezvWr1+fbLPkWkicJAqTq6enJ7t27qJSpUqMHTOaufPmm7U/ypZ3U7Ylb+WH5OHaY8HwGEPoK9d14dxZVi6LzdI5csRwxGIxoaGhAHTs1Illy1cYrE3F9nUX+m9evaR35/ZIJBJaNqgDxC7OTZ0mDXOnTyZlqtSxbj0WNKLJbccSTlc3EiL0Hz55xtK1G5g8cjCZcghPtHT54gVaNG5AVFQUOXPlJiAggO/fvlK2fEWKlyqt8VzpzJ4F4zBm9Cju3r3DhQsX8PT0NHd3LPxhJAqxD1C2bFkWLVpE3759KVmyFC1atjR3l0zmfpLUH6KGDFlqQTvGFPrylPirPHZ2dvxdrwF58uXDwdaGevXrs2jhAu7dNU7oSn1ddzauWYVIJOKf/61n4rjRfPn8maDAAMLCwjh17Cj/27iZVG4uRvuszIkxBJqyNT+pj1GmJKEzm2KxmAGjJpIjaxYGDuivcEx+bFX1fFq5bAm58+Rl1LgJ7N2zG68MGSlZpiwVq1TT2ZJscecxHNu3beOfVatYsWIFZcqUMXd3LPyBJBqxD9C7d2+uXr1Kv759yJ07N4WLFDF3l0yO8oMiqVv1Lf76xsWY4jV7zlwMHzeRGRPHMXj4CPL+zqiZIUMGdu/ahUQiMdhUdEJeYF49ecS6Nf8wYco0GjVtRpFixalUtiSdunUnPCyctu07UKhIUSBWGCcnwW8R+okLbUJfiGvm6nUbuHzjFgC3796nbOmSgjK5//AL5NSJ47i5udOjS0fO3bhH2nTpdOi9xbpvDO7dvUv/fn1p3749vXr1Mnd3LPyhiCSJbLlyWFgYFSpU4MvXr5w/f4F06dObu0tGR/5hmtTEvjarvkXsGxZ9Ld/6EhkZSfE82WnXoSOTps2IdQ/I7E2FChXYtXuPQdpIiNC3iomiVdNGvH3zmhv3HmFlZUWjurX5/Okj56/eJEWKFGraTNqC31iCTJPbjmUtjvF5+/4DuYuUkv1dp3Yt9u7aKftb03gaHBFNiUL5+PQxNjneuRt3yfo79KwuWCIwGY6vX75QqWIF0qdPz8WLF3F0dDR3l8yKq6srnlXbk7GyaTw3Lo6qw5wZUxkyZIhJ2kvMJDol5ujoyP79+ylRsgStW7Xi6PHjyToOrSGTr5gbi9A3LuZYNGdnZ0fnHr1YtmAuVapV59CB/YSGhBAaGmaU/ugiwoP9ftKrSydu3bjO9j37sbW1Zfjggdy4dpV9h4+pFfqQtC38FqGffBk+doLC31MnTQK0j6W37j1gSP++fP70iYqVq9CgaQuyZMuuVx+UrfuWxbqaUfcyFBYWRqtWLZEg4cCBA3+80LdgXhKlGvP29ubA/gNUrFiRvn16s/Z/6/6IletJ7YGqaUraIvRjkX9QJsRCZio/fVUMGDaSKxfP07xRfQDy5M1L/8FDDd6O0GuKiori3LHDjBw6GGsba/bu20/5ChU4evQIG9atpXSZMlStVEFDO7GfZVIU/KaIkqNpptGC8RCLxZQpWZIDh48BMGfWDAoUyK91LP3w4QP1a9cgQ4YMHDx+ioLFS2ksb8H4SCQS+vbpzWMfHy5cuICXl5e5u2ThDyfRKrKSJUuyfv16WrVqRc6cORk1OvklwknOVn0L8dF3wZs5hT7EZtncuGMvVy9dIDAwkAZNmpHC3tagbQi9pu/fvtG2cT2eP3tK9Zq1WLVyJWnTpaNN61YcPHAAgBw5NLsuyMcjl4rnpCD6zS30k9qYZGq0+eNrGiOjoqKoUbcOvr5+pEublrx589Kz7wCiRJpncSQSCX379sXV1ZVDx0/j6uZmsBC8Ft99/Zk1cwY7d+xg+/btlChh+hwlFiwok2jFPkDLli15+fIl48aNI1OmzLRp29bcXTIaSc2CZrHqa0fV9HecyBQm1swt9KU4OTtTrVYds/bj188ftGtSn8DAAI6fucBfpWMfoi9fvuTggQMsXLSIrt26C5oFVE5AlJit/KbwodbktmMR+QlDiCFk3oKF3Lh5i6pVKvPk6TNWrl6tMWOun58fDx884NixY5w9fYqtu/YYTOhLSaz3Q2JA04vQ5k2bmDF9OtOnT6dFixYm7JUFC+pJ9KpszJgxvHr1in59+5AhQwYqVqpk7i4JIiERLJLaw9Vi1Y+PKpGu7Aerq2j70x++Q/v0wNf3F/uPHCdHzrjY49u3bcXZ2ZnWbdrq5O6XFAS/Jmu+MaLkWKz5+qMqk7iQsfHBw4fMmDWbYUOGMH7yFI1lo6OjWbliBXNmz8Lf3x+A8ZOnUq1GLb37bSFhyI/l58+do1/fPnTp0oXRo0ebuWcWLMSR6MW+SCTin3/+4f3797Ru1ZLTZ86SJ29ec3dLI39aqDpRZIhF8AtAKiTjXEc0C35TR95JzNy5eYOzp0/xv42bFYS+r68vG9avp2WrVjg76/4bNKfgF+omYarEVhahn3BUCX55lGc9X7x4QbtOXciVKzcjxozVWLdEImHggP5s+u8/unTtSs9evXFI4UradLER6/70McLcPH3yhDatW1G5cmVWrVr1R6wztJB0SPRiH8DW1pbdu3dTvnx5GjVqyOkzZ/D2zmDubhmMpObCA5ofaraS6D/elUdZRMojb+VX59ZjiYChSHR0FAB9undh1fKlDBg8FFsrCUMHDyY8IoK+/fprqUE9qgS/uTF1rHtNbjtWEcFGbduYiO3VR2QyBZoMIZs3bWLokMGkS5+ezVu2Ym9vr7GuzZs2sXHDBlb9s5q27dpZxggzojxT+/HjRxo2bECmTJnYtWsXtraGXdOUnIiOFBMeGmXubvxxmP+pJhA3NzeOHTuGlUhE44YN8fPzM3eXBCGKDNG6KZRPQtY0+b4qX8efNruhK2HRYgVLnKIVP3H46ScmSpb5i/+27WT4qDFER0XRvlVzWrVoQabMmbly9Rq5cuXSXokGEkMscUcbkWyTYiuJVnkvCRlXdNlk9SYjoW8uNI3h0u/yzZs39OrZg5CQEAoVKkTmzJm11psqdSoAYmJi8A8JVziW2MYI6fhmis3c+Pn60rhhQ2ysrTl+/Dhubm7m7pIFIxEeHk7fvn3x9PTExcWF5s2b8/37d43nnDp1itKlS+Pk5ESGDBkYOXIkERERALx9+xaRSKRyk1+zM3nyZJVloqOF66wkI/YhNiTniRMn+Pb9Oy2aNyMsLMzcXbIgR1KcoTAV6qzFyoLfIvRVIxKJqFXnbwYMGcbR0+e4cusu167f4Oix42TIYJhZPlMLfnlxr8qSr2rRrCoDgaGQF6lWEcHJQugnhmtQ9X2lTZuWKlWqAvDo0SOiorRbOmvXrkP16tXp26c3g/r1lu1PTGNEYhHgpiI0NJT2rZrz/cd3Tpw4YQmxmczp3bs3J06cYM+ePZw+fZpXr17RvHlzteXv379P3bp1qV27No8ePeLff/9l06ZNjBgxAoCMGTPy5csXhe3OnTu4uLgwZkxcBMoHDx7Qvn37eGVtbIR7UCQ5X4s8efJw5PBhqlatSqeOHdi0eUuimjL70yzaFnce9Why5ZFHXZi7P+mhKQTp52RlZUWOnLmMIs7NaeE3ZyIrZaEft9/8YlkfJHLuO1YRwSZ359E0LkaFBNKgQSPu3b3L2HHjGDR4iKDEkREREXhnyIC1tTXNW7YydJcThDnHKnOFCY2KiqJH5448eviAM2fOkDt3bpP3wYLp+PTpExs3buTw4cOUL18egG3btpE7d26uXbtGmTJl4p3z/v17OnfuzOTJkwHIli0bLVq04MSJEwBYW1uTLl06hXM6duxIgQIFmDIlbrH+w4cP6dOnT7yyupAklVjp0qXZtWsXDRs2pEvXrqz/91+sra3N3a14JGUXHX1R9lH9+PEjLi4ulqlNNC/+jL941yL0/xT0EfnGGkuSg9CH2L5LzO2vLyf4peNiTEwMHTp34eGDBxw9fpySJbUnwPLz82PliuWsXbOWnz9/sHj5SqpWrwmYf5xQbj8sykSL223N65QQExPDwN7dOHv6JAcOHKB06dJm7Y8F43P58mUAKleuLNuXK1cuvL29uXDhgkqxX79+ferXj01GKZFIuHHjBnv27KFJkyYq29i3bx+nT5/m9u3bMjee0NBQXr16Rb58+RLU/yTlxiNPnTp12Lp1Kwf37aVXr96ERMaYu0saSc5CX921ffv2nby5c5HBKz2NGzZg7pzZiMUWEauJP20a/E9G3lVH2UVHFBGicTM0ym47SVnoqyKxuPP8u2Ejh48cZct/GwQJ/c+fP1G9WlUWL1pE4yaNuXr7Hq3atjdBb7Wj4IIYJTaZ0Je2Zy7EYjHDB/Th4L69bNu2jdq1a5utLxa0M336dLJly6aw6cPHjx9JnTp1vFk4Ly8v3r9/r/HcmJgYnJ2dKVOmDKlSpWLixIkqy40fP562bdtSuHBh2T4fHx/EYjE7d+4kZ86cZMqUiQ4dOvDlyxed+p8kLftSmjZtysaNG2nXrh0Ojo7Mnr8QkSi+/yuY3r3mT/Zfl1qxUqdOhUgkQiKRcOrUqd8LVcokmVwJhiApxHK3IBxjx7Y3h1FAWQgbWuiLg/yF9cPF3aDtJgbrvjwRERHMmjOXZk0aU7tWLbR56b979476df8mKiqKS1eukjNnzkQRjldZ5P9JSCQSxg8fwp7tW9m0aZNaC60F9URFRhMeEmmStiQS4RGr3r59S9asWdUenzp1qsqIWQ4ODoSHh6s4Iw6xWMyFCxf4+fMngwYNok6dOly+fFlhEe7Jkyfx8fFhx44dCuc+evQIAHd3d3bv3s3Xr18ZPXo0VapU4c6dOzg5OQm6viQt9gHatGlDeHg4Xbt2xdbWhmmz5hIWbV7f2z/RfUceqRuPtbU1G9b9j45duspuOqtE6G5lbKS/xbgwmxbBnxQxtNBPDOOEsa35QoW+tKwxBb85fPflWbdlF58/f2bcmDEa1zK9evWKFcuXsXXLFtKkScPxk6fIlCmT2YV+Yhb5pvDbl0gkTBo9gk3r/8e6deto06aNUduzYBjGjh3LkCFDtJbz9vbmyZMnao8fPnxYFkVHnvDwcK05XmxtbSlRIjbj+4YNGyhTpgyXLl2iYsWKsjIbN26kQoUK5FXKI9W5c2caNWqEh4cHAIUKFaJAgQJkyJCBgwcP0rJlS63XBslA7AN06dKFyMhIevfuTXh4BHMXLgaEiUpjWuD/NJGvihbNm1GuUhVEIhEurq6CFqIlV+St/Ikhlrsu/OkvJ4lJ6BvDJcVc1nxV5xla8MtjKsEvvzhXavxYtXoNTZs0Jlse9b63e3bvpnevnqRIkYJevXvTu3cf0nh6mjWmvrn88hMTMTExTBw+mP82/MuqVavo3LmzubtkwcDY2tqSJ08etccfPHjAr1+/iIyMxM7OTrb/8+fPaiPC3b59m+DgYCrJeTMUKFAAiF3wKyU6OppDhw4xY8YMlfVIhb4ULy8vUqVKxcePH7Vf2G+ShdgH6NWrFw4ODnTt2pWw0FDWrFmtNiyRNoFvEem6oS1jpGfatCbsTeJG2cqfVPiTZyPkhb6hjQO6jjVJTeiLQ4MEnWPl5GLQPshjSnce5bFQKvQDAgL4+u0bjZs2VXtuYGAgfXr3okbNmvyzeo1aa6H8fRgSHMzxI4fImDkz506dxNramiGjNGfiVVWPoPJ/oMh3tLEiOjqaIf16snfXTtavX0/Hjh3N3S0LZqB8+fKIxWIuXrxItWrVAHj27BmfPn2iQoUKKs/577//2L9/Py9fvpQFkbl+/TqAwoJbHx8f/P39qVq1arw6Ro8ezf79+/Hx8ZFlZX779i0/f/4kf/78gvufbMQ+QKdOnXB0dKRt27ZERYSzbv16hTcwbVhEfsJRly3SVJhCRBvCRUxoWM7ExJ8YKSg5C31ju+0IFfrSslLBn1St+6qs+QCRWNO4RWyozMaN1ft479i+jfDwcObMnasg9FW578TExDBz8njWLF8ar55yFStR+q/yatuxiHztSMe6yMhIenXtxLEjh9m6dSstWrQwc88smAsvLy9at25N9+7dWbduHc7OzvTs2ZPKlSvLIvFERkbi6+tLypQpsbOzo2/fvvzvf/+jd+/eDBs2jNevX9O7d2+aNm2qsAj3/v372Nvbq0wO2bx5cxYuXEj//v0ZMGAAX79+ZdCgQZQrV45atWoJ7n+yEvsALVu2xMHBgRYtWtCyRXP+27SZFCm0D+ymyBxp7tTtpia5xtiPc8VJmOhPDFlbhfInLjJOrEI/MUbKUXbb0UXoq6vPkILfmNZ9dSIfYsfAt2/ecOXyZdb873/kVRE+78mTJ+zauYM5s2dja2uLl5e37Jg6g8DVixdUCv0SpcuQM7dqV4TkJvLDosQGD8Ep714ZHBxM945tuXjhArt376ZBgwYGbctC0mP16tUMGjSIxo0bA7FRIZcujbsPr1y5QpUqVTh79iyVK1cmZ86cnDlzhuHDh1OsWDFcXFxo27Yt06dPV6j369eveHh4yCz38hQrVoxjx44xbtw4ihcvjr29PQ0bNmTevHkqy6tDJNFluXIS4tSpUzRu3JhcuXOza/cevFLH+Txpi35hjOgUyg+a5CL81U1bg+nFvrks5UlJtCcUcy8SVF7rYIzPXlPc++S4iDahqLPmi4P8BJ1v5RI3Nsu78xjaum/oMVjo2CcWiylSqCAurq4cPXYcV1dXAHbt3Mn06dN4+eKFrGyRIkW4ePmK7G9199u927eYMHIYpcuV4/3btxQrWYoSpctQpFiJeDlnkrPPvbzYT8g6KOVzg31/0LRpE16+eMHevXtlbhsWEoarqysupVriWdo0UYwezGvK3JnTBC3QTe4kT9MrUL16dS5cuEDt2rWpXrUKh/bvJZuGsEpSjBWGTr4eiX0KhXaSjfA3swuPPKYQonFuLZI/RvArLzJObhb+xCT0jR0SM6FosuYLFfrx6jSiO48hrfvqrPmqDBxHjhzmzZs3iEQihgwexNr/reN//1vLoAEDAChcuAihYaH4+/kLEvoARYqX4MCpc1r7mZgj6CQG5EW+dAx/8+YNjRrUJzg4mPPnz1O0aFFzdS9ZEhMlJjLMtKHQLSRjsQ9QtGhRrl69Sq1atahcrQb79+yiaJEiastrerjqG11CZTty/0+uwj+5uvDIIx/uzVCuPUkBVVGFzGPlN+xnnViFvrHGIUOh7LKjq9AXB/kpWPcVjxnPf18f331tLjuqyJol1sgkkUjYvm0bly5e5NOnT1hZWfHf5s00aNCQLp068ebtG9k5CZ2l/BNEvr5WfU2zg4/u3qJh46a4urlx7do1jXHXLVhISiR7RZYtWzauXLnC33//TfVaddi4ZgX1asemGpd/gJtK6CvXp0n4qzw3Eb8MSJNpQaxw+lMEP/x5Vn5zJAtTZYUzFIYW+oZY85PYRT4YxpovPVcq+OWt+8bEFEIfIF/+/OTNm48vX7+QKVMmHty/j5ubG9u276D87ygeOXPlZNeuncybO5e/GzYh6+8sn7rcU5oEfkB44rCkujkk/JmgTeQLEf7y44f03j90+AgdOnchX758HDlyhDRp0iS4rxYsJBaSvxoD0qRJw7lz52jXrh3N2nZizrRJDOjcBn4vbhAq9BO66EwbykOUqilnXUWEsV8ORBEhCg9Bcwp+c7qY/IlWflXJwkzZrqHQtBDX0PHvdXXFSQoiHxIm9LW2ZSDrfkJceLSFF9aESCRi/YYNVK9WFXt7ezZv3UqVKlVxcYl9ofnx4wfff/pSoGAhJk+ayORJE1m/fTdVqtcUPIYJFfdBkTGC6jMkLnaGSaSoTuTrKu5B6eU+IpglK1czcvxkGjVqxKZNmwRnJbVgIanwR4h9AGdnZ3bv3s2oUaMYPnYiL58/Y+G0CdjFKKY5FiL0jflgk2Ll4h5PGOjzsJIKEGOKfmXBL485LfzmEPzSdmP//jOt/MZuy5CYQujr42uvTuQb2+CgK4YcC01p3U/IeKhPEIJ8+fNz8PBhmjVtStvWrcmRMxcdu3Tl9atX7N+zG1/fX7KyxUuXpWDJMvjq4NesLO6FiPrA8CjB9QvF1cE23r6gyJgECX59RL5GcU/cvR4dHc3gYSNZvXELI0aMYObMmVhZJa2EhxYsCOGPEfsAVlZWzJkzh1y5ctG7d29ev/vA1sXTcXeLjY5gDou+kIel1KqVEPFvbNEvL/jlrfumJjHEr1dl5Tc25n6pSAyfu64YS+irE/f6WOkTm7iXx9hGD0Mu1jWUVV/XcU3+nshXuDgPnr7k/r27TBo3hmmTJpAyVWqatm5DtZp1+OHrSzovb3LkLwIId71RJ+y1ifmACMO59rjZ26htU9ULgBCEinx1Y5+2+9s/IJA2PQdw7vI11q5dS9euXfXqpwULSYE/SuxL6datG1mzZqV5s2aUadiOfWsXkzdjnH+eJqEv/4AzxxS7/ANPF4uh9GFnTNGvTvD/Se48UpSt/MZvz/yzCOZuXxeMIfQNIfITs7iXx1hCX9NiXYO1ocPYp6/7jroX3yisyFekODsOHUcikRAWLZbFypa64gSER+vkbqOvqPcNiRTchjpSOtupbEMq/nVFOW6+OpGvq8BXvqef+TygSfdB/PQL5Pjx4yozl1owDlFRMYSHJvy3J4TkGVheP/5IsQ9QrVo1bty8ScMGDfirUTv+mzeBelXK6SX0IwMM84AWnus3DqHWLqkQMbboTyyCXx5zhoiUt/Ibv60/Y61AQhEqCLShTegbenbQFO6DiQ1DWPflrfrGdt9RJfLjxbmX+zs8WgJIZFZ8qcjXxcVGiIVeWdj/Ck642EqVwk6hXqnwl/ZJF8GfEJEv5H6Wv1cPnb5A+wGjyJQ5CzdPniF79uyC+2nBQlLljxX7ADly5ODa9eu0a9eORr1HMaV3e0Z2bq4yK5mxhb5yXUKEv5WTi2JkHwEPQlOJfll7ZhL8icmtxFQvGn/aWgF9MIXQN+dan+SAKaz7QtDFfUd5rNEk8OUX08qLfKnAT4h7jTprvbK4DwhLmL++m6OtrM5UKezitS0v/DWhKbKOOpEvNHKW8j0qkUiY9c9/jF+0hgYNGvDff//JFklbsJDc+aPFPoCLiwt79+5l0qRJjJ86lTtPX/K/iYNwFsVNo5rjIR0ZEISdW3yLlrQvVi4eMiEhb/mKPeautX5Vot9Qgl/Tgl1zkRwTQCmT2CMCKT+kzYmuQl/VAlxDLuZPbFF3jBXbXijqFuvqat03lFVfHmWDhbrkV5oy18q76gSGR8kEviFca0CzuP8VHKF3valS2Mvqc3O0lbUlFfxSkS+16rs62MoW50rDbgrxxVe3wFbTfavpBdz/y2e6T1nEnjNXmDBhAhMnTrQsxLXwR/HHi32IXbg7ZcoUihYtSscOHSjTfhA7pg0mb5YMicYap/yQ0xS5QpcHonxWSUMK/sRGchf6UhJrRCBTCX1l/3uNZTXk2VBdXj8LvlAhb8hZQn2RNzAYA3O/RAhBSHZcIQJflQUf4lvxpQLfEK41YDhhL49U5EsFfuy+OOu9vMiXLsiVF/lSgS9E3NtKouH3xyu9nzUJ+9jjii/e8vMsPq/e0WLETL76BrB3714aNWqk/YItWEhmWMS+HI0bNyb/7ds0btSIcj3Hs3JAG5pXLKFQJjFZ4JQFP6CXBczQgj+xWfVNTUJeLAzl369s5Ten4DeW0NdF2Cucp2GqXxPK9746ga9qjBAi5CP8zSv27d1dEvzCIX1ZMAQJte7ratWXjltCBH7s32LFf9XEulf2w5e34ksFvhC3Gl2Fe4DSy4NbCt1WhQkV+KBZ5EvHIX3EvZBIV8riXv6+3Hn6Kj3nrCZL1qzcPHGaXLlyablqCxaSJxaxr0SuXLm4cfMm3bp1o8PsdVx/+oYZnRtjE57wjJi6Iu/Kow55tx7Qf8r7T7HwJ3YMGcVHvq7E4tajr0AXVLeBouhoeqEXKvA1iWZ1oj4yMFTnc5Sxd1c/Xti5ak4UpK4NTXUqo7DuSMXYZagEWdrQRejrIvJVWfHlo+hI0UXgaxLxyoJdF8JD414gHJyEh79UFvmaBD6gIPLVCXxt4h7iC3xVbnLKq7BULXwXB/kRGRXNmH/3snz/WVq3bsWaNWtxdv6zjVCJhejwMCJMZTS1hOORYRH7KnB2dmbLli389ddfDBkyhBs+L9k4sBWZ0sRfNGbnlnBrmCEwhI+rMQS/seLt67L41hyJtQxRj7Gs/AlFlxcGTSEuDYGhFtaqEvjqhISqc1SNAdoEurK4V1c+3E/4NYb7heDgYZh7TvpyoMuMg/yLgTrhr6/gN2TcfYgv8hMi8OVDZeoi8NWJeXmhbirUiXxVAh/Ui/zYTX9xL72vYrREsFLnYvvu2y/azf4f9159ZOnSpfTt21dl0A0LFv4kLGJfDSKRiP79+1OqVClaNG9OmVHLWN27KfVK5EsU4l4ViVXwSzFX6M2kiqGt/IZ7eRDmFmRMoa/Nh1fzucKT5wm13msSxOos9srnqBL14X7h8fZpI9wvHAcPB4V9Dh7OOot2TTMNqrBzdZK1oTwbIGSWUhX6ROYRYtWX2DvHE/m6+OGriqIDxFto+ys4Uq3AVyXoww20QFeKg4CoOPIiX6jAB/UiX5u4B9UCXyruhayTUzf7dujWY3qu3I1bylRcvnyZUqVKaa3LgoU/AYv60kLp0qW5d/8+nTt1ouW8TfSpVpKJTapgZ6N/+m9jktgFf3JG3eI8fZEuajOUUDfsy4NmtyBDhbjUhi4+9/IYIp+GvHgWKow1CXxlYR8m93e4v3bR7+DuoLWMEJRfDIS68UQGhirMBmg6z1jWfW2ZcuWt+fqKfE0uOiBc4CsL+8gwxbUtQhIPOTipF/N2jpof75pEviaBD6gV+dL7W8i6GGWBn5CF7JHRMUzac5aVp2Nz5/y7fj0eHuYP32rBQmLBIvYF4OHhwd59+1i6dCnDhg7l6utPrO1Sn2yeKc3dNZX8aYI/uUbakQoMR1sro/jyJwRNi39NIfQNLfKFCHxN4l6o1VwfcR8RIMzaGxEQib2bnex8Q4h/XWYE5GcDVFn5TWndB0WrviaRLzSajqZQmcoCX5u41yTsdfNndlf4S5P4l6JO5GsT+KBZ5KtaVKsqSo44NEh2v4mD/BM8U/76uy/d1h3k0YfvLF68mP79+1vcdixYUMIi9gUiEokYMGAAf/31F61atqDi9PXMa1WDlmUKWAYWMyCfNCuxxNCX74ejrZVBrPva2jM3+iS7SSi6+N2rwlAiX36/bn71cUJeiMD3ixQWzcjDzkZ2nr2bnaDZAGUcPRxk/XPwcBB0XdI1AvLWfHkrvzoMvVhXnfuOssuOssjXNeGVNgu+VOCrE/eqLPbyAj8i2FftNdqniDMw2ct9dlKRL7XmS913HJxsZVF4tIl8eYEPmkU+ECf0I0ME39+K956/oHPUIZFI2HbtIcO3nSKdlxdXrl6lRIkS2k+0YOEPxCL2daREiRLcvXef/v360Xv9Rk75vGZ+21q4ORpmCl2KvAVM+YEo1MolH3tf14eqMZLRGBqp0Iy1LptX+CpGvokT/KDapUc5Pbw21MWnViyT8JdOdQt4hbjrQHzf/IT41mtDF6Gvj6tOUhH5qsp7BMTt11f4q0N5PYD0M5CfBZBa+aUW/oRY9+XHO3VjmqrxSp01X4jIV+WqoxwPPyAsSqXI14ZUmIeHRhId4kvwq8tE+X3CNV9NcEipIOjlUSXuQbjAj/3bTmXiKynKAl+KqsW3qoS+kBdxQ+SuCQgNZ8iWY+y5+YROHTuydNkyUqRInM8pCxYSAxaxrwcuLi6s37CB2nXq0LNHdyrO2MC6vs0pmzuzwduSf6Cpe+gJPV+KNr9WeZSFfmKMoS8v+s3Xh/j+9cqiP6F1x/+/MAEulCiRjdYXBlV1q1p8a0yRH1u/eqGvaqFtXFnDi3xdFtHqKvJ9I3WbHUppZxWvDnnhnxAcf4t85et1kO0PiWflF2LhTyjGEPrKrjqaounoEjlHHB1J2NfnRPx4S9DbW4S8vSM7FhPmT7rao1Sep0rcg6LAB4wm8gGVQt8Q6Pryd/XZO7os24F/eBRbt26lVatWBumHBdMQExmqcfbKsFhCb0qxiP0E0KpVK8qUKUObVi2pOXkNw5rVYGybutjZGvZjFWLZ0oYuAl9KUhD68iR20a+urC71xv5fveuMFF0fxBI7Z8EvCULEvRRDi/zYtoRH04krZ1yRH6aD4NdV5PtFxYV1VIeHrXW88+JIuBuQg7uDymtU5/YjtfJLLfrqrPvaXHl0Gfvkhb4Qtx1NIl+VFT/2b91EvkQcQ8inp4R8fce38/9DHBkWv5DICvcCNUhTpjW2KnzuVYl70C7wY/fpL/KBeG47oL/Q13R/CiEyOprpO0+z4OAFSpcsyflt28mSJUuC6rRgQRfCw8MZOnQoO3fuJCwsjNq1a7N8+XI8PT3VnjN58mQmTZoUb39UVBQ2NrH33PLly5k/fz5fvnyhSJEiLF26VMEl7e3bt/Tr148LFy7g6OhIp06dmDFjBtbWwgPFWMR+AsmSJQsXLl1mzpw5TJw4geO3H7NuaEcKFMhv0HaETF8LQR+XnMQu8pUxZ+IoVesIlNcUKIt83US/aqGviwDXRkBgIG6urjLBpM01R4oQYa/LYlpt6BI2U7m8qUW+MQS+POrKe9ha6zA7INwNSLr4N8wvXMHir8rKr691Xxf3HSFCX1eRL5/VVkjYTHkig/34fH4nP28fRqx0v7hkLUaKLIWJDvHHLfdfOHvnQWSl+qGtStyDZgu+lISKfMV/44S+rqhzsdPFWOXz9jNd5q/n8fsvTJ06jREjRsiEkgULpqJ3795cunSJPXv2YGdnR69evWjevDnnz59Xe86DBw9o3749c+bMUdgv/f1u2LCBESNGsGbNGooUKcKsWbOoVasWz549I3Xq1ERFRVGrVi1y587NlStXePnyJV27dsXBwYHJkycL7rtIIrGkGDMUd+7coV27trx+9YqpPVrRv1ltrKysBLvcaEObj6ouJFTA65MsKyRKzPNnz/D39ydVqlR4Z8iAq6trgvqRWFEO5xceHs6k0cNJlToNdeo3JH/BQohEIkFCPygwEAcbkeyz0iTyE+I+I7ZPwZ37jyhTuxGlSxTn+P6dODo66l2vIYW9KqQiQpM/vnw5MI7IF+oPr6vI943UTfCrIqWdMMuPdGYg9py436SHnaKgkkb7kSIf8cdRzpffwcNBJvbt3V1kYl8+HKemdUmx+zSL/YQIfVUiX1NmW6EiP+zHB349PMeXy7uIiQgDSWx7qYvXI3WJBjikyiAo9j2oFvegm8AH3UQ+KFrzY/9WFPraYufH7o8/+6aPZV8sFrNk51EmrNlOtuzZ2bRpM8WKFdO5HguJA1dXV8SZKuGYvaJJ2vt1ZDzzZs9gyJAhCa7r06dPZMqUicOHD1O7dm0Anj9/Tu7cubl69SplypRReV6uXLno06cPgwYNUnk8d+7cNG7cmFmzZgEQHR1NtmzZ6NOnD6NGjWLr1q107tyZr1+/4u7uDsDq1asZPnw4379/x97eXlD/La/GBqRYsWLcvn2H0aNHM2LxYg5fvcfq8QPJ9vtBZYjIE8qWfFXh5YxBQjLh/vjxk7ETJrB7z15CQhRFY46cOWncuDHDR4yUCcvExN27dzh39hzde/TQaQGY8uLhObOns2vrZlK4uLBswVyKFS/BwKHDqVXnb5xVCDJ/f3/GjB7Fs2fPePTwIREREVSrXp0pE8ZRpHBhQEO0m7BAvv38hYuzMy42sWJD+k4vHzkqJDSMh89f4RcQRHRMDCFRcP7aLQCu37rN0BGjWTF3muwcfcNdGgOVGW/NKPKFhsfUVeRHihNmi/kart4Sa2clZAZMztqv5OYDiiE+5a38kDDrvi5CX4h/vjaRr0ngg2aRL46O5NeDc3y7cYDgD08BSJExD9FhYYT/fEeB3stJkSG3WvGuDam4B80CH9RnuJUd1yDwVf9ff4t+Qnn9+Rs9Z/3DhXtPGDRoEDNnzsTBwbCBMCxYEMrly5cBqFy5smxfrly58Pb25sKFCyrFfmhoKK9evSJfvnwq6/z+/TvPnz+natWqsn02NjZUrFiRCxcuMGrUKC5evEixYsVkQh+gatWqBAYGcv/+fcGJ4yxi38A4OjqyaNEiGjRoQJfOnSjaqi+zhvehd5vGgHGi3MiL/ISIcmPw8+cvatb5mydPnzJpwngqVqhA6lSp+PnrF+8/vOfc+QssW7qUI4cO0bljBxo3boS3l5dJ+6gqs290dDS/fv5k86ZN/LNqFav/WcWMmbOoVr06rq6uREREIJFIcHBwQCwWExwcjIuLi4KYjoyMxBpYt34jy5csYtykKXTu3Z+r506zdNECOrZpSY6cOenatRuenp6IRCI+f/7M48ePOXniBFFRkdStV4/aderg4e7OiuXLKFOuAvny5sXaSkTlCuVoULc2pQvkwcEhVhA8uHOLZj2H8PbjZ0QiEZm80pLa3Q2fl28Ij4gktYc72TKmRyQScfPhU8RiRRePlO6ulClWiNqVyzNpwQo+fv5CoxoVY18GQsOICgvhl38gUdHRiMVioqKjsbezw8XZibSpPPi78l/kyJzBqN+XED99i9DXTqRYIhP8vpExslkAv6gYhTUA8ot+pZZ+dTH9pYJf3qVHW4ItoRhT6Cu76YB2K350eDBfLu/m+41DRAX7YePogsjGFkl0VKzot7LGs3gNUucqIEjcy4t6KarEPQjPcCsr46A4xuki9A2F0BlusVjMyp2HGbN0PWnSpuXMmTNUqVLFoH2x8Ocwffp0li1bprDv9evXOtfz8eNHUqdOHe+F08vLi/fv36s8x8fHB7FYzM6dO+nbty8RERFUrlyZ2bNnkz59ej5+/AhAxowZ49V57949WbuqjgO8f//eIvbNTdWqVXn4yIeRI0cyYOpCdh0/y9rpo8mWM7fB21LnQ62cDt5UBAYG8vz5My5fusz4cWORSCSUKF6MUSOGy8rkIid/lS1DqxYt6Nm9G9NmzGTM+AkMHzWaUiVLkCVLFkqVKEGTJo1Jny4dAHfv3WP/gYOULFGCfPnykjFDBoP4bdpKovnn3w2sWrGSGHEMdrZ2vHjxnIiIWAFgbW1Njhw56dC+HQAeKVMSGBBATEwMKVKkQCKREBISgouLC6VLl+bLl6+ER4Tz8cMHoqKiEIvFtGvfngGDhwJQs3Ydatauw80b11m9fAljx4yWiW5nZ2fy5MlDk6ZNGDxkCN7eGWR97NaxPXv37ef8uTOIY8Rs27WHpavWYG1tTTrP1DjY2/P2wycK5cnJ/PHD8Pv1g+dv3vP9lx8t61bDzdWFr99/8frjZ8IjIujY5G9KFcqHZyoPbG1ssLezxc0l7gW0YO4cTF64it5jpmFra4OzoyN2tjakdHPFztYGkUiEna0tEZGRBAaH8vXnLwbPWMKGOeNp17BWgr8XdVi5uMvEvJWTi0zwW7l4yKz78mXs3Fxkgt/e3UUm7O1cnWSCX36/g4ez3ELTuAWojh5xi1Qd3B1kgt/ezU6w4FeFh621TPCntLOWCX47K5FRBb+8ZV/e3UebS4+8K48qNx4H2b/OMpFv5+okyIVHiEVfndsO6G/Rl+KWwk4m+OUt8cr4vbzL4w2TiIkIw949DRKJmOiQABxSpsO7YjO88xUlRdpM2DrF9lWVkFdGeWGtMuoEPiRc5GtCSJI8TbN+usxov3r/ia5jZnLx5j169+7NnDlzLCE1kxnR4WFEGiD8qhB08VJ/+/YtWbNmVXt86tSpKl1mHBwcCA9X7cr56NEjANzd3dm9ezdfv35l9OjRVKlShTt37hAa+vv5o1SvfJ2hoaEKVn3pcUBtu6qw+OybgLNnz9K5c2d+fP/GjCE96d2lg2wVtbFi2Kuz9htT+IvFYg7s38/QIYP5/v07AH/XrUvXrt2oWuEvrW46AQEB7Nm3n3Pnz/P+wwdu3bpNdHQ0JUsUJ0+ePJw6dZrPX77Iytva2pI5cya80nvh7OxElsyZGTdmNKlSpRLc558/fzFn3jyWLFtOowYN8M6YifCIcHLlyk2mzJkICw2jUqVKpPH05OXLl9y8cYPPnz+TMlVKHOwd+PXrF2KxmPTp0/Pu3VuuXrlCxkyZcHFxJX369Dg6ORIcFEy37t1xcop1Y5D353e0EREdHS2bKXB2dlaZpE3VAzcmJgaf+3e5cfseH798JSIykuyZM9GpUS3s7e0M4mojsU9BZGQUtrY2WGmJwBEWHoFHiVpERUXTq3UjqpcrSdUyxRVeIAyJkGy4yuXM4bMvNKymof31haBK5Kvz2ZeKfE0CP/b/qkW+vgIftIt8iJ8RVyr2lZNjqRP76lx4lIkKDeLmrA44embC3Ssz7y7uxyNbAXLWaU+6QuVIrcJdSV7Iq0KT5V5WhxoLvhRNIh+0C30hEb/0EftCiImJYfmm3YxduBrPtOlYt26dxZqfDHF1dSXSsxT2mYRZoxNK4IX5zJ8zU5DPflRUFK9evVJ7/PDhw8yZM4dv374p7C9VqhRly5Zl8eLFKs/z8/PDwyNujPv8+TMZMmRg69at5MiRgxIlSvD48WPy5s0rKzNixAiOHz/O/fv3qV+/Pk5OTmzfvl12PDQ0FGdnZ/bs2UPjxo21XhtYLPsmoUqVKjx69IiRI0cyeMYSNh86zT+zJlAoby6jtSkdiCX2zrIBWj68ohDR/++/6zh+7Bh58uShVes25MmTR2W5Fy9eMGvGDM6fP8e3b9+oW68e/foPQBwTw1/lymFjY6M1cgyAu6MNXVo3pUvrpgD4+ftz6OgJjp08zbMnTyhdohizp00E4Nnzl7x685Y3b9/x5es3QsPC2LptO7t272b+zKm0aNJIa2ZjXz8/ipauQEhoKAP79GTmrNlYWVmp/Xxy5sxJzpw5tX5u2lCeHrexsdE4Q6Hus7OJDqdw/rwUzp9Xobz0wSuxT5FgwS+KCMYeIDJCW1EcHex5fmIbC//dzpHzV1m1dR/W1tbkyZaJfDmykitLRvJkz0zBXNmxtbHh392HyZU1Ey3/rkoKZ32itai38EsRB/nJRKM4yF8mOCMDFMNCSv3JIwNDFfZLfc5j/c/jos5IRW6YX5wLizrRL2/597CzkQn+lHZWCoJfKrb9omIEL6xNKEIW5sqLfOVFuHH/j1uMC9pFvj6JslS57KhDOdytusW4bo62MsGfKoW9TPBL3W4kEglRIYHYOrsiEonwffmA+xtnIo6OpHSPSZwe15KsZWtRuf8MRCKRRlGvyloP8YW9stVeiiqBD3EiX5XAl6KPRV8oCRX695++oMe4Odx+9JTevXsze/ZsizXfgsmxtbVVq3EgNqrOr1+/iIyMxM4u7p6Vind1yAt9iHXBSZUqFR8/fpT56n/+/FlB7MvXmTFjRh4+fKhQx+fPnwE0tquMReybiBQpUrB8+XLatm1L9+7dKFW/DUO6d2D8wB7Yu6U2WrvqXHxsBVj7jx45wtEjR7h27RoL5s+nRMmSFC5cmLCwMCpXrkK9+vX5b+NGRgwfRtasWWndpi11/v6bsmXLahXaQvBwd6d96xa0b90i3rHMSj5sAF+/fWfIqHF06N6HK9dvsnjODI31P/R5wo+fvzi0ays1qlaG6NgY2Lq+FCU2xPYpjBLfXgiZvNKxcOxAFo4dyJsPnzl19RYPnr7k8Ys3XL79gM/ff8rKOjs5EhoWzqh5K+jcpC7Vy5UkQ7o0ZPZKh7OTsMXa6gR/3PHYgdaYol/etUeKsvDXJPgBtaLfWOhqxVfloiMrK++eo0Lk6+qmI0VTgixllK36oDpztZRUKezUCn6AUN8f3N2zmpcXDxMTGU6lftN5d/Msb6+fIlXWPNScuoHMObLzOFdB3t04TcjbR3jnK6ZW0IN2a7086oQ9KFrwwbgiX4hVX19Cw8KZuvxf5q/bRp7cubl8+TJly5ZNcL0WLBiD8uXLIxaLuXjxItWqVQPg2bNnfPr0iQoVKqg8Z/To0ezfvx8fHx+ZJnr79i0/f/4kf/78pEmThty5c3Pu3DlZndHR0Vy4cIE+ffoAULFiRTZs2EBgYKAsIt/p06dxcXGh8O9gHUKwuPGYgcjISObOncvUqVPJkM6TZXOmUa1iObXlJRIJm3buI1OG9KT08MDO1pbcObLJjl+/fZdvP36S0t2dnNmzcvbSVT58+kxYeDi2NrakTumBt1c6Unm4kydnDlzTpIurW4Xo//b1K0uWLGHJ4kVYWVnx4uUrTp48ycmTJ3js8xhbWxsePHiAvb29zK/93YePpEypOs07aI8Jb0j6DhnB2vX/sWvzeurXifMdDw0NZeb8RTx59pxfv3y5cv0mADfOn6RwwQLx6jGV+5M2tIW8U0Viipwjj19AII9fviUsIoJCuXMQFh7Bwn+3se3wKX74+svK/VW0ICsmD6NArmyCXhz1yaJraPcedTH3hcTYl0fXrLn6oI/IV7beAwoRduzdXQxmxY/dFyfyQf09qBzmVvqvOhceIF7SLJALufn2GUen9UQkEuGRKSdfH9/C1tEZhxSulG3Vm7yVG2BlbU2qFHaEBvozo0lpqncZTJPuA1T2T4o2NxxllEV9vPo0iHzQTegbwoVHl3Hm5OWb9Jk4l0/ffzF+/HiGDx+uYC21kDxJzG48Qmjbti1Xr15l3bp1ODs707NnT9zc3Dh79iwQq+18fX1JmTIldnZ23Llzh7/++otu3boxYMAAvn79yqBBg3BycuLixYuIRCLWrFnDwIEDWblyJSVLlmTWrFkcPXqUJ0+ekDp1asLDwylQoAA5c+Zk9uzZvHnzhi5dujBgwAAmTpwouO8WsW9Gnj9/To/u3Tl/4QJN69dhzsTRZPRWjETj6+fP/zZvZ+z0uQr7ixcuSNtmsa4qg8dNiVe3u5srzk6OREVF88vPn5iYWCuho4MDTerVptHftfj+4ydffQOIjIokRmRDRHg4j3wec+PmTezs7Khduw4NGjWkXr368ep/9+4dhw8d4saN6zRo0JAmTZtqvV59RKuuSCQScpeuwtsPH9m0ajFN6taSucjcfehD6ZoNyeCVjgplSpEvd04q/VWaMiXix202x5oHVSTEsqbPQ9hcxMTE8P7zNz59+8HL95+YsGgNn779IJNXWkZ0b0eFEoVxdnTAysoKNxdnxGIJjg72ODrELWxSl7xHdlxNPH5DiH5tibakgl+I2DcFqgQ+qBf5mgQ+xLfi6yvwY/cLE/lSNGXIlS7MBRTEPsQJfogT/d9fP2XP5J64pE5H00mrubx5CQ9P7MIzez66zVmHo4ubgoX+6PplHPt3GRO2nSKbhmyu6hbQ6oM2kQ+6W/S1iX1D+ep/+PKNYXNXsevwSSpVqsTq1avJlct47qwWEhdJXeyHhIQwaNAgdu3aBUCdOnVYunSpbJ3guXPnqFKlCmfPnpWF6Dx37hzjxo3j/v372Nvb07BhQ+bNm6fg3jNv3jwWL17Mr1+/KFGiBEuWLKFIkSKy4y9fvqRPnz5cvHiRlClT0rVrVyZNmiRzOxaCReybGYlEwubNmxk+bBiBgYGMGdyXhnVqsPfwca7dusul6zcJCQ2javmyDOrVFTs7W3z9Ati0cy/HzpwnKirWGnV0+wbcXF1Yv3UXZUoUpV3zuEUb0dHRfPvxk5++fhw9dZZNO/fx/NVrbGxs8EydCjtbW0TW1tja2pArRw6KlyhJh/btjBYC09hiv8eQ0WzYFnszNqxTk53rVgDw7cdPMhYqw9JZk+nZsa2w+hJRWFPp5yb0M0us1n0hhIVHcOn2A/638yA7j55RW87F2YlcWTJSpmgBalUozV+5M+OWQvv3pGpBrzFFvz6hOo2NLiJfU1IsbW46ugh8EHafyUffkaJO7EOcZV+KVPSHBgVy/+Z1fD+/JywogIvb15Amc3Y6zfwfoUEBLOlaF3FMNGP/O4p3jjwK1nmxWMykTo1wcfdg+JINCv0TGh3H0BhC5CvH1Fced8RiMT737xIeEUneHFlxtorm4NnLbNp/nHs+z1gxpi/Fihfl1ftPfPr2k1/+Abi6p+L1+w/MXP4/XF3dmDd/Pm3atDGIu6eFpIOrqyuhbgWwSVfIJO1F3FnH/LmzDCb2kzIWsZ9ICAwMZNKkSSxZsgR7W1skSChfshhlixemR5tmpPOM79f/y8+fY+cukzdnNooViF3cITS6z+t370nl4YGba/zYx8qWNWNgbMH/6OlzNu/ax4IVa/j5/C6uLi4cO32eBu26cu3YPooVju+2o7FOM4t+fT+vpCz4pfgFBPLoxRsio6KIiRETEBSMlZUVYeERfPn+kyev33H22m3ef/6Gra0N/ds3Y+7IfmrrU5XRUz6Cj76i31jx+Q2JNoEf+6/2kJn6RNOR8issho3bdyOWiMmWOTOp03mRJXMm3Fxd8Q+Pxit9epV9F0WGqJ1l02bdB2QWfoCnT57w3/zJ+Ny4TEx0FDa2dkgkYqo0bkObQeN4/fgeK8YNJMjfj0w587BoxzGFvojFYpZNHMapPVuZsOI/SlSqrnDckAJfXsBrLKcmXr7qsqpddUD9WPPc5yGrNu1g+4GjCi53+bNlwue16jjjUqTR5wYMGMCkSZOSbeZ0C5qxiH3zYRH7iQwfHx/69e3LufPnqVOlPLNGDyJ/rhx61ZXQsJ7GFLjGFPtS7j70oWztxtjYWFO8cEF8/QJ49vIVZ/dto1zpEnrVaS7Rn9DPKym59OiDRCLh9YfPlGraldCwCEIenNY4xalN8MuXAe2i39DhOg2N/OJhQGVUHX1DZqoT+KAo8gOjRaRwdmbZ2g0MGT9VbV9vXTxNwfxqMk7++Ilr6nSyuNSqBH/s/8UKgl+KVPh3+rsib58/Uai7w6AxfHz7ki/v3vDk7k1c3DwIDvRnzrrtlKygGAZyw9J5bFg6l1Gzl1KzsWIAAX3FvVBRr3DOb1EvNBmWJmEPimNLZMAvbj7w4eyVGxw4fpp7T16QJqU77etWpU65Emw4eIor9x6TJ2tGxvdoQ54sGdh16hKhYhFeadMgkUj4Z8chTl+6RoUKFVi5ciX58+fX+RotJB8sYt98JL1QI8mc/Pnzc+bsWXbv3s3IkSMpWrsFnVs0ZNKQPqT3TKNTXVKBp6/oN5YINxVFC+bn8ZVT7D54lCfPX5ImVTCdWjejZFH9BxpVIU1Nib7fiTRCj1R8JTfRLxKJ8HnxBv/AYGYO7aXVl1EaxcdQITulGCpcpz4oC3p5lMW9RCIhMCqatGndAc0hM3Vx05FHPtPt2UtXqdW8PenTemJlZYVIJFKb8MbW1hZfPz8+fPyEs42InNmy4OcfwPQFS1myZj0N6tamR89e+Pn6UbFCBVKmi3U3lIrc0Cgxj+7cJGf+QiqS4MQ+8pq37ciODWt59/ql7MjWFfNwc/cgJjoaRCJsbKyZv+Y/qtSooVDD2WOHWb9kDl37D6F56zYqrwH0E++x16GPJV/OBUfFx6pqrJIfS2JiYrh1/Rp3Hj3h4dPn3Hv4mIfPXxMRGYmrsxN1ypVgZMem1K9YGtvo2N9sxXzdZedLfwudGtTga2g0k5b+j393HyZLlizs3LmTpk2bWlx2LFgwIxbLfiImMjKSlStXMmXyZMLDwxjapTXDurbWOSa5Oj9ZfZC3bBuKpPxSYYzPQxOG+KyMGZbTHC8Rr95/4vKdB4yau5LiBfKw/9/lGoWFfB9VWfjl0cW9J6GRe3QV/pqs9QrlVMTDL7vuAD/DYiNpdSidn8n1K3D05Qf6rD9MqZwZyZ8xHaceviIkPIK7G+eRLpU7ADF2jpy/9ZD0aVJSsIhi2DeJirFFOt4069ybA8dOMnpQX4KCgrGxsSYsPJxDJ87w6ctX2rZohlgs5vWb17x6846fvnGfu4ebK/6BQTg5OpLOMzVvP3ySBRxwcnKi3F9l8fb2pliRIljZO/C/NWu4e/cu2XPkxM7eDm/vDPQbOhKPlCl58OgRD27f4tb1qzx77ENoSNxvwcrKivTeGShUtDjlq1andoNGWNnFjbXhYWHs3ryepTOnULpiZRb+b7PspVJfYQ/xxb0wX3vtEXNA/XghHQNevHnHsvVb2X7gGD/9/LGztSVP1gwUzpWNonmy81fuLBTKkRlra/V9kgr9oJBQFmw/woJ/t+Ho6MiEiZPo1auXJcqOBRkWy775sIj9JIC/vz8zZsxgyZIluKVwYni3NvRs1UhwLHJ5DCn8LSRdkoPgP331FgdOX2LN9gNEREZSOE8Ojv5vAZ7embSeq0rwy/7WIvwTKvq1Re7RFUcPB36GR/AoIJBP4khS2tvhaGPNt9BwnG1tyOWdGokEAq1EfA0KxdXelu0PXnLz/VdZHR2rlMAjhSOLDl6MV3/GtGkomic7YRER3HryEr+AIFycnbh5eBs/ff0pXbRgvJcr5bEld+kqvHn/ge7tW7Nk5iSZD/eb9x/oM3wcP3754uzkSOYMGcidxZs82bOQyduL958+8+rdR1KndKdOnTqkT+tJeHgEH34FEBQUxMo1/+IfGMCHj5948OgxMTExVKtahVIlS/Ly9Vvc3N04cvgwnz59kvUlbbp0lClbjsJFi5I5cxbSe3uTNm063NKkxdY2bmFtSGQ0Xz595Munj5w9cZQ92zbj7+tL605dGT5hKo5O6o0uusS0F+qCI0VohC6N93h4EG8+fiZn9ZYADG3fhIZVylIsSzpsNST4i53xUpzdCQkLZ/XuI8z7by8BwaEMHDiQ0aNH4+7urvVaLPxZWMS++bCI/STE+/fvmTJlChs2bCClm0uCRD8oTrNbsGAITLUgePuR07QZPJEM6TxpVrsKE/t3wTWFs9bftLr+CQ3bqc3Sb8hwnRKJhDCxGCdraZKtSJ6HhBApFhMaE0OAtYQXQcH4BAXxMTi2LWcbG0Kjo5EATjbWhMeIEcsN8Q421oRHC0vWlS6VB1VLFSZ9+vTc8XmGSwpnChfIR5YMXnQdHhffuXjBfBQtkIc6lcuTKXtOfP38efHqDT9++eLgYE/6tJ48ef6Srbv38/7TZ47t2EjVCn8ptKVpTYlQA4WffwARkZGkzZgl9rzfa2revX/PpWs3SZMmDbly58LLy1vlzI/U5//Xr59s37adDf/7hzevXgHg7uFBkxat6ditB1myZRfy8WkkztdemGtLQkNgisViXr3/xMVb9zlz6RoX7zzi47fYBHfjOzdlXOdm8dasqEMq9kPCwllz5CLzNu7GLyiEjh07MmHCBDJl0v6ybeHPxNXVlRCHjNhmVp2EypBIIoOJfLiV+fPmWsQ+FrGfJHnz5g3Tp09nw4YNeLi6MLxba3q1bqy36AeL8LdgOIwt+AdOW8Sy/3bRul4NNs4dL3OlECoKVfVPm9gH7dF7DBW5J0YiYcGb15z+9ZOwmBhyOTsTEhPDx3DFFwIXWxuyu7lQyCsVJdKnpkjaVGTO4ElEdAwRMTGkTuNOWFQ0n/yDcXRLgYezA2m9PImMjuF7QDA/o0WIEOHg5kGMWExUdAzRNvbY2drg7uJMzrx5ZaJY+bPdtvcgMTExuLqkYNPOvTx7+ZrHz17IylhbW5M6pQfhEREEBCrOlJzavZmKf5UGhC8c13V8ErKQXiKR8PnLF549e87Ld+/xefSI69eu8fDhQ0QiEXXq1qdF6zZkzpKFrNmyq/D/1w91IS7VoS7krrrPLig4FJ+Xr3n4/DUPnr7kwdOX3H/6kqCQUEQiEUXzZKdS4TyUK5SbysXy4xwjfHbJysWDkLBw/tl3igXbDuEXFEKnTp0YO3YsWTTkGbBgAWDixIlMmTIFq/TFsU5rPOu+JDKE6JdH/9/encdFdZ97HP8Asu8MzAAyyCIgLqARA8aFqHGJtkZcslhjNE1MUhu7JG1zfaW36X29ctsmvWmSpibhNolivaamLtFoonHBJRRSExfixr7LMmwDDJvDuX9QCeIAM4AR8Hn/OXPmnDPj4fid3zy/5wdKGzlX0gkODr5lxxoqJOwPYXl5ebz88sts3rwZTzdX1v9gKc+sTMDby6Nf+zVVe3u7yJePoetWhP7T6ZeJXf4Er/5qPT9b+/BNI7SWXLv9DfrdlfNA31fhbTIaSdVV8Yuv05nrp8bLzo6CBgNBLs6McXMl2tMdlbczDjY2OIyw6ajBB9Mr23Z+DEx31umudWbnbaD3z/ZSVg71DQY83FwZNdIfO7v2khh9XT0XMrLJyitgfvw01N7frrRt7nVhzr9r13tF1/k0ra2tHE4+wSefHuTipctcupJJdU0N0F6vHxwSQlxcHHdNiWPBokX4+KjNOrfe9NTmsqueynKM9dUUlJRSWFJKSVEhxaXl1DUYMDQ1U6aroqS8gsy8IkrKdR3vKTxIS9SY0UyKDCM62J/JkWF4dFm815wRfWtXT3Q1ehL3n2DTjvaQv3btWjZu3CghX5hNURReeumlWxr4JeibJmF/GMjLy+OVV15h8+YPQFFYs3QhP13zEKNHBfR734Ml+EvoH5oGOvB/sHM/T2z8HfXnjtywem5XvV23poJ+d7X6nZkT9KE91Fc2NPLXU+eYFehHmI8HpaWVlDc00nTNSFyAGmsrKwxV9eTpGzhdXsmxvFJSdVVc+/cteefMOAK7TMbv3Cazq64LYHV+7Lre2mhCz4EfBuaeYOm1YM4xf/+X9/jNa5sIDgygubmFGr0eRQF7OzvalDYaDAZaWloJCw1m8qSJREaEM25sJJHjo9FqtdjZ2Q34Ctmmwn1PXbw6un0pCqUFOZw+d4EjX6Rx+FQqWXmFtLV920bUw80Fd1cXHO3tUas88VOrCNWOJDw4kPHhIYwJGdXxN9LbRPSe5FTW8cb/fcyWfYfByoo1a9byy1/+UkK+6JNbGfgl6HdPwv4wotPpePvtt/nzm2+iq6wkYV48zz3+MHETLVtAqjsS/EVfmTMh2JwAePZSJjEJj/P92dPZ+dbLPbbY7O56vdVBH9rD/q4zV/jRh5+bfH6Myh0rKysKautpaL3GCCsrorw9mKv1JcTdBX9nR4LcTJ9/T0Efuh/V73i+l5aaHY/1EvrB8ntCX7/wmXOc0Gn3k198FYCERfOJi5mEtZU1Tc3N2NjY4OjgwLTYGKLHtZcnDeSaGY2NjeTm5qFSqdBovv1FoLdgrygKusoqcjIuk1NQREZuPl+nX+TMN5cprWgfoQ/R+jNv+t1MHBtOcIAfgX4aRmp8zC7b7EvQt3ZyJTX9Mq9t38eez0/grVLx7IYNPPPMM3h737zAoxCWuBWBX4J+zyTsD0ONjY1s3bqVP/7xVTIzs4idOI4fr1rG8vmzOn5aH8qko9DQNFCBf+fBZB7c8CLTJ0cROTqIyePH8MSK71vUx9uSoN9bfX5RlZ7XP/snNtZWaFXufH9SBL4jbNj25QWe23mM5VGjmRroh6cVaJwdyaut50BWIe72dvi7OhHm4EC0tyfOtj2PKpsK+WA66Hd9vLPeSnm66mnRrNspu6CYrXs+Iz0jm6vlOrAeQdqZ8wD81/Pr2fjjJ02+rvM9o6+tc6trath34CAf7f6YnLx8srJzOp774WOr2PSnV296zfVR+6rqGt7fspUDx07yzeVMajrNadB4ezExMozJ4yKYPGEMk8dFoPXT9OkcwbLr3NrJlZbWVnZ9cYa3/raTtLMXCAsbzfPP/4JHH30UR8e+zwkToquBDPwS9HsnYX8Ya2tr45NPPuGNN17n6NFjaLy9ePLBxax7+AFGaixboGuwkuA/9PQW+rsL/NW1eg4cT6WpuYX3/7GP1LMXOp7b+Zf/Zsl9M806vqkAZE7dsqmgD7D9n+f50eb9ONvboijQ1HqNn8+ZwuP3TOCJpAOk5F1F4+zA2uhw3B3sUDk6oHZ2wMXWFgdbG7wc7DHqG3s8dndBH8wr3+nK1Oi+KZYsovVd+mDnfp769Su4uzozKTKMAD8NVTV6vDzcmBETzfL5s3B1ubEEqr/3isbGJg4cOcbWv+/iUPJJjEYjM+KmEDU2kujxkdja2rLmx8/h6uJMxZUzN/3q1Fyr4/eb3ufN9/5Gc0srsdFjCfr3SL2/xoeHFs7G092tbx+ICebMRbnuqqGVxA8/JnHHXsp1VcyZM5sNG37C9773vV4XqBOirwYi8EvQN4+E/TvEpUuXeOutt0jasoXGpiYS5s5k/aplzIiJHjYrG0pHoaGvuxr/xqZmpq5YR3pGeytEV2cnJoSHEhasxcfTg+d++AhqVfej09f1N+jDzWH/YnEFy974EF2dgciRPqQXlgFw5aUncWw1cqWimhf3n+Kb8moaWm+u4XaxG8HUAA1zg/1ZEjHKor9HS8p3OjM37Ldv0/65DpYRfqPRiN3YeABqvz5k0SKD1+8ROsM19hw4SPIXabz6241ofG4sTbleXpNfVEz6xcscOZnCp4ePUVffwJRJ0axc9gAJi+bj76uhXFfJ+9v+zh/efAdPDzd2vLeJmIlRN3XLWbHhRXYdTO723N789c9Yv2qZJR9Ft8wJ+lYu7pw8fY6//G0nuz8/gaODA4+tWcP69euJjIwckPMQojf9CfwS9M0nYf8Oo9frSUpK4s9/fpOMjEwiQkax7qHFPPrAAlSe7rf79AZMbzW+8oVgcOsalD4+fJKl6/+DT997jfvuien3aKOpOub+jO7XNDSy48sLpGUX4eXsSKjaizV3RXQE9+sdeVqNbVQamiivN9DQ0oqh5RrHc4rZfPoiAO8um839Y4LMfh99CfhgXvlOx7aDJOR3Fjn/ETLyComNHkugvy/T7ppAwrx4Anxv7KCTU1hMxLxHUHm6oyjtk1pVKhVpX53t2Cbxtd+x5pEVQHuv/qef38ihYydpMHzbRUnjrSIqMpypk6Oxt7MjO7+QzNwCLmXloKuqxtZ2BD9a/TC/+enTuLm6dFy3iqJQ12CgqkbP/uQUtu09iKIo1BsaaWhsIr+4fWGzdQ89wOsv/gT772C1WV1VDVs//oz/3bGPKzn5hIeH8eyzG1i9ejVubgP3y4IQ5upL4JegbxkJ+3coRVE4evQoiYmJ7N69Gytg6fx4nnxwMfF3Txo2o/0gwX+o6jzKHzFzEdkFxbz07A954alHse2lvt1clk5e7G5RLVMySiqY9PM/ATDS0w1fd2cq6xu51tbGjIhRGJpbSS8qI6e8fZ+xoQFsWrOIELVXT7u9QV9G6OHmybemt79xn7dign5fJ+xW1ejZtG0XuUUlZBcUk3buIm1KG/fG3sXUiePRqDzxVatIOX+F1xKTTO7D3t6OP/znCzyx6mHs/h2y9x08zLI1T/d4bHdXF0JHadF4q3B1ccbWdgQ+Ki9c7UfQ1NxMSXklV8t1FJdVUFRWQYPh5hItB3s7Av00jA7SsnzBLB5LuL9Pn4O5FEUhOe0Mf/1oL7sOHkcBEhISWLduHbNnzx5W93sxNFkS+CXoW07CvqCiooKkpCTeffcdMjOzGB2k5fFlC1n1wIJhU9vfE6n7H9ysm+s5dCKFpH/sZeenh9H6+bJ6+WIW3DuNiWMjGDHC8uDfNWSaW99sSUeTqwX5BK164YbHNB6urLgniuMXcvB0dmBcoC+x4YFMGxOEv5d5v6yZ6qLTl/Dek67BfiD/LsyZqG2puvoGtu3ez55DR7mYkU15ZTXXrrWXTDnY2zM+MoK4mEnETZ5ETa0eb5UXC2bPpLCklMycXHKzMim8WkZxcTHnr2RRdLWchsYbF5tycnTA30fF2LAQvsnIJqewBAA3F2dcnByxtrbG3s4Wf7U3fmpv/NXeBPj64Kf2RuXhjqebKyoPN3y8PHB2cvxOAnZRaTnb9h7k/Z0HyMorJCxsNE899TSrV6/Gx2f439vF0GJO4Jeg3zcS9kUHRVE4ceIEiYmJ7Nq1k+bmFu6bNoXVSxaw5L6ZODk63O5TvOUk+A9O1wPi+UsZ/E/iFvYdPo6+rh4XZyfunjiBKdHjGBMaTFjwKKZEj8PGxsbsfVs6umzJxEeAhsYmXngtkXd2H2J+7ET2vvori17flamJsuaOuvflmu5rxxpTOi8UdStCP7S/R0VRKKvQcSkjiy+/Pssnh46Q9tVZvDw9uHtSNJk5ueQVFmM0GoH2kXatnxqtrwatv4ZQrT8BfhrsbEdgbW1NY1MzVTW1FF4t52J2HqHakSy8dyp3jY3AT60aVCPjhsYm9hw+wZbdn3Ik5TQODvYkJCxl3bp1zJw5c1CdqxBd9RT4Jej3nYR9YVJtbS0fffQRmzd/wBdfpODm4syK+2fzg8XzmBETfUd0aJAJv4NXS0sL/zpznlNp/yLt67OcOf8NxVfbJ8ZOmRTN1JhJqLy8CAoMYNb0qVTX1FJWUYHtCFtCg0eh8fHGpqWBrLwCyiurGBMazNmLV1AUhXsmR5N2Jp1vrmRRo6+jRl+Hu6sLc6bHEjNhnMXta5VGPbaR7Z2Cpk+OImFePMsXzMLb0x0H++4XBjO5LxNfRgcyjHccp59957vqaWXY70JZhQ5tVBwAC2fPICI0mLAANRHBgYQHBQ66wG4po9HIqa/Os23vIXYcOEJdg4Fp0+5h7drHWbFihdTiiyHFVOCXoN8/EvZFr7KyskhKSiJpy2byCwrxU3vz0MI5PLRoDlMmRA7p/yR7I4F/6GgwGDieksbr77xHWYWOyqpqynWVJrd1dnIiwN+PrNy8jtHd66ysrFAUBXt7Ozzd3XFzdaVcp6OmVo+jgwMhQYH4qn3Q+HgTFKglNGgUam8vPNzdcHN1xcnRkaqaGsordNTo67CzteX1d9/jbPpF7O3tqKnV9/g+/vHB2yxeMLfHba4H/IEO5QPtesi/HQG/q+bmZhxpBQZmNefbTVEU/pV+iQ8/OcyOT49ytVzHqEAtqx9bw+rVqxk9evTtPkUh+uyGwK+Ooq0mV4J+P0jYF2Zra2sjNTWV7du389GOHZSVlxOi9efBhXNImBvP5PERwy74S9gf2vILi/nqXDpqbxUatQ8trS1k5+aTlZtPdm4+QYEB3Bc/nStZOUSMDsHa2pqUL08TMzGKmIlRHdez0WjkTPoFvkg7TW5BIWUVOq6WlpNXWERJadmAnvO5458RGd5zULsVo/kDbTAE/M66a+s6lCiKwun0y+w5fIIdB46QU1iCRq1mxYMPsnLlSuLi4obdPVjcuToHfmydJej3g4R90SdGo5Hk5GS2b9/O7l27qKquxt9XzQNz72XxvFnEx8YMi9V6O5PAL0wxGBqprK6mRl+HXl9Hg8GAytMTH28Vnh5uNDU1U28wUN9gQK+vI7+omPzCYlycnfDV+OCnVqNR+6DxUeHq4mJ2WBuMgX+wBfzrbtX8gO9CS0srx9NOs/fQMT7+PJmS0nK8PD1JWLqUlStXEh8fb9EcFSGGEkVRSElJISQkBD8/v9t9OkOWhH3Rb9euXePUqVPs2bOH3bt3UVBQiJurC7PvuZu5M6Zy34w4Qkdpb/dp9puEfSGGrqEU+LPzCzl8MpXPT/6Toylfoq+rJzBQS0LCUpYsWcL06dP71IVKCHFnkrAvBpSiKJw7d469e/dy8OBB0tLSMBqNaAO1qNU+uLkNn4W7hBBiICmKQnZ2NoUFhdjY2BAbG8v8+fNZvHgx0dHDZ7VzIcR3S8K+uKVqa2tJTk4mNTWVy5cv3zQZUgghxLcCAwOZO3cus2bNki46QogBIWFfCCGEEEKIYWr4N0sXQgghhBDiDiVhXwghhBBCiGFKwr4QQgghhBDDlIR9IYQQQgghhikJ+0IIIYQQQgxTEvaFEEIIIYQYpiTsCyGEEEIIMUxJ2BdCCCGEEGKY+n+rXcAlN/YCAwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the tas field\n", "fig, ax = res.vars['tas'].field_list[0].plot()" ] }, { "cell_type": "code", "execution_count": 9, "id": "6b128afd-81d0-4368-ba1d-dcacbb7dc1fb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: res.ReconSeries.validate() >>> valid_period = [1880, 2000]\u001b[0m\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAF0CAYAAADVWSPPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9ebAsSX7XC37dY8vl7Ms95+63bu3V3Ujd1epmESA0AgGixQgbFpNAmIl5jAwDkzGDMaABzJ4ZvJnH4yGYp1Hz0JPoeTBahlV6aoSkkbqa7tbW1dVdXfty97NvucYe7j5/eERkRO6ZJ/Os/jErq3tOnoyMjPBw99/2/REhhIBCoVAoFAqFQqFQKCYKPe0TUCgUCoVCoVAoFIqLiDK2FAqFQqFQKBQKhWIKKGNLoVAoFAqFQqFQKKaAMrYUCoVCoVAoFAqFYgooY0uhUCgUCoVCoVAopoAythQKhUKhUCgUCoViCihjS6FQKBQKhUKhUCimgDK2FAqFQqFQKBQKhWIKXApjy3EcvPbaa3Ac57RPRaFQKBQKhUKhUFwSLoWx9e677+Lll1/Gu+++e9qnolAoFAqFQqFQKC4Jl8LYSoii6LRPQXFKRFGEg4MDNQYuMWoMKNQYUKgxoFBjQAGcrE1wLoytvb09/KW/9JewurqKmZkZfM/3fA/efvvtkY+jHqzLSxiG2NnZQRiGp30qilNCjQGFGgMKNQYUagwoAJzo/T8Xxtb3fu/34t69e/jlX/5lfPWrX0WxWMR3fdd3qRoshUKhUCgUCoVCcWY588bW4eEhnnrqKfzkT/4kPvnJT+LFF1/E3//7fx/b29t46623Tvv0FAqFQqFQKBQKhaIr+mmfwCCWl5fxsz/7s+nPu7u7+Cf/5J/gxo0beOmll07xzBQKhUKhUCgUCoWiN2fe2MryV//qX8VP/uRPwrIs/OIv/iLK5fJI76f0zAfyFFOCUorZ2Vk1Bi4xagwo1BhQqDGgUGNAAZysTUCEEOLEPu2YvP3223BdF5/97GfxMz/zM/jyl7+MT3ziEx1/d/fu3dzPvu9ja2sLX/nKV/Dxj388/b2maTBNE5xz+L7fcZxisZi+n3Oee80wDOi6jiiKOorsKKWwLAtCCHie13HcQqEAQkjf4zLGEARB7jVCCAqFAgDAdd2O41qWBUopgiAAYyz3mq7rMAxj4HE9z0P7kDBNE5qmIQzDDpGRYa9hv+NO6xr2Oy5wsa7hOMc97jXsdW8mcQ3P271Rc4SaI4CzfQ3VHKHmiPbvet6uoZoj1BwBTHaOSK7LtDlXka0kbfBf/st/id/6rd/Cj//4j+Onf/qnh37/xsYG5ubm0p/n5+dx8+ZNhGGIe/fudfz9Rz/60fR97Tftxo0bWFhYQK1Ww/b2du61mZkZ3LlzB5zzrsd94YUXoOs6dnZ20Gg0cq+tr69jZWUFzWYTT548yb1WKBTwzDPPAADu37/f8cA888wzKBQK2N/fR6VSyb22srKC9fV1uK6Lhw8f5l7TdR0vvPACAODhw4cdD9udO3cwMzODw8NDHBwc5F5bXFzE9evXEQRBx3clhOAjH/kIAHkN2x+omzdvYn5+HtVqFTs7O7nXZmdncfv2bTDGul7DF198EZqmYXt7G81mM/fa1atXsby8jGaziY2NjdxrxWIRTz/9NAB0Pe6zzz4Ly7Kwu7uLWq2We211dRVra2twHAePHj3KvWaaJp577jkAwIMHDzomh7t376JUKuHg4ACHh4e515aWlnDt2jX4vt9xTpTSdNw/efKkY7K7desW5ubmUK1Wsbu7m3ttbm4Ot27d6nkNX3rpJRBCsLm52SE2c+3aNSwtLaFer2Nrayv3WqlUwt27dyGE6Hrc559/HpRS7OzsoF6v515bW1vD6uoqbNvG48ePc69ZloVnn30WgLyG7RP3008/jWKxiIODAxwdHeVeW15extWrV+H7Pu7fv597TdM0vPjiixBC4NGjRx2T/u3btzE7O4ujoyPs7+/nXlNzhOSizRHZa6jmiMs1R3iehwcPHuReS+YIAHj8+HHHBk7NEZKLNkck11DtIy7vHJE8n9PmzEe29vb28Ou//uv4c3/uz0HTtPT3f/bP/lnU63X8yq/8ysBjvPbaa3j55Zfxyiuv4FOf+lT6e+WR6jzuRfVI+b6PjY2NdGIGLtY1vIweqVGP67ou7t27hxs3bqReSUB5rRPO8vie1DVM5oFk46e81pdvjrBtGw8ePMjNAyqy1eK8ju9RrmEyDyTGi4psXc45wnEcLCwsdPzNNDjzxtY3vvENfPzjH8ev//qv4zu/8zsBSG38F154Ad/7vd+LH/uxHxt4jMTY+spXvoLf//t//7RPWXEGSTbaiVdDcflQY0ChxoBCjQGFGgMKQI6Dk7r/Z7468Fu+5Vvw3d/93fhrf+2v4Utf+hLefPNN/OAP/iAqlQr+5t/8m6d9egqFQqFQKBQKhULRlTNvbBFC8PM///P4zu/8Tvz5P//n8alPfQpHR0f40pe+hFu3bp326SkUCoVCoVAoFApFV86FQMb8/Dx+4id+Aj/xEz9x2qeiUCgUCoVCoVAoFENx5mu2JkFSs/Xqq6/i5ZdfPu3TUZwCQghwzkEpBSHktE9HcQqoMaBQY0ChxoBCjQEFIMfBSd3/cxHZmhTTvqgiDEEMY6qfoRgPQkhOzVJx+VBjQKHGgEKNAYUaAwpg+jZBljNfszVJ2iUiJwn3fXgPH4B3kcZUnD6+7+Phw4ddpUsVlwM1BhRqDCjUGFCoMaAAcKL3/1IZW+09ACaJCENwxwZra4ynOBtwztFsNqc6BhRnGzUGFGoMKNQYUKgxoACmaxO0c6mMrWkiohDcc8Ea9cF/rFAoFAqFQqFQKC48ytiaEIIxiIiB1WrgbZ2yFQqFQqFQKBQKxeVDGVsTQkQRiK6B+x64Y5/26SgUCoVCoVAoFIpT5lIZW7o+PfFF4fsgVB6fNRpT+xzFeBiGgatXr8JQapGXFjUGFGoMKNQYUKgxoABwovf/Ukm/T9PY4oEP6BooNcFqVYir10CUtOiZQdd1LC8vn/ZpKE4RNQYUagwo1BhQqDGgAKZrE7RzqSJbURRN5bhCCBnZ0jTQQgHcc8EdZyqfpRiPKIpQrVanNgYUZx81BhRqDCjUGFCoMaAApmcTdEMZW5M5METEQDQNRNeBiKm6rTNGGIbY2NhAqMRLLi1qDCjUGFCoMaBQY0AB4ETv/6UytqaFYAyCMSBJGzRNRNUqhBCne2IKhUKhUCgUCoXi1FDG1gQQUQSwCEST+Z+0UASzbQjPPeUzUygUCoVCoVAoFKeFMrYmgIhCCCFAqLyc1DQhwgDMVqmECoVCoVAoFArFZeVSGVuUTufrii61YETXEdXrU/k8xehQSlEsFqc2BhRnHzUGFL3GgAhDhHu7XedyxcVCzQMKNQbOJ8xuwnv0cGLHO8n7f6mk303TnMpxBWMdv6OFAnijDh4EoFP6XMXwWJaFp59++rRPQ3GKqDGg6DYGeBjCf/wIrFYDLRahzc6d0tkpTgI1DyjUGDifiCAAdxzwMASdQI8sy7ImcFbDocz6CSAbGucvJTEtcN8HV6mECoVCcSbhvg//4QNEB3sQYQARdTrOFAqFQnH6CMYgfA8i8E/7VEbmUhlbnudN5bjc91tKhDGEUoAQsGZjKp+pGA3XdfHmm2/CdZVoyWVFjQFFdgxwz4P/6AHY0SH0xWWAEAiujK2LjpoHFGoMnFMYA/d9iCCYyOFO8v5fKmNrGgghIAIPpM3YAgBqFcCq1a5phgqFQqE4Hbjrwn9wD1GlAm1pOZ6/BaBqthQKheJMwhmDCHzwCRlbJ4kyto5LFEFEPJV9z0ILBXDPVQ2OFQqF4qzgeQgePUDUaEBfWk5TwAmh4KrJqUKhUJxNwhDgAuwc7qmVsXVMRBTFDY07LyXRNAjOETWbp3BmCoVCocjCXQdkewvcsXOGFgBA08DD8+cxVSgUissADwNA0yAcG4Lz0z6dkVDG1jFpb2jcDrUs8Grl3A0MhUKhuGjwZhPwXGgLSyCE5F4jVAN8ZWwpFArFWUSEIahlQYQRxDnLQrhUxtY0pN8FiyA471AjTKCFIpjjgKtCzFPFsiw8++yzJyr1qThbqDGg0Alw9cZ1mFaXtUCjskG9coxdaNQ8oFBj4PwhOAciBmJZ4GE4EUVCJf0+JabRwExEEdDmIc1CDAMiisAdZ+KfrRgeSiksy1JNDC8xagwo4PswrQIo6ZH2zZgSNLrgqHlAocbAOYQxCM5kFpkQExHJOMn7f6lGWjiFsKMYRr2KEFULcMoEQYAnT54gOIcqNorJoMbA5UYIgaDZxEGlgjDqshZQCsG4UiS84Kh5QKHGwPlDcA5wDsRtlfgEWjmd5P2/VMYWm4LHsltD43aIpkH4568J20WCMYZarTaVMaA4H6gxcLkRYQgWBLBdD5x1pgoSqgFcRbYuOmoeUKgxcP4QjKUlO0TXJ5ItdpL3/1IZW9OAB0FPcYwEZWwpFArF6SLCEIhYRwP6hEQ9VjAV2VIoFIozRWxsgVJQ3YDw3HPlGFPG1jFIGhp3k33PoWmq8FqhUChOEdmmI5JpKD3/SEBE52cBVygUisuA4AwQQka2DGNiIhknhTK2jkMUQURsuMgWi4ar71IoFArFxBFJnVY/QSNCABXZUigUirMFk8YWAEDXpfDcOaq5u1TGlq73N4pGJWloTHqkpSQQqsnCa7WInxq6rmN1dXXiY0BxflBj4HIjwhCapmFxcRFajzlbAODKKXahUfOAQo2B3gghEFUqZy5FTzCe+skIISAQEMc0tk7y/l+qkTYNYwusdw1ASiIprNJTTg3DMLC2tnbap6E4RdQYuNxw14VuWVhaWOz5N6q+9uKj5gGFGgO9EZ6LYPMJ9OAKzLX10z6dFMEZBDJZCUQ7dv9awzCOeVbDc6kiW5NWHhFR/4bGCYRSgHOVRniKMMbQaDSU+tAlRo2By43wXAhC4TgOeI/6WUI1KaShuLCoeUChxkBvuO+D2U2E21tgjcZpn06KCAKZ5h1DDAPcbkIkqYVjoNQIp8Sk+2yNqlqlVK5OjyAI8OjRI9VX4xKjxsDlRTAGEUaIhMD29nbvtUCjEKF/rAVccbZR84BCjYHeyMg+gYgiBFubZ8b5JKK8uBExDPAgOFYQQ/XZOieIKOpbbJ2DEBXZUigUilNAhCF4FIEMSCUnmgYwIdPDFQqF4pIROTaIrkObX0BUrSDY2T4TzicRhrIXYgwxDKnyfU4UCZWxdQyGaWicQAg9djGfQqFQKEZHhKEUKBpUX0s1WRugjC2FQnHJEJxD2DaIYYJQCm12DuHuDli1etqnJufwbGRL0wDGz02NrTK2jgH3/YGy7ym6Bn5OBoVCobiYsEb9Uvb7E1GY9mjpB0nFjFQWgkKhOFuE+3tT3UcK3wcPQpBYOIJaFkApgs2NU92/CsYAzjrmbwFxbuTfL5WxRYZN+RsCIQRE6A/2lCafTTWIIDgT4djLCCEEpmlOdAwozheXfQzwIIC/tQXebJ72qZw4Sd0BIQSGYfQeA5TKhV1Fti4sl30eUJzPMcB9H+HhAbh3PAW+vp8R+BBRy9gCAG1uHtxuyvqtU3LUCc5lU2Mtb7IQTQdznLGPe5L3/1wYW0dHR/jhH/5h3LhxA3Nzc/j2b/92fPnLXx75OJZlTeycRNrQeEhjS9daUvGKE6dQKOC5555DoVA47VNRnBKXfQyIMAS3bUT25TO2uO8D8Qbr1q1bME2z69/J/i1KzOgic9nnAcX5HAPcdcAdZ6othITvgwiRV/0jBNr8AsL9PUSHB1P77L4wBsFELo0QiOu2XHtsI/Ak7/+5MLb+wl/4C/jt3/5t/NzP/Ry++tWv4hOf+AT+2B/7Y3j33XdP76TaGhoLIRAdHvaOXFEN4MdPT+FBgPBg/1jHUCgUlw8RRRBhAF6tXLpUQu57wJB9FoUQqieiQqE4UzDXlX2l+PTmJuY4XbO1iGGAFgoItjYQHh4gPDxEeLCPcH8P4e4Ogu0tBLs7U6t1FYwBguUEMpLzEmF0LvQQzryx9eGHH+LXfu3X8BM/8RP49m//djz//PP45//8n+P69ev4mZ/5mZGO5U8w51TExlYyMHmzAefdt8Fq1a5/T7Sk8PqYxpbdRHiwr2oKRsTzPLzzzjvwPO+0T0VxSlz2MSCiCOAczHGO3QzyPCE4h/A9EE1DEAR48PBBf8lfQlRk6wJz2ecBxfkbA0II8GoljvBMyaDhHDwWx+iGVp6BiBj8ex/C+/B9ePfvwX9wH96jB/AfP4L/4D6Cvd2pnBs4g2C8M7Klx/LvYxpbJ3n/h1R3OD1WVlbw+c9/Hi+//HL6O0IIhBA4Ojoa6ViTrJdKNi5JwR73ffBGHaxWhb6w2PH3svD6+I2NmedBuK6UwRzSU6uQ954xpmrmLjGXfgxEUs1JRBG4Y0Mrl0/7jE4EmfIdgRim3LQw3ncMKOXYi82lnwcU524MCM8D92R0flp9r0QYQoQBSJ9ym2572wTuuQi3NqGVStDnFyZ7boxJgaO2GitCKSAEeOBjuIKetuOe4P0/87v1hYUF/Mk/+Sdzv/u3//bf4t69e/ju7/7uru+5e/du7uckohWGIdyMR1fTNJimCc5516hXsVhM38/b0m6ILy1ixhiiKEJo2wjtJsT2Nsi16zANEwICgd9atKMgAJo2ZubmQQjpelzDMKDrOhhjHd5XQgiE3QQPQziNRsfgsiwLlFIEQdDRGVvXdRiG0fO4Se6q53kdA9A0TWiahjAMEbUZi8New37HjaKoo8kopRSWZUEI0dX7UCgUBl7D7HGTcwuCID0nt4t3f1rX0KAEFASM0qlcw3HuzajXMGHQvZnENZzWvQE6I9yTGN+TvobD3JtRr2HQaIAQgOoG3IN9RDOzudcv7BxhN+HbLuiMhlDIa8niVJxk/gYAVq2Czs1BCAYt7t1yknPEtK+hmiPkcZPvkf2+J3FvzsMcAZzf8T3KNUw+IznWuPcGOJlryKoV+LYNwyqAR+FUriF8H6HrAroBknk/1SgM3QAXHGHQaeiZlgkCgkjTEAUBwnv3YN59GtSyJjZH+LaDIAhSRURN06DrOjjnCMIQvFaDWZ7puIaD7o3v++l1mTZn3thq5ytf+Qp+6Id+CH/6T/9pfOYznxnpvbu7u7h371768/z8PG7evIkwDHO/T/joRz8KANjY2Oi4aeumAYsQNJtNHBwcgOxug9TrEOwRnPWruH7nKQgusLGx0XpTvQohgBfW1qDrOnZ2dtBoNPLHXV/HysoKms0mnjx5knvNMgxcD3yIKMLjex9CzM7lXn/mmWdQKBSwv7+PSqWSe21lZQXr6+twXRcPHz7MvabrOl544QUAwMOHDzse4jt37mBmZgaHh4c4OMgXSC4uLuL69esIgqDjGhJC8JGPfCS9hu0P1M2bNzE/P49qtYqdnZ3ca7Ozs7h9+zYYY13vzYsvvghN07C9vY1mm7ra1atXsby8jGazmb/+APb29jA/Pw8AXY/77LPPwrIs7O7uolar5V5bXV3F2toaHMfBo0ePcq+ZponnnnsOAPDgwYOOCfbW7AzMKEKlVMbh4WHutaWlJVy7dg2+73ecE6UUL730EgDgyZMnHZPorVu3MDc3h2q1it3dfAh/bm4Ot27d6nkNX3rpJRBCsLm5CadN0efatWtYWlpCvV7H1tZW7rVSqYS7d+9CCNH1uM8//zwopdjZ2UG9Xs+9tra2htXVVdi2jcePH+desywLzz77LAB5DdsXv6effhrFYhEHBwcdUe3l5WVcvXoVvu/j/v37udc0TcOLL76Y/tw+Jm7fvo3Z2VkcHR1hfz9fD3mcOeLGjRtYWFhArVbD9vZ27rWZmRncuXMHnPOux33hhRfGmiMKhQKeeeYZAMD9+/dziyrZ3MC1hXnohQIOtzbR8HwgkzJyUeeInc1NOJsbwNx82oTedVyUiiU4roO93T1gfw9kawPiqWdglsu4PiPn1pOcI+7evYtSqYSDgwM1R0xxjkg2uNl5IDtHPH78uGMTfFnmCOBy7SOS7z7qPqJYLOLpp58GcEJzxN4uSOUQ69dvwgiCqcwRRd+H3Wyi2shfh3K5jPX1dXDGO64DADx19ykQQrC/tw/PdYH6BnB4CLG+jmvXb0xmjnj8CGRnB3DlvV9aXsLiwiJc18XOwQHQaELEr406RywsLHR89jQg4rzEUQH8wi/8Ar7/+78fv/f3/l780i/90tAW6WuvvYaXX34Zr7zyCj71qU+lvz+OR4pvbUJUjkDm5hFFEfwP34f37jsgmobSJz+F8o2bnZGtoyPoV69i7u7TY3mkhOeBP7gH7rkg129Cv7KWe/0yeKQSxolsbWxspBMzcLJePbG5AWE3oT/zHHhb3rHyWkum7XF1XRf37t3DjRs3csqkl8FrLYSA/9470AmBPjMLb3cHxlN3oS0ujXQNgfM3R9hbW/DufwB9aQVBGGBvdw9Xr11FqVgCYwzezjbcb34DwnVR+uSnoC3Mw9QNFF/6KLwu6YTndZ5Vc4Q8rm3bePDgQW4eUJGtFud1fI8a2drY2EgdHGc5siU4h//+u0AYQTdNaIYG/dkXOo573GsYbW7A3doEmZvPf9chI1tBGEBwARGGYPUazNt3ULx2fTKRra1NBBuPoS+tpN81iWz59TqE4Cg8/yKIro80vh3HUcZWOz/+4z+OH/mRH8Gf+TN/Bv/m3/ybkWTcE2Prd3/3d/Ft3/ZtEzkf9713wR0H2pz0gNqvv4ZgYwOCMRSeex6lF17qeE9Uq0JbXETxqafH+syoWoH7/nsglMJYvQLr9p3jfIVLBWMMvu/DsixoQ8r1TwrBOdy33wSzbRRfeAn6/PzgNykmzmmOgdNGhCGct98C0TXQQhHR0SH01Sso3HnqtE9t6gQ72/AfP4KxvCLTToIApmmCUoqoXoP9ta+Cu1JSufzxl2FcWYMIfBRf+ihoD4l4xfnlMs8DCsl5GgPMceC+81YsUCG1AoovfWSiNftCCLjvvA0RBtDa0svHgdk2wBkKTz8Lbfb4x/OfPEa4swN9aanjNRFFYM0Gii9+BFqpNNp5MnZi9//MqxECwGc/+1n8jb/xN/DX//pfx8///M+P3S9rUhdVcA4RBjmJTO64IJoOWigg2tvtKq1MqAYcQ/1E+L4sEtQNcHf8Rm6XEU3TUCqVTmViTbqyiygCc+wT/3yF5DTHwGnTrp5KC0Xwen1qxdZnCe66aYsOSikKhQIopeCOA+eN18EajdRjKsIgFjNigFIkvJBc5nlAITlPY0A6giLZaJjSWNV6soqEIgggAr+nEuGoaOUyRMQQbDwBn8Aaw8Owo6Fx68PkfC2C0dXGT/L+n3lj6/3338eP/MiP4Pu+7/vwd//u38Xe3h52dnaws7PTkQs7iPbQ9biIWH6T6HGPLc7lgq5roMUSmG2DNeod7yOaBhGN/6Awx5ZhUl2HiDfviuEIwxDb29sdoeyTgAcBRBSClkrgtdq5UUC6aJzmGDhtZEP1CEST3lBSKID5nuyrcsERnpt+7yiKcHBwgMBx4Lz5TUQHBzBWr6TNjLnvxxsarnptXVAu8zygkJynMcDtZqp6LVsI8Yn32hKBDx6G0qCbENr8PKJaFeH25vH3PEGQXoN20kb0YyjInuT9P/PG1r/7d/8OYRjiP/7H/4irV6/m/vuRH/mRkY41KWMLUSiNrbjBmghD2ZdF00FNEyIMwKqVzvdpGgSLxjK2BOfgji0fBl0Dj6JL4ZWeFFEU4fDwcHJjYARE4INAgFoFcM+VEUrFiXOaY+C0EVEEkWlVkUjmsmZjwDvPN7KRc5Sm3DDGUKtU4L7zFoLtLRgrq61FXNPBPU/+zLnqtXVBuczzgEJyXsaAYAysVgexYjXddG6abFN6nmRN9TBoxoFQCm1+AcHubvf98JAIISBY2NFjKwelY/WOPMn7f+aNrR/90R+VF7vLf5/73OdO5ZzS6FQcghRBAMFaCzrRdIRtajvy93G4c4wbLMO8IYhhgmi6NNoiZWydB7jjAFQDMU3Zj+0SNZRVnA26zTnUssCq1ak1yTwLiCgCjyIgyUIQAmTzCYLHD6EvLuXqHoiuQSTPJqUX+rooFIqzD3dd8MADTYRckqj7hOcm7rodPawmATWleAard2Z6DQ3nABNpcKMbxDDAHPtMZw2deWPrLCKiCCTjBRBBAEQsXbhpsQR2dCib0GU5Ri0A91th3tTzqiJbZx4hBFizKY1kQgBCwOzm4DcqFBOER2Eqe55AC0Vwz7nQxn+SdZCmEe7tgmxugM7MpRuYBKJp4L4n03SEAM6411uhUFxsuOtCZPaWrRcmbGw1GxOr12qHWBZYvT62gSgYg+Csb2SLGAZE4J/pPbEytsZARFHOguahn0vRocUimOchqlVz70tzS8eKbPn5DtoEEyk8PG2S+reLiggCWXRvylxoallgtVpXAZWLgOD8QozLi4bwvFQkIoHoOkTEwC+waIuIwpxjjNtNgHPQbqpVmg7EmQcERI1jhUJxqkSNeqehJcRE60l5EIAH/kTrtbLQQgE88MZ36jGW2193g+gGRBiNVbd1UlwqY2tSyiPtXmIRBEDGaZzUQ0SVo473ijEfFO46uTAqoRrEMZQNzwrB7g7C/b2pf46maVhaWjp52XffBw8CED0xtgrgvtcZ9bwgsHoNweNHZzKcf1pj4CwgfL/D2AKkRzCqVM7k/ZoEHZ5O14VZKIDSzpQZKWAUxUqzFDw8uwu3Ynwu8zygkJyHMSDCEKLZBDXb1LcJZKRnUp/j+3GJynSMrUQYblxjS3AmUwn7GVtpic5oDjKlRjgljEkNpraNi/ADoG2v0lMCnpCRB4RMRbPT6AggvdIXIf2H2zbYCcjYm6aJa9euwTzhvjnthafEMCDC8MJK94sgAHfsMxnOP60xcNoIxuT96LKw0GJR3q8Lavxz38+nT7ouynNz0Lrk/6cLdhjK+d1XxtZF5LLOA4oW52EMcM8F8z2Q9nRn0ImurzyIM7OmaHgQXUfURaF7KJisURvm/EYVDjnJ+3+pjK32DuFjH6fN2JJRp/yl7CUBTygdOdTZrQcC0XSIMDjXKXiCMQjPPVbvsWHhnMN13YmNgaE/ty0iCcioJG9ezLot7smo3VlUXDytMXDayB5brbqlLNS0wIPgwvZ/454HxGk4IorAPAeMEPA275j/8AFqX/j/wX/8SM7PVIOIwgub7nuZuazzgKLFeRgD3HFAuhlB2oSNLdftr/Q3AahVgGg2xzpvwaKhxDsIITICNgInef8vlbEVTCCfM21onNlAM8fpyKulpgkRBGDVau73JJYXHukzu/VAMHTw8HzLv4sgiL9DNPWeYb7v4969e/BP0AgQQoDZzVxEEjh+wehZhjsOeBiCj9FgcNqcxhg4CyQNjXt5BommgdVH61l4HhCcQwReamRyzwPzfNRsGyyTyu2+9w7sr78K3mwgePxQyr8nUa4L+Ixedi7rPKBocR7GQFSvA12ysQjVJrpf4rYNqk8nhTCBWBaY74F7o2djCcbaE8e6/x3EyMIhJ3n/L5WxNQnkAhy1GhoLAe57Xb3GRNcRHuznf6lRiCgYqUaiWw+EVP79HNcViDCEiMIL2zNMBIGslWlT+aGFuG7rAqSBZhFRXKDKxs/PVkyexNjqlkYISFVCVq+Dn+Hi4nEQkXTiJHM19z2pMBjP1UIIOG9+E+7bb2beJBDVa3KeZlwpEioUihOH+z640wRN+mtlGSM7qhciDKVzyZyysUUpCOeyDc6oMCbVYQd/CvgZdo4pY2tUohCC8dS4EmEIhCGCvR3UfuNX4W88Tv+UFktglSO5yMcQTYeIRlvEueeBIB9GTUQ4zrORwgM/bR56EXuG9erKnnjNL1rdlghD8CiUIiD2xUxLO4+IKMormbZBLCte3C/WPZPOHNaaq71Y1p1SaWi9/hq8D97reB+r12XqL1eRLYVC0R8hBFijMVH1Uu654H4A0qWmSLb+mczcxAMfIgqmJvuewzBktG5EOGMdbUu6QSg9084xZWyNSOolzvTY4lEE7/33wGo1OK9/PY1a0WIRzHXzqYQaHbmxMW92pqLJDz/nxpbvS2+7EFNPIzwNuC+NyW6SpUTXx5p4zjJycxtJ0QXPO9dj80IxwJGRjE92weoIRRTK9Mk4xTt1enEO7+uvwn9wP/1bbX4h/TerVqRDZArNQxUKxcVAGll1+A/uw33/XbAu6tPjwhwHgOgud65RiAkZW8L34+DB9FX5qFUAd5pyXzQKYdhX9r31ARR8jB62J4UytkakW0NjmS7mpT8nD10SfQozDyHR9JG8EjwMZZpij9zdkQfuGYK7Doimyd5jJ7Axp1MuAm1HdmXv/pnUKoA3mxeql08ilU0sCyIKzmTd1kmPgbMAD4KBixU1zAsXjWyfU7jjQggB7d23EG1uyF8SgvInPw3rqafTv0tFjYQYqwG94uxzGecBRZ7jjAHWbMJ/+ADu++8hPDyAYAyRPRlnlRACvFYDNazuf0ApBBMyve6YsBPcPxLTBPeDkeu2eBgMJeBBCAXCsztfX6oZp1Dokv86IrJHVqahceB3pIMFuzvpv6lVQLS/l6paEUqlx3TItDnh+7IxZ5cwLzH08XJgzwCCMQg3NiIJmbrRWCwW8dJLL6FYLA79nuN6jniz0TMXmliWDOFfoNqmpOYn6asxTUVCIcTISnHjjIGLAPe9nvVaCcQ0Llw0st2RETXrCD94D+ToUP6CUsx8+vfDunkLNLM2JBE+QoiKbF1ALus8oGgx7hhgdhPeo4dw33sH4cEeaKkMY2kZtFCEaNoTizZxz+2QfE8gVAMEm0ivLd5sTq2/VjvS4SfiqN0IhGGHonNXKBk5Q+ok54BLZWxNAh4GEMg3NG4vLA+zxlapBNZsdkjAD/tQiqB3mPc8y78n4hhENwB9dIXGaSOEgP/oAaJqZaz3t7qyd8+FlnnX/ER6jJ0U3HNb45SQqXrNosMD+E8eX9hmvJNCCBE3NO4U8MlCDPPMRiPHRcSqgoBUJgy3tlqpPpqG2d//B2FevRa/3ppDhevIdHEA/AKmNysUitHhrgP/3j2Eu9ugxRKMpRXQuKaKmqZ0vE9gzeOuK7MRevWAorF4z4g9pdoRUQThuqAnUa8VQw0LvFYbet1OU7mHTCMEZ2e2XcelMrYmIfPIXTcn854ozmWRohjyd6kEfK2a+QsxdCFf3w2rrssH5hx6o6Xsewii69Jo9L2pPiSe5+GDDz6AN6RRJ8IQrFFHeHAw1oZe+D5EGPX1GhHT7GgNcF4RQkA4rjSeETfdnmINkAhDRAf74M3G0O8ZdQxcCKJIikToA4ytE4hGnjTCc1viGL6fk7e3XngJxuoVAEBUqwG05UDjngcRBNJQu2AKjYpLOg8ocowzBmQPSRfG8ipoe6Nhw5B7Mf/4Y0qEAQjQW9CISLm0Y2fe+D54GHTsUUQUwX3/3Zyw26QgBQvcc4dfZxiLgw1DpBFSCnAxUq+tk5wDLpWxdVwvuOAcwsv31OKe21V+Pdzbbf1ASS50SggdWmaZN5s9N0rkHBtbaX0PpfJ7sOn22hJCwPf94T0qvg8RhGC16li1LDwIBnY9p1YB3HXOdd1dgoxUBiCGHKvUMCE8d2pRVxFF4LaNYG9v+Hs64hi4CAzqsZVjytHIk0TOi1FOHINnairozCwAIKpUIDhD+VtfTl/jvg8eydSViyaHr7ic84AizzhjgHle/35PhIBNYPPOXRfoUeudIIBjpxGKwAdYpyOONerwHz6AlxEQmhTEMOX8OmRGj+AcEDwX2erplCexcMgIxtZJzgGXytg6LiIM4wW85QngjtPV2MmmEhLaVlulDbeIiyiC8HqHeUksYXweZdOz3z/1qp8ho5EHflxbFyEaQ2WIe4O7shPTlOmG57TuLosIg7inURzZSr7blDbvIopko8SjwwvZkHdSiCiSIg9DGFvTjkaeJLINQQQkPbY8L/ec0VIZ4eEhQAnKv+dbUbhzN62REIEv+9hoVP5bbcoViksPt3s7vgEZ3ZrE/Mkde3AdlRg+O6rn5wSBbATcBrNt6ch89HDsMopeEEKkUTqkAztpLJ/UbIWHB7C//rWuc7LUQ5iMcMg0UMbWCCTS1tkHjrmO9BAkxKHfcG8nHRBE13NNXommDRVG5XE9WM/cXUDKpp9D72t24pKRLXamjEbpXSLQSmVER0cjGw282RzYlT1JE2AXoL9Rq6eRnBTTqOs0jS3TBAhBuLt7LusWTwIRRRA92g+0k0YjL0CdkozoRZk0Qi+tCxWQ0srUNFD+lo/DvHYdgDTAgFYdLqGarItQY0uhuNRIQa/+9U3UNHs634f+nDAED8I0Q6Qn5PgNfIXndRWeYM2GDAj4PrwPP5h4eQe1LLB6fbjjMibTAhP1b88Dbza6p2tSCgiuarYuAiIMcyk5IgyBKAL3Y2OHEBhr6/I130/rcYiuyZqk+OGQi3g0cIMolQij/t6Ucyj/LtMxvVyEEDgZ+fdh4c0mqGGCFIvgnjtS9GSUruzUtMDqtTM7QQyLCMOufQenJrgQyd4b2uwcompFRbd6MIrhlEYjz6Hzph0RhbkWHcx1WyI8hgltpozSt34ina8BQCuX4zcLWQs4wX42CoXi/MJ9Xzpg+tVgGyZEeLxsDp4VDutC6sCnFDjmfqldfyCBVY5ATRP64hKC7S2E21vH+px2iCXrtoYRRROcQWRbLcV7q67ZQITIfdQZ3UtdKmPLOKbEpQiDXNGi7L4dQcSDhhgG9JUr6evhnkwlJFpck5TUdunaUI2Nh9motkfNzgMyHbPTezNNj7ppmrh16xbMflHC5DzCENz3QUwDhBBQ00J4sD98b7QRurKTgiXVh855sTb3vI48c6LrU2mUK4SQ94LIej+i6wh3dgben1HGwEWBRyG6WsFdmHY08iRpd9xER4dpzyxtZgazn/gkjJXV3N/QmZn036xWA6HDzdOK88VlnAcUeUYdA1IVmvU3tjQ5XxxHWCL9nC5GkOAc9muvyrIGTUvr3sf6HCbLNtpVanngg9s2iGmBmiaobsC998FExTKoYcqa62H2rW1ruohCuV/qYmwlfW1HqWU7yTngUhlb2jG7ZLdvKEVck5IYUbRQgDY7m74e7mzLf+g6RMRafYiGXMSZbQ9UEYOuSUXEc+R9FYEPHuVr34imTdVo1DQNc3NzQ42BdmOJlstgjUaHfH8vRunKTg2pVjmKqt5ZhDtOhzeOGKaU0Z702GQM4C1vlzYzi6heG5hfPsoYuChk5c+HgkwxGnmCcN9PjUwhBMKDg/Q1c2UV5vJKx3u02bn031GtCsSbJ5VGeLG4jPOAIs+oY0D4vqyTGgAh9Fg12CIMQXrIcHBbthDirnvsyFaSZp3UtKaf0bTBfT9VW9QWFsAqR/AePBj7s7pBCAG3B+95BOO56859uefuVXpBCEaKbJ3kHHCpjK3ouAWFjpOLxogg3w2blsoAIS2lq6NDGXrWNCnBnKTnDLGIC8YgHHtgdIToBkQUnivvKw9CoK2OhGg6xIidxUchDEPs7+8jHGKCajeWiKaBEILw6GioYvlRFd2IZSE6Ojq3qYSCMTm22yZuYhrgQTjxmkLBufRexeOHaJqMPu7s9E1FHWUMXBSG6bGVhWjTiUaeNNzzgNhRJYIAPNN6IyqXu64F2tx8+m9Wq2Ykls/P3KoYzGWcBxR5Rh0DkTOE4xtxKnazMbaoTj8lQtZogNu23OtRKkXFxtwzpPoDbWsDc+xcZC1J1Q8eT1YsgyR1W4NKaThDpq2tdAQKAVbrXjYgRB+1wi6c5BygjK0hkWHXIDc429XWaKkECMBYW2t95v5uSzUwiWwlHtc+ghCySDscWPeTpv6cozoLHvgdqU1E1yHC6cm/R1GE3d3docZAN2OJzsyAVStDea1G7cquFUtgdvPcqhKKHnnmiSNg4pESxqTqUKY3Ep2ZAWvU+ypHjjIGLgKtOatVY9p89Xf7GlPEMCGcKUQjTxDBWBzRa8m+Z9WvPKsA1uX75YytONIs1V7P77VQdHLZ5oFJ4W9uyJ50F4BRxoDgHMIe7PgGYmPL98fej0mHfve9Q1SvgbuOXGupJg2RMefpdv2BhG7ZO1p5BtzzeoplsGYT7nvvovHbXxm6Xo1aBVkHN8DBLiN9mWwy3wPRNbBGd0ONACNFtk5yDrhUxtZxkE14I6AtspWtb9Bm50ALFvTF5fR3QSIBT5B7AAlE3w2NTGXrXSiZHifJUz1DSn6DkClnbV4iXQOPpttra1i69TajpiUb6Q7w7qRd2QfctyzEMIAoQjRkmuJZQ4RBnBaav2ZpZGDCNUBJ742skhKhFLRYRLi7cyEEHiZB0mOrJX/ugtWqiI4Oer6HmIYs0j7HqYTc88CDViqM8DzwTNqJmF/o+j59sfV7nhichKjIlkIBuS5OomnveUP4/lCObyCWfw/Dsda8xGnebc8nhEB0cCBrwsJQZnVwPrZTTERR11JeVqmAdqlj0heXEO5s58QyoloVzltvovFbX4L77lsI9/eGbpOTBAm4M9jYQqahMQ8C0EJR7se7lJ0IHL/Z87RQxtaQpN77bGTL83IGlL6yCjozC1ospX1twt1YAl7ke0sJEPnQ9Po835dqWkMWt58lJb9+CM4h3E5ji2i6VGg85e+RGktdvFi0VAI7POy7mU+7so9YeEkKBbCjozM7UfSjW1poiqYN3VNj+A+M5V3bng1angFzHISHvY2Jy0S7/LlsJunmG663kUYjz7FIBve8XCoM9728BzXjDMuiZX7PPU/O94Se+pykUJw2gvNjK+2dV4Z1fAOx85vzsQQlRBjIvUOXdEXuOrL/lqYDvh/3lBrf2OJhAIH8+sl9H9xugvse7K+/KvsQxlDTBNE0ePc+QLi3C/ub30Dzt74C78P3QTQdxtpVQABR5j2DkAJa/R3MScokEBtRYQhaKICHQc6Blh6TkDPhsO+GMraGhIcBkJGgBOQDIDKKMPrCIowrVyBYlCpdCc8Dq9ekAERmcPTrtSWEkKk+wxbvEXpuJsE0V7gtVH5WInT9jCVaLIE5dl+ZcREMluvvBi2WwB3ZTPC8IaIQ6OETILoB7tgTrUcTnHU8i4CcaGmphGhv79w8D9NEGlut2kMRBBBRiKhS6SlGk0Yjz3F0kDt2zkklPD9VjIVhAInEext6Jo1Q+B5EIL2qaiwpLj2MQTB+7lVzx2FUxzfRtLHqXnkidNbN2Go0pHBFqSTnI02LZc7HNLa6yL5z2wYPArhvvQH/4QM0vvLFNJ0aALSFRUSVCppf+yr8hw9ACwWY61ehlWfk2lssItzbHdrYoaYF3mj2/XsRhi3Z9yiUPSN1XQYv3C5lF5Qeu9nztLhUxtZxlEd4EHR40rnr5DYl2uIS9PkFgBDoV1p1W+HuDojWpbFxjw0NbzYQVY5Ae2wK2iG6fm7qfUQQyAeoVx+JKXmRh1UfkhvS7sYSIUSKWez3loFnntfT8OgH0TSZKnAO+0Vxx+kpwkBMQ17TSW7e+xhutFiSkYwuz8NlUyFrX8REPIdxz+2f7jGNaOQJIR1VjVx9RVSrpuOPlmdQnpsD1TqXPmpZLVGNWGWWaFrOoaY4/1y2eWASJKnbwvfOrZBTllHGAHOc4R3fiOu2nObI10kEoXQidjHqWKMhX9N18MCXfyP6l6L0/BwhcjWt6WfYzbinaBxtYgzNV383/R6EUuhLy9DKMzDX1mUGVwatVAZ37J7iFe0Qy5JrdTejCUhF5JJyARHGafFUCpZ1NWgJke1OhkSpEU6J4/TZ4p6bKyZM8mtTrych0Obnoc3NSwn4+cX0b8PdHRBdSpunDyCVi3j7Ayk4R7C3B3AOalrDndw5kn/ngfzOXVPOCJmaF3nYvhpSvKP361p5BpHdAIsVh5J+FYlYCrftodINukELRbBK5dylLfVqjgjEka0omuh97TfOk4WqmzTspeuvE4VARkaY+bJ1BQFB1CfVkhjGWJuFs4DwZRSLWK17HO630ib1+Xmsr6/D6PGMJhsIHgTgoSxER6QaG18kLt08MAEEY2m7mrOapjUKw44BIYRc04cQx0iQIhnhyPVt3HNBeigRRocHAOfwPnwfwcZGOjcLNsYcHUVxWmSbsdVsdBgwrHIE992305+paaa1sO0QXfaTHbpuS9NkymWPLItUdVhrRbbApagHMcyuRl0yXw+L6rM1Jfi4MplCQDhubhOdNjSOHyhiWdCsAmihAH1+AYSSNDIlNzYibmwsN9IkaWzctoizWg1R5TCnjDWIZJCfh0mwmxJhiq5PtHle7nM5RxiGA8cAazb7GktE00AEEDx5DPetN+C+/Sact9+C+/abcN9+E9HRYVcjOdjZgvvB+30/mxaLYK4DZp8f6W3ZoLp7US/QymGfdGSrX/CQmhZYvdZhLAw7Bi4KPAhASMZB5DpSJr9YRLi/19OoJ4YJMQXJ/pOAe640kuLNkYgisGprUdYWlxBFEbjoPga0JJuAMZnSq2kQPFLG1hmEBwHCvV14Dx+MdH8u2zwwERhLa4TOmzOwG8OOAZmJEwwljpEwbt1rLyVC7vtg9Rr8hw8QPH4E55tfB3OdWHlvjMhWFHZtnMwqRxBdDB/vvXdyfQr7QU0Lwe7O8I46w+itcMmYzGJJ0wgjgMmfZfTQ7qyfp6MJGp3kHHCpjK1gzM2D9OYEnT22Aj+deGihkNb56CurEFEoiwYBQAiElao0iGKVr6SxMTIhT8EYwr1dEEJ7Rgp4ECBImiXHyIf79MUlhkGmnHUP3co6Nm/sHhX98H0f7733Hvw+E6DsbdZbejVBm1+AYFzKj4OA6DqIaYEUitDnF0CLxY73RIeHCLY2+k5ChFIZHj9HqYQ8qcHrU6NGqNYzVWAcBOd9xwgpWOCu1+FZHGYMXCS47+V6nyUqoLRUBnecnsqaRNfBw/MpksFcF0ArFYd7Xq7ugC4s4NGjRwiD7nMlLc+0jhXX2grGAaVIeGbgvg9/ewvee+/Ae3Af0eF+T+94Ny7bPDAJBIvStLXTrqueBMOOAalE2NuZ2I107hlhfMlelX7XdZQ16mCeh+goFp9gTIppoTNVfKjPSlrsZPZh3PfAbTvn6DVv30n/bX/td/oKuiXQUlk2Xh6yZo1aBXCn2VV0TMQGfppGGIVy3ScE1DSlSEbbvoKQ0VQaT3IOuFTG1rjIOh6Wy3EVQZCrC6GFYmpsafPzIFRLRTIAIDrYByLWGlSaJr1FmZBnVK0gqlagzc71PJfoYF/2O8gM/DR6cMZrCwTnEF5vYybtGXZKRqMIYnGMAcYW0TRoMzPQymXQUgm0UAC1LKnY08PoiCpHUlFoQNSKFktSwOCcRBVEGKev9sl9JqYB1mxOzIjOFs12gxomRBiADZCVvcgIIWRPkkQcgzFwz5OOgbi4Ojrqnu6RitWcQ/l3Xq/nUn5k/V4rpVRbWun7fm12Nv13VKtKr2rbPK04HbjrwN94AvfdtxE8egghBPTlFYiIjWRsKUZHMC47xuL8KB9PAu77XcWYBkF0vWvPql6IOG0521oogTUaMq07Mx+zRmNspVQedtaGcdsG8z2wuPk7MU2Uv/Vl6MtyvuSOA+f1rw88NjFNiMBHVB0yldA0wf1Oo0l+KMupDoswwj/70lfwF//n/wVff/wEIow6a7MTlcYzGLVWxtYQJBvK7EY6V68F2VQ1eSD1uXnQYhF0ppyGQKO9XXDGWo2NU+nOKP6MEOHODqhp9Yz8AHLQc8fuqgp01idBmXIW9U4503TZFf2U0iG5nygJjl/b1/W4nifr9TyvVXzaA1IoyL/PeONPC2bb8Dee9J24+hX1Jsi0tPEbPXZ8ZkYOtudnUjrQsL3QRFHOQdQu/EItC+Fe73SPSUcjx0WEIfyNJ0Ope/EgAPecXBqviJ+9BH11rdtbU7KOLlavtRrSq8jWqRLs78F9712EmxsgVIO+spqqoBFdP7c9Cs8NnKXZ/8NEOKZBVKu1+pYeE+46wN7OwL0Gd52RDS0gdvg57tB7GZ7Oz517j6hyBNbM1yDzRl0qpY5xL7qpBzO7Ce64LSGhYgkiDFF++VPpmhE8eQR/43HfYxNCQDS9b3uR3N9TCkBIEZL282R51eHt7W18cWsH1SDA53/ndwCIrsYWhBipsfFJoYytIZBdrPNeed6msJZdpIlhQFtahghC6HF0i7sOhJdXL0SmJ0B4dAjWbIDOtNJYuhHVazK03d55e4riEpOipUTYI+VM0041J1z4PggwtMTrsHDbTmX+B6kNyslKQ1itTvQcRkUIgXBvVzYJ7rPR5b7XuwYvJm30OKFIyVDGlhXXbV3SWpukoXHiuOGBn+u5RUtlsGazZ8qqjEbaU0npHRYehvAeP4L/+FErhaYPwvPA/XzbhlyPLU0DXVzs8e74T+ZbtbJZx8hlHUdnBVavQ0SR7GVZKuXmaGoVwBuNM+9sPM8IxiAg1yZxSvLvzG4i3N7qujEf6TjNJoKHD0EODvq3cREC3G6OJI6RQEwTPPSHrkFPspLa9x4iisAqRx3OV2Y3ZXrdOMaW76epeenxms28zPvSEqLKIWixiNK3fiL9vfON1wZef1oq920v0vH3pgVeq3WsNdloKgAcbLfKZyqxAnJ79JBQKufqMSXxp4kytoZARpHyl4r7Xm7zqC3kF3FjeRmCMRgZTyprNDu8+4IxcN9HtLsrUxH7bCIF52C1qlS/a5/wdH2sHhgnuYkQYQAhRO+arSRcfEo54cyxR5J4HeW4gjOZInh4MHADS0sl8HrtVHua8EYD0dEBRBD0TQngXm8lwoRWo8cJOQPiZrP9oFahs5ntJSIxtpLxLB0dUSptTk0zvrc96rYmHI0cFe778B89QHSwB61UAqtWB3pxueeCIJ/yw5otRwctlnoqaSXo8wut49lx6qsQZ7Z3y2VB+H7v9HPLAg98lUo4RUQo51yi6RCnNKdyxwZrNBAd7I19DNaow39wD8JzAN2Q63GPKIhUGfZHEsdIkKJlHNwbbs3rtdazRh3c9zqU91izKVPmWDiyQ4y7bofse3R0BJExosz1q9CXlhFVDmHdvA3zxk0A8po0f/vLsF9/reM/581vgtm2bDo8qL1IBmJZcTCi7RpwBkJbxmcl43CrByGg6zL4kL1/qSS+imydKtaAhbYX3PM6cmm548gUqhi9zdjS5uZBTAOkkElpaSvoI4RC+D7Cg30w1x7YVyvp6yUY6xiYRNeluMQIxpNgDP79e7lO4dNE1iENnhim4aEsFAp46aWXUCgUun8m57IZ6jHaA/RCeoyInIQcZ2BPNGko+LK3xikg2w/sAlxAm5tHdHTUdSMja/C8odIuCaET2QwlcvsDI1u6TEnlmbqtQWPgIiGiSDbiTJScYoMj6zklhoGoR1rOpKORo8A9D/6jB2CHh9AXl0HLM2CeOzC1Nmo2gbZNRLi/l3pHtdlZWMUCnrr7FEwr763+yte+hr/9j/8HvPLwUes8XC/dZJ5W6pQijmT3EeEhlIIIMXTa62WaByYFDwJAk8JdqcDCCZKsNVJJdX+stTGqVeHdvwceBChcWcOdl16E7vs9MzeE70ME4ViRLQAy22jIMcldt+vegzUaYHHpSO7vHRtEoxARl6p9QyKSUha9TRzDsXORrcLTz6D4/IsAoWC2jdK3fCJti8FqNfj373X8533wHuxXf0c+jwPai2QhhhmngOf3B4KxbGAL1YyqbINzIAggPC9d2wCkNVvDphGe5BxwqYytcdLDEsOmo9u260CErZusLy7lXtdm50BL5ZyXVQQhWPbh0yiY4yDa34NWnh14ftxxwAMftFhE1LbxSMUlRpgEuesiqlcRbm6cSH0Gc3s3v00gmjYVDyUhBDRW++uGbLx7jIm1D6xakeIZpmzix4aoxyKGgahydCppXKxeQ1Q9SnvGcc+TYgFtiESJsEtRbzvENKSU9rFPjgF8uIJlouuImq00g0Fj4CIh54HW2JGNMPN/o5XKiGq1rq0GJh6NHBLuOvAf3EdUqUBbWpatFuJ7FvVJrRVRBGE38/VajIEdtRZ8fXEJBAQ07jUGABFj+OzP/Ax+9J/+GH7n9dfxP/2nXwSPnznuezK9xzg/TeMvIiIMwdvU0zrQ9d4S0m1cpnlgYiSiRLoGfgq9tmS9dwhanpGqzft7I62NUeUI/oP7EIxBX1gEJRRavNaHPVKUeeDLTJwxarYAgBrGUKp8vfaYAMBqVfAuhiV3nLg+aXjlPSDJeMg7LnjTBnfdNKWSFArQl1dhXFlD4e7TYM06CKUof/JTA52c0dEhuOuAFkt924tkIYQAlHbU5SaOroRa5jo0uUBo2x1CdWmz5yHTCE9yDrhUxtY40u9yQxnmvPeCMVk35cfHixsaZyGaBmN5FdlKRBH44F5L2pxoOhBKoY1ucuHtcMcGRJwP3G5saaMr+XHHhogYmOfA39qaakpht15l3SCaPnIzwGHwfR/379/vKfXJfV/25xmQEjcqPAhkU0TTSlXe+BDF3LRYAms2TnyTJ9sP7OXaD9BiEdHBQccCmxpbAwxoIPZe+d6xIwRS9n1wZAuQueCi0UyfiUFj4CLBoxAiM/fweL5yP3gvzXNPxFhYpUcq4YSikcPCbBve/fuIGnXoS8u5TQ4tlcDq1Z7GH/e8OOWn5SwRvp9bwPWlZQRhgM3NTQRhgMNqFf/n/+7/jp/7/H9O/8bxPNii9X4RhrLY3fPORR/Di4jsr9N/npFZA/ZQzoHLNA9MAplNEMr+Rpqe6xd6YucQ+OBxdFObm0N0dDhQbCohPDyA9+ABgFaacDIPMNMEq1a6Opu566ZOmXGQa547UFlYhGG898jvjQRjCI8OuzopueOk7YNGM7Y612xmN+U8GUeDtLl5aLF2QOHuMzDWriI8PIC+vIKFP/49mPuO7+r4z7r7THq8YGdblkL0aS/STrfemDwKWw2NhUClbS9UrVRkaU1XJcPhIltK+n1KjNPALN1QtikRZlP5iGV1rQXQFxdljUS8aeC+B8QeGiD2vNdrfaXes7BGUwooGEba/yEh6cY9bNqPEAJRpQJimtDnFxEd7CM82B/qveOQNgdsC5UH21u5vmEyTSGcuOHHOYfjOD3HgAjGk3gd+LmOLaOR8SaQGuZQ15maUr78pBX1WK3a0X6Alspgjt1RTCzCQDYYHqLOjRiGvK/Hndw4h2ACoIMXQWJZYJm6rUFjYNpw14W/uSGL/ad8Dtxzc/eF2za8+x/CffObaPzWl6XHlhAQSno2rCTmcJ7ZiZyv68J/eB/MsTsMLQAgVgHc83tGhbnnSvXFrMfW93LPj768AsEFPM/DG+++j//m//b38Pq773Ycy4mfVRH3UZQplcGZFyC6qIgoGjg3p6lIQ2RonPY8IDhHsL019fYeIgwRbE/AicoYwEQryizEiddV8yCUaw2loIYJgCDc3+2vlCsEwv09+A8fyHYtmTUtmQcSJ2A3QSrebA5VViAYg3vvgw4RH2Ka4EE40HkslWI7Hb3ctsFdp6uIB3fjyBYfMY0wDGXvqszawBoNcLs1r+qLS6AlWdJCDAPFF14ELRbBGnVQqwB9cbHjPyvTkyvc3hrYXqSdJIMm59wLMi1eGEO9rXSmEh+7mzE6bM2Wamp8hkhFHTITPQ988MBLJ5xsQ+Ms2vw8NMsCjfNCuefJEHwir1kowFi5MrBoOyGqSuOI6LKeolORkHZN9+r6vTyZp0sLhbjRaQnh1ubU6oS6Ga0AEGxvItrPFLxq2qn02pISr5MXx+C2HafayUmbFIrgjcZQKkVEN8AmkXo3JCKKEO7upL2Y0vOgVCokHh7mUjdEEAydykEmpDQp5WD5QIGM5DMJ52cmBYzVawgePYD7/rvwPvxAXs9pjXPPy3kvueuk0XBu22Bx8TItlmVT2C5OGrmB9U+kXinxruqLS11TO1KJ7x5F19LT2ylilFXO0q9cgRACv/qbv4m/9Y//MQ7jDdbK4iI+8ZGX0r+z9djYioWI0hTtc9h37CIg19n+80xy74+rVHcSiDBEdHjQIXowaZhjy3rbYzoJZHPZfDbBia/PgZ9TvdVmZxFVKj2voRAC4e4O/EcPQAwzjdR0gxZKYIcHue+UNHUfJI4hogjOW2/AffMNBHt54Y40FXuASAYPW+2AsrBGHdxppffR8kwa/eKe12pLMYLyngijnMIfEPcAzewzjBs3c+u/Pr+A4nPPg3u9o3Ta/AJIQWZnhft7EFEEahX6thfJksyxyZ5WJAZ9UnMchaj5+c+u1mughtFpjBKi1AgnwT/8h/8Q3/Ed33Finyc3Gm2SlEEAbucbGmdrBdLfl8qy/1byWhRJEYtsRGrItDXu+xCuI9PRDEOGg9ssfVoqgdVqQ02uzLHBgyA9b61UhmAMwebGVDZXaa+yzEMsOJcFoBnv+Wk0NhZCgDXtsVSHBiG/W1am2Bpa/ILouuzPdUJ1W1G1gqhe7xpp1cozMo0rc6+45w0V1Uoh5Pj9ipKGhcNGIA1j6FqOaSKEQFStghRL0GbnwJoNeB++D/fdd+Bvb020ZlIwFqeKxEqEYSjHUWbeCba3AMgUUeY4XVMJJxaNHALWqEvjuE8OPS2WpKOi7VrJeaTemmeT33t+a44kBMbqKv7pv/ocfu6//Erq0fz4Sy/hf/lH/xCfeOkj6fuaGW92upATgJ2iOuhlhof5lNheSAnp6qm2KxgGEQSyXnrKNbnck/XBx88mkKlqqTPyFNrMcMfJ7ZWIroNQinBvtyNyJzhHsLMN/8lj0EIJ2gDhMVoqgdk2omyrh8CHiIK+Ndw8DOC88Tr8B/cBQsBqXeZQqoG7/R2mva5lVK/l9gna7CxI7JjP3dMRIls8DHJGq4wmOa2MAUJQuHO3433mzdswb9xCdHTYdcwSQmBevRYflCPc25XXtU97kY5jaFrr+8YiF8mYE2GEepg3tmquK697o94xBk4rat2Pc2Vs/bN/9s/wD/7BPzjRz+ROp6iDCIKcJ5iWyl2NJkIpjNUruVA0c52uXuTB55EYR2ZcBNgpF0osK51gB8HqtY6Nsja/gKhWRbizPfFFgAdBRyM94fsyHdJ10oclqWuadH1EdHgAON0nPSmO4U9HHKNWAc3cfxleZ0PlmxPdkEbqCdSK8DBEuLsDalld03WIYUAwnosstC+AgNw0ew/v9/yc434XwfONDgdBCwVwd7hajmkiPDeWxS2C6Dr0+QXoS8tyY/D4Idz33x06v33gZyWy73rSYyvoiJCGO9LYIpoGCNG1SDyJRk772okwBG80Qa3+ylDUsuR3aS+k9j3phW5TGIwyzd9poYh7u/v4lS9/OX39+z/zp/BP/s7/FYvz85jLeL7tTIQ76YtH9AkJvChGhruD20sAcdqw652aNPmwiEgKfky7JpfV67LW6ZgRWRExuflN5lxdH7p/1CSQSoSda402O4eoVs0J5wjGEGxtInjyGFqpPFQtPKGyPjkrAy98H4L1TpHnvg/nm6/Df/wI+tIytPIMeLPZ4SQmpgnWaPRd97hjd3w3IQSiw4OcCiGdm0+zoEQUggcBCEaTOW9/lpjdlOmK8ZxKS2XoCwsd7yOUovj8C9AWFhDubiPY2+n4j2SU/YLtrYHtRTo+w7LAG/V0/cpGU0UUoh7mDaoG43GtbqfK9zj9x6bNuTC2Njc38Sf+xJ/A3/t7fw/PP//82MfRxxA/EF5nTwIeBDnPgjbXu+ZKW1hMvREAAD9IG9iNAnecThWZtuL1pJ4rOurvMeNBAFavd0xEhFJos3MId3fAJrTxy55/x3V03dSY6Og/NsGccO77EHu7WPE9kC6GqIhTpSYt+y6iCKzR6PC4E80YqgdFK31p+r2OoqNDsGYTtNw73UIrlRFVDqXISxx9bC/qjY4OETx61DUySQg9/nfhfKSSZZmTLydjwzBw7do1GFOQ9x8Es22IMEhr94D4eZuZgbFyBSKMEO7tTaRWMVWcip83EfgdhgKr11MDjBaKXT3E8iTJ1HuVcc8F9738PNkDYpod8xv3vFTIIgs7OkrTSWi5jMd7rVrJH/jez+D/9Bf+AvR4MzU/O5u+1symjMdRUWIYEK6rmhufAsL3h4qgU9MEonCgqMtpzgOAdO4RSmVN7hCO0XHgYSgNOU3vcE6MiuAsV0qRiFhNu+40/fwwhAijjvWZaBqIYchUtXiDHmxuINjcgDYzm5ZvdEPXdayurqZ7Qpm5UUtrPFkfBxN3XTivfx3BxmMYyyvSAR73emNtDt0kutPL4OjVPiVpEcMaraiQsXolraUCANasQ4AMnUYohOh4lrhtI8p8hraw0LMFkVYqo/wtH0fpWz6O0se+Jf/fR34PzPWrqWJouLMlx4xhINrdHer8kpY33HUBxiBYa8zxMES9be6tcx6rgod5p4VGwYfMoDnJOeBcGFuvvfYaFhcX8c1vfhOf/vSnxz7OqMaWbGoXdkhbcz+v7a/NL7a/tfWZGWUX+V4fwh99wynlmTM9cnQdzO6cqGmpJD0pfTZIiWpTuxEASO8xNA3B5ubEmuoKIeIoSNuEEj8oIgrbPGWTTVNgtSpIGGJ2ZhbRkycI2/o/cH864hhJqiYxTYSHBwg2NyCEAC0UwKqVgamSsjEim3ox8rBNtaV6nS9Vg8IAvEtRL3McMKfZVU4cunZ8LyvnQ3Rqy5xzUsvhutB1HUtLS2M5XY5LVK/39c5rc/OIqhWwIWsu+yGiMOeV7SUckES3tFIJ3G52rX8gxvQjOtxxhhZa0VKVztY5McdBu669ECInRKMtLGA/E7175vbt3N/Pz7bm6GZmnk1qYKlhgoeBqts6YQb12OqEDDQuTnMeAFrp19QsyLSsKRgtwnMhAh9auQzhOMdzErS9l+jayG1mjoMU1+p07AGANjMLVq8jPDyA/+Qxgq1N2bJkgONG0zTMzc1Bi+ccYhhS0CF2gvYSx2C2DfsbX0OwswVjpZW1lPQfa58rCaWgpoVwd7frep9I2rfvMVmjDuY6YHHUjhQKMFZXQTN7SVargxAyvAMzdZBmIluNOnizdc768mraT6sb+sIiCnfudv5392noKyvQF2QLJBEEiI4O4/Yi1e77gTbSTArXiTNYWpEt17YRtgUQGkzEGUKiTf6dAtFw4/0k54DTmW1G5DOf+Qw+85nPDP33d+/mc04TeUfHceBmvF6apsE0TXDOu0pAmnGRXqRRIPN6UK/nCwVnZ3PvJ5TANEwICISUgswtpK8x3weLDaEgDCB4fgDpug5N08A5R5h5OL3DQ/CMAhsjFKJSlYo68UbDMA1Q04J/eAh7fx/66pXccQ3DAGMM9sEBokzhOyEEZuxxD4IA3LTAjg4RPn4E8+YtmKYJTdMQhiGitgl20DUsFosQYQjfsQHdAM38DXNsgFDwMILfaIAlTfM4A2vUYUFumrwuRl+hUAAhBL7vd+TnGoYBXdcRRRECz5MKcILDD0MUBAcePgC4QFgugxCCoFpFFMiCWMM0QAlFGIXgbeF5TdOg63rHvel2DYUQCCsVRJ4LRgicL70CCIHix1+Gtn4NvFaFe3gIbXERVKMwdANccIRB/rhREKAQ/87LtA1IOM69Sa6hvbONoFaFtrSMKP67ZBwyxnLHZYSAb22ifPsOeBQhYgwkc/39Ixn54s0mwpmZ3DXkUQTuOCgIAc55RysGQkjaZNDt4p22LAtgDFEYdRjj/e4NB4FerSBcWcXR0RHK5XK6yI57DUUYglUrmLl5a+A4DBwH7uEBiKanHtPsHBHEzhfGOKKNJ7BMC8V4bPY7LmOs6zXU4u+QnG/YbIJ1Sfvxtzah3X4KIASR78M/2Ie+tJS7hpwLBPUa0GyiGC/0kx6HqNcBw0ifm/bvSinNjcPIscH392HpBkzTBKtXEYp87QP3/VytAJlbwHYmsrUUZyMkxy1kIo71zEIdNerwfdlvh9k2UKuhZBVAKUUQBGBtG9HsPNtvfE/6GhbjLIVpzRGD5tn2Z45SCsuyes7flmUNdQ29ZgO+Y4MWSyC+n5tnu50vtUywRg2+56JtaU2PGwQBjo6OMDMz09psn8C9Sa6hF0tWU1MDqddh2jZEsTjyNex3b9BsStU5w4RXr0HUamkmyzDzbPbeRLaDwPfBfR+apkHTdES2DbfRAC21NubTuoasUU8ja93mCGqYCHe2ENk2RHlW9snrM88Cco/hOi7m5+flHB0GYLqBcHsHUWkGfq0KI46UJ3OE12jggy/+Bm4CMK9cSY2WMP4ujDF41SrE8kpuH8EMA+zoEGxnG/rKam58u7UaAscGNczc+GaNOqJaPZUwp+VZYH4xd739oyPwchms2QR33YHj0IKAYBEiQoB4TvP293NlJ8bNmx3zVr/9CQCYlikl8ucXQObngEM5z/pbGyi+9DHweg3B4SFom7HcdQ3kAnx/HxrkfkGj8hru7e50fG6dc0S1KujaOrxKBYhrxngUwYod1IPGdxAEmOkjnjJJzoWxNSm2njzGQiYfdX5+Hjdv3kQYhrh3717H379w8wYEY9g7OMwNQLK9DTMzmCtRhKONjfTnYqmIa1evQXCBjY0NEMNML3Tg2Gn6zuHhIRw773FeXl7GwsICHMfBbhJ+5QxkcwM6JUgC43XXBuo1VB48AOLF5+bNmzBNE3XPRfOtNyFu3ARi1baVlRWsr6/DaTax8c47gOCAIydwTdNw584deY22tuTi53lAtQbh+bhz9y5mZmZweHiIgzaZ6MXFRVy/fh1BEHRcQ0IIPvKRj0D4Hva3txGaVk7YYOHwEFTX4TsOak+eQCQPsueiaNuYe+ElMMa63psXX3wRmqZhe3sbzTZP5tWrV7G8vIxms4mNd98BefIYmJ0DKIVhGri+tAz/0QM8dFxgcQnk8SMgDADHwc1bN2EaJo4OjzqOu7i4iKWlJXieh+3t7dxrhmHg1q1bAIDNrU1wxkE2N0CaTWB/H1q8QHhPniAsz4LUqqjfvwexto65+TmsrqwiDEJsZMYRAJBmHTN3ngIAPHnypGMSvXXrFubm5lCtVlvjJWZubg63bt3qeQ1feuklEEKw++AB/EoFcFsL+urqKubm5mDbNvb3M1L1nMMKA1jzCxCcY3NzM/MaA9nexmwUImrUUdcN2FlPX+BjcX4es4zBdhw8fvw4dz6WZeHZZ58FADx48KBjA/H0009D4xz1Rh3NNg/i/Pw8VlZWEARB/pwAUM5wU9fBm03s7+/nvw+A27dvY3Z2FkdHRx2v9ZwjGnWQ/X28sLgEbXYWGxsbHRP7jRs3sLCwgNrODvYePZJjMHaMtM8RybXFxhOIpo0XPvVp6LqOnZ0dNNrEVNbX17GysoJms4knT57kr6Fp4gakTPPG5qaM2G5ugjabrTSGWCUrOjxAZX9ftqdwPbCtTZSfex6e72F7Kx7fnAG2DY3qeOETnwAAPHz4sGOzdOfOnfHmiCjCHcJBrQK293ZzGyIAWFtbw8zMDBqNBg4P48iU4wD1BsoCuHXtGiLHwfbBPpCNzNk2yhlvqq3peLzVGhfFOKrvuA72dnbhZNpPHGU2tl6tho1Hj2R6TL0KAYJnF5dgWRZ2d3dRa4sGrq6uYm1tDY7j4NGjR7nXTNPEc889B0CO73Yj4+7duyiVSjg4OGh915ilpSVcu3YNvu93XENKKV56SaopTmuO2NzchNNWX3Tt2jUsLS2hXq9ja2sr91qpVMLdu3chhOh63Oeffx6UUuzs7KDeVr+6traG1dVV2LaNxx98ALK5AZRn0/n71s3WPNvurLy+vg7i+ahsbKLSZqAsLy/j6tWrsG0bBwcHuXGqaRpefPFFAMDjx487NpxjzRExH/3oRwFAzhHNplxvCAUsC8u6hkKzgWYQdKwpMzMzuHPnDjjn3fcnL7zQc45YCQPM6DqcIMDexoYUGJmRqbKFQgHPPCP7It2/f7/DeHnmmWdQKBSwv7+PSqUCVI5AdncA18PCwgKWlpbgOw52P/wAyKSd67qOF154AcCE54jKEW5ZcqO+22WOuHJlFSUOOLqJo7bxXSqXcHX9KjjjHWtr8rqu6zg4OIDruECtCjQaQL2G5Rs3sTAzI+eI3T389//zv8R7m5v4Y889ix/89AwW4zmkkogLuS4aDx9AWIXOfYTjyP3UzVtYvXq1NUd8+AHI9jZgy7Uj2UdEBwdwq0fpnB1aFvYcB3OZ0o/DzScQpimPy/jAOeL5Gzcgogi7tRrCMAICH2R3B1q9LmP5moZwaRmHbdepXC5jfX295zV86u5TIISgGkYIrSIoZA6Wv7kJ7dnnoRECe28XtTA/HgqFAq5fvw4hMmtg4AN7uxCVCm5osvH44cEhHt7vrANvcA5Wr6HhusDjhxBzstetwSPcKBYgOO+5jygWizg4OMDR0VH6fE6bC2ls3W+7Ma+99hpefvllLGsa7t69m0aCEq+WYRh4+umnO44j4sV6bX0tndQFY7DvfQA3qbsiFFeeugtj/Wr6PhJHoAgluHHjBnzPRfUrXwQA6EKkfReWl5extLiU+8wkrFkqlXDjxg0AAGs24BSLMkXQccCqFczPL0I4NkrLy2lDZT0ORS+uX8VsvQHr6tW0Bic5riU4ri4tgs7Np2k7WQWwa9euydzeMAR3HVg3bqAQP+DLy8uYb2venFxD0zS7XkMA4J6P5aUl6EvLrWsrBPwnjyAME6YZobwwDyv+vtz3QZhMU9B0vetxaWy0Xb16tavHFZCTxM25ObBr18Fmytjb3cPS4hK0chmcEFzzPGjFAtiVVRBNBy0U0uu0tLyUM8yz37VQKKT3JiF7Da9fkxOIs7+LaH4BYbWCZJoR1SMszM+DsQimZaJw4wZo3LjPMI2O47J6Pa1BuHnzZldvIQAsLCx0eGiS89U0res1TM55dWEevFzK1Wsl16FcLsuIUgZer8oaG0Jy58ttG3axCMIMsMoRlp99DouLrRRbEQQgcVPFcrnccU7Za/jUU091nK9lWQjDEHPz81iIm1O2f1fTNDuuIQCg2YCIU+lu3LiR+07JNVxaWsJcW/1lrzki2NpE6NiIKkfQZmdx48aNnuOwRIH1q+vQF1vjv32OSGD1OkjBAo3v8/r6Oq5cuYIsyXFnZmY6riGrVhA9eQx9YRE34kixV6ugITiSs9OXVxDt74EIgZnAh7G6Cm7ooJHsb1ew8uM7OjyAtbqS/nznzp2e43DUOYLVa+CPHkIvzWDtylrXyBYAzM7OphECEUXgjToKs7OynixiuH77Ti4FNtrfQy1jHCw9/TSar34dgJw7rl1dAwAUC0Wsz5SxGm+0AcDLnIMhBNauXJGqjdUZaIuL6Tmtra1hZaV1XYD8/D1ofPe6hisrKz3nHsuyes6zwPTmiOvXr/cc33Nzc+m9SUjmZ0JI1+Mmn7u+vo7V1dXca9m5586Nm/A9F/rySu58ADnPtmOYBtihg8VyCUvX868nx02uR3YeyB731q1bPa/hKHNEOzdu3EBk2/DdOFJnGCC+B3Z0iLlnnkOp7b3JNaSUDryG2TlCMIbow/dBTBPlQhHra2swr11LM12y37U9Cyj7XVdXV7G0tIRg0wKjBNriErRYMdS0TNy+cSO3pmePO8k5InhIQeK04V5zBKUUc4yh1Da+k3mWajQ3pwVhgL3dvbRp8cqK7MHHFuZBNB28YKEQP4OlYgmLy8t4L3bivb6zi9m5Vo1nssZxQwcIRXl9vWMfITgHOzqEsbiA4pLc85VKJdy6ehUhj6AvtcZ3InJmBAESd0z52nXMPPMs/GYdiUtv3jBQun4D0DRYd++29ng95gjhOoAQWF+/mgpw2ITAi/ey2swsZlfXMNd2b5L9Sfs1TK9xso+4cwfNjcdwN5+A12sgrgM9CEFME9RxcP2jvyc3RtI1MLOPEJyDVSvQV1ZA4hTu5ZVl8C5pgQ3GgSjC7EwZ1DBRvnIFxDRliQ8XAOc99xGAvOelUu+UyUlzIY2tXtBmA4brwlhezv+e0o7FApApUQBgZgqvuefBIyJNWSGWhcLMLPQuOcIEBJZlgSwtSc8oYzK8Hefpmn3U75IUAgAIqxVQzqBbBdR/7ZfBXRfWs8/BuLIGXXCYbZ9tFkugtg09DGG1fy/Pg2kY0HsMsmRCFKaJyPdgEZJbTHoVFPa6hgDAXRuWVchdI+558MIA1DQgQh1aEKTfV2ialKwNQ1DD6HlcAB2GQO6cAh+a68BYWkrzfZPzp6USCpSCHR2CEgJ9ZiZXM2LoBvytR9CXpdJQ+3ft97mmaUIwBs+xYZZK8LMNE6MIpFGHWSoDjTrMTE8rSjqPy0qltBi50Kfgd9x7IxiDoWkyxbPLd5JpI/laGr6wCFaTPS6y9zRs1KEJDlqeBbNtaBGDkTlnoetgjRoEi6AVCn3va8/zjSIYptn1eUu+a7d7E9nNtAePZVldjz/sNRRCAIEPWpaCIcaVNVg97o1gDKTRRGFW9txrJ5kj0r9fXpZiJdUq6Opq33GmaVrue4gogletgMVjyorvWxAGQOKp1zQYa2tpbzu+twvj9h3wYknWGDo2tNm53Odq5TK0TLRkkuPQr1YQQKYIJXNPr++ajkPLQug50HwPnOkgQOoQal0Mnqs5LV6/gf3YA70wOwtTN+R9rNdQXFiAdecplAoFOJ6HhuelK6PwfRiUQLcssJkyCIvSiq5B59tvfE/jWZ7mcfuNQ13Xe9Y+EEL6HnfQNbR0DbC6P++9zolrGqjnolC81vX1xIjpNQ9M8xpqngdOKfQ4TVjoOqJ6Fabnodi2yU0YdA071gy7Cc4iadBRCqtUgsairscY6t5oFKyQX78plfOL2eP9k7qGso8Uh4hT0IaeI9pon2fT38eb/2QvJoxYvMo0co6Io0wEe7/RgBAto8GIxz4vlcHsBgzOQOOMIkM30rmEzS+A1GvQYse8pmkwOJcKgNl1dH9PigYl4jy6AevGDVSDAD/1m7+NZx0Pv69UADxP7u8ER9GyWvuIHuMwjNOq02sYhUC26fviIsyF+a5tjIDu+5MsVrGE6Mo6wqUlmXoOgO3twLx+E9xzYcb16u2035vQbkI39NRBbegGGl3Um+tJimUQguo6dBZBt2bBEUv3cz5wfLdnF0yTcyGQMTE0A+HWxkC1ogTudsqN8sCXTeriEDktWF0bGmehppXKGnPfk0pBI6iysdgjzzNRjmSz1EsIg1gFsKOjXGGsEAKscjSUxLmchMREBA1Yo9lxjbgn+/4QQzZpzhU1T6gBblSpyOZ6Pe4PLRSgzc6CGkZHcb6IInj3P0Swtdn1vYPgjiNVK0FShaP0vPb3pNiE6w4sHCXGdPuOpTLhI4iDUMMEtayOQlruSaOQFosQvt/RgkAWwHIpJTzu+bIIoFSKPoygkkdMC7zeyoE/DiIIZP3C3HwqGNIL7tjgnttXGSt3npSCWpZU2BrxnnfrkyaEAHOc1DlES2UYa1dl6iCAcHdb1naYJkTYKREPxJLrdnOkOWsYhBDg1UrPxb0ftFAEOzoCq9W6FrLLHltyfBDTBLMs1OJUq6W5OenZrRyBlkqw7tyFVp7BfByxqDftVDxItoWIm44a5on1HVNIhu2xlYVaBfBGpwz3WUCEgUztjTf5SeuFYXsRDYNUi2Xp3oUYBoRjjy/EEYStHlsxRNOG3kcdBykgEUxcKbgXhFLQQrHDwbqVSU/kQmC7y/0ihgERhF3nUEAqojLbTtts9JK0544NHqvXAgCdnYW5cgX/r3/z/8Gvvfk2fvKwDpdzKRJEqdwrDWE0cN/P3UfmOLk1Wr+yNtZcnEVfWoK+0MpmCba3QCwLIujcD/SCmpYUkctEwSpdjK0mF+BCyD1UGLVEMiiRmWhnrNfWpTK26IxMw/O3NgcOTsE5hO919j8Ignzvg0JxoLFFLLPVg4DzVPJ8WHijAUIookzTPNZsyrB3jwmPlkrpQ5sex3XBXBekOOTGTzfAGoP7QfUj7WHV1jA4kbKHpknjyvdSdaNkITqOCh/3fUSHUg0HkCHrQqGQhq4TqGl1beLLHQfcdRFsb42l5MQcOVm2G1oAEO7tpg1j+YDmxrLXVjg9+fekYeUozYkhe5y0G7FS8Y6kvcS6qtgdt4daGIIQiuDJY9jf/MbQ94YWCkDgo6hpqWd7XLjnpiqT1Cog3N/veR5RUqg+wvWl5RmwRmOkvlu9+qSJMIBw7HTh0ebmYK5fTRdEEYaIDg9avfu69KIjptWS5J0gwvOkMtsQku/t0GJJ9ix03a4bhCij9klLZRxkFLdWFhfBqxVopXJsaMk5YmFezgONZhNIopiBnxqZxDBGdpQpjgf3OtfgQRDLkk7NHs4YSilKpdKx54Fx4GHYoZxJC8Wh1GmH/gzbzs0BxDAhgvHWEBGLhEHLXyui6SfSz0wEsjXMqGNgEL32A4CM5NNCPiKy1VYHvFVtGVtCCBmNih3GvdRbCSGgpTKivT2pSp1I2rcJR7Cmndt3afPz4KUSXn3jDQBACKDKuFR4plQa0cMYW209tnizmZ4zAFhPPTPwGIPQ5udlP7B43xUdHkiHLhdDKRIC8fPrOrkxXMu8txj3jxQAbC7A6zUIIFXcJVQDBB9qb3CSc8ClMrZM3YS+sIjoYD8nC9yNXg9C4tVOSHKv+0FMC1omnMldZ+iJTwiBqFqR3tn2dDQhem7WiaZBCJ425QQQe0s6+9H0ghomhOMea3OcRPLao2ncdVH1fPw3/+u/wV/7D7+AWtPuaJR4nM9l9Rq454LE1900TFy/fr1v6mbu/Un/hnodUZeGr4Pgti09ll02zNHRYTo5RgOkvltNnqcV2WJysp7ApMMaLXlzQrXe3tohe2C0I1NKZBSOhwHC3R2EXVSKukF0HTohuLV2pW8qxDBw102907RUArObXb+r4FxGbkb8PEIpaLGIcHdn6I19rz5pws9Hq7S5OejLK9AytaLBdqvBcdRN/j0eg+09ZI5LarSO0UycUJr2AOvm7Ar3W55obXYuTSEEgJsryygsLMJ6qmVoAcBc7HThQsBNGiwLkfZCIoTIJqJK/v3EELFM+igQTZNOzR4Ngy3Lwt27d489D4xDt0bwtFAEc91j98MCkkySeq6tS+okGCciyznAOAjVEOxsp9GJROp82n3nRBgM3RZiFEbdD2zv5NeZzXgvxl0Xjd/8Ehpf/iJqv/GrUr26Xu15HFoqgXsOwoP9lqR92/6R1Ws5I0hfWcW7+wdwM/evwYU0LmKxo6GCB0GQNroXQsjU+uR+mibMtbWB12EQ2sws9JkZ6EmpjhAId3dAKO3aWqQbsu7KazU05hy1jHjXzUzNZJ1zmd2gaYiS6BchctwOEdk6yTng3Blbn/vc5/DKK6+M9V4BAaLroKUSwq1NsD5RBdn/qdOjkkRqErTZ2YH9mYhhgGSa0QnfH3oTJXwf3PNATbPD0y18H8xu9kwPoIUSWJxKB8iN/SgeImLK3jLH6RYvPA8E+eJZQIp+fOnxBrZrdWzWavjNhw9z6TlE0yDG7PMlGEN4sA9qWq0oGQS44BBDdmlKFmrBOcI4ZXMUWL0Gouk5Q01LRB3iHkDUKiA6HNxnRQgxtciWYNFEeozJRb7R6jtiWggrRx3fjRA6fmSAcyBudCj8ANx24D24N7xRTgkix+7b8HsYct9T00AoRXh40HFc7rpgjtPhJR3qVEsy5WSY5tfc9xHtde+TxgM/t+nU5xehLyzCvHo19bAnDSipackeal3GIzUt8Frt2NcuC2s2AUo75oZh0WZmQEyzYyPGfR8sY1zpi0vYy6j7XblyBeadp6C11a0uLLRqZpzMZpXVMtF9qvXcxCsmy+g9tjIYRmvz1X7cuPXEJMfyMAghuqaNkfgZGOR4G+ozfE+mi1mZ5unHcBIIxlIHl//4IaJERVDXINj00tsTeBep90kw6n4g2zYCADYrVQSbG6j9+q8i2ktUozl4owFWrfZc0wkh0EoziA72cpL26XmFIbhjt5xelMK6fgNfe++93HGacYaUzCIZwtgKw3yj+zAEr1RSp682N5/28DqsVPAff+3XsNumGDkMhFLoq1dAM/WH4faW3OtUK0OlshISi7HE6pmCRah7rbF7MyO6VWdcGoy6nq5dhNK01m8QJzkHnDtj6zgkfSy0UjntNt5rsujlUWGeK2u2YrQ2VbRuEEKgz7UGH/f9oSc+7tjybw2zw3vOfU+mCfU4Fi0WZWO8ZkOmATUbI2380qa6x6hRiGw77SqehdXr2M5sWnYbzZzn7Tg54axRj738LQM38AM8uP+gQza2F7zZAKEUWrGEcGcHfIS0TxH3f0BSbAsAug4jo+QT7u2CFgoy1bNLw9ksRNMm1mC641wn5JkUQTymuUB4eCi9U67b+d00OtK1zH0GYxCCyZzsMIA2M4Po8BDB9nB1dSEH7r/1VteeNcPC48UwG62iMzNgtVpH+gh3HOmwGaPeIIluRbu7Az3S4dEhmG3nxnuCCILc2NEWZa8WY3UNWjwncduWqcqmKVP7uoxHYlmyznJC9Uoilu09To0ANa3cvJrAm82cI01fWcbeYcZo1XWEXZwLWYVLO3PPsptgYpgyhfuEN+qXERFF4FHUdf0YBLUK4E6z67PjeR7efvvtY80D49ArWwaQEQ9Wq4wXfcrAPa979sq4TgIWyU0rIeCOk/YIJdp0a4kTukUCJ8Go+4Gdw7zh8eTJEzR/97c6ykFYsxmXmvS+1jK65ccZB50OuqhRT1M0tZlZGFfW8NU4hTChwXjqjCaAbNHRB9novuW4EL6HqNJyQOmLS2nJxT/87Gfxzz73/8bf/sf/Q2f/tiHQ5xegzcyl6164twMYBrjrdk1T7wY1W4IfCCPUkvo1ANevtNRLG5wDQgBBAOH7I10TACc6B1wqYyuLNr+AqFaFv/EYrNHoWDxFGHZdUHmzIVVckuO0Sbf3/Lyl1t+1pyL2gzmOFBVwnI68XFn7FfbciCceM1avyU29749VH9GrLmwQgjEI2+4Ux/Bl8fpOJu95t1Zri2zp0pAc0RgQQiA6OpLRtDFTD2TqZlXW5JTLYHYT0eHwqYTcdeVDz3gakdJm52Cut9Sxov29uLbA7xthBWTd1rCT1MgwJierY8JdF9z10PjN/4rGf/0NBJsbMqrSlhpDNF32cBvrQzgEE7IoOJBF09Q04T24P5SQC9F1qQR6jPRUkdZrZYwtw4SIoo4oVFStHGujQEtlMMdGeLDXc1PDXRfR3g5orG7Wcb6Bn7aaAJBKaBtX1qBlPITBzpaMZAdB15oDYpoTrdvirisj9lNI42B2IxUVAgB9eRV7mQjzUpsabcJcRm69qbU2xLnmyKYRO7hU3da0EWEIZLzxoyDH62giOtNGrmfdI3XEKsgN+DFTCZnjdNSEAeM7CQST6Vib29v427/wS/h//sIvtqIxU0xvB+IIZFud0WnAwxA7tXyUdDszRxpXW+s6q1flHDpgvdZmZsBq1Y6xzV0nnw0zN48m1fD+g4e5v2twnq55AoOdpjKy1QoecM/LpfUZ12+A6DoixvDGe+8DAB5ubuJrb73V97hdv9v8PLRiMW01IMJQqhAHwVjjm0ch6nGPrhlKsJJJd0wUCZkjS3OSeV8QMr4gzJS4tMYWoRTa/DzC/X24778L/8F9RLVWCg33vA4FniRVKrvQ6kuLGIZcj6mw+4amG8ngzIpjpK/ZTYiI9V1QaLGEqFJFVKmAkNFTdqhhdmyYh4X7Pnjgd3ivueeChyG2Mmke+41m6jUD4sUyGH1zxx0HUbWShsTHQQQ+mOvgw2oNzXiTG+7tDnhX9hzs2NDIeNcXFqEvr4DGoXFWbxmXg0RI0vz44whL9DrXKAIhx58GuOuC1avpdwp3tgCBzslVo7JObIyImmAMEFymIoYBQCm0+QWwSgXB5uDoFtF14Jgql9zzZMS7LTKilcqIjg5TJwr3fXC7CdpHenbg+RICbXYOwcYG3PfeRbjXGeUKD/YhPD/1Snaer597j7EivYLa4iKMzKIVbm/1rc0ihACEDF3kPAjuuWNH/QbBarWcgWmsXslFthbbemMlLGSMTzsjCMCareeT6IZMbVKKhFNHROOnOMv3iLTdw1lABKFUCeziBCSEyM3uEGnDPY8vpFhAN/XdcZ0EMo2Q4xe+8Are3dvHL3/zTXyQadY9jTUpe2wR+iemRNiLw91d+G3fs8I4PEpR/sQnMfPp359mCbB6HSIKB9a30kIRIKRD0Ze5jlTNjdFXVvCNxxsdRnKDC4Cx2BEuBgpkJM9S+nObk9e6LftRbe7uIsx811/89d/oe9yu361UBp2ZzakShnHN2zh7SRGEqMcKxnOahqXVVk+5BhPxcRuxqF3ckkkoNcIzBTVMGMsrUiHm8ADe++/Cu/chokpFhq+NtnqtOESfetEphTbTqWTXDT0b2RrBQ8xrVVDDyItjJK/ZTYCgb4pZkv7D7ebQKoS595tmahyNSqIw2CFt6joIgwD7maLHfc/LPYhE1yEihmhENcSoWgGi6FjpSdxx8EtvvoX/yy/8Ev7Gz/48uFVAtLc7dCqfFMdArsZOX12FeWUtbUANyH4a1DQRDRBrIboOHoUjKVgOi/D9DqWpceCemxvTrFoBqIaomt88EE2Xuf7jpC/GRa9CyMWFUC1Nt/Mf3BvsxdZ1IIqOdR2jRqO7Z7pYlN7COArCbZnCRI4ppUsLBehLyxAsgvfgPrz33oW/vSU/y7YRHeynBnw3pBhPyzBIIlvazCyM1fWWalRsKBJKwXrUulDLkobMBBYx1mhMvOgdiFN4q5VWqremQVtcTGu2dE3DbJfUQwC5BtzNTB8dbjvpd042/sdN91IMRkZNxo+6E8McqPZ6kogw6OvspMUSeKM+dvQ4yZjpNueM7SSIU7GyNY97e3ENMyFTfQ5E4Mf7h9M1trY2nnT9ffNbPwnr9lOyTCTJcIqjcaw2eN+iLyx2RPZ5087Nv9bN23j1vXc7PzuJ6NRrIKAy3bYP7SqYzG6m0TdaKsGI96eP2pyWX/na13BQ6XT094MQAuPKFSnWlNQFb28BmjaWM8F17LRP6pyuYWFxIX2tkb0OJK5Bx3DRvpNmqPjsD/3QD411cEIIfuqnfmqs954k1DRBl5YhogisVkVUOQLRtLQ3VkLSGyrZdBPTGjoNRotVC0UYylqrdCLpfQtEFIE1GyCmldu4k0JRpjPZNsBF3/xgQimIpoHZdi66NizEkClswvOAET1MzPO6pjRwx8W+4yC7ZauEEbx6Ddl4FC0UwI4OIa6sDbUx40EAdngIMoYgQf78HLy6KRXa9htNbPkBbgiG6PAA5vXODurtsEZdblrjiSUUAv/t776Goy//Dv7OS88hMc/DvV3oyytgzWbci6nHeesyP54HIejxvloHIgg6IrjjwBrNnDEqwhBESKWg7DgnmgbOmPS0DWiZ0HGuiaGVSN3Gi7A2O4dwbwf+48coPvd8z/enYinBeJEtEUUQdmfPuOTY1LQQHuxDX1qWz+0xxB9yx6YU2swsaHkG3HEQPH4oUwdLZfAwgNHDeADims/E21cogibCHpTCWF+HtriYLrrhzja0hQWwWlWmCrVLVFsF2fjY8zrEJUZBRBF4oz5WSvMgZO86O41s0VIZtFDA/pF8FlcWFkDN7vPYfMbYamQMSu7JdO3kfEmsgnjR4EEA7rrQezTX7foeVxqi7X2JJnI+Y/TYykJNKSHNg6Bnr8VJEFUr0MozAyMw3Pe7rocJ1LIQNupgzcZYEfFE3VPv4nxJotbc9zHKbC/iNPNqxgA4ip8laNpUn4N+kcCTZHtrO/33DCVocrnx3/UDPBf/npYyatOOg6hWScUaRiE42GsZQeUZ6GvrePVn/7/yZ0LAY6OjwWIjo1EHXVkdGLHknpu7jsHmRhrp0uYX0kygBxsbufcxzvGfX/kifvD7/vcjfQ99fgHENKGvrCLaj79TFMmMnhFFb44q1fTfs7qOhUy6dyP2xUS1Ws7AIiBTjbqOw1Df+HOf+xzW19dHkkn0fR+7u7tnytjSjf5fl+g69MUlCMZkrnBbI1LuujKqNUJD4/TYlgViFdKmmDwM5QLeZ9AljXFpWeb3AjLSpC8tIYyb7cp82P5eFG12Tn7WGJNWonbDfQ/abG8Petfzz6i25X5vN7HT7Ayz71WqWMosjLRYQlSrgjWbQ20AWL0G5tip9z6LYRq4ffs26BBRHO442M2c36Fj42a5hGBne6CxlUj1Q9dTA/l1JvD6tpzEXrm6hu+N5Vqj/V2Qb/0EWLOOqFqFud59gU2NhAlHtnr1UBkH1qh1qEcyz5UqQXYTeiI+kPYFGWMi5AwE0nslOE/vJaEUWnkGweOHMK9f77nxM0wD12/chC7G83hxzwMP/J7RbFouy8bClSOwaq1j/jguhBDZA6ZUgvA8REdHafpKNwRj0vCIo9K2VcAv/sZv4Ns+9jFcXV2FvrgEY2UF4aYcm8HOFspX1tKaQ9K24UudRa5zLGMrqdcaRlxo5GPbTekZTjYSMzPwIoZm7JBaW17Ccy+9BL2L5HN2EW9mFmrh+/LZS4wtw5RpK10M0vMMa9QRPHkMce069NUrA78bazTgP3oAYhVQfPa5vn87DuP02MpCTFP2O/S8nGPHsiw8//zz0Cawieeui2BzE8b6VRg9agHTv3WcgVEaYpqIDg+hLy2PvF5nW1J0PTbVBooxtSMYAwhQy6TEV47kukZ0XWavTOk5mGaLhVH2A1vbLWPrI5aJ33HleW1Wa3GN+GEuu4A3mzILyvNARpgneRCA7beyXLTZWWy6btq24uMvvZTWUKURnUYDxpW1gYaFcPPPUrYsQltcStMZH250puP/0he+gB/4098LbQTDUZubh1YoQF9cQhSrOfNmA8Q0wJqNXIrhICoZcZJ508Ri5r2NZG8UO8SSvTk0OlTvsTMp/f6f/tN/woMHD4b+7z/8h/8wzfMeCzrk1yWaJmWF2yaQxHOUHq9QHDpdjZpWzlslPW79JxPZGDdM/wPiPgaZTYEI/FyaS9fvo+vHqx2hdGQlIx6GccPRzk1NVK9ju0uq0k612iH/DiF692vKIBhDdHAgjdoukwIlFLqugw5Rn+RXj7Bnt77vQdOOle8OBtasSDU3GQFNcoY3MilJe0HYUoFzXSl8IpBOSP0YJ5WzL4ylPVSOAw+C9Hvnft9oyM15pj6RUAoyZmNjwbn0XkWxQlbmvOnMLJhtw3/0sOf7KaEwCgXAHU+gQ9YZsZ4bQKJpIIQiPDwE872xJN+HgRACWizCWFnt67EXYZAbrz+5vYf/8ad+Gn/3n/yPEEJAn1+AvnYt7XMV7u7IBuNB0HOcE6qNXcOZkERDpuGxZs1mbkOpzS/k6rWuLK/AtApdm1lmja264wKJTLLv56KhxDTAA3/qSmwnjQhlrYn3+CGCne2+YgpRrQb/wX2wRkOqbk7hWozTYyuLnGt4R/SFUgrDMCbS0DSqVRFVj7o2r88iGIMI/IHGo1YqI2rW0/5Ho8Dq9b7RNWIass57BJEMEYYgoKhmnI9HieM3zriYVgSBH/P+92PY/YCIImxnJNA/VmjNtxuVCqLDfVDLQuGZ59K+UKxelXXfI4pacdfJ9ejS5hfw2sNWfdzv/fi3YiY23pLoGm/IDIp+z1+iGpkqETKWE8cw19bTPVMS2dI0DZ/86EcBALuHh/jd118f6bvQQgHawkLOYcfq9Y79wDBUMims85aJ0swMjPi7NHhrLHPHae2RCBlqv3Tmmhr/wA/8AFZXVwf/YYYrV67g+7//+8c6qWkRjdlMNYE1G0DmBtJicejiTWKaeWPLtgeHfuOHlWekh7WFRRhrLfUb7nlS1nOKEpbEHF3JSNa3dTYs5UEA4TrY7tLgbq9S7ejpRQtFsGpl4GLOmg1EzXpPoYAwCrGzs4NwgHqS4Bx72ztgme960GyCFIpS+W1A7wlmx9KvmcXyCWsZwruNZlvd1i60UlmKH/QZD0TXJ97fJ+2hcszIFvdcMN/v8JomE3p75FVG1MaILjEZ2ULEZJQrM1G2xCSe5Bp5ZwmjEHtHRwhse6x8bu7YA9NC6ExZ3nsxegrJpJHKgvKeMCHwzVj988HGBg6rsueeuZZRJWQM0ZHs+9ZLTYtYllw0j5EPH9VrUyt6j2qVvIDR8kpOiXBlZQWPHz9G0OVZm888l7VGI00N4kGQiyoT3ZApThesbkv4UsxIK5YQPHmMYGuzqxMvqlTgP7wHHgbQl1ek4NOEr0XaYys2eKNqBf6jh13/CzY7BQRSNB1Rm3MgCIKeY2DUc4wODtIG7v2eCREE4GEEDJFdQwQQHY1W28LjiHN76UPu2IYZOw5GaGMShuAEqGfWnko8r0v59+MJDvWDO3YuEsjs5sjXpRfD7geY3cRuxjH80YyxtXlwAFoqo/Stn4B542baF0pK5PsjGxXcdXKOLOPKGl59p1Wv9W0f+xjm4+yiNLJlN6WzlPUWnerosRX3Z00/Z/0qACCKIjyJo3g319fxZ777j6V/84u/MbpQhr68Cloo4EM/xFYYyUwfQkauwz/K1IzNFYugmoaFuLFxPbOPkPXJ8n4SSltRrj4cdw4YhaF2Az/8wz+Mp556auDfhWGIv/W3/hYA4O7du/jX//pfH+/sJsw4PQOysHojLcADAFqeHTrNgWhaLg2PDzHpsXpddsbOGFvG+jqM9fXWcWKv4rT6MAFxR+9gtEmaBz4E68y3TsQ2tuudnsB2+Xcg6RXmDpQMjY6OQAR63g/OOGzbBmf9xwB3HWy3FYQeNptSLcowEGxv9TU6ueNAcIYoI2jyOBNJ2a1VoS+3HBfh3p7sseI4fYtHia5DeM5E+/uIeII+bmRLuC643eiQkI9qFVDD7FwgCck9R0N/ThLZYpGUJG5XBCyXwT0X/sMHXd/PGYfj+2DB8H3u0s9mTNbiDUg7oKYFCAGtNPkallGRQjxywd8KGYLM2E+khPXlFeiZWqXo8EC2i+ghLEALBXC/M4o5LIm0/DQk3wVjsqFoxjAylpfzDY3XrqBer4N12ZgYhoFS7BCrNZstxw2Lcu0v0tTqKaY5nQYykqCDForQZmYQbDyRhkzmWoWHh/Af3ofgAvrCorwWjB2r8X030h5bupyb/IcP0Hztq7Bf/3rbf6/BeeuNntFWaloQdjMXfWGM9RwDo8DqNTC7Kesefa9v/ZKIQogoHErGnpZnwKqVkZQUWy0peke6iWHI8oURxq2IIjQ9P7d3qiTGR3zvpxLVDEP5fTJOmXB7C87bb0wkkjb0fsC2sduQY6tACFYXF7Aa1zdtN22UP/4yjOUVaDMz0LIZR05z5Ogkd9ycQ5Vcv4FvvPMOAGBlcRF3rl9PjS2bCzAhZERVoxCc9cxukj22WNqvTqo8tz4nMbY2dncRxc/EnRvX8elv+RasxsIZv/31b+Tm0WHQ5xfwxc1t/Ld7FfzozhG2j46kY2JEg7mW2f8uxtd+YS42OjMtmuReuCVeN8we47hzwCgMZWx9z/d8D1599dW+f3P//n18+7d/O37sx35sIid21uBxvxoRtm6gNkIhsfz71qZGBH7fSIbgXHqATVMqu8VYN2/DuNIytpjdlIvdFAtVEyWjUQw67jhdJcVlb7AAu128Pnu23eEhTUQGsgZnO8xxwKoVqX5zTLjjYCdTkAkAh3EKhTYzg6h61DetkTUacrMaG06eELn6tEq9Aba0lC4i0cFebDQIRPu9VQmJbkj590l6YpKGlceMwLQrESYIz4NArMyXWeAJpWNFBUQYghCSpkV02zToc/MIt7d61zFqWio2Mgrc98H9YKi0YX1x6Vhpu5NCivnIa/SgbUP0/sOHAKQilrHSktKNqhVZN9JDgSrdXI9Y+5HAXXciKo1dj21L8Y7sPKWvruXSCFevrHV7a8p87DGtNRq59hEdarCETKzn2FlAcC6N1HhDRq0CtLk5BFsbCDafQEQRwv19+A/vA4TmmkkTMnqa+cDzaeuxxR0bWqkMc209959xZR3cc3MCUlmIZcnN5YSdkUIIhAcHMkXfMGULFqf3eOBBmMrYb+3t4bM/87NpP6N2qGWBB0HfNa/j+K4LMiCaTuJa4VGikCIIUGu7t5XY+EhriafQa4sHQYeQQlSvIzo6QjhEyv2kCOo1HMTff1Wn0BcWcbUs5/aG78OOxye1CjAycwuz+ztPu8EajXReJbqO92wHfrzef/JjHwUhJDW2AJlKyB0nNix4zxolEbbGHhDXHsdzF7EKaT11Vonwqes3oGsa/tQf+SPyPULgl77wykjfxzdN/K/fkM2YGYB3XR88CKUS4gjOmWqj5UhJ5ueFWfl/JgScxNiy7VZki8ixfpYUCYfaZV29ehXf/d3fjdd75G3+7M/+LD7xiU/ga1/7Gv7O3/k7Ez3BswJ33Q6vUFbOfRhyvbZ8v++ASwosqWG2oiS6Dv3KGrS5udTDzpsNCIjpRrYoBYHI9a7phxAiVlHs9LJxV6oQ7sabwNVMCtue43TdxNFiCaxW7blIRLWqFBKZgLecuw522rykB/HDTq0ChB8gOuyeSsjDQC76VEs3+5taZ7rUkW6mdVsiDMEqFWjFMsLdbdk/qgtEjyXTJ7iwiYh17Rk1KsxxIOLJ+5fqNv75YR17cXhfeHJznZP11/S+jobe5xsBlCKqVWG/9lVU/8vnEbbJ5pNCEdz3EHVJU5V/QAAhRu8347kyremUe76MAvf91Kh9GOS9fO8/kNE/WihAv3Y9/V6sWgEMUz6nPZ53ouuIesjDD4I59ti9kwYeu9mQRebJxlvXoa+sYDfzvF5ZG2BszctFvNFsgmScN+2pqdQwR04TOsvIKHcEomfqIE0L2vwCgu1teA/uSTEMw+gQSiJmSzBkYucT12USSmNnYnexDEIICNV6Np0nmjawF2UWZjeHitTwZgOsUUvFeIiuI2r2fiZEGKRKhP/Tv/7X+LnPfx4/+k//KYIen0WLRbCD/aHrdKNmM60x7AchdGgngWAyXbvWJmZVbRv304lsBTLrIqkz4hys2YDw3P5po8MeP4qAytHANhZ7GxuI4s9a1TRA13E9U1LzJO4fBQDmnVb2F282UyGgYYkOD9J1ic7M4uuZRsbf9rGPAQDmZ1tzUpNz6dSmGiD6pxFms05Yo56m2GkzM6CxkNODjDjGnRtSCOx7vuMPp8IYn3/llTTyNQz/9ld/DZXMWNuKGLjTlGmMI9T9VjPGftKeI4lsAUAjdtwxuwmWacsk4lYxZ4WhVrxXXnkFa2tr+KN/9I/i7bffTn/vui7+yl/5K/iLf/EvYnl5GV/84hfxj/7RP5rayZ4mPK5BynlNFzK9sxhDuLfbN8SdbYCcyOz2gjmypktwlho52sysVCMrFNJJXiqwsIl7FjvQdLAhNxci7ufR1dhq2jhy3LRvwg3TwHz8MB94ftdCY1IoyL5CXR5QHoZgB/sTiyQw2+6Iuh1kUqqoZXXUMnDfg/fwPhq/+WVEB/s5Q2KjyyO2H0Y5JbZwf1emErpOzxB7smkYV7a8G4KzvlLEw8LqNXDPx3t+gJ+v2XjV8fD5elwr1JD1Pbl7p1GIwBt5wRRMGlvBk8fSi8c5nG9+I3ccuflqye53hdCR056Y40CcM+U52WJCfs8HQffIFgCYSU8UyGcXTEZQexkT1CrIzcSImywehmBHh33rSo4Ds2MVsPj50+cXoBWK2M9EttYyKdjdWIifSy4EvIzACWvvF2ca8ZpwMUQyRJjIbOc37NQwoS8sIjo6ktGuLtkDxDSHSosf6XyiMJ2aRJcoR+4ci0VEh/s9HTiEakMZxiKK4D98CH9zY+AmPKpUIBhPnRTUtCAavQ015jppSv0H8Sa63mzi7Q8/7PGdZGr5UOJQcUuKYaLuxDSGdhIkNb1VJ7/uNnwfYRIZ0bSp1IuLIJCNadOfZWaRNr+AcH8vVWce69hhCO+dt0DufQDWp8clDwNsZ4ypVV2DsbqGOy99JP3dRtbYWr/WclrVZf35sNea+z6io5ZTSFtYwKtxCiGAVKxiIePoaDAundMDIlu8rb1L1kGpZZT9HmZk3+/cuC6/89ISft8nPg4AOKhU8Ftf//pQ3+ewWsXPff7zud9tR1Hap3FYkSXBGOqZ8bW4LPfcSc0WANhmvJ4wBtGUmV6IWx1MoifkpBjK2FpbW8Mrr7yClZUVfNd3fRfef/99vPHGG3j55Zfxr/7Vv8Jf/st/Ga+//jr+wB/4A9M+32MxinRlO4nnPjWQKAXNeBmSFIx+HjRtfjHd3IrAl0p0PUgUu7K1E9r8PGipJOu/MmkcIgwGyr8fF2IY4HHK4iC454GHYdcoAKvXsFNrfaerM2Us6/K+VMIIXqPR8YAQQmTtWpdUESn37nR0Ym9H0zQsLS8NlPtl1Sp27fx9caIIdhwhoOUZ+ZnVCphjw/3wfTS+8iU4r38DwvNgrF7JNdJ80iUnfM91oa9k67Z25ULMRUekJgshZLLy71EEHKNpKCAnQ5m+5eK/NFpjfyd2OkTValwD1Bqf0nDkQxWw5gjD2DPbuj+sVkWwmW86SQtFhAf7HY6PZAzoljmSc0IIAd6og3aRCz/LcNsG9wMwIfAozF+L/aOjtNBdX1jKpUTzRkMayD2uUZKaJUZMo2OVI7BmE7TcXcTmuERHhzlhD21xEcSyUoGMgmVhcXUFa2tr0Hts3LOKhHbmfkdtXnBimBBRcHHqtqIoV9eRhei6VL7sIWNNjDEb5vYh22NL1v9GPeudaLEUN5Ktdj8/y0ydPgCg63rXMcDsJphjI9zbRXTUuz6Fex6iyiG0zDgmlgXWo25LCJFKb/tBkEp5A8Crb7zZ/ZwpBTEMRAcHAzeMSUuKYfrWEcOURsAwTgLGIJjIKREmHMWRRKLpU8mq4Z6XU5vljgsRhNBmZiHCAMFWp0T5UMcNfNhvvI7oyWMUCEG01duw5raN7UxJwaquw7xxE7dv3Up/t7HdMra02VnQ2AhIVPeGVSTkbt6wtucW8EGsRPjcnTupcZFNI2xwqbRJkmyNXsaW56W1j0Be+ThtxgzgYZxGqGsabmQyAL73O78z/fcv/vpwQhn/6t//e7ht88F2yMCqFbkfGMKJAEhHQt2Po30A5uPssCSNEACame8mn/NIRsQ5R9KUuxe91oFpMLT1ceXKFXzhC1/AwsIC/tAf+kP49Kc/jf39ffz7f//v8dM//dOYmTl+vcy00YYIs/dCRnVIK6fWsqBlPLQiYtDKpb4ec61QTGsVkjTCXg9IEgnILiDG8krqvcr2khKxEtw081OJacoFdYjNhfC9rvnjSY+ercx3ura8jNW4yagAsF+tdTUoaKkM3qjnooGCc6kGZRgD05J0XcfiwmLfh0uEIbhjY7eL12U3DrFT04QII3j3PkTzN78M9603IRiDcWUtLRjP5mo/8Tu/y269Dn15OW2+HB0dQkQRtFIJ4e5ub285oRNd2Hgs63usY8SNvndqNXzNbY2No6TpYq0CYlnyOyaeyqSweoTxKoSQkTjaWSvjvv1mbsGkhaJcvNocEMkYMApFWX855OfLZ9UHsc6XscUc2dx3M2QIu9jUHzySizmdmYGx1or4JOO3V4F3UvvBRqjb4r6PcHcHtFAcOYUwOjoamHbKg0BG2zKeZGNtHSAkrdm6srQIs1jC6uoqjB7poHNZYyuTAswdJzfuZO0a72pgCCHiuoTzY4gl6cnj9EtqNcyd4NyUSRuUfc4ioE/LBSlK1L1ui5pWXHMp74dhGF3HQKKeSi0LweZmT2cDq1XBPR8ks/4TTQOJ07rakTWmAYhuYLutLvfVN7sbWwCgxY69QVEA7rkyytZmKAvOO9Os4155wxjGgjNAMFRrnY7co4PE2NLSlL9Jwh0HJKPcKL+jTCvUSjMItzZHrpnkngfnm99A8OQxzNUrmLl6DfzgoKdhzW0bu5l09CvlIoyVFdy8ejX93ZOdVg8urTyTy3ZizeFFMrjj5LI/3vJbe4AkhRBoN7ZEWpMLQuT9aiNp8J51VGT3J0kpTE6J8OpVaJl54Ns+9jGsx6mTX33jDWzv9a+Ze7ixic/H9V2lQgFrcVBiL2Lw6zVANxAOkcIJyHmpFu+HZimFHhtZuTTCTGsdVq9LtWJCZM3WgM/otQ5Mg5FWvbW1NXzhC1/A8vIygiDA5z//eXzf933ftM5t4nAxfkiRNepyIYonFWpZOVlzwSKZM01ozxtMLDPNj5VqO917tbBmA+H2FmihkFtAjBs38WhrC//5i19EkBHb4HFDt2mLZIgoGmoDwWy7a/540qdsOzN5X792HVcyUamdSqXrZ1BLLpjZCYk3m2D1Ws8mtrnP5rH6UJ+Hj7kOmk079aRk2bn3QfpvbWY29qwRGGvr0OfmcxvIqCInb0EpHsW1LUZmo7BzcAhjabnVqJlzRIdSRpbbzZ6FtUTXJ1qUz8Pg+LLvrgvuufiVo1ouRnbIuIwI2XZaJ5A6KqgGcDaaqhTnABNxY862fl62Df9RS4GQGHKstnvPkjEgNA18BLGRZNy2tzE4y4gokps0IfAwk0L4TMYrmygSEkJkn5iYqFoBNU2wHiIZQNwOol00og/h0SGYbY8c1fIfP0Lza7+Tu7/d4HZTphpn+tRY12+i3mymReZXllfAOe+rRJdrbJzZvMo+cp0baZaZq4QQYPU6/If34b73LoLNjY6/P6uIKMJxkmSJpg2dZj7U+WR6LIWui1/58D4+/8abqPWY/6hpIdzb67r2JvOBiNfHbmqEPAzBqlVohSK0mVlw30OwtdFhRIgoQnhwAGoVOg1Tw+haK5pNg2zfqL53/z4aPa4b0XUIyGenF6zRQLiz0zXFMqocwX3vndya2VKPHMIRwDhExFDtUp95lKTVJr22JphOm+wzspkx2WePzsyA2TbCvZ1ub+8KdxzYr38dweYGjJVVQNcRQkaD/MePuqa0R40GdjJ7lbX5eWgzs1hfWUkzZLKRLaLrMK+22vIIx86Jm/U9P9fJGerfPGjd809mja1M8+Qm51JojXP57GbHs+vAf/IY3vvvynk33nfyIMhl3iQZNhs7GSXCa1cR7u+mzzOlFJ+JhTKEEPjfvvCFvt/lX/zcz4HH1/P7v/czeD6u/2KQJRTC96SC8RDOOh6Gqbz7rEbSetFsZKueeeZZs5GWGwjOgQFqk2dOjTBLklL4wgsv4Ad+4AewtbU1jfOaCtGYkqGCMXDHlnmxMbRQzNckMS5rqQqFnkYPaW9sbNsdaSiCMbjvvgPWaECbm29taCgFrqzhb/6j/w7//b/8Sfxcpv9CIv8uvOl5UuXCIgZO0jKtrNk1hVAqEYbYzjzst+4+hbX51gSyc3jYMwecGIZM54kf5DD+9zDy+2EY99Xosyhwx8FOZgOZfTj29vbSTb42MwNz/Sq02dnOxteum55/1SrAjg23b3nhhTSNdXt/T3Ztz/Xb2pMLoeidSkh0XaafTmqCCIJjN43knodGtYYv2vl7FgqRNl5kbSIZiXT2KPLvgjEIEUe2ujxf7jtv54w3oukI23qipWNACIgoHFqkQ8p+i7G8/qcFD1r1j/czKYR/6jv/SPrvbN2WceVKp0iGY/e8RtQqxCIag+cc7rqI9nZBy+Whr6EQAt6D+3DefB3cdhBsPOl7v1izCR540rMJgJbLnQ2Nr1wZ2GNpMSODn40ncN/viFoQXQdvNmWEvVqBd+8DuO+/K1XqNB1RtTpRA2SayGs7/vgmpglud6aAj0N7j63/+vVv4F987ev47Cv/FT/4U5/DP/4vv4pvbmzKaLcQUhypWJKZD72uN6VppKrbGODNhqyrijel+sIiooMDBHu7ucOwRh3MbnZNqaSFArjbqaibFXvY2svP7VwIfD1TB9+OViqDVStdN6ZJY2nuurmygvTYjQZYvd7ZM4/SoRyzgjEQQroaW5XYETONxsZSiTDM9dgKajX8xKuv4R/8wv+GmuuCWhb8J4+HWgtZs4nmN76GcGcLxuoaiK6DMYZarQ4xM4Nwd6drjS+rHGEvM56url4BLZeh6zquxpGejd3dnKFmPfV07nPlHm/wOpNVIhSU4rXYEVawLHz0uWfTv5tvq9mCEBC2LVV/GQN3XfgbT+C+9y7CrU0Q04Kxspqu88LPN1tOFBQfZpQIb6+vQ59fkNlS8X39k9/xh1MD8z+/8sWewi6vvfV2Wte1urSEP/vH/zhuZSKBWxGTUf9guD5krm2n9f2zmpYajdnIVj2p0YJ0wCfjFkDXaF+Wk+yzNVRe3Q/90A91/O727dv45V/+ZfzBP/gH8Yf/8B9Of08IwU/91E9N7gzPANx1Y+9UW0PjjLElBINWLIFQinB3F+jSXJcYBmjm99xxOrzr3qMHCDY342aRYTpR0vIM9lwPh7Ex8N5eLBnOuWw4zKcr/w7I6BZr1IG13kXmiaR9t8WIuw5AgJ24JooCuPb8C1h74w3gw4cAgP1G7/QbWipJxTHHSUUQholqDQt3HOxmBDrumDruxypuRxGD9+AeSi99tO8xslGpDdJ6vJ576g42dnexs7+Pnf0DaLOz0FdW4b//HgBZtwUAWrGEcHcH4tnnOw1WQ49z14NcZ/ZxELHBgT49tqSwRSOVhu0Gdx38+oOH8Lp4Bg8Zw6xGwes10Nk5MNtG9huNHNniQnqsPA9veQFcLvCpa+vg1QqE78G79yGKz78AIFbzqlbAA7+jcDydiIesf+ONxrmKagHSm55s9LORrf/d7/t9+Bc/+3PwfD9VJAQArTQDOjcHdngYi+5E4CwCd2zQLkI3stG5fBYHqYCGB/vgnic9ysOcO+fw7n8I7713QK0i6OIywv09hHu7sG7c7PoeVq+DZ2pL6MwcaKGAvd1WJGFtgBIhkG9s3AiClnplGOQagQJSPEJ4LrwP30dUq4FAel5bbR32EdWqudqeswr3/Vxdx6gQ05Rzk+8ff26Ke2wlTaUfZupzIs7xxfc/wBff/wBXyyX8kXIBf0CnWPvY74G2sCCvd5taIiDvFWvUe4ryRNUKCNXSDAWiadBmZhFub0Evz0Cbm5OOsMMDWU/VrbbNMOUG280/EyKMUjW4bilYX33jTfyhb/u2rudFCwWEzTqiWg1mJgMkqlTgP34AEbGeqshh5Qg8rkPLzrtUN4YSKBAsggBQ7RKtO4prmZLamIlGtpK0xMRAEAK/9eab+LV7cr76T19/HX/509+G6OgQ4cE+zD77EVavw/7m1xEdHkpDq+2+UasA0WzCf/I4pxYt+wE2sRc7WGcpwcz6elobfnN9HRs7O/B8HweVStqPKikPEJ4rDXPP7TmHpt9XCIRHh2lq55Zh4rAmI2bf+uILMDP7gLmZ1lzSSJyZ9RpoqQTeaMDd2wH3fGjlGWiZ6E/6vbI9EjUNWlyzlRXHuL26ClqeAS2VEe7vQV9ewdL8PP7gJ1/GK7/zu6jU6/irf+/v40f+8g/i4y+91Do25/jsz/xM+vP/8c/+H1CwLNyOI1sAsB1GYLUqtLk5sGYjJ5ffjUrG+T2v66ljPSuQ0Yhr+Vi9Jh2AibNeiPOnRvgbv/Eb+MIXvpD77+2338bt27fBOe947aLBPTf2hLeMAFoqt22GCaDrsoCT866TOiEEWmaQ8IxyFiBrd/wPP4BWLoEaRq5eS5ubw26z5d06qNXTB5/bTTmupij/DsSbC9ftu0nmnkyNzHqlEphtQ3CO3Tjas2LoKCwuYf1qa7Lcs+2e+eTUMKUB2mxIuXffSz0dk4A1Gti1Wwbr84XWgnnEmGzmOcCTls3/3uCtMXD35q3UG9awbbhUgz6/ABpvDFitKoU+ynEqYZf0A6JNUP49iiAiDtInjdB//Aj217/WV6Y1qFXxy09a0e1vv3M7/fdhHAmOqtVOgRMhRhLIEHH+NSEUD2s1/D/2q/jnhzV8Y6G1QHofvJt6EWXdlpvWYXRjqKhMEMjN0xT6Qk0T4fuy/5AQeBw7DG6sr2NuZiZNJdze309TmGipBD2jTMWaDbnp7ZXiFKs+hjtbfZuvMttGdLAPbcia3v8/e/8dJml214fin3PeVLmqc+6eHDevVlqkFdIqGoEQyPwMAoywwYDBF3wxXBljDCIjkvG9IAw4cEGAZAxIIASSdpU3amYnz+zEns5d1V05vfHcP855T523qjrNzAr5d+/3eeZ5Znqqq956wznf8AnM99G6egWty5dA40levFAKoulwlhb6Tk4YY/BKUXEMPZsFicUiRpy7KrYUGGG10QAVvEomYGZqEMuC32jAr9WgZ7LQFf88ACDxBPzNjT2rNv5DBLPtu5pyc5i5e094W90eW0UFyhVTUAyrjSb+JF/Ej6xs4JMvnQEIgdc1zZbHZ5lcqbLPMx/YNvxKpadBSONxIAjgLC9KM26/Uon4r0U+QxRqfjfM2W5Lz8mVPsXWqW14WwBAYwkulCHuo25j6X7BPI9Pa/wAfhfnatdKmr4PMNYfRqjsc4TcW68t5jjcHkIREzt167b8/7NLSzzpJqRHHEkNr1xC/cwpeMUijNHeQisMPZOFs7oS8TULGnXYzSZKolE1omuIzc7Jazyt5CyLqkhGKtURGwoC+JXKjhMcZrcjk7ULXidvUPlaLAiQbHfW2ppYC/1aFcTkvGhChZjNFg0PFXlDEwlZBN5SIM9zY6McvTM5BS2ZlNzn93zDN0g6xK2lJfzrX/hF/Nxv/w42xJTzqWeflWiJQ7OzeOsTT/D3m+vkBCuuD7/EGxveLmDoJUWgJGMaMq9UJ3xVx43A01WPyP/l1Ajn5+dx69atXf25efPmK33MX/EIWi2wgEVkybWBwR5IDNF13hGwrC2FJFT1l8DpyOUGjo3mlUtgti07Empyqg8MYk1ZDDYrFSDcHBgDHKcXLnCPIxTJ2C5J9dstgPQnWvvVKiotW05BxuMxEMvC1Ow++Zp8c3ssLxViC97GBmhsewXCvQTnW5QjBsQnBnLy70VBht+JhxERx1AmCgdnZ2SxBQBrm0XO21LuB3dlSUDs+kMJpSnlPZB/l0o9W0y2gnYL9q0bHEqzxYbGggDPXriIvLgf7o+ZeNXxY/L/pUhGuQRqWvDLJVmsEkr35rUlpN5ZEOBWrXONnllYhDm3jx+P66J9lcNrQ6jiVqpHxDB2pUjI2m1hwvu/1mQrNGFfdj2Ed8vR/dwH5vD+ffJ118TmSHQdxlgH7hFyDbqnOWpo2Ry8Wg32rZtbvs4VVgg0tvO0g0OoL6F97WVpcyE/K5OBt7nZl8zO2m1OMI9wEYahpdJ7kn0HgJwy2arUajIB55PCehdUVYMxMsqFcfpAmWk8zuW770Km+isR3bC9O4lQEe1eiIJEPLYYQ0m5rr80MYQfHMrguNUpaj0Af7VZBvyAS8D3mVgTw0SwBa/Zr9eEAE5vQ0XL5uBVq3DXVqSQ0XaqpNQ0+aRdabYGrRYgxB7CYkunFCdFx395fb1HOCPynokE/EadH8cWxtL9v1MbNJWGVyndkZJm4HOhgUqfZpuaBAP0norBBO12hAPtN5t4abnT0LueL6BpO9DSabj5fF/zZ29zkzcKKxVeaG0jykPjcTDHhrPY2ef8RgPr5bLkIY9YVmSvnlbWkqX1TrFFE0noQ50GIBfJ2EHgpBltCp5XzLFVvhZzHaTSGVCRW9VlsVWDlkzCGBndUjE0DK+4KaesWioj87R5IQBmCB8xasVAYzGYU9Mc5eDYOHbgAP6vn/4POHbggHy/Tz/zDL7zx34cf/bxj+MPPvI/5M9/4NvfI2kTM7OdYmvV83hxqOmRfGCrKG52nouMacp1NpVIQBfFc6WLDsHU/PF/NVPj7/qu78ItBXKym7h58ya+67u+644O6pWKO+VchMm/Siw0hkfl35nv8+6rroNaFmgqtaWQgaY8sMzmkDvGGNrXrsErFCIqgxElwslJrBY6XbsgCFBX+V/Oncm/e9XKruFcEp+9TfcyqNf7TrV4l7yOVaWAnMjwrnVqagppyq9NYQfDOxpP8G7yFrj5LY+dEBimseU9wCcBbawrXbwjY6PQxYIRFg7tm/19UQDRYRffj5gWbgszZF3TMDsxgfGRzrVdLeSh5QYi0IWwkKPxONy1tf7X5R7Jv8uEZotun71wm3fsszk4iwv9VbYcGx871+nK/qN0AhMzHQGGoujm+rUqoGscwhA2BDRtT8WWnBazADWlI3t+bR3WwSMSs92+cU0+e9Qw4Coyt+o9QHSdd7p3WIyDdgvkFTLhfSWD2Q4C28Etxcw4LLaO7Nsnf6bytqy5jimnVyqK6frWk0FCKfTBIQTNBi+4lPUR4EmAt1HoC2fpOV7PQ/PiebRvXIeeyUHrnjKYJpjv95V89us1Lo4h1ktiGDBGx0EV2XcAGJ+YACEElmVtuQ5kI8VWPTLF8Bv1PVkG7EW++x8ymOcJgae7428Sw7gnFiQRjy3XRVncVwTAAAvwNYkY/t3oAH7j/mOYS/L7JO8HWCtwXm0/4ZaQc+y3WpF7gDEGr1gE0fW+9wShFFomCye/Dq9UhNaHHhB5vcU9IcPpAfN9Lvah62CMyWJrLJnAQyOdtX8rCfjwGIiuwy2sb2ks3R1+rQbmetCSSd6MUIrM7ZQ0I+G6AKWoivV0SEFBlOqKp5i+veXNXiNoNiM5xNLSUoQ7FTCGi6sroLE4b4CurkZ+382vo3HmFIJGA8bIaP/rSgBd1+R9pqUycFaW5P3r16pYUxs1yURkLZhRiy1VJINSWNOdPZA1G/Ar24tkBK2mbFY5jOHyJn/9yOAg5iYVwQ3bgZlMIS2aULWwmblLxUMgKvuuiWay63nSnHlmfAxGPC4bD1puAMbYuPTHOnbgAD74/p/Bj33P9yAjzker3cYH/+RPsSamyq9+4P7IRC6RiGNEcKxWPZ/zLG3exNyumQcA5WLn3GXjMVlsEULkdKtqdwzDAXRUcgnZVhANwLYiUPc6dpVB/PEf/zE2thjPbxWFQgEf+tCH7uigXqkw+hQBuwm/XuOkyvCm1jRoikEx830u/So6g3p2YMsCRk2umZhGuWursG/f5NAXZcOTmwYhsKZne7pf5Vhn4WcCi7sXHkzgOGieOY32/B4KaUJ6YBLyGDwPrNXqC7kK2i0ErosVpSM2NcoLVn1wCCPiISq5Hux6bcskmCs0MRDT3FMCbJomZmdmYW4xoQj5c2ui0LMIwfD0NIbEA10Ku0ilIrwtjIdVZ3YvkcCSeJD3TU1FSLUAsLaxAS2TgZbNgQqFIa+4ycnO26gSEk3bk+T2lhFKr/c5h36jDuf2PLRkCjSdht9owO6T5F65ehUXBSdmUtfw4EAWYwoZVp1BhOIoYbJKNG1XNgKdN/BBwO8xtdiq2g5uFfIdYnIQoHWFE85pPC4I4vwz1XuAGAb38tmm4GOMcXWxr6A87L2KoM35M5Fi60CfYksQsQHAGBmREzwukmHA36EZQwiBNjCIoN2GfeumVGNjjMEtcHW4nThdABeIsW/fgp4b2BIarKXScNdWe5oxYREUJn80lZb8MFUgY2xyErFYDIcPH0Zsi8+IFFv1GjRF/WsvvjnymJMpzt2o7T4h+koHEx5bdyuWsxuY+W5C9dhijo2S4PimKIFGKczZOWTf/HYcffLNeO2hQ/L3zt7mgglb+m0ZJoJqNXIPcG5NbdvGHTVNUMPkjZcd+Gih55gUOxCFLNF1FCsVqYw5lkzigaFO43UnKKGWSsMrcRuN3fCU/UoFX1pcws/8/adwfmmpb5PA34F2ELgOGrYNT+x947qG8A6piIk/IPZku31vxFF8H8yxI5PiL1+82PO6c2ISoyWTcJcXJYXCWVtB4+xLCNo29OGRLZsqpNFEfG0VpNWB1AXtFmzR8PRLpUjjdXxgIAKF3kr+HRBNK/G5fq0Gr1LZtqhQlQiXXA+OyH0eOXkicvyB64DEYsiGxZagKezWOBngENQwQpn6pbU1qco3Nz7BlbbFPkAIgTExCT2bk/kopRTvfNOT+ONf+1W8801PRo6REIIfeM97ej53VuR6jYChGjAOU3fdHbmDZZWz1fWMhrytaqsFRjp5TNhsJYRuS1UIHAfaHgrVu41dZ6vf9E3fhAMHDuz6z7vf/e5X8ri/YiGNhSmVDwSNJ6CpCYTvg2gd8h5NJLhSVZ8JhJbJyASXicq+9fJlADRizMvEuDV8Py2d6cF7V5SiJmi1toRJbBV+uQSvUuZwsV2azFHD3PIB4WaJ9tZKhF2y79OC7E5jMQwLDyMGoFCpbpsEGwND20Io7iSCVhOe6yEvFt9RnSI2uw8jYkOs+wFssbhtNd1Scddrmi7lTw8IjszESGcaupovQEulQePxiHCAs7rMN68ggLvZ2+Agug7Wam9J9N5tMJ8XL/02I/v2PPxmAzSVAiEENJGAszDfwwn8n596Sv797ekEtFQaY5OdTajod47Rr1YABjnNIlTrGKnu5niDgCsuuS7qXvR3zq6uIXbgkPThsW/f4g0SK4bAbve9t4mmg3nutryFoCUSsR0Ms3cb7uYGql/6PJoXz8NZXuLd51do4sE9tmzMK9/vsMDO75uakqTra8pkiyaTcgrF5Zw9PjHfocAghEAfGETgOrDnb8ArleBXq/CKmzt24MPwyiWAYdvCjCa4ea2zHk1u/EoZgbJpapmM/NyQs5VKJJDcxbGYpomESKgrtWixxVxnT5MtoCPfvZ1J7j90MM/ddsq92+jAzO+Ot6V6bAVtGxWxj2YoRfqJNyD16Ksl9/nBgx1I0/kC91x0uhTiwqCmhaDdjEzU/VoNrI+ITndoqTSM4f5TEjVCLmMoTsMcR3KYVXGM8XQKh4YGkRT73umLF7ftwhNdhzk6tuNkDeBr5QvnzuLXn3kepxYW8V9PnelJyKlhRpA6fd/HcVFpdO73jEaREdOtim3LyRgxTQT27ry7djx210XgehJ2CQCnrrzc87pzoklEkyn4jTrc/BqcpUU0z54BPB/G8PCW18ot5FH57KfRunIJtWe+ILjABFoyBXdxAZ4QFllXzs/ExASo4qs2PDAASxQkS2tRxUotkwEVBXHQbMCvVralH3jVjn/omqJ4vV8RluCoDgaiaciIYqvNGFzh6bebYEEQmbIZAu4YUSIcHQVNZyLnjhoGzOlpjkZR1r9sOo0f+57vwQff/zM4cZA3O7/7m78ZBxV7kTDU4nTV9Tow9R3uwZJS8KqiGACQE+u56/toq0VpOAygBME2XELu3/dVpkb43ve+95U+jq9IOHdwYplj8w68krTQeLzLY8vnxrphsRWPQ0skeHLahe+mlsUlYptNKSccNBsRvgSACNdES2dA4vHeyZYylQiaDcBzEbTbkQRhu3CLmzwBbrXQvn4NyYce2XFaREze4fNKJY7rYAws4Kovgd0G8/y+/IWw07emFGozR7i3D6EUo4k4ILg465sbOGy3tyR53knYto3llWVMTU7B6pPQBc0miq0WfLFJj+g6jPEJjI6OAjf55K9MKcbAOGH6/gcii69XLqF9q8NXXFL2+oOzvKicGO0UVauFAud8DA3DHcgB8/znzvISYgcOCSjhKtihI5HzSXSDqzV5Xt+idrfBfK+/t0i1AmdpEVo6KxdcLZWGm1+Hs7aC2D6e3GyWSvjs2TMAeMf5dYkYtHQGiVQa2VQKlXodRUVy3C+XQRPJThGta3yx87zdJXnCS8Sv16WkfBgXShV8U6uJ+OGjaF2+CDCG1uWLSD32OMC4QIc5PtF7DzCGwHWw1acH9RqY60Qk+u8muKJenk9GWQBi8i61PjICPZfrq5Z1J8EY4/47riPFMWYnJpAUnUFd13FgZgZXbt7E4toamq0WEvE4b+rkBuCJIj+o10BiFk/UdtHc0HMD8KoV2PM3QeIJXjztQsWRBQG8Qn5HsRtCCGg8DmdpEdbsHJ+kBAGXWFfFMQaHoKUzCIIABTGFHh3mEN5Wq4Vbt25h//79iG+xvmSzWTRbLVRq9Q7ZHQBcb0+QnTC0ZEe++14V7vcy7pVsN9F1PpmwbeAuVGJVj61GrQpHPO9ZjfZInB+bGIdJKZwgwOWWMB+v1xDU6z2FPjFN+M0GmuUSFjY2sW9uDqRY7MvV2m24nocXz53HoblZjIrklZgWnwj7Pl+rBQxZbZaOZ7MwMxncPzaG5xYWUanXce32bQn1vZtYW1zEr336ack3WqzW4FarUL9luI8HrgvaZx9hvg/4PspKkZamFBlKUfIDVFwPXrsFHaE4SpVzxO5WidJ1+CRQoIQ8z8NZYb6eogRZSrHs+bhRKqPeaiEVj4MaJuz5W/AbDRCqQVdQR93hrK6g/sKzUqUuaNThrCzBmp4FTabgrq+iffMGAsfBusLfnj5yJPI+lFJMjY3h5uIiVta5R1XIIdJSaei5HJxwrfB8OIsLsGbmes5PaBsResCtK/MPVTKduS6IwREZWUWRsB4ESO+yAcSb+8o6KagwESXC8bG+11BLZ2BOTkoYq4qIObZvH37np/8DbNfdEjEQUST0fJwolRA7cBheuT9KKAy12B/I5CL/l1Xl30EQXvWIn6e3dTM3cGy063V8pVbkXRVb/+2//bdX+ji+aoNPZNxIV79H9t33QJOdS0YoBc0NwFu4Da2r7qGWBRKLA80mEPjwNgswp2Z7ujCqOIaWy6HuB2h1TRY227Z0hPeF30tQrwO7kFhmvg83vw4ai4HGE3BXluGOjXNC5DZBTBN+tYLW1SsRnGxIulQLEDX8RgOMMayFMDIAMwrRciyXA9Z5kreVsfFO4fk+VvN5TI+P9+1qsWDraZBXKWNdKQTHEjFo6bTcQAGgOjSCsc08EASwb91E7OhxeBsFtK9ekdLt/MsRLLqdh/yg4DENZrMwDQOO62JNFM5aLgcSS4AmUxw6uFFAYLehJZLwSkV45VJk8kV0nUPEHOeu4G3M9/va6tjztxC0WjDHc53PpBQ0Fod9ex7m5DSoaeKvPv1peKIL92QyDosSGGJyNzI0hEq9js1WCwFLghICr1yCOTUtSdmEagh8YWy8i2SH+T6fbDXqUoUpjIura/BYAHNmDu0b18AcB87KMiezWzF4hTzYkaP8fdR7gG5N7Gah0fQ9UiFkvg93fQ1aMgk9m+PS+w5vtrSvvgxCKRL3PwhLiH3c1WcJxc4l10OYRh/pSuKO7NuHKzdvgjGGa7dv48Fjx0ANE8bYGGxh4O1XytCtsT0J7+iZLPxaDX5pE/rg8M6/AA7T9psNaImdE3QtlYa7UYCXz/P7qdngE0jZASUwxidB4nEUKxVp1DmqQHh3wvHnslmsrq2hVq+DKLYHgevCr5R58rwH/i+1YnBrNbjlMqz/Py62AEiY+Z1KbXSLdRQVtEBG13saTIam4fjQIM4WNlD0AyytrGBmZrqvBDyhFCQIOIcpCMBaTQSN+l3Zh/z3v/gL/PFHP4bRoSF86Nd/DaZhgMZikkfIXFfujSuKDcF4LgcSi+PB4SE8t8CFGU5duHDXxZbrefiZ3/1d1OxOY9kNAqwvLyJ53/3yvuUCQQ3OLetXbAUBWOCj0lVsZTUKuEAAoFapIDY1fW/FUcT5Cpu+F1++gqYQhLovZiJNKZbrLTAAZ8+exesefxxaOgMnvwY9nY2oPXeHvbiAxqkX5PUIo331CsypGT7dSqR4Y8RuoxBO7gBMKiIPYcyMj+Pm4iI838f6xgamhNopicWgD4/AWeLX1W+3QOp12CvLiB88FHkP1m5HjI/XlEObVostx+aN+kRCTrYAoOYzjO2SVsA5053XGgLad2upM9naPz25ZQ5njIzytXoLFUHqumCKPLsac8q+tup6HImgUQQ1IeSyxWeqJuYDQ9EiWjU2bhCl2Gp3JlvbqWQG7faeFJHvNv7XYn3/A0TQanGj3oiDeTqahPl+z82ip1JcTakLJkUMM9I50AeG+3owqDe0MTKG1T5Evo1aTfp2MSEv66ws7wqa5FcqCOr896lpgmgaWtev7igfTyiFPjIKY3gExtBw58/wCIzhkS1hQ0G1CgIgL6YdA4aOmPKwjCvJUL5a31aEo18wxvC//8Iv4jt/7Mfxk7/xm5HClDGG9uWLIIX1/r/r+5wQq5zz8XQGNJGQ/hkAUIl3Frn2zeuofu5p1L74uUihRSwLsaPHpTgGABwQky1KKcaGefG2WiiAMQYtkwU1TRjjnYXVWVkRUEK/B34ku8d3Of5mjiPliMPwikU4K0t9fbW0TAZ+pQx3bQW24+CjTz3Nf06At6T4/ayLzWZUQC8DxlARkw2/WgEjpPMcaZrsnu7qeD0PhBD4jYZUYQqjZdu4FRD4jRrMySn+w7BYisc5p6cPrp1o2paFRMjP2YsIy3bBJYDr8nklhIBaMei5HMyxcRBN37VJ507BHN7B7MfXCqOfIiEAmEpS4ZWK3Jx3G5GMfqGl0zBGx3dlNg7wc8McZ1eKj5wbq8FZXuSwmDrna4UwQppMwhjjzZaI7Pvo6FZv2ROh/HvAGBzVe6dR5wn0HSSVNBaHr8h3fzUFs+17JgBDdWNHeNq2xyI8tkLPrw3lGua2EDZ5ULGbOLuwCEKpnM72hNE5Pr9W44XdXTStnj97FgCHq94SE4JQSCr0/AmndCuKOMHEwAAIIXhwqiOAsJ1Ixm7jtz/0IVxZ6FWPXckXIvdtqNa6JeRTqL+qxVZGo8gq8L4NBWlzz8RRlOIUAL585qz8+/2WiROJTp515to1iSqypma2LbTat26g8eXn5XvrU9NgqdB2pQJXKArSdJobDDebKIipyIBpINYH3bCV/DshJCI25JdKfCK/MN9TkPqtZkSEaE18JiUEk8qaxWwHWiYDouuSswVw+ffdQpsD25YTNGJZEuoYTrYMXcfU+OSWUG6iaYjtO4D48RO9f44eh55KbalwOTc9Jf++Ir5j0G5va8/CPA8Vcb4ogIwiLgdEjY1ripJqKE4DQjk3fQvKxW685u5l/H/F1g4RVskqtlRLpaKTrSDoKZhoIsm9fro4VNwssdNJ20rm3FOwteZMrzgGAGxUqxGFHMb4hGYruevI+5eLQsaWbzRabgB+uYz2rRs7/u5eVR2Zz13D6/W6JHVOJBORDX5CUd3JC4jlXqJSr+Pcyxzb/aXTp/Ejv/ALKIqH2K9W4C4vAvO3Imo8YYSTolXloZ8YGQE1rUixtdlswJjgx8lsO8LRookEEg8+jNzbvx764BDmBXwpl8lgUFmoQ5GMtm1LToiWTEZkZZ0VoUpomP0XIsa4UeZdROC6EfUxFgRoz98Ec9y+MAJCKahpwb49j099/guoiOfh8WwGgyIxMkf55jOqJKglQyzcAVe/kgIZoYeKv7vvwYQyVtBqou73Lp4XalwFU8spUvqFPIhpctnufrwt3eD8tz4FjlerbgmJvZPoft66Q8tk4JeL8PpI/u81mM25RaqZ8dF9vZOtMFRFQmN4FEQ0krxKGcTkfn/3ogjcKrxSkU8d+qwrbn4dpU/8NWrPflE2kbR0Bu7mBvxSCUG9Hl2b02noIukqKEI2u/HYCiOneG01DEsqo/m1qhA12rtADU0k4Dcb8Pp4Fv1DBy8I7s19zvk7rb3ZOijR47GlJLHZmPA16/qjFiwXikUQ3eQIgT4NKWpaXGDIdeGXSyBbdNR3E34Q4LYqSX57Qf6daBr8WhVBsyHvHxVGGH/xWTTPn8X0xDhGBCrm/NWrUkDjTuLTzzyDv/zkpwBwafk3TSk8mVK5p+FEFB56dzDfBwv8CGcmQylyyhRwY7Xz3e+ZOIptc/iXiC9fvCT/fl/MxH1TnaT9cr2J9s2d85XW1Stonjkt/23tP4DYw69CoCjnSssQQqAPDaNl2zJXGUsm+lIzIvLva2uR/zOmpoEQClnaBE2l4QsLgcj3bbUk54oxhlVxPSZGR6SnFf+/gHu7ahqySs5XD4Jd+6v69WpHREj4xLqeh6V13iyeGRuDoZiy9wui69wwuftPOg2i0gS6YiiXQ1zkyKsid/GrVSFCVe77O8zzUBXHm6YURheEWJ1s1ZX1Swq3UAoErG9Dl7nurs/bvYr/r9jaIYJGgxNeVQJ2OhO9IQkBupQOiaZBy+X6Fg1atjMO7VdscX8gvsiReBz6wEBfM8SNUgm6ksgzh5skuzsoRzLG4K6vR/gUXOI2A/v2PLzNzW1+e+8RtLjS34oi4znR5Xo/qSSDhVZ7Two7ACJ+OgDw8s1b+Jc//TO4vbICZ3UFzHYA34d95ZICORLHJ5QI16udazwtII7RYqvZUb0ToWUySL7q1ci+9esQO3AIRNNQbrdRFljjgzMzkSRyXBXJCHlbYxOAocspilfI803HMLhqT9ckhxB69+ahjhPZ1LzNDbirK1uaZPLvmoVXLuELzz0nf/bWtJj86Do0ca7C6R0AlJXnJGg2OGE89NoC2/XmzHyPQ5SUyVZa6cCduXUL5sRU5Ll08+ucsE5IX4ECYhh9RTKY58EvFnflDbWrY2cM7tratvwlousAg1TDupsIHBtBqyUnWwTA4X1RGMz+6WloothWFQm1RLIznfY8vinZ9ivm4cc8T3jm9Z7roN1C/cXnwNptrtg6zzmR1LLAXI8bkQoyuzz+gUEp8hGZbO3CYysM1di41mpCE/9mtg2/1dzWB3CrkDLwm19dMvAsCPiU/B5wBYFQJMPdMzJBHo/isQUARWUvG4jHARb0/JkzdMTF8V9qO/Cb9S075sQ0AdsGqhWwZvOuJter+TwcZe24sdAx3iWWhaBeR+C4IGIatJrnjZSMRmH5HtrXrwK+jwcFl9dxXdkw3GvMLy3jV//gv8h/f9/jr8GjTqfRu1qrwm9GO/nENDn9oF/nP/DB/CBiaJyxTAxkOwluUclJ7pk4SrMpz1et0cCVBV7ATuoaBnUNacvEPiFZPu962Lx8cctpMWMMzYvn0bp4Xv4sdvgoEg8+wmX/B4c7SsCbGzJvoqaJtQ3FMmJwqG/TbUZBo3QXW3o6LddRJsREaCyG9u35SBMgaDRkwVsOArREIaIKSjCPq1nSWAygGrLpTrFV242Evwgv33mWtAwXwVhcXVWUCMe2NOzeTeip1Jb7OSEEM2M89yn4ARzG4JeLoKYJT6B8uiNwHVTF+UhrBFo6emzqvVhTOBHMsfn7UQrG/L7rbeDYYN5XThwD+H9ZsaUbe+/eedUqoOsSpkKsmOwwqEH03s1KS6WFgET0YutKAt9XkrValQROLZUGTSTlQg1AJkmFYgnaYAd+59dqoLEY3NXlbTvRQaMOv1qRkCb5vokk4LpoXb96TzvZfr2OwHWwqnQwprqSn8z0NFLCa2vDtvdMRC/0kWNfKxTwQz/9Mzhz6hT0TBq5uX1gzQaaF85FuhpBqwnGAsknA4CZo9ycVy22irYLLZ5A4v4HYc7MIfX465B509tgzXSc5ZnnYaEPhDCMCdVrS1xTfXgYVDdgjIsOLWNw11a4+aTrdsbiYRj6lj5uuwkWBBzLHB6z4KCBsW3V4IimAVTDJeG5lzIM7Gf8PtESSemNNNJvsgXOzWG+JzdHBsIhQ7sJzwOhGpq1muQh7R8ZxpRYwC9eu45gchJaKgUqkm2/UkZg26CxONzNDegaxfT0NAyTF2RE1xF4Xg8k02/U4bea90ygJaj3f966Q0tn4OXXd60MuuXntVpw2i0shBv3yIhU2AvDMk2pdnV7eRntEK6RTMriAuDngjn2tn5bdxN+tcqFI7qKLcYYGqdejHRKW1cuyc1cS6XgrC7Dr1YixZYxNg4qYDaq7Pu4SF4sy8LBgwf7iuSEke0yNla9D9XkaK+hJVP8eL/C8JXtoiNNfo+KLUo5f6d9Z/ydiMeW76Oo7BlDU5PIvOFNkT/p178R1tAQTghRhFrAcPP2Am9Y9vPb0jTomobp4SHoApJ6p3FbUXEDgBsLnckWDf22PK5EaDsONgQVYFT5TGdxAQ8pEKs7gRI2Wy381G/9lnyGn9w3h7fMTGJM8cVardZ6LBP41N/uO41gng8whoqiHpxNxDGo7IelSkWu5RFxlDuMEB4fTjVfunRJKvreH+ONKn14BPeP8yk1A3Cl3kDr+tWe9wpaLdSe+YKcWAFA/MR9SNz3AIdwgyFDAOtwR/iiffWy/Puq0qiZVMQd1JiJwAijCqk0mYqgVfxSEVo6A79cgqtIxfu1ioT2rXmdPFEt5ALblsJqfLKlFBkB4yqpu9hH3Y1OcRwem6pEuG98HNpdNBhJLMZ9QLeA7c2GqCAA664Pr1Ti8Op6re+a2mw04Ir3ylAKmoxOF7MKZaWm5Kt8Ou5zzpbPZC6tBlci9KB/BW1d/l9VbNE9fl2e6LYAhs74NR6PJGHcn4T27XzQZJJ3YbtwrOpD2K9LqhImtWwWWiKJVQX+FkKAHNdFS0kMgnpNbOjViMBGd3ilIgK73VeFSR8cgru+Jsmd9yKCRh1gwGq5k7DNdBGBtXQaI6IY3nQ9uHuEJGwokL5/9u5345CQH601m/ipv/sUnllZh2kYMIdH4RbW0bx0Qb6/X6sDQYC8IBUP6BriYlMZzOWkE3rRdeG3mogdOoLUq14Nc2KyB/oUOA5uK7CmgwpUAYhy08JrqucGQFMpaAOdqZKzvMwnL47TC0UNfU3utCAWHlthouGsr8LNr0FTplqMMTTOvoTy3/9thJNWIBRVUfwdHshKN3uaTkv42ajiH1NSxvt+rQbm+XJzJ5rWW0j2CcYYn2xRgopSiGRSKTxy8iQALo5yeW0d5vRMhDfoFvIg8TgvqOt1WJYFKrhqMjHsSjbCwmK7RKxQLOJzX/qSTHC2C69cRODYO6qe0XgcgWPDXV3Z9nXbRWDbsBdvY6HeQHh3HFGEaNQI15GAMdwQPA9qWdBHOpA7v1wGIbSv59u9CK7a1subsW9ej4rOgG+QbSHeQRNJBM0m/HZbwlCIYXKiu3he1cnWqCi2KKWIx+Og23CUcl3FljHaOR9Bq7kl7GWnCC0dvHLxrq0b7lUwz+Nw2XsEIwTE5L11Z5PQqMeWg4qShA0LHqD6h5omjNExPDDRuUbnl5ZATRPO+lp/CXhdh+G5u5JR3y5UYQGAwwjDzws5Ucz3AU2LNEtH9M69Zy8u4KEDB2Vf/ss7+G11B2MMH/j9P8DCCl8z9o+N4fsffQhBqYghXZMZz3qtHskrAA6jDhynL5yKBT5ACErKeptLpTCo8IjK9XoUubONB+euvovr8j1Z5FIvKoXnfaLYMsbGcVJRG7zcdtC+9nJkouYsL6Hy1CfhKetH4sGHET96XH6OXyhAtyzomZxUCHXX1+BVyggcJ2KiPKlMmdTIptNIiQZjCMULg5omjLFOMeYVN0E0jSsn3p6X3nZepdKRfVeQJiofjDk2aCrN9yNNQy6rTLZC/89d8CRVdIcstpR7eN/U1F0pc1IrBioE2/rF3IyqSOjxvFDTENjtvjD/kuLJmtF1EDO6R6hS8BW7M50P7yNCKMCCvpMt37YBQmT+8pWIuy62giDAgQMHcLGP8dxXW3i75IeEEbQ49lwtlmg81qfY0iOO5/K1pgmazvRMISKTra7/Y57Hlf7C1w4Ng1gWVsRinUokcEC5aSuG2THQq9d4gu77cPtwvMJwCwUQqvV3Vhfj6vaNa7v2b9gpvFIJRNexqkipdhdbxDAxIh50BqBQKu0JkqBOto4fOoj/9FP/XrqYe0GAD/z9p/Bnzz2PgAD64DCcpQU+wWMMfrWMRqPZwWjHYxJeolGKQdHp36g3+DRkOyNcx8Z8tXPeDvZMthRj4wIf6xNNgzk+AWIKpUoAbn5NKkJ13yNc/n17j6jtgvkcIgKN4tbSEr7zZ38eP/X05+Erghnu2irsm9cRNBtonDktk4iXCx0owhFFglYfGJJJrqrguGk7sggLDXKlIqGmbeunJiMIgICBUE1yxQC+2YXFFgCcunAR1uwcDKVY8ArrcgOwi5sobBTgdikUqdczcBx4pdK2HT4/CPAjP/tz+A+/80H8zh/90Y6Hv93z1h1aPAlneemOlb2c5SX45TJuKdPV40cOA+ATTGd9TcJYorytjrG5Ndv5uV/icEp3o3BvVetEuJuFnkTfq1bQvHBO/jvxwENyjWtfvcIhtkIG3i8VpaIUTXPJ5TDyfThbjuNgZWUFzjb3ncrZqtbrkqcJcCSCX6vecaNDS6XgrK/Dnr8pOQv/oBF63d0jGCEg4Gm1+h3BJSMeW3Yb5VZnDxhW+Dpq6INDeEDx97tQqXJ+Z70WmXqG4esaNhYW4d8B0kWN+S7Ib73ZjBT41LQAxj2cVBrAmDJFDOo1pJmP/QIad/327Qh0b6d4/uxZfOb55wEAyXgc/+7tb0E8Lib5hGBYTLdWG02OMFHue0IpCGP9IZ/ChzGcbFEAqXQGw5Oda1ButSKTrLsWRwmTZHH9v3yOrwEagGPCjyxx/CQeOHJYFqeXbT7FaL18GczzUD/9IuovPAvmOnAZwx9Vm/jvegI1sScEjgN3cwPa1BTaA4Pw201Yhw7LY2hfvQK/XJLiGAAwucV9RwiRvK31jY0evp11oEM5cFZXpCCWVyrCXV9D0BZQV7EGrCtQuIjsu+9LxUxCKbLpTjOoLout7ZEHoUJtGOG0XpV93z87uysD+q2CmCaIaW25p89OqcUWP79+pQxuz9I7HCgraIqMYq0URk5pqlYaDdmwY64nmrOU5w591uqgXgfRdbhfbWqEn//857f887nPfQ7z8/N49tln5c++WmMnyd+e17dbYJ4bSXZJLA5NUYOB7/NEagsivZ7N9mzMWjLV2VC6JlvNc2fkBkHTaVj7DsAPAhTEIj4xOhLlEdk2H98CEn9N43G4qyt9k/Gg3YZf3NwW0qQJ+WZb8Y2602Cexx8oQrCuPITTXRMfQghGleR9bWNjT5AENbEaGRxEMpHAz733n+LNB/bJn//xC1/G7Q2OE9YzWdjXr8G+eQNBs4k1NTFLpyN+OOH5LtVqYOlMZNHq+b6OjdtigkcJwVzXQj0xGuVshaEPDYNqGswJBUq4ugKA9E62DGPPBtaRY/Q9gPH79u8+/wXkqzWcX8/jOQEPZIyhdamDcw8adanWdEUhrB9W+A5q939EKG0BQKFajXCAgmazc19Sjfuq7PBchkUnKEFNKdizmQweOXFC/vv0xYvcD2R6RibnrkhyiKbD3dhAtVJFoBhHEl2PJGRBvYag3ZLPVL9YKxSwLK7dSzt0ooN2G/7mxo4QwjBoKgW/XpPney8RtFrC4yqOG/XOuhLKvnOvFkNCNrZSJDSGh2WH06uUOf+k1bojj6ltj9e2pVJXGMz30XjxeQn9sA4eRuzgYVkAMs9D+xrntejZXGTd1XO5yFQzTHxzmYyEDfq+j2KxKHkK/aIbRmiMT0jIbVCr9Z027zaoFYOWSsHd2EDr2hW0b1zjPjv/QDyuUBp5r6JH28V28LQdj0dR72OOg7KyBwwrzQE1tFwO+ycmkBb3wuW2C7vMIcR9ZarNGOqm1a0AvufonmwBwHUFSqhlMtCHeHNNLbZGuiCbzuICHlJEPk7toXH9/NlOU+KHv+PbOXTQMOUUY1R8Vsv3UanVermXug6vT0EaCKuNsoAepimFnkphRFErrdhORH3ursVRPFd6ki2vr2NFrLFHLBMxSkATCegDgxg5fhL7cvwZXXA91P0A9s0bqDz9STi35+X7fYJp+GSljqduzeOHPvRn+PT583A3N2DN7YN1/D40kmmQZIo3tEVD0FlahLO8FCm2pmaiDVM1QighY6yHV2+MjEITyr7hHkp0HYTqsG/Pc8Xbalm+fk2xJQmLuBCBEnoQEk1DVpno1PzdTbYCux312BJN31sCRmjoOqb277srWC2hFFo6tXWxpTREQpEMDiUU9ixda2BJtX0wjR70QzqZlKijSq0mvW/5tN7jauB9aDzM98HaLU7T+Aquu7sqtt74xjfiySefxJNPPok3vvGNkX+/5S1vASEE3//93y9//lUbe5wEBC0OIVSTsVBlMAzm87H3VjeplkiAGGa0o6RMMIJWS3Y3neUl2LdFh1nXETt8FHo2h3yxCF/cFJMjoxhWYIibjWYnkfP5FERLphDUa32hP165tCMfhftNJOEW8nfN3fIbdU5GdF3kxQKWNQyk+hAxRxUY23q5sqfufkER3wiLI391Bf/qsUfxroceAMAnZmFBQeMJEMtC+/pVBI6DNUVaf3J0NKKUqBa3tXSGTzv77NSMMXi+jwVBtJ2ZmJAu82FkUynEReIXKbZyA6DpNLQuVUKuahVdSHlixO4YssE8n2PyKZVFPACcE8mDs7jQIyJi37wOALgiiMAEwMFYpwtmKGpvuq5jSEwH8pWy3HAAwG/WozBCAWncNnyfqwoRGvHdyOayyGUyEjJ67fZtVOt1mJOTUiQhaDbgN+ocG65MQcIgugHWbstF1y2Xubz4NjAzVYFsrViCtw2HxyuX4Ldbu+Z/EUpBdBP20t5l4O2F25y3aZhSiZAAODTHEyTme9BicVnsHpqdlTAKVZGQJpPy/MH3hVk595i6l+FXKwjarch62rx4XkJKtEwWiZP3g3keYseOy4KnfeOabFJ5SpNEHxqRqmGe72Mz5Mgo0+TdRA9nK52WRPqgxU3o75S3BfCJhzE4BC2Zhl8qo3X9KtrXr8Irbr6iqo/9gnme7KdzsYy97ZGcZxP9HdkM2qt9R5fHVmDbqIikLEEJYgp3Tg1qmLDGxnFSwJebjOHG/DxAyNa2BXdZXPpBIKF7atxQFAn5x/DPUWkAo125gr20iIeVxsdeeFvnr74sP+c1hw5ynphjy3VuVGlGrFYqvYqEhgnWaPTed44DECJhnGmNQEulMDA2Ju+XsutG5eRNE+xuxFEcR055XjzfafbdF+NJNk1nQCwLxvgEHgjXNAAvO1wuXn43XYd94j78tSII0XAc/OZnPo9fPXMe7Zk5nribJoyZWTDbhqX4X9nzN1EQ50OnFMMKUqM7phVuVTdvS0umYCqFWriH6rkcvOImnOXFyPVYFTzHmGVhWFAKmOOAmlbE8D2VycgiI0TjBDtMQ4N2GyzcOymFPjAEx3WxLPbz2bFRWIq6350GjSfBWP8CZmpsTO43K8KH1C9z5ITfbPRwWUsK5zYTs3oQEJRSZEQeWa5WO4rggc8F0SCsRLsKqsC2EThODyzxlY5dFVt/+Zd/iZGREUxPT+NP//RP8ZnPfAZPP/00nn76aXzyk58EYwwf/OAH5c+/WsPZo9KX32xwHHJEWjgVmXow398W5xpOwtROKLHMzsPDGDdZbLXQeOmUfE3i/oc4PyyRwKrSMemZbNXqUSn5eo0nsWA9nAcA0n9kJ18VEotxE7w9qgJ2R1Cvg7keWtUqSqILM76FF9e4MvXJ12p7mmyFMMK4ZSGVSMCrVuAV8tAzWXzjgw/K151SNkM9kwXzuIfaqkIEnu4ylh1VScGEgiYSfEIjjBy9ShnO+hrc/DrWvACuWKgPzkandwDfFEPe1vrGhpy2El2HMTYBYlnyfnLX18T917uQUsPacYHdMgQenxCCTWV8f25pCSwI0Lrc2ezDyYG7voZGqYhbQqVpbmgIlqJ2peLTgc45K1WqEZPtoN5bbO1kLMgnWwFACGoK8T4nCtMQSsgYw0uXLkHLZCP8NzefB43HOT+sq4tLDO6Jw1w+wQ6qlR0Vym4tdu4hx/exdnVrBbHdPm9q6JkM/GKxr4LiVuHX67AX5qElU3AadSyKJHUqmUQiXGsEXCz0AYpZlpy83lpckspqWqJLJKNU4pPBe6xS6lcqYH4gG1Vufl0aKoNSJF/1GgGJXkfQaiF2QCREQYDWFS4JLc8RITDn9sn7tVguS3L9Xjy2gCiMsFKrgcYTEdVXr16/I0XC7iCGAX1wEHqaIwla16/BuYOJ5t0EbwKKKfDaKmovPLst3zf6uzYaZ19C81K0OCCEgAC74mOqIYn+YhoT2G1UwgadroNu03XXh4Zxv9I5P7+8DGKY8EqbrwhUU1Ui3KegF9TJlhrq1COcNmninmLtFo7EYjDEGvHlCxd2dczNVksWd/unpxH3PbDAj3CzVMjiSrncI5JBpYpgdK8NXAct15V7WZpS0FQahmUhJa5D1fPhKlybcJJwp+Ioquy7WnBKcYzBIX5vaRoeeeQR+f+XnU6hqA0MIvvkW/GRxVW0xRo4pqjYPXvtOv7Zv/tJfP7LXwYAGBNT0JJJblsi1g7GGApCrGJU4Wz3i+nxTpNxaa2Lt5VMwpic7lAD1tc41UPXASKEw0QB5DGGNQH9nh4fl5zSwLFBEonIVIeappR/D2GE/eCyagTttsxBaTwBGothcXVNNvHnxifuygZBHluMe+H1mxhZpokxUbiuetz/yiuXpD1LtzBUSbmPc4lE3z005G2Va7VIHh5yRhkE/1AJZtu8yXQPeaq7iV1lAO9617tw6dIlPP744/ihH/ohLC8v4w1veAPe8IY34I1vfCMA4FWvepX82VdreKsrcNZWd36hiKBWBdX1DnyGUmipTLRL7fuyos7n87hw4QK+8IUv4GMf+xj++x/+If7jb/0WfuG//Ff8j09+Si6g1DClYhbAi7r6qRekKpoxOQVjYhLEMKAlkpKvBXAYmlpsFbonB+JYtUSS44KVRZR5Htx8HlpsZ7lbLs7g3jV0yBOFwooyxZkc6d8pmlJUmfLNJvxdQnUYY3JCMzzIIWzu6irvmsfjGM9mMCOS75fX1iPTEWN4GMbYBNaVTWhK4cQBvfLvxtg4vNImXzybdZBYDLGDh5F61auxpnRfD2wBP5gQUr+u52FTNa8eGuJQwlCVMAjglcvcn6pLZIVYJoL23v3IAD7ZCruTmwoJdalUxsrlS7Jrr4+OIXa0A9O7eO68TGCPjY9JfD6JxXrMrEeUbmAtYgzb6DQeNI2LdeyEmxYGm2AMNWVCHEp0P3qfwtu6eBFaNhuBNXqFdUFY90G6YDRE51145th887PtLd3sw5ifvx3598LlS33NHPfyvEWOyTDAWLCn5pB9e56r+qVSuLm2LsUxDinPGvN90FgMNJ6Qm/xhAc3yfF/i90ksFlHg88olORm8U4hQv3ALeWkOH9g26qdekP+XOPkAtEwGXnETxtg4WODDOnBIFlP27Xl4xc2ImbGpGqPfoaEx0DvZIroOY1QhrDfqEUjO3QbRdei5AWjxBDxRWH6lIrDtTnHTasJdXUHjpVNwtzIFDn+v3UbzzEuwb93oP5HTNHh7PEdB2+ZqdIL/3Mjn0RbrTW4HLomeG8CDc5319kK9KWHL96Iw7o5bCtfliVc9KhEMN7YqttaFGBKAnEYBXYeuNKjI6jJOiMQ9v7nZIyXeLy7duNFR6zt6pGNCrly78VznXl4rV3tFMgSftaex6bqoNDrnLUMpdLHG5wR/qhoEcAvRAuOuxFFaLRBdh+f7OC2glGldx5zg1pnKM/jIa14j97CXqQZ9cAjxE/ch87VP4narjU9d4sqCSdPAr771Tfipf/KPJcenUq/j53/ng/jd//E/UPd9mDOzCJw2rH1cSKgeMHnfqerB/UKVaF/qyi2JpkEfGICpvCb0BdMyOXgbG/JZL/iBvJYzqlKz58nzLt9XMTaWAhk7PGteaVNODWmSe2ypapr7p6ci07M7DWLFZPHUL+aEn2qbMZSDAEGjweHtlEZ8S4EoZyuX7A/DDxUJbceBoxSk4fkgBL2TrS2Ml1/p2HW7dXBwEB/+8Ifx27/92/iRH/kRfNM3fRPW13snJ1/NQShB6+XLu4KAMN/nXSCtw+mg8USEbwVAGhr/1n/6T3jnN34jvud7vxc/9uM/jl/4xV/EBz/4QfzZn/0ZPvX5z+N3//Kv8NKljrSopoxsWxfPS7NdEosj+fCrANflRVn3ZGtkBCOKGk9hswhDSTLCKRxNJLmJprLwepUygma94+dULqHy2afQvHyxp5MWwh/u1oTTL3GO1IryIE1PTfd97eT+jmpaoWXvWiK50WqhJTaLkcFBBLYNZ3kRWqLT0XrVPj5lYohOtwA+bcmrGO2u4xtWz3exCGt6FvFjJ5B89DFkXvu1yDzxBiRO3gdzcgq3lMK4W/Y9jImIIqECJRwY5KqESnHnFdYRuE6vSIZhIrD7K0ntFMz3EF7tYhfM5rQC30icuB/m9LSEb11WfGSODg91ZLiTqR7p7jGl2CpphkyggkadT4zR6YTuZGzMgoDfn0GAmgJZChfaB44dk3YIpy9eBDUtmHP7JOnfLeQ5l1E3kGBMvjY8BgQBF8Yobm5r6BjG7S740Eo+D3e1t4nT/bw1L11A5elPov7i82jfvAGvUtmyg62nM7yY7zPV7Pc5ztICtBT3TrmmrBeHla47832QeBzawIDccFSRjJeF3xYhJCKS4ZWKXCmx1dqVYfpuwm824NeqsnHVOHNaTkL00TFYBw/BL5WgZTJI3PcAjJExBM0GYoePii/DUH+h4/emZbLQFElkVfZd9djSdR1DQ0PQtzGrNk1TSuWHgizmdGdKHbRa/blAdxk0kQBr23D3YGzNfP+uJjfMtuVkMWi1uWR5s4HmmdN9kREAv3aNM6dx4+XL+HdffB7f/+E/x+JCtAFBzC3gaduE32rKiTsAbCjNhtwO02aaSGDf3D7kBDToZdtFu1TkkKGufUTTNGSz2cg6sNdQVdz2T0xKG4Xl9XW0utZklc8zomughEBLpmAMDss1yllZwsPKfrEbKOGFlzuS5/cdPMgn0KbV8dnUtIgQ1Wqtxu03uptbhEQam6GKolpspTUKTZjKhtfCYUB9PcpTulNxFOZzlVqi67hy4wYaYr+7L5OS0DNDeY4z6TQOiXM+X64Ar34tVxskBP/li1+S+9u33HcSow8/gje/8134ww/8Cr72scfke7xw/gJ+8jf/I8jYOGgiAXNqikPrlVxgogux0R3TCnx+cbW3QNazA9CHRzvX+fYtbm5vmqCZjGwErNPOeiR5YEEARoicjIVBTBMZUXw4DLADtuNky1PyjNBj65byfO2bneUedHcZ1DRBY/FtRDI6+1EHSljqK8JUVp5bVSFWjVxGkX9XBL7CfIkx9NyLvhDHALDttPxex57VCL/1W78VF8SY++TJk/ijP/qje0qufSXDyObgl8tcuWaHxSCw20Idx+10BGIxueCo4TLgz//8z3f8/GsKeVM1j1ULotSjj4EKgrGWSnMVP3UqNDqKdDIpO2kbpRLMsQ65NpxEEUpBCInAUrxSkcN2xI3WPHcGfqmI9pVLcFd6yb7UNOHvAcrUHYHd5qovloW1imIYPDfX9/WZqSkkQ68tx5FJ+U5R6BLHcPNr8Ov1iEHf44r89YuKiSsA+JWO+pBJKYYUaED4nupn6YODSJy8H9b0DF+4lPH2zYWOZL4q++7X6xKeE5F/V4ozouswxidAYnG58Ln5dQEBiG7ghFIB1dl7F5y5LgihaNs2Gl3ve1EIK5hT0wDlZsDmNE8CrrU6HaEj6U6nScvlejiLqiLhRrsFKqAczHV7CvgdJ1tBwL+r76GmvDbEaydiMZw4yJWfFlfXkN/chDncISczx4FfKUOzYoizoDfJIgR+tQK/XtsRQsgYw0IXEXq91YZ9+1YPd0V93rxKBZuXL+JqfgP24m00z55G9elPovzxj6L2zBfRevlKRP2TxOII7NauJvH2/C0E7bYU7rmhFBrHDikm3KLg1JMp4UHidykSzsu/G0PDHeEdIXDDAv+e+W1xvha3n/DrdbgrYqpmmkg9+piwNvAQP3ocWjqD2P4DHCo4MyfhIurEQh8aBlXFMZR1a0zpLBuGgYmJCRg7FNXh1LQqBFnM6WlF9bXODbrvUA10u6CpNLyNwq4mZ8x1Yd+62dMR3m30cKSadRDdgD40gqDNIYJOlw2BX6+hceY0vnDqFN731OdxJZ/Haq2Oj336qej3MC1urr3LZhBjDEG1Ko2/GWPYVJ6zXGZns1VzbBz3CUN1mzFcvX0bYKyH86rrOoaHh7ctuHcKdbI1Viliv0ArMMZwczE6kS6WyxJyKCGEmSy0bA6GMLlnrov7k52154Xz57BTnLvaKbZOTE1yxEAQSM6Uls5E9tq1egOB4/SoDBNdjxakQq22ouy/aUpBw2JLec6Km5uR5+BOxVFkrqXrEb7W/fFOAWAoSogA8PAD98u/XxANsC/fvo0z4vyPpdP4tu/4TsQPHAKhFLlMBj/7Iz+Mf/+DPygl21++dQt/9MlPwZycAXNcWLP7JF8LACZ2MENPJhIYFNPDpT4QYC2dBrVMvp+CP3O2aEwQEDl1WVdyiHBaxlwH1DR6Jk6EasgqYmK1INhxeqs2cHSBNFEbBgcPH75neTxNpSLGzWrMTnZy1ahIBrdnUZuLlWYntxkQOVhgtyPfJacMLWpQiy1+PghI5P5kvg/WakoxDf2rudgCuIzuRz/6Ufz6r/86fvRHf/ReH1NPBEGAn/7pn8bU1BQSiQTe9ra34fr163t+HwYCfWAQ9tIinKX+43752hYvttTNgsTj0FJd40xCcGNhQUoJHz58GN/3fd+H973vffiVX/5lvO9975MvVSdU6vQijNihIxL+FLiu9D0Ku2KEEIwND4MQIguAQrEIOjAgOyeqUh5NpvjG3WyABQHctTUJeQxsO1LkNc+f6Ul6iRXjAhd3MD3hx9KQOOw1RcJ3Zgt4nRaLY0QkQZuuB6/V2tXIN1JsDQzAWVwUqj+d2/vo+BiS4rufWliEpyyoTqlTbI2lUtDMKGQlUmxtbp/Y3FjkxVYyHsfYsAKfE75YjLEtJ1sAT3KppnEFNADwffjlcofcqoau39HkMXAcQKMRCGMYl2wHDEDs6HEE7Rb04REYo+NgjOG6EF1IWRZUYJaucLLCUL22NuoNKV0LAKxeUxZAtmP3mwVcGStwHNSVrqNqaqhKwJ++eBFaJhvxs3PzecAw4DYavIOuBNF1DqfyPJnsbRX5jQ20uhKJ9bYNr1yONDY6zxu/l5orS/j3a0X8TL6Ev6h2khjmunDXV9G6dB7VzzwlYaFc2jwJZ2lxW+iet7kJZ2U5Inl+syoaLgCOnDgZeT3RddBEAprFOZmH5joNgWvdIhlCFAJBwKdQhhkxxryb8MS9RyiFu9ZJ6GOHjoKYFrxyGda+A1J2XR8egTE+Ab9RQ1yBtoZhTs92CNKIwgjHlWLL9300m81t1QiBDpSwWq8jCAJomYyEfgeNOvxWq+c+uhdBYzEEriOnsduFs74GJ78O/w7FOkJDY2gat8AQMC5CCIzhYcDz0Tx3BrbwXPSqFVRPfxn//enP4leeeR4tJYm5pjSZAEhe4G5VG0OFx7CQZq6DssKjHRzo3S+7QxsYwIPKdOj82jpAKbxydM0OggDtdnvP6sRqhGawGqUYtVvYpyjEXb8dnfKpNICw2NKHh2FMTELLdb7XRK2CnJionr54URZo/cLzfVwSOdDwwACGBfdUFbHRBwaR2X+AwxYBrLfbnJ/Vdb9Q04qoxLIgAAI/MlnICIEMABhU+LClalTI6o7FURTZd3Wqd0I0X0ksDr2r0f3w8c46cHZ+Hp7n4Q8+21HD/v7v/A4kuoolQgje+rrX4tf+7ftk0+1PPvbXuOo4oLEYzP0HsKnAvid3AUGeFtOvYrmCRte51QcGeVGtQCDtm9f586YUFuusU+jIYst2QGOJHjl2olE52QI4b2u7NaDb4FsfCIstXpSahoGpLRrgdxJaPC4HFN2hStqviL3cKxc5nNXzJHKCMYaKyDspgHSuIxjCFOpBZLKFzmdKJBAlEel35jgIHFeKY9zNGrDXuCufrfe+9724cOEC/ut//a/Y3+WbdC/j537u5/C7v/u7+P3f/308++yzIITg677u67b1SukXfhBwJ27LQvvqy9uaUwatJlgQRKRSObGw19D4okKQf9e73oXv+ef/HO/+5m/GG9/4Rnzt618v/29FGbkbXZuHls0ifuI+/tmOw2U0xYYfJuTDAwMwRTESFgCNVgs2IVK0I2g2ZfJK41zIwdvcgF+vwa9XpXKhux7tmAetliSdy+9rWWC2fce8Lb9R4z5RzQbWlUJuSuluqEEMAyOiixMAWM/nI2pjW4VabA2anBStTiD9RgPNZ76A+1L8HDVsG5eVkf9GoYDw6PphtIcHojDCraLWaMgk78DsjOwUSa6ewDJHvLa6IEP6wCB3n892PjNoNPp2usNNMthrh93hBXC/YmvTD1AemwT8APrAIMzJKRDTwGY6K5WPjgwORIQmVH5UGOpkK18qR69Hsyk7X4TswmsrnGw1GqiLY6CA7E4CwCMnOxvvqYuXoGUynYIV4CILlKJWLMKpdqk7Cvn33RCEb/Vp8qxVayC6wadboVG2fN74Md68NY8NIRDzN7UWyvsPw5iYkpLDAE8w2zc776+l0vBrW8vAsyBAe/4mh6WIdcnxPCyKjuCUoSMlzgELAqF0yM1gtWwWrN1GMpGQsJUbCwvwQs+qRDLKBS2VQGJxPpG6S04RCwJ4hbzkxqnTE3NiEt7mBvThYcQOH5HPEKEUsX0HQHQDxsREZAJJTBPWdLSBE4ERKlAfx3Fw8+bNHfeOUCQjYAz1ZpOLhqj3cKV8V4qE24WWzsDb3NjWYsIrl+Cur4JoGheduQMoYWisSnSdJ9quK0UCgNAPkqB5/ixa117G2rPP4P0f/Rv8z8u9gjA3hY+QGoT2KqluFUGbS4ZLrxzbQUlZY4Z2oSippdJ46GBnknux2eJczHI50kh0XRfLy8tw73Ay6fm+VCKczKRhEIpZs3PeukUy+sm+G6OjMEZGoA8PSRSDv76KRwRfuG07uKBMrrrj5uKihCved+QwgkoFhNJIA9UYG4cxOoYxkaxX/ADNRqNXkdA0wbyOSAbzfbAgQFlZJzOUyoZZxNi40YgqEt6pOIpAENVbLVy+wXlN0+kUhkQCraXTPUJkDxw7KiGG55eW8bfPPY8lccwnDx/Gm173ui0/78D0NL7pyTcC4M/4L//hH8EdHAKz2ygPdPaukF+9XcwoBsSLXVw7ouswZ2ZBTEPyYP1aFV4hH1H8Dac8QEf2PXAdUKWIl6FpUiADCCdbW6/JzLEj19wYHuZKhIIGNDs2CuMuDb7VIFZMNlu6Q5V/XxP7obe5wSX/hT0L/6GHqmjupimFESJjRA4fWlZEJluKdL5cmynlojvhzx0bzHMlrcHbCVVzD+OuTY0nJyfx3ve+FwNKQnovw3Ec/Pqv/zre//734x3veAcefPBBfPjDH8by8jL+4i/+4o7eU8tk4TebaF25vCUUJOzIqRuelkp3KRFyCMYlFTt9MtpJHhoakpC/NRU3OzgkuTCgFKlXPc5J/IzBK21ykYzRMTSaTckbULssagFQbLUjghuh5DshhBu3ra7CLxV5p0QsWE4fjkn7+tXIAsBFBYI7L7bEBuDXqpITlTD0yELRHaOKclChVIaztrLla+XrlMRqQGwUVIEJNS+chb9RwMPodDFeFCIHjDGsKjCcqT4YbUPXMSgK3+2KrZuL/SGE4cMdQiy2ghECIZRwXJLWAeGR0Ye7IyEbe4ASsiDgsu9dk6007XTWrpi8u27tPwhragZaPIGbZqcQOUijvh5mn3M2GpkGbkYEF4JWs1NgaXTHLigTni9+oyEJwSnDiMAeThw6JJ+z0xcvApoGc7YDOfM2NzgMLPB7uu3UioE57o4QQgCYV6Y/YaxVq9CzWXjFouS5+KWSfN6CdhuLyn3jMYYPLa0g/fhrkXvHO5F545slRM2+cU1uUmFx1LpyEbVnv4TWy1fgrCzDq/Dk0dsowF1bha4URVcUcYz9cQs0VNjyPUDTJYRYS2ckFy4UyXBcF7dX+LpA4/E+IhkxBO12j2rUXiMQAhM0HudcOZEg0mSScxR0HfGjx3s6utogL/79WhXx4/d1fp7O9gi0hDBCSimGh7cnufcLlSNQrde5cqDy3AaNeq9n0T0KalrcgDrff7rFOalLAKHQ0mkEduvOPK08VxbhzLYRKIayYei5HKhu4NIzX8KP/s+/wktCcY0Sgu99/evwiFBcrbbayG9sRH6XxCwEtequzLCDdhsQHksAT4rKSgI5NNG/QRf5PEoxffgwRsR9c81x0SqWEDh33jDsFyvr69IMdTqVhD46hlnFBqNbJGNF4b6NymJrAnpuAHo2B11ACREEeFCBZz93+qUtj0EtxO4/fBhucRPEisHdFPsJIbD2H4SWTGFC2VNXi0V4lS6RDE3jqrzhOux7YEGAkpILZExL3htDSnOt3Gz3ok/uQBwlzMNeunRJKuQ9IIyeAV74d6vRpRIJ6RV4u1LFn1y+Iv/vB7/j23eExX3dE0/gvsPc0Hi1UMDvP/cCiGliTckHJnZR5M8qedmNrgkvwIU9tHhCQgkBoH3zemRPXxFw5YFMBulkUj73WhdfC+gDI/TZtjlAYNvwFdESfXgEi6ur8jzvm5za1ldyr0FjMaFy2YtKymUySAu47KootphtI6jVpEl94NgIXBdVcU9kNAIqrUgC0FhM3i9ZdbKl+GeGxSehFPAUGKFtgwD/INSnuy621Dhz5gwOKNyYe/WetVoNb3rTm+TPcrkcHnnkkTs2UCaEwBgahru2iubli3BWV+A3ot1Br1br8TjSs9kuJUIuW3zxEp8IWZaFQ4c6fg3hZ02ISc7qxkZnyhGLwTpwEFo6g9Rjj0MTHYygzqWG44eOgFAagZmpD76azG40GhL7DXCfpDC0VFp4OizLxZL5Pty88EsyTcSOHucvZgyNs6cj54FQekdkcBYEXB3JtNCuVGRXfzKX2/ZGH1fEKPKtFrx8vgdj3h2qoXHOtSNEeb/ZlHy0B2KmVDB64Sb32wrqdeSdzsM4Od47pQE6k8TNcjkCQVQjwtdS4CzMcUAtA5rw6EolEkiL4nitC0YICChhPCET8KDV4hyRbpinKIb3AvPkXUsPRNMiSoSvSXQW23NLyzCGR2CO8wmCMTmFq4qZ8AGnzdWNAK7QOdILtRjIZiUeen1zE7oy6eJeMKH8uw7mbN9h5l5ABEGzM9nKdCXipmHggaNcPGGjVMLC6ir3MgqTZt+X3JZufDtXmxvblaGjinOPi4K+0mqhJZJWe2FePF/rsnvmrK1gpevaPXfzFs4sLoIQDm0OBRiY68Ke75iJ64NDIJohuab1L7+A2jNfRPXzn0HzyiXOw1LOxUde/LL8+0nlWYIwx5TE4ERSTq5V3taZy1zEh1Aa8YjxSkW+cTH0KJrtNfxKBcyxQUyTT+3EemOMjiNoNmAdOgyjDzSVEAJr335uDDw0BOvAIWjZLKzDhyOCQ0CnATM0MHBH3JyMUmyVQ5GMKUUko9HY9dTmTkJPZ+AXN3sESVgQwFlZRlCvQ8tkhYcjV9Pca7Cuji/6FFsAcLpYxE88/TmsiwQ6G4/j57/pG/HNDz+EgwoS4Or1a5Hfo1aMC1TsYhLqV6sRcRpm2ygrEuLDypR6uzAGh3D/OF+PXAZcWVwEc90eyfO7iXlFxW1ueATUMJDQKMbENPTmwkIEnhSBEYo1xhyfANE0GBNTEbjzMbfd2aPObF1snVeKrZPTM2JNI5J7RVMpbk6u65hUrtFapSIsF6J7GFcRFKICvg8whopSDGQTnbxnUIHHV5ze63sn4ihBuw0Qii8rJvEPKIWnCsNTQ4US1gRV4cnXvEYWUdsFpRQ//r3fI60x/v655/FCpY61Mv/eMcuKQNXVYIzBbzTgbhRwUEHqqLx8+TliDyWJREcGfnUFnoBkt4IARfFsTYfiGK4LavTytQCIyZZSZAiBp62CKR5bxDShpdK4roiE7Z+djTSn7zaIpoEkkn0bQIQQzIjGyYbjoi32c3ejwHlb7Rb8SgXNRh2u2BfSlEpIO2MBiGnJYkudbFXV9SwsPgmNrHN+oyEpN1/puKfFlmVZmLuH2E8AWBK40m6ez+TkJBa2kFndTXC53Rzs+Vuof/l51L74eU5Uv3oFzvoagloVxDA7ghOmycUQ1A3B91ButLAkFt+jR4/2JV5PiofRcV0UReFCrRis2X1Iv+5rYQriJ/N9+I0GL8JE8RUptpQOisoj2qhUuYiB6Pw4y0tSAIRYFu9sNGodCOFGQXobGeMTvIsskn9voxDhs1ErJoj+ezPbDFotBG2ubrW+sSnRtJNj/YuZMFTIT77eQNBqRZR0+oU6bRqgJFIQ27duyL+nNYpDAqu7WC5jZX0dXrkUdYvvIuGGEZ7vgDF5DbvjhlLkHlA8tpjjgCbTHPMuJWV5Mpnf3OwZZesDg3yKmgihoZz71q+oIqo1wW7C88B8BkK1yPd4OGYiHkIy1vMwFM8ic2IKV4VpNAFw0NTlQkoTSWh9JkKUUnnO8pubkWYAsx25WBJN48e0Xffb8wCNol2twg4X4JjV87IIb+sCl4BXpzN+IQ9GtTv2J2NBgNuKYMV9SgKyWqlAz3I5X3vxNrxyUV4/d3UFq27v8/P7n/+S7C7GjhyVP29duyqfN0IItGQS+uAgTAEL0lJpIGBgjUYkUbuwvIKXBDl8RKP4WkUKm3kcLhbCxKhlgabSCNotvOq+DtH8z//u72QzwRgakZN8X0zTqGVxPtFdYN29UhGEcAEfla9FEgmY4xOI7du6YadnczCnZxDUakg88BCSD78K5uh45Jl3XFeqbI7uUfY9jG6vLQCwVMGbZgN+dWs1ScbYXZ0jvs8QuOvrkbXX29yEW8hDy/KmlVTTvANvI/WZY7Ytp1xq5KtV/OrffQq2WCMPj47it77t/4cHBdxNLbauXb8R+d3QR28n3lbgugiazUjTgBsad5owQwoHdLvQszk8qDQPzhcKYAHbtbDLbq6ZKo4xJ5pz1LSwT0xiWrYdgQ6udsEISSwuxVyM4WFog0NyrUiUijgszumttfWI6bwa5wWaJm5Z2JdNc5sWpTjScwPyM6b3dSgeK+VKX94WMU0+hWQMzOc2GxHpbQWNMqg+G34AtxQ9RimOsgdbklD2/ZoiXnUspohjbKEK+PCJ45F/G7qO7/+2b931506MjOBH3vtd8t//56efRkEUJhMjIz2N4RDp421uAIzBnJnFfU92BgHXu2xBwjAnpkTO18mPwyI1r/g9zYSwb9sGicX6TpyIpkW4SvUg4DYHW5xvX+FI03gCxLIkVBMAjisQ/HsVeiq15Z4egRKK13gbedE8ZvCrFZSURnBao/L5IODT7/A5Vc9DVWnahjBWvj4yCY0Nmg3ZBP1Kxz119Tp+/Dg+85nP3Mu3RFMsClZXJzsWi6G4BaSre7pmi5swCDw5/gc4h8YcG4fPAniNJrxyCbYy8jdTaYlHJlYMQTwp30vXdTDfx0WFDHvs2DG0Wi1QSmFZFhhjaLfbkQ3/9soKBgdyfHGjBL7dll0Fb6MAc2gYsdl9CIIArutGXOpHBwfF5tVGVoEGrBUKYHPT0IeG4RXynPuxsgxdPLiBrsOvVBCbnkXAGOyVzmZBR8bggyHxwMOoP/tFfs7PnwUZHuWkRV0Habf4dCmR7CGWU43C0A0ELICr3OxeqQi32UAsnYnIvk9MTMhzaBgGKKXwfV8WHKNKBzNfr4OYJpq358HGxiOJgGmZICBwXEcWWzqlSGezHP9LCHx1SkAI/PsewMONF3CtyDeRL3zmaXzd/rmI7Pv4FP9813MRKGPpQaXTnd/c7IFCEkJw4eo1+fepkRH5Pb1WC3osxmFYhKJdr2N0aAhX5+cRMIbl/DrmJqei53BwCDAtoNHgyVS9BrtWhdZVzGu6gaBeh9Nuw+9K/DRNg2maCIKg8ww06nBaTVDDwIYyoRjUNZwYGsSpjU1UbBsLtoMj4IICNUpxu8zP2bShI65cB5pOww0YoCz0hmmAEl5srRYKqDebaMQ7XUrm2PDbbdjCXDCw22D1OrRYDDGxubSUbqndaCBwXZQVons6HpffKfyuqt/Wi+fP4+te/wTo6DhwWRjgbhRADhyCWymj3WrJ+ym8Dz3P2/b+bpeKWBBF54BGMct8vChet1IqYXZgAJ7vozk/D79ehzk2wb22CnmsCEy+TilmsxncLJUxv7mJv794CW89fgxIJKGPTcBbXwVrt2Av3kZs3wF4vtfDNdZ0HZppImCMF0aeB8YY/vCZZ+VrvjmbhJHJynPkt5qg6Qxi4tlwHAeeFYPdbGB2YhyPnjyJUxcvYiWfx9PPPos3PPYYfMMASaeBVhNgDN7mBrRcDm61gnapFFH73O05dJottNfWEBgGmOPACTkOug5taBj0wCE4vi9Jzf3WCDI+Cba4AKdaAXEcmENDkXtBTXTHRkdh27acNNi2DUqp/LfneT3cHUppBEZYLJX4e8QTIPE4WKuFoN6AW6+hXa1Gus+apoEGPhrnzoLF4rAOH5H/RwiBKaCujuP0FGrd55BZFuz8Ovx0GubQMDTXRXt5ER4h/PjDa+v5MJsNACNot9s972uaJjRNg+u6kcaOU6kgCAIYAHy7Dd/3I/ujHwT41U9+Gg3RWHn1/n34sbe+Gaauw/U8aJTigIK2uDp/W14HQglMwwR0Dc18HmYqOiGwLAuUUjiOA6dchlOvgWayILbNj7VUREVZfxOxGGzbjpxDu09yaZgGHr7/fuBzXwAAXGo58Bp1tPPrMI7wZihjDITyvUO9Noauo3H6ywhicZgHD0X2G/Xa3FAS1alcFn7gc+n5VBLPi59fuXEDIwNRgasspYhRAppM8a69bXMJ+IFBaEMjCJo8l7g/k8LVAodkPvfss/iGb/h6OHbnWPObm3LPO37wIJzCOn8+FPEabWgYWjKFIAgwrjSq1+p1eM0W/GYDWjrd2RcYA6vWEFSr0D0XhBCUxJpPAKTSKdji2gwo3MWqH8BeW4OpXBui63BaLaBShqYUK1vdhywI4DYb0HUd66K4HIjHYdi2BP6HSoTdz82Rffsiz/M3veUtGMxme+5DBhY5h47rgAjo/Ntf/3p88dQpfOHLp1BTitBxUfSGaw/zPPjlEkgyCXNiCvGxMQ4Tb7UwNjqK9Xwe12/fRqvVghWzQAmVeQSLx4FsjnOdRYNEXhNF9j1swgauA5ZOo93VYDVNE5RSpBSOVc3n56Nd2kRifLInF2spDUKaTMJlTE5GCSE4dPgwfN/ve22A/nmEGrFYDISQyDrri2tFPA+6rkfW7yklH14LgH0A3EIBjusioBSt1RUUSOecZA0DHmNc1M1x4Qv4s86YVCQGgLJyrkIIo+26HELfbIL5Hux6DaZoQriee8e8zTuJr6yF8h1EXHQsbduWfweAdruN5BZGZ1tFo95EqdRJMGOWhUyGcxek0a1hAox3CgaVm87TNWw2G2CiqzU6Noq47+OcIo4xNDiIGzduIJVKYd8+XjDduHFDbg4AcOnlq3hQ+AI1vQBOuQS4HhctaLeRue8BEMNAo17H+vo6bigcEUunCJpN+I1aZGw8v7SI4ugQEgODgPDraty6iSAk/DOGuPBWcBwbzuoKJ7ESgrphgpYrGB6fgDExCXd1Bcy2UT37EoKDhwHGkHIdBPU6aq6HctdUJ51JY3RkFJ7rySkkAJDVFZBaHdaAgzXFryMRi8vXjY2NIZVKoVarYVMssrqiWpdvNkGTKRQXF1DMZAFlkd+/fz8IJdjY2JCiFAOWharrIS3uldbCvJzABMMjYNkBPPToI/jIp3hD4KVqHW9dWY4UW+E0prhZRF2BnhjKxruyvo541yi6XK/LjufBmWkUNzdRFOcetSpmjxyFZcVQbbdQXV1FSsX4z9/G3OQUXMftnEPPg6brcvTsN5rYWF6C24x2icdGhhHzfJTW11HogjVlMhnMzs7C9/1OgtCog6ysAI0mNpVnIUcpjowM4dQGP5cvnDuHIwcOoNFo4EsvflkaLh7MRpMmR7meYczNzYHqUcWkS7dvY5ZSkCBA4Nho1WsoLS0BgQ80GmCaASubxWEB/7h165ZcuMnibcB2UCyW5ftZuh753Gw2i0Nzc0gnk6g1Gnjx/Hm8fP060lYMmhUDsdsIyiVoVEOtVEL11i1ANHAmJiaQSCRQrVYj6wMApFIpjI2NwfM8vHzhAurifprUNcm/AID5fAFHBwaAgIEsLQAgSHsuaLEI3/OwFqpdZtL4tkcfxi9+mt+Df/Ts8zgxOICEaQLjE9CFcE376suw5vaj0WjAtp2uY0oiEU/AcRxUxZTuwuoaLgnRl0ldw+sSMdSGRlALz1G1CjbYwqGDhxCLxVAoFFDKr4NsbAK1Bt7y6lfjlDAS/dDHPob9Y2OgdhtaPCHvQXejAH10DLXiAsrXrwEK1G9icgKJeAKVSmXbNWL5+jXQwjpYIgWysQFN4On1gUE04nHeTVc66v3WCICrkxkry0imU6CpVOReuHLrVuf3x8exuroaeZaBzv5Rr9d77t94PB4xNl5YWuKvcR1osThoqwWwAK18AeWbNwGFxJ5LJGAt3Ubr1k3UCQXTdECs/4ZhYFZMvJdXliPNHACYmppCLBZDuVxGJTwH9TpQqyF34j4M2m049TrWmi1A6fwSu419uSxYEGBxcbEnIZqdnUUmk0G5XI54Y5LFBSQ0ivjIKPxWC/V6HUxR4/zohYu4JDh8w8kk3vvIQ2jUaggBxel0ChO5LGK6jrbn4Vp4nsATsKmpKRDLwtL1a2CuFxHfOHr0KCilWFtbQ3XhNsgqX5MAYHBoENgooCrOT0yj2BDoBsM0MDvTOYcsiBaW09PTmNi/H+PxGNZabdxwXKyvrSGlG/DX1jAiCg8WMOQVwSqqUczkcnALedSKRXjr62CzcxItEq4RlUoFN8T0RSME8SBAo95AOp3GrMKjOXPxEvaPj8N2HMmNHdH5e7nxzpo5OjYKc3ISuNZZV094Lv6n+Pvzp0/j69/xjsg9+ty5jjT68fExVK9fg2ta0PJ5CUEMJqZANA2Neh26qtJpO2hVy0gLaP7S8rIwI+L7FCMEcwJdUhKTshQlcAnF0tIScrkcBrIKdCsIUFteQmVpCZqmYZ+YKubzeXh+ACjIgn379iGVSmFzcxMbKr/PdZDe3ER2dFSeqwHL5H5IAJhhSLXV9fx6pGgCgAePHsVLly8jm0rhDQ8/FDlXiWQCE+MTCPyg5zkH+DNJCME/fec34NzLV+UUGwCGBRe22Wrye6XZBAwdLJND3HVxUOwfN27cwOTkJNbzebRsG6fPncNjjzwM0zCjeYSug7bbHC6tTPSXlHUgFTZuggDLG5vwW9Fi68CBA4jHYlAo1pLHXF1ZQWJ8MppHAKC3biHcqbRsDgtLi5JfPjk0hEK5gnij0XeNALbII5Q4ceIECCFYXl6WwxE4DsjmJoYtC9mhYTQaDRTEM5xQ1pg1MWVijo3yyjKH+C0v47bdKYLSus7F5cwyUK2ABQyDgQ/Tc2FqGgghYIxho1oDRC86VC1cXV/jU3vd5Dn24hKmjh2HDm6aXNvcwPZYq3sXuy62giDAU089Bdu28ba3vQ2maeJP/uRP8P73vx+Li4t46KGH8IEPfABPPPHEPT3AED64srKCg4rS0MrKCh588MG+v3Pz5s3Iv0+fPo1HH30U6UwmIuRBxR1LNa2vwIeveE+Z6QyyM7PS9V3XdQTtNq4rnhpPvulNGB0ZARULNKUUBw8exP333YePfOQjAAAn8EGFFGt6dASOY0PL5eDn12EeO47k3D4AQCKRwPT0NGpKh//EkaPceyGekL5CANByXIxOT6Nd3IArFO9ocROZdEqOTMPvShpNkHA6NzyK9PCw/L/EAw+hkl8HfB90dRmpw0egZQfANgrwqlVkD/HER43wu+iGjunpDgG0tVmAm83CKxUjxczJE8fl60LIZTqdloV0MDiIBCVoBgwF2wG1TKQSCZiUIKa8f9iVSqbT0gBxJJ3CwOAgNGGW6yv46dSRY9AGBjAwkMPwMy9go9HA5baDdhCg4PHFajCVQkoUCINDgxEo0UFBxAV4YaV+VwA4/fTT8u+vf+wx+f+BbYPlcogJP66B6RkkNQ2H9u0HvvQMAKAujt8wDfl7bGwM5Uvn4YjiOWg1eSLX9bmGYcAvbiJjmciMHoz8Xyhtq2mafHb8UhG260AfHJIwQgNAkhI8Oj6KPxVKYxcFJCiZTGJDgd2dmJ4GNjuLcXpmFqmuYwrviZnJCeC0+JlpQosnEDTqYI4Dw/cxPT3Nr1OpCGtmBno2WkwDHI5l220gCLDwuU7CPDI8FLkGmqZBoxRvevxxfPSpp+C4Ll64dBnvefzVqJw7A19sbjHmg8ZiiA8MCLW1zn2YyWR6Gjjy/tZ1NBTe2pShR4qtsu3INcSvxkAsC4ZhorW6grznd0QrZmbwhm/7dnyxsInPnz2HaruNvzt3Af/sideCDgygubQAf3MDQYN7TyXHJ5DoUorSxPpimiYGBgbAGMPHnuogCt6dTcIcGUXugQelfYS3uQlzbk42fkZGRjAwMABb08DsNqbm5vDXX/gCLl2/jvnlFSxvFvH4A/ejPn8Tzdu8ePE2CiCEIJVOwTDNyPMYnsNsNrvtGjGaSKAdj0MfGUF7fRXhlqrlBpCZ2w9jqvf+BqJrBAAEQ0NouQ6o70PPZjE93GleXFHg5WPj45iYmOiR+A3fN5VKRfYVgK/bkaKbUnmvlUfHYYtJvW63kctlZdc9aDbhXL4Ap5CHNTEFUsgjZmjcowtRUvbU5FTfyRbAIYxp0X1lvg+/UobZ4siL2MgIpruKNOY4/I9tY2Zmpu9kK3zf8NqwIIBtt+RexewWrGoFKG7AmJ7F1QD42AU+EaaE4Mfe/hZMdUPA63W0Ll/CbNzC1ZqHjXod2YEBpJNJuT5TK4aJoSGYExMSGg901qbx8XFkmw34lEIT662maSiXiqiGUKFYXJ7/7nPYHYZpALkBPDA5gbUbt+AD+Onzl/GvM1m8Wus8N93rNyEE7sI8mOsgNTEOv1KCWcvBOnqcczrFtYnZNtbEejiZy2HQsuBcPAd7fBL7FS7TRqWC6enpCL8rXC+SU9PIiM/XdR0YGoY1OgZ/cQFBrYqDvoOkaaDhuHjp1jzcaiVyvGuf/Zz8+xFDQyKTAUmkUBcFFInHkRFwtUQigaMn70NS19DwfKx7PkzGpBDWtGIy621uwJyYgO778AmVHKg0pUiOjCIzPQ1N06DrOhKmgabjouIHiPk+BsbGItYLY1PTIIkELOXZCu/DoaGhSDMjaNTh2G2eLIe/n0iACLN7PZ2Raqtjo2M99/dP/MD346lnn8MTjz6CMYUbDHTyBKrRnmuu/v/+uTm87198L/7db/ym/L8ZQf9IxHku5peK0MbGYU5Ny+cGAA4ePIiHHnoIL505AwCoO47kiap5BBsbQ7NWhW+aaCnF1gbt7CP3HzvKfTB1HXMHDvYYGpumyYVglO8SFlsJQdZQ8wgAKHkuwvJUHxxCtdWxPbj/yGEcOHYMllhb1TUijH55ROQcimdyampKvi8LAtiEySIvmUxKdFqgNKpXAwaIFkHSdWBM7IO/WYCv3Au5mMWl6QlBkIzDPHQEweoKmOsilUohnUyiWq9zKwqDvzdzXTDfx+TUNOcBz80haDTguA5M0ejOZbNI7ZEeczexK87W2toaHnzwQbz97W/HN37jN+LBBx/EJz7xCXzXd30XJiYm8IM/+INoNpt4y1veghdffHHnN9xDPPjgg8hkMvjsZz8rf1Yul3H69Gm8XpFV300QwjG94R9N3OQUJPLz8I/KhTEyGVjZLCzLgmVZ0DQNfhDgyjUOHRsZGcHc7Czi8bi8qQghiMfjstsDcEliIm4uK52FBgbaaMDM5ZA6dlw+pCEUcU1MGkzDwPjICBhjoIaJkVxWPgTFP9CEfQABAABJREFUShlWOgOqaTAnxUMW+GD5fM939RXJd3NiAqywDogkUkskIx429vmz0DUN1LLgFzeh67r8/uEfIyzmCJU/M3UdpF6DmUjAKxWxrhRb+2dm5OvCBUvTNPmzWCaDEcGrKroefNeDmc4AGwUYgHxdeA6rNSUBz+Vg6DqHexSL0nNEyw1AGxxErVoFIQSvPsATeQ/AqZaDilggJoaHQYULuaEbke+pKkFulko95+EFpdv4xKOPds4FIYhn0tDFomllszB0nRciyj3RfQ5jqRTiCtae2W3QdqvncymlIFQDdfg0T/0Tbm6UUvkzyzBgmfy7bQqYSFajIJRi/8SExOafvXIFnoAWqJOCE+Pj0JTGRGxyqveYxDlUVRdL1WrHdNb3wep1/j1jMZiGgZihSwghgM73sCx+vLEYqorC1UBuIPKZ4XPznnd+gyxGPvrUU2CpNEzl2rVXV4AggOF7PffhTvf38nKnsTJp6BhTiq21Ulk+a7HBQVjJJJ8kr61KPxEA2L9vP2LxOH7on/1zaePwiRs3sba5CdpsIhGK1QBovXwFGtV61iXZzBHQp1MLi7gmSPizho7HEjFYBw/BSqc796FpIJZMyd81TROJRALJ8XGYhCAWi+Gfvutd8rM//Ld/CyseR2xiQvK2vFIRzPOgJ5JAtQxTOV+7OYeEAaRSgm5a0DUNfihpTwiM0THEhof73t9AdI2wLAvxXA7xA4egZXPQEqnI/xWV5sDY2Bh/vbifCCFYXFyUkBZd13ueG8uyIslgo9nsvL/CSWbNJjTX4fef68K9fAF+oQBjZAyaacKIJ8DW1uR5UhEOpmlu+V3VcxhLJBBLpoByCVo6Da1rXbIsC1YqJb2NYrFYz/cJ9wnDMOTPYoYBU9dgCPSDt16At3gb3uoKNp9/Br/x8b+V0+z3vPox3D89Le8/Uq2g/eLzqH3mU7Dnb2KWdYq/hYUF/l2NcO3RYBgGjMCPHFP4XQ1Ng+G6sNKda6gRArtcRkNMrQZSnf9Tz2HPeRBrD43F8E+efANS4jOKroef+ewX8Sef+Dv4QQDP87C+vs4FV8J7VNPgrq6AWjGYyTSsoWH4iwvwr70MgxJQwRNZuHAOntgv5oYG4Zx7Cd7aKppnTmE8k0FMrEO3lpZgWRY2lClvWGzFxicieYSWSsMcHpaiMBoheEAY5dYdBxdeOh35jqG/FiUEh5IJmANDINWK5APr2QEYYipDKUUsmcSEWHs3/QBes8kVTYMgev7icRgCwtv2PdjiGUlrFIbIfcJ1NicQKFU/AGs1YQDRa5NKwggCWMrz1e8+jMfjsDQNBqXIFzsNjjAHAKJKhP2em7HhYXz7O78Bs5OTPf8X3ocEJPJzQgjW19cl3M40TLzu0Ufxj9/+Nvm5J4TYWbj2GIaBRC4XyfEAvledVPjC88vLffOIWCqFxP4D0KxYZA9dE3xLSgjmpqcRODaoZSGeyW75LKeyWbl/1MNGkkC9qHmE1mhEbFr0waGIef39J08ikUpteW22yiPUP2Gxpa6ziWQSiaEhULH3qev3flG0A8CqwjVlxU0ONaUaKkpel43HEUskYJkmzFgc8VQaRirFRUSEWTUAVBTxC+a5gOfBisVg6jpilgmTBbCsWOTaAMqI8BWOXRVb//bf/lvYto3PfOYz+OIXv4h4PI5v+ZZvwXve8x589rOfxa/92q/h1KlTeOKJJ/BTP/VT9/QALcvCv/pX/wrve9/78LGPfQznzp3Dt37rt2JmZgbvfve79/Ree7Uiici+Z7JR2XfGsJjPoymmEie7JN/VmFRdsxU+AbFMzsdx2ogdOgytq4MdBIFUq5sYGeFfgBA+jg4YhkXHpFDksszEMKQJKIC+xs2qp42eG4CWSiOw25JcGTt8BFTg6/1SEc7Swp7Njf1GnZsZC3GNsNiydB1DyrSoXxBNw4josvgANjY2QZNJ+I0GvC5PKgDIK+IZw0pHxr7ZUcaKHTiEwHbgOQ4YAx7b10mYnnI6UNHJsa3J9KogSb6LK9hqt6WK28jgIA52i2Ok0nJBorEYiK5hXHm/bmPjMEylcxu0WvBrtb4EbmKZ8GvVXYmYcBl1AtfzUBHwhpxGQXQD8ZlZPCzu40arhWvz82CMyc09k0xiemwUscPHQCwL+tAQTIXw2x2jg4rX1mYxIs8dbvYAb0psRaZlQQAWcKn6qgJHzeayfV8/MTKCt7zutQC479nfPPssrOlZqezISkVukLxHr6ig1cJtBV4xpWtIUYKYeN/VPvxRLv/elnwtANgnVCrHR4bxbV//DgCAFwT4v1++Br9ZhzYyKjv8fqUspeS3PC7G8MfPvSD//Y+zScSmZ6BnstJQmYl1o5/SnJZMAoSA+T6+5uGH5L176cYNvHTpMvTsAGgI3xW8LRqLI2g2+toRbBfeRgHu+jq0dAZ+rSql07XcALRstmOivMuI7duP5IMP94o6bOGxxb8C68uX6g612KooXVZrWlEkbDbgV6vwqhU0zpyCt1GIqFpqmQz8cqnvurWXoOk0tFwu4vGoBiEEYCzid7RTMM/joilCxMIXIgeMMfy3Ug0b4p49GrfwrsEsmOfBWV9D9QufRfVzT0eETeaMzn3VLZIBCMGEarW/jH2bG9dT1W/OtiOy4wNbPOvbxeyhI/iV44dwzBLmpQD+76c/gx/9xV9CoViE67pR9eFSEX61Ir2kqBWDPjgE+/Y8mufOcr5IIY+bCoxqJpmAV+xAW1m9hn3iWNc2NlBrNHrEMQDAHO+VsTfGJ6ENDct16j7WWctfOPWSpA00mk0JAZvNZpAdn+BTOcVfSx8e7rFCCIWpGID1YhGs3e5VZTVNBI0a4Dg8cRWRoRR61/sNCDGQJmNoN+o99x4xTDDX2dU9GYo35JXvMKQpfLktlAjvJhhjPfcAAPzgt387/rd/+p143/f9C9x/tMO3ZL7Pjea38GI8crQjcHRtC5EMgAt90ESCm7dbFrSBQayIpuf4yAhMw+CTrWRyW3VczbSQFSiMkLPlN6I0AnejgMaZUxGPTmN4GBevdbwc77//frxSQeNJMNabr+i6Lnlby/UGmPie7kaBDxOsmFSABSC/Jwt8boeiaaDJjgBHTtybrXYbLg0nW9xDEKGYhh9wWKpSxPPYuz/hncauiq2/+Zu/wS/90i/hDW94A1772tfit3/7t9FqtfDd3/3d8jWapuGHf/iH8cwzz9zzg/zZn/1ZfM/3fA++93u/F6973eug6zr+/u//PtJJeSVCSvsSAi03EBmTIwhwWYGr3HfffdgqUqkUMn3UBYlpAZTCHBuHOTXT83vFSkW6yE+OjnbkQE0TzHNlAVCuVuFSDVQ3QBUVOze/HvEwClotKdusZXMAY9AHBmHNzMErbUo1qsQDD8nfcVdX92xuHNTrfAHVddjFTVlsTY32qvv0izFFYWZtoyAfMGdluWdxXJvvTF2GBWY+aLe4Dw34BmJMTCIoF0EqJTDHwYMz07BE4nmt3tlwJhV38+5Qi61ur63TFy/K6/Q1Dz8c+Y6MBRH/JhqLg5oWRtXvuEWxpWey0vCSKxK2+0o8U9NC0N6d+hOzbRBKUVKVpjQNJGbB2rc/Yg58+uJFLK+vSxz7icOHYE1Mgug6sk++FYmHHumrRBjG6JBaoG5CV2RaWbOheNyRiPFgJHwfCBhAKGpKsZ/rMgVX49vf+U55DT7yiU+ADY/IqRpptRD4Hrxqecvf73sYtSoWFZ7MpKHDHJ+Q061Cuw2vi2wbesStKEqEc0oB/Z53vlP65T338lWcK1XA2m3Ej3SmW+2rHe+YfvGFa9cxHxppmzoeTsRgzu0DUXxxumXf1aCJJPe7ardACMF3fOM75f/98cc+BppMduTzISR6TZOrn+3Bb4v5Ptq3bkqpeldp+mi5HIzhkZ6iaacgmtbXG21d4YN0F1u7jUixpax7+tCQ9G7zG3V4lTIaL52CVyzCGBmLfAei6wBjsJd7uSJ7CUIIqLH9XkcMA95e5M1DBVBN4z43gmvxpWYbzzX5OpIgBD+QS8G+cBalj38U9We+ECkcSSwO6DrmFEPfq32kr4llcW+9PutT0G5zawfl3gwcGyXluwwqvJ/dhj4wgNHxcfzESA7vziRl//rM5cv4gZ/+GZx5OWrM7G4UeEKtCBBR04QxNAxnaQHNsy+hfesmFiudInC8S2XRKxRksQVwK5CIWIuuCauM3u9jDA1Dz2ZhjPE96D69cx+dvr0ATzRdLl2/ISeOJ8bH5XlTzYzN2bnI9wA4xCuMlXIZvt3ur0hou2CBh4rS2EpT2mm4iBhUJjPVZrPHU0nakuzgoQhwqD0IkSgeABhSSEnGHT7DdxK6ruNb/tE/wjve8IbIz5nrgJjmln5UoyMjUlQnbFL2Cy2Z4rL/hoHsm94K++gJNMVzEZoZM9+HFt96XwUAGEan2BJ+iYECc3fX19A8cxpBq9XZZwkBHRjERWHRkIjFIqirex00xieI/RrEs6FCt++jks4BiPptVZTnXyoO+gHnUGoaNMuS05OcAk+uiSKdeVwYI8wDgjY3OCc7rKOvZOxqd/N9P8JleOSRR3r8pIAO9O1eh6Zp+JVf+RXk83nUajV8/OMff0VvEiD0URCeFbEYjK7kjvkeLs/vrtgCOol8oViUEBZqWdAHh3iXo08XQzW8HR8d4Q+8YUoJ8WHFR6fYaPCFwHOlZw8Yg6MQJVWDYGN8Asz3YIyOIn70GLSBQXiiiDBGRuU41itu7tncOHwdazSw2mpLRaF9fTD2fqMBv8scdEzZXNcEd0JLpeFubkS66cz3saZ0kYbEZCtM6gDA2ncAQasJLZMFGx2HXyrC8H08MN17LJPjW3fQLNOUCoQFBe4AAM+8dEb+/WseeihyfETTIt0wommgqRRMdBQOt5ps0XhcyvUz10XQaPadyBDD4J3qXZgbB64DaFrE0DirUWiZLPRMNiqffvFSpAt28tBh7heia/AbdZ7Qm9HnPXBseAK+OaaYyeY3i7zAF+G3WmChGpjGhV/6bVB8shUAhKCqEKNzg1sXW/umpvD6V70KAFAsV/DUy1ehZzvPCqvX4dfre5Lm9ms1mWilKUFGoyCxOMaEKmgAYFnxvgEgC4rQY4t7jHTusUQshn/xrf9E/vvXvvAMfvnvP4mPr2/ghqbDZQzeRiHSPY8cUxDgQ8pU61uyKe7PRyioQtZn2xRbRNOgZXOyUH/Dq1+NKTHhPXXhAq4WClFzY5FsE02Du4Usdb9w19ewubSAX37uRfze57+ApsJl0QeGoOd6ObN3GqGCayIRx1AXh2O3YVkWEqKQqyhJjJZMQgsTT9+Hl88jqFb5RKtPsailM/Dy63dtBL1TEMPgDYxdchCYECYhhHDT31YD666HPyx1kpx/sX8GwyFUVnlWaCqN5COvQu7t74AxPIIpoyPkc0PxoZPHZppb+m0FjUbPeWOOg7JSCKi+TrsNmkxxbg0h+OZsEv/h6EEMCauGar2O//ShP8HHnuI8W+a6HELYJ8ElhgFjeBTO6jLc9TUsKQJFY7Vy5LVuYR37lULq+sICJ/aLGNE03rzo8zk0HocxMgZDdPwHdQ0zFk8MrxWLKFy7BhYEOCeUVQHg5Jzw5gsCuUYQ04pMX8NQuVnrbRus3e7xryS6wZNUL0BF2ZMzGoGWycKvVmXxpMq/l22nb27AvRGbPT/vjqDdBnQ9MtkaVCYO5hZ2LF/JYI7LG6Vb+FERQnDkCJ+ElWs1bHQJLakh99B6A6vKM6HuDXSHQQLVNGTEGu8DaDMmkQLOyjIaZ19C4LjQBofkz2k8js1WG0UxSTs+NwftFRxYECvGPdf6+G3NKI3tdSWHcDcKIKbZEawDkBOFPZ9sabz5blpyKp9Tpq510lmv1OZz0GohcN2eJsRXMnZVbD3++OP4+Z//eamQZFkWrl69ije/+c3yNY1GAx/4wAfw2GOPvTJH+hWOoNWU8sMkFgdVVPIAAJ6Py2Kqomkajh87tu37TYrFLmBMyptq2RySDz4sifrdoXbFJkdHwRwXWiolpx3d0xZjbByB3Yap+MHYi51iRO0m68PDIKYFfWAQNB7nXBFK4DebIJRK/56gxRP8vZgbe6UiqGHAKxWxHIFQ9W4CQavZsyBPKEVPXtxzNBYDc9pwlXPibhQiC/RwKsWJmbc6cu9hsaVPTYMdOARzbh+8cgmP9Su2dvDkGRbne6NY7BBBGcOzL3HzSdMwIpOhsDimXQ0ILZUG8zzJadosl2H3MwCMxSJwkKBR3xr+RmkELrBVMMcFoTRiaJyjFLpIIKfGxjAqEtTzV69KeCQAnDx8CPrAIPShEfi1GrR0pidRCppNLgoSBEglEoiL717Y3JRiDQBf/FSvLr9SQtDPJDYI5J+6MjnK9hG0UUOd0Hz4s58DUV7P2i3eRdtFcRpGeWUFJTFZmxSwKWN8ApPKM7h446osGP1Gx4dpNVQiHB5CrOteeNvrXodjwqqi1m7jmcVl/MEXv4SfmV/B9y0V8P71In7vU0/hhVvzaHapcD195WUsi2fymGXg/lQC5v6D3P9FgSox3wPR9L7FFgB+jwlfKF3T8J5v6Jy7P/30U9BzOVn0h7wtGo/DL27y4n2HYJ6H9q2b+MiFK3ju1jw+euYcPnybQ6FoKg09m41Mz+4m2raNNTHZmpuZ3dUkfavIio5pVemyEisW8TYDAfSR0S0/h8bjCBw7sva+EsG9jZxdQ70jHluOA7/Zwu8Uq2iL+/etJ47hbd/wTmTe9Fbu4UgItIEBpF79Nci+5e2w5vbLfcIkBFOCmL6wsSGn/GEQQrj1Rldyz4IAfq3W07Dx221UFC7H4DaNla2CEAJz/wGpgHjYs/Ebb30TvuZEZ33+zx/+MG4sLMArbsKv1yWEsOe9dB3G6Dj0gUEsiHVTJwRjNHrNWbuN/cp9fGPhNlYE9NgAh2trmeyW8DBjbAwklZLr5P1iYsgAnLp8CV5xE+fOnZOvPyF4v36lLHMVLZvpgRACiAgm5D2fm3J3eY+FcFSwAOV6FEaopVIc8in2nwHle1b9gHt3dgUxuU/pdpBd5vtg7TaIrmNdmWwNinWFGCb0wTtrmNzLCFynwzneIo7uEkrY2UOrEc7SzMQERxcRsvMERtPkZAsAagFD0GrCXryNxrkzQMBgDA0BjiPvDRpP4NLCovyd4/v3vaLFBzVN0Fi8b7Glem2tKoI/3kYehBBUxZ5JAWTCRmkQAJrGG4emCWLoYJ4b8dqqKeuwhMkyxte7Pj6CX8nY1Sd/4AMfwJUrVzA5OYnTp0/3/P8nPvEJ7Nu3Dy+99BJ+8Rd/8Z4f5L2Ir5uekMT53YSa+NF4ImKaCQD1Rh3zQhb30KFDEXJ/v5hSeVtikkEohaZAq7pDxXtPjowCjPt5EN0ACJE+HoAotoZGQAwDNBaX3Ve/VITfqEu/H4An8UQ3oKUzsog0xsZh7T/AE0TfjyxwXnFz1+bGgcNl4kO+1rICodo/G4VKhlwSdCUqk4ovSF5JdKiVgLOyxKc4QQDn9jw2leJjOJXihs6i+2ZMTAKEX7/41DQmpqeReuAhxA4ewkMDvcndTsXWiJgker4vMcXX5ufllOjRkycjyXTgOPx6dS1oNBYDoRQTShd0TZXCDV9nmJEkNGg1tywQqGFyTtcOGxt8D4RGJ1s5jXZgdoTgEZGQ2I6DTwtYMCUExw8eBKEU1vQMaCLRd1Nnvg8twRdYQghGROG23lVsMbsteQjUNIGAweljlhuaEYIFqKrF1g4b37EDB/CYwKOvbWxIaBTAhQ2Y4+yatxU4Dm4vdTapKV0D0Q0YExMYV2SQ1yo1eKKREnJaSn6AliD6z/Xp0FJK8ZP/8gfw2P339xRiHoDrjoePrxfw/r/+OL719/4AP/rhP8cfPvMsTt9ewJ++0BEj+pZsEvEjx8CaDRhjY1ETUAGP2irJo4kkhwoLKNDbX/+EhDd+8dRprDCAhlANlbfVaklVs+3CWV2Bu1nACysdcZ6P15o417KhDw4J6PPebDy2ioXVVfkMhIqWapimiTlFlXG7yIrufbXR6NgQEAJT4cUGjcaOBZ0WT8JZXtqTyeteg+g6Xxd3AdsC+D0dJh6BbeNWpYabgr86mc3i+7+Wi0/p2RxSjz2OgXf9Y2Tf+BaYU9OR7xsWnrNijfODADcVQZ0wqGXBr1Qizzez2wjsNucuK+GXiqgo+8zgHRbiejYn91fmOEgxhp961zulCILrefj53/kgGivLALjxaePsS7D7QSEpRaDrsrkxbujQQ2GA/R2FtinmS8ji9dsLWBXr+oiugRISmRL3HO/QEPRkSopcPaCY+p5eXkXj2lVcEZPD4VQKo2INVCGE+uBw35xiWsk/1j1uNO2VSz3rLTEMBLaNssJT5KaySc5/Edelu9jqx0skpsllt/sk22Ewz+PNIF3HuvgeMU1DQkxeaSq1JVfxbsIwDExMTEiVyR2DMWg75HgR3lafeygMdQ9dUeCaMxMTYB6fvpAd1ieiaRGPqZrPGxfNC+dAqAY9VMZVGhw0lZIDAgA4eejQK27wS1Opvg25WeV+XG40ZCMw5G1VxT2TphR6uqOgGuZSxDBADAvMdZFV7ve6IngRKM1nXsT25v/6Fg3IVyJ2VX3cf//9OHv2LP7Nv/k3mFPUmMKIxWJ4xzvegeeeew4PKTCqr6b4j4+/Cpn82q5fr47FaTLZU2xduXlLbuo7QQiBqEiGOrHaLlR42fjIMBiIgG5x48AhBUddKBah5XLQMjkEjXpkuuUsLnCivVhYzfFJMNeBOR41Co4dPARjbAzuZqGn2CKxGAK7F3rQHUGdC2lQy4JX2oyIA8xNdSWbAt6ELlzvpGJKnW904GVaKoWgUoFX3IRX3IS7kcem6PZTQpBLxGHf7MDeYgcPw6/VYIxPwMhkkUgkoBkG4sdPYuahRyL4etMwdtzU+/G2nhVyrwDw+MMPRV7PXDdi/BoGicVBTCsiktHN2wqCAM+dOYuzti+/f9BqRRaQyHtaFpjdls7p/YIXLn4PjDCnRYv+h5XpXNil3j8zg4R4BvSRURhDw31hN2CML4JisRwV39F2HDSVZ4g5TgdGCAG3Km328oBEp495HuqKql+6z3ntju981zfKv//5hUsIwuRSCI3sutiq1XBbuT6Thg6aycAcm8CEAlNb93wpzBIK0awqxzynrAFqzE5O4tf+7fvw8d//PXzwh38I3//ow3jT0SOYTEbPb8AYXl5fx0e+fBo/9dG/xrpIiO6PmTiWyXD4sJjmqs81833JM+oX1DShpTPyfJiGgW8V4h0A8OenXorIdrsbBZ7cBz7ctdVtGzCB48C+dQML9SYKXZyi/1ysohqzYIxuPRnaa9xe7kyQ9neZ2wMchZBOp6Ua1nYRSjYHjEl7CQAwlT0whMxuFzSVgl+vw93D/nNHQQj8XU62gna7o9zl2FhR0AVvP3YE8a5kr9/1Yb6PQMhzR3hb1671vJZYFhdiUo1H223BQ45+lrexETE0HrjDYktLpSP7WNBswC8V8f3f9m04IBp6NxcX8d///pPQEik0L5yFffM6GqdfhK00V8JYKVekEuGU4IYYY+MgynOqFYuYEJ32q/Pzcv0MxTGM4a0betS0YIxPgGYyIKaJI5YBU5z2M+t5XL1yBW0xkTyhQM5cpVFnTk5FTLbDGMrlJE857/l8n261JMRMHoMVA3NdlBW4fkbIjRNFfVXdKytBAK9Y7Gn0EcMQ09at11nmunzqQDU52RqOx+T9pg8MbCsUcadBKUUikYhIuG95jIJTSLYQxwjj6JGOoMY1RfGvX/A9dAjL5c5+NzM+zsUxDH3niRPtnmwFCBoNUMOMWKio+YKezeGSImBz/OCBLdEO9yq0eLyvMt2sAiP8/PwCVhOioLJt+NUqqkIlMqMRaEnRWA0CebyEEGjJJJgbnWxVlY9SBWA45673nO7m+t+r2PUnTU1N4Wd/9mf7YuCffPJJ/OEf/uG2inxfDZFbXULzwrkdlagAwFcSAy2T6UksL9/oeHnttdhay/d2gfqFWpSN53JcHMPixHeiGxhRDGY3SiUQSmFOTCKw7Q5vC4C9uBBRITRGRkE0HXouCs+ghon4sRO8k6Q87F5xk3MCHBfBDiRsv1Hjjt2EwC+XsRxKLGtaxDkcgNxoqejKhpEdHEJCPAQrtiPhi0TXuRP82irsxQUw38em6AwNJZNgohADhHpkOgOiaTAnp+B5HoqCL0coRfzIUbzm/s51mxge3vHBixRbQvHs2S34WvwL9u+GUcMATSQwpiyKamF9Y2ERP/zzP4/3/eqv4uee/izOt3lRwtpteFtMEohhcPnn7ZIt3wPz+Si9p9hSCvdHFKhNGCcVjiY1TSQefAjmWJTjFgqsENOU3axRZb0oKoVH4EQ7nsQwQEDg5vOR5J0FPlcPdF0pcZvUNOi72IAfPHYM9wmT5IVCAWfE2watJpjnbVm4dodfr2JJ2RQnDR364BDMsXHMKAl9wfPhrCxzhTrR6V1ROm2zWxRbYeiahmMPPYKvf+gB/OuveQ1+773/FL97/CB+ZCiLt6bimNL7f+dvySYRP3YCfqMOY2ISumI2DIhia4eurJbORM77Nzz5pOQoPn3mLIqxzvoXfjc9k0P7xnW0Ll/cUk3SWVmCVyrhRQUilBTwq2rA8H9deBl0m+n+XmNB8Ubsx+t1XZdLPndB3fpFVikwVbNTfXhUJkN+ubTjfsITVUOuWa9UUMPsD8XtCiaUC4nGExe/Xse6AmcaNXQ+9djmewWtFtxCngubxOIRRcLrfRJNapicd6oUrX6z2YNqAAC3tCk9toA7n2zRRCIy4fXrNQStJki7jf/tO74dhkjc/ur8RVzY2JSiSgDQPHOKH58StxVhpOkQSjwxyYVRxP3gbuSxX3BV1fMXyr7vJPZgjI2DmgbMmTkYhOCEmPqVWi18cqFzfMcFDIuJSTMAQNM5dLJPEEIwIbhvec+HWy5zrl7Xfk5jMRjjEygr+0w2EedNOtJZf1RRgoofcDXcrr2HUAoQAm8b/lLoh1RpNGRhOqzKvo+8MuIYaj6wUzDHEZC47dfQmZkZ6QW4HYwQCPfQh7Eszo1lmhgZHOSFXSyxI9yNaJpcnwEu/84Cv2eqqRbTQTYni8DpsVHkBgZfkUI2cpxWTE7d1cikUnjja14NAGi6Ln7p+m1siPygtr4GVzw7aUqhickW/CAqYBOPA0EQFchQTM5DegqhGkfa9IFmel9tPlvdsbGxgZ/4iZ/A448/jmPHjuGJJ57AT/zETyC/y4nNP2S0r72M5tmXdtwg1cmWPjDYM9a9rIyJ79tFkTnZB0a4U4Svy6bTiOsaiMnHyyFmdVh5sMLk3xgeAbEsjqcXkIWgXuvIwGsaSDIJmkyiqev48Mf/FpcVOVs9N4D44aPc2Fh0TrxySU7Ftkr2w/CrNRBC4VfK8IMAqwJGOD021jOyZZ4LGIJLojyMNBbDPgHPKvkB8jc6nVItmYa7vgZ3fQ0smZJEyqFUCm1F7t06cAhBvcahGYND8H0fpVIJfsjDoxSvf/JN8vUTu1A86p5sFSsVee4Ozs5GBCFCY8KtumFaJoMxZbK2mi+g2Wrht//4Q/gXP/mTOP9yR2zhJeGm7reaYO1W37F82An0t+si+gHHb/eZbOnKsYwODUXIugDna0WOP5Xu6b6FEAgtmZTdLNVkslAuy6Sf2b38Ei2ThVcuSX80ALybBYag0ZDFVsrYXTeOEBKZbn2s1JGfZo4Nv7Y70QKvVMKiAquZ0jUYE5Mg8Tgmjx4DFec+7/kAY6i/+Jz8/mtKgjI3tX2xBXC4lTk1A79ZB9F1TL/5bXjDE6/Dd89M4pcnhvB/Tg7hBwczeGMyhgOmjm/LpnBoIMc77LqO2L79vRs1Y6A7wEWoZUUmzIlYDO9++9sB8CnrR+cX+vK29GwO7ZvX0bx4XlGX5BG027Bv3QSNx/HCrU7y8b6RHHLiGM+u5/Hnzz6343nZbcwrk61+xZbneSgUCrtKsrKqCICy7mnJlCwQ+8FR/WYTrSuX0L5xTd5veiYDv1jcUuzkXgQxTc6r2amQ9H3Rre9ILqvG8/sefQxE1+Hm13uSJMYY9zBs1BE7fASJkw9Ay2Yjk61ri71TIUBA8YQ8NWMMQbXSIwTAGINfKUcnW5k7K8YJIbAOHOQKZuBWDIFtw61WkE0k8N3v/mb+mQB+89NPoaU0f5jronHqhUiesKBYCkwZXH6aiGdANqs8D/vSvVN3WWxN7NBwGRyCPjjM925CIlDCpxSxohNiMhDU6xL+q2UyknvbL0JTag/Apm2Dtdp9m6eEEJRVtdpUiq/DGgHROJRQLYCrYqrSTyRDSybhl0s9MvNhMM8FASSPHQCGlQLAHH9liq3ufGC7CFwHJJ7YsTChlOKwaEqG0v/bBYvFsSJyvOnxce7l5nl9FVa7g2gUWeU+qwWMo0W68loVibQQMLjieT6+b9+2aId7FTQWAzXNHrVKAHjf930fjgobnqJt4wOFMmp+gM21Dtw8o6BuGKLFFjFNMCAikFFTrmcgTLlBCYJ2u++0MPhqLraWlpbwyCOP4Dd/8zcRj8fx8MMPQ9d1/MZv/AYefvhhLCsqU19N8S+v3YYtbkT71g2+kG6jRiY7hLrOxSQict4Ml0XnIpPJYEbhGG0V4+Pj8j12AyO0HUcq2kjZ90RSJlI0HsegMkYOYW00nYYxMAi/HoUShsWSMToG5jgwRsfwwQ9/BL/zJ3+CH/vlX0Fb4ROYM7Mwp2c6PIoggFcug5om/G2SBcYYvNImiGnCKxWR93yEt/K+Pu7tzPWgJVPck8PvbOqEUhxWBCxUKVWaSCBoNLgXi9e5fkOJOBwB/SCGAXNqGszzYE7PbtklOnn4MF77yMOIx2J4lyL2EoZfrUYKm+5i6/kzZ+W/H3/owcjvBo4Dalo94hhh0FgMEwp+//mzZ/FdP/5/4COf+AT8rvvyuuBSsFaLq/i1+k+vqGEiqFS2bCQw3wNjTAhk8HuLQBCgFbU+AHj4RLSBcFJMiLYL5nK4hZbOyG7WiFJs5Tc2JQmduU6PoEeomOeur8kkjwUB9wWrVaXJado0EfRR0+oXjz/U8Y660WjioihcmW1zjtsOiy3zPHilIpbEehAnBAOGDmv/QRBCEBsekdyJdY9DPlUo5Iry/lvBCLvDmJiQnChCKay5/ci+5e1IvfprMDQ0jK9JxvA9gxm8f2wQX59JIH78Pvi1Ksyp6S3J5DvBRYhlSUuJMN79trdKgZNn5xc6Eyilm05jMei5Qdjzt9A4f1by8ADAXlqAX62iTDRcE2vevmQC+00DPzCUkTO///KXfyW93O42bov9xzCMSIPrTiKnFFuq1xaNxyPqiWFzwKtWUP/yC6h88m/RunwRzXNn4IimHDEMMBbAeQX3R44+cLaFEgMhT4Y3XRhj8Msl5JX7dN/99yP52GtgjI3D3SjICQ9zXbjrayAxC8mHH0X8+ElouRz0wSEkKcWwgNbdWluXHLfI8Vkx+BXuB8gch3sxdoljMMdB0GjIYsvUdQlfvpMwBgYllDu0zwgLjG964nW4TyhvFpot/FGoxBjKqW8U0L7WkYjvnmxZM3PQrBjMySloyjo302e7GdV5g1RXFFn7RcjnIboOY2IyUmyFku9xw8D+4SFeEJ45Jf9fHxzclgM+pRR6ec9H0GryRmqfUIutTDrDpwpUA9F0MN+LFMBVP0DQbvVdj6kV4wXuFuJaQbsNUIq8UmwNaors+8RXgRKh6/blJ/eL3fptAbwgC4u9UPYdjEU857YMqkUnOr4QklKeY3dzIyLMc1VZw07MzfVQY16JIJoGkkj25e0lYjH8yo//OKZCVWbPx69vlLGm5MdpTetw9hifUsn3FoqEWaU4rSq0lbDA55D34BWf4u0Uey623ve+90HXdVy6dAmf+cxn8Kd/+qf47Gc/i8uXLyMej+Mnf/InX4njvOuox+L4QM2GI/JQZ3EB9Ree7ZtsMc+TF4rG4tDT0W7RSj6PsliwT548uSu+gWmaGBGTj9XCzsXW+saGTJonRkfAPC9iekwtCzolssNUCJNnQmBMTIL5LozJqR6YhjE2ARCCIJvDZ59/HgBQbzaxuNrhExBNgzUzG+FpeMXNHc2NWZt7d9A+4hj7+qj/gflc3jwe7+mgHlF4EbcaTXihuAch0AcHYQwNY0Ppyg34niworbn9CNotaOm0lNLtF5RS/NK/+Tf4m9/7z3jtIw93HZrPYRYKLKfb2DhUIQSA1z7c9fuuA5La2piQxuIYGxuVU5FbS0vyGpqGgX/+Lf8Y+wTH7bbtoC2+m1+vbomBJ5Yp/CT6E5KZmLwAQFFsfllKOXG7KwlQVRWzqVRnM9gmmOeCCDEZKiRfu722VA5bP3VLLZWGV63KJIC5LggIqspmnInFEDQa0qNnuyCE4Du/UZluVXmBF7SESMYOioR+o45mvY68UOeaNDTomSwMkYgTSqVhaJsx1BUYAzQdy03+rGTT6R1FPcLQM1noo2MRmwNCCMypaWTe+GakX/e10Ef4fW2MT0AbGASNxWDN7et5Lwnt3KnYMk3e9HA6xVYmlcIJ0aktNxr/D3tvHm7ZVZcJv2utPZ15vPN8a0xVakplTsjADI1CDCoCTZA4I6jddtv29ymobaut3Z+ioKIgoIAg2spoEAgkgZCEQIbKWKn5VtWd7z3zsIf1/bH23mfvc/aZ7r1VqQLf56mn7nDuOfvss/dav+H9vS8Kns3Zqz7mWFjUz5xC+Ynv2YlwCfWTJ8DCETzi8SM8qIrj2BvW8CO7RQJvmiZ+68/ej2IPMtGdYBgG5ubFOjY5MbHp4WcfjdCTQBNKIXtmDupzp1H49jeR/+qXUT9zyjej4O1usWgc+uJ832bQvaJXbyNuGEIoh0ngeh1Wqeh2thKqinAoBCmeQPSqq6Ht2g2rWoa+uAB9dQXK2Bii11wHZXRMqKZRCsUuNjrdrYquBxZdqarCqlfFrFC1IkQ6mjtb9RqsStmlEaZisU3N87F43JcYW6USjDU7aVpfw7uuuQohu+J9f7mK7xgWYtff5D6+8vQRdy06ba9BEoBBTQVLiPtUGRv3yZOPB5z/AcaEuX0PwizS4BBYLA55aARDsuR2xRzsGh4CMQzkv3lfQ5iCMahTMx27IqOeLtGCYQqBm9x64BrqCEBFKIESi4nCNBVKcDBMhEMhl4aZsyxBcfco3HpBtRDM5eWWzjfQkH33CkSlnftHkjoKilwMOCJe7YqmzfDNbXUQyQCAM+cbHZyJkWH7HFPQgNmiZhDGfMIQBft+cUR49MUFFL55n3vOpUwWz51fcB9/xfTUBZ/XcsCi0bb7dCqZxO++5SeQshkvx+oG/mKhsdcnFLlxnER0Vh1QRQGVFcQ99E6viJbpxPCRqLAzepHRd7J1zz334Ld/+7cx2zR8PDs7i/e85z340pe+tGUHt9V4PpfH+3SgZtdU9fPnUHjwgZYKu0/BxU4GvHj6+QZdrZd5LQeOsWCuUES5S/XRSzUcyQ6IC81zwzfLv6+ur7v8UymTFdUA0/KrkgFgiQRYKIQj8wu+Yzi3uOB/XCwGKdOY/RCKhJ3Njc1iQcwCqCqM1VXXXwgIEMcAhOCHLAtZ96akd4cncDxZN1A70wjYqKqByLIv2UqUG18rM7OwyiXhs9JDlSho/ocbujDlQ0MmedCTbJ1fXMTDTz4pXjsaxRXNvnOmCamNlDAgPj81GkPWUz0HRIfso//rD3DXHXdgv10l4xCLEABY5UpbYQciK50Hkm2TP9OysGrTopKMApS2zPQc2rPH3Uz3797dU8DjUCAIYyChMCy97pvZWlxZ9VVezWK+5XMXvmSq6G7puk17pFjzJGbxUAgcHCyR6ClwvfW6a10KzTM1Hf/t/Ar+/uhxHF9cbJnLaIZZKGDOk+iNyRJYMuV7H17D0AUPHasej2PN/qx67Wo5UMfGBa0vQEZbHhxC/OZbkXr9nYhcdyOsUgHK+GRg1ZybBsC6D1wTQkAjEZ9oCQDMehREz0mNQLFZfYwqivAjOjsnFN1OHINZLoLGYnjoeEMB65AtES4PDOInDuzHXlsxcH5pCf/7Qx/uaZ62Hc4uLrpd4SAlwn7h72z5rzNlolEMqs+d8VWQiSy7M75mPtfoAoZCsKpl1D00GS/WcjmUexRtaQdCaVdvI27obhLOa3VUCkWs2Z2k4VTS9z7Cu/cgcuhqsGQSod17EDl4GCzqLxpoU7MAIa4iIQA8/0KASIYkgdsdFataFWI6TeuKVatBL1fcokWqaX3sFzQShTTYSDKsYhFWIQ8YBvT5eQzFE7h7b8O25cPL6yiEI9B22j/jHMVHHkK9VsM5e25zRGYIT0yCyBLUsXFRnByfctfQeCGHaFNwPiAxSMlUT+soVRQoExMgqgIWT/i6WwBwxcAACvd/HaadNBJZRmjvlVC6WB2Me2KBRcOEWciLgmJAR8oxNY7Zsu+wrEZBxt5HnEJv3rQAzqEvng9kC9FwGGa51DKCwC0LvFYFYRIWPTOdWW7L2Eej3c19LzC4oYNIss8rsxN2epOtAFVOL077kq0RsX9KUm/Gu4wh4ZnZd+4XXq+hfu4sCg8+4Ha5pOwAtD178fQp0WnTVBUzIyMXzXOqWww2OjWF37z1JoTtosKah0KcUBT/cXpiNTGmoYJxYTMDAHkPQ8vp8DtFoRcbfR+BYRjIZoOrDQMDA8j3IAX8YuLxhUW8r85Rs2UgjaVF5P7tSyh+52HXeNLbzaDhViXCp17YWLI14p3b6iKS4aUajmQzIJLkq64QSQahFFl7czQtC2t2659FIpCyA7YqYSMokNIZwDTBsll8y+PXAQBnF/zdNqqFIA8Pe8yNl4X0axtzYyOfQ/38OXBu2eIDRb/HVlOyxQ3Dnj1Txc3UtElMjI9BsV/7VF2Hfm6uJTBf8bqMW+J38vAIqN169ko0U0YRjUZBWW+XPK/roIoqzBztzSgcCiFiXwtPvfACKvbNfO2BAz5bAc45ONCRE00IAY3HcdN+IU8+mMngd375l/D7v/qrrgT93p0N6t4LdsfBqpRbTKDd57SPwVhdCawkWaYQm8gVCi7NJ8koaCjUskknYzH8P7/w83jNrbfg59/8E23fRzOcGQwWi4Hrui9BXVxZ8RkbW7YEe8tzRIR6m7G2KmichCDvTbaiERA06BbdvJ4YpXjbHW9wvz9rmPin+SX8yr9+BXf9zu/iLz759765RS/M9TXMFRrX2ajEIA8NufOMADDmmW9b8Wws83Lj617mtbyQMlmwVKpjMkkoBS+VwELhwK6WeAPtDY2bwcJhwPLfY9s8VOQ5vTFP4Mxt+Y5HkiBnB6HPn0ft1EmwaBw1w8BjZ8Rgf0pRMG3P20npDJRIBL/xzl9wN8qvffvb+PU/+t/48gMPbKjLdepsZ3EMQKgRJhKJvtQIgUal34EyPOLb+AGhMhredwDJV78Oob373J9XjwmKJCEENBRB/cxpYVHhOX9PPvc87nzXu/GmX/lPPkpVvxDeRsXOFhCe17VqVcx7KGNB9hfK8AhiN74EoZ27Aq8jFhcWItNeRcLjwYEmkSQYhQLMfD54hqJWQ75Sdi1t012SLatahZFvT50mlELzSLObuXWgXke4UoaVXweLRnEjN3B1SNyrBd3A//nSPaA7doE5apTFAo4/8jBM+zXGZAlSdggsmXbFaKRUyl3bCIBpj0JaglJolEBuEq7pBGVoBCwcgTI+2ZJsTS2dd6nKRFURu/k2sGjneS0AGB1qfLYLhgkzn3OtWryo6zoqdpEnTiloNCYMZe3gtln+vWBxWJzDWFtrUTcEbIEYWYaxsuyX/reVCIXse+Oaz9j3FUukfNcbt2cNtwK9xgO8XgdV5Z7nm2ZnZ921pRuNcM7DJpoYHrGVCOWekiBCCBLxRsfW6WxVj72A4sMPNsZGRsYQPnQY66aFRZsGu2tmBpK3Y3SBQWxRt3afHYvFMDMwgF+/5WY0v/O4pgEODZAQH40QgF0g1F3WSM4zYtGL5+DFTML6fqX9+/fjb//2bwN/99GPfhT79u0L/N2LjeWlJVf69ImFRfxJzULNVmMC56ifOYX8V7+MwoPf9FUpWTzWqkTokc/cG6Dc1g4+r60uc1teKfDhVBJUVnz8diKLm8XbGfG6litDoi0tDw27dEB123ahWJPO4luP+v3Szi74O1uAENtwqpi8WnVnSFyKlz0sXXriMRQf/CZqJ45DSiRdmoZDI6SUttDQ3IqRs7g0yb/LoRBmbNGGRdNCsV6H3lQRXvYYL6btRVPbtgNGIS/et6f7IEsyhoaGIPfoK8H1uqiKZrNiU7CPzekkejf3IAohVZSu1TAWCuEX7ngD/ub3fw9/90d/iFuuucaX9FzpmZM66swaVauiMtsGUiIJfXERtdOnWhe3eh2EMb+hMaOgoWCPo9uvuw7/7Wd+xu0KdQK3LEG3sJMtR3BBU1XXD2RxddXXfbHaiX1QCqqF3O4WodQX7CZiMXAQQRFKZ3ryenr1S16CX//pu7Ez7P9Mzq2s4JOf/zx+7jffgw/+/ad8v7PKZejz5zFXbizaY7IEbWa7b5H2BqgrsYSggkSjvmSrmxJhMxwqr1Wvt50t5ZzDLBWhTE2L6nPQYwwRJDUnBoGvqargIL5re5uns3WqWAqc2/I9hyRBHhgE1UKg4Qi+d/oMdDs4O6QIryEwBhqPg2UyGBkZwX/96Z9y//7Bxx7D7/75X+D1P/fz+LU//EN88Rvf8CkBdkIvyZaiKJiYmOjJZyvuFQEo+ANSFo26Ygc0GkXk0NVIvvI10LbvFOdgeMQN0PTzZ90OKovFYVWrKH73ERQefAC10ydh1Wv4wje+DtM0kSsU8Pdf+EJP7zcIRFHA6128jXTdLW7xeh3znvc2HjBbC6DjvAOLxsCSSUx6hGuOtRHJoKoGq1CAVS4FUrOMtVXkPN3hINl3zjmschnG8pLoxHLe8f3Kg4NuccTM54B6DbF6DaQu1nVzdQXvSMWQsN/j986dx3/5h39CfucV7n1zwkMJm0gkQBQJ6sSke15YIuFLpiY93mEODVDqg8okKPDDoPEY9kTDcM4sATBriXWdhsOI3/JSwSZQ5I7zWoAQK3IUdxcNEzAM8EoVRtN+4hWDiTEi5pVsJTgaCjWSrbgjXGAnXMVii7qh+34iUZHcebpo3PAkWzaNkMBmWwAtIwBmXqgNb6b77aDXeIDX66DhaM9BuaIoLuvr9Pw8ah2uyzPznmRrZFjERJrW82yRGgm7M7UFuxvkpTErE1OIXns9YFl4frURG+6dnbVN7i9SZ8uZB25zLlg0Bqpp2D8xjp8fTMFb9k2GwyImsimWzfsYtaXlnWuxVKvB8IhgdbtW5IuUcAIbSLZ+4zd+A5/85Cfx6le/Gh/72Mfw5S9/GR/72Mfwqle9Cp/+9Kfx67/+6xfiODeNhYUFvP36axC2N9knFxbxJ3UOsmOXr22rz59rKPcBYMmUr6pRq9fxgr2RTE9PI9bjHAbQnyLhOU/naziZBAmFfDehk2wNeILXJc8Ar5TNgoXD4LUa4re/AsnX/jDk7ACoquF4vuDOBzVerzXZYvG4zzXdMTc219agLy6g9L1HUXjoW6idPAGiqFCGxWC/ubYKi3OXRjg+NASlWblON0AV2a7kKO7grQOqadiWbVDQTtUN1DyfCwAfjTBtc+JZMgVCqI9DDwAWt1DX67B4e1EU3/FxDhoKg8UTYOGwO8PnndsCRNfkmv3+AgOv10XHrks1jGohUEXF9NAQ1IDgb2xoyB2CfaGuw+Jc8OyLxbbCDkSSICVT0JfshMtDQ7PqdSBA9t3bpdkomikQVBXG2d7u1tLqKuAJnnil/XwZjUQEvdc0AUqR9wTc8XhCUJAoEzYGktSTYewrb70Vv31oH943msHbklFcmUm7M3MA8PHPfQ7Peagf9cV5mOUSzniCj/F4HFJTZ3/UQ1NaqFSR+g+vR/jgYb/H3AbEGuTBYeEt10YIxCzkwWIxqJ7udTO4aYCoSo/0JdX9zNzjHhtrzBUuL/vmX/QAI1NABOYsGgUhBA95zuchu0Kvbd8JwhhkW8zj1muvxS/fdRfSHkVMwzTx7ccexx988K9wxy+8E//rr/6668Z5aq4hjd0u2bIsC7VaLVDAoRlJr5dQUzefhsII792H2EtuQ+Llr4Y6PeOuz2ahAGNluSFbzTlqJ0SBjhACOZOFnBmAVSqh9Nh3kX/gfjzqEdv54te/0VXJrB2I5Hgbta/qWtWqe6xWvYZ5D3VxrAexp5bX1DTI2QFkGEXUlvV/waMK6Xus47dlr5HNMFb8Hlte1TunuGAsL4FbJuTxCWg7d4NFoh3n1Fgs7uuom8UC6sUCoCruXh9jFO+6YodbkD2+soJf+ewX8XhGfIZznnt5ZnQMLBL1UfRpOAJ5rJGojluNxw9KdvLQw9yrF8rYGKgsIz41gxsjokh0dUhFyO42xV5yu1gfqhXQULjrOi5JEobttcsR87GqFZieuAHwd3FjVNiCOEpw3m5Is7GxVQ1WNwRsCim3GvNyEOwRbnfenc5WWpFds+jmEQhYlvisNznbCfQRD1hm20JWOzhUQsuycLxN0QFozGwlYjHEo1Fw0+zL3J3KMhJR8fhC03qmzm5H5PA1Ikk0DDy/uu7+7oqZaTvZukidLcZAQqG2DBTCGKR0Brxex42Tk/jJVAwyESySHQO2jYJlMzSaky1FASj1zUPn7fXDHUPoAGsLEvde0Xey9YpXvAIf+9jH8MQTT+Dtb387Xv3qV+Ptb387nnzySXz4wx/GHXfccSGOc9Mol8sYiyfwP97ww4g4Cde58/j9Z49Be9krEd53ACTAqVweGvEFKkdPnXJno/r1FfMnW507Ww6NkFGKgVi05YZ35d89vN1FjzQtVTXIQ8NCQppSMZxcLoMlEvjW00+3vt5C6/GwaDzY3LhUEjz2s2cE1WFoWFCQnMetrWLZtKDb13HgvJaug9ozTUSWQWUJ8FQ0aSSK7Z6/O1k3oM+f96mdOcmWUw3TbLl3lkq3DNbqdR1nTp+BXvfPwATB6SRQVQWVZbDsgDsn1Zxs7du1E7GmTY7X626w2QlEFWqFPEAWFRCBmdPdKlkc5w1TKGp1CaZ8CdeZ027wzOt1EOqXfU8w2vdmEgSnU+k6vKsqqKqA63VXkdA0TRQ9hQ2r1r4C78wQGQVhJZAvNTbYpBOUUyoqwNlsT7Nbel1HNRRGijG8IhbGe67aj4+9+cfwY69+tfuYD3z844IGahionzkNqmg4Y88TKAQYGsj6hGMAYHSwUdFeKJfF9WOaOOsJmKdGW++BbqCaBnlsXIhNLMy3/LOqFajTs51VpUyz53kDoiigij/ZUhUFE7YYxKn5BVBPdb55bqvlpS3LlXxXCLBHEzMf6tQMiKz4AuA7XvkKfOZP/xR/+pu/gTe++lW++8y0LHzh61/H812MQh1DY0opJicnAx9Tq9Vw9OhR1HpIzhPeZKups0UYs4+fuPc5NwzUFxfALRPa9h1QxsfdDlLt5HFfgYQwBimVhjwwhPOrq1j0UPkqtRo++9Wvdj2+IBBKQTgHb5N8cMMA9yRbZqXq89gabw5we3lNQsRnSojb3Vorl7EcQIcklIrKuz0z1gxj1e+x5RSbrEoFxsqyeK3pGYR274E6Ng4WDoMlEh07Wywa8+0HRqGI3OnTgBpC3TMLfGh2Bu97589jwhaSqOg6/ujRx/CJuoXT9UbyNDmQgdxkHkwohTo27u5pu7gJZn/22xXB3OjmsdUMKZOFlMpAymRxdyqG3x9O4xczInGM33KbKKbaXT45nempIzLmEfMpWFzsJ6WiL1n1Km+60tvcjjk8RdNUwiMgY1ngtZovmWoGC0dhrK66eyk3dBACVGs1t5uW8SQASpNMPuccJBwCbyMj3w/qlSrOPPss6tX26wC3LHBCA4sCneAVyXj+xMnAx5SrVZeJNOFVIuxHjl2WEbdjj6JN5QQAbdcVCO8/6FuXnvMwqa6YnBCJ80VU56OR9iIZgLAc4qYJaWAAt0dD+NPRLH5vOA3VmQ+1LIDQljWDKCJGG0o3ioDzdhwpPNw6006NHvwWtwobIiy+9a1vxdmzZ/H000/jgQcewNNPP42zZ8/irrvu2urj2zKIRamIXcND+B93NBKuI+fO4XNHnoa2fSeSr3otIoeudhXTWDoD2VPJBeCTKO5nXgvwJ1vnOsxscc5dmuFgJgNGWeBNSENhZKONBW+5qVslDw4BIO4mb9XrkAeH8U2bQkgIaVS6VlZcU0H3+cNhXzXOWF22zf1CYPEElMHhFqM/h1rondcKnFfhlvu3YhH3y04TSnGFh6J5UtcBy4LuMS1dtgOgOKWQZBnK+AQsve6jd2wE3NBBFcXtTEmJpPCKqNVakq0bmiiE4q1ZvXllUAoWj4PX2gcKe5uphJYFq1joqqLnJlyLC6iePiWSM7uKuOrtbFHmUwjcKLiug4QaFAhCKVg0Bl6v+7y2vFsxr9dbBBm8YOEIWCQComkoeN5vPJEUQaX9WlJ2UBQTupwTAOCe4oFVKSNGKe7+ode5QchjzzyLBx59FPryEoz1dVjhMM7bSf2IJEEdGHLl6x1EwmG3sjZfKougUFFwxq4Ya6rqU2XsB9r0DCKHr0Hk0OGWf9GrroE62b6rBdjXYo8bOLE9+FpEMuxuh24YWNRCLq06aG7Li+cWFlwfvP2aCoUQaLt2g5ti9qtZaIFRiv27duFd//E/4tN/8sf48996r2t8CQCPP/ts29eyLAunbVrO6Ogo1C3wkFFV1TUpzQd0mqREwt3MzVIR+soS5IEBRK++DqEr9kIdHXNneni9jvrZ1io3oRRHcq2Fgn+858st63HPkCQYAd1QS9dRO3USRj7XEPBYX8WiZ632zvX0A3lsHGDM77d19PnAx7J4vC3lzVxfQ85sVJudzpZVLkIdn4C26wrBoPB8vjQUdueJg0AkCep0QzDFKhXBIxGhmmnPPrFEElIqjR179+KD/+N/4DaPlceXFpbxXdtYXqYUI5l0SyIACBaMM+c1KDG858br8NOZOG6LhsT1Hu5vnXWUHoksQ5uewZgsQckOIHbzraCqBm5Z0JcWwJJJv81LB7TObeVh1fzmxuuewlXcLmgRStzZT8drK+WZEcuZFqxSEWY+F6g6CIjikTNjBzjKeX7Z94wj+06pj3bp0A2lRAqQlZ6YDO3ADUOIixB0NLbnug5qC3j1A5/8exuRjDkPhXDcUSKEsG/pFZQxJOxkiwMocyC0dx/Ce670FXp1y8TRecFcGh4YQCoa7fs9bRZMVX0qrS2/j8XE55sS+2TEVkl2YhNuWkKJsHlOVpZBZAmTnkLGOU9na6tm/LYCG54OW19fRzQaxfj4OMLhMM6cOYPTp0/j9OnT3f/4xYJhwMitY+fQEH7nDQ056K/bBrKEUqjTM0i8/NVIvOI10HbtblUiPLrxZCubzbp0uk6drUKphJIdpIwMDIgFLqC6QlXV19laaqIDSOmMTUMq2bQNGYumiRM23WbP9u2utDPn3DcnBtiL/ZAwbwWEVDc3TbBYrMWM0oEQPah1FMdwXs8rgxsk/75tzx5IdiXjlF1ZdKiEhmlizaYTpBmFOjkNXquBRWN9VxBbjq2uC2qjI/YQDoMlU7BKxa7JFjdNu5PY22JGwxHwDlQGr5nwUbsrZ5ZK4D2oljmLl+F0uCyh7NdiaNyF698LuGm2zDbScBjcNH2JxnKh5PrYWPW6r1MZBBYRfPm8pwKZSqUEf9u+Nlg4DCk70HZewHec6UaF2yqVhIeKXveJgPz5Jz6J0qmTIAQ4Vyy6w/qjMoM6MxNIvxiz5wtWSiXUTUMkaUtiDmFiZNidlegXVAtBHZ+AOjHZ8k8ZG++JCtIPXUQKR1rvQ0+X6EylBup09trMbTl4+PhJ9+tDIQVEC4nuc7UqzNc7FEQopdizfTve9oY3uD974tnn2j5+cWUVVftammlDIdwIHCphvlRqoTHScAQggL60CKteR2jXHkQPXwuWSuGeBx7A/QvLwmrDRvXYC4FUyMfPNOiPo7ZR6cr6Or76rQc3dMxEVsBLJV8nzarVUDt1AvryolDFc7ykVldc2XeVUR9trx9IsRhYLI4pT+fj6LHjgY9t5z/IDQNmsejrbDndE85tsaqAfYeGw/ZMSPsAXBkbd4tn1voaoGowPMmvlMkK6n0kinAohPf85/+Md77qle7+42AsHoM2NOLryrrPEU/45ox2VIq4JaxBIsT1HuwXDpVY27YTiVe+FrGX3Cbeq2VBXxKfZeTgVT56byd4528XDRNmbh2WLWjlYM3TZY1RChaJijiZMsFecLy2PJ2tvGXBKpdglosd/Q9pKCRooIYhimMS84tjOLlWOOJTInSSLZZMQkol21Kru4EbBoz1NUjZAfBURsz1tJuJrdeFuEMP851e7PAWSNt0472y75MjI4LuLfUmjuGCMSS8VioHrkLIUdH04NRaDjU7Ad67fbuIUS5ysiVEMljb8QcaE3NbRFF99wnzeL0Sxlo7W5SChCOYGmiwS9xky/ETvETQdwRw9OhR3HTTTchms5iamsLMzEzLv0sVyux2YdC7topdw0O4wlYRO7W6ipOeG16oRoVAmdSabNmdrZCmYbbP90opxbDdKZpfXGo7g+CTfc9kQGUlcHMisoyMRyCjOdkisgx5ZBRmpQyrUgaLRPHgcw0lxZsPX+VbfIPMlqVEomHoZysOdUKzOAbQSiN0Fk7vrBzRNJEMeKAmkpixObvnDRMVy4KxtAirUsFqqdRQrJIEhdCs2HLvPSY67cD1VhqglE6DEyDr2WBGBwcx6fHbEX+rC4ncHhczqmkdlXp2e9SNXqg5ioSVnro4gJ1wpTMwVpaEiWgTjTDJBCd/0wigQFBVAwjBQMrvteUsoLxeg1nqTgnhloWCJymLp1K+zhYgxFyoprVVamz8cRywNzTTVjGzKmXcfPgwDl4hNqqzCwv47Le+BRZL4PRSI5kYD4UCK9oAXK8tAFhmMhaZ7NI6NkIh3Ao460s/g9BEUVuUQb3y7yfX1tzqI9B+bguAO69FABzUVIR27xEJMrd6Dg5nxsddtcInn3++7Zp50kMHazevtREk7PU1bxesvKARERCyVBrRq69FaNduEFnGP95zD37vLz+I3//7T+G7hunOvZrra65ctwOLczfZCisK3nXjDe7vPvXFL3ZWFbQsVF44CqNp3aeKsIBwkg+rWhUdrZUVSKmMG8xww4Cey2HJTraGe6A+twONRCGl0j6RjKN9Fl6teg1Wueyb2UolEl294qgsg0aiHanVLBprJEiWBRQL0M/aSS4hYOkMFE9iTCnFG9/0JvzhnW/AkIcmPp1MiMQt4DzRUAjK+KRbBDI8BdV2ZuPdQFUVytgErEpJdPmJYKroiwuQMllEDh3uaJTcvK+MeedLbd9FXi7B9CRY655Oa9ymQDrrrehsCa+tdNPMFgAYa+tt57YAkUSZpRKMXE7QWSXZFccAgIwtjsFiMV/iwQ17X7X3M05a31s3WHodxvoa5MEhyBOTQCIJGou1tbIRcUD/Pm/RSMQVmjl+9qw7duLF6XONmcaJkRG3i9ZPYkdoo7MFAMWm88E5h1nI43lPzOYU1y/WvJYDMQ+stGWyUJtWzvW6z3KI2jNp3DLdfbsZLBzBxECjiHrOjj25oQOXc2frXe96F55//nm8973vxV//9V/jwx/+cMu/SxXS4BDC+w8ClEJfWcYtnq7B/c+/4Hsstw0XvdX65bU1twpzxa5dGzLNdKiE1Xoda21U1LxJz3A6JcQxAl6LyDJCmuYGI8sBfGlRQaYwS0VIg8N44LsNFcKbDx/20Qrm5ltFMmgsBpZsBFfGamdZYieYcMQxCCGtCYmTbHk7W7IMBMQVjt8WB3Bab3S35k83ZFUz0Zjb/ZOHR1qfpF9YZgsNkEVjkKJxTKYbXinN6oGArV6khcT76QFU00C1UNvkSVUU7LSDx3OGiaJpgVcrMHpUaAOcAdSsLVoh+eimSUYDq7T9wAkIm/00iK1CNOBJUBeXPcbGlgWzkEM3cNNAwbNoJlNJX2cLEOdRGhwS3apOQ6+K6s5VcLuzZpZKIITgnW95i/t5fvqJIygBOOndFJMJsGhwF9A7t7WWymCeN66LydEtuCY3AtNWIuxjnSKqKsxxPVQgr/z7iYVF3z3Wbm7r3Po6TtsKWDsUGclEHOqU6D5TRRjC9gJKKfbZMxDr+byvIuzFKc8g+pYmWw6NjXMUm9ZrFo0hdOV+RK+51lWiW8/n8Tf/+E/uY74+dw7yYIOKXT3u32dOrawgbycJV46NYt+O7dhtd4JPzM3h4SaLDi/08+dQff5Z6CtNjARZzN1ZVWEQXDtxHMbaKqSmuR6rXsPS6hqcUHDE47HVL6iiQBoawqjMXPnmY21EMtrBKpV8hsaAoBH24hUnJRIdg28Wi0P20Jnp3Gl39kdKZyAnky1zvlRRsP+WW/F/fug1eMWO7diVzeCN117dUcJdGR4NpEhKfci+N0MeEcJTVqUiEuSlBchDQ4gcuqqFiuuFVa1CX1zwnRfvfr9o/9yqVAQl2D7v657EKxEOu0pwhNEG5d80fAIZToJsFQsw2iQvANykTV9aDJR9zzrU8CYGCdd1sLBINp29uFMHreVc1GswcznIwyNQJ6dchVZpYFDQ2QMSIiGS1WEetgN22VTCuq63rFnnl5bwT1/+N/f7qbExcS76UCIExL4e9yRbeWcWzrJg5NahL8wDhLhFWqDBlLlYHlvusTp+qh1m5qV0GtzQXcovkeWG0JlltaVYUkVBKhZzu3xnndewrE3RTbcafSdb9913H973vvfhN37jN/CTP/mTuOuuu1r+XapQZAXK6BgiB68CVRRcn0m5Slv3PX/UF6RxXReBh6da/72nn3G/7kfy3YvRHry2znlk2IdTybYzNY6K34A9HLi0utYSaEqpNFgsDirLKCsKjjwvKJOTIyOYHB31VboCFQmjMcieFq2x2p42BNhzHJy7na2RgQFoTR0Pruu2+3fjhieyHMi737WrMWx60qYS1udOY97Tnh8aHoZZyEMeHGpb5VNVFdu2bes6yyE8skhLhYkwBimbxWA0it985zvxtje8Hnf9SKsYjKXXfQqO3UAYA0unwTssCl4J+BfqulAkLOT7ksAljLkdyhU72YpSAomQnrsM7dAsjuG+piI6sgOxxvW7uLLiCxDM3Hr392GYKDhUJ0KgMkls2k2UAjmdAYtE2vLwVVXF7O7d/vdbr7tzGztnZvDKG0RnoVjX8cmHH8EZT9V1amS47WfbrEh42pOEvGidrT48thw4Mr1e5aihbMb1lzt+5owQArC/N9ZWA2c0HmqiEIb3XCkMd6sV0Gi0L9WtfZ414InngqmEvci+A0AoFMKVV17pzmJ1g1eRcC237vsdoVTMD3mKDB/6zD/6PMIeOfoCzKFh996oz53xdWAe81AID06Mg1CKOzzqpp/64pcCj8ssFlB57hlYpVKLmpw4OMAo5FE9eQJGIScSrab7hdfrOO/pco8MbDwhAABtdhsYIRi3u1vn1tZQ6kM5zsjnwGs1N3CXGBPiQ4YplE47XMdUE2q9bWlKdofI/d5TNGTpDKTBocA5FimdQWbvlfiFQwfw+y+9FTsOHOx4HCyRAEu1rqctynp9QIonIA0OwVhfg768CGVExDCsyz1k1aqgkQgsD73Sa1PhGLCbpaJgS9jBuvc6T0ajbmcRtlWO47WV8ggF5ex9u+316AGLRGGVCjZ1zm9onHHncP3XIjdN34y3NDDgs2Tpdh7MfB7KyCjU8QkQxtx1IDo8AimRbOlucdMUDKcNsmT85sYn3a9r9Tre8yfvQ97u/t18+LBQqtWN/hM71qTCV6nCWFuFvrggCvFX7kfsxpfgOTvOVGQZ28bHRdJ8kTtbgLDIsIz2yRaLxUEIhTw8gvgrXo3IVde4zQ5uWW07W0RRAEZde5V1w0DZuR67iKn0YgGyVeg72YrH40g3VR0uN8iDQwgfvAqZdAZ77fbjuVwOL3joe5ZetwdDG6foX77yFffra665ZkOvPebxMWk3t/WdI0fcr6eGh9s6cDsqfgM21aWu68g1tfAJY0I5KRbHwydPudSmmw4fFscz7Em2AhQJCWPCGNk1N27vc8EtC8b6GlZMCzWHQhU0r2XoLcGWlwvuxS5PonHavlzN9XUsexb0wcFBgACqR3p3o3CHYgPOuZCBj+DW/ftw94/+KMLN4iCmoGWwPvnQUiwOMNq2Mus1Nz5a12FVyuC1WscZhXbgnGPVrlw6fiasi3FoV+gGqCy1JqiEgMbiyNgVSUB4bXlpi1ap5BNGCTxm00DRDgxiEhMzbpT4OluACKjkoWFY1Ur7YXlCfMUDq1a1j0Gc+7tecrNrpv35J47gqWVxnTEAEzt3tZ1V9AYx5xYXXGU8oH9D460CN42+JX4dmV5vAkUIcamECysrqGohUOcz5By5r96D6gtHfdfvtz1iFlcPDkAeFfemVa0Kuf4+Ztj272rMIbRNtjzV4wtBIwSAXK5zF/aFU6fw+a99zfcz3TDw3VIFkpOMc47aycYsk3de68CEOEfX77kCIzZ95tEjR1rMUblpovLsMzALBeEzVyy0UByJJMNcWYZZLArqYMD55rUa5j37xfh4/7LvXsjZQRBVdUUyOIAXjh7t/Ece6GfnxPVkJ1upeNymzRmA3CXZCoeFh1cHCXhlaqa1y2vLTsueYkkztKkZKGNjYLEYlMHOSROLJ3ydTAfNsu9mqdRTouDAKXAo45MIHzgEGqCc3Ayh+Bvx3cuaqiJrJ4OLhnh9M2ebG9udovV1T2crHreVIxuy247XVjwaBbOvq4Il9nuzIDpbHdVyZVkYFOsGCGOY9xS0srZMvmub4P07z9rbbMnSDlZVWKUo4xNQ7ETL95yMQR4cbJnv4Xq9r3GAZuzyJVuN+/1PPvox115kbGgQ/+1nf0a8HnjfohWEMl+yVTCE8FDk4FXChHzbduQNw/VQ3Tk9DYngonpseUG1kGu2HAQWiwm162oVTAsJyxLnfuUctE3Xz7EsmRpp3GMOlbCXMYWLhb6Trbe97W14//vfvyXGchcbuieok7MDiBy+Grcd2O/+7BuezhU3DB8d4Jljx/Ck3RWaGhnBNdc2VLL6waiHUhfU2VrL5fCYfRyjg4OYHR9rqybmtPSznurr0kprVUkdm0D4ir34psfL5earRbKVSSZdj6cgY2MAkNNptyvCa7W2PhdmPg+Yps9fKEgcA5bVUsUhsgwq+eXfAaGE5ogLnPRw+Vc9C2OaUrBkqiNVo67XMTc3h3oH9TvAXmTlYMd4qihgmQx4E+XPGbo11teEcmEkuBPZDo5SVbvzune7RySjpgv6W7EIsw8qoYNCqQTdDoqTtklgX3KzAbAMHUQLBVIgaCgMyTN4v7iy4kvurEq5o2wzAJj1Okr2Ih2VJHtYVg7k0rNUGiwUBg/Y7J1rgHoCK6tcFoFGpQJumojl1/Eje64Qr2tZyNnnaliWEJ5qP6PppeecW1jEadsYnRLSkyn0BYFpioChT3GOIJleL5XwVKHooxJalQrKTz6G9Xu+gMqzTyO3nsPTdrV6SGLYftVhEEKECl443HeVf9fsjCss9ORzrQp3lmXhlE2BHhgYQLSDumatVsOxY8d6kn4H/PLv+WJwxxQQRYw//du/axSzrrrK/d0DJ09DGW0UgqonjonClGniiJ2UJ0MhTNlFTIkxvH5fQ3zpU1/8ou+1qidPoH72LORMVii81aotggEsEgUIhZRKt/38rXoNC+XGWjY+M9v2/fUCFo2BxROY8sxtPd9jsmXV60JohHPXM8ihqTkUq04gjIHGYuAdpLyleLxlPlXODEBKJCFl2s9UEcYQ3rsP4X0HuqrMUkWBMjnlT+rsOSMHQgik0FEJr+XYswMI7zuA8P4DPa3Xrsl8k8ov0CgM5S0LFUuoCHK97nZ3HE+5ECFQYzFXWMkpbjkBMKUUibiIC3IeI1krn+9K8WPxhFtwddQIw4wiZL+G4lkjuGmCSKxl7MBryRIEq1yGWSlDmZiEMjLquw+86wBLJCElkz77EF7X+xoHaIavs2UXSz5/7734wte/DkCMB/zOL/8yYpFIY7a2DyVCAABjSMYba10lmUbshpuhTk2714hX0G3P9u3iXrqIHlteUEXp3H3WQmDRKHitaguNeawGCGlRInRAZBlUVTHpLXjaMWg3m4ANK75uAH0nW+FwGPfffz+2b9+ON73pTXjHO97h+3f33XdfiOPcErRQ7BJJvPxH7nSrM/e/cBzV8+fchcI7r/WZf73H/fpHX/UKkRhsAN28tu575Dvuhn3b1YdBZaWjOS4NhZD1tPOD5rZoKAQzkcQjTz4JQPDg92zbBkBUrZ3F9/zSEsyAygOL+jepdnNbrjiGJ2GaDqjqc85bFhYhmNEqFKEqivscc8US6nYFbdXwDFErrKvcO7c4arUauNW5SMB1HSQSaRugSMkUIEmw6jVwXYexugqjkAOLxRHasRPajp19Jy+EUkiZjI/u4cVgJuMaAx+r6zBtc0+zzcxfJ/jFMdiGOek+dKBAUFuFyDn+1VwO3FPEsCqVtlLBDoorK+5cScxW4oLUpsoly6CxaOC5dK4B5qk8m6WimG+plGEsL8FcX8Ubr78W6Yg/qBoLhyA1+Wt5kUkm3YTg7MICTp8TnZbRAEPviwUv9aYfME1Dcxo76zG7Pbm8DHV8EuGrrvElXbxeR+WZp3DfFz4L5+48nE5CHhxyE9rQjl1901YVWcbuWZEInFtcbLG4WFtbRcEuVHRTIrQsC5VKpSdTY8BPI1wvFdt2I+7/znfw2DOiSDY2NIj3vOsXXfGi7zz7LPRs1p0J4tUq6mfncHRxCRX72t8/4RddePmB/YjZweXXvv1tNyA1VldQO3ZUiCXYJrPcMFuUOIkkiUpxh+F+XqtjwVOUGN9kB5ZGIpDSaUwpjev9hTbS182wigWY+ZzwC7J/5iZbPXrFMScxaHd8sVjLLBBLpyEPD3eV3KahEGSPFHknKAMDvv2SRaO+4+e63tWIuRmEUiijYz1Lg7tU/UikZRbay2ZxqIRWuQzD3hvW7SQwxqgYYbAswTyxryWf15b9PvO2STIghIc6iWQAtiBCJALLstxr25nXAqU+43hBU5daYgY5mRSWHwHn0bS9w9SJKSjDIy37uXcdIIxBHhgSvlrOHFuf4wDNyGQyyNrv4YUzZ/Ds8eP4k49+zP39r979jobKqz27RpX+9gnCGBKxxnVW5LyFyu+1KtqzY7sowF1kjy0HRFVFjNdhv5cyWdGlt0yAMbcDR4DO6rWRKCY9IhlODNopGQfQUY5+q9F3svXRj34UyWQSlmXhoYcewr333tvy73JCMh7H1fsER365XMbJUETQbxTZDSCXVldx70MPAQDikQhecfvtG349f7LV2tlyXgcAbj14EFTVOlZXqKb5O1tt+NKPHjmCmt1BuOHQIZ8UtVN51w3DR89zXyMW9XWN2s1tGWti0fR7bDUpEbpVqtb3RMORQBO6nbbqo8U5ztnzPmueLtdAJrspTrzv+AwDUgcuPA2HISVTMNZWYZYKYKkkQtt3Qtu+Q1SRN7iI0WgMRFbaSqE7c1t1DpzRDVi1WkfZ7XZoViJslmvfCDi32gZDwhhaxaA9V8g5x6rn2rOq1a6drVUPzSSuCb+OTkEHi8Y7Gygmkg0Z6EIe3DKFkMDZOYCLuZ633XC9728mU6m23kCAqPI6My+nz59377Wp0ReHQgjY99oGupZEUQHGfOdwm0eR8PiZOUgDQv0xdsPNiL/0lcLnxw7GvlduJLo3HTgIQCQJyvhEz35AXljVCvZ7KsXNEvCnTl0YJUIAPsr8R7/4JTx/7IWWx9Tqdbz/459wv/+FN78FqqK4HmG6YeA76wVInsS09OjDePjb33a/Pzjup0CHFAWv3Wt3WE0T/3jPl2HVayg/+7SwuPAGgoS0VVTrBLNYwII9B0sB13NxoyCMQR4bx4TM3GT9hbNne6LLmYU8rHKlSYlQ3G8Ene93BzQUFslnO5+nUBjysOd+lOWuFMKNgMUTvqSO2b6ADrihu4my1YVpsVHwWs3uFMRa1G4nPYqqD9r3qlUuw1xfg16roWT7PsapEKPgpgl49mu/15b4jAzOUXaSLdtvqxes5nKuWl+aiquGhiM+miTXDRBJaUkkaEhYsphNHUKzUADXdahTM1CGhntSE2SJBKRkqlHA3MA4QDOc7lahXMav/eEfuV2UO175Crzy5pvdxzWUCPss0jImaJ42ck1MF9Oy8K3vfc/9fq/d2dqSAusGQBUFVFE7e2vGnW52Y96Ycy4K9KzzzGZQZ8vcAgPsrULfydaJEyc6/jt+PNhb41LGSz2B1TfnFxG74SUI79nnii3881e+AtNeEF53040IbcKXKB6PI2bTXJpphKu5HB53q6ND2DY01NVwlsgyssnuydb9jz7qfv0Sm0LowDtvEkQlpLICxeO1066zZbqy755kqynY5LotphCwsBBNC062PIaUc7Yx5Kq9gccUBdHJqZ447N3AORcytx0CVGfmRx2fQGjHbmjbdgjfmg36KDmgIdFCb8dBv9JrlGhTCc3cettuWDusrK27XycZbTHo7RfuOWszy0RkGSQUwrgnkDtXbSy2jiJgJ+Q9nYxYKASYVltKAQDQcKijnD4JhRpmiboO6Dr0pSUYiwtuQvWyK3ZjWmtcB1Pj4103qdEAuuDki5hsgfMN0UWEeI3iC1pnPMnAsTNnRHeKCLqSlEggevV1SLziNaBTM3jC/nwjEsO+XTthrok5vdCuK/ouRljVKqxyGXvHGolK89zWqbnG3NNWJ1s33ngjxuyC0dLaOt79P38f9z3yiO8xn/7Sl1yPwsN79+Kmw4JCePt1jX3l/ueegzI2DuZ09TjHkx7V2SvjrQWeHzp8FWR7Xfnc176GlSNHYCwtBarmGSvtZ2nbob685HpsZTV1Q+q6zdCmZqFRimG783xqZRV6l1k3ADDW1sDrtRYlQkAUn3u5jl1l1zYdI0II1NltIHZhSBoehZRM+qwMtgIsFocyPuEKSqhN9EyuG2DRCFg01pY6vllYeh00kXAFb7wFrVfefJPbbf+3YhnrpilojbUaVj0iWTHb0BiWBSp5ky2v11ar/LtVKkH3qBt2woJHHCNrXzPMntVzIGa8w4FJk5zOiLk+e6038jmAW1CnZ32zud1AKLU90jisalUklJu0kPHOba3bSdzeHTvwzre8xfc4bhjCX2oDhVovzbk52frsV76KY7b9wvapKQxmMkLsZAsM3zcKGo117GyxWEx0Kyvlhs2A3X0Eax9jEUXBQCqFkJ0guzTCC3R/bQSbixC/T3Dz4cPu4vP1hx4CwmFXHrRaq+GzXxVDzxJj+OGX3Nx2SL5XjNjDsgsrKz4PhvseecSlEN5+/XUAQdcAj8iyO/AKAEsBPlimZeHB7z0GAAipKq7au9f3ey+t4GyASAYAKIMjbhfEzOVaAlmu6zDzQiHvnE3xG8pkEG46flHVUwI3TyIFy7/vmpl2vz5RLCP20le6na1MJNzW+6hvOO38LosRi8WhTk63bAqbASFESJ/qemDQ1GxuzKsVWNVq31TCls5Wl2S+K3qgQNBoFOPZxszCuXze7YLweq1rZ2t9vXFNxyNhcLTSJXyvp4Xa0ksAsTCzeNL9ntfrsMolWPWae79ZuXW8PR5GiBAMyRJuvPHGjscI+OXfHbyYnS0QsqFky5lZ9FbdI+Gw27k7fuYMaDQGqmo+FU0WieD5VBYV+/q9dts2kJowDQ3tvgIs0r5jHARuB4Hy0DD27b3SVY59sjnZmr8w4hgAoGka/uqDH3QN7Kv1On7jj/8EH/u//wzOOZbX1vDxf/ksADGf94v/8a3umrB3x3bXBP07R55CPTsAbcdOaLuugM4kHLUlmbOMIvTow8jf/3Wfb1kqHMbtO8V9X6pU8Huf/Hs8sraOWlMQK4KTUuCcYjtwy8L64oL7WQ1vdh2wIaVSoJGIq0ioWxZOnehcgOWm6apa9uux5QWhFCwe71i8kZMpqFdeCePKA5BGRiCPjG45pYpIEtSxCUQOHUZo/yGE91zpfwA3QbWQu95vNTjndmdGFJ2IFvLdy9lUCm94+csBADoHPpsvw1xfh1WvY82z/8dsD0beRE/zem15FQnz9nk0C3lXxr8bgjy2mpNfbhptZ+VoNAoWT8AsFmCsr4FQIhKtDjN47cDiCbB0Bsb6mig4bTIp8c5tAULw5bfe/S7ITdeyk0xuBFI4hKi9Z+U83e2V9XX81ac/7X7/S3e9zf36Ysu+e0FDoY5FIRoKg4bDsMrlRlLoWA/QDgVWu0A4aYtkLJkW6haH2Y1GeBHRU7I1OzuLxx8X4gozMzOYnZ1t+2+bPQt0KUJqs6hGw2Fcd+AAAH93CQC+/M1vujKdt19/PbKJRP+DjE1wqISWZWHJ4zFx77cbFMLbrrlWqLl1aS0TScagp9IZJJDx1NGjbmXlmv37XUEMB93k3wFRcWDOwso5DDsA5paF2pnTyN8n6KPrluXKbgYqEertq1RUFgaKzRWxbZOT7uOPLS+jIEkw7Rt2IJnsySdKkiQMDg12rN5ael3MyPXZzt8qsKio6gSpDG6fnIRqL5JHazrMYgHcsvpOtlabDY07BFncsrqaJ3PDAJXkjvcE00IY98w7zM0vuEkNr9W7zi7kPe8xGY2BgHfsJBLGRJDQNCzvXAOyovi8cqxqFcb6GliokQzUTp3ANlXGn49l8cc3XIP4YPd5jdEAOtKLpkToBqkb21hprLUC6cwYVKpVLJbLYPG4MIb2FIy++cIx9+ubt83CyK1BnZ7ZkP+dkVuHlEpDGR1DavsOzNrn8tiZMyjY1CFuWTjtCRC7JVuyLGN8fBxyHwFHJpPBB97/frzytlvdn33oM5/B77z/A3j/xz+Oip1wvv7lL/fNtlFKXSqhYZp4+LzonKrTszi37xCcctVeTdw7xvISCg98w8ccuMPDQnj03Hn8z3/7Gt78Vx/G737hS7j32edQrNVAFBW8VuvLd4jrOs55DLtH0puzf3BAo1GwRBITHpGM48eOdfgLQWe0qlVY1aorIQ6I4LQXjy0vmD1j1C6gY7E4pGgc0XQakqp19MzaDFgqDaLIolLfxLpwrEVYNCpsFrbYC8id17Kr/DTaKnjz5h96HTQ7Dri3WMFSWSjcrnqS/TilQo4bfgpXO6+tomzvm6YJI9fZ3NjBgocKn7E7W82dW4C0HaUQ885ZkbDICtTpbZACpPebEbQOEEKgDAyCaiqITUndDHZ52CiUUvzmO3/BLb54wS1rw8wcKsmuv1Su0DjfH/j4J1CyE43X3HoL9nuO5cUQx3BAVTUwxnPgfp7g7mhCw3qgfbJFbCuhKbuRwQGcNwzwLrEFazP7fSHQU7J16623Im4H2rfeemvHf7fccssFPeDNgHbIjL1Uwq8+KLj0nHN85kv/6v78ja94uV3F31yyNeZJQpy5rZX1dTxuyyVPjAxjdmQIROnuKE4UBfFYzE2ggmiED3ynQSG8+fDhlt97ldTOBhgbA2KTYh5FJX1pEdUTx5D7yr+i9J2HXI62468FBCsRctMEa9Otc3jsaFKrCWmaa4x8KpfHeU9COTg81BsnmzHEojGwTiIaui4MpF+E4VFA0GBYPAErQK5UkiTssgO5ZdPCSj4PUNL33FZzZ6vTHJKZz4lAqAPH2vWj6+iBo2LCk3ScPn++YSxs6C3D/c3wbiLxeBwcrbLvzWDRqJCI9/7Mcw0ono6TVamASEqDWmiaqJ857f5NaGzcPyPTBmNDrQnZi0UjFLLv/XlseUFVrWV4eNYzt3Xs9Glos9vB0mnoK0vQl5dRr1bx4HEhiBCSZeyLhiFlB6Ht2Nl3B9gsFUFlGcrYmBB7SCZxYJ9QjuWc4ylb5Y7ruqtE2IstiSRJSCaTfVPmVFXFb/7XX8Pdr/sP7nv56oMP4mv2XhGLRPCTd/5Iy995qYTfeOxxyIPDMIt5PH6u0Y27atfuRoeZc5SPPOEmC5PpNO667lqEPUFhzTDwrWPH8Udf/gre/FcfxgfuewCGYfYU3Drg9RrmPfS+sYCu7EZAtRCkTBbjcmMNPX7qVMcZSrNQEJ3lcsmlogG2QEYPHlu+1w+FBW2uzZpFIxGwSASsVIKUTG3a0L0dpERCUMNkycdOEWpwIlmhoTBoLN5TB6gf8HoNRNVcBUemqi33ciqRwI+8QnS3DAD/ki+BVypY9Yh2xZmgEXIQkCYKl+O1lfYY1uc9n5FVKPSU/AcaGnsKc0KVjnYsgEqJBOThUagzs5B6NEtvtw4IEZUspE2IYzgYHR3FK1/5Smiahl9+61twYKp1XrVBw99YUYzIMuK2mFOhVIJhmnj0yBF85VvfAgDEo1H83E/8hHgt07Q9tl68zhZRVFDbdL0dpERSyLl7Olte64HA52VCuXDSQ+U/p5vdRWg6qJduNXpawf7mb/7G/fojH/nIhTqWCw6rg1LRDQcPQlNVVGs13PfII/iVt9+F7z39DE6dE9K8+3btxM6xMQC8awLUDaOeJOTc4iKu2rsX9z38iLvB3n7ddULhTVW7J1u2dPdAMok5W6mrVq/j7MIC5ubnceb8effGY5TihkMHW55jKJsFYwymaeLsYjCNkGoalJFRVJ95CgBQffbplsewVBpLdRNYWgcATI8Hm7l2mu+hkiw2pKZK1s6ZaZw6dw6GZeFRz1zg0EhvhrGmaaJYLCIajbZNuLghfEleTEjJJPSlxUY1x4O927fhCfu9v1DTMWFaYm6rVuuZ8uBLtigDa7M5ccMAtyywZApWsQiaDP7MeqFAEEVFIplEMhbDeqGAufl5sH27Ydgbu5lrpb56kfcMQCeSSaFM1KFwAgi6ApEVt1sJ+K8B2XPdmMWCj3ZSP3fW3QzkwSGwRKInE96Rpu5XJplEdIP0kE3DNDcl8UtV1ZXpdTY5r/z7sdNn8JKrr4aUzkBfmEft1Ek88tQRlOwq/bUT41A1DeHde7p255vBdR1WtQptZtadKSSE4KobbsA/fkmY/D7x3HO4/uBBFHM5LNvX9PT0dNekzjAM5HI5JBKJvhMuqqp482tejZlt2/C7f/GXbkcLAH7yzjt9njcO9mzfhqFMBgsrK3j0qadQ+fEfBZuX8ZhHpe/wVYeQ0DTkvnoPrGIRxsoy9MUFV/76x667BnccvgqPz83hW8eO49vHTyBnV61Ny8IXnzyCMUXGHTOz6PVMW7Ua5j1FjLFNemw5IJRCnZjCxHcbBb6Ty8swC/m2s1GmpwvioxHGE7ZYVTDtPPD1VRU0FBYqZEFzwbZNSPncWYSGhzc9a9sONBIFi0TA63WfbD23adfOHiilUjBWlgVVb4so6Va9DsWeZQJsFTiJua/t4Cd++Ifxz/d8GWXDwH2lKu5YWUFOaqzzMUrAIlEYufWWroLjtZX0qC4WWGPPtkpFV92wE4JohF6xK/d8dehsEkmCNjXd9bW8aLcOEEKgTk719Vxtj4sQ/M5v/zYMwwBfXUH1xHHQaNPn7BjPb5AtRRhzO1ucc6yur+P/88ToP/umH0fSse15EWXfHRBFEV1RvQ60iVloLCZ88+x7hFsiSexWYIXE/MmWYYDX64GxFCDuk/KzTyFx68YF7/rBhleatbU1zM3N4fTp0y3/LlUYZvtkK6RpuPGqQwCAfLGI7xx5Cp+2N3YA+LHXvGZTg4xeBCkSelUIb7vuenC9DhqJ9rQA01DIFckoVSp41Tvuxk/+t1/Hb/zxn+CDn/q0G2Dv27UL8QDamMQYhu2ZmnMLC20pGMp0gCkkAGlwCLGbb0X81pd2FscI8Mvwop38OwDs8NCDHj59xv16sEcFLcMwsLy8DKNDhZWAbFqBaLOgUUE7CZq/2Le7SSRDr4u5rULvVMIVm/4ZIgQqJS2+Mw7MfB5SMgU5OygMKNsNO3Orq7w4YUzMcdgzP8tra6h7khAzl+s4TJ338K6TqbS4PrssvEQLgYY0H5XQew1IsbgbBJn5nO+ar51qBMJSdgBSOtgUthkjAwO++/XFohACQs0JfXQEmiFkev0VyNmJhkjG8TPiHiSSBGVsHNHrbsDDlcZjrx8ZhLp9R0f/osDj5hxGbh1ydqCFTnTQ4131hO1FeNojjtFN9h0AdF3H+fPnoW9gVoYqCogk46b9+/Bn7/lNDNnvbfvkJF7/spcG/g0hRMzfQiT7Dx4/Cb7rChyzhWomE3EkGAOh1DfbU3nqSd81KUsMV09P4d0vux1/e/fb8Qd33oHXTDQKBp944giWz5/r2SiX1+uY93pszW7OY8sLZXISg4oMxb4VTq3l2qrTccuCsbLsdkH8Ahnxnjy2vCCEgCYSsPQOFetoFBVJBhJbQ50MPA5KIQ0MCjEeTyDtUvzs5IFFY6Ca2pXu1Bcsy1ccEqavSks3IR6N4o7rrhF/AuAfjp3Amqc7GlcUMStDSEtxy1lXvJ2tApMAW4fSLBZhrq917GgCwKItkMEgmBag1EftFDPe0qYL3M3otA4Q1rmL0i8kSQJLJMXn3LSvCyVCZeNsKcqQ8HzWf/HJv8eZ8/MAhILxa29tUJ83YnK/1SCECNZJvYNIRiQKFok2OnBN1gNtn5tJvmTrrG6KGfg216BVKsK8iJ2tvpOto0eP4qabbkI2m8XU1BRmZmZa/l2ueNn1N7hf/+0//zMefuIJAMDwwABuOnzYdWTfLHw0wsUlrKytuQpbkyMjmBkfEzzeHmW5iaZh0GMUG5QsaaqKn3jd69o+hzNvUq5W3fmuZkjxhK86qYyNI37byxG/6RbhQWKamPMo4rTIvrfxy/C/l1AbRcJp9+sTHof7gczWKElxwxC+Di/SvJYDqiiQUkmYAbNSe3Zf4X59tK7DKpXALbNnmV2g0dlK2lVEFuB5JDZlDnlwEFIiIfxQAgw4Oefu/EE3sEgU4x4fjAWPk5Pw2mpPVSx4NqhESig/dtsMCRGJZDu1Rkf9EQBgmq4qmFkquR03GomAxuM9q5WpiuITq5ka7a3reiHATWNTqlNUloUAhudzGRsedoWEjp/xF9VMAN96SnS9NUXBTS97ObTp/gN4s5AHi0ShjI61JLjZbBbjtirisydOoFouX1BxjGY45plc17F9agof+r3/ife++1343//91zt2yW677jr3668/9BCeXll3hZAOzs7CLBVRX5gHS2Xc+9HMraN+9kzg8zFKsUtV8GbouDksEpGSruOj33oIVrk3o1yrXsOCJ9CY2KShsRdSLAE5nsCYfU7mi0UU7QCw5TjKJSE7bu85Do2QEoJ4LNazx5YXLBwG0H4uhKWzwOjY5sWBukAZHYM2459hF0wATyKkqmDx5JapEgq1Xz91kciyML8OWGN/9FWvQtS+z765nsfTHmZLIhxyxQmaO1tOp8lb7Hzw1ClUHEuNYgFmuQyzy/U4b3e20oyBEiKold5OoK6DhCNb1vV7sUBVFVIqA7Psp1ZyQ++rc9sMwiji0cb19NUHHwQg1oj/9I6f9Fn8uCb3L9KYhAMaDnf0wyOMQZ3d5hqBc8sCeuj8EUnCaDrlCpCc0w0Ry7RpspjFQuB8/IVC35/wu971Ljz//PN473vfi/Hxcf+HeZnj2gP7EQ2HUSyXccSeCQCAH3nlK8Aohd7BT6gfDA832uTnFxfxjUcaFMLbrr8OvFwGC4cbghRdQCQZP3zzzfjeC8dQrlQwMTJi/xvGxPAIxkeGMTkyAq1D8DU2NOSaHp9dXPQNvjpgsRhCV+yFOTYBeWCwRVzBqtVwJieSrUwyiVhTYio2gla/DC8cekIztk8Ft/aDBk43ArfC9CLKojpg8QQwP9/S/k4lEhhLxHE2l8eJuoFKbh2xgUEYKyvA7PYOzyhQrlZRsQMsJ9mSAmYWzEIeLJ0BiyeE1H12wKZARDdMgSCqhnEPzW7e4nC+syploUjY5t7K1xpBQjKVFJt/D+uOo34XRNEhmgYWT8KwN3sznwOLRHxdLXlkFFIkGjCw3R6jg4Pu3OTkaP+iEFsG09z0tUwjEZ8AC6MUMxPjeO74CczNL6Baq7lryuPPPIOcXRW/4dAhJHZdEficnWDVaoBpQpkeb9stPXDgAObm5qCbJp5+4gmc9thnXOhkC7DPid1JjkUigvLdBbtnZzEyMIDzS0v43tNP++iG1912O2Iz06idOY36/DmoE1Mo293nytNHoIyOtxqy6jpKjwomxJuSUTxaqaHCOb567Dhe/9TTONDDMZmVChbtqn6cMUS2kO5Ko1FI2SzGjp/GCd0AB3Dq1EmkrrqqhVJqFgowqxWYuXUAQM7eB5PxOBilYlC+T4oVDYVBVaWFwtf4fQh8aOSCB/BSPAE0MQeCjMalZKotdbxfWHVBKW++92ksJuiATYhls/ih4QF88twCOICnlhozVIlI1KZwtXZ6HK+tRDiM26+7Dvc+9BBypTL+KV/CW1RblXB9TdBD27AnSuUyinaSmZHs4l887vckM80tsXW5FCCl0tCXFn3Udq4boOmN33teGqEXb3z1qxumyTa4YWzI5H6rQRRbJKMDdVbxFipNq6PXrPu8kgRKCMaHhnDi7FnMGyb0er1tZ8vM5S6IGmg79J1s3XffffjQhz6En7CH7r6foMgybr76MP71vvvdn4U0Df/htts2PcjohaqqyGYyWF5ZwfmlpRYVQqtagTo903OwRBUZu6en8Ok//v9E1X8Dm4hXJOPcwoJrout7nVBYqBMxqSXR4paFtdVV5O05hkBxDMNwA/h2ILIS6Oodi0QwNjTYIk0/0IPyUC+w9Lrdun7xWuwOWDQGFgrDqpRbfLD2TE3j7BNPwATwwuIyDl95oOe5rWYlQiLJLX9j1esAFapMzufEEklByatVQbxmk4bwTOtlIaSahgkvfbZaw37nNSvVtrQCblko2gsiAxCOJ0AIegpK3GF5e2DcC0IppGwWtePCpNYs5MGHR1A/fdJ9DEumIA8O9ZW0jA4NukI3LTRayxJJ/cVI6DnftJCPkOltUgadmMRzx0+Ac44Tc3O4wlaf/frDDe+pW669pv/DtSyYhTyU0TEwT5e+GQcPHsQXvvAFAMBTc3M4vdi7EuFWgGqhnql6Dhwq4Sc+93mYluVWnykhOHDFbkiRCKRMBtKZDIrf+w6k7ACM5SVYpRJqp060dEfKj3/X7YQkGMWdiQj+bl0kun/6mc/gL6+5BqzL/VFeWnTtM4ZCWxuAUVWFMjaOcfkJ92cnFhaxL5cDHfDPNZr5HKxCAbCNS53OVqpPjy3f6ysKaDgKs5C/JILLZjQzAWg0CqaFYFUrYD3MhnYCr9UhDQ22JEdBgjeAYBy8dtd2fGF+EXmrSUQjHhedLdLKJPB6bf3CW96MBx97DNVaDV9eWsEtg2lMKJJIpJu8n7xY9Ih5OeIYrJlFwHnfM5+XKlyZ+nyuMQPNzc2ZDFPWMis6kE7j7QFiPdyy+qLkXihQtSGS0QsrhnOrJzVSJyaYGhvFibNnYQJYqFQwHsCU4pbV1i/2QqHvMkovik+XKnpJQl52ww2+71976y1iyN2u4m82gHEwZqvrreXzePL55wGI4GwqlQCLRt0Wai8gkiz4rZa54WqdV/49yNgYaASoXoUX4ZGyBn1xAWc9/iaBsu+m2VVMwZV/D9gYdjQFU9FwuMXHqx0IJQiFQyA0+PxwXb/gtJJeQSQJLJUKlF2/cnuD7vPc2hqIJNl+W92phD5DY0pBAoIsMcieAfUs4FTTIKXSMJuohE7i0NNCqCiY8ArDFBvPxWvVtjMW3DBQsI1Xo5QKPy9KOsrAusftDMvbBYDma0DximTkc9AXF8RgPcSQNlM1yAFy7p3wmpfcgpCqYvvkJPbv3u37nVUswqqUoS8vwiyV+jah7Qccm5f4paoKUOpLLrZ5FAmduS3TsnC/bfSryDKuP3iw79eyyiWwaBTKcOeOw0HbogMAjpyZwym7+KJpmo8x0A6UUkSj0Q0zMoiitF2fOiGoA7ZrdtbX/VdGRiGnM1A8QiSVZ572VWZrZ067SpnCeFXFy6Mh19fq6Lnz+MLXv971eM56aKDDsa0XBVKmt2FCa+yVp9bXAtcoY2XFpT6WOYdhn9dUPN6Xx1YzpEQCMIILON32gguFdjPLVJbFer8FnkCcW4FiPl7BGy+IJCE2PoUfbjLVVgmBFo+DmxaIFEAj9HhtDWYyeOsP/zAAwOLA364XwDmHVS7BWG9VR3bgE8ewO1uyh0XgfP5bFXN5sdl1YCMghEDOZHwz0BxkU75XhDEkY/645d1v+48It0mqLoViMlEUEEXuODrgezzQG/XRniucHm/MFp+t1gI7W1a5DKtaBXDx1oC+r7S3ve1teP/7339BA4ULBbkHycur9uxx27KEENz5qlcBaNDMNuux5WBkpEExcimE110LXq9DHhruqVvgQKj4SYDRngfbDb0YGwM2NQIiCNZXVqAvL4GGQ4gcPITFdGOhDOpsEaDrwklke4Az4AbZ2ZRsZfvoaimygtGRUSjtPj/Ot4QiulWQEgkQQls2x707GkaJR2t1Ie5gmT2JZHiVCBOMtcwEWvUaCGOQPV0t93hSaRBGfW13rrc3m2wGIQTjE+Pu855dbSgQWvV6e2Njw0DBPgcxiYFwoUTYK92GJZPuczdfA7LHDNvM51E76RHGGBoGjcb6KnoAwIErduOf//wD+Ov/+but5pX1GpThESiT0yCAEAaw/dK2Es56slmJ3yCZ3lmfIqEI2J987jms2XTD6w4caLvRd4JVq4ElU10Dj4mJCaTs+/6Jp5/GebuzNTU11VPgpKoqpqenoW6wu+iIZPA2gXw77JiextiQP3G/au8e3/dEkqBOTYOGQpCHxbXJa1VUj9nd13IJ5ce/6z4+fPCwoHMTgruSjYDrr/7+U8h16Chww8B5D/1ypMeZxH4gJxKY8szTnlrLQV/y7ytWpQKz2Oh+tBga9+mx5QUNhYGA9RPoYS+4QOg0s8ziCZHEdxDx6vr8trR3EO0uSPDGgTYzi9ujIaQ88u4xSoQ9h2WBsFZxAq/XFgD82Gtfg1GbJv5MTcfDlZqQ9C8U2s7NLiw3OgsZR/a9RRyju/3NRrDZdWCjYHF7Brpc8tkAbPwJGYY8c3M3HDyIl1x9dduHXxLJFqWg4UjPFD4OuIlURzidLQ8F8VxdDzQ5N4sFPHHmDP7u6Wd7OoatQN/JVjgcxv3334/t27fjTW96E97xjnf4/t19990X4ji3BBzdE0RJkvDuu96G4WwWP/1jP+pukJsdZGzGaEAycsvevZDicUgBogWd0EnFr+fj8czTnGsj/w4I7jdRZOirK2CJOCJXXY3YDTdDnZrBKU9HrDnZ4qYplI26LCxEVlx6QjN2Nomv9DOvZRk6TMMIvAYceetLYV7LAQ1HQMORlsHp6alJROxr8JmqjtLiAogku7NHndDisdVEUTQLeUiZbKCnFI3GwGIJv3dKD0qEXmiRKIbtz2xuYQGwkwFer7WlEVYqZeh28hCTJEFro919thywUNg1UeTgsOz/AeHF5VA4zEIe+vmzABry0fLIyIYCPU1VW4ITR4CFxRNQR0ah7doNbXoGhEkwVldg5vNbl3Q5cu2bXKtEBVL1VSD9Xluis/X1hx92f3brtdf2/TpOctgLhYoQgoN256xcLsOyz1kvSoTOa5mmueFioWOe2S/X36tK6ODw3r0tj5OHR8ASSSieeYvq0Wdh1Woofedh93WV8UmoE5NuwWS3puDmUdHZy5dK+Ot/+EzbY7HqNZzziAyN2h5b3LI2tYd4QaNRDAwOIWJ3j07ncjDzed96ZhbyMG1DcQDIewKq9AY8tnyvHwqBahp4gGFw8zpwscB1o+3MMotGwcLhTXW3rFoVVFED1+QgwRv3tZNJaNEoXu/pbrkeW5YJtDMUtr22ACEO9ItvfYv7u0+sF1Epl2EUCm3937yGxlmns+WVfde7y75vFJtdBzYKIkmQsgNCFMqh4W8imSSUYvvkFN72utfhlTffjF/7mZ8OZAY4Mc6L6bHlBQtHel9rOG/xeQuCl0bo4JxugAeIz1jFAr587AT+5YXjLb+7UOg72froRz+KZDIJy7Lw0EMP4d577235d6miV7nfl994Iz71J3+Mt9itcQBbpkTooDnZmh4bw9TgAOSh4Q1tLu1U/HqFV0mtHY0QEPNE2rYdiF59LWLX3wR1fMJdDE+dPes+bqrJY6vZX6QdhGm03FX+Heg92eKWhcrCAk4+8RhqAYbBXLcraJdQskUYA0unYdX9UrFSOIJr7XNb5hwPHj8BqoXsua3O8sHNyZaXNmnVqiCSAnkg2NxUCGVkXf8twKaq9bFREFXFmP38pUoFBcchvl6H2SbIWPcYr8YUGbB4YKW17WuGQiLIqNVQr9Vx4sQJ1G3BDRoKN86BZbkzDcrYBKii+CSINwurWhUBoN0JpKoKeWgYoV27oc1uB5GlviT8O8GlK2022QqQ6U3GYsjYM1XHz5yBZVm4z57XkiUJNwb4+HU93nrdnrPprUt6MICm2Ou8VrVaxTPPPINqgLVCLyCMgYS0DQ1We6mEiizjyp07Wx5DZQXalEjCFdvvh+s68vd9zTUwp+EwwgcOwSyVfPMebxkdhmZ/5p/72tfwnMfLywter2PB67Flm6VbxSKMtdWuCnLu89hzD8Za6+wDiwhKqENvXK3VkS/kYXiohKYTiNtrfcEzm5NKxMV+Jm8s2SKSBBqNBq6JzevAxYJQIgwFrl1ivc8EUsd7fv56HSTafu6YtpHcZpEoWCKJWyMaJu3P60pNEUW3DuIEzWJWN151Fa7ZI4RxVk0LnyuUYObWUG9TvG3pbBEC2VP05YYOEgpfEC+0za4Dm4EUT4BqGsxCAVSRN00jJJKEt//Q6/D//PzPBQqbAR4z7UugswWIWKAXOrarldATjVBcJ+PDwy458Kxuwqy0rmf58/N42GMsfzHQ91V84sSJjv+OH794meJFRZ9V/G4Y9/BKAeDWgwc25WhPw+FNJVsA3C7eej6Pcpvgl1CK0I5dUEZGW26Ak3aylYzHXSM9ByKh6axE6L6GFgpMtpKxmOttA/SebFnlMkgkAiRSMHKt3h9cr4OqWl/UzYsBpqpo5hQTWcYrDuxzv7/3/AKIosCqVX3KcUFo6WxFG5+RWShAzmZbul2+44nFwSLRDVMgCGOY8AixLDjXD+fQFxcCP/Ocp2MXU1VRaZV6l66lsgwaiwUGXVTTAn3GpOwAWB+S773AqlXBEsnWQXNZhjwwAHlkVHiCbEF3ayvNK2ko1CLT68xt5YtFfOORR9zr6pr9+zakamfVqqChcM+J+wHP3JaDiyGO4YBGohvqAG2bnMReW3jo5qsPQ23zfuWRUbB4HMr4pBtAeLsDkcPXglAqBEWmZwA7eE+Ui/jxvSLY5Zzjjz/yUbfz5wWv1TDvqfZOzgoBDm7okDJZ8HrN38EOADdNGKsroJEIuMVbgiYiSVDGJzChNRKoU6vrPqNbY2UZlud18qxxvQoaobmpgX4WjW+KlrfV4KbR0RxdisZc8+ENPb9hQIq2shIc0FAosJtHw2FImSwkQvD/DibxO0MpvDEeAYvFO4oTNK8vhBC8623/EZJ9PX4xX8b5tRz0udOBCby3s5VmTBjZ+gSYeqepX06goRCkdFrEHZsURAHEHtJJSh3weGxdIjEOVdW24yI+WJZtaNx9zyeUglAKRZJc0Z9zhgGjqcBu1et44KmnUDe3lr7fDd8/uu0XGJsdZGzGaJNS2S2HDkAebFUR6hVEkrFZVoRXkbDT3FYQ8sUiVm1qynSAmSs3dJA2Vb1mtJN/B4AdM9Pu1z0nW9UypHQGfGgI8sAQjPU1n+cIr1864hheEFkBIa1+MQd27sKgrYr5dLWOhYUFoebWb7JlJ8RWtSJ8QLp0cogsC4GUaqUxf9BPZ4tJrrExAMzzxrWgL55Hfa7VV2htpVH9jGtCUYv2SYWQYrHAAIYw1vKepXRGzK2NjG2ZH4nz+QXRMx2weMKmEW2B345pimtnCyrCrkyv5xr0zm195B//yf16IxRCQFTkWaKzSqkXO7ZvR7gpCLuYyRbbYAecEII/+C+/ij/8tf+KX/vpn277OKqqoqvFOdQmJUJt525ImSz0lWXIwyPQpmfdgM0s5PG6XTsxnkoCAJ5+4QXcc/8DLc9v1WtYtLs6CgEGpgU9m1sWpHgc6uQMuK63VZLjhgFjbQVSKi380CQpcIZNzmQwmWhc86dWVmDYEudWvSaUCIuN1yh4AqpUXBgab2aOlmoaCA2e29pKcMPokY5GOhb0aCQCFo5saA3gpilmYTokp1RRA/cTQqnbRQ1RimlFdn0KCdrP+QTFQ1MTk/jh/cKc2wDw0aPHYJZKqJ872/JYp7MVowQaJULpuGnNuhDiGJcCpFQaNBLdnBKhDSJJgpnRCYbtsXWJWDWJeWAl0PvNC26ZAOnRZNqxhLEsjNt7bZ0Di0tLvodZxQLuff5o0DNcUFwaZ/4Sh1vF30IJ0mw2K1QOAcyMjmLb7j2BVfZe0UnFrx0450IZza469aJI2A7OsDzQTonQ6FnWtlNSu3d7Q5J+cqS7j5FVq4KqmugYMgny+ASUkRGYuZw7uMvBL02JYFm2Axl/oiDFYrhtxJ4lBPCVJ4+ASIpLM2oHR/pdJkCYEDCbcmAWi2JWq4cqopRIgqoazGJRUL/6EXKRJIx7Evp5r6ALB6rHX2hRPMytNYQ04pEwYFp9zyLRULhtxVhuMh6WxyZAFAWyZ+g4CFathvrCfE+dKF6ric5ph+ufyjJYdgB8CxTJLL2+JZs4IAJWqig+2pxXkdDpZkuM4aarrur7+bltmtqrgTsg5mr37Wt0dxljmJiY6PAXWwuiqBsO4mORCK7dv7+j5yEAqKPjQp1xdNxdD1kyJXwO83mwUAih3VeAJZM+qXym1/Ez1xx2v//wP/4j6k2UR6NSwaJNJxuUZTBvQCuJTqs6PQtwy0f7A8S1ZayvQR4YgjozCxaLg8pKMD0tFse0Z085tbICs1SEVSrBKhRhViqNThdjyHuS7VQiAbIBjy0vqKaJmcN24jtbAK7r0Js6dIGPsywQQjoyAQilkNIZWyWt3+Ooi+uygycVUdW2KnDq+ESL4iCLxTqKEzheW833wVv/w2tdH8dHcwU8trqO+ulTvvdlmCaWbel3RxzDK/vOLQsg5Ps22aKRKKRkqsWSZCMgsiz2xQ7g5qXhseWAMAYSDnenY1sWCOtNfZhQKkRxuIXxZCOWPt0Uyy6cPYsn7WbC0EXsnF5WydZP/dRP4e1vf/tFf91+/IR6BWMMv/7Lv4Sb9+/Df3nrm6EMDm2q6tBJxa8dnCBQDGsaPrWsc4v9JVuf+Nzn3a+bVQPtI+z5/LmGfwGJ4xte8XK87vbb8bY73oD9u3d1fS6zVAJLptzgkzAGZWwCyuiYGNiuVMSifgnNazkQyVar8hkNhXD79lmXYPi102cAVe06t7ViD6InbS82Fk+K17Fnc3oBDYXAUmlx7fRJgSASw4QnQT5fbQyvE0JhFguoHX/B97nnPHNM8WgUHLx/351QCFTRAt3ilaFhl4YFSYKUiENKJLsWPoQnThhWqZUe0/LYSgUsHu96/UuJJCArrlT9RiBm76S+VRTbgSiK8JbyHFOzWSYAHL7yyhYT817A6zUx1N/npuelEk5MTEC6iLMIRFFsQaILZ4hJQyEoE5PgRh2xm29DeN8BxG66BdwwYNUqosOVSIKGwj7TbatUxP5MGtfZSoeLKyv43Nf8c9QL587DCY+HbbqNOxthn0c5k4E6PQtCiStgYdWqMHM5KCMjUCenQGXZEzQFCC/E4pidaVhVnF7Pi/nMfA5mIS/MzO31isUTyHmKL+lEYkMeW14QWQaNhNuq4W0FzEIeUjrddV7WnQvukjwwe56n34TLqtUEDa/DGkNkGVRR2ybGrImC6FDK24kTeL22vIhnB/DmsYbQxV89/AhKa2u+7tbK2hose53P2rRwn+y7YQhxlIusGHmxQCiFOj0jLAo2+1yyDI4uyZa1OUruhQCLRLqvoabVu/owpcLOweKY9IybnG4SD/vqQw+5JLBbxltZWBcKl0WyZZomfvVXfxUf+tCHNvU88gaTJa4bmx5kDMJtt9yC9979Duw9dJXP12gj6KTi1w5WtQIajUHODsBYX8PIYINS1Q+N8KHHH8fDTwgDy8FMBq+46Sbf77lpdq3qeeEmjgGV47Cm4b/81N24+41v7Eo74oYBAtGy1zQNu3fvhqZpdsI1DmV8AmapKIKGS9A4kTAGomktHRmqaRgeGMReex5isVbH0yurtt9WMJWwruvI295WSUdmN5kEt81ECes9qJFTadBIpP9KmSRjMJOGYt9H5zxzKFa1AimeRG3uDIzlRts/76EyJWPx3j03PCCMgSXikLiF6elpKGrjOmSRKJSxcYAxhHbvATctQY3qtrgbhjsL1qmbzDkHt8yeutYsHIaUSnatkneCO3u3RbRYQghoIuELWCdHR8GaPoONUgitalVcS32urV6/rX4ohN51YKMgsgwiqxsSyegHytg4aDgCIknQtu8EkYRypTo+6XpxEUKgTjVUWo31dXDLwl0vvc392d/9y7+g4gne506fcr8ejjUEYpoH6KVUCur0NlBZgb68BLNYhDI+AWVswvc4Fg2eYSOShPT0NNJ2MH26UgU3dBhrq9DXVn1zaCwaRc7TgUpEIhv22PJCisVbCpCKqrSsAxuBMICn4jUI7djlFjLm3WdmnHmebjNzLc+v62DxeMfHECLk3AMT42gMzKOCTGRZULI6iBN4vbZ87yEaw63TU9hpU93P5Qv4y8eeQPXkCXcdmfd6bNnJnJT1JluiwH2hZoy2Yh3YLLaK0kco62GEhGz6XtpqUFXtetyC+dAbjdDpbIFbmPLEsmc8/qLcsvDVx590v7916uIxIi75ZOuZZ57BTTfdhI997GOYDKio9gOyQQMzoUS49TM9RJLBEolAX6P+n8tW8esjAOCGASmZhDI6BhaJYthTXe6VRmiYJj7w8U+43//Mj/94y+C3kM3v3S/DrZhtsnJslopiFiYWAyEEkiS555lQCmV0DMrkFFg0dkG8PLYCVNMAvSnZCodBNQ23DTUWlH976mkhZ9sm2Vr1SD07FA+WTIkgS2JAD9Kq7utHo5BSqb4rZYQxMFnBuK04dX49B9NOVKxqRXQfTRPVY0fd4C3nMT+OJxM2raX/ZYtGYoDFwRjzrQM0FIa2fScSr3wt1PFJYeDchULILQucEFdVineoQjtKe71QNAExM8YJNkRRsyrO7N1g9wf3ARaO+Oa2ZEnClGfmlFGKmw/3TyEE7DVoA9XdAwcOYP++fVBVFa/3qMZ2Q/M6sBEQQkRV9gInWywSFQWhojCJNdZWhUz3rt2+QM0pFgCAsbYKQghmIhE3AV7N5fB//+0r4JyjcvwFzHlUY0dsBdp2amVSIiHogvE41KlpUYhoCnxoh0KVlEpjIiKu/TLnWFpbE4nb2hpMT7JF40ms2AqJiWgUjGDDHlteEC0EDvgSIQLSsg5sBKKrlYE0OASmdlkHDANE601ZT0qmBU21R5aKS7nrQCF0QEPhwKSQahqkgUHP40Jib6DtxQmavbbcvw2HIQ8O4u50DJp9n339+El88bHHoJ8XCnCLnlncjNPZ8sm+6yAhbcvmZluOfQvWgUsFhNEGOyMAW+W7uNUgiho4JuGD1V6gpQVMdMC4ZWHCY3A/51FePfr8czhp01d3DQ1hNLr1hu7tcMknW9/4xjdw6NAhHDlyBDNNPkv9Qt9o8L7FSoQOaDgMdXxyy6rQNJnqmYJk6XVBKwiLDoUyNoaYpiJuU4HO9Zhsff7ee925jT3btuHlN97Q8hgRcKq9J1uyqGhtxvOFWxa4rkPKZkEoRa1Ww6lTp1CrealrBOrIKNTZbZfsoiuuO6vpZyFI8QSuGxtF2D7ub504iSqHryvkRbM4BpFtvyB3ALX3qhehFOrUTN8zhqJSLbtzW6ZlYdmuijqzSlIqDX1xAfWzQiyjUG7MMCVSKdHZ6sXgsAk0FIIB4NzcadQ9lV0aConrUtdhloqQMpkWOk0zuF4HVWSweAJSOtOxCm1VK6CRaM+JKYvGIEWi/Ve2OYdZKgglxS3modNQCFT1z77MemakDu3Zg8QGOvOuv10f81oOJEnCBz/4QXz5nntw44039vx3QevARuAEoxca6viEuHZXRXAa2nVFy+yrFG9QwHi1Ag6RmP3kj9zhrmuf/PznsHLkCVSffgoLHuqr46/oqpUFVL9ZLIbQzt1QhoaDZcvV9kETi8Ux5TGfPzm/AKtShlWrwMyt209AcE6SsGzbPEyPj2/KY8uLxsxh49qt63Wcnz/vWwf6haDrypAHB4XiaTzeUba9H2U9Go2CxRM9rwFiPVJ6ilGo2ip440D1xFc0HBFzZl26i16vLfdnhECd3oZRWcJPpRvrwoe+9wSefER4xXll37N2siB75vu4aW5oXegVW7UOXBLolpC6HluXWGfLvjc70Xy5ZfacbBFXIIMjmkohbReQ50olV5X13zyCQbfv2gHzIioSXlpnPwA/93M/1/ffzM7O+r53bihdr/tuLsooZEmGxS3oATxmx11c1+uAacHwDK/LsgxJkmAYRot/F6UUqqqCcx7o46BpGgghqOs6LMaAgOc1TRP1psFeQojb9q4EDNJLkQiIxFCvVsCJP49mjEGSJFiWBV3XYRbywoMIAK1WoSZTkIeGMZxOIV8qYXF1FYViEYosQ5ZlUEphGAZMz8JaKpfx4c80zDN/5sd/rOWYVVWFpesw43Gg6VwoigLGWOA5NBgDrQgT4iA/FEVVQEBQ1+vglr8XLUkSUK2Aqyp0WYFRqaBWq6FQKCCZTLqfa9A5VFUVlFLU63Xfe3WeV5blrp9NtdpKLXPeq67rMJqCEsYYFEWBZVkti79pmuB2BbZer7vPy5NJKNEIrg9r+Fqpgppp4v65s3i5qoDlcmIh81zf8x5FniSjgp4ILq5ry0S1XgfxHHOv13e/59CUmE+R8LxpYUiGGJY3DUiSBKqFUHzuWVjxBPKe50+mM+AAdNOA3vS63T4bVdMARUFlfh61ZMp3zZBwBObqKkxdh5zOdl0jzEJB3DuWBcVODmulomvS7D0mrutALNayDnRaI4xoHDy3Ds7j0A098PpmjLn3MgAhx08lX6K4lde3IStg1QqopqFer2PWY11x01VXwbKswDWi3TkUx1wGJwQRe56y033T7jrUNK3rOlur1dzN1lkHMpkMVFXteH13OodEUaAbOoxq1ZeAOOusaT+vt5NBCIFiF5y897KDwHVWUUEGBmGcOI7wFXvABgdb1gguK5BSKTd50YtFWEzCcDSCl11/Pb7y4IPIF0v49Oc+jx+/5jDOe6SQR+wOpWXoMJgE0vS5u3uVYQjaXNPxSpIEizHUOQcpFhuzsZRAkRXQeAxTI8PASSGgdHJpGYerVVDTcumyNBrFfWfn3ee95ZqrwU0DnEmo6jrg+Xy67YFB13edUvBCAQqT3L21XCojGo2695bz2XDLgh6gLtj82RgrK5CGR1CnDKxehxSPoz5/HtWm68E5JnAOA2gxLW63zhqRKIylBbBYHKCk4x5YKxUBVQO1LDeWaBdHWJYFAwDTdRBV9RcfUxmwTBbm6gpCe/dBr9dgGgZIvQ5i3z/Na4QOQK+UYYbCvuubJJMgWgjXAThaN3BPoQzDsvD793wFf7Znr28mPMOYWE9DYXeNMGpVgHP3fIU2sUYErbPOOjBg70XeNaLbZ+N9XuDFjyPMug5d18HrNSiK2rrO1mrghomwnbRsZXwCBK+zvZ5DEo7AXF+FEVDslRUZsCwYaI0z2p3DmmkAtRpYKIJRiWHVtFAyTCwsLCCRTOIrjz4q3hOluHF2BtZSf6rbm8GLmmydPHmyY7fq/PnzGPa0AzeL1ZVVzM3Nud9Ho1EMDQ3BMAzfzx1s27YN3DSxvLaO2tmzgKf1PT4+jmQyiVwuh/Pn/eZo0WgU09PTsCwLx44da3ne3bt3Q5IkzM/Po9Akrzs8PIxsNotisYgzZ/xS2JqmYfv27QCA48ePt9ww22ZnwcIRrJw9i2JTgJZMJpHJZFCtVXH+3Hkgtw4+NAwcPw5JkrB7924owyNIJZLAmTlwzvH4kSMYGRjAyOgIwqEwcrkc1j0dkk/f82Xk7Bbtbddei7im+c8jIdg2OwtYFhbW1lEr+wOiiYkJJBIJrK+vY35+3ve7SLWCrGXCMq3Az2ZmZgaEEiwvL6NS9t+I2WwWEb2OejKF0x6VRABYXFxEwqYtBX02O3bsgKqqWFhYQM5jqAsAAwMDGBoaQrlcxqlTp3y/UxQFO22T0hMnTrQssLOzswiHw1heXsaK5zoCgHQ6jdHRUdRqtZZjovU6JplQ0ptfmG8soqUyKKW4JRrC10ri/f/b80dxbSKK9ReOAskUIpEIhoeHYZkWjp866T5nklIYsuzOEy2vrqJ66qTgO9sYHR1FOp1GPp/HuXPnfMcUDocxOzsLznngOdy1axcopZifn0e+idaYAce4h6Z3nhMcBGBWysjn80in0mDxBNaPPofco99Bzt4gCQAtIjb01bV1rM37O6+ZTAYjIyOo1WotXn+MMVxxxRWg8QRg6FhsmkdMhzRYpQJ0VUOuWgO6rRG5dfDBIeDYMezduxcsmcL5p59CvUlZaiCTRliSUDRMLDSdp45rhKFjUg3BqpSxks+j3OQTkslkkEwmUS6XsbCwIMyY8+vgQyPQlpex3TEdDlgjtm/fDk3TsLS0hDWP0iMg7pvh4WFUKhWcPHnS9zupkMcYFUHkuXPnsG/bLPbt2IGwpmHP9BSqtWrgGgEAsXgMgwODMPSmdbaQB5IppO3K7NzcXEvS1GmNiMVimJqagmmagdfhFVdcAcYYzp8/j2LR3yUoFouIRqMoFost60soFMK2bUJyvd0aISkq1gtFlHMFX2U5lUohFY+jdP4clpaXAU/3V5Zllwp/9txZWE1V1bGxMWiahvX1df/aI8kID49A27YDevM5hEhsEgNDqJ0UJsaV5WVw00Tu2DG8/OrDuPehh2BaFj77/Au4eddOzNtrNgUQsbtOZl3H2cIqQP0hwZ49e0AIwdmzZ1Eu+69DZ40olEo4v7IKlEuATbfXNA1jY2MAY0h7LDrOlMooFArw9uZ0WcF9L4jzTAjB4T1XgJsmapThfNP5V1UVO2yvshMnTrQEd9u2bUMoFMLy8jJWbboQ1tZBlhaRAEE2m3WDPu86QBnF9NQ0jOUlzC8sQA+FfdSskZERhMNh5PN5rM3PA5YBHo4Cx44hkUhgbGAAJmU4d/IE0DSbPDszA1CK80vLqK6s+n7XNo4wDYQrVQyVyyDhcOAeOD09DUoI1uYXUI4nAM+5ahtHcA4lt44xVQVUVVBKnTWiWAAdG0d0dhvC+w5gbXUVxWIJXAu5e0PLGpFbB5mfB8pVMMbc+cmlUgkIhUCrFbwpEcExKuGFXB5L5TJ+7yMfgaE1ulYZiQG2ebFer2PuzBmgkAdXNGA9B0II9u7dC2Dr1whnfQxaI0ZGRpDJZDa8Rly0OKJWBVlYQAzA4PAI9LruP95qFYQRpOzO1pkzZ1qSpsnJScTjcayvr4s9xYN4PI7Jycm257CXNaJdHDERjUJfXgy8vqempsA5x8p6DsWSP8YbGhrCwMAASqWSL8Yj5+ch63UMJZMYlSUcqYl7/buPPQ6LMazaa9/hqUlI4KhswkS8X7yoydbY2BieeeaZtr8f8FTA+0FzsPXd734Xhw8fRjqT9pkJU2cwU5JaTIYdcF3HwPAwlJ07fe1MR2wjkUi0eL5Qu5pJKXVvSC+c4fLh4WEMDvrnK5znjUajLX/rrZg1d+8AsRGZ6QziqytIpvxqZM5raqqGsZERWJEwlJ27waLRxhyTLGPH3r146MgRAIBFKcbHx33vNWpTHs8vLuGrDz0EAFBkGT/75jchE0Ar46YJIjGMTc+ANJ0npwqWTCYRaVIys9bWYM2dBmU08LMhduCXzWZbKv/UXqDiI6OI2Mdeq9UwNzfnO99Bn43zXoeGhpBtmt1xFM/C4XDHz2ZmZiawcuQcb9Ij1Qw0PhtVVVuel+s6+IkXwA0Dw0PDjc7W0BBKSwvYns1gbCWHs4aJo8sryFkcM5RAHR0Fk8XxUkZheeYTkoxCtX2NuGmJ69sjqe89D/F43K0qOnCub0JI1+u7+R7ma6uY8HwGC/ZxEcNAzL4+CCGIjY6BVyoo2TTDCCXQ4nGAUmQGBpBuUo90Ppugc+h8NlRVAYtjcGgQiicgss5TVJiEyPgE0k1/27xGcM5hhjSoO3YKk2JCIKczyKTToPGEb8aAVCugqobk0BCiTddStzWCrCxDPzuHTCaDdJO5svc6HB8fh1Usgmcz0Lbv9KlqBq0RznU4MDDgC4K9z+sNJNxzVCqBnzgGbpoYHR3FCOf437/+39zfB60RLedQ9q+zxsoylNnG6zjnN+h4g9YI5xwyxgLPofP7kZERX2drbm7OPcagdZZ6ulHt1gjCGNIDA0hy+GT2qWXBWF9DZHQUkqIICql9brxrxNjoWGD3xHmvsSZaJmUUVJIhcytwPdTX11B65NvieWpVKJEo1JCGbLWKl05P4t+On0RF13HviVOux1aGUQzuFIqulHNMbtsOedhvp+Ec89jYWGDVGhBrhLRzJ/Szc64KprM+E0Kw/+AhkC/8KziAOd1AVJbBPRS5OVnFkl10PLTnCkyMjoHn1hEeGMS2Jh+85nW2GU63IZvNIuUkkpkMapRAsYtsznF71wFCCHi1ChoOY3B2FmYuB5ZKu51J529isRjUShnS2DgU2zaCMQaqKFAScYwEiOE4ynpjU1NAE5W+UxxhJJOw5s9DikYCP3PKKMz1dWQmJjA0s80nk94pjtBVBdxOAMY9Ni1c11GaPwei10BkGQlNQzyVhubZG5rXCDOfQ80yIWWyvs9mZHYbcjOzqK6tQiIEvzSSxf9b15GrVPDY2fNuHisDiFMCxV4fJVnC2PAwrEQc6o6dLdTIrVojnHXAOWbvGtHLOexljQAuThxh1euoGbpLH5cV2Xe9mIU8aLgxLzgxMdHxHDav385+3m6d7XWNCIojSKUMAoKxsbGWjrCIWzgGh4Yw1GYPjEQivmOqSwzW2hqYpmBMbqQ3Zb2G515oFB1eunsXwqEQWA9zjluFFzXZkmUZu3fvvmivJ0myuxh7QQkN/DkgxB2USAQhW2Sh9TmltrLDhJCWC8yLdq8JiAu709+2+x2PxSGHwqBtPCoopZC5BZJIIJROtwygzuxoLKyLyyu+Y/S+1w//0z9Bt9vNP/qaV2N0wJ80OrAqFVBZRSgeb8u9DTqHRr2OCgDwzudJCVA4NFZXIGWzUALUmRTPOel0fpWAc+eg22fTSeFItmmZQaCUtjwv1zRUJAXcMKB4F0FVhTE4CD0exy2RED6ZE8HL/QtLmEydAU8kIM+KLiglFDmPeWiCCQUtAgJumVBiybbvZzPXd9A5NCoaxjxKQcJry04KdR2wu0NqNAa9UkHBvsailIKpIRACKJrWdj6h02dDFEXMBjStA3o4DBaPQxsZhdLmWnPWCKteA49GEUqm3GNg8Ti0dBq8WvPNS+nFPNjIKGRFQTvWebtzaKZSMBYXwDhva0tAKYUiyzAsE9rMDOQmoYmtvL65LKOiabBqVSgdJP87XS/edZbrIjgIeTbRTvfNVq+zTgDR6XmBDueQUijRmJjzs5/fqtdglgpQRkahjI6DEgozn4MUMJPb6fz3eg69IEPDIIoipNXX18BkGVhZgbm2ip+44Xrce/I0DMvC5554ErodEA3KEjT7/BNCoEVjkNu8305rsCRJCCeTqC4tuufCPS4QJIdHMBIJ41ypjLOGAWN5CdxTAX+o0Jghe/mNNwnaETgkLdT2eIDer28LACJRUDvApHaXRpEV3/syVlcgDw0hNDSC2qmTMNZWIaX8eySt16ElkgiNT7Tcl0oqDWt9HXLTz81SCUSWoUWjbQUfgj5za3AQldUV8FoNaoAfkyMPH5mZbSsyE3QvS6kUauuiw+b7XFUVRioNfWVZ2EcAYNFI4Hl2nte0TCAUAnOUCZ2nCocR2rYD9eeehVUqIlkq4j/feD3e+7Wvw+LcbaZlJCYKVnZSTQmFQikQiYiYoel8bfUa4cR03a7vDa0RuDhxBJdlQAu5yVTzGmGUGeREsu/nbUZQfOLFRs6hZVkgsgKF0sB41eRiv5favG7zOaSRCPRCHlTRMKo03scLZ+bwwPe+BwAIKwqunZkGI8QtBF4MXPICGVsJaQPKNiIoiFyyAgrNoKEQWDTW0YXeqlZFVT7gfIx5KiJn5k63/B4AHn/2WXzj4YcBAKl4HG/5oR9q/1r1Gkgo1LeqFFUcQ9/+RE24aYITtPgMybKM4eHhDcv/v1gghICEQ4HnQU5nQaNR3BTR3Bv53qPHAFVD9flnUZ9vtO39AhkMkjPbY1pb6h/XDUSSEQ+HEXc6pB5KSPM8A+IJVOzAMEYpiCIDtDeDwyAo4TBSA9mWChOLxyFlB3x+Re3Aa3VhlurZWAhjkLMDIhFzOo+WBRDas5F3M2g4ApZIwvKoMQbBKhbBYnFIHtnmCwEiSaDRmM9vazOwalVQLXTRjTa3ch2gHkVCq1aFWShAGR13pdHlTEasRxdBSINGIo2OimGAgIuiUzqDoUwG/2H/lQAA3UNLcjy2HGzK00pRARZsHM5iMUzZ1X2dA3Nnz8K0vbsQCuObZxrG2LdcczUAbNpjy3dsdnHG8dmTJAmZTMYX/HHLAudc+FypKtSpaUiZDIy1Ffc9ccuCVSlDHhoKLIDQSCRQKIQbOojWv7IeDYXBkqkWo3dA7HNmsQB5eET48/UBoqjgIIGWFVI6bftbiXmZbqbSRLL36QDLGTmVhuwZA9lVKeCt1/stIhzZd9nTwbQMHUQLXTAlQuDyjQcCQaltLh28znDL9O1XlxKIqoKqSqAdgXhAf/s9kSQh7MIYxsKN9e2rDz+Cir133bx9G1T73nc68BcDP1DJFt2Aihk3zUvKebsbCCGQ0mlBPwtYTJ2Nn7VRD5vwJFvnllZaAgXLsvD+v/u4+/3dP/qjiHRQWeKGDroBtUWihcAi0dYAvAvMUhFSJNqiKCdJErLZ7EU1P90qUC0UKAXOEglIqQwSjOKgJjbFlVIJT6ytg3Cg8tQR15DUSbYYgBglrq8b59bFlb23VZEm7U14tVpD1b7GmtW8Cp6gJSoJqeaeDQ4DIIfCSKYzYpDcA6qFEDl4VWBlrRmWXgeNxVuKL8KMNOQWOaxqBUzTNqwMSAgRwTq32srAc9OEVa9BHh6+YH40XrBYbEOS9EGw6nWwRGLLvGZ6xVauA86+YFUrwoNqbBzK2LgbJLJ4AiwSgVXubny9WbCIsGNwYJXLUEZG3Wv6R68+7AYYDoZsj61eVOe6gaoqqKwEyuETWcaMxyrgTLnizgk9TyhW7S7XtQf2IxbpTQWvHxBCxLVr0ycZY0gmkz6vOKtSAQuFXCNfkXDNQB4YgrG+Bq7rsMolsEikrWE4DYXFGtC0jnHT7NsA3oGUzoAALQmcsb4GKZUWpux9QnxWwTYxNBoFCYdBJFns/V3WlXZeW4BYL6SBIddfsz53BndeuRfXenzxXEPjQc/70A0fNfdC4HKOB5pBKBWfQduiDrnkZN8dEEqF91u9NdlyLA36UR929xPGkFA1RO1kSvfcP7fvFtRps1gEKv2Zh28GP1DJlsX7rzASQi5ZD6Z2YNGYLdXcWoXmtZpYbNss/plMxm0zn19Z8VUcOOf4zD334LkTYhB7dmICr73t1rbHwTkHODbEi3WTxoCbsNPr8VoNUnawpSpmmiZyuVzLwOnlAKqojSFmD1gsLoL8SBQviTTO8T1PPY1znOCB557Hhz/yUbz3j/8Ep86KLlecUVBC3Co4Ab+gFcRmOJvz+HBD5nfe3qibE+uCp+sVU2yZeko25LMFCDpR2TBgdpCa7QbCeWACJfytsrDswJFXqiKZ2EQSxGJxsFhM+CyZZss/s5CHlEhe8K6WAxoKd/dF6QGcc8CywCIbC0A3g61cB6hNSzUrZSgTky1m2ESSIGUH+i4YbQREkiCPeubh1vxCDKlwGD98YL/vZ6NOcmaawtNqM50tSQIJhWC1qVBvm5l2vz6jN879t4sNBsbLbhC2Idw0tsRjywsajgj1VYiCYbFY9M2XWNWKmNHyvCaVZaiTU5AHRcJlVauQh4bbFmUIpWDJJKxaUwDHeU+FnCCwWAwsFvfJwJvFIqiqQBkb29BnRhRFUE4DPispk4U2PSuOl3PQLs/fzmsLsI2Sw2Eo47ZNBOfQT53Af3rly7BnZBhRRnF7JCSo3V6PLW6BBtAmtxKXczwQCMfGpQlOsfxSk333gkUiwUU8x+etn/jETsyIzYTxzm0BQDYSxpVjovBTO3EMlaePbPi4+8VllWx9/etfx0c+8pEN/32zpGU3cNMULdrLLNmimgYaT7iBnxdWtQIWj7ffMIgYVgSA88vLrsT22YUF/Jc/+F++rtY73/oWsE6Br2EILy9tYy1sFo129WHwwqqUwcIRsAD+er1ex5kzZ1qkVi8HUFkO9EYR9LUsWCyGgyEFcbuK861jx/HzH/8k/tc3v42PP/Id3PvII6jbVcwBZ1bFPkcc5MVJtjwiGU6yVT9z2teNzXuqTnFFiFsQtnEjynq9jvlcDvUNVrMsvQ5IEkib4oGUTIHIipDa5ZaQbd4EHHoiIIacm/8RxiAPDV20z4/adCyrg3lrL+B6XRR8LqCPTjts5TpAFBUsFoM2OQ1leCR4ptc2vu7kwbRVUKcbgijNyRYA3Hn4EMKeoGvU9jVy/M427WkVjbY1et7mEWuZs03aDc7x0JI9O6QouPEq2xh7izy2fMdm0/i4LUG9sLDgqhJy0wRsk/JmEEmCOjkFZXQUUjIFqWlQvxksGgMIdddqZz3rZPzcCYRSSNmsYKrY3pFWrQpldNztwm3kOWk42JSbyoowyQZEUauHtSXIawsQ9E0Wj/vMkqsnjiGqKPiDO+/A+yeGsE2VBZ3YLmBxzkU3Q7mwnZjLOR4IApUVX2dL+C4WYayugEUilzQ7i6paYHzjdrj7SrY8xS5Fxajk/9vbdmwHtddp4yLKvgOXgc/Wiwlu6CCy5LbBLyfIySSMpUVwzn1BADdb1ZKaMT4+jmPHjsEwTZyfP48HvnE/Pvp//68bsAPA61/+Mlx95ZUdn8eqC7NFssGNhobCoLEYzFyup83KKpehjE9suIp4qYLIsqB1mAYI9b83KZ0BjcUgzRPcFNbwpWJwUCdRinFVwY9GbVEHbzfkYiZbjAFM8nltLdhy02Y+h/rcaagTUwCAvGdWIRbSROVuswGYrAABFcBewGt2ktBOnCMSgZRMoj5/Hiwc3jB1yAspnWn7PISSi5qwEMbA4gno8+cBbNyInVdrwkz6Ep0j6BVUVaHNbu+43tBQCFI6jfrCPOgFVr6S02nQcBhWuQwzl3OTKAcxTcOP79iGv3nmOQxLDDNT4j7jpgEisU3fW53W6PGZWciMQjctnLWTradNjrwd7N546BDC9n3FTUN0X7Y42aKqCqtWa3mfTpGOtum0EsagjE/ayrqdj4mFw2CqBl6tgoTDIoaQ5M11uBNJsHAYVqUMXqlAHhzqab6043NGIjCWFjo/yLJ6onARTQtOtgiBMj4JfXEB8vAo9Plz4NUq6ufOQs4OuKrBNBZrdISdxP8yjLleVMiyO3doVcqwSiWwcETMHqYzl3RMRFTVNh7X/XuCZYlmRx9MFu9jqapitKmz9dK9e8RTVyqwPKJhFwP/nmx1ANcNEEm5KPMQWw0ajYmh4GoVxOY/W/UaqKJ0Hdof88jB/tL/9z6se/wnBtJp/PJdd+Hmqw93PQau18ECFA/7gZRKw1hZaUkam2HVhVyt1CSr/v0AoiigsgToRouHC4snIGUGUDv6PH4oHsEZQlGQVUykU5jKpDGZTmMiGsUA4agfeRyWLbHM4glP5ejiLgNEVTE+0AgWFrUwABF0VZ5+SggMUIqcRxwiHgoBnG/+WCUJ0K2u11MQeL0GKTXccfGXMhnoK8vi/tuCZIIw9qLQ7dqBRSKoWxs7fw4svQ5pePiyER3qhF6CGCmVhr64CG4YF5TOQ6NRMIfRwDmM9TXITUH5qzMJXDGcRooxqHZ3WcwUhTf9eVBVtQf1zZY1X9Y0TGYyOLa4hHnDRJ1zPFRrME1eesP17tcXYk6aMAYajcFYXmpJtnitBmmwc4eY9Bj0EVkGjcdhLC2Jbo1ugMrSptgxVJbB0hnUThyHlEy10FU3AqJqQiTDoWo1we0w9bB3dxJYkgcHwaJxyCMj0G3BptrxF3wzWd5ZQ+ceuZiiTd8PoDa921hZAtXCUKamIaczW7IHXWgQRbELIXXAc7zcMkWyv8HOFlU1jMmNv51NJjCVEfOWerdCwwXAvydbHcANHSzeOgx/OYAqCqRUCvrCgruwWZUKWCQK0mUj84pkOIkWJQR3vvpVeMeddyLc6/CqaWyY6uCARWOgmgpeq7albwGAVSyBpdNb0k241OBU+oKoSDQSgZzJgqgaYrUqfi0TR+p1b2jZQM1CAbWqoGMSpVFJQr9t+i0AVRSMplLC24ZzzNfrYEMpmGtrsMol1E4ehza7HXmPsEA8EhGV1s1uwpIMwi3AMLoOfzeDW1bb6rcDFo0JulGfCmGXC2go3KhCbiCAdAV6vg/v03agEZEEmYX8BZ2vo6EwWCZrdx4Bc23Vl2xVnn8W9VMnMSJLACENcQXD3JIZGaKqIJKYBSKsda2eGR3FscUlWABO1w08khOFn0gohOsOHHAfxw3jgszssEgU+qI/yOKGATAGaZOUX9/rxOLQF+bFDLFhCJXCTa6xUjIFM5OFMjyyJQE01bTgboIDywJhFOhBGttZk4MKMFRRoYyPw8jnQGNxWIU8jJVl1M82TGyldOMaFWwiZfMMhh80MAlSLAaWzkDOZC9p2mAzCCGg0RjMwnn/Lywh3tVvZ4tQQeMlIQ07FBkJSpGzLNxhd7UAQF+8uBRC4DKb2do0AkQGOj7cNFwu8eUIFk+IBd/hj+s6JDvI7YSJiQnf97umpvCXv/Pb+MW3vrXnRItblpgH2uSmSVUVLJ4MnD9zX8s0wbkFOZNp+94IIdA07bJMnAGAhsPgeuvMIaEU0sBAQ13SNGHm1lv/Php15eOpLfnM3Q314iZbRFGgyBKGbDnoufV1KBPT7u8rzz4NbhgoeIQFEvGY2Mw3M8RPCNRoFETuX+TBrbh22cQIYzZ1o/Nsx+UKV0a7WQSgR/C6M6918cwkvXgx1gFCKaRMFtwwLqgMPKEU2uSU+70zt8U5R/mpJ1F56kn3d+rMNldVj3NrS2hGVJZtYabgua3ZqcaxfckkqNg0spdcfTVUz+sT8K6S4xs6Pk0TgZtlQVEVEEJglctgkeiW7vMsErHPQx1c17fkuVkkAm12m68LtBkQRRGzVm1mlrhlAoT1xCSgNuWznU2LMjIKFgpBnZh0f1Y7/oL7teShlHPDAAld+Pvzco8HmiElk9B27oY6Nn5ZJVoOaDgMzltntvotiIJS8c+yQLUQNErxv0bSeN8tN+BWW4WQc97obF1ENdwfqGSL9T3YTS7rdjaLxsBCYViVih0ssp46P4cOHcJVhw5hYGAAv/SOd+B9v/JL2Dkz09drc10HVZQtufGlZNKXNDbDKpVc1aZ20DQN27dv72jodymDahrQRk1TSqbAPAbOxspyy2O4rrvFBnfOxxRt+ovd2RIJE8GELf9ertVRkCR3MJvXaqgeO+oTyEjE4yDApo5V0zTs2LULWjTedpC/HQQFV+1p7oYqykU/pxcLhBDQZKpn0ZpmWLUqaCTyos0QvFjrgBSPg4UjHYtGWwFlYtINIIy1VZFoPfEYqs8/6z5GndmG8L4D/orxFklD02i0rSLh7LaGSMbDKw0BDy+FENhajy3fsWkaqKJCBjAxPgFFUWDVqpDS6S21ICC22q9VrWypst5WUsIIIWDRWHt/I8sCYb15HLlMiTaJG4vFIQ0NgcY96qyewrcy4FEiNM0LPtsIXP7xQDMIY5cFZbAdqGoL2Hhn/3rweWsGoVQI1HDLvY7ClGKYEPf8WIUCuJ0LtLNAuhD4gUq2QFnPmx03TVv2/fK9gIkkgaVSsKoVWNUKqBbuqaIsSRI+8IEP4HOf/Sx+7I13gm2g+sPrdUEr2YqKaTQGFuBfAogqhVWvQc4OfN8GuACEvG6bzqwUT0DymELqywHJlqfQQCOOv44t+Xyxky379cZHGpvsuUIR2q4rhIkhgOrzzyLvuVcTqbQQbt6CoIjag+v9gNdqoNHN04G+HyCk71vVo7qBWxZ4vR6o+vb9DiLLYNnsBVclZPEEmO1raJVKKD78oK+LED5wCMrYuFt0c9aUrUpuqD1bGYRt060Fu0Q0isN797rfb7XHlhdElkHCYbdQYNVrIlGIbm3ARQgRBUK9flGU9TYK0U1ow/YxLRAq9TanxlhbryQH6ug4qCRBGZ9s+Z00NOj7/nIucP87NgaiqiLG8Sb/5sY6W4QSwOK+WFcI1Yg1xTuvxWIXby/6gUq2rEQcZrnYE4WI27Lll6M4hhdSPCHoEpUyWDLZc7BICBFV7FAIRJbbVivbget1sGhsS9r0VJaFf0mAXw2vVEA1ravCYqVSwVNPPYXKRfC8uRAgstxa+bFBw2HIw6Muz91YWW7ZRL3eL04wxi3rRQkEiCSDUOp2tgDgvGkCpgV1ahoAMF+t4lm7+k0AJNJp0dnaRLLlXAN1oG2XsB24aYJFt26u43IG1UKgavtKdjuY+RxYIuFXwrzIeDHXATmZtAfBL5yRJovGwBKN86ufOyu+IASRw9dCm90OblkNrzibSrxlyZaiipmJgHVqIJ1GpKmTcOt11/mMZS+Ex5YXUiyGWqmIY8ePo7q+DhaLXRBKKw1HhM2FJF2ySnCdPituWcKAvsd4gUWjgGXilW9+C376v/5XAMB9334Ioe07cGpuDlImC5ZKQ/ZQBgGAaA0jaTfxvwhKhJd7PPD9BirLwiLDs6dwWKB9Fjedzha45buvvd1S39xmdHOaAv3gByrZYskUpEwWRm6t62Nd2fdLdKHsFTQSEVVMyoQHSJ8gqpDM5bU+ky3Ot3QTY4mk8GJo2hjMcklIm/bQQm9bxbsMIOTf288aKUNDLo2S12stc1tebyTqLDCmeUFmI7qBMAZQhvFBj/w7KCyjDm37LpQ48H+WcijanZOrQyq0eMLubG2us8Q5F4aeID1fD9w0hTfN9wnlZLMQpujRvpIGp6OjjI6/6MHni7UO0FAYLJmC6bE02PLX0DTIg4NNP6SIXnsDVM88F1HFZ8BNQ3jXbVGyJdgMcmDnmBCCmdFR389e1kQhvBAeW17QUBiEUMA0wQ2jpxnmjb1OSDBJJPmSlTEnmtbaTbDBLbOvhJeqGjjxh5PXX3UIJx78FsZHRsQs68QkIEmQBhuG9iwWayR0ruz7xSkAXs7xwPcjaLyJ3s/R/zw5Y65AhtcWxYmbuGVBX14CIOiv3cTithI/UMkWoRTq2DiYFoZZ6Kyxzw0DRNu8HO6LDcIYWDoNFgk3qpn9/D2lYLE4eB8zGm5wuoWKUiwadefPHFh6HUSSuhpNfj9AdFnbDyGzeMI1KgaAwoPfhJnPu997BQ3cpMyygBch8BXGxhQTHrPLc4UCpEwW9UoFf1aq4ZxtdDwqMdydjonAgJAtma1wuoQIcq0PgBB10P492fJAiseBHufeuGnCLBQgj475rtEfREgpMR9krK/1LdLSKxQvXY8xxG64GcqosPMwCwUQWWoEIsbWGBo7ILIMqnQSyWjQyLLJJPbt2uX7PTcNYRx+gZItomlizauUhSn1FlMI3ddhTDBJNPWCyv1vBkHdBBeW1ddxE1UV9D8PY0BRFAwPDIDZAbM8NAQWibrXIgCfX5gjQnS5s4n+HRsD0zT4ou0erQd8f+IKZHCfcrBTUDDWVoUSMQBpYPCixvc/UMkWICpb8tgYLL0evMjY4MblrUTohZzOQBkZ2/AiRiORvuYzuF4XAe0WBqdO0uidebCKRbBEoqsc9/cDCKUgWrhtgMYSCahTM+654NUK8vffC2NddHG9nS1HTIMAfbfptwSSBCIxDCTiUOxr8sz8AtTpWfzlw9/BkbUcACBGCf7zQBIRSkXnkm6NciKRFWES3ePcllWvgYTD/x4EeEDDYfA2FKRmGOtrkNIZKAODXR/7/Q4Wj0ObmQWLxmDkczBWV/sWa+kGdWQMyvQs5KERxG++FbLdSTDyOVj1KkK797ozntw0G8WHLYAj49xOeMGrSHj79deDNRVPuGmChC5cUYMqimBcVCpg8fgFLaDI6TTkoeHuD7wIIITgk5/8JF760pciFAph+/bt+NznPocvffvbOPSGH0Fm3368/h13Y3nVFi4xLTx38iRe+9rXIhqNYmRkBG95y1swPz/vPmetVsOv/MqvYHBwEOmhIbzn/R+AaTTWAy+NEADOra7hFz/5aRz6/f+Nv3j2KB5YWsaHXjgBy44t/vYf/wl7Xvs6fOzjH8f27duhqiquueYaPPjggxfvRP07XjQQRQUY88c4G2CyEMYEjdATvztrrLHUkHyXmiitFxo/cMkWAEjpDOTBIZj59fZJBOegl7E4hhdUVV2Z3w39vaZ1pLA1w6rXxVzHFgenUiwu5pYMQ8i9W5bwmLrMu4+9goZCbYNbqqiQBocQuvKAoFxCdGQK938d+vKyf2bL+T0AXGRDY8CeB5QUUA6MDYlA8NzCAj7zyKP4t+MnAAAypfjlbBKDklhsiab2bCza9fUlSVBjew1ydR3SRVQtuhxAtRCYqoHXOne8zWIRVFWhjI1fshX+iwlCCKR0Btr2HQjt2AmWSsIsFqCvrmxY4bEZNBqFOjmF6DXXueu+sb4GbhoIX3kA2sysu2Zy09i0PUfL64dCbSlat193HYbTaWQTCdz56le1/P5CeWz5ji8aA+w54Av6OqHwJeW39+53vxvvfOc7ceTIEezduxdvfvOb8fvv+1P89W+9B//0wQ/ikccfxx/95QcBAOeWFvCyN74Rs7OzeOSRR/D5z38euVwON954I0o2Dfbd7343PvWpT+EjH/kIvvnNb+LM0hK+9b3vtX39O3/mZ7BaqeITv/hzeNNb34pz6QH89t9/Gl/46tcACOri+aUl/OVf/iX+7u/+Dg8++CAopXjb297275S/HwA43m9WvdYQytlIEUhi9lyqt7Ml9nrvvJacvbjFvx+o3U+xKVOEECgjo7DKJRjLS61BAAdA6Ys+W3CpgGohUEWFVauB9RAwcV0HjW+9mACNREAjEViVMgACZpuF9gJVVbF9+3b3GrgcQRWlo1ecnMmifvYMYi+5DcUHHxBCGYaBwrfu8820MU8AQHowrbwQoJoGs1jAxMgITszNwTBNfPDTn3Z//+5bbsauuRMimLdNnWEam1Ij9F4Derg7lRiwFfQo7Wio/YMIIsugsSj0hQWAkkC5Zq7rsGpVaDPbwC6R7vOlsg4QxoRlQyIJq1CAvrwEY20VVrW6abVGFonaQhw1MFmGsboCMIbIlQddewUH3DS3fG6BqqqYr7UDJi+S8Tg+8Sd/DGoLMDVDeGxd2A6ylkhifNduaBukn5/6tf8Ec7373PeFBEumMPUH/6evv7nrrrtw5513AgB+9md/Fp/97GfxO7/1Wzg8MgQWjeFlN9+Mp59/HgDw1//4fzE8NIw/+7M/c//+05/+NLLZLP7hH/4Bd955Jz7ykY/gAx/4AF772teKv3n/+/GNB74Z+NqVahU/8fo34I7XvBqZhfOonzmNu2+7BR944EEcee5Z/NArXg5YFnRdx5//+Z/j4MGDAID//t//O97whjdgfn4eIyMj/Z6mtrhU1oF/RwOEMZBwBFZuHVAEk2Uj8QlhUqNZYntucb0ObhhiLYQoSNFwGHTt4sU/P1DJFvUs/FRRoE5MwWjnzcTYi2a8eamBMAYajQr/ph6CJgLBv93y46AUcjqD6snjAAi00dGeKx+U0sveU8MZtOacBwYqLJ4QnHcAsRtfguJD3xKVHNNsWB4QAikWFx1dQnoyrbwgUBRw08TESCvN5s3XX4ebhwdBRoZQeuy7iBw4BIL/v737Do+i2v8H/j4zszO7yW56IIVAaCH0IghIBwUvV64XrOBFingF21VRrjR7+Sl6L3xRsTwidgFRUMGKRJALiiII0kuklyQkIcn2Ob8/Njtks5uebdnP63nyPLAzO5nd/eTsnDnnfD6svMhm/ac7VYyB6uqWVcRtNgiyjtoCH+SUNDBRgqMgH/aSEteXl8G1zpVzDmdRIXTNmkNKrP+oemMLtXaAMeaazmYyQYyNheXwIW3tSr2PqdNBjImF/fw5V8kPWYaha3fIKd4XqwwcQiPV2NKOKbvW73C7HcxH4qLKUwcrctXY8m9nSxcbC1FR6v0d5Sy8oF20hZMOFdbHRZVPsWrXoQMEixmqzQq9IuNs+Uj1zv0HsO/AARgrZWuzWCzYu3cv9u/fD5vNhj59+lw6ZmwcunfI8nlD0KDXY8bEf+CTr77CLz/9hAO7d2PPqdM4XVgIp9OzHe7YsaP279jyNZ62OmY+rUmotQPERTQa4cg770rQIgj1m0YoSYCqupYr6HTgViu43e5KjFEem7pk14yaQM6KiqjOlr3StCHRaNTSYJPqiUaTZ8rMKnCHwzUS4acpmILR5FpzIwq1HtUCXI31+fPnkZycHLZ3swS5fG2Fw+Gz/oQYEwPBEAXVYoZoioGx3wCU/PLTpfTPwKXaZ+VJTBpjDVR9CJIODBwZlS4AR/Tvj6k334SSbVshGqIQ1b0Horp2dzW+otCgka2KMSDIMmozMUW1WSFGBa8IbygTDAYoLVtBl5wMe0EBHHnn4cg7X17HzAHB6FoM35gFYxsqVNsBxhik+ARIcfFwFhc1OOmPFJ8AS+4R6BKTENW1O3RVrpdjjT69k8kymKy41m3VodCqP2tsVWR3OnG+sBDJOl29YiCYpQsacg46X98ZOh2YKEC9UODxuMpVDBs8GEtef93rOXFxccjNzQXgmdFPUBToZNnn0owysxlXjZ+AUnMZxl19NW4cOhg9WrTA2P972es4io+YaexphKHaDkQ696i4q85b/W6uMklytSWi6FqbbbVCtds9pxCWr2NV61grsiEiqrPlrGX2MeJN0Ou1mhzV/QGoNisEWfHbwmMhKgqi0eSa31uH3+F0OnHhwgUkJIRv5kIm6VyNh9PhM1kDkyTokpJhOXLY1SkVRRj79EPpb7/CdiwXALSRB1Utz0IWpM4Wk0QADFmtL2VO69K+Pf79z9uhk2XIaemw5h51NbySBKgcTCc26E5UxRgQdbK2/q+6iztus0HwMSJALhEMUVDSo6BLSobjQoFrETJjrjTvdbjYDoRQbgeYIEDXvDmcRYWuUaEaptNxzuEoyIdgMHisTwBcN16UtHQYOnaucr0uV1Vw5ofOFmMQjdGwn61bivtAZaNraAzUdfpeqJOioz0SB3CnE53atsUnG3KQkZGhdX4KCgpw6623YubMmbj88suh1+vx448/onv37gAAJ2P4/cBBDLqsl9fv+GbjRmzfvRu5W7egeVISrMdycT43F+fy810dKaezUQrW11YotwORTFD0YJIOqtUCQa/U62aw++aeRxkBhwP2c5eSu0hJydUuyfCH0LnlSEKaoNe7amnUMJzPbTZX5jY/XcQzxqBkZIRMlqdAcqVV1oHbq05UomS2gWgywVlY6HqOICC6V28YOnaGYDQhqqvri7Ehd44aAxMlcABtMlrgoWm3Yfw11+DZB2dCKb/LqGS21qb6MVEE5/WoJl/d75flGpO+uEsYSNE0+l0bgqJATkmFvkNH6Nu293sCgqZIjImFmJAIx8XiGvd1Fhe5ymFYvOud6Zo1h/Hy/tUnRnI2btr3igRDFLhat5ub3G4rHxWjkYZAYnq966aW+9pTVXH7jTegqLgY48ePx44dO/D7779j/Pjx+Pnnn9G5c2dER0fjnnvuwaOPPopPPvkE+/btw/Tp03Hq7FnXFK5K0ssL2H+4eg3+PHkSv5w5h0kvL4HdbofVZnPdQAyhEXASHExRICgyVIsFTNTV7+ZqhamHFdsStXyNthif4ErEYTEHtPRNRI1skfpjOh1YVBScRYXVrl/hDgckP0/NrFisLtIIUdHVFkUVTSYYsrJRumM7VIvFNSLJGAzZnSAlJEIpr8HDy0e2gjWNEJKk1bq6Ztgw782xcZBbtIT1zyPaHOzGXF8m6HSuBtdqA6oYIVXLyiBERUdEaYHGJMhyUOq3NQWMMcjNmsFZeEGbJeCLarUAXIUYEwNnme/2oMaRMT92tlj54nRfSTKqPB+rDVLzZnTRHWCConetsStfw8pVFa1bZmDDd99hzvz5GDhwICRJQv/+/fH999+jWXnR7GeffRZ6vR533XUXLl68iJtuuglj/nI1oHqPGPTp3h3PzZmDxW+9hcf/+1+kNW+OG675K1qkpWHbzp2uG4jB+i4iIYMJAoRoI5CXV/+bqxVzM/iYWeGeUq2azXVaitJQ1NkitSaZTHDm51W5nXPuSrpAC0/9RtDra6xtpEtLh3KhAJYjh6BrlqJdvPCK5QycKpiiD1rafPcURu50Vnmxp7TKhKPowqU1Zo18UVhTx5VbLZCaNw/a6B+JTILRBCkxCfZzZyAketeC4aoK58WLkNNbQIqLhz3vXI3Tu33hTodrOq8/RrbKi9xyh73W63e56oQQRTc2/KHymqehQ4dqj3FVBZMVvPbYYxCNRqhmM5ggotdl3fH1119XeUxRFPHEE0/giSee0B5zlpXBvPcPcIcDg/v1hfnQQW3bvVOn4N6pU3wey1FUiFtvvhl3zJ1X5XmSyCBGRwOSWO+spBVv1vgqa+FerwWnI6CzLyLqFpJEdV4aRDBEgZen9PWF2+2uEQM/10mpD0mSkJSUFPYxwHQ615SP6vYRBOjbd4CUmARHQYXOMQOY7GrAuOoM6nQdJkmukapqOo6i0QjjZX0gxsS6MjA2cBph5RioruPK7XZAkiBVla2UhKVwaAcYY9AlJ0PQyT6nCDoLL0CKi4fcPMU1vVun1Di92xfudPrthotrOpBSYx027Vwcro5fILJ+hkMMBBITBIgmoxZDXC1fP1WPEUZBUVxlYupYM447HAHN+EoxELoERe+6QdMYI1uVb/yLIqSERNeaWEnX4DIbdTqtgP2mEEB/WA3D9HoIilzlFzu32cBkJSTn3Ot0OqSkpPjMyBROmE52pdauIYuOoNfD0KEjIEpwlpZcer47rbJT9ftC9Oq4pi+JNY7SCeUXgwxo8PSiyjFQ3R13p7nMVa8oKnKnrDZF4dIOiNFGSIlJUEs8a8E5S0vBdDpXkWidznXTwmCoX0Fkh9NvN8YYYxDi4qHWshPoKrGgBORGXbjEQCAJhuhLa+ycqisZUz064UwUwaKj69755zygGV8pBkIXUxSIih5CPWeUMEFwJXNTVa8OvJSYBCaKrpIYBgPkABYdj6jOFmUjbBhBliEYor2+2DnncJaWQDWXQTSZQnLOvdPpRElJSdjHAJNlV+0Ih73GfXXJzaBv0xbOi8VaBXV3B4tz1e/FQ2skK7VeRM+BBs/prxwDTNZV2eHjViukhISQjGVSf+HUDuiSm4HpFa1GHnc4oJrLIKele5QsEYzGWrUHlXHu9OsFrlh+oVPTjSHAlcWWRRv9nvYdCK8YCBRBf2mNHVedgFz/7wYpOrraGQs+MRbQm38UA6GLyTKYQV//73v3qKyqQtB7drbc9bVUixlSYhJ4AJdRRNSVROU6W6TuBJPJVT8F5Z2sslI48s6DgUHJbA1dalqQz9A3m82G3NzcRi+OGGju6XfVZdGrSN+mHeTUNNjPn/NMhepOqR5EgqIAjtp92TXGyFblGGA6d0ZCz3ZBtVldhVmNpgb9PhJ6wqkdEAwGSMnN4Sy9CK6qcBRegC65GaTEJI/9RL0B4PWpRcQAPxYQFgxRrpkQ9prfa+5wQDIF5u8tnGIgUJiid2W6tdlcF6kNiAum14Oj9vHIHQ6tJlKgUAyELsYY5NR0iPWcws8EAWCC64ZypZEtXbNm4JyDqyqk+AQ4ankd1RgiqrNFGs51t5K5Oln55wFVhdwqE/oO2ZBTUoM/WtLEMVF0fZnVspFgkgR9dqfyEccKnS3OwepRnb0xVcyAVRMO1KuafHWYTgemU7RRPze1zDVCG8g1BIT4oktMghhlhCPvPMSoaMipaV6JMAS9UuvR7sr8OZIkKIprJoSPdWcVcVUFBMFvtRlJzQRZhqAYwO021/rYBox4atkNa9HJBi4lagnmtHYSWkSjsf6j7oIAJjBA5R4jW0yWIcbGlS93kQOaiRCgzhapI9fdSj2gOiG3aAlDh45QUtNCrnhpUyYYDEA1tbYqk2Jioc/KhmA0gunkS1kjpSBn2ZNqTvYBlGfLYqzRp/QxxiAYDB4dV845uN0OKT4+aJkaCXETFAVS8+YQ9HrI6ek+bwAwWYEgy+C22ne2XNkLBb9P25NiY4EabgxxmxWCLIPp6eZGMAkmE1S7vXwWQf2/G5iigMlKreMxUMWsSWRwj2yBqxAqTLfWJTcDYwyqxQwxKtpjWyBQxghSJ0yWobRs5cqCRXf+g0JQ9LUeEXKTW2RASkh0XZSVT9to7JGiuqp1Z6/8znd9smPVRIiKAj9/Tvs/t1oh6PX1nsJASGPTJSZBkJUq0xQzUYQQHQ1HQQGA2qVO504HmCj5vbNVMYNtVTdLVKsVoimGZkUEmWgwAJyDA2Bi/dtaxhhEkwn2s2drtT93OCBEx9HNLdI4RFFLkKFLSYUYHw/VbIY+KxsAoFoskDNaBnw9dkR1tuiPueEYY5Di44N9GnXGGIMkSU0iBphcuxEhj+cIgrao3n3hE4jF6NWekyS5GsUaagRxrgJMaHC9K18xIMgyKr6TalkZpKREGqltosKxHWCSVGObK0Yb4ahw06BGDv8VNK5IMBggKnpwqxWsiptz3G6HGBO4mxvhGAOBwBQFTBTAHc4GJyMSoqJqP0U8wGnfAYqBpoy5b8w6HBAkHaK6dIMYlwBBkspn9QBSnLs9DdznH1GdLYUuoCKWXq9HdnZ2sE+jUTBJ5yoIXD79os5UJyCIQc+0x0TpUmHj6r7cVQ4msgaPbPmKAaaTXVm4nE6AMXDVWaEhJk1NU2oHKmKKHhzVjyBVxJ1OCIrs94LdTKcDMxrhvFDg84LaPaU5kOu1mmoMNJRrrZUCVbU0eD2voCjl7Wkt4pFzCLrAlouhGGjamCi61gxK5TN43AW8LRYIil5bryU3IOtmXdGaLULCjKtwpFy/2joAuFMFk4SgZyNkkuRqCGtK/66qYMw/nUN3rSLucLgaYr2BshCSsCPo9a4pwrXMuMudDiBAHRzJFFNlQh9XfS3ZK0UzCTwmSWBRBleCgQau5/XIbljjzgxMF1H3/Ym/SaKro18+pRDl5SdUixmi0RSU+pkR1dmy1rKaPWl6LBYL9u3bB0sNmbHCAZMkV22d+saz6gQT61e0slHVsrAxV1VAZA2e2uIrBlx1y1wXqU6LGVJ8PK0dacKaUjtQEZNlMEWpdTFZ18hWYDpbQpTB9Xfuo8PFbVYIitKg7Hd11VRjoDqZmZmuJEPlP4qiICsrCwsWLPDYTzTFgEkSPlv3JUaNGoXk5GSYTCb06tULr732GtRKNdNWrlyJTp06Qa/Xo1u3bvjqq68AXMpueOTIEVz/zzuQdllvZPbrj5lPPokys1l7vpaopdLI1ueff45rr73WT+9Gw2LAYrHgrrvuQrNmzWAymXDDDTfg3Lnqp/AePHgQf/3rXxEXF4fU1FTcfvvtKCws9Lnve++9h8zMzDqfl9vbb7+NQYMGIT4+HnFxcRgwYABWrlzpsc/kyZM94qHyz9atW+v0O6uKg9o4cOAAjEYjli1b5vH4Rx99hG7dusFgMKBt27Z47rnntHICqqqiT58++OWXX3wek4mSK+OyKGk1twBAtdkgJSdr1z62OiQVaqiI6mzVvQ4JaSo453A4HE0mBkRTTI2dlKpwVQWUwE7b8IUx5spaVdPrUFVX2voGdg59xQBjDCzKAG6zApxDjA1sOlgSWE2tHXBjjEE0mmqdbpuBB+ymgqA3QFD0UK3eF7aqzQYhJjagN36aagzUZObMmTh9+jROnz6Nffv24fHHH8djjz2Gl19+WdtHUBTMW/wSJkyciCFDhmD9+vXYvn07pk2bhgceeAD//Oc/tX03bNiAW265BXfeeSd27NiBUaNG4e9//zv27t0LALjIOa6aehsKiorw2VtLseqN1/Hr77tw4/QZ2jG4w+6VibCwsBB33nmnV0ewMTUkBmbMmIFvvvkGn3zyCdavX4/Dhw/jhhtuqHJ/u92O0aNHQ5ZlbNmyBStXrsQPP/yAadOmee27fPly3HbbbXU+J8D1mm666SbMnDkTN910EzZv3owtW7Zg9OjRGD9+PJ566imP/fv376/FQ+Wfyy67rNa/t6Y4qI7dbsctt9yC0tJSj8e//PJLTJw4EdOnT8eePXuwYMECPPXUU1i4cCEAQBAEPPfcc5g8ebLPWmlMklzXDe514aqqZTWWYuMqvmu1fp0NRWO3hIQhwWDQpr/Ved2W09mgopWNSVAUOIsKq92Hc9WvxVdFQxTsFjOk+ASI0YFNB0tIYxEMhjpcPLKAJchhoggxJhb2s2eAyn9fnEMMwpSeSGQ0GpGSkqL9v3Xr1tiwYQPeeust3HXXXQCAb3/cjIVvLsVnn32GMWPGaPu2b98eMTExmDhxIqZMmYIBAwbg//2//4dx48bh7rvvBgAsWLAAmzdvxqJFi/Dqq6/i/dVrUFxSguWvvIzkxEQAwLuLFqHDkCH4cds2DOzTx2fa9//+97/o3bs3srKyAvG21MnJkyfxzjvvYO3atRg4cCAA1whMhw4dsHXrVvTr18/rOX/88QcOHTqETz75BB07dgQA3H333Zg7d662T3FxMe68804sX74cnTt3rnLUqzqvvfYaVq1ahW3btqFnz57a43PnzgXnHI8//jgmTpyIVq1aAQBkWfaIh/qqKQ6q8+ijj8Lko5j56dOn8fDDD+POO+8E4IrVd999F9999x3uv/9+AMDw4cMhyzLeeecdr44rkyStfh+YAKhOqGazK2FPkG6oRtTIFiFNhetuseLzbnFNGlq0sjExWXY1itUpv0PlL0L5VEIxPiHoGRoJqS9B0WvZPavDVRWcBa6zBQBCtNHr71y128B0OipmHETR0Z6lApa8/jp69Ojh0dFyGz9+PL777jv06NEDqqpi8+bNGD58uMc+w4cPx8aNGwEAB48eRYfWmUiqcHGbkZaKpPh4/PjzzwDKa2wpem1k02Kx4OWXX8b48eM9jvvtt9/iiiuuQFRUFFq0aIHZs2fDWR7nZrMZ8+fPR5s2baDX69GzZ0+sXr1ae+6yZcuQmZmJ++67D3FxcRgzZgw2btyIrl274j//+Q8SExPRq1cvrF+/vtqpdQCwefNmAMDQoUO142dlZSE9PV173ZUlJCSAMYY33ngDVqsV58+fx8cff+zRMTt69CgKCgqwbds2/P3vf/d5nJq88sor+Nvf/ubR0XK79957sX79eqSmptbpmJWnn1b8WbZsWa3ioCobN27Ea6+9hrfffttr29SpU/Hkk08CAJxOJ7766ivk5ORg5MiRHvvdeOONeOGFF7ye717fzQQBTOfqeKkWM8TYuIBNn66MriwICUPa3eIzPu4W14TzBmebaixMkrRMQVXyc2eL6WSIphhIAUw/TUhjY3o9mE4HbreBidUknHAGJu17RWKUAUyng2q3aZnnuNXmWq8VpIuf+po0eTLy8/ODeg6JiYl4u9Ial7r6+eef8f7773tML9u2bRvGjRvnc39RFDFixAgAQEFBAUpLS5GRkeGxT1paGo4dOwYASG3RAmfy8+Ewm6ErH724WFKCgqIinM0rf/8cTo/kKJs2bcKFCxcwevRo7bGffvoJV199Ne677z4sXboUx44dwy233AJRFPHUU09h/Pjx2L59O15++WV06NABH330EcaNG4fVq1fjb3/7GwDgzz//xMmTJ7F9+3aYzWacOHECgGu62tatW1FaWopOnTrh9OnT1b5nJ06cQFJSEvSVbhBUfN2VtWzZEgsXLsTcuXPx8ssvQ1VVdO7cGT/88IO2T/fu3bFu3ToA8Ogo1pbVasWuXbswceJEn9tjYmIwePDgOh9327ZtWqe2stjYWBQWFtYYB74UFhZi4sSJWLx4sddzKzp27BjatGkDp9OJUaNGYcaMGR7bx4wZg9mzZ+PAgQOeI6EVrm+YTgeUloI7HJCSkqt7uX4VUZ0tHS18j1iyLCMzMxNyiIzoNAYh2ljn4sYAwATW4GxTjYWJNTdBnHOPaSb1VVUMCFFR0DVrBoGmEDZ5TbEdcBN0Ogh6A5xlpdVm9+NaZytw34dM0bumOVqsgLuzZbNCik8JeAmKhsZAfn4+zp8/38hn5X/PPPOMNgpgs9lgt9vRt29f3HTTTdo+BQUFiK9FHc2ysjIA3uV09Hq9lnRi/IQJeOaZZ/Dg08/g6fnz4HA68a9HHwVjTFtnw7nqMdKwdetWtG7dGkbjpbZ40aJFuPzyy/Hiiy8CALKzs/H666/j1KlT2Lt3L9asWYPPP/8c11xzDQDgkUcewc6dO/H0009rnS0A2ugXAJw5cwYA8OCDD6J9+/baPjVNqysrK/NZQqji667MarVi9+7dGDduHO666y7k5+fjwQcfxE033YRvvvkGQiPEf0FBAQDU6rNz27Rpk8f77NatWzf873//AwAkJ1ffOXHfdKguDnyZMWMG+vfvjwkTJlR7/Li4OGzbtg2HDx/GPffcg4kTJ2L58uXa9uzsbMiyjJ9++qlSZ+vSe8pkGdxmAxNFSDGeUwilAN5wiqjOlujnmiIkdImi6LNhCWeuu8Wyx93imnDOwVVeq05OIDBJdNW5qqYeCwMa5YKsqhhgoghdcrMGH5+EvqbYDlQkxMTAUdMaSKfD9XcXwAsNJggQY2JhO3kCIlyjHFxVIVSaxhYIDY2BxPL1R8FUn3OYPn067r33XgCuxAQHDx7EnDlzMGjQIPzyyy+QZRnJycm1GrUzlNdMq5zh2WKxaFMT27VrhxUffIAZd96JN3r0hEGvx5233opeXbogxlT+/ldK+37mzBmvC/zff/8dV111lcdjY8eOBQCsWLECALT1U26DBw/Gww8/7PFYxU6V+1qwQ4cO2mObNm3CX/7ylypfc0lJCQwGg8+s1hVfd2X/+c9/kJOTg71792q/t3379mjfvn2jZV1MTEwEY6xOI669e/fG+++/7/V4xY5T586d8eeff/p8/muvvYarr74aQPVxUNm7776LTZs2YdeuXTWeY0xMDHr27ImePXvC6XTi5ptvxvPPP6+tOxNFEfHx8Vrn2a3i9YKgk6GazZCSk72KpzdGR7e2QuOKK0AcVdT6IE2f3W5Hfn4+EhMTm8wIp+tusd7jbnGNVNV1oSWGxnJNJrkKG8O9mNUHDjS4oDHQNGOA1E1TjwFRr0dNef240wnBEBXw0g9ilOvii3PumsooSUFZr9XQGGjo9L1gSUhIQLt27bT/d+zYEQkJCRg0aBC+/fZb/PWvf8UVV1yBLVu2+Hy+qqoYM2YMJk2ahBtuuAHR0dE4deqUxz6nTp1CixYttP+PGTcOI/v0xvHfdyIxszUMej1a9e2HW6+/rkLa90ufAWPMK728Tld1mZKqEsI4nU6vz9ZQoai2+1qw4shG7969sWPHDp/Hc8vIyEB+fj5sNpvHyGjl113Rjz/+iF69ennc7G/Xrh2SkpJw4MCBan9fbcmyjN69e1f52RUXF2Ps2LGYN28ehg0bBsD1flSMB1/WrVsHexW1+5o3bw6j0VirOKho6dKlOHv2rNf0wenTp2PBggX4448/sGnTJhgMBvTu3Vvb3qVLF+3Y7s4W4PqsvQZSKl4v6GRwcEgJSV4zZBz1zOhcH6FxxRUg1NmKXA6HA3l5eU0qBtx3i+tS3JirToCJITOyBVECEwVXkdUqMOYafWqophgDpG6aegwwWQFE3zWtNA4nBB9TofxNiIpyFV622aDarBBkJSjFjJt6DNSHu4Nz++23Y+fOnfj888+99vnwww+xbt06NGvWDIwxDBw4EDk5OR77fP/99xg0aBAAVzKJIUOGgMfEIDU9HQrn2PTTT8i7cAEjBgxwJccQJY/prOnp6V5TNDt16oRt27Z5PLZw4UL06tULXbt2BeDq0FS0adMmdOrUqcrX616HVHE9krvzUdUP4BpBU1UVmzZt0p63f/9+nDx5UnvdlWVkZGD37t0eHcNTp04hPz/fY7StoW6//XZ88cUX+O2337y2LV68GDk5OR6dlNpo1apVle+HyWSqVRxU9t5772Hv3r3YsWOH9gMATzzxhLZu7cUXX9SyDrr99NNPkCTJY7qg0+nEhQsXvBJ/MEHQUr4LkgRBUSAlJnidixrAzlaIXHFV7fjx45g1axY2bNgAq9WKvn374sUXX0Tnzp2DfWqEBF3Fu8W1ulOtqmCi0OACwY3FVQdDqjaDGudolJEtQpo6Qa+HICtQbVaIVUwT5NwJFozOlqJAMETBWVYKqCrEhIRGuYlCaqekpESbbsU5x+HDh3HfffchLS1NS3xx1VVXYfr06bjxxhvxyCOPaFPcPv/8czz++OOYMWOGlonvgQcewOjRo9GzZ0+MHj0aS5cuxY4dO7B06VIArpGz3bt344HZc3DPLRNwcPt23PHU07h9/HhkZmTAWVrqlfa9b9++mDt3LgoKCpCQ4Lo4fuihh9C7d2/Mnz8fEydOxOHDh/HMM8/g7rvvRqdOnTB69GgtRXhWVhY++ugjrFmzRpti2JjS0tIwfvx43H777Vi6dCmio6Nxxx13YOjQoVp2QZvNpp2/LMu4++67sWzZMvzzn//EzJkzUVhYiPvvvx/dunXDX//611r/7jNnzsBoNFY5Bfa2227DmjVrcOWVV+LJJ5/EVVddhbKyMnz44YdYsGABnn32WW3Nmvs8K0+/czOZTFVOA6yspjgAgPPnz0OWZcTGxiI9Pd3ncZo1a6Z1Bh988EEMHToUjz76KCZOnIjt27dj1qxZ+Ne//uUxhXbnzp1wOp3o27ev58EE4VIxY0mEEG2EGBPcGpohfQVjtVoxevRonDt3DmvXrsWPP/6I2NhYDB8+PCwXqBLS2ASDQbtbXBvc6XQVCA6RixxXalYdUEVni6uqa15/iGRPJCSUMVEEi4qqoT0IbNr3isS4OHCbDdzhgGj0rq9D/OfFF19EamoqUlNT0aJFC1x33XVo1aoVvv/+e0RVqHW2ZMkSLFmyBJ9//jkGDhyIfv364eOPP8ZLL72El156Sdtv5MiReOutt7BkyRL07NkT69evxxdffIHs7GwArmmL69atw44dO9B75Cjc/eyzuO366/DiI/MBlBc01us91tcMHjwY8fHx2LBhg/ZYjx49sGbNGqxbtw5du3bV1p7NmzcPgKsQ8LXXXotp06ahW7du+Oyzz7Bq1Spcf/31fnkfX3/9dYwYMQJjx47FyJEjkZ2djY8//ljb/r///Q+pqalakokuXbogJycHhw8fRr9+/XDdddchOzsb3333XZ2msaampvpMc+4mCAJWr16NefPm4Y033sBll12GYcOGYfPmzVi1ahVmzZrlsf+WLVu0eKj8s3jx4lqfV01xAAB9+vTBv/71r1ofc+DAgVi7di3WrVuHbt264aGHHsLMmTPx/PPPe+z3/fffo2vXrh6dSKB8zRYTwLkKJkoQjcagtzeMh3AZ9e+++w5XXXUVTp48ibS0NACuDlhCQgIWL16MqVOn1uo427dvx2WXXYbNmzfjiiuu8OcpkxBlNptx+PBhtG3b1mPudrjjnMNyYD/UsjKvxZ++OC9ehKDIMHQMnZFh89HDcBYUQIrzzqTEnU44LxbDkN0JYgMX0zfVGCC1FwkxYD97Bpbco9D5SHPsLLkI7nTC0D4LoinwpQ6cxcUo27cHjDEYsjsG5RwiIQZCkfX0Kdj+zIWUlAzGGBz5+dClpUFp4bl2Z/78+fjtt9/wxRdf+O1cwjEGVq5ciSNHjuDf//53sE8lZHTu3BkzZ8706guoVivMe/9wTasGh1pWBinecxohV1WYz51FwgDf0x0bW0iPbHXp0gXr1q3TOlqAawEl51xLdVkXlI0wcrmz1jS1GGCMQYiJqfW6La46a59MI0AERV/lNELXGjOh0bIRNsUYILUXCTHA9Hqg/HuyIkdRIaCqUFplBqWTAwDMYHAVX5YVsCCs1wIiIwZCkS4hEWJUNNSy0vJHVJ9rBx944AH88ssv2Ldvn9/OJdxiQFVV/Pe//9WyMBLg66+/htPpxK233uq1zT2yhfLSApU7Wh77BUhIr9lKSUnxSsW5aNEiWCwWr0rSFVUeUnSnpXQ6nTCbzdrjoihClmWoquoznWfF9Ka+MuRIkgSHw+GVrUUQBCiK4hp18FFrQK93VUyv7rhOp1OrReHGGNOK6VV8HW6KokAQBNhsNq9CdJIkQafT1Xhci8Xi9SUtyzJEUYTdbvdaVFzb97C64/rrPax83ISEBI9zaDLvYVQ0nKoKp9nsmfJUFKCTdFC5CrvN9T44zRaIJhNgNtfrPQRq/mzq+h46HA7YbFbwChme3O+DarWCO+wQbDboG/jZyLKMxMREr3agMT4baiPCp41ISEjQUv5Wd1wgPN9DJ+ewcxXOkhIwWYYkSeBFRVBFAUJqGhxR0XCUv66ajuuPNsKhkyBJEgSdrkHvYX0/G1EUkZCQ4NEOBOKzoTZChtSsGcoOH4JdEOG02QGHEw6z2eM91Ov1WLhwIR544AGsWrXK4z1szDYiISFBm8ZX388mkO/hl19+qa3X8lc7W5/jBuM6QhAEzJ49G0uXLoXdbvc4NmMMiiyDCQKsZgsE5tmh0sk6CEyA3WF3LVMIkKB2tnJzc9G6desqt58+fdqjyNwnn3yCOXPm4N5770W3bt3q/PtOnDiBmApTrWJjY5GRkQG73Y7Dhw977e9ONXnixAmvP6gWLVogLi4ORUVFXlXHjUYjMjMzoaqqz+NmZ2dDkiScOXMGFy9e9NiWkpKCpKQklJSU4Pjx4x7b9Hq9lhXnyJEjXn8w7dq1g16vx/nz53HhwgWPbUlJSUhJSYHZbEZubq7HNkmStPm1ubm5Xn9smZmZMBqNyM/PR15ense2+Ph4pKenw2azeb1WxpiWyOTEiRNef1AZGRlaFfLKCzVNJhNatWoFp9Pp8z3s2LEjRFHE6dOnUVJS4rEtNTUViYmJKCkp0SrFuxkMBrRt2xYAfB63ffv2UBQFZ8+eRVFRkce25ORkNG/eHGVlZV61J2RZ1rLkHD161KtxaNOmDaKiopCXl+dVCyMhIQFpaWmwWq1e5yQIgpZV6fjx416NXcuWLWE0GFBmt+NCbi5QIR1tdHQ0UlJSoDrVS+9DcaFrFMlqR6dOncAYw8mTJ7UilW5paWlISEhAcXGxV1rXqKgotGnTRltkXVmHDh0gCALOnDmD4uJij23NmzdHcnIySktLL1WYLy0BO3sOOqsVLTNdN0pOnjoJrnLAagW4Cq4Y0DYrCwaDAXl5eV4j24mJiUhNTYXVasWRI0c8tomiiI4dO0JVVfz5559ejX6rVq1gMplQUFDgtRaU2giXptZGVHwPm1wbYTGDnc93rYPU65GsyDAmJ6M02ojzeflA3qVjx8TEoGXLllW+h35pI0pL0LZCcdlatRHlFEXRMrgdPXrU6+LOPS2sujbCV3y72wgAOHbsmNdFMLURLg1tI6ISElGyfz+KDh4EVCe43gDk53u1EV26dMHzzz+Pw4cP+7WN6NChA3Q6HV1HtGyJmJgYFBYW4uzZsx7bgtJGoObriO3bt6O4uNjruVobIQg4ffoUeIWi2YDrb05RFBQWFeHimdPwPebV+IK6Zquqxsmtffv22jDvq6++irvvvhs333wz3nnnnToVI3Ov2crJycHll1+uPU53pLyPG+53rQHfn43VasWJEye0hhloWu/hxX17YL9QCDH2UsYdXyNbjvw8yJmtISUlh8zIFldV2I4egXqxCFHNXDdXtJGtslKAMSgdO0Ov1zfos3HP03c3tpXfQ7prHbrx3VjvobsdcHcOQ+WudcXX2hjvoe34MTjOngE4h5KUBENmG6g6XVjctfb3yFZpaSmOHj3q0Q7QyNYl/o7vslMnYT54AExvgJLdEUL544FsI9ztgLvzEg4jWxVfa6SPbNXq+37fXpiLilwzeSqeU/nIls1mhfnsWTQfOtzrd/tDSCfIcHv44Yfx3HPP4d5778XChQvrXIyREmSQcFwQWxf2c2dhzT0CKdF7UbzHfnnnYWifBSkhsdr9As1ZXAzzwX0QoowQKozOOUsuQpAbJ6FHU48BUrNIiQH7+fOwHD4IKSkJSkaroNTVClWREgOhitvtMB/YB3AOQ6cuAV0340Yx0PSZDx2As7gYUmycz+2UIKOSf//733juueewYMECLFq0KOBV7wkJB4LB4Ep1WlORPsZCpsZWRYLJBCkhCc4Sz+kCXFUBqfbpcQkhgGg0Qs5oCaVVa+pokZDCdDromqdAMBqD0tEikYGJUnmRztAQ0gkycnJy8Pzzz+Pee+/FP/7xD4/5uNUVdyMk0giGKFdWP6sVrELNlIq4qrrqWomh92fPGIMuuRkcFwqgWi0Q3POsVTVoNYEICVeCwQAlvUWwT4MQn6TEpCozxBHSGJgkuYoah4iQvq3wwQcfAAD+7//+z6voWnXF3QjxpSmPijJJgmAyVp8C3ukEBAFMDM0/e9FohC4pCc6Ki70bubPVlGOA1A7FAKEYCC7GGFiQZ1hQDDRtTJICmm2wJmGxZquh3Gu2fv31V/Tq1SvYp0OIX9jPn4flyCGfxUyB8jTqdisMHbt4rIsKJc6yMlgO7AOTdBAMBtjzzkNp2QpyalrNTyaEEEJIxKuuuDvgmunjLLwAY5++ATkfmp9DSBMhRBnAJBHc4fA9GuR0ggli0O8oVkeMioKUlAzbyRNg5VmOQvl8CSGRh9sDW6OnIiYIYDpax0pItYTQum6IqM6Wr7SVJDJYLBacOHECLVq00FKrNjWC3gBB0UO1WiBK3usZuaqC6XQh33nRJSXDkZ8HtawMHAAaaRF1JMQAqR7FAGloDHC7HZZDB6D6SFcdCIJeD327rDp1uEpKSjB79mysXr0axcXFGDZsGF588UWtVhQATJkyBcuWLfN4Xnp6ulZj6uuvv8aMGTNQWFiI2267DQsWLND2O3nyJHr16oVdu3ahWbNmNZ5PaWkp/vOf/2DFihU4cuQITCYT+vXrh3nz5qF3797afkOHDkVmZqbXeTUUtQMRoBbXDTabvcZ9GktoLt7wkwiYMUmq4K7l0JRjgIkixJhYqGazz9fJVWdY3BEV9HpIzZpDNZcBnDda5zASYoBUj2KANDQGuKq6OlqSBKY3BPQHkgTVYqnzqNqNN96ITz/9FEuWLMFPP/2EZs2aYcCAAR6FcX///XfMmTMHp0+f1n5+++03AICqqrj11lvx8MMPY8OGDfjoo4/w5Zdfas+dN28e7rrrrlp1tPLz89GnTx+sXLkSjz32GH7//Xd88cUXiIqKwsCBA/Hdd9/V6bXVB7UDTV/tMl0G7vOPqJEtQpo6XXIynEWFUC9ehBgT47lRVUN2rVZlusQkOPPy4CwrbbSRLUIIaSxM0gW8PVUB8EpFZ2vy+++/48svv8TatWsxevRoAMCrr76KH374Aa+88grmz58Pp9OJPXv2YP78+UhJSfE6Rl5eHs6dO4dJkyZBURQMGDAAu3fvxl/+8hfs2rUL33zzDQ4cOFCr87nrrrtgsVjw22+/ITY2Vnv8/fffx8iRI3H33Xdjz549EKjdJw0RYvETWmdDCGkQwRAFOb0FuNMOtdK0We50AmHS2RJkGbqUFAiKQrVYCCGknvbv3w8AGDx4sPaYIAjo3r07fvjhBwDAwYMHYbFY0KlTJ5/HSEpKgslkwo8//oiSkhLs3LkTbdq0AQDMmjUL8+fPR3R0dI3ncu7cOaxatQr33XefR0cLcGUHfPXVV7FixQrKFEgajAkCmCCETEZCuoohpIkR4xOga54K58VijyLHDIAQ4uu1KpLi4iHGx4PJVJSVEELqIzU1FQBw/Phxj8dzc3Nx9uxZAMCuXbvAGMPChQvRunVrtG3bFvfccw+KiooAuDpnixcvxjXXXIO4uDh07twZY8eOxffff4+jR49i2rRptTqX3377DQ6HA/379/e5vW3btujWrRt1tkjDCYLrhzpbgacLg/UqxD9kWUZGRgbkMBnZaQjGGOSUVEjx8XAUFWqPcwAIwYLGVWE6HfStWkNQGqezFUkxQHyjGCCRFgN9+/ZFx44dMX36dBw/fhw2mw0LFy7Eb7/9piUN2717NwRBQGZmJj7//HO88MILWLduHa699lqo5RerkyZNwoULF3Du3Dl8/PHHYIxh1qxZePbZZ3Hq1CkMHToUrVq1wty5c6s8l4KCAgBAfHy8/194NSItBiIREwSACeC86s6W1Ig1PGsSUZ0tMYzu6pPGJYoiYmNjIyYGmE4HOb0FBFkHZ0nJpcdDtKBxIERaDBBvFAMk0mJAp9Nh9erVsNlsaNmyJaKjo/HDDz9g2rRp2lS+xx57DHl5eZg1axa6dOmCsWPH4v3338cPP/yAbdu2acfS6/VISEgAAHzwwQeQZRljx47FPffcg1GjRmHPnj1Yt24d1qxZ4/NckpNdNY8qJuYIhkiLgYgkCGACA9Sqk2AEcl1gRF15Oeq4sJQ0HQ6HA3l5eREVA2K0EXJaBlSrBarNCjAGFkYjW40tEmOAeKIYIJEYA1lZWdiyZQsKCgpw/vx5fPrpp8jPz0f79u0BuGZDxMXFeTyna9euAKClfq/IarVi/vz5Wvr3nJwc/P3vf0d0dDRGjhyJjRs3+jyPPn36QKfTYcuWLT635+Tk4G9/+xtOnjxZ35daK5EYA5HGPbKFaka2nKqzym2NjTpbJCLY7XacOXMGdnvg6iqEAikxEbrmKXAWXnA1PhF8Jy9SY4BcQjFAIi0GLl68iCFDhuDXX39FfHw84uLiUFRUhG+//RZXX301AGDChAkYNWqUx/PcI1q+kma89NJL6N69OwYMGADANULgvr6y2Wza1MPKYmNjccMNN2DRokW4ePGixzZVVfHss8/ijz/+0NaZ+UukxUBEEsUaE2Q4HdTZIoQ0AiYIkFPTIMXFg4liyBc0JoSQcMAddqg2W0B/uKPunQOTyQRBEHDfffdh165d2LlzJ8aMGYNWrVphwoQJAFydrW+//RZPP/00Dh8+jC+//BJTp07FhAkT0LFjR4/jFRYW4vnnn8ezzz6rPda3b18sWbIEu3fvxpo1a7ROmC8vvPACBEHAgAED8Omnn+Lo0aPYvHkzxo0bh40bN2Lp0qWU9p00GNMSZIRGLTWKaEKaOEGWIbfIgGA0gQVwQSghhDQ1TBAg6PWAwwFuMQf0Bw4HBL2+zuUwPvjgAzRv3hyDBw/GiBEj0KZNG3z33XdagoBrrrkGK1euxKpVq9C1a1fcdtttGDduHN58802vYz3zzDP4+9//juzsbO2xRYsW4eeff8bAgQMxZswYXHfddVWeS2pqKrZu3YqrrroKs2bNQqdOnXDDDTdAFEVs3boVQ4YMqdNrI6QqTBSrnUYYSIxHQAnt7du347LLLsPmzZtxxRVXBPt0SBCYzWYcPnwYbdu2hcFgCPbpBAXnPKJT6lIMEIoB0hgxwO32oNXvYYIARpmVG4TagchgPnQAzuJiSLFxXtu4qsJ87iwSBgwKyLlE1G1uGpqOXIIgaNMpIlUkd7QAigFCMUAaJwaYTofIbk3DG7UDkYGJElDdeFIAr4kiqrNFNRUil6IoaNWqVbBPgwQRxQChGCAUA4RiIDIwSaq6qLGqQlYC1yeIqG59BMyYJFXgnMPhcFAMRDCKAUIxQCgGCMVAZGCSVOV0X9VqAZP1ATuXiOpsuaulk8hjsViwb98+WCyWYJ8KCRKKAUIxQCgGCMVAZKgukYxqscARwPV6EdXZIoQQQgghhDRxgu9SN+7RLtFoDNipRNSaLUIIIYQQQkgTV8XIFrdaISh6sKjowJ1KwH4TIYQQQgghhPhZVdMIVYsZYowpoCUUqLNFCCGEEEIIaTqqGtlyOCDGxAb0VCJqGqGiKME+BRIker0eHTt2pLoaEYxigFAMkMaIAdVsBrfbG/Gsao/pdBCoEG+DUDsQGZgggAkCuKpqo1yqzQpBUSBGRUPSBy4bYUR1tiK9qGskY4xBFH0vliSRgWKAUAyQhsaAajaj8LuvoF4sacSzqj3BZETclVdTh6sBqB2IEILg+lFVbZRLNZshGk1gen1A+wQR1a232WzBPgUSJFarFbm5uZT+P4JRDBCKAdLQGOB2u6ujJcsQTMaA/kCWoV4sqfOo2uTJkzF06NBLr4FzLF26FAMGDEB8fDzi4uJwxRVXYOnSpV61p4YOHQrGmMePoijIzMzEfffdB7PZXK/3MZioHYgMTBAAJoDzS7W2uN0OKS4OjLGAfv4RNbKlVlVJmjR5qqqipKSEYiCCUQwQigHSWDEgKDIEfeBHl9QG3jR2Op0YO3Ystm7discffxxXXnklnE4nvvnmG8ycOROfffYZVq1a5THyc+ONN2LRokXa/0tKSvDNN9/gvvvug8PhwEsvvdSgcwo0agcihCCACQxQXTcQuMMBJokQyrMQBvLzj6jOFiGEEEJIpHr++eexYcMG/PLLL+jQoYP2eHZ2NoYOHYo+ffpgwYIFePjhh7VtBoMBKSkpHsdp164dfvnlF3z44Ydh19kikcE9soXykS3VYoagjwrKFNyImkZICCGEEBKJVFXFSy+9hKlTp3p0tNy6deuGSZMmYfHixbW666/X62ntEwldoqglyAAA1WqBGBcHFoSYpc4WIYQQQkgTd/jwYZw6dQoDBw6scp/hw4fj1KlTOHr0aJX7OBwOrF27Fu+++y4mTpzoj1MlpMGYliCDuzpcTIBoNAXlXCKqsyVJNGsyUul0OqSmpkIXwCJ2JLRQDBCKARLJMZCXlwcAiI+Pr3KfxMREAMC5c+e0x95//30YjUbtR1EU3HPPPXjooYfw3HPP+fek/SCSYyDSMFEEuApusUBU9BCjorRtgfz8qbNFIoIkSUhMTKQYiGAUA4RigERyDCQnJwMACgoKqtzHvS0uLk577G9/+xt27NiB7du3Y8mSJYiPj8eVV16JOXPmhOX7GMkxEHEkEVxVoVrMEONiwSp0sAL5+UdUpDkcjmCfAgkSh8OBkpISGI1GamAjFMUAoRggkRwDbdq0QXp6On744QfceOONPvfJyclBXFwcsrKytMdMJhPatWsHAMjKykKLFi1w5ZVXQpIkvPLKKwE598YUyTEQaZgoAaoKrqpeUwgdDkfAPv+IGtmizlbkstvtOHHiBOx1rE9Cmg6KAUIxQCI5BgRBwL333otly5bhjz/+0B4fPnw4br/9duTk5ODtt9/GnXfeWW3ii2HDhmHmzJlYsmQJvvrqq0CceqOK5BiINEySoFotEBQFQrTRY1sgP/+I6mwRQgghhDSUarVBtZgD+2NtWI0tAHjwwQdx9dVXY8iQIXjllVdw8OBBPPTQQ1i7di2GDRuG1NRUPPLIIzUe54knnkD79u1xxx13oKSkpMHnRYg/MEkCHE4I0UYIihK086DOFiGEEEJILTCdDoLJCNhsUC+WBPQHNhsEk9Fj3UldCYKAjz/+GAsWLMB7772H3r1746abbkJ6ejrmzJkDu92OUaNGYe/evdUeR6/X44033sDx48cxd+7cep8PIf7EBAGQZUhxVSeFCQSarEoIIYQQUguCwYC4K68GD9IUNKbT1bko67JlyzyPwRimTJmCKVOmeO07Z84cvPnmmzAaXVOucnJyqjzukCFDalWPi5CgEUSIUQYIFbIQBkNEdbYEgQbyIpUgCDAYDBQDEYxigFAMkMaIAcFgAOrY4QkX0dHRuPfee4N9Gn5F7UDkYKIAIcro8wZFID//kI+0w4cP49prr0VcXBzi4uJw880348SJE/U6lizLjXx2JFwoioK2bdtCCeKcXRJcFAOEYoBQDBCKgcghxsZByWjpmk5YSSA//5DubFksFowYMQIAsHnzZuTk5OD06dO45pprwDkP8tkRQgghhBBCQhETRQh6fbBPI7Q7W8eOHcPll1+ON998E507d0aPHj3wwAMPYOfOnVol9LqwWCx+OEsSDsxmM3bv3g2z2RzsUyFBQjFAKAYIxQChGCAAAvr5h/SaraysLKxYsUL7f25uLl5++WX06tULSUlJQTwzQgghhBBCCKleSHe2Kho5ciS+/fZbxMfH4/vvvwdjLNinRAghhBBCCCFVCmpnKzc3F61bt65y++nTp5GSkgIAeP7552G1WvHUU0/hyiuvxG+//YaMjAyfz2vTpo3H/61WKwBXteiKw4aiKEKWZaiqqu1TkaE8e4nVavVKb6rT6SBJEhwOh1cVakEQoCgKOOc+py7q9Xowxqo9rtPphM3mWcCQMQZ9+dxTX8OfiqJAEATYbDY4nU6PbZIkQafT1Xhci8XitR5OlmWIogi73Q6Hw+GxrbbvYXXH9dd7WPG47nOz2WzaOTWl97A+x63re+hW02fTGO+hvz4bAF7vRWN8NtRGhEcb4f797tde3XGBpvUeUhvhOm7lWKh8XH99NtRGhE4b4f4d7mPV97MBmtZ7GGlthNVq1d4XfwtqZys9Pb3awnnJycnav3v06AEAWL58OTIyMvDWW2/Vqsp5RWfPnsXhw4e1/8fGxiIjIwN2u93jcbcuXboAAE6cOOH1obVo0QJxcXEoKirC6dOnPbYZjUZkZmZCVVWfx83OzoYkSThz5gwuXrzosS0lJQVJSUkoKSnB8ePHPbbp9Xq0a9cOAHDkyBGvP5h27dpBr9fj/PnzuHDhgse2pKQkpKSkwGw2Izc312ObJEnIzs4G4OoAV/5jy8zMhNFoRH5+vtdaufj4eKSnp8Nms3m9VsYYOnfuDMD1Hlb+g8rIyEBsbCwKCwtx5swZj20mkwmtWrWC0+n0+R527NgRoiji9OnTXtXrU1NTkZiYiJKSEq/MlefOnUNsbCwA+Dxu+/btoSgKzp49i6KiIo9tycnJaN68OcrKyvDnn5ndMMsAABK8SURBVH96bJNlGVlZWQCAo0ePejUObdq0QVRUFPLy8pCfn++xLSEhAWlpabBarV7nJAgCOnXqBAA4fvy4V2PXsmVLxMTEoLCwEGfPnvXYFhMTg5YtW1b5Hnbq1AmMMZw8eRJlZWUe29LS0pCQkIDi4mKcOnXKY1tUVBTatGkDzrnP43bo0AGCIODMmTMoLi722Na8eXMkJyejtLQUx44d89imKArat28PwPUeVm6427ZtC4PBgLy8PBQUFHhsS0xMRGpqKqxWK44cOeKxTRRFdOzYUft/5Zho1aoVTCYTCgoKcP78eY9t1Ea4NLU2oqSkBEaj0WcbYTAY0LZtWwDURjTFNsJ9cVbxc6/YRhw7dszrAo7aCJem1ka4X3tdryOojbgk3NuIuLg4r9/tD4yHcFq/P//8E7/88guuu+46j8f79OmDXr164bXXXqvVcbZv347LLrsMP/74I3r16qU9TnekvI8b6nek3Op6N0VVVTgcDsiyTCNb5cL5jlR9jquqKkpKSiCKokd9Dbpr7RLK8d1Y76G7HTAYDJBlme5aR2Ab4XA4UFpaCkmStHaARrYuCdf4rst76G4HjEYjRFGkka0IbSPsdjuio6O99vGHkO5srV69GmPHjsWhQ4e0uwiFhYVo2bIlnnzySfzrX/+q1XHcna1ff/3Vo7NFCCGEEEIIIf4S0qnf//KXv6Bbt26YOHEitm/fjl9//RXXXXcdkpKSMHXq1Dofr3LPmkQOm82G48ePe90FIZGDYoBQDBCKAUIxQAAE9PMP6c6Woij46quvkJmZiVGjRmHYsGFISEjADz/8AJPJVOfjVR6KJJHD6XSiqKiIYiCCUQwQigFCMUAoBggQ2D5ByKd+T01NxQcffBDs0yCEEEIIIYSQOgnpkS1CCCGEEEIICVchP7LVGNwZSfbv3+9Rb4dEDovFghMnTqC4uJhiIEJRDBCKAUIxQCgGCOCKA71ej+zsbERFRfn1d4V0NsLGkpyc7FXXgRBCCCGEEBK5ApGpPCJGtgwGA5KSkrB69eqAVYsmoWXMmDEAgM8//zzIZ0KChWKAUAwQigFCMUCAS3HgLsbtTxHR2ZIkCSaTCQMGDAj2qZAgcRcgpDprkYtigFAMEIoBQjFAgEtx4O8phAAlyCCEEEIIIYQQv6DOFiGEEEIIIYT4QUQkyCCEEEIIIYSQQKORLUIIIYQQQgjxA+psEUIIIYQQQogfUGeLEEIIIYQQQvyAOluEEEIIIYQQ4gdh2dl66qmnMHToUI/HfvnlFwwZMgQmkwkZGRmYNWsWrFartt1ut2Pu3Llo2bIlTCYTBg0ahP/9738ex9ixYweGDBmC6OhotGzZEi+88EIgXg6pJ19xsH79evTt2xdGoxFZWVl46aWXPLarqopHH30U6enpiIqKwsiRI3Ho0CGPfSgOwkd9YqCgoADTp09HixYtEBMTg4EDB+LHH3/02IdiIHzUJwYqOnDgAIxGI5YtW+bxOMVA+KhvDLzzzjvo1KkT9Ho9OnfujJUrV3pspxgIH/WJAbouDH81fZ/X9PkF7JqQh5n//ve/nDHGhwwZoj12/vx5npiYyO+44w5+8OBB/uWXX/Lk5GQ+c+ZMbZ9HHnmEp6Sk8K+//pofPHiQT5s2jcfExPCTJ09yzjnPy8vjSUlJfNq0aXzPnj186dKlXK/X86VLlwb6JZJa8BUHW7Zs4YIg8OnTp/M9e/bwzz77jKekpPCnnnpK2+exxx7jzZo142vXruU7duzgI0eO5O3ateNWq5VzTnEQTuobA1dddRXv3r0737RpE9+3bx+/5557uMFg4Hv37uWcUwyEk/rGgJvNZuO9e/fmAPhbb72lPU4xED7qGwPvvvsuF0WRL1y4kB88eJA/8cQTXBAE/r///Y9zTjEQTuobA3RdGP6q+z6vzecXqGvCsOlsnThxgl999dU8OjqaZ2dne/xRffrppxwALy4u1h67//77eZcuXbT/d+/enT/wwAPa/4uKijgA/vHHH3POOX/mmWd4eno6t9vt2j6zZ8/mHTp08OOrInVVXRyMHTuWX3755R77v/feezwqKopbLBZutVq5yWTiS5Ys0bZfuHCBGwwG/uGHH3LOKQ7CQUNi4ODBgxwA37x5s7ZdVVXerl07Pn/+fM45xUA4aEgMVDR79mw+bNgwr84WxUDoa0gMqKrKMzMz+YMPPuixz8iRI/kzzzzDOacYCAcNbQfoujC81fR9XtPnF8hrwrCZRrh9+3bEx8fj999/R9++fT22JSYmAgCWLFkCp9OJ3NxcrFu3Dv369fPY54svvkBubi6cTidef/11KIqCHj16AAA2bdqEwYMHQ5Ik7TnDhw/H/v37ce7cOf+/QFIr1cXB/v37MWjQII/HevbsibKyMmzbtg07duzAxYsXMXz4cG17XFwcevXqhY0bNwKgOAgHDYmBpKQkrF27Fpdddpm2nTEGzjkKCgoAUAyEg4bEgNvGjRvx2muv4e233/Y6PsVA6GtIDOzfvx+5ubmYMGGCxz5ff/01Zs+eDYBiIBw0tB2g68LwVtP3eU2fXyCvCcOmszVmzBh88MEHaNOmjde2QYMG4eGHH8b8+fOhKApat26N1NRULF68WNtn0aJFkCQJrVu3hqIomDNnDlasWIG2bdsCAE6cOIGMjAyP46alpQEAjh075sdXRuqiujhITU3F8ePHPR7Lzc0FAJw9exYnTpwAAJ+fs/szpjgIfQ2Jgbi4OIwePRqKomjbV65cicOHD2PUqFEAKAbCQUNiAAAKCwsxceJELF682OuzBigGwkFDYuDAgQMAgNLSUowaNQrNmjVD37598fnnn2v7UwyEvoa2A3RdGN5q+j6v6fML5DVh2HS2qlNYWIgDBw7grrvuws8//4yVK1fi0KFDmDFjhrbP3r17ER8fj9WrV2Pr1q2YMmUKbr31Vvz+++8AgLKyMo8PDAD0ej0AwGKxBO7FkHqbMmUKPv74Y7z77ruw2+04dOgQ5s2bB8YYrFYrysrKAMDn5+z+jCkOwltNMVDZ5s2bMXXqVFx77bUYM2YMAIqBcFebGJgxYwb69+/vNbLhRjEQ3mqKgeLiYgDArbfeigkTJuCbb77ByJEjce2112L9+vUAKAbCXW3aAboubFoqf5/X9PkF8ppQqnmX0Pfvf/8bhYWFWLVqFQCgV69eiI+Px5VXXon77rsPcXFxuOWWW7B+/XptWLl3797Ys2cPHn30UXz66acwGAxeF2PuNzI6OjqwL4jUyy233ILjx49jxowZmDJlCpKSkvD8889j8uTJiI2N1T5Pq9UKg8GgPc9isWifMcVBeKspBipas2YNJkyYgH79+uHDDz/UHqcYCG81xcC7776LTZs2YdeuXVUeg2IgvNUUA6WlpQCAhx56CJMmTQIA9OjRA9u3b8d//vMfjBgxgmIgzNUUA3/++SddFzYhvr7Pa/r83NeBgbgmbBIjWz/++CP69Onj8Zh7vdaBAwfw888/w263+9zHPZ0gIyMDp06d8tju/n96erq/Tp00socffhjFxcU4duwYTp48id69e4Nzjvbt22tDwb4+5xYtWgCgOGgKqosBt5deegnjxo3D6NGjsW7dOo+GlmIg/FUXA0uXLsXZs2eRkZEBo9EIo9EIAJg+fTo6d+4MgGKgKaguBtztfdeuXT2e07lzZxw9ehQAxUBTUF0M0HVh01HV93lNn18grwmbRGcrIyNDG/Z1c9+1rHiR7Wsf9wXY4MGDsWnTJjidTm37+vXr0aFDBzRr1syfp08aycsvv4wZM2ZAEASkpaVBFEWsXLkSrVu3RlZWFrp3746YmBjk5ORozyksLMT27du1O1sUB+GtphgAXIl07rnnHtx9991Yvny51xQBioHwVlMMvPfee9i7dy927Nih/QDAE088gXXr1gGgGAh3NcVAz549YTKZsHXrVo/n7dq1C+3atQNAMRDuaooBui5sGqr7Pq/p8wvoNWHdEi2GhkmTJnmk+Pz66685Y4zPmzePHzp0iK9fv5536NCBjx49mnPOudPp5IMGDeLZ2dn8+++/5wcOHODz5s3joijyLVu2cM45P3v2LI+Pj+eTJk3if/zxB3/rrbe4Xq/ny5YtC8ZLJLVQOQ42bNjARVHkb7zxBs/NzeWvvfYal2WZL1++XNtnzpw5PDExka9Zs4bv3LmTjxw5kmdlZWk1FSgOwktdY2D//v1cp9PxsWPH8tOnT3v8FBYWcs4pBsJNfdqBylAp9TvFQHipTww8+eST3GQy8Q8++IAfOnSIP/XUU1wQBL5hwwbOOcVAuKlrDNB1Yfir6fu8Np9foK4Jm0Rni3PO165dy/v27cuNRiNv1aoVv//++3lJSYm2vaCggN955528ZcuW3GQy8SuuuILn5OR4HOPnn3/m/fr144qi8MzMTL548eJAvBxST77iYNmyZTwrK4sbDAberVs3vmLFCo/tDoeDz5o1iycnJ3Oj0chHjx7Njx496rEPxUH4qGsMPP300xyAz59JkyZp+1EMhI/6tAOVVe5scU4xEE7qGwMvvvgib926NZdlmXfv3p2vXr3aYzvFQPioTwzQdWF4q833eU2fX6CuCRnnnNdlyI4QQgghhBBCSM2axJotQgghhBBCCAk11NkihBBCCCGEED+gzhYhhBBCCCGE+AF1tgghhBBCCCHED6izRQghhBBCCCF+QJ0tQgghhBBCCPED6mwRQgghhBBCiB9QZ4sQQkjATJ48GYyxan8yMzORk5MDxhhycnKCfp7/+Mc/6n2cgQMHasd57LHHGu8ECSGEhAUp2CdACCEkcsyfPx/Tp0/X/v/kk09i+/bt+PTTT7XHFEVB27ZtsWXLFnTq1CkYpwkASElJwaeffork5OR6H+P1119HcXEx+vfv34hnRgghJFxQZ4sQQkjAtG3bFm3bttX+n5ycDEVR0K9fP699fT0WSFWdV10Es7NICCEk+GgaISGEkJBTeRrhY489huzsbKxevRpdunSBXq9Hjx49sGXLFmzduhV9+/aFwWBAly5dsH79eo9j7d69G9dccw1iYmIQExODsWPH4siRI3U6nxtuuAEZGRlQVdXj8enTp6NNmzbgnGPy5MkYMWIEZsyYgbi4OPTq1QsOh6NB7wMhhJDwRp0tQgghYeH48eN44IEHMHfuXKxYsQIFBQW4/vrrMX78eNx+++346KOPoKoqbr75ZpjNZgDAgQMHcMUVV+DcuXNYtmwZ3nzzTRw5cgQDBgzAuXPnav27b7vtNpw4cQIbNmzQHrNarVi+fLm2vgsANm7ciIMHD+KTTz7BI488AkmiCSSEEBLJ6FuAEEJIWCgrK8Mrr7yCq6++GgCwZ88ezJ49G2+++SamTp0KAHA4HLj++uuxf/9+9OjRA48//jgMBgO+++47xMTEAABGjBiBNm3aYMGCBViwYEGtfvfIkSPRokULvPPOOxgxYgQAYM2aNSgqKsKkSZO0/RwOB1599VW0a9euMV86IYSQMEUjW4QQQsLGFVdcof07JSUFgOfarsTERABAYWEhAGD9+vUYNmwYoqKi4HA44HA4EBMTg0GDBuHbb7+t9e8VBAGTJ0/GJ598grKyMgDAsmXLMGzYMLRq1Urbz2AweKxJI4QQEtmos0UIISRsuEenKoqKiqpy//z8fCxfvhw6nc7j54svvsCpU6fq9LunTp2K0tJSfPLJJzhz5gy++eYbTJkyxWOfZs2aaVMKCSGEEJpGSAghpMmKi4vDlVdeiZkzZ3ptq+t6qtatW2Po0KFYsWIFCgsLER0djXHjxjXWqRJCCGmCqLNFCCGkyRoyZAj27NmDHj16aJ0rzjn+8Y9/oF27dujRo0edjnfbbbdh2rRpOHfuHG688cZqR9UIIYQQmkZICCGkyXrkkUdw6NAhXHPNNVizZg2+/vprXHfddfjwww/RvXv3Oh/vuuuug16vx08//eQ1hZAQQgipjDpbhBBCmqxu3bph06ZNYIxh4sSJuP7663H69GmsXr26XlMA9Xo9RowYgaysLI9kHYQQQogvjHPOg30ShBBCSCiZPHkycnJykJub6/G42WxGRkYGZs+e7XMdWFUYY3j00Ufx2GOPNe6JEkIICWm0ZosQQgjxwWq1YuvWrUhOToYkSXj77bfx7bffgnOOadOm1eoYe/bsQXFxsZ/PlBBCSKiiaYSEEEKID2fOnEH//v3x6KOPQhAELFq0CMeOHcNHH32E2NjYWh3jn//8J/r37+/nMyWEEBKqaBohIYQQQgghhPgBjWwRQgghhBBCiB9QZ4sQQgghhBBC/IA6W4QQQgghhBDiB9TZIoQQQgghhBA/oM4WIYQQQgghhPgBdbYIIYQQQgghxA+os0UIIYQQQgghfkCdLUIIIYQQQgjxA+psEUIIIYQQQogf/H/F/SBEyf1t5gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot and validate the NINO3.4\n", "\n", "from scipy.io import loadmat\n", "\n", "data = loadmat('./testcases/PAGES2k_CCSM4_GISTEMP/data/obs/NINO34_BC09.mat')\n", "syr, eyr = 1873, 2000\n", "nyr = eyr-syr+1\n", "nino34 = np.zeros(nyr)\n", "for i in range(nyr):\n", " nino34[i] = np.mean(data['nino34'][i*12:12+i*12])\n", " \n", "target_series = LMRt.Series(time=np.arange(syr, eyr+1), value=nino34, label='BC09')\n", "\n", "fig, ax = res.vars['nino3.4'].validate(target_series, verbose=True).plot(xlim=[1880, 2000])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }