{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Your first LMR reconstruction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Expected time to run through: 10 mins**\n", "\n", "This tutorial demonstrates the basic low-level workflow in LMRt.\n", "We will assimilate coral records from the PAGES2k v2 database and use CCSM4 as the prior.\n", "GISTEMP will be used as the instrumental temperature observation for the calibration of the linear regression based PSM.\n", "After this tutorial, you are expected to get your first LMR reconstruction that is ready for analysis (although please note that this is just an example for illustration and is not research-ready)!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test data preparation\n", "\n", "To go through this tutorial, please prepare test data following the steps:\n", "\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, "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", "metadata": {}, "source": [ "## Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will first create the `job` object and then perform the preprocessing steps, after which the `job` will be ready to run." ] }, { "cell_type": "code", "execution_count": 2, "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", "metadata": {}, "source": [ "The 1st preprocessing step is to calibrate and forward the PSM, which consists of:\n", "+ loading the proxy database, and filtering and seasonalizing the records\n", "+ loading the instrumental observations (for calibration)\n", "+ loading the prior simulations (for forwarding)\n", "+ perform the calibration\n", "+ perform the forward operator" ] }, { "cell_type": "code", "execution_count": 3, "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" ] } ], "source": [ "job.load_proxydb(verbose=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.filter_proxydb() >>> filtering proxy records according to: ['coral.d18O', 'coral.SrCa', 'coral.calc']\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.filter_proxydb() >>> 95 records remaining\u001b[0m\n" ] } ], "source": [ "job.filter_proxydb(verbose=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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]}\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_proxydb() >>> 95 records remaining\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.seasonalize_proxydb() >>> job.proxydb updated\u001b[0m\n" ] } ], "source": [ "job.seasonalize_proxydb(verbose=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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'}\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", "\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", "\u001b[1m\u001b[32mLMRt: job.load_prior() >>> job.prior created\u001b[0m\n" ] } ], "source": [ "job.load_prior(verbose=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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'}\u001b[0m\n", "\u001b[1m\u001b[32mLMRt: job.load_obs() >>> job.obs created\u001b[0m\n" ] } ], "source": [ "job.load_obs(verbose=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.calibrate_psm() >>> job.configs[\"precalc\"][\"seasonalized_prior_path\"] = /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/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/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/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/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/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]}\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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 13%|█▎ | 12/95 [00:00<00:00, 111.06it/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%|██████████| 95/95 [00:00<00:00, 112.02it/s]\n", "/Users/fzhu/Github/LMRt/LMRt/utils.py:243: RuntimeWarning: Mean of empty slice\n", " tmp = np.nanmean(var[inds, ...], axis=0)\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]}\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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Searching nearest location: 11%|█ | 10/95 [00:00<00:00, 93.23it/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%|██████████| 95/95 [00:00<00:00, 102.32it/s]\n", "Calibrating PSM: 9%|▉ | 9/95 [00:00<00:00, 86.39it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.find_nearest_loc() >>> 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: 74%|███████▎ | 70/95 [00:00<00:00, 93.70it/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%|██████████| 95/95 [00:01<00:00, 91.61it/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", "CPU times: user 7.3 s, sys: 888 ms, total: 8.18 s\n", "Wall time: 8.17 s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "%%time\n", "job_dirpath = job.configs['job_dirpath']\n", "seasonalized_prior_path = os.path.join(job_dirpath, 'seasonalized_prior.pkl')\n", "seasonalized_obs_path = os.path.join(job_dirpath, 'seasonalized_obs.pkl')\n", "prior_loc_path = os.path.join(job_dirpath, 'prior_loc.pkl')\n", "obs_loc_path = os.path.join(job_dirpath, 'obs_loc.pkl')\n", "calibed_psm_path = os.path.join(job_dirpath, 'calibed_psm.pkl')\n", "\n", "job.calibrate_psm(\n", " seasonalized_prior_path=seasonalized_prior_path,\n", " seasonalized_obs_path=seasonalized_obs_path,\n", " prior_loc_path=prior_loc_path,\n", " obs_loc_path=obs_loc_path,\n", " calibed_psm_path=calibed_psm_path,\n", " verbose=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Forwarding PSM: 100%|██████████| 95/95 [00:00<00:00, 749.73it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mLMRt: job.proxydb.forward_psm() >>> job.proxydb.records[pid].psm forwarded\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "job.forward_psm(verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 2nd preprocessing step is to seasonalize and regrid the prior fields." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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:1001, 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:1001, lat:42, lon:63\n", "\u001b[1m\u001b[32mLMRt: job.regrid_prior() >>> job.prior updated\u001b[0m\n" ] } ], "source": [ "job.seasonalize_prior(verbose=True)\n", "job.regrid_prior(verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to dump the `job` object, so that we may quickly load and continue the job any time we want without repeating the preprocessing steps above.\n", "Note that the `job.seasonalized_prior` and `job.seasonalized_obs` below are precalculated for PSM calibration, which may consist fields apply to multiple seasonalities.\n", "We don't need them any more once the PSMs are calibrated, so we delete them before dumping the `job` object to make the size minimal." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "job.save()\n", "\n", "# The above equals to below:\n", "# del(job.seasonalized_prior)\n", "# del(job.seasonalized_obs)\n", "# pd.to_pickle(job, os.path.join(job_dirpath, 'job.pkl'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data assimilation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to perform the assimilation steps.\n", "As an example, we only run one Monte-Carlo itermation by setting `recon_seeds=np.arange(1)`.\n", "To perform say, 10, iterations, one may set `recon_seeds=np.arange(10)`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 3%|▎ | 58/2001 [00:00<00:03, 577.94it/s]" ] }, { "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: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/job_configs.yml\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> seed: 0 | max: 0\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> randomized indices for prior and proxies saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/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: 70\n", "Proxy types: {'coral.calc': 6, 'coral.SrCa': 19, 'coral.d18O': 45}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "KF updating: 100%|██████████| 2001/2001 [01:09<00:00, 28.86it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mLMRt: job.save_recon() >>> Reconstructed fields saved to: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/job_r00_recon.nc\u001b[0m\n", "\u001b[1m\u001b[36mLMRt: job.run() >>> DONE!\u001b[0m\n", "CPU times: user 17min 53s, sys: 45 s, total: 18min 38s\n", "Wall time: 2min 1s\n" ] } ], "source": [ "%%time\n", "# job_dirpath = '...' # set a correct directory path\n", "# job = pd.read_pickle(os.path.join(job_dirpath, 'job.pkl'))\n", "job.run(recon_seeds=np.arange(1), verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once done, we will get the struture below in the \"recon\" 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", "metadata": {}, "source": [ "## A quick preview of the results" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "recon_paths: ['/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/job_r00_recon.nc']\n", "idx_paths: ['/Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/job_r00_idx.pkl']\n", "job_path: /Users/fzhu/Github/LMRt/docsrc/tutorial/testcases/PAGES2k_CCSM4_GISTEMP/recon/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": 14, "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": 15, "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": 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\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": 16, "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": 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96M8Rknr6sHAe0DRtwvcGWFh9OBfHd74PmWODqwrUSMQNAy80epVgAMFAAFrB9Y133pkMI5zzni0hBN72trdh3759uO2229DW1obrrrsO9913H5555hmsWrVq3HPkPVuPPvooXv/6189Aq33mGvnQyUoPWJ+Fjz8GfPwx4OOPAR9/DMw/nFgM2Z0vQ+vsKvu+HR1GaPVh0JYuq/mc2Wx2xu7/nC9qTAjBL37xC5x++uk4//zz8ZrXvAajo6N4+OGHazK0fHx8fHx8fHx8fHzmJ4IzoKrSIJnTRarnfBghIBNQb7nlFtxyyy2z3RQfHx8fHx8fHx8fn5nCcYAqgXiEUPmZOcqc92xNJZQuqsv1KSAfb+yPgcWLPwZ8/DHg448BH38MzD84Y9KgqgQlEHUaWzN5/+eFZ2uqqJas6LOwCQaDHnEMn8WHPwZ8/DHg448BH38MzD+EaQJKNWOLQrD6jK1qoh5TjW/W+/j4+Pj4+Pj4+PjMSYTjgFCl4vuEEMCZOXXBellUxlY5LX+fxUE2m8ULL7xQtu6Cz+LAHwM+/hjw8ceAjz8G5h/CsoBqYX+kfs/WTN7/RWVs+fj4+Pj4+Pj4+PjMDwRjAGcgSmXPFigBuICYo4qEvrHl4+Pj47Po4aaJOV520sfHx2fRIRxHGlxVPFuEUmlo+caWj4+Pj4/P3IMbBsx9e8F1fbab4uPj4+NTCGcQnFf3bBEKCO57tnymnzVr1oAQ4v4LBoM4/PDDcf3115f9/O9+9zu85S1vQVdXF5qamnDMMcfgu9/9bklhuDvvvBNbtmxBKBTCUUcdhT/+8Y+e9/fs2YOzzjoL7e3tWLZsGf7t3/4Neg2Llrvvvhv/8i//MvELnkYMw8DHP/5xLFmyBE1NTTjvvPMwNDRU9Zhdu3bh7W9/O1pbW9Hd3Y0Pf/jDiMfjZT87MjKC5cuX44tf/OKE2vejH/0IJ510Etra2tDa2oo3vOENuPPOOz2fed/73ucZD8X/Hn/88bq+c7xxUI2dO3eisbERt99+u+f1n//85zjqqKMQDoexbt06fO1rX3O9C5xzHH/88XjqqafqaqePT73Y0RGwVLJu6WAfHx8fn+lFOAwYx7MFSmQdLt/Ymn0Wg/T7FVdcgf7+fvT39+Pll1/Gtddeiy9+8Yu4+eabPZ/79Kc/jQsuuACnnHIK7r//fmzbtg0f+tCH8KlPfQof+chH3M898MADeM973oOPfexjeOaZZ/CWt7wFZ599NrZv3w4ASCQSOPHEEzE6Oor77rsP99xzD5588kmcffbZVdsZj8fxsY99rKIhONUEg0Fs2LChZqnPSy+9FH/605/wv//7v7j//vuxe/dunHfeeRU/b9s2zjjjDAQCATz22GO488478eCDD+JDH/pQ2c9/+MMfRn9/f93XIYTA+eefjyuuuALnn38+Hn30UTz22GM444wz8O53vxtf/vKXPZ8/4YQT3PFQ/O/YY4+t+XvHGwfVsG0b73nPe5DJZDyv33vvvbjoootwySWX4KWXXsL111+PL3/5y/jmN78JQNbA+NrXvob3ve99sCyr5rZWot4x4LPwKDcGuGHAGRkGtyygzgRrn/mHPw/4+GNgfiE4gxACpFoYIZFhhPV4tmb0/otFwD/+8Q8BQPzjH/+Y7aZMK6tXrxb/8R//UfL6hz/8YXHssce6f997770CgPjd735X8tmf/OQnAoB45JFHhBBCvPnNbxbnn3++5zMnnHCC+OhHPyqEEOKmm24SkUhEDA0Nue8fOHBAEELEQw89VLGtX/jCF8TZZ59d1/XNFL29vYJSKu699173tR07dggA4rHHHit7zNNPPy0AiOeee8597aabbhKNjY0ln/3ud78rNm/eLJYtW1b2flXj1ltvFYqiiG3btpW896UvfUmoqir27dsnhBDi4osvFqecckpd56/EeOOgGldddZU47bTTBADxwx/+0H39+9//vrjmmms8nz377LPFGWec4Xnt6KOPFrfddtvEG+/jUwXjUK9IPv6oSD3xmLAGB2a7OT4+Pj4+BVgjIyL5+N9E9pVdFf/pO3eI1JNPCCeVmu3mlmVRebZs257tJswKDQ0Nnr9vueUWvPrVr8aZZ55Z8tl3v/vd+Mtf/oJXv/rV4Jzj0Ucfxemnn+75zOmnn46HHnoIALBjxw5s3rwZXV1d7vsrV65EZ2cnHnzwwbLtMQwDN998M9797nd7Xv/zn/+M17/+9YhEIlixYgWuuuoqMCbrJmSzWXz+85/H2rVrEQqFcPTRR+M3v/mNe+ztt9+ONWvW4PLLL0drayvOPPNMbN26FYQQfP3rX0dHRwde9apX4Y9//GPV0DoAePTRRwEAp556qnv+ww8/HD09Pe51F9Pe3g5CCG677TaYponh4WHcddddeN3rXuf53M6dO/GZz3wGd9xxx4R2VW655RacddZZOProo0veu+yyy3D//feju7u7rnMWh58W/rv99ttrGgeVeOihh/Dd734XP/rRj0re+8AHPoAvfelLAADGGP74xz9i69atePOb3+z53Lve9S584xvfqOuaymFZFg4ePDglXjKf+UnxGOCmCWd4CDTSAAGA+2GECx5/HvDxx8A8gzN3fVYRQuoWyJjJ+6/O2DfNAfIL98XE3//+d/z0pz/1hJc9+eSTOPfcc8t+XlEU/PM//zMAYHR0FJlMBitXrvR8Zvny5Thw4AAAoLu7G/39/WCMQcklL6ZSKYyOjmJwcLDsdzz88MOIxWI444wz3NeeeOIJvPWtb8Xll1+OH/zgBzhw4ADe8573QFEUfPnLX8a73/1ubNu2DTfffDM2btyIn//85zj33HPxm9/8BmeddRYAYP/+/Th06BC2bduGbDaL4eFhAMA999yDrVu3YseOHW5YXTV6e3vR2dmJUChU8bqLWbVqFb75zW/ic5/7HG6++WZwznHEEUd4DE7btnHhhRfiyiuvxDHHHFO1DeUwTRPPP/88LrroorLvNzc34+STT677vE8++WTF30ZLSwvi8fi446Ac8XgcF110Eb71rW+VHFvIgQMHsHbtWjDG8Ja3vAWXXnqp5/0zzzwTV111FXbu3InDDz+8jivzwhhDIpFAZ2fnhM/hM78pHgP2aBTcMKB2dEJYFoRpznILfaYbfx7w8cfA/EI4DsbTic0bY4LXvs6fSZtgURlb9XDx+96HaDQ6q23o6OjAj4oEBcbjK1/5iusFsCwLtm3jta99Lc4//3z3M6Ojo2hraxv3XHmRi2IPTCgUcgtEX3DBBbjuuutw+eWX46tf/Socx8HHPvYxEEJgVli4PP744zjssMPQ2NjovnbTTTfhNa95DW644QYAwKZNm/C9730PfX192L59O37729/i7rvvxjve8Q4AwBe+8AU8++yzuO6661xjC4Dr/QKArVu3AgD+/d//HevXrwchBIFAAC0tLeNedzmvU+F1F2OaJl544QWce+65+PjHP45oNIp///d/x/nnn48//elPoJTiC1/4AkKhED7zmc9U/f5KjI6OAkBN9y7Pww8/7OnnPEcddRT+9re/AYDHK1mO/O+g2jgox6WXXooTTjgBF154YdXzt7a24sknn8Tu3bvxyU9+EhdddBF+8YtfuO9v2rQJgUAATzzxxKSMLR+fQrhpwhkaAg1HpCeXKrJwpo+Pj4/PnEHYdtV8LQ9zVCDDN7YqEI1GXc/IfOKSSy7BZZddBkB6Unbt2oWrr74aJ510Ep566ikEAgF0dXXVZEiGw2EAKDGaDMNwQxPXr1+PX/3qV/joRz+Km2++GeFwGJdddhmOO+64ikbNwMBAyQL/ueeew5ve9CbPa+eccw4A4Je//CUA4MQTT/S8f/LJJ+Ozn/2s57UNGzaUfF/ha48++mhV8Y50Oo1wOFzWUCy87mJuvPFGbN26Fdu3b3c9fBs2bMCGDRtw9913o7W1Fbfeeiu2bdvmvl8vHR0dIITUtQlw3HHH4ac//WnJ64WG0xFHHIH9+/eXPf673/0u3vrWtwKoPg6K+clPfoKHH34Yzz///LhtbG5uxtFHH42jjz4ajDFccMEF+PrXv47Vq1cDkN7WtrY2DAwMjHsuH59asUej4FkdamduLlIohGPJROzxQlZ8fHx8FigsnQYNh6tLrc8g3DKrKxEWIOZorUTf2KpAR0fHbDdhQm1ob2/H+vXr3b83b96M9vZ2nHTSSfjzn/+Mt7/97Xj961+Pxx57rOzxnHOceeaZuPjii3HeeeehoaEBfX19ns/09fVhxYoV7t9nnHEGDh48iIGBAbS0tCAcDmPp0qV4//vfX/Y7CCEl8vKaplVc4FT68TDGoGma57W8gVjptWOOOQbPPPNM2fPlWblyJaLRKCzL8ihYFl93IY888giOOeYYjyG1fv16dHZ2YufOnXjppZeQTqdx1FFHue/ruu56ItPpdNU2AVJN87jjjqt475LJJM455xxcc801OO2009xrLxwP5fjDH/5QMZ9x6dKlaGxsrGkcFPKDH/wAg4ODJeGDl1xyCa6//nq8+OKLePjhhxEOh3Hccce57x955JHuufPGFgBPmKqPz2ThlgUxPAwaaXDnHaIoUmLYcYCiecXHx8dnMcB0HebePaBNTQj0rACdC3Ohbddk+BHA92zNBVS19sutN3xvPpA3cD784Q/jzW9+M+6+++4SkYyf/exn+MMf/oArr7wShBCceOKJ2Lp1Kz74wQ+6n/nrX/+Kk046CYD0FF199dX485//jGXLlgEAHnzwQYyMjJR4qvL09PTgD3/4g+e1LVu24Mknn/S89s1vfhM//vGPcccddwCQBk0+jBCQIXJbtmyp6dpVVXXribW3t1f97IknngjOOR5++GE3f23Hjh04dOiQe93FrFy5Eo888ohnV7yvrw/RaBQbNmzAxRdfjM997nOeY0499VSce+65rieyFj784Q/j0ksvxdNPP10ikvGtb30LW7duxW233Vbz+QB4jJpKjDcOirnjjjuQzWY9r23YsAH/+Z//6Ya03nDDDYhGo3j44YfdzzzxxBNQVdUTLsgYQywWq1v4o5j8GKhnHvBZWOTHAFJJMD0z5tUCAEUBLAuCMZC5sMDwmRb8ecDHHwOV4VkdLJMGy6QhLBOBFaugRCKz1h7BmNwEq8GzJYC6pN9n9P7PrhjizLCYpN+vuOIK0d/fL/r7+0VfX594+OGHxbHHHiuWL18uMpmM+9lLLrlEhEIh8ZWvfEW8+OKL4sUXXxT/9V//JcLhsLj00kvdz913331CURRxww03iO3bt4srr7xShMNhsX37diGEENFoVLS3t4tLL71U7N69W/z5z38W3d3d4mMf+1jFdt5///2CECKi0aj72tNPPy0URRHXXHON2LFjh/jDH/4gurq6xLXXXiuEEOKMM84QK1euFHfffbfYsWOHuPbaawUhRNx5551CCCF++MMfiuLh/MADDwgAYu/evXX35YUXXigOO+ww8cADD4i///3v4uijjxannnqq+75pmqK/v1+YpimEEOL5558XwWBQfOhDHxLbt28Xjz32mHjd614n/umf/klYllX2O8pJ9ff394tUFelSxph4+9vfLtrb28XNN98sdu7cKZ555hnxmc98RlBKxde+9jX3sxdffLE44YQT3PFQ/C+dTtfcH+ONAyGEGBoaEvF4vOI5UCT9/vDDDwtFUcQXvvAFsWvXLvGLX/xCdHR0iCuuuMJzXP73u3v37prb6+NTCWYYIvPsMyL97NNe6eAdL4vUU08IJz03pYN9fHx8ppvs3j0i9fcnhL5zh0g+8ZjIPPessGOjEzoXsyxhj44KpusTbg+zLJF+ZpvIvPh8Ven37Cu7ROqJx4VxqHfC3zWdLCpj6+9///tsN2VaWb16tUDOuAcgKKViyZIl4txzzxUvv/xyyed/+MMfihNOOEG0tbWJpqYmcdxxx4nvf//7gjHm+dyPf/xjsX79ehEKhcQxxxwj7r//fs/7jz/+uDjhhBNEJBIRq1atEtdee61wHKdiO23bFu3t7eKuu+7yvH7PPfeIY445RgQCAbFq1SrxpS99yW1LKpUSn/jEJ8TSpUtFMBgUxx57rPjf//1fz7VUM7YcxxHJZLJquwpJp9PiQx/6kGhtbRWtra3i3e9+txgZGSk59wMPPOC+9thjj4nTTjtNtLS0iOXLl4v3ve99Ynh4uOJ3lDO2AIxbe8u2bXHjjTeKV7/61aKpqUm0tbWJE088Ufz617/2fO7iiy/2jIfif1/96ldr6os8442D1atXi4svvrji8cXGlhBC/PGPfxTHHXecCIfDYtWqVeIrX/lKyfi7/vrrxate9aq62lqOeseAz8LDcRwRfWWXiP/tYaHv2lnysE4+8Ziwq2wY+Mx//HnAxx8D5eG2LTLPPSPSzz0jN6B27RSpfzwpUv94UpgD/YIXPZvLnsNxhJNICOPAfpF59hmRfPxRYRw8MOE2MV0XqX88JTLbXxzf2HryCWHs31fzuWfy/hMh5mg22RSybds2HHvssXj00Ufx+te/frab4wOpGvj000/jnnvumZHvy2az2L17N9atW1c2r2uucOedd2LPnj0TVixciBxxxBG44oor8IEPfGBS55kvY8Bn+tATCex9cCuWdy9DuL00J9aOjiC8fgPUMu/5LAz8ecDHHwPlYakksi9vh9LS6smRYnoGPJtFYNkyaF1LkMuO8iA4A0ul4ESjYHoGEAI0HAYYA9ECCG/eUruiYGGbMmlkX34JSlPLuHlbTjwGpb0d4cPW1XTubDY7Y/ffD1j1mRU+9alPYfPmzXj55ZexadOm2W7OnIBzjv/+7//G7QswX3Ci3HfffWCM4V//9V9nuyk+CwCWTgFmFiRSXkWTEJkj4OPj47PY4LoOcF5i1CiRBhBVg9XfD3tkpPzBQkA4DmgwBLXAWBO2DZZJgxvGhHK/hFN7zhYoBZy5OX/7xpbPrNDW1oZbb70VV155Je6+++7Zbs6cgFKKrVu3ehQQFzOcc1x11VX40Y9+5Ccy+0wJ3DAAQqsonwLccWa4VT4+Pj6zj5NIVFRipYEASHsHUGkzihCQMs9pomkQjgOuZyYmtMEZCCU1leMghAJOeWXl2cZfwfjMGuecc45bS8tH4htaY1BKsW3bttluxoJBCAEWj0FpHj8cY6Ei9AygVH7skZwioY+Pj89cw4nHoDQ0TotaKjdNcD0DGgpV/AyhtOZ6V57jFAUslYTW2TX+h4sQDoPgNWY7UQLB2ZyslVh/r81j5lrn+8wchBAEAgF/DCxiFvsYEJYFa2gIXM/MdlNmBeE4EJYJLRSqOAYIVcB9Y2tBs9jnAZ/5OQaEbcMaHJT5UNMA13VwywIJBKf83DQYAk+lISrU86yG4EzGd9cAIRTgouZaWzN5/xeVZysYnPpB5DM/CIVCntpNPouPxT4GhONAGDq4aUJpmu3WzDzcsqCBYOXatWXDXQAACoWwjDm5M+ozNSz2ecBnfo4BbpoQhl45jG+SsEwawPQYICQYhJOIgxtZKHV65YRl1d4mSiEcWxpbNURvhKp48aaaReXZ8vHx8VmsCMcBN0yZBL0IEZYpxS+qPISJokA4fNoWND4+Pj4TgRtZ8KwxLQI+gnOwRAJ0mhwSRFFAhJjQs4c7dk2GEwCAEinUUUdh45liURlbpmnOdhN8ZgnDMLB9+3YYhjHbTfGZJRb7GBCOA8EYWCaNRVDxowRhWbBNE/v274NVKVSQKgBnviLhAmaxzwM+83MMcF2HsKxpmZt4NgtuZEGD0+jp0TQ48Xj9zx7TqlkynhAq87tqNLZm8v4vKmNrMS4wfCRCCDDG/DGwiFn0Y8CxpSFhmhCLMC+JZ7MAVcAZrzgGiKLIBGtfkXDBsujnAZ95NwYE52CplPz/aZi7eVaHcJxpEd7IQ4Mh+T11tF8IAcFsuQlW05dQQPCaPVszef8XlbHl4+Pjs1jhlgUaCIFbFsQi8/ILIWRiuTZOmjKlubouvrHl4+MzNxCmCW6aIMEguDX1czdLJaddoZYEAjnFwzpCCR0HwuEgSo2mCiHSqzUHwwgXlUBGvQjbnrXYT0LptO4y+Pj4LC64aUhjw7LATQMKmme7STOGsG0IywRRq8+phBD5wGa+seXj4zM34IYB4dgyzG8Cin7VELYNnkpPbwghcnMrpWDpFNS2ttraxjkgOEBrK4lDKM0dM/c8lr6xVQFh2zBe2SmLYM4CNBRCaP3hdRlc6XQaV111FX7zm98gmUzitNNOww033IB169a5n3n/+9+P22+/3XNcT08Pent7AQD33XcfLr30UsTjcXzwgx/E9ddf737u0KFDOOaYY/D8889jyZIl47Ynk8ngxhtvxC9/+Uvs2bMHTU1NeN3rXodrrrkGxx13nPu5U089FWvWrClpl4+Pz9QghIAwDbl7qSiLTiRDWBaE7YDUsKAgEH7Olo+Pz5yBGVkAQqqlOgyC85rzmMaDZ7NgpgG1pXVKzlcNGgiCJRMQjNXkScvnGdM6r1XwuTd/z4swwtHRUVxyySVYsWIFmpubceKJJ+KRRx6p+zxaHYaL4FwaWqoKEgrP6D+oqtzJqNOr9q53vQu//vWvceutt+KJJ57AkiVL8IY3vAHRaNT9zHPPPYerr74a/f397r+nn34aAMA5x7/+67/is5/9LB544AH8/Oc/x7333usee8011+DjH/94TYZWNBrF8ccfjzvvvBNf/OIX8dxzz+Gee+5BJBLBiSeeiL/85S91XdtkCQQCWLt2rV80eBGzqMeA40A4DERRQbQAWDo9JxWbpou8EmEgFEJPT0/VZ4EAAffDCBcsi3oe8AEw/8YAT6VAtMBYTukUbgaxrA4ixIwUuqehELhh1O7E4NKwrFmN0D2utmfbTN7/eeHZuuCCCzA0NISf//zn6Orqws0334w3v/nN2LZtGzZt2lTzeZQJDCaiaqAz/IPkQN05A8899xzuvfde/P73v8cZZ5wBAPjOd76DBx98ELfccgs+//nPgzGGl156CZ///OexbNmyknOMjIxgaGgIF198MYLBIN7whjfghRdewNve9jY8//zz+NOf/oSdO3fW1J6Pf/zjMAwDTz/9NFpaWtzXf/rTn+LNb34zPvGJT+Cll16qe8dioiiKgkgkMiPf5TM3WcxjwN0hDIZkXpKRlfVLZrDOyGzCLQsgAKV03NoqhFJgEQqILBYW8zzgI5lPY4DbNnhWl+tQSiFYrjTFFKSZCCHA4vEpOVctEFWVJUiyOpSGhnE/LxwGcF537a9aNxInYhNMlDnv2XrllVfw5z//GbfccgtOPPFEbNy4ETfddBN6enrwP//zP3Wdy1nAu5U7duwAAJx88snua5RS/NM//RMefPBBAMCuXbtgGAa2bNlS9hydnZ1oamrCI488gnQ6jWeffRZr164FAHz605/G5z//eTTU8AMZGhrCr371K1x++eUeQwuQcbvf+c538Mtf/nJGi4bato3+/n7YUxzv7DN/WMxjIG9sQVFANE0+wM35I3s8WVgmA6KocBwHIyMjJc8CYdvIvPCcDK9UFGmc+SxIFvM84COZT2PA3RjTAiBUAQSDmKKcUmGa0pCb5nytQoiqwkkla/qs4EwqDOZgqST0F5+XYkeVzp8XyaiBmbz/c97Y6uzsxO9//3sce+yx7muEEAghMDo6Wte5FrKx1d3dDQA4ePCg5/V9+/ZhcHAQAPD888+DEIJvfvObOOyww7Bu3Tp88pOfRCKRACCNs29961t4xzvegdbWVhxxxBE455xz8Ne//hV79+7Fhz70oZra8vTTT8NxHJxwwgll31+3bh2OOuqoGTW2HMdBNBpd0GPApzqLeQwIx5GhIpSCEAICLBpFQsE5RFYH0TQwxpBIJMCKwnCsgX7Y/X1gmbQM1bHMeSML7VMfi3ke8JHMpzHADVPmaCmKq5YKNjUh4DyrS5XDGYzeosEQeDIFUYuh4zgew4klkzB270LmH0/CGY2WPUSgds/WTN7/OR9G2Nra6obF5bnzzjuxe/duvOUtbyl7TN4bkydfzNi2bWSzWfd1RVEQCATAOS8peMwL/rZsSxZKK0BVVSiKAsZYyQ0jlCCgBSAgYJmlO6SBYAAEpOJ5CQDGObLZLGjBoCGEIBgMQtg2zKLFwlFHHYXNmzfjkksuwQ9+8AN0dnbie9/7Hp5++mmsWbMGtm3jhRdeAKUUPT09uPPOO/HKK6/g6quvxrPPPoutW7eCUorzzz8fZ511FnRdR3t7OwzDwKc//Wl89atfxf79+/H+978f+/btwwUXXIBrr722bB8ODAwAAMLhsNs+wzBKFi+BQACKorg1LwrvDaVUXqsQZQvPhUIhEEJgmiZ40Q9L0zSoqtzFzu9c5NtmWZbbrsLvyxMMBkEphWVZJQsyVVWh5RZsxUVRCSFueFK1a7Vtu2S8VBuHwFg/TvV56+3DPOPdm6now+m6N0BpcfOpuDdT3Ye13Jt6+tBJp2GZJqjgoITCERxsdBSBpjFFwrk8vifTh0YqBSOTBg2GYdvyulgugZoxBtswoL+yCyyRgJnJQA2FEAABGEO2zILAnyMk83WOyF9H4fXOxL2Z63NEnvk6vuvpw/x35M810XsDTH8fWtERMIeBmyY0TQMhBJZhlIT+TaQPrWgUjmNDEQKEEDiOU9JeqlBoqgYuOGyrdD4cbz1bvE4WAHgqCZKII9LZVXWO4IzB4cxdj1uZDJjDIGKjyPzjSQQ3bgaWLPVs3DPbRiD3XePdG9M0PevU6WTOG1vFPProo/jABz6Af/mXf8GZZ55Z17GDg4PYvXu3+3dLSwtWrlwJ27Y9rwMAbAuH5f53aHCoZPAuWboETY1NSKfTGBkZ8bwXjoSxvHs5BBeuyl8ha9asgaIoiEaj0DNeVbCOjg40RyIwjCyG9u4BtLEdh1AohMOWLoE1OIg9WQOiyDP0i1/8Ah/5yEewfv16qKqKk08+Geeeey5efPFFRKNRfPGLX8SHP/xhxONxAMCRRx6JL33pS3jve9+LJ598Eq997Wuxb98+90cRi8Vwzz33QFEUnHPOOXjrW9+KY445Bt/4xjdw8cUXY8WKFXjnO9+Jnp4eWJbl9mF+Ann++edx5JFHAgB6e3tLflArV65ES0sLHMdBMpn03IOmpiasXr0ajLHSewNg8+bNUBQF/f39SKfTnve6u7vR0dGBdDpd0v9DQ0NuaGO5827YsAHBYBCDg4Ouxy9PV1cXli5dCl3XsX//fs97gUAAhx9+OABg7969JRPW2rVrEYlEMDIy4hEsAYD29nYsX74cpmmWtIlS6oZ9Hjx4sGQcrlq1Cs3NzYjH464HM09zczNWrVpVsQ+3bNkCQggOHToEvUidbvny5Whvb0cymURfX5/nvUgkgrVr10IIUfa8GzduBKUUAwMDSCa94QJLly5FV1cXMpkMDhw44HkvGAxiw4YNAGQfFj/81q1bh3A4jJGRkRKvdkdHB7q7u2GaJvbs2eN5T1EUbN682f27eEysXr0aTU1NGB0dxfDwsOe9qnME4BnfxRP7ihUr0NraikQigf7+fs97jY2NWLNmDTjnZc+7adMmqKqKgYEBpHLFLPMsW7YMnZ2dSKfTJZ7sUCiE9evXAwD27NkztjCJjoAMD2FlZxcCgQASehbpoREIy3bDNDo7O7Fs2TJks1ns27fPc15VVd382MI5Is+aNWvQ2NiIaDRaMh+2tbWVzBF5CCE44ogj3D6sNEfE43F3EydPrXPEQO9B6Ad7gaZmKesOIKtnEQlHoGd1DL/wAkjvQUBwpA71QhPA8s4OiArn9ecIyXydI/LPp8J5oHCOOHDgQMkieFHMETnWr1+PUCiE4eFhxGIxz3sLbY7IX3u964hwOOyqPE/rHGHbIAf2Se9OJoOenh4oQmB0ZBixoSHPsXXPEZzLczOOZU0taGhoQCqdwmjU+7tpaGjAsmXLwBkvu549bO1hIIRgeGi45N50dXWhubkZmUzG+7tJxhEMBLE+Z2xVmiOEaSIeT0JPybBB0t8PkskgsnIlFNNEcttTSLe2QfSscAsfa0YWDStWun043hzR2tpa8t3TARHzKFbit7/9LS688EK87nWvwz333FOzRbpt2zYce+yx2Lp1K17zmte4r4/r2dq7GyQUhkMws54txuDoGSjrNoDmdk8AOekomTTsgX5g5eoSWfi8xT44OAjOOVpbW/He974XqqrijjvuKLubkslk0NXVhbvuugvvfOc7Pbsepmni6KOPxo9+9COcfPLJaGlpwdatW7Fp0yZcc801cBwH119/fUkfJhIJrFq1Ctdddx2uvPJKAN7dlIceegj/7//9P9x6661YtWoVTjnlFKxatQrf+9733HZNh2ert7fXnZiBhbWr5+9aj3/ebDaL3bt3Y8WKFe6uJLA4dq2t/fvAYqMIdXWBEgorq8NJpxE8fBNo7hrm8vieTB9m+g7B2P0K1I5OWLaFocEhdC/vRiQcgWOaSD7+KHhKhrUED9+I4Lr1UAwD4U1bYJUR8PHnCMl8nSMymQz27t3rmQd8z9YY83V81+vZ6u3tdTc45qpni+k6zJ0vg4YjIJomj4tFoSxfAdLROak+5JkMzJ07QBsbEQiHQSmdEc8WIHOvlEgEzUce5bapXB+au1+BmYiBRBrl5158HtbBAwgsWQKFKnAyGdiJGLSelQhu3CzVDpNJhLq6EF63ftx7o+v6jBlb88az9e1vfxv/9m//hnPPPRd33HGHZ7FUK6FQqKyBRikteZ1TivxtCmiV41kVRamoaEJAqraz0nk5Y1BybaJFx5uxUXDTRERT3UUSAKRSKbz1rW/FjTfe6Oa3JRIJ/PWvf8VNN90ETdNw4YUXIhqN4r777nOPe+KJJwDA3fUoDLe65ZZb8OpXv9oV3aCUQlVVhMNhcM5BKXWlMwv7MBwO47zzzsMtt9yCSy65BE1NTe55Oee48cYb8corr2DFihWynwiBoihl7w0hpKpRXa1/VVWFqsohrigK2tvbPeeqdt5qkqCV2pqnmtqZlpswy1FuHM7EeWvtw2LGuzeT6cPpOG9+DEQikbLnmIt9WO28dfWh4ODhCCiRxoMWCoPoOoKUQC06x1wc35PpQ5VzBIJBaMEgqELR3NLstpEPDwGJBIIdnXDiMSgOQyAYgpPJAIwhXEUQyJ8jJPNtjtA0reo8MN/6cMrmiCLm2/iupw/zz4L85yd6b4Dp7UMnq4MTAq2x0X2dEwpFCAQrHFtrH9qZNLhCoRXMcdWulRI6ofUsULpO5qQZwjAgTBO0wrockPURNS0IJfe9NmPQAgEoOS+W2tAAqmlw+g/Btm00HH0MEAxKtUZM/N5MB3NeIAMAbr31Vnzyk5/EJz7xCfziF7+YkKEF1Fdna67CdV0qixXtDDU1NYFSissvvxzPP/88nn32WZx55plYvXo1LrzwQgDAhRdeiD//+c+47rrrsHv3btx77734wAc+gAsvvNATZgUA8XgcX//61/HVr37Vfe21r30tbr31Vrzwwgv47W9/ize84Q0V2/mNb3wDlFK84Q1vwK9//Wvs3bsXjz76KM4991w89NBD+MEPfjBjsu+A/GEtX7583tTV8Jl6FusYEIxJgYyChx0hBBDCk5u6UOGZjBsFoKkaujq7oKkahOPA2L8XRFXlP0UBz+pu/P9UKX75zC0W6zzgM8Z8GQPMMNzQZxdKwZ3Jq+jJchgzJ1JWCNEC4JYFntUrfkYwBnBv8WNuGCU1t2ggAG3JMjgjw1LGnpKa5+6ZvP9z3tjauXMn/u3f/g3nnHMOrrrqKgwNDWFgYAADAwMlsbDjUewmrgXh2HJQzOA/UeGHJDiHMHS5eCqTuP0///M/WLp0KU4++WT88z//M9auXYu//OUv7k7FO97xDtx555341a9+hVe96lX44Ac/iHPPPRff//73S871la98BWeffbanjtlNN92Ev//97zjxxBNx5pln4p3vfGfFfuvu7sbjjz+ON73pTfj0pz+NLVu24LzzzoOiKHj88cdxyimn1HsrJgXPCY5MZAxMyfebJlimslypz/Qz22NgtnBl31XvQ4poGlhRnsJCQziO3D1Vc54sIUNsuOCwBwfgjEahtrTCicegv/g8zH0yh4VASNUvnwXHYp0HfMaY6jHALWtKCw27500mQYs8RkRRgDLpKXWf2zRmpJBxOQghIJRWff4IlivenNuUl+teq2ybCaUAIVKFkFCAsZrUZGdyDpjzYYR33XUXbNvGr3/9a/z617/2vHfxxRfj9ttvr/lcxfGx1SCUutWu6y0wPBXQUEgOoAKEbUPYjhxIZdrU3d2Nu+66q+p53/nOd1Y1kvJ8/etfL3lt48aNeOqpp8Y9Nk9XVxduuOEG3HDDDVU/t3Xr1prPOVHySaP55MiZxh6NgusZhNdtmPHv9pHM9hiYLaSx5YAq3pA4omkQuty8ma2H7nTDLQvctqA0yDAc27LR29uLnu5uWPv2gigqQCnSf38MPJOBMxpF2zn/BwK17476zC8W6zzgM8ZUjgFumjD37YXa0QGts2uKWpibuwy9VJadKhDMlptCk/FMGYac/2YJEgyCJeIQy3vKP3+YA8E5aO494dgQjIFWilAj8hhCKSC4FBUZ57nmqxEWcPXVV+Pqq6+e8e8lmobQ+sNr1uuf8u+ntEQAQ9i2DAdSVb/o5jyDZ9IQeta9fz4+M4U0tnjJA40GgmDpFLhpQolEZql104uwzJxXz/ubc4YG4YxGobV3wDp4ADzvdWYMLJ4ADWiLpg6Zj4/PxBCMwew9CHt4CHSK51BhGOCWDTXS6HmdKPlaW6XzWs3nLhNaPtPQUBhOMg6WTkPNiZYV4l5j3rNlS2MLoQrGkcgdQwmEzcdqk80R/FVfFYimYXYiWssjbEvKdQYCiyLXYqEgGIPIZsFtC9w0oKiN4x/k4zNFVPLME1XNhdkZwII1tixZzLlwB5gz2IcOglBZJDS7Y7vnGBaLgi7v8Te0fHwKcOIx0FAYtIpIxWJCCAGr7xCckWHQcHhsw2aK4KYh13vFue1UAYQ0PCa6cZsPLScV9A+c0SiUltZpNVaIogBcgCUT5Y0tLkMB89cvLFt6rqq0STAmwwiF8BRDngvM+ZwtnzGEZcnBpyj+rus8ghvGWD6ef998ZhrHhiwlWQaSS8JeoPBs1q2/4hKLyVyt1lZYvQfBM968ASceB6EKhG9s+fi4OCMjYEX1vBYzzsgwrP4+KM3NMuXENMvm0k8Ulk6VNaYIpWP5TBNEhuQ5ZcMInUQcmWe2IfPcM9Lgm0ZoKAwWj5XtN+EwaTR52sxdT1cxhBAI25b/5Rzgcyvn1je25hHcNECoIn8g+aR3n5qpV/1wqkrQCcsEcnkxbBEYW3O5dN9MKmDOFbhlgZAK5SlUDXyBimQIIcD0jCccWzAGOtQvH9iKUuLVAgCWTMjd00kuaHzmLotxHpgMQghw0wC3Fs7zazJjwEnEYR48KD19gSCIqrlialOBYAw8nQEpJ6dOqTQmJpFTWim0HABYIgGWSsE6sA/pfzwJJxGf8PeMBw2HwbLZ8kIZnIHQsYiE/OZXxTw1SmX0Vy5nq7jm12yzqGacajUa5gNcz4JoKqAoEKxU/t2nMuFwGFu2bKkrGdLcv3dKJhpmGBCQYal8ge8MsmQS5oH9s92MskxkDCwEuGmUKBHmoYEgRDa7IOcSYdsQlukxtmgygVYQhNo7pFcrnfs9Fiw6WCoJKFSGsSzAflnsLNZ5YFJwDjAupbcXAJMZA0zXYR04AEBAydWockOyp8jY4qYJbpkldVaBnPIe55P0bFWe1+zoCIiiQOtaCmdkBJl/PAlroG/C31UNQikIIWXXWcJxCh1b48rdE0qlkjch0tCqIYxwJueARWVszWfyP2SiajKMkLGKEvE+k0c4DngyBXtwcNIiKTydBtE00EAAPJud0lCDuQY3suDJpJ/vMkcQQkBUkfglmubmEi40hGVB2I7H2OKplCuYkd3xkvt6cM1a9/9ZKinDCCuovvr4LDaE48jNB8OY05EL0w23LFgHD4AZOpTmMnlGU+T5E8Y4YlqETIGxVXofuWWBjUZBwxFpcC1ZCmGayDy9Ddndu6ZFMI6GI2CJeIkOgbBtT76asMZZN1Eq53sqc7ZmS9yuEovK2DJnIYRLCAGWTk9a0ELYFrhju8U3BecLYtHOTXNGxD4Mw8CuXbtg1LgzJ2wpGe0k4mDJ+uq5ec7jOBDZLKgWANECEI61oMVNuGGAGVkpujDHqHcMLAgcB8JhFSV+x0QyFt6YzCsRFhqaxmgUaSML4+B+18ustHdAaWl1P8NS6Vz0QE4Ny2fOIjivO49oUc4Dk4UzueZw7AWxATGRMSAYg3WoF058FGpre0k4G1FVML1ykd56YNls9YLDQkxqbhKmWTa0nCUT4NksaM7jQwiB2t4BGggi++IL0F94DiyZBEulSv7xbHZCbSG5EkvFoYTcMj35WcI0YB3Yj8QDf4E9PFTmRNR1QBCgJs/WTM4Bi0qNcCZ3ZLhtgyUTcKJRsFQS2rJuBHtWTPx8Vm6SK9jpWAiTntXfBxIIILi8Z1q/RwgB0zRrHgPcyqn9EAp7eBhKc0upKlAt5zENcNuE0tgsjWSHSantxoWpSMh1HcIywQ0DSlPzbDfHQ71jYCGQV52iwSoh1ISAGcaCexhwy0KhnKzgHDyVhAMCc+fL7uvBw9Z6dqm5npFFNwG/1tYch6fTMPsPIbRmbdmQq3Isxnlgsggm6xYJIeQmb6VaR/OEiYwBnsnAGRmG2tJWdi1AVE0+/yZZ/0oIAZ5KgRbX1/J8GQGfxPqPm2bZ0HKWiJeVTFcaG0E0Debe3bD6esuek2oBRI56NbSuJXW1hRACoihw4jFoHR1jb9i2px1OLAar9wAAIPX4o2g55Z+hNI+tMUjOsyU4hwBq8mzN5BywqDxb003ei2Ue6oWx/SUYr+wCy+UE8GRiUjdW2KXJgfPd2OK2DZZITHhHZDrJ97fS3AwnEZN5HBM5j2nKRNS8kUwpeHZqdr/mGsK25SQuADbFMrg+EyNvbFUr7rhQcwlZJuPx6HEjK8VCUkn3etX2DrnZ07MSJJfTy7NywSSEkIpYPnMWpmfAU6kFk0s0VxEs59libEFE1EwEbmSlFHsFQ5NoGoRtTTpvS1gWuJEtLWZc+F2KAkzwe4QQEFZpaLkQAvbQIIiiwo5GS8IUaTAIbckyKA1NZf9xw4D+0gsTUqykkQh4KumuBaUXlXk8W04iNnaA4yD1+CPedIWCYsa1erZmkoW2mTml1JNfIxwHRu8BsEQCcByQcBg0FAahBNyyYI+OQh0Zrr7DXADRNNeVC+R3accMLULpvA/94Zm0nFQ0bfLV0KeYfKgfUVUQQWAPD0Fpaq7bu1Usq00XsPobt20IxwZtaABPp0pCuHxmHuE4ss5UlXFLAwFZnsC2Qef5jnUewTlEVvfma+k6hGWB9h1yXwuuXQ8aCCLQ0wMl0gDHMCBM051vfc/W3EUIITfrDCMXtlyaQ+MzRRTIaC/WXHEnmazq0SOaBp5JS2OrRi9rOfJzsdpQGv1iDfRBbe+Qm7YTNHpFPrRc9V4L13WwVArGKztg9/eBNjSi6XVvKPEeVTICSUcn7KFB6C8+h4ajj6vZ0wwANBiCnUqBpdOg4XDOuGfu/C0YK6ljxjMZpP/+GJpef5JsFyXgNpficULMOel339iqAM9mEf/LH8FTtS2MuWXCiY6ABAKyWGYBAoDIZmHs3A4arE39hDY1ovWNb3UNLq5nPAtXoqhld/Pe9773Yd++fdi6dav8biHwwx/+EN///vfx0ksvQQiBLVu24EMf+hDe//73ewycU089FQ8++KDnfIFAAN3d3Tj77LPx1a9+dUrVW1gqJRXDbBtwnDkVmsCzuuuNUpqbwWLSu6UW5HbUdJ5UCrRAvlUWpF5YC9s8+RwZtaFR7jibJpQFWix3vlApEboQogXAswm5ebNAxqQUx7BdbxUg53QWHQHR5UNbaWsHCQahLVkCpbUNtLERGI0CQoAl46Cq5tfamsMI03Sfi046DW3J0tlu0oLFrXmUq2W02BC2DZ7JgAYqGxAkJ8nOLQuT2WIUpgFSppgxNw0Yr7yC0HoCpbFp4nOTY5cNLWeJOFg6DXugX35fJo3Eg/ej8bjXItC9fNzTEkKgdXbBHhxEdvtLiLzqqLo2W4mmwYmNQu3szJXd4CDBXEFj2y673nWGh6A//ywa/ulo6dkqUGmcawIZi8rY0upYSAjbloZWIAAarBI7m/98SoCEwlAiDWXfZwAQCII2jZ+rw00LPJWWk1o4LHdpTcO7E6Eo0mVdrsJ4/jsZwznnnIPHH38c1157Ld74xjeCMYY//elPuOKKK/C73/0Ov/rVr6AU/CDe9a534aabbnL/TqfT+NOf/oTLL78cjuPg29/+9rjtrwXBGFgiDhqJuDL2ldzzU0EgEMCqVasQqBYHnW8b5xDGWH8TVQVIzrvV3FKzBy4/QZDA2HURTZNhSoaxYBa2eYRtg0DI++g4crd5mowtwVjlhw2lZXfV6hkDCwXu2BCoPl7z6qbcNBZMLqGwLLk73NjkvuZk0nAK8g3C6w8HIUBwxSoQQjw5hiwWA13WvaDqCi00eFYHtyzQhkaITKZmT/pinAcmi+AMIHKumIth//VS7xiQIcjm+JuthEx6znDSaU9ufh6WTILrGfmcVRQpWjKB6JFKoeVOLCbFwArTXRwH6ccfRXjzEQht3Dzu2ocoCtS2dpgH9oFGwggfvqnmdtFwBCydAtd1AAIQzHVcyBSFMWMrtP5wGLt3AULA3PMKlOYWBHpW5OqPsZwM/PhRCTM5BywqY0uZQEgTDQZAQ+N7c1gyBRoKVXadCg7CRU3nAuCJRZXeHwekYFeFqDljKzewyvH1r38dDzzwAJ566ils3LjRfX3Tpk049dRTcfzxx+P666/HZz/7Wfe9cDiMZcuWec6zfv16PPXUU/jZz342ZcYW1zPg2SyU5hY4yUQuNGH6ah4oioLm5toEG4QtxUhIwb1UGpvA4nGwZBJqS23hKrKivAUaHvu8u7C1TChoqnL0/IMbBkByO1GQikpq2/R8lzMahXnwIMp5bWgwgNDaDZ4wXKC+MbBQEEZl2XcPhCyIRVQebplAUfikvX+fG4qitLYBoTCU1laonV3ytUJjKx5DYPmK8eWGfWYNlk6D5DZWWFrmbeXrHlVjMc4Dk0XYNgihIIoKYcz/eaLeMcCzuXytceZSoqrgmYmnCQjGIDLpsqF6LJkET+c24SmFyIt4TcDYKg4tF4zBHhlyNQYAQGlpkWkxALLbX4STiKPx2NdUlqPPQYNBKI1NMF7ZCaWhEYEaheFoIACWjIOnUyChsCdnS9i2J21GW74CSlMzMk8/BQDQn90GGom46ytQWpNa40RsgomyqAQynGkSlJC77Gb1Qajmkicn0AZ38V9wfqKocjBWiJ/mnOPb3/42PvCBD3gMrTxHHXUULr74YnzrW98Cr8HdGgqFpnRgOum09MqpqqyJMM2hCbZtY3h4GHYN3+OGIKlejxQA2CPDtSsamqXS0wBACM3t3iwseCbj9hPVAuDJiYmK1IKsO2dCaWj0/os0gGX0sruL9YyBhYIwshVl3wuhWqAkJn4+Iw3/AjEhxmAPDrh/qz0rAGYjuGqV+/tUCjZRnERCvs6cSdWz8ZkeBGNgyQRIMCjLFzBWs0jGYpwHJkt+gU9UVSq+zXNxrnrHgJNKjWtkADmRjKwx4TmDG4b01pYJV3RGR2RNRNtyy/9gAjml5ULLWUp6zVhsVL5ACJpPOg3hLa9yP2P3HULywb/CSSbckj2F/wrHhNLQAKKoyL70ApzR0ZrbRgMhOKNRud6lxPWkCdvyGFs0FERwzWEIrtuQuyiBzFNPSJ0Fx6lZrXEm5wDf2JoKXGOoSvKkqkxYyUfYVumuSr6wsV3+mnbv3o2+vj6ceOKJFc97+umno6+vD3v37q34Gcdx8Pvf/x4/+clPcNFFF9Xd9nIIzsHjMdcLSDD9yoqO42BwcLCmMSAcu2x4ptLYBBYbrVm5jWd1j5pOHhLQpIDEApIeLiy6DQAkGAA3s9NWU0w4DoiiSAGTwn+aBiJEWfGYesbAQiBflNcjn1tBFZVomlTOXCB9U2j4A7l8rcJ6eYoCpakF2tJu9yW1dcwNy5IJQKF+YeM5Cjey4EZ2LO+EkJpVXhfbPDAVCMuSIV2qAu448z5vq671gG1DZDI1iZvJIvH2hPOpuGGULWbMTRMskZDhcYbpem4Eqz8viduloeUskZC1snIbbmp7B4imIbxxExpPONGdS1kygeT9f0L8D78r+Re7+9fI7tjunlNpaQU3TegvPgem17aRRyMRme+dTkLwseeUsG2PIEj+XkSOPMrN1RSWhez2F8eivWowRGdyDlhUxtZ0wW1bhqxUiWfNVW3xSlXWiLCskgWSa/FX8GyNjIwAANraKsdxdeRqGgwNjRWI++lPf4rGxkb3XzAYxCc/+UlceeWV+NrXvlZ328vBs1kwXR8LqSRkThX6rTRREk0DhIA1PFSTocTT6bIiGCQQALfMef/AKoRbuR233PUSLQBuWtOmmCkcp6whCwBQlCkrLjmfcWPzc/VUuGEg+8LzYLFYyWflIsGa0Pw01+C5XMlCYRqe1T1FMwmlCKxc5alloxQaW6kUCM1taPmerTkH17MytD63KKVaADyVXFAbWHOJ/HxLFDWXY71wnl3jwQ0D3DSqSrHnIaoG4dgTnke5nin7XGOppJzTIg0QZlYaXUJMSC2Vm6Wh5XZ0BKwgEkVbOpZKEljWjeZT/hm0cfy0h+z2F91nLyEEakcnnGgUdoECbDWIKiO2eM475bbZtt1yPMhtsgJyHm84/nWgOeVGnknDiY3KAscTMESnE9/YmgK4ka1ax8ZlgvHOvELeRTWPUFeXzEMYreLCzb/X2trqvnbWWWfhmWeewbZt23Drrbeira0Nb3zjG3H11VdDrcGNXgtcz3gFMdTyyoqzRaX+BgDa1AQWH9+7xS1LTmpa6QRNtIAsmmzOnWueLPn8wfzvgFAKAiF/G9Pxfcw7GRdCciFxi33hJY0txw0j5KYhjY5MmbGb95QvAEEIkUtmL8y55FndDd0VigLa3IJAd7fnOLVgHuTplNsnEwnV8ZlenFTS47mUKq+mrx45DQjGAC7D4QmlMxL2P5fgRrZsod9yEEJk/0xkU10I8LRXvTgPSybBbRt2dAT2aDR/QE15SSUYhrf+oGmCjUY9nv9iZU+lqQnNp/4zQhs2QlvaXfJPyQuHCAFj11jB+HxOpRON1tw8GgpB6Lq3pmxetTr3vufzgYCnkDLPZgFKpIDIHFIkXFQCGdMCYxCmVVs8r6q6eVu1fD4P1zMVQhRJxR2UtWvXoqenBw8++CDe9a53lf3M1q1b0draisMPP9x9rampCevXrwcAHH744VixYgXe+MY3QlVV3HLLLTW3uRJCCDixmPdBqSgQllFVWXEmqdzfuR1ULmCPDIM2NVX0Zorcg5+GS9X48g8sbppQFohGhrDKeHcVFU4mDQ3TIMnsVBaGIQHN7X8yiXon8x1pbI0tEqRUtg6WLDW2CCEy/HIBLFZ5NgsivHOJHYuNGZLBILTlPVCK6th4BDIyGdkngF/YeI7BbVuW1ChYdBFNy4lkZOuq7+MzPmM1j3JrllkytpxYDEzPIFij4MKUfW+N+Vp5CKUT2mQUlgVumh4hNLcN0RFYvQdhHzoI85UgWk57EwhB3V73cqHlLJkA03Ww3Oa7jLyx4CQTUBoa3c9STUPkyKPKnpebJuL3/R5gDOa+vQgfvtkVqCLBkPTMWWZV6fw8NByBHR3x/I5ZOi3LAwFALuLAUwqpYD0pjGwujFAWOK4YATPDzI1WzBDToTwicoVca0lCz4ta1DNRCccBt+yxia4QVakYfkcpxWWXXYbbb78dL774ovv66aefjg9/+MPYunUrfvSjH+FjH/tY1X457bTTcMUVV+DWW2/FH//4x5rbXfF6DANcz3hUGaXreHqTbvPqQ+ONAWHblfs7B21qghOLyt3vCnDLlIWaK3wfIWRBiWTw/ARXAAkEINKZaQnDEqxyGCFRc3HzRb+NWsfAQqH498QtC8KxZZhFOejCkHV2kkmgaD62CyTfSaQBwRWlCzaiqq5xzrNyN3uioTo+0wfX9VxYV4E6L6XSMK4hQmKxzQOTJl/zKDffElp53TGtzUin4IwMTUkUTM3rAceBSKdrMhLyyOLG9YsNSXl5q6QEDrdMaRDlPFoiV9NVgNRvbBWFlgOAE4+BJZNuaKja1i4FLlQVdnQY9vCQR3a9HDQYRGjt+lyDObIF3i0aDMqoihpr1hJFgdLQAFpQNoYn42PnC4VgDw96xmChMZwXRxJifM+Wr0Y4TdRTZysPNy03GbfcPyedykl822UVWjxqLbmdi/wOXMV/ZqHsu1wglfO0EEWpmhPz7//+73jrW9+KU045Bbfccgt27dqFK6+8Er///e9x2mmnobu7G1/4whfG7YP//M//xIYNG/DRj34U6fTEZU0BgOl6bvemoNBv3gidRmOr1roaPG88VxE7oVoAggvYw5WVCbmu5/L0ykO0AFgmvWBC3biul/QZDQTBLXPKQ0RlWIsAIRWMrbznsCgkbtHV13FsFKpOCdMEdxwZUlfmnpCABqbPvfBLns3WvKhwi48WJLMLx4EzPOz+HVneg2BHV9njaa5OorBMcNuSD21fSGFOwfRMiaw/AEBV4dQgXrTo5oFJIjjzeAiIqs7KpgzPZMDSGa/QzQSpeT2QLQ1JHg+iae6asB6EYZQd1yyZhJNIeARgnEQchNC6IxGEY3tCy4UQsIeGwFJj+VpKUzPUzi40veFkNB5zPLQlS8EyGVgD/dIoq2DAhDYc7qYRmHv3uN49qRbKPbLy46E0NHrCKZ1CSfrGRgQPWyeNxNzrHjEkw5QlaLjw1gwrw0zOAYvK2KpF4jwP0TRZgNiSBYYr/XNGR6URpWdq+icsC04sVvWcsCzQpkb5o83VUiiXE0YUVRaPrbAQoZTirrvuwvXXX4877rgDxx13HM4//3z09PTg6quvhm3beMtb3oLt27eXPT5PKBTCbbfdhoMHD+Jzn/tczX1YDpaMy9hvT7jZxJUaa4VzDtu2xx0DxblHlVAam+DERsHLGJ/52OtqCbUkEHBD3eY7gjEI0yzZkXM9llOdm8a5nPCrhAeQMnWjah0DCwVuWSBkbBxzIwsaCELkNnyKIZoGMceEWwRjMA7sr+yNK4IbWVmGI1AojpGFU7iYWNoNUaY+G4CxOk2cgydTE1rQ+EwfQgjweLxsqCDVAhBZfVzjeLHNA5NFOMybs6QqUrRrBoVjeK6oLVEUuck5ye+udQxww6i7ltVERTKcVKrkGQpIsR5W4NkBpHogFFr3dxSHlvNMBjydAkuMnZ+2tEDt6AQNBBDoWYGG41+LphPegNDGzYBCYQ8PwR4ZLvFu0mAIocPWyT84R3bnDvc9Qimcgu+oq82MgafHPIW0qRmRI49C+IgjZbjjaNQTyZCPshGcA7z6OJnJOWBR5WxZdQxMGg6j9Y1vrbrwELaN7K4dAKUlSXuV4IYJwWyED99UNhEyD9E00HAYLFcgr2xukKKM5YDlfjy333679zyE4P3vfz/e//73lxx+9dVX4/vf/z4aG2XuwtatWyu255RTTpn0wOSWBZZMlhSbHU9ZcSowTRO7d+/GunXrEA5XLp5cNveoDDQQAEslZe5WY6M3mdONva5+f1k6JT2T8zzHQFgmuGNDiZQpKEopmK5Dbe+Yuu/jHBBcJsFWgGhaiSFc6xhYKHDT8ISLcF0HDQTkwkXPAPB6d4iqgeu6NC7myK4/z2TAkwk4qgqts7w3yvN5wyhJZudZ3RPyO6ooiFg2guUW7AV5W05sFNrSpWVrtvnMDsIw5GIqVPr7JYEAWDoJbhpQ1MYyR0sW2zwwaTjzxGgQVXXLRNRbUHeiiJynSGltBUsmwZJJqFWUlsej1jHA0sm68rWAgk1GywJqKLIN5IwgXS+7JnRGRzzGhmyXVEuFXb+x5TlPIg6WSYPFpUItbWyE2tziEQsihEBtbYPa2gZ+2Fo4w0MwD/XCGY3CicegRBpAGxpAKEVow0YYe14BOIe5b49c54ZCIMEgnNjohPLyZdTY2Map0tgEQinC6zZAaWhE9qUXcs+z3OeNrBTPEmLcMELTNGdsDlhUxla90HAYqPZDTKVkfGlLa82TDg1H4MRGQbUAlBoqmFeLjSaKAp73CE1gwd7Q0IDLLrus7uMmCs9kwE0TarlFOcScCNfhlllR5a4YpakZzmgUWmcXlKYxpQsZgmRDbaj8wPeIZEy61bMLt2SdOZR5KFFNcyWZxzNga/9CDsEFaIUwQiCv+CjvQzn5/YWOEAKiQOJXCCHDr1QVxHHkzmgRxKNIWHnsziROMiHDeNJJcNMcV/ygXDJ7oRIhFAVobq14vEckIx5DYPlyuQHjMyfgWR3csqA2lT47XdlowygRP/GZOIIxjx+YKCq4k5nwumNCbbBMCM6lQBWhsEejUFpbp+6ZUu47HQc8na5J8r3s8XVs0nDTALdNKE0t3tctCyweL4lE4KmkrAOY9zrWaMAUFzR2YjHPs0BtbYPS1OxKqRdDg0EEVqyEtrwHLB6HNdgPu+8Q7OEhUE2D0taO4GHrYO7eBTAGY9cORF71T6DBkKyflUl75tia2mxbnrB3pUCCPrCsGzQclnm6Obgl65BJz9bc8V4vqjDCqaYeSdA8hFIQIWouwMizesWdlXwV8flS84KlUwAhZScGQpWakpunm2r9XQwNBCA4gz3izd3ihlk+p6AIQhXwbP2JtHMNYVkVvYEkEJxySeYxz1Y1Y0uT4jVzqH7bjOI4EA4bi823bcC2XREIJx4rn5tFMGdqbQnHAYvFoDQ2gxumZ/ey7Odtu2wyuxOLueOARhqAKlEIasvYYsdJJuTuMascqu0zs7B0GoTQiotsQuiCEh6aEzCGwgU6mYGw/5ImFMzjtLEBLBGf9vss62uZNRUzLoaoal21HmUx49JwRZZKgmVK89RYOp1b/9VXB1CYphtaLhxHil8U5DnSpiZoS5eOa8QSSqG2tyOy+Qg0nXgyGo4+RkbrpJIIH77RfTYbe3e7NcqEZXlqHdbc5qLnuNLslXBWW1oRedWYSqIwrbFoKd/YWhjUKwnqommeHIJKCM4hDKOqWANQudbWXEI4Dlg8XnHimq2k20Jq7e9ClMYmOKNRj/oQz+o17biRQAAsNf9FMrhpVBar0DRZc2wqDel8zla1IuK5BcFcKpY9k+RVp1zPlmXCSSZh7Nopk76zWYgyvzeiqGATUNKaDlg6BZbVQSMREEo9SdzlcIuPFu22WwUFNWlTc9UQSU9h42RyLJ90HsyxCx3BGFgyAVLFWCbBAFgqNe/n1KliKjYJuG2DFC0VCZnesP+SNqTTYwWsA0HAceDES4uz13fScfJ5svVvpudxQ7JrHIdc18s+Q1kqKee9IqOBZ2TxY8F4XbW2uGm6oeUslQTT03BiuRpYlEJtbR+rmVUjNBhCcOVqBA5bK68jEERwzdrcBTAYu3a666HCwsm1Imzb3az9cSyFj/z4p3hh507PZ9RGb2QRkFse+MbW/GcikqB5aDAIntHBx9kZkrLyTlUZ8nxb5jpc18GMbOXcNkWR1zuLO8i19nchNBCEYNK7BeTCtWoMPSABTebczXODgGcyZRN7gUJJ5qkzpKVna3zPIQgZV7J2oeJK/Lo1tiwYO1+GuecV6M9sAzcMNx+0EJIXGZgDDymWTLiecBIKgSUSVXfTy0UacNuCEx1x/1Y6Oqoa6YV5ICyVHNvF9z1bsw7PZsFNo2ooqRQeMub9nDoVcMOAsXfPpD1QwrYBpXiupTO2kSUYgzCynnwmEgqDjUbHXUOVPZ8QcKIjIAcPgFVRr2Tp5ITrfsrICqumiA4hhExJCZbL1xotKyPP9Iz0ugtWc2kKIQSENRZazpIJKcqW23RTWluhNDVBrdPYyhNcsUrm1CXiCB++acy7tecV6SHUAlLMok64bUPYFqIOw5/TWRyKjuLOojJEhRsw3LJzZTt8z9asUS4heqJMRBI0D8lJYo+3ABWWBWFXlyEnlM6LB4uTSQNVdomkPOj01doKhULYsmULQlV2RWvp73LkvVssnZbnsEyQKuIneYia8/rMg/tXiXyOT1UPr6LAmWTJAA+cVxHVH6O43kktY2ChIBwHpMAg5ZbpCoZI6fdsBWNL8+wkzhbcsuDE4lByQgg0FAYzDJl3VgEnXS5fK+sJwQn29OCwtYchUGZhAwBqy5ixxdOpsdh/v9bWrMOzugy1qjLXEC0nAFPl2bpY5gHpvdYnLfAinDI1DVVlQoV7JwI3TamsWrCBScNhWYi3Thl4wRisQ70QfYewor0NZHiwbNRFXgFvIus7oL55VJimzK8t2qDltgUWK29s8awu5yaHyeK9NSCKQsuZrntUCJWmFmhdSypunI4HDQYROmydWyssuPow+QZjMF7ZCRIKgqdTdW+ACtuGsG1EC65zeNTr1fRETDE7t0YQ43q2ZnIOWFTG1lQmU05EEtRtB6VSWnicsDnh2OMmPxJFnfI6RlON4BwsHqsa+yxrbTnTFgfO02mZs1JlDAjbkkIOde5m0WBQxj9HR2QtozKFCcshvT6irkTauYawLHDbAaoVgQ4EIfTMlBnSgvMKwt1F36tqENms+72EEFBaOd9jIVGcCM0zaU/YD89kyotkqKrcSZxtYytXizC/Y5kXlKkU818p0oDruueY4LIeUEJLauCZloWnX3oJRsE45pmMm2MrHN+zNds4icS4Yfskp0JWVVhqDswDTiI+7REpzMjKunmT3MwTti3zi3NrHiCvSGjMSLimq3xYcO8JpSCaBmdkpGbvBTdNGPv2wuo9CLWxCYGupeDpNMzeAyXrDrmZbtQcucRNw3M/89LjteS/ciMrQzWLNmh5MiUjEPKy75S6hX6FYYAQAkJI7UXXHduzZuWZjEeOXWltmbRqcGB5D9SOTjjxGEKHb3KjCIw9rwBEekOreRPLwS25pkoURBdE43HPZwoNVWE7cuMe43u2ZnIOWFTGVj3S7+MxEUnQQkgNBRhrWvDk5d/nkLu0GG4YUna6Wqz9NIp98GwWqVd2Ys+zz8Cs8uCRIQkTe3gojU1wolIKtaYQtzxUmTM5MhOBW5WLbuchgZwy4FSF9OV3rcaBBALg9pjn0DRN7Nmzp+oYWChwx4YoMCjsUW+dKp7VpUhG0bxRqSD0TOPE4yBU8fyOaDAEFo+VDemTIWalkQYyPy2XqE4pRHs7Dh06BKtAMvmFnTvxwauvxuXXfQWfuv4b7oM7n7MhgNoXND7TArcs8EwatIzkezFE06rmhsz2PMAtC1bvAVh9vdP63OYZGWkxGcEbwRjAHBBKkd3+Iqz+PgAF8uYzIJJRaTNSaWgESyXL1roshqXTMPe8AjYyDLWtHQ4l6OvrA29shBONwuo/5LkX3MiO60XN4yTiSP/9cViHDnrfIKSmeZSbZlmBKZlTlRkL82tucVUChS3reAkhai/4XhRazjJp17NFAgGo7Z1QCiTfJwJRVYTWrgMEB1HVMe+W48CJDksDtM4oF65nAcdBvMCzNRqPewx9Qqm7BnGvE6Qm6feZYlEZW1NVwGyykqBAbrc/kxknB8EY13NGVEVa8XM4p4Bns3JHZTxvjxAQ9tQuaoQQsIYG4cRiMIeGwKrsJnJdd13s9SK9W5aMpa5HnTIQkA/FOWwsV0PkFq3VdojGJJmnZmITnNVkEnvqnUD+/nVdXxTFTEXR3FEcK89SKVmzqJwqKiGz6i2Xu7kJdxc3Dw2FpPFURuWrUqQBi8dclVPa2AgSCsMwDAguYFoWbr7jp/jEf34JB/sHAAA79uyFFZQLem4a7kJ1Ls+viwGe1cetXZiHBoJSnKDCs3W25wFhWeBZA9bAAKzBgen5DseRAji5OocTPg/nEJwBCpV1IXMLfxmJMjOKhI6eKWv0EFWF4BxOvHLBcyEE7GgUxu6dYJkMlPaO3HEChmEAhEJpboE1MAB7aNA9Lq/2N27b4jFkntkGq7+vxMAnqgpeJlS7GJZMll0b2UUhhGpHp6fEjJOIA6T2uakwtJzbFpzhIVdcQ21tg9rcItVaJ4m2dBm0JcvA4jFo3cvd11ksJosb1ylswpLy8/GC36tl20gXjev83CCYAzAmBUdqKHA+UywqY2uqmIwkaB4SDMqHeZVFDdcz4+YPzeSkN1F4Jl0StlMWQsCn2LPFEnE4Q4NSZczMVp38hJGdsLEF5LxbsVhN+Vp5iBYANy2IeSrkUOuiXEoyT40HL79rVSuz7aWZDYrHMot5FyQsmQAzjbK7jMW5bjMNS6fKeqmIqgKMlc3bYulk2cWR2dfr/r/S3OI+kF985RV88Oqr8ct77y0JhUrlF/Scg2dSIGR+5MUuZKTBUFvEAAkEZG2eOXrP8jWjlEgD7L5e2NH6RQPGI5/nRCMNENnMxDfzHAeCiZy4ggWmy/lC5lizaVckFJxDVBFgUhoapYhEUUqGYAxOIg7zwH6Ye3cDgkBtay87fmggACUcgXWoVxbeZQw8lQIZJ4TQiceQefZp8GQSanOrJyQPyOVtZY2qxpCw7Vyx+WDJ62w06nlmBleu8tSYYom4nJtq9FwWhpYL04I9NOS+R5tbapJ8rwVCKYJr1wGqAhoe2zBzYqOgwZDbx7WSDzuMF+WmjRaFwbvGVt6zRcmcEo+bd8bWl7/8ZZx66qmz2gbXUzOJ6un5sLlKSabSTWyPr4yXU8saz4KfLQTnUtWrhkRTokxt0q2wbdj9fTLWORQCuKgYL1xzf1eBBkNQm5pLduQB6TUrnoyBMdWieuOY5wo8m60tPy0YkDujUxHj7zgVpeZLvledO1LmM0VeqtyVfWesdHwxBqHrZfuGagE3T2KmEULIDQtVrVi3jcW8NcLcSIPiEELLBCsIn9Q6umDZNn7xx/vwqa/+l+vNCmgaVi8f24FNFWxwOaOjIJrq126aZXgmXbNwkVv2YYYEHOolXzOKhsMgigbr4P4JSWJXQ+RyiGgoJHNYJrgZKzgDhBRhkCFg3vliujd5XdGqChuYNBQCNww4yYRca6TTMPv7kN3+ErI7d8AeGgSNRDweobLniURAqALzwAFZysWqXkA979HiySTUriUgwQBELpQ5D9G0cfNfuWFA2FaJx5alcvlaBeUugmvXgXqMrQRAac0b1NweCy0XpumJdlA7OjziQJNF7ehEoLsH3Mi6BpcTjwHBYEUl3HIIx3E3/oqNrWgs7vnb7UPGZEoIpXMq/HteGVvf/OY38YUvfGG2mwGWTk3K0MpDVLWkMngebtvj5sIAY+Fbc7Ww8ZgXsAZjS1UhslPn4bFGhuEkk1Cac4VK8zkfZRaRtfb3eNBwuOzumXWoF8bOl0teJ4SABoOwh4fnXaiSlOQ1aoprl5LM5pR4CDhzAFrbDhzRAlKcY5717WRwd/bUfI0tq3zona7DSZSGdMhFwuRyPSYKz2bBUqmyGxYAQMIhTx4DkJtjrNJIA67rnkUs7+zEZV++Dvf97W+usbZ53Trcdt2X8aYT3+B+LlngEXQScdkfpjmnowcWMoIxiKxRl0oaoXO3uDHXdXfOVJqaIBiDeWB/+ZDeCcIMQ5ZNUHML/onOu4xDMO4Wz5W5TGPPz4lIr9cDN82ceETle09DYTgjwzB27kB2x3bYBw9AMAa1pRVae0fNEUhKczOEZcIeHioR5CjEiY0i8/Q28FRKGlqEyNBV2/LcQ6JqEI5ddR7lZoXw51QC3LbBckIQNByG1rkESnPz2GeSCXlcjfM0N8dCy51ETKqtQoZXq61tUAoKuk8WQgiCh60FDQZB823OSfgL26o5b0s4ths9kyjxbMU9fxd6B2XxZgrMIWGjeWFsHTp0CG9729twzTXXYOPGjRM+jzoJQYs8UhK0dBd1ItBAECweh9nfB5bJeHdrbcuTzFgNgrlba0v+uKpPlnmIosqwhSm4FpZJwxkcgBJpkNXOVRWdPT1QLKusgVtPf08EJx4DSybLLthopEEmq9ZQ6HouIZUIa7y3WmDqZO4dVipFXOl7A5qsu2FZ0DQNy5cvhzZBadv5gjS2HDeMkFsmuFHO2MqAxeOlhmi+ttQshF/ydArCMiuqgFEtIL3QniLiuWT2ot8uz3rl7Xc5DHt7ZVihpmn46AUX4Nv/8QWs6elBW2Oj+7lkwdhiiXhNiyaf6UNMYCOMBIIyL7FM+NxszgPScNQ916K0tILpGZgHDkzZGOOpFIimTVrwRjAmfSGMycWy47hz+FRHopT9fqu8eEQhtKEBLJMBy+pQGhplblNjY9UNcVVV0dXVVbImVFrbZM2rCmPDGR1F5pmnwdNjhhZQkJdcYODnlTGrerby9bKKsEdHIfQMkFsTKm3toE2NYxvHkJv+Uv7dri1ixDDcZ4J5YP/YNTe3QutaOinBt3KoLa0IrFjl2WiXxiOBU6Nkv7BtN8WixLNVrEhY8D1c12UY4TierZmcA+aFsbVt2za0tbXhueeew2tf+9oJn2cqjK16JUGrQSMRQFFgH9iP7I6XYezZDScWyyX12+UVatIpZF9+qejHRebsQoDl5JNrQlXAp0DhSHAOa2AgF7Mud8gVRUFLayuoqpatzVGpv6cC4TiygKBlls03IYoCQgic0cqJvnMRdxFUQ56b269T4dZ37JrH1NhC2YSqqmhvb5+SeWAuI42tsZp2wjTHcusKDYl0Wu4cFycaEyLlzmd4ThGcy7C9cTayiKp6QnIrRRpwXR+7NkoxxMbmzI9d+G5ceOY7oOaOayl46KbE2BzAk6kSoRWfmUXYFngVT0M5SCAgvZFlNndmcx7I1wwqXMwTIvOJnPgorN6Dk/bCyzpjBmhBaNpEBW9cCW3blt4tZ8xLlo9EmU75d57VyxojhRBKoXV0Qm1uqdn7qSgKmpuboRTNG4RSaJ1dZQv7skwGmeeeBs+kPYYWkOsfwUvnUkorp4pwLg27ohBC4TiyvlaB915b1g2qBTzGFs+JeAiHu0IXlSgOLS9ca9BIBGp7e9XjJ0pwzRponV3u3058FDQQ8IR3V0NYtpSLFwLJoo2T0bh3HUdDBcaWKT274NXVGmdyDpgXq44zzzwTZ555Zs2fX7t2refvvLyjruvIFgxgRVEQCATAOS8rARkOh93j86olTjwGS88i1NQCBQBjDE6RJ4ZQgoAWgICAZZY+oAPBAAgILNuCUDWgSYOwLKlONDQIrbkZIhCAZdveGGBCgEQC9vAQSM9K90fKGANLJqDxHlBKYVkWWNEAU1UVmqaBMVYigU8IcYu7GUbp5BkIBKAoCmzbLrnWan0oOAeSSZBAAFZOprQQTdNAKXX7UHAOns0AqRQ0ShEMBiFETjWoiFAoBEKI596415NMyArxjU1umxhnyOpZhCgBjcWhLbNgFvSRlUzAsR0ogoMSCtuxwYt2UhRFgaqq4JzDLjIICSEI5O5H8bWyZFLG6Vsm7GQSrEi+mCoUSkMj7Ngo2GirJ6kUGBuHU3lvxutDTdOgqiocxym5Vpq7N8w0YOXCPDzHBrSyfeiYJlTThAqMOw6zZWrQBYNBEELkdzoOaME1Vbs3zLIQsiw4joNoNIqGhgbPQ3YyfVhujqinDycyvvPnrdSHSi6kON9eK5VyF0i0sVHmcGRlQVA7k4ERG4Wa64N8H1oOA4vFEGhqds87HXNEYR9mY6MwRkflTnXuc8VzBABwqsCKRoElSxFqaABLp2CDuMfksRMxt3A8jTSgr+ABv6yzE4Ach7ZhoLGgyHG8ICTbSsRhmiYcywZSSaihEILB4JyaZwv7cK7NEZXGdz196CSTsAxDetEL5lnTNGU+YiLu1gfKzz0OAexMGojHoRSd17IsjI6OorGx0Z0HZuLemKYJO5mAlcmAagEQU24AKYoCLgRYuAHWoV5YlEJbumzCcwTPpOEYWQTa2uV8yAVYLAbe0VlyrZXm2fy9MXUdlmnJvGKHgRIuhb04h8U4hJUB0mk3x3Iq+1AIAXM0CgjhLlRrWUcUUmktll8PtLS0QFVVuRbj3vPm703+vNbgAEYHB9HSswKMM6i5TUb9wH4Yz/wDRNVAO5eArFxVMA4J7NFROJEGkHBYGta5cehkdRipFGg4AidvwBICmkmDG1mP90dduQqmaYIWqhGmUrBsRxoW6TS0SKTiOOSmKRX6gkFYlgU7ViDK0tAAmjPiHMcp+T1ShUJTNXDBYVulG+Ge9WxxH4bCCB6+EZltTwGQHjt17QawRBxGKolQU3PFdbIW0MAduQZOlamtGY3HPc97oRbU2jKyIJTC0LNAQdgu4B3flmWhsSCqYTqZF8bWVNHX14fWgjoCLS0tWLlyJWzbxu7du0s+f+SRRwIAent7xyaloUGQ0SiWNDejqbEJ6XQaIyMjnuPCkTCWdy+H4AK9vb3Fp8WaNWugKAqi0Sj0jHcnpL2tDc2Og/TgIEbSaUAfmwwDwQC6DAM8m8WhA/uB/KI9qwOjUaxbux6hUAjDw8OIxby5GJ2dnVi2bBmy2Sz27dvneU9VVWzatAkAsG/fvpIJa82aNWhsbEQ0Gi251ra2NvT09MCyrJI+JJaF1eCgkQgGBwdLflBLly5FY2MjUqkUonlFpmQcgqpoWt6D1atXgzFW9t5s3rwZiqKgv78f6cL4X9tGRzaD5kgEum1haHDIc5ymqeiORMDTKezu6x9r66EDgG5gZWcHAloAo9FR73lz19re3g7DMNDf3190Xg2rVq0CABzqO+Q11KIjaDYMKKqKxOAAMkUTVnNLM7o6u5CNjqD/+eeB3EMRkIuWLVu2AAAOHjxYMomuWrUKzc3NiMfjGBwc9J63uRmrVq2q2IdbtmwBIQSHDh2CXrQjt3z5crS3tyOZTKKvr8/zXiQSwdq1a8EMAwNDg0BRnt3q1atBVYroSBSZQgGGZBwdHZ0Idy9HJpPBgQMHPMcFg0Fs2LABALB3796Sxd26desQCgSQiMeRSqWBAg9IS0sLOjs7YVkWDh065DmO6mk0rFwF3tiE4eFhDA8Pl7S3qakJo6OjJe9NaI7IsWLFCrS2tiKRSJSMl8bGRqxZswac87Ln3bRpE1RVxcDAAFJF4hbLli1DZ2cn0uk0Dh701nYJhUJYQWWxy95Dh6S3ds8eqLkFCm1qAREcdlYHOEcmOoL0vn0QtoPW1lZ0dHTAMA30Dw8D8Zj0+OYWCNMyRxCCI444Qvbhrl2wD/UCBbvKZecIIYBkHA3hCFauWwtH19E3GvOGAAuBtoJx64RC2NM7Ni6acx5vPatjaPduWAW750Opsd+9MRqVc3g6JcNZkils2LABwWAQg4ODSBQpYnV1dWHp0qXQdR379+/3vBcIBHD44YcDkOO7eFGzdu1aRCIRjIyMjF1rjvb2dixfvhymaZb04VyeI4QQZc+7ceNGUEoxMDCAZJE4xNKlS9HV1TU2R0RHQIblPKMFNKxaOTbPimgUpPcgxIaNQCiEFStWIBgMIpFIIDk4KBd/ufm0o6MD3d3dyGQyGBkZ8YxTRVGwefNmAMCBAwdKDOUpmyMG+kEG+t3n+pKlS7zrCF0aLyKVRmNT08TmiGQCbZk0Ojq7kEmnMTg8BAxJ4wVUQSgUwvr16wEAe/bsKTFe1q8vWEfs2QMyMgxiZEHSKQSDITSappwjBgYA04CgChAMTv0cYdsgB/YDWgDrOqQxPThU4zoiR6Qhgu5l3eCMl12LRRoiUFUVIyMjyOre+buzsxMtLS1yjhgcwndvvx1P7NmL8/7pKPzLUUeira0NTmwU2aefAuEcgjHEt7+I0aXdWLl6FQJaAPGsgczevcCe3UBDI0RTEzpXr8ay5T3IxGLoP3gQaG5xi/9qmoalRIDbNuzYqEwRoRRRNQD09qK7wANlJOI41N8PZHUIVUN79/LKc4RpYhUYqNKAgb5D4NGoG9aW0QJoJAQqgFQ6hdGo1+vU0NCAZcuWVezDw9YeBkIIhoeGSzYFurq6EOzoBIIhwDTAEnEk0mmQdBLZ/fux4shXQYjy6+TVq1dLVUbTKAkhBKQaYTabxcCAFDqitu1urPCslPUf6OsD1zSgIGx33bp1CIfDGBkZwejoqPv7nG4WpLG1Z88ez9/btm3Dsccei6VLl2LdunXu6/ldLU3TPK8Xs2LFCnfhZ4KDRyII5rwPjY2N7m5OHpJL3ieUYMWKFSXno4oc5h0dHWhv87pv87spTZEGhMp4T+ztL0BYFpa1d7iuX57NQggOLXc9XV1daG8vPS8gd9mKr7XQHb5mzZqyO1L59rYUJVHm+zAQCJScl8VGgd6DoFoAS5csLbsjBQBNTU3u7p8zGkKgpweBpcvc85e7NzQXDtXd3e1ZlFu9ByGyGdDGJkQ4d/vfyhle7e0dIJYFJx53zys4h2FmQcRYP7V3tHsM88JrDeUe6pX6sGd5j+daLcuEpSggqoaw46Ct6Nj8eAg0NWE5YwitXl02ZGblypUV701ra2vJDk2+vZX6MN/mnp6esrvWgLw3xcfm+16YBrp7VnhCGwqvp6OzA21tYwpHLN6AQO630tDQUHUcHnbYYSXtDQaDEIyhpakJTS2tnljwwnFYfG94JgOWTgNdSwDAXZDlyfdhe3s7mgsSkAvPW88ckSffhy0tLYgU14zK9SGltOx589+7bNkyLFmypOx5GxsbS44VRhZs317QhkasyBXATO/bjbzJq7W2ggQCsPuk4REiBKGAhsiKFWPjOxjC8tWrIWwLoVWrQAKBaZsj3HYzhiWhIPjq1R5543JzBACwWAO0UFCqYQJYsXq153zcMJB6bGzREO5ejsSLOwHIcbayR6oPhrUAupcsQffK1cA3bwIA6AVGkOY46F6xQpaMUFUE165127R06VJ0do5tjABj80ckEhl3fFfqw87OzopzTzAYrDoOZ2OOaG5u9twbYGx8E0LGHd9dXV2e9/J9mJ8jTALwoAyhKp5njXQKNgHCzU1QlyyFFtDca20AQMJhBNeudT0Khf1ROA8UnnfVqlUV+3Cyc4QBAUcI99mdb1N+HcFNE8KyEFy1Cmpurqx3jrAO9QIj8noikQh6Vq0Gz+oIrlgpBZwKrrU4CqjwWru6utCYToEFAnBGhpDJZEA5BzOyCAVD6Fm9Gjw2isDKFVCamqd8jmCpFCw9BVqgklfrOiJPfi1GFep5LuTXA/mSNJ2dnWU9WwAQCUfQ1t6OJ/bsBQA8vHcf3nviCeBGFqnH/wZS8LsI2RZaOzrcYzuWdKGtoyMnUpSBYA60oSGYhCDAGJYtWwa1YHOVEAJn1w7AskByBr/S0oIl69eDRhrkeSkFOIfq2Fi2ciV4IobAylUI5OaMcnMESyYg9u8DURQs7ezCsGMj3+rOI450+62psQmRosia/PO8uA8L2wwAXUu6yvahcGyozU1whg0QIdCsaRANjQjnogkIqbxOdiwLhLHyxlY8jnA47B6b6uxEfjuIGwZACZYtXYLgmjUekZT8b76zs7PkuTydLEhjqxKappX8GAE5mZV7PU/+5oicK1NEIp6HVHHcbx4C4lnUFROoUo8pH0JQjJFKyR8sEQjk3ueESLcpY4CmuZNaORRFqXqtxYZjIZqmVUwoLNeHZpTDyv0Qx2uT25/BEDRCPA/BWu4NIGOqWSoJ2tomw6nK3BtN09y8rfDyHikda5oQlIKEQqA5SXFN1ZDduwPakqUl8duV7k2e4mu1M2lQTZPGQSaNgKKUNabUhkZgNIqAbUEtI1U7lfemkHLXIjiHNTgAFo8jsLynRDpXMAZkDQQbGqAUHO8k4rB6DyC0bgM0VfPMME44DIXLhex447DSe9y2oSoKSDDkyUkovNbi6+HIJVrnNi+CwWDZ8091H+ZRVbVibHg947uYcn1oxmOwLAtacwvyR2YKPAdqWxuUji7oT/9DvpDNguoZz5iklMrwvKSDoKJAKfqO6RiHPJOBattQWtvK5l8V/5Z5cwtgGGCJBChVoBb1k6NnwAuuO7S8B4MPPQYAaG9pQSifc5vVEV6yFKEVK9AQiSCj60ikMyBhmesnDAOB3OJAWCZCiuIaEnNlnp2J807X+B6vD0PBIITgEBHvPANIyX4zNgpYJhTT8LRRUzUoTc1j96zgvfz9qzQPTGcfcseB2lB6LfnxLTQNTjyGIOCO6XrmCCEEYFvgBYZasKEBjmkgSAnUovOMd2+YQsHCIWRffgn2vj0AIQitXYfIpi0IhUKwNQ1BRYU2DXOErWcgtIDn3LWuI4qptBbLGwrV1mKKomCwb8wrPphMwrYdWI//zQ1TziPSaajM8awjoEJGYTQ1yVQJPQPrwH4QRUGosckzFoQQMIrytQKdSxBqacWzO3bgG9//Po4ysrigMQhhmAiFw7AzaYQCGtRc35Qbh7aeQd7npAruFnongQAiS7vd30S13zIl46x7KvQhb2iA2toOJ+8RTiWgNjUDOaGyautkbluAbVc0tgqf90bBRhI3siCEIqBpCAWCJc8wIDe+Z1CleF4IZMwVpCCAM6laTJOB25Zb/0YUuNLzdUXmkiKh4BwsmSy7IK6KosgY5Il8p2UCjjOuzLwsKG26qoTCsnJSr2MPAGHbsA4egLH7lUklAItcPh0NBGXStmWVFckAZDItUVXY0ei0Jh2Ph7BtWL0HYO7fBycRh7FnV0mbKimEsVhMehfLiJwQSmVY2mTISRDXLLqCgnonc7TI6VQhbBssGgUtyAkUQnjEJJT2DoRWjXmBWDopfwtFY9KdU2ZIkdBJJiAEr7mkBgmFwIyslNEu83vnuu5RIrTa2pHMhQV35bytgsmxpHUtAVEUtOd2hmOJBGiD3PHkZq4OjqbJMe+LZMwo1Z65LJkAy2RAA0HY0ZGS9/Pz7VRKqk8G+dw2q4o4EEplSNqEn4EWuGV6RBcIISCYmOCNsKQYkZ1fKAsha1e6J5++sjPSaz31glUT4cC+sZBgAWDX44+5heJpOOwKD7FMpup4I5RCaWyC1tkF2tgIWuRpFqYBntU9ismBVatBKMV3fvZzHOwfwO9jCSQZh7BMcMYAQsYVVSksaMx13R0LNNIwpZLv5aDBENQlS92/WSwGGgzJeonjrFm5noGoYGwl0mnYBccXGlTSsyU9gJhoQe8pZlEZW7SOBVo53Im/BvW16UAYhqs6WCjlmi+QPJdqbQnTADeMqlXYOef46W9/i5/ffbe7kCeqKgsyTsDY4JYFUZJGKSFUJu+SXD4LUVWp/CiElH0XwrOA50YW3DJhDw7UrJxTtk16BszIQn/hWaT+9pBUgKtSY4I2NEjlwlkqxMuzWRh798Dq74fS1AytoxMQBObe3bD6DrmTuiv7XrQLxjIZMD1TtmghoQrAnEmpbQnOZc5OHaqRJDfpEsdGJBKZ9DwA5AsF1yfVLxiDE4vBiY2W+Tf+g2c8WCoJpmc8NaqkTPrYvdA6OqG0toHmQgx5KgWeNcqPSYIZUTmV6lsxj5E4HoRS2T4jW3ZzhWezY4seQjGijC1wl3V2gFAClkpCbWl1a9fkQ14z2SycfCgNY2DptNwo4HzOqr5OJ8K2ZdmK2ShybeXqLJWRfWfxOIRlQWluBk8mSzbppNdCgBXlUlJKp2weqAduWeA5w70qqgqnxjpExQjLBLfKFAEm9cu0i5zcOyiFKDAgeCrl/g4IVVwvyVTD0+m6aqvVQ+F6oBYOFOXG7u3N/a0oaHzdie4cIowsnKI8zkpQLVCyacjSaQjTkgWLcwTXrsfw6Ci2F+RhxRiTkv6plHwejmdsmSYIySkRFmxMKC0tU1IzdjyCa8bSApz46NiG9zjFjfPP2EJjq6sgRSZW0E+eTcacGqEQoqqxNZNzwKIKI6zmgq6FfC2mmRic5eBZWbOKBkNlCzbOJc+WWxm9KL69kAeffBLf++WdAIBVPSvw+mOOlsaWu5tZ30TLdb2iIRzQAujp6XH/ppGIrNKezebU9LxGWr6vwQWMA/vQ0N4+IVl4lsnAGRqCPSAFEuyBPvAKni1ATsDMScCJx6DMkEpOHpZMwjy4HyydhtrW7o5zpakJ3DBg9R6AME0EVqyU7n2g9GGRTEAYpjQWW4sq0isKhGVO7jfEuTS46pwkCaFQGSubozARWDoFq7cXwVWrS0IsK2EN9MM61FvWThQgCB221iOTWw9CCNijUVlGoKBvhGV6QlLUzi7QcBhKW5s0woQAz1YwjhUVbAaMfpZOgWV1qEX5q+OhhBvA9EzZkFw7NuouAmlDAwYLRC/WrzkMGlXgMAZtyRJ3LBbmuaYDAeTvKovF5KYDIROuVzTfEIyB6xk4iQRYbBTMMKC2tSG4YhVolRCxqYZbttwoKfN7t4eHpAJcMAQnE5XFsIsK2FItKMNJu5e7rwWDwSmbB+rBnfvGkZsmgQBEJj2heZIbZtn+IpoGnqvlWetzTHBZzJiomsdQY5m0jBIIBEBU1TO/TBUip8RMAtNjbBWvB6q2hXMcLBI46rWlcdN47GugtrZCaW5xCxBbvQfQcORRE2oXz6TBbcstT0MbGqB1dOCRvz/l+Vy+wC+Lx0CbmsDH8xCZplvk3ikQESkncW87Drbv3o0Nq1cjPEW/dbW1FTQSGSs0T4gs6ZBKeQSRiskXpU8UGEwb1qzGcG4DPBqPY0lOPIUUerZM0x3nglc2RKuFRU41886zdfvtt2Pr1q0TOnayoVkiJz07W3DDAIGsHTTXjS2WyQCUVu2vl3budP9/516ZfEqUXE2bOmttCSGksVWh8KWAABfc9XzRQFAuRNOpskYaz2al5GxrG+yBfrAidcda4Zm0FGfI/61n4BQV4yuGRiJwotEZ20UXQsAeHoaxexe4YUDt6Cx5yNNQCGprO+zhIZh7dnuuyT2P44DrGXDbhFPG65MPTZtMra18kdJ6f4ckoIFl0uCcT0mIJtN1OLFRWP19NXnqWDoNe3AQSkMD1PbOkn9EUeCMjk64bTyTkflLDQ2e14VpeRZKamsbCKUIFCw+ua6X9d4SLQCR1csWhp1KWDIBEFJXaCggw3e0guTyPIJz2IMDYwVBW1oxECuQfe/qhJPOe7XGQmjacw9tAEgVyAg7cfnbJ6rq8RIuRJiuwx4cQHbny8i+vB1WXy+EANTmFjjRKIzdr8xo8XVumWW92DybhROPgQQCcOIxcOaAFal2AgAJBsCzuqeEihBiyuaBehCWVVNQHA0EpRdsAh4jni1fJJdomoz8qGeNwJjc3CLw9B/XddeLSBTV3YSeSrhlQjhWqYduiiheD1Rti55B76j3+d9rOwhv2oJAjxRnKJxHnKGhCa/FWDIpNypzY1NtbYPS2ISHnnrS87l8zSknmZDP6iprBSEEhGWM1diKj82FSvGGKICv3PodfPI/v4Srb7xxyn4jSqQRSq6MCITIGZOk7DrBbbfjQOTWufGC8bW+QAxptGAtpRQIe3hCZqs8v2ZyDph3xtZkKFcDox64WX7inyl4NgsBuLtJhYsgQumcyUkRQkihinEmyn0F0si9g1K+E4oyMWPLtnOTc/ldQ8u0sHfPXo9sLAkG4YzKZNSScDg9AxACGgpB2DbMA/vqak8eJ5HweLJ4OgMnEa86GdNwRMZt11hlfbLYgwMw9u0BFEUuxiuMcaKqUNs74KSSso5ZUZ9xQ3oJaTDsxrN7yIViCWcSD+YJLvyJpsFIpfDSc8+VrVlTdzOSSdBQSIYAjhNmKhiDNdAHwZyKoXI0HAFLpya8S+zEZRhi8W+OWyaEkauxFYm4D9xgQd4W1zNg6VTJb24m8pS4ZcGJxaHUEUI4HiydgjM6tnurdXahb2isBISwTFh6FlpXl2dTodCzlSrYfMn/DommySKuM5hUPZM4iQSMnS/D2LcHwjShNLdA6+iC0tAgf/sdneBZHcbuV2CPDM/IQoUX1chx2xqPgek6MtueROqhB2Dt2wunzJxDtFzeVsGGg2EYeOmll6ZkHhBCwOrvq+l3y7PZmjzy+SLa9Rpb8rmbLusNIlpO8KUOz6xgTBYyZhyHMjo+NzCK70STYFl9bK2hTmxzdNzvNk0IZ/qiiMqtByrhJBLoKypP0MsFQptkuQUhhGeT10kmJpQnKDiHExv1bKRry3uQzGbx7PaXPZ91PVvJBEBpSa1Lz3kdJ9eX8nfkFGwcF0cTOIzh0W3bAADbXnwJ2158se7rKAdtaPAYdiweAw0G4VTJTxe54tzAWBhhS2MjlhZsikULjK3C3F1hW+76uNpm4VTMAbWyqIytyT4cqnlOZgKWTsrigaoiK7vbhSIZ6oSrxE81wjAgDKNs4noh+wtc87390thyXb917gwJu1TkYjyUcESGRNhWyXGJoUH878u78OzBXqgtLbAG+so+zKu2KVdwszD/StiWDF8s45nMQwiRO7YjI9PuVQDkbhpRVSgN44ctEkqhtXeAaJpHohvIh15aUBqbwDOZkpArQikgBMRkPFsTXOgSLSDVCKcgr5GbJrihg4YjoKEQ7P6+qr+9vEGmNldORKaBgHy4pEt358dtj2WBjY56crXc9zJpN5eTNo6F9AZWrXE3jlgqWTZ+nqiqFBaZTmMrnZLKUVMYmsaSSY8SobZsGfoLjK2uYAi0uRlKUfhKoWcrWbDhUGhsTXd/zCbCNCAsC1rnEinlXWTkEELk4oxQGPv2wDrUO62Gp+AcwqhgbI1GZZmD3JzsjAzL14o3DHJzDqsy306qjYYBe2hoXG+fEAIsk6k9NJ7SuhfswjTls6xMugRRFIDx+jZkmTS0uJHFX5MZHLAdPKob2JPKgOXaRqbJ2GJlNra5YZT1Xk43w32HkC1aj4xaNnRLLujt4UGP0AUf5/leCW5kc9c4NpaCh63D37Y9DVa0DsiH1bFUSubNVZuTHNsTklqYD6YWzHkAcLC/H2bBuX569z11X0c5aMgrkuHERkFDYbnBWOGe5o0tIYRrbLW3tqKjoCzGaLwgZ6sghFg4jgynBVwv4WyzuIytCSxk3GMZkwNanZ18LSGETNTWNCAfale4K6MoHmt+NpHiEtUTgXVdx2DBD6U3V5gOwIQUjoRlAax2NTNALp7gODlVvbEHumAMP3v0cfzkmedw7d2/h06kip55YH+Vs5XCdT2X8Gpgj2nj6awJLgRYPA6mVw9HUhoa5SJ4gonStSIFQsy6dxCVSEPJMfnQy7ycPk+Xz/eZ1AItP4HWiRvCOAWLAm4Y4KZc1NCGRvCsDmtwoOxmDjdN2P19Uo1ynFwNGgjCidZvYLNkAiwrjb9i7AKvm1qQP6k2t4DmjGWeTsvfbFF+Vn6hOp15Sk48DkKVukMIq8GKpZO7l6NvSKqphYJBNIWC0Dq7SsZvR6GxVXALWDInUaxK78BCFcmoNXJDaWyEEmmE1XsQxr69nhCzqUTYNoRdmrsrHEcaOAVzo7BtsETMo+KWhwQCHuN7KsmLAeXFliohr6W6EmEhVAuAp5J1bRBz05TP3Wqh9HWMXeGKMCQRLRAoiDoOnFxRYncDbYrFuXgmXTJfWr0HkXnumRlNlxCcY3+uvlYx+waHYA8NQG3vRPCwtUCuvVwfM0brgWekmBbLq8eqKgI9K/DwU0+VfDbv2eLpVE4AilV8rgonJ0qVE1LzCCZ1ems47ty7z/P3P154AS8X1a2dKMGVq935xYnFZNSQacIeGS77eZFTEM5wgfwd72htdVVjgSLPVijoPZY5slTTHFgTA4vM2HJGJp4HU0nqeqYQuWKHVNPkJOQ4XkXCvLdrDoS4MF2XORhVHtz7Xtnl+Tul60jkdjgmonAkLGtCnksSCstcuIKJnRtZbB8cBACYjoODozGozS2w+vvc/I1aYHoGTnwU/baD/xyK4caRBP6eNWUS7DjCA0RVpWz3dIcSMgbh1GekVjxVVgcglR4Fc8AyZTY3hAAm8bDM17or+/3JJLKv7ETqicfKK28RVI1trxVuSKOS5HISaXMLnOGhsYdkvq1CwB7sB9P1EonfctBIBEzP1LUrKjiHE42CaFrZ31thOJ3S0opUbtyRUMgTQsIyGTjldhgJmTaPOTcMWRZhCgtLCsZgR0fG7j8hoEuXYTC3OFzW3g4SaQAt42UsDCNMFIS6snQydyoiF5YL1dgyDHfBOB40GITa1g5nZBhm78FpCSkUliXzpIvLS+RCs4t/b85orKyHiQaD4IY+LUahk0iAECIlqquo/clrqT3yggQCboHjWhGmLBpbaeOCKGpdHj7Bpaw4SyY9OTMxxmEPDXg/O4WeLcEYRDZbYpg68RickWFYA/0Vjpx6uK7jUIFXfHnBZvve3oMIrFqNxmOPR6BrCZRcvqywbTjDQyXnGg+WSUNks+49V1taYWsBPPn88wCAxoJ50g0jTKelEcWqG1v5cSEKSyEoCmiR7Puu/ftKjv+f391d97WUQ21tdXOKeTqVSzkIyrznMgYRt2UZg3jBex1tRZ6tAi8dUTXXmMuvhQnInNEyqGlm/cAHPjChkxNC8P3vf39Cx04HPKvDHhpEcMXKuo/NK+TRGh9GUw03pDoeCUfkj6booU8UdUxBb5rkUmtBCAGeqytVjb2v7C55rXdgEC1NTRMKiWS6PiGDQWlsLFnsMV3HocTYQ3swmcTm7mVwkgmYB/ZDLZNUWg6eSYOnM3jesJCfBrcbFk7U9ZqMNqJp06L0VIhgDOAMoJNPRObJpPS6cg4QWlZEg5Dq8eXjIRzHU3tFOA7skWFYfYfgDA+Bm1n53alUSX4UUTWQzOSNV5ZIeBYCNBAA1wns/j4oDY3ueyyZgD08BKW5uSZBD6KqAONwUsmalSh5Og2WSo4lHxe3tSD09a79B/E/H/ko3nrSSbjqko8i0LMCVi4XUWR18KLFKzCmYjYdsHQK3DShFoWjTuqcqSSYnnbzJGmkAXHLduuxLGtvg2go9coCXmMrXjD/FOZcEkInXAdwLlOcRF8LRFWhNDfLUGlddxebUwXPhWkVGw9OPAZuWx4Ja0DOt048juCqonZqAVlywzDGrcFYV/tMEzyVkH2QTsuaX2W8y0BOiZDXUUdO0+Tvo0Jpg3KwTKaqsSxzDjNl+7T8CaVni6VTHuntGOPSk5c/DyFTashyU8r9K5Gx8ZSvVylsG+b+vQgs6x43UmAqYKkkegtynI6LhPC7pJwPDlEFDUcdnYuacKA0NbsheuahXjQeX+d3xeOeSBa1swt/37ULVu55efoJJ+DeBx+E7TiuQAbXMyCKAs55Tniq9DleWGOL5UryADJPmBaNx1379rn/39zYiGQ6jYeeegr79u7F6jVrJiUQRxsaoDQ2u9fI4jEoLa1gyThYIl6SPya9wbZrWALSs9Wae54KIbyerVz6Rb4WrSxbQMaVxZ8pahqtt99+O5YtW1aXTKJpmhgcHJxTxlaguRn20KBUoapRrjmPcOzaJ6lpgBuGHECFHpjC8J58mNQsW/HCNKWnqEoOhhAC+/aVuuZ7BwZwxIb1gCpjkGuVvhVCSJGLKkamFtCwevVqUKX0/hXf09HhYWQKDILB3ASqNjfD6juE4KrVNRlceXGMPQWFfPsdBq6nwRKJca+PqKrMf5vGcgPCcSA4K5l06z4Pl0ZC9oVnkU4mEDnyqPLCEQqd3C5obgLlRhbWoUMwew/InDNCoDQ2QW1tgzU4UFZeP9AQwcpgCIFJPKRlkdRMicS00twCZzQKa2QYwe7l0gjs7wdAxt14KIQEg2CjUYglS2u65058VM5LZa5J1gLLFe4WAve8LNU/73vkEXziovciuGo10o89Iq8rI8OhZN7j2LmoNvbwmsrFjRACTiwmc1CnUHSIJRNjtWcAKK2t6C8Yh92dnVi3aXPZZ5nH2MrIHWMwJjexcr/B6TQ+Z5Oxchv1bbrQgJRWdxLxaTC2SsMahRCwhwYh9GzJIiovjFI8X7rhsEYWaGlBMBjExo0boUxyzuN6Bty0oEYaQVQDTjJZsXQDq9MYccPzDAOooeZsPjysasFkTcvlddnj5lMDcAvmslTKI70dY/K7hGXJ57w6tfniwjJL1zq6zAHWOjvhjEZhDw64SoATodp6oBAnEcehAu/Ja7o6XGPrYDrjjjMajsgc0Fz9LRaNgptmzYay4BxOIu4ptRFYcxgeeeof7t8nH38cnnjmGQxGo2NhhLouRVdy+XXl4LYNkdugZPG4KzJVvAbmnGNXrnjzks5OnHf++bj55pshhMDP7/0DrjjvPNBwGDTSUNc6eH9fHxrCYbQ3NEJpa4M9IItiO7FRaF1L4Fg27JHhCsaW5TH0O1pboSoKWpuaEEsmPWqEwNgYRz50klLwKjnic1L6/Te/+Q327t1b87///d//nc52TwglGAIYq1muuZCJho4IIaShNEnrmhtZgADWgX1IPfE38GzGM8HlQ1xme9c1X7eq2kObp9M4MFQap5tXJMyHodXq/pUJupVj1QGAEgpVVUHJ+EP+wKFez9/9OSEPGo5AmGZNuVuCc1ccY481dh0Djly8MV0fN1yMqFpd/TAhGJPqgJPcROBGFmw0Kj0pjMHqOyQfkEUPYZKrtTXh73EcgFJYh3qhP/8shGFC6+iE1rUENFdngxAClir1qimBECifXN4Wz2Zl0dCiJHRCKZRIA5zBAbBMBvbIsKyVVkUUoxw0HJFjo4YFPTcMOLHRiotcYVnuGBtwGJI5L6kQAtt370ZgxSr3vrNkMmdIesekFIUwpzyUkGez0vs4hSGEAHLqomNt1bqWeJQIl3d1IdBQvqBtJBJBKPfwjSWSoLmddZ5boAIFC9Y5EpoyVRQrltUDCYfBoiOT8liXgxvZ0rzQTEbmKJYJF5Re3lT5mnGa5nodKKXQNG3SBU1ZKiV30ymVeaqpREUPTyVVxWoQTSsf2lsGYZpl5yXP+dScwEuthp9lgVCKVCwGuyBKNM6YFEDKrTWoqsnwtyn6TQjTlGHahSI1mQyEZYOEwiCKCmPf3kl9Xy3rASEEnJFh9OVyNjUCrO9ZjrackbK395D7WUIptO7usfbWqUjIdR0imwVLjRl2ysrVeOzppwHIEMKjN29GWy7sL8UFmBDgWX0s0qmCUcHNMY81KypoXEjf0BAyuWfE4Rs24Nxzz0VjLsLiz088iURTM4ii5gSfoq54RTX+/Ojf8L5PfwYX/fuVGMlkoHWN5YjlVRFpOFx2Tc5zYcSFIaztOVGjfN7WaCLhaQPJbWwKxuTmEaFAFfXjmSxqXNM3vec970FXV33FNpcsWYILL7xwQo2aLhzmQGlprUmuuRhummXrVxQiHAcslYQ1OABjz25knn0GqUceRPLhrTD2lobN1fX9ug44DJmn/wG77xCsgwdLFus0EJSSvLPoNnVViqrsVjuxURwsU2sqL5JBlLyxVdvDW+6E2VV39WzHxsDAAOwazrm/YBIFgP7hYTemWGlugd3fB6dMyFUhPLdgTqVT6He88e4G52Dx2LjV090Cz9OYIyKYM25+XU3nyRrSWycELC5kXoVhlF4jVaSXeKI5Ho4DQim4LY0utbW1ZEGWr71TcigEhgb6/z977x0n2XWWCT/npopdVd3VOUzP9GSNpJE0kizLMg44kbFx+EywAbOENWG9yy588C3GmPitSbuwwGLAgANOgI2NjQ2SrJxGI2lGk0NP5+7KuW465/vjnHvr3Ard1T0zsr79vvf369/0VFe4de+573nD8z4PzGshymk2es5FKNEoqGXBWlmGvbYKJba9CiAgWMP6nNVzyyXQpgkS6t5FphZnTQSAc2Zw3Z88fx5qYsCHH9JGnSfHbT6Fs425O6Iy3sxotQJmmdvq+m1lzHF4Z0PqJOuj41jNtAo7Y+lhLK1vwOpxTw0N8o51oVRqJbFCPw7wkk/rfzuSDD5Qzofot2tegcC9jiQUjDGweid7n1ssgJpmkNq/jeWsG7uZEgrzAqVlwbIsLCws9FwDfR2f48AtFX0EBwmFQZtm1446n0FqMRk/f/Ys/sNv/Ca+/OA3Nv0MRTfA6vW+kgpqNrecKd8u4Q21LUBROroHBZeCSvTvJBTivuY6Qd67CZV7pA6EEGjJFJx8lmvp7dD6iQdovQa7UsG6+F7jmorw7jnM7eI41WK5jILU9QpNt+Q03Fp1W7O3tFaF26j7a1eJD+DkRsZPfu694w5omuYnWwxAhVLQpsn3UsZ6w+WazRbtuxT3qolU4GnnJQjhocOHEY/F8Pbv+z7+OsfB577+r4gcPITI/oPQhofBBJTXKRX5WmmzXLGIP/jYx0AZQ73ZxFMvvABjRirwCb0vNRbn3fE2tmfaqItkK9jZ4v/y82A7jj+HDHBIP38x5fcNIZsyEF+LD9iu9RUJ/ORP/iT27Nmz5fNs28bP//zPAwDm5ubwt3/7t9d2dNfZqMBM90PX3PHaer2nhhPAK7WVxx9B+dGHUH3qcdRPPQ9r8SqHoJgmF7q7hiFiTs9s+fAY2mh0OHYlFuPY8T6DSQ+Scb3w1owx0FKpteB7WH1tFauCqW5mcBCKCPSX1jgpBcdA077hZsyyt9TkoC5FrVYD7dFq99+LUiyuBZ14xrJhLS4AANRoFNRswtqiu0XrNTilAuatzo1yzXH5DMFWJBlexaqLI7texmegrn24nTbqaFTK+NWNAn5yOYMTpTJfo+104qoK5tAdw12Z6wJEAWyr9yC4EeIzSG3rmroUjUYD7jV0aZxyedO5CC2ZgpPLglpmYOZgO6aEuU7ZZuufChYnJRTqmSh7kF4AOG8HN+IXz1+AEgoHqH/dSqUrixbRNDila59184+LUjj5fF9Qpu2YWxZrTiIq0CcnA7Tv46OjqDTqcHsEJoODKQBAqVoFk66fXWgJG3Nm2peHpuH1Mi+g30nRhSgKXyO57HUjyuhFKGHnsmCO7ZNjKLEYdGkGm1bKXQsVxDBALZt3VF0X5XK55xrox9xaDW6z6cOJvQ5Xt46bN3viJY5//unP4MTp0/jdv/xLlDdhmyWhEO8q94FWoV26QT2f26//s20QRUWuGDyfBZfyQpq4zzym166kRNs0RimfQ2onxyiV/ISBaBrvbl29suPCslOpon7+LJx672N2K2Ws5vNwxZIe1zRE9u7HnpkWfFHubqmppJ98e0zE/ZorurKeaYODePRUS+Pq1XceAwCkJMa9kksBygthhHSy/NJGA/b6Gm8UiD1LFjRuh+1dnG/FNIcOHwYAvOtd7/Khdv/4hS+gXK9DGxxEeM9eRA7dhPDcPl/qpZ1J97//zd+gKiWclxYWoSWTUITEDBfH5sfGKfSDpCJupQww1kGQAbQ6XEBvrS0OsSRcK66HX7oWH7Bd6yvZ+o7v+A4804V+UrbLly/jvvvuw+///u9flwO7kbYVXXO7MdflMLVNIBZOqchhQ9E49JExGGMT0EdG+XxYfIAPu+5Q64OJtr28wVOzyeEs0mIhqgoC9N21o9UKrNXVbTmFTY/T5BvDZkEUbTSwOD8PKs77tNVEWuCml9ek68FY/zDC6xj4MNPEYiY4eJ11XNTOnm51twaSnJBhk+6DW6uBVoPzWp6tiU6BUy72c0TXHZ4jG3UcH899Te/TbODrS6u4bDmwATxca4LWKp3V7i1oajczRqkg8yB+1bWbKYbBuw9dqsxQ1B3P3FDbBq3XNsXhE02DmkpBG0z3fM5WpkQicBuNnp1P5rqwlpc4DG8TbTTXNP3q8/m2dXj60iU4rgtjSgpUa9XuXYFwmP/tOlUBab0Ot1aF2oNMYKfmlkugjg23ILoeigJjskX7DgAT01M8We9hQ0Ot61aVOoZuqdUpJdg5rPzlahxFsPNEiUtVlK6bVEWLiVCa27EtONlMYB/VhtIBwiu3VuuqT8jpsel1SQgAPh8GFiS8IOEw7+637VvMsji0XjDMXlrghTvXdfHEc8/1/AxemHL7So7caidVuucn5HNBdL2vOIRRKjqdCvJt17TBGJqOw+d/vPfVtL6LvJt+ruN0JNmeXqUSahVxeVErt6PulluvoXnqeZArl2Bdutg7EC+VsJxv3feT8Si0wSHsnpKTrdbIgRKNtbQqKYW1GkTIbGZOKUiOoUxO4VEBIQwZBu6+9VYw28agBBn3SDLcYhEMxGckdEpFNOevoHHuDJpXLgMgPsReZvBs19iSO1sHDx4EwOdYv+u7vgsA0Gg08NnPfa51jOEw9JERhPcfQOTQYSixmL/nPvLMcTz45FOB97+8uMDPkTQr5nWz1EgU9upqoEPmxQ5yZ2vI72yl/MfkzquMlKCNBocRUubPqX0zra9ka2JiAm9+85vx/PPPd/37pz71Kdxxxx04fvw4fvEXf/G6HuCNsM3omrsZs20OW9qks8WzcHStNJNwWIjV7aw6zCECDmda88xxulLDKrEYh1psAfthjMHOZOCWi92D0p0cp6+v1buz5RTyWJB0FSZVBWMi2ao1Gih6wTkhfScZtLk9Fq1N36vRwHJbguACyJfLsMTwqxqNgjabsMSm2c04Q1dwXsuzNZsnz26xuGXSQVRtx0l6X2b17hBtx6q5PL6w0UpSM44LWq/DKeSDmGpV5ZWmnQgbUwpQj8LW7t3Z8qBv3c6bpnGa5h04X9Zo8ErcFtA3RTeu6Zx6lPJul2SeMQZrdYUT/aQGN/0ct1jklUHXxXpbstVoNnF5cRHG7G7/Md6N7dYVCHGGsOsEJXQqZQ4H7ZM1lTlOX0UxO5cFbMeHM2mDg1BjA35nK51IICJt0t1MJsmoSMcX2CcU5YazhL7UxprNLWHymxnRdR7obUMaY9PjsbmUh+zX3WKRd6ak4EqfnEZo7/4AA6hbq3Zdq0TXt4Q6emQomx6b68ItFjtIcpRwBG6zGSA5AFpEVkRA8upS8iQTIHQzQpQt/T9zXQ65bEOUOIU8mpcvBYpLiqZz8eqtil0icCeKikKXz+f0761OhGKEQKvVa57b8vSRAkl2vQ632UT9zGmUH32Iz/JpGoiiwpzfXnfLrdVQf+4EnEwGLBaHvTgPe3Wl8zgYg53NBpKtqaEhKImBts7Wov+7Go0FZnTttdW+9hkvmaSSVMoVPYKCWKt333orwqEQqGUF5SlEEuKUinyd1GponD+LxoVzsDMbILoBfWTUT24YY4EZQC09HPi+569w0rLBwcHA2NAPfP/3+2Qyn/nMZ9Bo832EEKixOLT0MGiziWq9jt//2Mda50XsUZcWFqHEYtAGW+RirvAXSizG9epEo4A5Dpi4h71kKxIOIyo6h0Op1nnu2dkyG4CiiCLt/0uSrQcffBBjY2N44xvfiNOnT/uPNxoNvO9978MP/uAPIp1O4xvf+AZ+4zd+44Yd7PU0D+pmZ7NbPFM4ftfZvLOVzULpkWR4yZfTZU6pH2ONpj/snndcPNswYQtF+nb8tRIKg1rmlrAfWq0GVLyvB/zDLZcBssW8Vi6LpVLrhp/SVYxJSawMJey3Cknrteumf9asVrDR6KwkZlwXjXNn/POkDiRgrSx13bx9ZqF6r86WIzDajS0DWKIJSv8bpIJOLWtHcxqyMcbwxccfR1mqQG0IJjzaaIDJzllROCHHFnDOrp9DqdB+EYyGWyQ0vZIt5uxsDo426pvq2FxPUyJROIVCRzfJyWZhra5ATSS3HLh38ty3XZDmtZISpfyL5y/AmJzyYZFupQLWbHT4FP592bY0enoZc124+XzPObOO51OK6oln/EJHL6OWxYtM0jHq4xMwHcfXYpkYTm9KIAAAQ1K1t0KkQL/c8llE1/nA/g26J78ZRqW5jp2aGonxwfnrAEvnhTZ+fhljeOjpp3H/I4+g2my24EaKgvCBQ9CSSageO6zjwCkWApAsz5RQiBdaetz7bq2K5qULW+o4cahqvVNaQlEARjs6PLTZ9OUqrq4E3/upF16AuYkvIiGD35ebrDVPzLh9/tGtVuBWy0HpAl2QZGyBBuGSIBSMEBS6XM+iS+FkW8kWCYmCzDUS6TDHBnODHUO3XoOzsQ57eRHOxjrqp14AwHWb7HwW9sZ6X+/t1mqoP3+Cy3EMjwDhCKCoaJw703nN6nXQWhXLUpFldvceKLqBPVNT/mNXFludLaJp0EdbBBBusdBXDEPrXMzYi9mIbuDJlVYC+Oo77wTAETxDwy3/5GttlcsgIQN2Zh2saUJLpKAPpaG0MUIz2wKT/aOUbGXyeZREZ+3QwYOBGG5ychJvfOMb+WeWSvjCF7/Y9XtoySSUUAh/9slPIitg1684ehTHbr4ZAFCp1ZCt1aGNBGcsgdasstepZLbtryXve6ZTKdBmE3Y2g6FES+pE1tqSCyCs2eTU74y9LISN+4oaxsbG8OCDD2J4eBhveMMbcP78eZw8eRLHjh3DX/3VX+G9730vnn/+ebzqVa+60cd7Taa2BUlKOMLheVt0UJhtA5sEWbTZhFutbEp3roRCvJqyg4tOmw0wSmFVq/jwRgG/ny3h70t8mL0bs5ASjnAoRY8qE6/acCINJR7ncMRr3CCpaXJmtHBvaBC1Ldgb61iqtW74SV3DuCQUKJNkoA/HTW1bdNM2T7ZUVcVQemhLut+l5aWuYJqM43LYpdfdisVAGw2Yi52zW5xsoI58sYS8cBSHp6d9B7bqCP0SwVa4mRFN507yBrCfeVpt11LRBoBasYS/f/5k8DHKUC4UeCVagsMRQgBCdtzZYpSBEb4pd7sfOYyiBKhqB4mJqqoYHB2FQtmOAkKnUn7JNOy8bjiVggCnVIK1tAAlFOqLUtgVVUKZHONtb3qT//vJ8+c5Xb6oxjLThFPpDndWjBBosXDNCQat1TgUs08WQrdU5MK585c39dOc/SvI5mXs2hMgx5gYHoYWiWJsbAxaj0Q1LSVbZWl9yV1Goutgttn3TOnL3fgMmgVo1+YHSCQihKqvnSjDrdf85O+R48fxX//gD/Gbn/t7/OgXvow/XF7Hk/UmnIEB6MPDUMKRAMsZrVS6doWJwbsDiuN0rAFqmrAWrsKtVGGvr3dN1vzn1qp8RrjLGlJC4Q7EAq21ZpAW2rooDdPEsy++iF7GdYOam+7PTCBf2o/HKRQ4gkIu6GmaQMlsnWwxSkEoRalLwbDgUq57Jb4nRyzQa+74Msv259I9o7UqrHIJf54v43c2CsjMz3MmSE0DIQrMPma33FoVteefhZ3d4N0eXUMsHoM2NAS3XEbj7JnAe/AZ+SZWJFbbuaO3AQBi0SjGhJ+4srQU8Im6BMt2y+W+UClurcrXq9jjlWQSj4o1oaoq7r3jdn5uXBdpCebs0fG7lTLUGB9fUROJnigfZlr+9SGhcCAZO39l3v/9gIAQyvaeH/oh//dPfOITqHaJW5RIFKdW1/DFBx4EAERCIfzHH/kR7JttCd9dXlzk0HWPsKPQ2lPUWBzOxjrf92wLtNmESRka4u9DySSYZUGNRJGUKPtzhaJ0DK3vRJtNELJ5Z6vXPnAjrO8S7ejoKB544AGkUil8y7d8C17xilcgk8ng85//PP7yL//Sp4h8OZvaVrkjoRCYZW5ZfZCrbN3MrVbAzM0FE5VIhM897ACy51FsLhcKyIrg/bRpgVnNrnMUSjQGt17rOqwLiK5WPgd1IAGiG5zy+Rop491ymS/uSKT3cwq88rwkqsQKgDFNDSZbMv27vTXtObOsvjSANE3DYGpwy5vr6mKrgr7HaD034/Dz3jh3OtjdWl7qOM+0VoNbKuKy2bo2t+zbi1EBAViz+cAmrVY6ICftRsTmeENmRFwXuA4aXp//l6+i0uX4MrbNIT1t35GA8e7WNo1RCjAKuBSff+4F/O2zz8ERG6RbraJ+6gUUv/pllO//GprnzgSCAYCvgaHBIaiKsu05P2rboLX6dRVF3cwIISCqClt0w2mjDmtxAYzS1lzAJsYY85PN81Ky9T1v+Faf3vzFCxegGEYATtLeHfKPJxSG22iCXePMi1MugbH+xV3tbAbMsuAUCrDWOuE+nrnlEu8oe9TGioLQ7t0B2veJkREYsRhGRkag90iaZZhOmbZ8fiDZ0nTum/43mdtijtMB3dqJeaKiTnbjmhhxORNhw0crnLvc0mS0KMXTDRN/lCvjJ89cwm9/+jN49Nlnoe3a7T+H1qodgseAgOcyBtWxA2uAuS7MpUW45TK04WHAdWCtr3b9DowxOMVizw6pEo6ANut+UMscB8w0W8nWSucafujJJ3ueC6Ib3Pf0uO8YY3z/adcjc10O0XJpYA6TEML971Zrl/Jki1oWil324ILrcmSNFDcQRYFbvbZEm9pWx3dxSiU8sbKGh2pNnDJtfLlSQ+PcGQBidiubhZ3p3d1ya1XUnjsBJ5uBPsL1C1VFRSwShaZq0NPDsJaX0Zy/3HpNmdP4r4o9PK4qGJxuwQc9KGGt0UBGmpE3JiZbbHu1Wl/Qa1qtgUoFiqVwFGtZPnd6++HDGIjF+N6nKBiUYNAekoT2iPO6nQePbEtpi9fPXWqxZR/skmzt3bsXr77vPgDAxsYG3va2t+FvP/5xNKWCuGma+Mhf/KX//x975zsxPjKMuZlWsnVpYRFaIgFVfD4zW3uKEuWspk4uy+GkZhNF2roH06kU1wSNRjEyPu4/Lne2ZMQEbXAY4WadrV77wI2wbeFhxsbG8MADDyCdTsOyLHz5y1/GW9/61ht1bNfdKOscmu2nGrMVnt2tVLZUh+dVNdPX+tiO0XoNsG2sShWmrOPyma0uFSqiKCCKwpmb2qpEfleLulAMo6XPdQ3tfy/IId779TA7n4PjUiyJAHJcU6ERgrFunS3D6ItO1uv6bBUoUCrYCLfoLC6stAZub423hlFzIlGnlQosocOlRKOiuxWc3XLrXCBWhhAe2r8PM0KHo84YKpQLMXerwMrms5/1SYO/HePVSz4EvVOr1Gr4zL/+GwDuTF4dbTm7DcfliX3bmufDvDud2aJ4/txZ/PUzz+Kzz5/EFx7mDKClr38FzQvn/CTKyWzAbTYDm523Bhgh254/Yg0Or9tqXut6mhKNgpZLcCsVmIuLcOtVLpzZhzHbBq1V0aQUV21+rvdMT2MwmcShuTkAwFo2i0w+D6ONYKB7Z8sAsy24m7B3bWXUsuDm81A26X4HvoPrwl5dgRKOQtF1mPPzPYsvXiffO3Z1IAFtIBFgIpwcHwdTlE2Z6ALCxlJASustBIRXxf/fhZGQQ7c2h8n3a2osDqdWvSbSJU/M1EtQMhIldETqNpouxb89+RR+6Xd/D3916rQfpLuVMmd77ZagaBqsYsFfA94MpJPZgCpmINVEEk4u15VoijUbcGu1DgihZ/68qOjmU8sClb7L4moLRqiJ7/LY8eOwexQ7W/qZ3deak9mAtbbWIVDrViugzSaUWAxOsRiMA8jWEH0PRuiWSwGCAs8KLmcNlOMPEgqBVmvXlGjTRiOwlzNK4RQLeCrXmp16rmHBWlrgpCC6DhACc34edmaj82d9LZhoiXNOGYNpmaCMgeg61FgM5sULfszkZLOol0ooiO8+FYv6MhkAsEfymTJJhjow4HftmQQN3MycQj5wvxyXimPfctdd/L0sC4phYFjS8vKuS7/3miyXoEowPAC4cKVV0DjUJdkCgB//8R9HRBTTS6US/uiP/ghv+77vw2c/+1lYloW/+tjHsCDOxeHdu/HWN3HoodzZurS4ACXWTpIhmF5F3Gqtr4IJeY0A7ftgCnApSDiM8Ztu9h+XZ7YUqdjPtWmJHzd0s5cdG6FsHqTw0KFD+IEf+AGsdKnUvFzN6bJRE03bUjhwq5kgp5DfcqPiSQjZ0dyWWy6D2VZAr6lMGZrNZs8kSYnFudZRWyeN1mq8qxVvLXai6z27YP0YF5Msb0p1zVwX9sY6so4DWyzwSTGrNaKp/kKUZ7ZA6ZZaVMyy+qK7tW2hq7EFnfaSFJzdJuGjc9I8XlN0twghUAcGYC0tBmAnHnxAJse46dBhzEy2HCWf26rBKRW3hpYyFtAOul7GhMr6tcAIP/uVr6IqEuL7YmHcEmmdpw3H5aQLxXyQEYsoO+sKUMqp+VdbCfEjZ8/B6YbZ92CaUuLgrQEXBG51ezM3tNkAYfQlmdfyzCOmsFZX4ORz0FJDfVNzM1GouGQ58M78LQcOAABuPrDff96pCxcCjISsUYfTg8iHKEpgiHu75lbKcBv1wIa4mTmFPNxyGWo8zvURi/mu8zTUbPqENJ5p6WGoA4kAjHBq164tNZYCyVat7lepabPZVvhhm7IzspfJnEA/xkkJ+u82bmZ89gIdmjnbOp42tEJWIin4yOQwfnEkhdcOxBCX1tG/nngO1KOUrtU4lLDH3JZZLmPh8mVYFmc3bJ+BJJrG5WHWOuVh3FoNzLY2lTfhOn9FAdPmjMHeey+Ima2oruOu3VyXqVhv4LkH7u+5XnoRezjFAsylRSjhSMe8Fq1WwWybMy83G8GkSNf5+MQm/o+5FCAEbqXsw9U0yfdwra1GIAlUjBCo1X6f9G+MMV7YlmIpWq+jmcvh+XrrOqw6LtZtO9DdstdXUXni0c6fpx6Hk8tCHx0L+G7XdVEqtYou6sAAmG2jcfY03FIRbrWC5WwrOZkaHg5c893T0txWgJEwmJRZS71JtAC+B7vlUqv7SAieWF4RvxLcd+wOfh4sE0o4gkQ6DV3cpx4bYb/suvI9qbUV7S4Isq94PI7Jycmurz9w4AD+9m/+Bm9585v9fSiXy+Ejv/u7ePs73oG/+Zu/AcChj//xXe/0JX1mxsehi/V/6eoC1Fi8NWPZdlxKLA4nm+Wsnl00thgYFF1HYnwcEQGDzMmvl4ogzDT9hkqve8t8CYmO+oocfvRHfzTw8wu/8AuYnZ3FpUuX8OpXvzrwt/e97303+pivqymhMNgmc1stKtLuyRSzbbiFfMcwYtfPCkdg57Y3t8UEhICaJlbbtHIy1Rpoo/uNphgGF/lsS+78WS3JOStGCKze2PEMglPkjHObdZfcUgm0WsFys+WcJ3UVIAQaIRgW3a0lif6d6AbXG9psOLjZ3JTKeTtGmw2/60YA7J+axIDY0DcaTahCl8Itl2GvcFpXJRoDbba6W14lzq3VcEUkSKlIGONjY5gZl5It2+XVx35IMohyzTDPriYYp3ZKkFGqVPDZr3wFAKAC+J5EDKO6DL104VbKYG0dJqhK38KasjEBKchKGmcXLBsVl0KJxhA5cgvCBw75f6PVCtxusF1d50HQNhI+p1z2ceYvlRFCQHRdJFqD2wqGmWmBNhsBCOEtB0Wytb+VbL14/gL0qalWUiHEabv5KBIKwy2Vd0zb72SzILred8JqZzY4YkDTuD6ipnP2sbaimS+gLQWkxq5ZEF0PwAinZ2exlQ1KTFmFUgmKKCBR0wzMvhBV6wkBZq4Lc/7KlkQLLxe73vOgatRjxN1h0G1bPEER692rXBuKggEwHAkb+MmDe/G53/x1nzyg1mzignR/OpVS1wIiMUKAZQKWCbdcgrm4CCUU7oAHK7E4aL0OeyMoD+MUi1uiKJRwhCdlzQYvBorHm6aJNUHINZ1M4pV75/zXPPz0MwEYW+D9jBCfz5b2Z7deb2k/xjqLnE65hLVqFf905hxyxVInSYa1xRyw64AAaBaKqAo47S6JAa7ocq1E+Rz7Xb2dQo0dRwgzy8lWDSeuXEazLQZ4rmHBWrwKt8a7W/rYBPSRsa4/xth4Xz5HG0rDyWbROHcW1GxiSYKizu6ZCzx3ToIUyiQZihGCJs1VORsbm55nt1YVaAJ+fXJGGFfXuc+6ad8+pIU/YrYNJZGAoukYTPBCuU+Q0edoSkDQWIIj5nI5ZEUH7mAbOUa7zczM4EMf+hA++YlP4HWve53/+Pr6up+4vucHfgB75/Zwggpw+P6sIBVZXF2FpShBIXKp46ZEIqBNzjjK2jpbHu27F69487X5YktugUjJVqAbzDr3M7deh9XjnrsR1teud//99+OBBx4I/Jw+fRqzs7OglHb87f9NRgwD1OzdIWK2Deo4PYeH3WoF1Gx20MB2M65XU9uWHgUfFuRijKttN+1Gvb4pQ5gSicLN5XwKddeb1YoHIQc+ZG8HpAE+MUYXhy+bU8iD2Q6WpIBoUtOgDXOKUW9uq2mavm4CiYQFY19v502Fs70e5tbrWBZiy2lVQWx8AhNjfPA6W63COHjYf27jrNTdig3AWl4U0A1+vGvF1iZ1QJBjzEy0cMarDp+XcsvlrStTunZDqKaZ2FB3ImQKAJ/+8j/7NMbfEgtjVFMxnmxtyBuOoLivB+e2iKruqFPHhOPNS5sGA3BuejeSb/o2RA4cCjhxWq931Y3iBAdbM3L5n2HboLVaX/f49TY1kYSWHt72GqeWCdY0cV6eGxTwkCNSsnXy/Hlo8QEfQ++Ru7Au/lAJh7mv3AErIa1V/UHuvp5vW7BXVwNaXGoyBSefg92WxLjlMhijcHKii0UIwvv4d1wVGlu6pmF4bAxb2cDAgI/jL5TLUDy/5jgBv010HaxR70hKGWOw1lZhra3CzWavmzbZjbTrreOnCHKXzXQINz0ey4Is/efNxAwauu+rtLEJhIfSeN09r/Cf97wlkVJUa11hgF6lG7UqrKUlAKzr3sXlYRKwMxs+1JuaJmit0hNC6JkPua3VWnMjaEHkAWB6MIW7du/2q/9PLq+ice5M1wSdiPfzYhRqWbAWF+A2GgGqcc8YY7h04SJ+/mv3488ffQx//ORTgXuW6LpgZN2EdENALPMS4+BYMumzmRZEYN0uREtUdccQUubYHSMBbrWKJ5c7tbSeb1oAY2ieO8s/l5CeP70/MJjAEVWFlhqEk90ANS2sVFp71q62Qs3s1JT/3nJnCwD0yVbXyymXNi2mcqRRa50uSQiaO266KXCsajgMoioYFJ2zCmWgjPUNiXclWQZd0oE8f+Gi/3u3ea1uNjc3h9/+rd/CX3/sY7j33nv9x3fPzuJH3vc+aINDgSRw7y6OnqCMYWFlBfr4hE8o52QzfuzJZ5V1vn/Ztp9QAryzRQC/85ke5rPG1UYDtY01Ps8clTpb8vpu89PePUR3MNazU+sr2Zqfn8eVK1f6+rl8+aXLFK+H+Sw6vQZQbZtXW3pUtd1KhTuIPoIhz2luh62JNhuAbcOt1zo6WxuCEr5XR4qLo9b9zcLOZcEcu6OK55+DHXRP3HIJtGluSuXMKIW9vgbFCGFRas1Px2LQRbcnOLfFYWGKbviBbtf3tW1QywbZRP/MM9psbqm1kM1k0JAgjsb4BMYFyxVlDMVwBKqoNLnlkq/P4Yn5mUuLAsJSxqVaaz0d2r0bAG+ne7YmIKE9uy+SEU0Da/ahjbJNY05vZfWtrFAq4fNf+xoAPnvwPQkesKTSaV8LY8Onpq0ENmCiqIDrbP/7iOtXbNvMn8kV/I1PkSActF7vnFeACLjY5jCwwMc2G2CWuSVt+I0wQsiOoIu0VoVjW7gooKwjg4MYF5tTIh7HrICKXLh6FSalftcW4HpG3dYkUVUusL4DvS2nUPC7VH09P5/n5Cq2heJXv4zKk48DhIBoOppXg90tO7MBUOb7CXUgAX0wDcaYDyMcT6eh9YE+IIT4Q+j5UimQHDqSPiAPWDtJMpx8DvbqMrREgvvea4Bn92NupXLNCR27jjqFnnFG3MyOuma0Xvf326ZpoioShZTSCpwjBw6CaBruvvVWn2X4mY3WjLJbq3JoaZdzQzQDpFIFa9S7Jiv+dzBCAAjs1VUxD1gTe11r/2yaJr7+6GOBRIp/hganWIQrMxFKtO/DuQzU86dxREDL1yoVLBbKaJw+1cGi6t93Qh/LWl6EU8xDG+wOK15fWcEH/+lLqIm44NR6Bo7sf1UVcOnmDIe2DaKoyEqJwFAy6Xdaii7ls00STBcQ0OdKZWfdb9vpQFpYxQKO54sAAIMAQ2Ie6kzTQpNSmAvzW5JMdXyO66J58nmoTz0G88K5wN+UcJgn07aFNWntzu7ZHXheyDAwJYo388vLgVlwQxI9pj3YXT1zK5UAqciK2tpj5mZEgiJm/pRwGFA1DCb5HsfAoYTdCmNdP0sqfqgSKdL5K62Y/aCAmvdrhw4dwu//3u/hox/9KP7Dz/0c/vRP/xShUAja4CCIqvj3/952koxkMkDMZK20BKDVeBxOqQRmt3W2kkkwwPdVw8Ot15eJysd5pOIctWy/GCYXxZjrwlpavCao806sr138Pe95D65IA3T92OXLl/Ge97xnRwd1o6xXlWOzuS26Be27Wyr2HQx5gZO7jYvsMREWS2XU24LGjBDw7AXJIorCYUjZLNxKBU4uBzWe6P5cQvrG/nrGXBdONgPF6BRyDnyHeg1uuQQlGsVVAeshAGZGR6GJIK8bIyHAg5peQpnUS4TFPN3qxgb+5eFHUGkXlTRNNJ97Fno+s+lxLkpwgAlNhT4xgQlJ3G91fR2RQ0f8/we6W/EErMUFXgmttpFj7N0HABgdHvaxy6uCtIDWa3BLmwdkRBOVyOtcgWau08H81K998p++hKbYrN8wNYG0uH76yBgmhdZIznHhMubPpvkmgoftJ1v8+cVacPM6vnAVzXoddi4Ht1TwgyG3WoHbaMkjEEKgi+o4Aem7W0gbjS0JcF5uZufzWLQdH35zy8GDAKWwVldALcuf23JdF+cuX4EhQVw5vLV7gEB0va+hb9l49zu36Uxnu/E5PIbG6VOgjTrslSWexCSTPKERPoLWeULTPq+lJAZQKJf9NTo5MgIi/FSoi/C8bEMioCyVy4CEArClwJJonl5RK5h3K2VYiwsgugElHPF9742a3WKOA3NpYUekS4H3aTauCzmGbEo0yjvL2+zIM8Z4siV8uqfXAwCDghFYicf99ToQi/kd29ViEWtCG80tFeE26gHpBM/UWAw6oz2TlcBzE0k4pSLsbAZupewLjnv2l5/7PH79f/5P/MyHPxzQy+KyMhUwuzsT4QQBzMuXcCzWqsQ/k8vDrVZgXuksWBNFBa3XYK2tCkHzoa5xR7laxX/5vd9DTiKyMSnFWlv3hQGbJinUtgFVQb7YWlvpoSEMD6YAADaAKmUBCBggtMz6YHju+ZloxWmMUpw8dw5lsU8cjUZw7818/3UAvGjy2Kx5/mz/n9FooPzwg7DnL4PYNqyzpzvgm2p8AG657BdECYBpiRDDsz0CSmhaVmA2VEsP++uX1tuo99vMKeYDa3RJ2hM9xkNmWVBCBkgoDKKqGJLQIyWXiqLz5gUXJmbEPdNFXMMoxQUp7um3s9Vut9x8M9797nf7MGwlFoc6kPRn7vd2kGTE/WMAAGtFgmKGw1zQmDEUJd855NHaezBCmTnWgwLLMbJjtwrsUtJlLS/BzmxASw0i0EK/wdZXlvDxj38c2T7Ef2XLZDL4xCc+saODulGm9yC5UIwQWA/1c9aFitT/m+vCzuf6FugEACUUgZ3N9h1osmYTjFKsdKmQZgVMi5m9bzQ1FudBwPoamGP1pK4mRshnVezX3GoVTq3agtr0el65zJ2BYfgwwrSqIJpOQ5/gFfZuWluAB72sdoV5ysPHLqX4wG/+Fn7zT/8UP/p//hJelFrjzSuXQbMbSFmWP1zaza5KG9JkJAwtkcT4SKt6sl4oQBsd84c73VLRhzR53S2nyLVNAuQYh/kckaoofjVsw3EFBKABp1TY9LwTTQN1HJ+29XoZ19jaftckWyjgH//1XwEAhqbhu0dbTk8fG8OESLZcAHmXcghZsdChyYJtMhJ656jYJjrdtB08f/EitFQKsdvuaA3fui6oRBJjGAZ2zeyCYRj+kHg/5lSr10yL/VKbk88F9LVuOXjA78Az08TNUgXz5Pnz0MdbQ9G0XusZiCmhMGi9ui3Isd/97qOzBPACk72+BqJogW5S8/IlMb+loSlmtxyhhyMn88bMLii6EaR9H+eUz+FwGPv370d4k2PxSDIoY2hIz6Plkh/UEEEp7BW6aKMBc+EqmOP4MG3P99ItSH52am65JPTFdi42vdVM8k5tp2gJjiSxfLRCINkSvkpLDwdYOT0dIgB43nOjQlS9W2cxFIth1823INRPp1NRoESjsNdW4RZLHWv4yeefB8DnRs5JBWkSCoE2TXFuedxxVdLYmtD5PnRrpeg/9sSVK1CjMQ65b4sPiGHArZRhry5zyZYu18u0LPzS7/0erq51EgbNi7XpmRKJcCmWXgU8m+sv5qXzl06nMSx1wAsuF3CWi4CeVMlOYO/t+xtt1PHY2Vbn6a6RNO6VtFyfE/7NvHqlL8F1J59D6cF/7Sh21597FnZbfGtnNnwk0WgqiVAXVIOXDAHBuS0tPuBTqzPbhtMGtfS/n0A5eUQuJBTCVbHeNVX1kTDMtKDGEzzRV1UMSsmWR5LR3g3t+CxTIi5RVb+jy5pNXFrmXaVwOIxdu3b1eottGVEUaOk0v58pxd6ZVrJ6aWEBajQGdTDtkyU5mY3AnqKm+DrzOluaqiIRifBzoAVhhABQFAyhihRHepIWIMSPHezMBqy1Vc7GqKowjJch9fv3fu/3Ym5uru+ft73tbTfyuK+rEa8a08VB0EajZ0Wb1rmOwnZmObjwY//wEqdSBrPsDgghAGQFpIduEoQTTQOjFG6p2DGrFXieYfDkZRtBlFPIAwxbVvwdkWDlqlU0PCpVQ4c2MoLQzC4Q3cCY3gkj5McVArOsrvpkzLZBRLUzVyj41aWNXA4/8+EP49Nf/mfYuRys+cu8ylIqdVTi5Pda3GgleVOJBJRwJNDZylg2WL2GyKEWlrp9dsvN5WDXa5gXG9BYPI5BySlMi7ktG0DO26w6mM6CRhQFoBT0OjMSUsvcETnG3//L12CJ7/edr7gbKWkTN8Yn/c4WwJNKt1zmNOzehqgonJxjm1pbzHFAFAWlLgHcCZsifs+9CO3aHRA4dSrlrhsxMXTeNe5D0JxVqx1sXy93cwv5IDnGgYNgrgMlHAGzrABJxqkLFwL077TR6Ill5zOuVt8BPnNd2H10v2Vzclmut5IPBkBONsO1kJIpOPks7PU1PofA0NJVIgThfTyRlGnfp6am0K8NScLGFalA59brHd/bW0PmIqeillm2PN/rFLp35q/FGGOw8zkwi2vZ7RQO7AckN6BrS4iy/c6WbQUSlECyJQIpY3I6UOC79/ZWsnVCYq2j1QrsLnNb2zU1GuOyBfUg5Xuj2Qx0q85IWkUeioXZtr8/erTvnr4kwJl4Z0VieX59Aznb4WQvbQm6EgrBKZZA9FDXeMOlFL/2x3+Mk+fOAwCSuo7vTrQgVVdXVwNrVwlH4DYboF3mqxilPDFTFOSrrX13eHTU72wBQNHlxd72hJoo6rZRMkBnrOVWq3hyiScCKoC7983h2C23wBCdwhdMh6/7Prpb5tUrKD/8oA+5UyLRls9jDNUnH/Oh09Q0USiVfDHdaQn+L9seCS4oz22RcDjgB8zlJThdBOFprQankON6lwDYQBJLGe7Hdk1O+pqgjFGfqAcAhqSE1yfJ2CrZapr+dVKiMd8Xl/I5rIhE88D+/VCvox9QE0moQh5nMJn0O3KXri4A4TDUaBSat1cz5o9lAK15q6I4N0OpFAhjgKL6BWJZgD6bzXIfJvlrLmnhghDCC3P5HKylRaiR6DdlP++rnPXe9773Rh/HS2JWj6TEx0Q3mx16FZtBLNxKhXcHUv3Pcii6Dsey4ZZLoo3Z2xhjonJkBmjfPcs4Lh8k3CJBUgcSoM3GpkmhR/9OzWZf1My00YBbLGwJDWKMwclloRgG5ufn/cenEwPQkiloQ2kosSiGLRMqeDdE7mwRQgCiwCmXAyw/3jFAwEZW27Djruvif37ykzj+xON4/9GbkZiYRHFjDcriApJSMO6/V7OBRUnLY2ZkBETXMS4lW1nK4Naq0McnoCZ58uYWC7DX12CMT0CJx8FsC4uFAizhVw/MBIO8ACOh42DENOGUS3Dy2c1JRgiuu9YWs+wd0b4/+cIL/JAIwfcduwPsq//E/0AU6GPjmBiVElTH5cPdlTLcWhXqwIA/M7VdrS3mOHAZQ0VAMKd1FeuMwHYcPHG6pbNjTE2jcYofI5VElU3TxPLKMqYmp2DoBmizBGqZUDeZt6TNJqjZ7Fvf6uVgzHXhlMt+shUxDMztmgFqNZ4sNRuYmZhAMh5HqVrFixcuQE0Pg+hiEF/oxHXTr/M2OrdW29J/AQLKWa12UA1vZtb6GtdbWV7s+Ftz/hJit94OomhoXr0CUAYw+EGjEh+AJjpTcmdrUgRGjUYDV65cwZ49e3zNmHaTk62ybsCrI9Nalfsc8V2IroPW67BWl+EUus/Q8E5FDvrY+HUVxObC6SWoiQQvktn2jmYKeSfJgXIDOrfEMECrFb8Y1dfxWBYgQXYDyZaqAKqK8IFDgY78zMQEZibGsbi6hrPFEqqRNOKqAlqrczbbtnUs+4FQn9dESw2KOabW515aXASVAugzFy8FXqMmkj6DKqUUi2Jma1ToS3pEPXdEQr4W3lOLy3jT+Agn9pHmyYiud9CX++eMMfzBx/4ajzxzHAAQ0TX8l727YOXz+GKZJ1iLeS5W7tGSe3BIp1iANth2H7sulwLQVBQlRMnw6BiyUvLM6d/roKYZlJIJhTgLrcQo2Y+1x1rnLl5ERrAXHw7pSM/tQzgUwu03HcaTz7+AvGVhgQKzKk+mIgcPQZFmdgCeONZPPg/zcgvpoqWHETp2N8r1KoxmE242A2aZqD7+KBKveT2cbCYwr7VLSqpkkztbl5davooQAn1szGe6s9dWUXn8UejDIzCmpqGNjEDRDS6ZUyj6r1uPxnxGP29ey0sWZLZrWZ6ilWxtDiV2S0UfSufFuIwxXFxsHfdOIYS9TNF1qENpnuDEYpibmUG+VEKpWkWhVEIkNQgtNQhLsAtbK0sI7d7Dj81swhF6pICgfXddEOEDAGBY8tO5fB5EFYmYqopirsMTWYUXfZxchrPaRltrpJcEyI2wvjzsX/3VX93o4/imG9E0uNVyAEe6FQEDZ1vagvGm22epKpx8HiFJ9b6bMcsCTM4q5s34AMBIYgCZcgUVytCo15HaglVNMYxNdUEADyfN4DYa/QVRZU63rA90nwHzv0OjAVqrQglHMC/d2DNDgzDGJ7iI5EASarGIEU3FmuNieX0dlFIoYmNRIhFO72zbUKTAmNbr/rWRk619s7O4eJXfwE9evoIrmQx+/k1vwEgoDGdjnSeebYxStNHAimjnRwjBsCAQGJe6Uut1nrCyZhORgzeh+tTjAHh3Sx8b504xPoCL5Va18PCePYHPkRkJ12wXt4R5K99aXIQxNdMT1kdUbUcscL2MuS7gONueQypVKv653Te7CwnH9mF9SiwGJRbt6GwBYpC/rVq73Zkt5jooSudgVFUxtf8Anjx5CplCARfm53Fgzx4Y0y0oBK3XA1U/Jpw3UVVOEGKawCYMebTZfV6r3mzi6vIyDu7Z46/Tl4sxy8Jaoejj3Y/snoWqKHBcB0SN+Bp2Rw7sx2PPnkC5WsVSoQAjkYCTy4JZFpwqTyzai08Ah1275RLYxOSWMFQnnxMMUv2tM7dW48QKjBN1AIAyMMDXvuvCWriK6E23QEulYOdyUAwjIH+hp4d9iIzsE6YlGMtWwuZyMFOVKqC0TfBZ0XR+7xYLUJPJrt+RhMNwc1U+s9qlyBP47pVKaxB+C3OKBQ5ZTCQ5RNc0gZ0kW47D1/cW17Gf57Qb74JyiQXSZ1LDLCvQAchIhEqDqgI1mYKeTne87pW33Y7F1a+AMoaTlo1XRkJwy0VOI10p+7PBre+zvU4gUdWO63vhynzg/3JnC+AxBREhViafR1MEdhOiqxW99TaYVy7jmGXjH8p8DT9x+TLeND4Cp1JG+9Xsdf7/9h+/gC/+GxeWVxUF/+XV92J24QpqElpkuVKFW69DLisp0Sg/R6YZKAQwSjlVtqKjIBVyh4fTGJFIFgqCZIPWaoBEdqCEQr6o8lYsxf5num4HnPWRE8/5vx+LhmDM7gbAr/WTz/Ni2ikjglmXk1+VH3qwY50xywx02UJzexG95TY4lILVaogcuxv1R77Boe7lEqrPPAUlEg4giXZNd++KT4+PQ1NVOK4bgBECvPvqfyrjjJf2+hrXdBtIwJiaAm2aAYTTaqR1rua8eS3b4rOmkk9IS6MNngbaVkipoKBx0j83FyXNygPXOdkCwP30+hqoZWHvrl145tQpALxQcTSZAInFOd17owF7Yx1UiDfTpolyGxMhKAUxwl07W7lslq8dynjR0G3w/d11AUJAa1Uw2/ELcd8Me3lFCd9E41W44NwWb0M6XTtbnsr4TqqVSjgCJ5/bEsJEmw1QxwZt1v3OVkjTcOvevf5zNqq160YLTjS9K6yg3Tg0KNtXUMCp8XkgsCDhomcnJ/2Kmsfw581tmZYVqGiSUIhjjqVgnTkOqGn6cJO1TOu9f+Rtb8Nv/czPYEBcm41KFb/0D1/E/YvLXDulC4a6US77VbQJXfUHsCPhMFJCbX29UIA+NgGnXII+OeU7LbeQ94V13VKxKzmGZzIkwbumzLbhFPI9IY6AmNtqNHYMF2o3HmS5WMpk8MO/8Iv4pd/9va6i3+323Jkz/u+3HzoMJ7sBCCinmkhC0Y2uyRat14JwKsZ8+ETf5rgoSbCWhKri3mN3+v9/7NkTAABtdLQ1oFyr8u5wt+9GCNzNGLkEBKy9u8MYw899+Nfxk7/yQXz0M5/d3nd4CYxaJs5I5/oWQSHMXBdKOOxX1AN6Wxcu+jIMAOCWCr1JMsIhDjXcggWLNupwi8UtZzplc3JZ0GZDrCtu2uCQT+nPbBvm0gIPZBUVbr0W0BLUp2f8wlIARriNWYQhqdJfsix/JpfWg7IdxDDgVEpQozEoevdEhxACxQj5+oa9zK1VYV65DHNpYcsiBLUsuPk8lGhUYtbcvmwHwPc4uVbIKOU+MpuBuXgV9TMvovL4oyh/4340L1/a1kwv0QWJyHbm++r1wP2WzcnJlgp9eASqNLPi2SslKOFztudzuDTKjWKEPC8hNQBgLZtFvkeHQWYinPCKt5qG+Cvuxe7EAIZVHoq9sLSMGgAnl+vL1z9/9iz+4nOf8///n97xdtw6EAczTUQVBSkRmC43mx3ngYTCPOCvdhbBmOsClKEoirwEQCqR8NkIAZ5sAVy7M/C+3tzWNkgy2iV2GKV47OxZ/7PvTCWhp7l/uuf22/zXnShX/E4HrdfgFvL+TzOfw6eX1/G3hQo2XIro7ccQO3oH9/vFAkguA+bYGHjlq/w1Z68uw7xyOYAkmplooVFk0zXN/9vi6mpg/zQkHS63XIISCkMfGYU+PALm2GiceRHW4nzr3CsKlqTP3CMgjtQ0oUSjgSJzgBjC7TPZkgWNRTGdNpu4KK3LQzcg2VKiMaiJJGi9hr2SD760sAAlGoOiKtAnRDIrQQmp2QySYyRFl1g+D3KylcvxdcAYFDGHxVyHd+1DYTDb8ePMb5b9/8mWMCUU5joaUgBBLQ6xQBeIBdej2Vp7hzHGcf3SwvEy+a1uENpscsapahUZcSNOjY5gUrqRM/VG36J2W5kS4uKJW+muuAISpvTBLuZWygCjoJWgoPHs9LQPzfKqDd3o3wEJuiQxRnJRRttnelqVEqjxkWEcjYbwe296HW4SnSSHUnz8+AlcrdZgLS93BA2Ly0vwtrYJTYMhOVhvbitbKADj4yCaCmbbiBzq1N1yikWfHIMAONRGpSo7bpn+nbluALPcbkTT+TzDdRIg9TbUf374EVxZWsKjzz6Lh48f3/J1x1980f/99v17A8x0mugCjg0P+93ejCtR3Jcl8UGibFvfh7kOClKwmzC0wHD8o88+y48jFucDsOCVcqdS7po4EE3blLzALZfglDtnHVczGT/Q8j7z5WTMNHGu3DpPR49wBi8CBjUabc1tSWvz1Pnz0MdahQBaq/f0K74kwxZzW06JwzT7nWll3maraLCWFvzHjakZf20BnMWNMQZtaAj68GhLXwtAeH/rO60Ija1kPI74NjZaubNVKLXg3sxxYG9IfknTYIxPbgm7VmIxuNVqT31FrvmyCLfZgJPP92Rf9cwtl+A26oHu/E4LbnwonftXO5dF5dGHUH7kG6g+8RhqJ55F88J5uKUimGWh/uILaLx4sm+qeX/WtM9kiwnCIDnZykgzVylV4eQnXdbTrQcPIC7gQc/XGnBFosJ1jK7/zBwAXLg63/FYe3fLs4XVVlA7qalcxkDVAMYw8Mr7cCzKv5PLGJ568UXQerUvSu8HnnzS//3H3vkOvG7vXGCfnBTdrYpLkV9ZDiRwhBDOxNzOjuy6POm2LZTEHpXQNGiqipFAssX/1k7/DvBrvx1iGGYHC9sLV+exICB2ew0NI8PDPvxrYmQEu8UM5vl8Afbe/V1jtM+XavhipY6vVRv4xbU8PruaQcM04WQ2OLJhaga0WgEJhRG76x7pYFgARihD/9vNgxI6rhuIWbTkoC+wy3UAW4gKLZGEMT7J59FFQqoODOBqrnUdfBihY/tkG54NSl1ED0a4VZE8IGg82PJnF4Qwtq7r2NOGwrkeRgiBNjAAuK6vtQUIkoxkCkokCk1Kmqxl3iFkZjNA+55OpQCXBhBaqVTKR5Vkczl+TcG4cDkg4LC8wKgNbc08eqPt/0+2hPnsSdKm5c3IdLtItMI7Nu1ta9powFpd4RXBxx5G8Sv/5P94wQnRNDDX2VL00bsR1wpFeDWPmckpTEg3/0a9cd06HkQXJBlbOHmnkPeZcbYyJ5cD0QzYq8tYEVWyQUPH4K5Z//VexaoX/TvAWQndUtGv+jLbCmhyyJ2tYQJYSwsYn5jEb73te/Ftgi6WAXhkdQ1OIR/QnACABZmJMGQENCA8KCFjDHkG6MOjcMtF6JPTPgbeyefgZDbQEJTbADCTTCAqKbUDwGAi4QcFXrLlFItQ43EuhNojwPWqhe26Pjs2oXO1KnUbvc7QZnbixdMAAFVVcWRqClQqGBijPFg3dB0jImDdcLzKWwVuQyoMqMq2votfaa20NpVUKITRdBoHxSZxfn4eG7kciKZBlRw4143qkmzpOlij0bWTwCiFnc2AMNLR2bogVbSX1tbgXGf9s2s11zRxThAFqAAOi044Y3wdKfE4qG3h0NycPxB96sIFGJIYJ63XNt3AiaIGgrp2Y47DO/9bCMDKRisV2IU84LZoitXUILThYegjY61OcqkIV/ggr5ADcLihLu5by7b9QH1idHRbEDg52cqXSlClRE8W4OzXiKqCAF0711w3aQlOqQBtcAiKYcBeXen5GYxS7lN13f9Oim7siJAAEMmW5tGl89lRJRSCNpSGMTYOY2wc2uAQtNQgtGQKzcuXUDtxvGfi2PHdFTUA89zMmGBcJdKQe1Z0LeMKgUGIP9PRbprQ3AKAmuP684q0XuMokutUpPLMsu0O6BjQObflWYD2XedzI+F9++GUilBicdwndeaevHQFTibT1zk+fpLDslRFwVvf8EY4+VyATGpKQp/Mz1/t6DIqkShopRyMe1wHYAxupewHvKmQAWo2kYzFfCFm72/tRDaAmNsql/tnXXaCEjsPP/mU/7c7IyFo4xOBeOOe227jrwNProe+660Yeus7/J/cva/BV6qt72RTir97+hn8xN98Ao9kcwjfdgfY7j3Qp3fByWehj4wicvOt/vPXRHfU0HWMpntDz+YkYqHLi60CkRKJ+AU/CCKRdpP9qzo0jCsiIY+GwxgbTouYjkBtK+YkEgmfVdmHEW5x/8tQen2I+7NGs4mFZb4u9+7d64u5X28joRAYeKHZ228uLSxCMQxoI6MguuEnpvbGGqhtgzbNoMbWYAqM0YCeraqqvq/O5XJC0gWt2VXGwHagHXuj7P9TyZa2hfgtUZSAwNxmFTy3Ugk4B3PxKgpf+RKKX/0Sqk88isaZF1FeXcF6rY4rlo16swlTqoQRVYOT69x8A59Rr4M5NlYlR7hragoTEmY3Y3KCjOtBC05U1e/E9TymchlOPt9XV4uaJm+hh8PILi74w47TySR0iezCY48bk67P8lp7ssW7gd5GwiyuIO8lwmuiupaIxaAsXgUYf42mqvihe17hbxCPXrkKapqw11tVKOa6gc1wKh4LBIky4cNaNgtj1y7u5R0H4bbu1qWNNXgu4uD0dEeQRwjxoYRZx4XFGGitCqIbHL4jVc4Dr9M0gWu/PskWc1wQABtSxevJ557bNHHI5PN+hfbw3BzCYIEZFl3q2k2Kc1alFHVKAUrhFgv+pk5UdXuJI6Vg1EVBSraSIpC49447/MceO3FCHItEZS5IMnRDx/T0NHQBM1B0Q2gldQa2bqXMCWC8DVMyb2YN4BVNGa72crDc5UtYEYn8nngM4VCIb9yiku2t7ZBh4IAQ3F5YWUFDuidpoxGA57UbCYdAK+WeQaxbKXP2tm1oa9m5LJhp+hpaAKCl0zAmpqCPT7SYqwA0r/Cg1pGKBdpQ2i9+bEgwrMnJ1roMhULYu3fvpsQIcrJVLJcD7JY7pVpXYjG4xWLHa62N9YBukhIfgFur9vQDtFqFWykHxJb7ZdZsN8aYEDTmfpeaTRCFr49uhTQlFIY+PAJ7bRXV4093hWO3G6cs748tkTUboJblB1SMMeQEk+2gqoCEQtAlqGu7yV3u55rct9BKhc9tSYlLux/Yic0vLfm+8raDrW7q6Z6dLSnZ0jSoqUFEDhyCMT0DJ5fBrTffjLjY/55vWqivr29azAD4Gvf98d69iBDGETdSAWyXNCO8sLHewerLdbGsAJSQuRRgDMX1db/IOxiNcH/QqGNIFBA9GKFT7JQu6YYU2syY0DP17JHnnvd/vzMSQmhmNvD8V0pQwmdX1wLFCcd18Yf/dr9PXnLz5CQ0sQ/nGg185F8fwC/82Z+jyYD4LbdCHx2Dnc0gtHc/jJlZuIxhXfjP6fHxTWdyd0vzXJdkNkpVbYNlFzteKxdf3LFxrAtftmdmhjPo2VxDtL2Tq+gaUgmOtvA7W5t0EZnrBtgtNYHUubyy4t+X15scQzYlFOIoAEKwS8QIV1dWYDuOfz/7hT6BbqBdOlt89jcYw3uQynw+DwruM2SmQdrYfP1pNyjB7Gb/n0q2lC2+LgmFQKs1vxpDm71p351c1sfRMsbw1OOP47cWVvCLqzn89HIWP7KUwY8vZ/GfVnP4lfUCfnYlh7WFVpCmhCM8+Nwk4KSViqB9l5TMpyYDDHkZxxXCrdcnCCdE6UqzDogq7NoqT2T6mFVzK2XubCnFotQi3zWcDlCjquk0QEib1lYw2PA6j47YFGiz6Scyjuv6VezRRAJONhsYiE6EQ7h1WHRaKhVcrNVhrSz7wQltNrAkDWJPDQ0Fvt+45DTXMlnoI2PQhofhlIowpmagCJiZk8viYqHVMTskzdbJ5pFkMMgEEmUooRCsxcWeASwBu27CxszltLkZKeH3mOl62YnTp/3f7zhyE6fC9pItQqCPSdBLaW7Lg8C61WorwVIUMMfquyPLh7YZCtKmlRIdwldJydajxzmsLzQlkWTUavz8EgWhUAgKEX7Amy1oq/YySnkg2aWrBQAXri4E/i8n6t9sc+s1vCDYIgHg8LBIoDxmMFWDEg6BqAqY6/rixgBwbn3Dh+pw5r16z1kgJRT2KaqZbXf82Lks73732VFilMJaWQbR9RYLoaJAHx+HNjgIY2KSs7EJn2stLfKiiTTbZUzN+PetzEQ4JXXsFEVBJBLZNIBKJpNQxd/zpVKg4+dWKjuC7CmhMKhlBmC3TiEPe2UJajzurzNCCNSBBBdH7xJsO8U8r/BK65KLnlvbn9tynABTH+1DT45oGvSxcdBqFcVnnsLfffKT+IvPfjYg6Bt4viHgz310A916HYQxf88tVat+QjOoqlAHEn4y3c3uvvVWv6jmJVtOsQBqmXDLrQSkww/swOR5rTuH0xgSwe/ZS5e6ErB4HYQBhWBAVaAPj4BoGqI33QxteAQ0n8XdokPfZAwvrK9vCSd9WnS1AODOW27miXi95n9XJRbDbgkatlgo9ezwO3lpRoy6IATISgXJoVhMkAo5GPZEvynlovXVakcRsDW31V+yxffzFgPlGUGmNa2rGNM1hAQ5hmc379/vI0SeXduAJUEhP3f8BK6I/XzPcBof+tbX4A+//U24a19rPz55/jze/2sfxt/9y9cRvflWqAMJuPkcYnfcidq+gy0kUQ/ad892T7aKevNCr8ozQyr4dbuWcrK1JkHV5wJixqFOchlFxZC4DyqU+XqdvYxZQakObSgNRikuLrWO90bMa3lGjJAobFrYJ8SNXVHg1lKDUCLhQGJqLS+BmU2UpMJvOpUCAzgboWSe1pbrinluQkBCLaghNTf31cpLCC285mSLUoq5uTm8KM1yvFzN2YJqWjFCoFbTh+WxRrPr5kNNziLjDU47xQL+LFPAi6aNZcflTqjtNU3GcHw94y96f26rB5SQUcoDGcvqGNYcHRryL1zWcfmc1Q4HpNuNhAxOKNBlw3ByWTiFfNdqfzfj7+PC3lj3K+0An9eSsbdqJAolEkVaVXx6zKW2zhYgqnCiikbrdR9uksnl4IrjHTF0qLF4IEmuP/cs7nJbm8GjyytwqxXYYtaDNhpYKvENigCYnmo5SSDY2VoVeO/Qrt1CmNcNzG7J5BiHeyRb0zL9u4AruMUid/jFQkszqN2I0vfmtZUx14VLKXJt3QsZSugUC6ifPuUnI/K81h1HjsAtFf0haCUagypRqk5K3YANeTZNbMp846ZAv/AeSsEoRUGiyh2M867JvtldGBWwwROnT6PeaPAA2Zv1q9fgloqwbAuZbAa2DA9mrCMQdCsVuIVCVyY+ALjYNhh/VRoy3vwrUBS3qFZfq9kb6zgtHc8RUXllrgOiqbyzZYSg6CGht9Wqyr94+XKL4p5S3sXpwYDpMRqa8/Oon36x48fJ56FswvLYbm6pKNjjmv710NLD0JKDUBNJaENpaMMj0AVUFZTCXJgPiB6HD7QChkCyJc24WpaFlZWVTSl/FUVByqvel0owJOpnWq/tmBVUCUfgZLNcwqBWhbmw4HeSAs8LhTnz4tpqAIZFm03uf9u6hUTTAJduG2LcIoDiiAa3Xus6+9JuhBAsMoKf//JX8Sdf/mf8zT9+wRc573iupoNa1pbQS8YYZ5+UKs0yE2FKVaCPjG6aDCYHBnBEFA9WbAfrtsP9RqMRIOexHTvgB3ZicrK1JxzCQSFWX2s0sNi2d9UbDR8OOSGOXxPrWIlEeLAfi+MVE2P+a57KFzkz6Cb+8ZlTJ/3f77z5Fu63pKRSGxzCvttbhajlWq0rnE2JRjmRlVjXzHXBQLh2kbDBRMIX8vaSLQbeWfHo39ttO3Nb8qzeI8880/pekRCUWKyDnl7TNNx1yy0AgJpp4myxCHt9DZfPn8ennnqafy9C8P7bb4WmKNh/36vx3371V/E7//nnfWQJYwx//pnP4MFTLyJ65GbBSF3BRrwV30xP9E62GGMY0VRf8PjKavC6y36jef4sSg/+G8yrV3wGUG9WjoTDWGq0zp9HjsEs05dKkY1oGgaTYiYZIuHaJNmilgkmOjwkHIZiGGCugwtScnigbbb8ehpRVZBIGMy2MTfTKoJevLoAJRrlkhmG4TMu2htroM0gQUbaG8do72xJ4wL5YpF3v6RO4FadLfs6w4s3s76SrYceeqjnzze+8Q3Mz8/j8ccf9x+73kYpxQc/+EFMTU0hGo3iTW96Ey5evLj1C7u8z2bGqzEup3vugh/3zOvYeGx8V+bn/Za6phCMxOOYGx7G0ZlpHJXazGu2A0vACXinxu2dbAlYCG02AjSkM+Pj0DQNaRHYZlyXJ4fXaZbHp+ttw7ryWbRVKJHuEJNu5hQKIKoGa23Fn9cCgLm2JIRoGqcNJwSjoru1srHRcb2UcIR3U6pVMNOUyDFam8JoKBQYKLWzWZhXr+BYJOQncg9fvATKAEtAMNxGAys1vtGMaCpibQKoMv27Nxumj41DTw/DKYrulggsPXIMXSHYu2/zzhYAfxDXLRX9zcZcWe76Omja9Uu2TBO5ciWgEwO0YHhuvYb6yefROHMa9ZPPw202/XktQ9dxeG6OQzHF69WBgQA9rdzZ2vAZkyqtTVlRAer2zW7m0RHnpc5WUlQDCSF+d8t2HDx98iTUeNwntmCNBicoqNVRLpVBJXgC0bTAnBxjjLNrCR2cdiuWy8i0idQubEJs4plLKd7/qx/C2/79+/EPX/t6X995u8ZcF9biIs4WWz7lyL79/t+IqnEWP13n4uq2FehsnTp/AdpoK+Bzy+VNEws1Ncjfr8uPOjCwpdyEbPbGOphlw15rJYra0BCXVBC026GZGR8CAwDmpQutKn68Na8FBJkIJyXad9d1kc/nfT2bXuZBCYvlCtSBhA+HpPU6nHKx7+8lmxKNcfbEfA7W4iLXeOtRuFKTKT4HKlXsudyGGQgmPGMA3G36BmbzzhZUlRdBBGxpM3PF7MsHPv1ZzEuFjxOnTnV9PlEU3pHfYnbCq77LkKmMBKUcUhXomxAVeHavlFyc8KCEtRqcfLaFWHFphx/Yrsm077NhA/sSrcLMmbbYRCbHmNA9YeZWQU9LphC56QhumxhHSATWxxsmmpn1DnFjzyilOH6KF7+i4TAO752DU8gHUCn65BTG5uYQVXj1frlpwil2ijwrusG7UAJqyWwbhCjIS34unUr589FpSdiYa211ZyYlRktvazNjrsvjF7H3PyySJQA4FglBTQ126GcBQVbCF2yG0NHb8D9Pn4Uj9pR3vObVuPVb34D43fcgNDMLQgjuue02fOx3fhvv/s7v8F/7O//rz3GlVkfk0GEws4kl6Xrt6sFECPACqZFIYo+AYq9ks2hKSY8+NR0oOLmFPGrPPoPiV7+E2jNP+rpXWmoQV6TE1u9sMRbQhPKMKAqGJA22outyivse55nWan6R0yd7cl1cEDOHqqpi3759XV97vUyJxcEcJ0CS4c246aNjAHVheKyEYuzAgxESQpCKxbryBAS0tooFMCDgQ7aKl7bDrnqt1ley9drXvhave93r8LrXvQ6vfe1rA/9/wxveAEIIfuInfsJ//Hrbhz/8Yfzpn/4p/vzP/xyPP/44CCH4tm/7thsiSEZUlcOdhNhj185WtRrQ3nl+oQUres8dt+NjP/pe/I/vfxd+863fgw+88Vv9v606rp9sAbzq52SzXaFUHgaf1htYFQH50EAcMXHzjab4zValDPV6vevcyU7MZxqTmAMZY7DWVkGbjcCswGbGHIcPsesGnGwGy1KytWd/Z8taFZULD0po2TY2csGNwaOsdooFUMf2r42spzMaj/pzXIxS1J/jDHsxRcGtYR785Wt1nKvW4GQ24FaryGysoyluuglNDcDhAM6u55n3WURVEdq9h9ORUorIocOoUeqTXuxOJhHqAXmZ6UL/7pT4xqYODMDZWO/KVEk0jSfh14GQgVomMl0S/YWVFSwuLaJx6iScfB766Bis5UVcfuQhrAvI4S0HDkCnbgCHrg2lAxU4mf49K+A6rNmaA/KKDX0PrlMKRhmKgmWPAEgmW+e3nZWQhMP+mgI4ZKsrI6Gug9ZrvtN1y2W4hXwHA6FnF6R5Lc+uLm+dbF26ehWnL12CSyn+6OMfx8UzZ/lneT+V8jU7fiebQT2XxSUx1zauqRjxNjfXBdEkUoV4HMy2MTw46MOSz1y6BEVOtmq1TeeT+PxXuPuPsTXM2DNqWxxCGArBWhGkA5oGLT0SEDLXR8c49bd4TK7makPpQOKyuiFpbG2D9t0zL9myHQc12251/BiDvba6I0IiD1ZpZzOcEGMTPUOiqlBCYdirq7z45bqwc5y8ohth01bMmt3MJ4BSFK6XJPlUz5xSEbXnnkXxq1/GhUcexs9/5vP428ef9ANaz05fvNj7nCjqlgP8tF7jhFNSgp6RruGgqgbmMHvZvTIFvOgWOOWSr7d1PcxxXVwUe/5EYgADwyPYl2jti+1zWwFyDHF+ZWgqABjjk0jedDNuT/M1UaUMp64u9pzburiwgJL42+033QSVMY40kGavQnv2QglHMCUIFnIuRXlpuavPVUIh2PkcR41YFqAqyJVa52toaMgPdoclv1oQ813y7KT8nlwUfouupuOIzruGSq2GE4LyfVhVMKtzxs9ucOR7jh7174WnLlzAP585hzMLHH44MzGO9733hxGame24z3RNww+/9a24T+wZpmXhl3//D1BNpBCa24dlKcmc7pFsueUyiK4htGsWe0WiwhjDFWl/0GJxxF9xD8KHjgTkCpht+6x7AKCPTeCKtIfsmZnhxTFF6U4wpGkYTLV8XVlA7GmPtWJLowKejzQbTcyLpHL37t0I9yHjcy2mhsMgQBv9O79WvLMVgibFDEBrHi05MMBn7pROrbtAZ0tcNyUsz2xdP23Sa7W+kq1/+Id/wMjICKanp/GpT30KDzzwAO6//37cf//9+NrXvgbGGP7kT/7Ef/x6mmVZ+N3f/V186EMfwrd/+7fj6NGj+PSnP43l5WX8/d///XX9LIBXY2ilAmY2A2x3stmFvH/RGWN4MdNKCo62dTPS8ThCwsGuOS6czIZPea1GY7A31lE7/nRghggQYqqui3K55BNLyLTh41IVN1OpBJKjazZC4EoaGW6xCCeX6apv0ss8UUNm8pktD0Y4EA4jPdYp7qkN8ptmTBJibGckBMTAdb0WoORfk6BEY1KQ3Lx4PrDB3hNtOZSHry5wIb3sBhYkseVJXWtBlYSFDMNvY8ufpY+NQ0un+ezW9C5cVVqBysGZ6Z4dQFlra11cW7fEB+9JOALabMDq9t01nUN/rsPcFrNsZKT5kbS0gT70ta/BWl2GPjwCxTCgD4/iuDQHdPuRm8AazSBkRQrSgRZBBgBkpBjMWRdVQ0UBc9y+tbYYdfnQtggmEooCTYJT3Xb4MCJiw3jixHOgjAWozN1qBazrvIIBZtm+mKqnGdOtqwUEyTE8W5AGjXvZRakg47gufvN//jEKDz+I8qMPofzoQ6g8/uim1P/9mLmyjGeWV33a6wMh3cfCM9cNYP+9zQ+Ar7dl2TYWSWvNskZ9S8bU62FONsv9RbXqw0r1kTGo8YFAoKSEI9Anp7qSJBhT04GK5oogb1AVBWNjYx3P38oG2xgJdSkQcHK5bWlHyabGB+BWKpwaeot5NiUeh1vnZBlupQy32ltugzNrbq8QI5MSUNPkIudi1sa8Oo/Sg/+G8v1fR+PyRXxlI4v/fOIFnBcdQ4UQvPPOY7hNVOFLtXqgIxA4NsPgVOabFBPcahVQlEAimZXg1ClVCcCyetns1KRf6Dlr2qhTCjefAzWt65ZsLayswBI+eC6VhBqLY9/QkH8/tTMSyhpbk4KJsNvsWXjPHF59tMWI9/jqWk/kyzNt81putQK32fALYETTYUxNgxCCmaHWPbSwvNg1AFUiUS7aXavxDqeioCAl78PpNIjCYchpqahR9Ojf27S2ALEmHWfLgJc5orCtanj8xAl/JODOCC8shHbNdn1dKpHA4bk5AMCVpSX82d992v/bf/l3/86H93UzQgh+6Du/EzcJlM1GLocP/vf/AW1uX3Bso8vMFq3XwaiL0K5ZqAMD2C9B8OSuJtE0aMlBGGNjSLzujUi85vUwdu3uiClDe+ZwRcQgQ6kkUgMDfF7LCHWdjSeEYEjyi15S4vaY8XMLcrKVAgBcWVr0u/s3khzDM2IYgKpgKB5HUiCPLonOlhIfgJZIQglF/D2KMeZ3ttKpFBh1QVTSAXMOaG0VirwgIO0D/cgnvFTWV7L1Pd/zPTh9+jTuuecevP/978fy8jJe85rX4DWveQ1e+9rXAgDuvPNO/7Hrac899xwqlQpe//rX+4+lUinccccdNwSyyNl5WoFkexXR69h4G7tdKuKMuKAxVcXcSDAQUAjBlAhkNxwXDqU+25YSifBh6LVVVI8/hfJjD6Nx8TyH7zT53NiSBAnaJW02ExLD1ka9fl0zeKLroOL7U9uGtbYCKGpP4c5u5lbKYI4Np1hEg1LkxY2za2y0a2XW09oal26mrnNb4Qi/gSQmQrmKPSYgDm6thsbZFqGDcegm3B4xYIiPfvTiJVBdh7W0FOhMTMaCs0eeeVpb+WLJHwYnqorw7B5OlUspFoZa1/7wJm35aCTSSt4ENToYQ3P+ChdBjUQ5AUCXoWMq4K3XYsx1AddBRlpb3/X6Vkf6sZOnODuaN7SvaXix1Kqa3b5/PxfcliArRtumlEokEBGOMyPBYO1MhneFCQFRCD93/ZhHkCEq5AlVCUAsDF33qZ89og9jqgVZoLVaV1p9ommcatY0QSsVuMV8h66JbBclcoxBUUGr1usolDcP5C60BWCX8gV84eIVaAMJaAMJMNOEtd7f7Fc3cysVVJeX8bEXpDmOSKilEeW6AZgnMUIcPuY4ASjhv1285M+60Xqd0zffYKiFtboCQkig2qsODkIfHe1Ieo3xSWjjYx1QurDULWeMYWWdJwVjo6PQ+phDard2rS0ZwuYVRnZiRNc5OUIfLFg+WcbGOuzMBr9nehRwvAH07SAcqGX5CR8zTbj1Ouqnnucwp2efhlvIgzGGvyhU8PFiFbaoJ4zrGn77ja/He++9BzdL862nnn+u+/cwDFCzt7gxczmcvr0bKmtsDYUjm3YC/c8ixGeqcwGcbHJtQtbkAtvXw+R5rblUCkTTMJBIYkb49EuLiwHCEBlmPKmpUHsk2kRRcN/rXg9d7FFPF8toZja6FnKOS7DNO2++WRQrKn4hTk0loYmEblbqoi1kct1JMgTbrVMpg7k2oCgo1FrPS6eHAZWvv2Ep2fIZCXOdyRb/TuqWGlBcY4sT+Mgzw3dGQwAhMHokW0AQSuglwG994xtxax8JhK5p+JWffr+vHXby/Hn84cc/gWWBDEjG40i2ze1Sy4TbqMOYnvFJuG6++Wb/76fb/LyaGgS1ba43NZRG/NhdSL3lOxG99TY+gzo1jdpQGiVxjnwxY8sEiUZ6+olBiY6+5PL10aswJmtsebNvpy60ksIbSY7hmWKEQDQDcB3sFSQZ+WIJhVIJhBDoY+NgtuV3fKuU+bwH6VQScCmIonXcN4FkK58HCNkWjPCltL53oaGhIXz605/Gpz/9afz0T/80PvOZz+DP/uzPMCxBrG6ELQn9oxkJdw8Ak5OTWJCqxbLNiWqHZ6Zw8tSl/u8AuHq1poMyClsiNnDqDTjVKrxtzbItML8DUYRdq0EXsJJLly+jKv52UyoBc30NhACqwgXWXJdiPBLGZQAUPOGKrC4jND0Dx3XANA0YHAJcF3atCufUSZiRiyDRKBzTxKrktKekCu2o1OVarzdglUqIMAqFKLAduwOPrqoqNE0DpRR2W2eEEAJDVIEsy4LLAKtcAiuV+JBusQBjeBSO43TMOvQ6h81MBi5lcHJZrMgzZ5OT/jXQdR2KovD3FBtpUNh4DQwMlsS0yBiDWy7DEIGjZVuB+Yx0PA7XdVF//oTfNdH3zEGf24fwlcu4PRzCkw0T5WYTz+cKOOo4WJC6SFOpBEgo1HEOR9JDgCDqW93Y8JMvlhoESSRhFnK4ICUke3fNBtaa9129czg1NoZcsYiSbaNGKWKKAnP+MrS9+4FwBG4ui/ryMvSJSZ+m2nYc2KYJlCvQxGyFYRhQVRW2bQcU7L1rbhgGKA2ue2pZMOsNrEtwiaOHDmF8aAhr+TzOZLKoMoYE+GyA47p4XiSkEU3DRCELB7SVbBECNphuXVdDh0IUjI+M4MrSEjYaDVAWhUIIZ1OzbTBdh2laYNUaNAGVIIT4cIZG28CvU6+jUq/78KWEQkB13f9MVVXxqjvuwDee4vosDz31NOZe9crWd67XgEoF8dFxuK4bOB+gFMwy0SzkYTZNaJEYIP7evr7PX7kCANAUBXdNjONrV3in69LCAmJtQ8aapkFVVTiOg/Pnz/mPK4SAMoZPPnMcd++fw3QyBRqJorm+DjWfhxKLwQgZICAB39P+vvK9bC4u4NPPnkCmyq/JLWEDtw+mYDkO4DhwLAtwXOiU8nWoKLAYA6lW8cqjR/GnoRCapokvPfwIXj03jXGzCdqow6pU0CyXoUajAR/RHgC2r2/ZevkIgEOynWwGJBSGLZJNEgoB8QHQgQSoOF7XdeE4DlgkApIcgjoyCkcIHyuxGFgy6V/TcrWKmlg/k+PjME3Tn/90HAdJqUPvOE6HP1QUJZBsZXI5zAXglZyR0B64Nj/b3zkkcM0mSMZEKDXY9RwC3A8wx0GjXIYC0vG3bj7CFF0QDbxoKPtMz75iMzxUawUsb45H8I5kHKGzp9DQVByS9qQXTp7C61/PYfNEITB0g/tvl/JCR6no76mhUAiKosCyLNiVCsxSGUo8Dsc0/XOYkaBp6cEkLMcBcV3/HJoCXklrNSgDAzxoM3S88vbb8fl/+RoA4ETDwiuiYdiVKsyNDURcF0QhiIt9wlsz27k2Z6WAes/IMFzqQolGsW8wiYViEa7r4sULF3BEFNw8JkINwLCmQhka8j/Xu5e99R1KJnHrQBzHy1WUXIrTFy7inrteAVciBrBsGy+c4/5kNJ3G2HAazRdfhC3B/tT0CEg4DEopdu3ZDQjdqqVyGVapCEN0/QP7gqLAWV2BrmlQNA0F6W+JwRRMl0JTVaSlBMRLtqxsBpZldZxDSgiszAbcoTRC0WjXdehUqnBcBzqAy0u8w6MD2G/oILE4XGleq/3aHDtyBH/5uc/7/x9ND+G93/s9resqr0MpjnBdF/F4HENDg/j1//gB/MyvfRiWbeNLDzzgP2dKFBB93+O6cIsFaBOToB6sGMCumRnoug7btvHilcswTdPfA1k4BNd1YNZqfpdK0VSE9+6HNjkNp1bFOYkIxmM3ZLYN1wh17IPevTyYlDpblN+zVrGAGNDhIyyps6Wl07AsC8cFVBMAbrrpJriuu+04wrNwOAxCSMDPeqbrOjRNg0sIbIWAVquYnZzCs2L++9LiIo4lE6CxOCghIMOjwJXLAdr3wUQSZqMBGBqIiIc1TYOu6xiUiFMy2Sws2waVimtOs95xzN61sR37JdXI3HbJ713vehde+9rX4sd//Mdx5MgRfOQjH7mhysx1UYVp10UJh8PISxl7P5bNZvzkDQDi8TjGxsbgOE7gcVTKQLmMWZHQbKxvtG7ezDpIoYCBZBIqgOckWNG+4TQqsTiMkIGh1CAoY9jY2MBwKgmIYcRVx8Xk2hoYpajVajDbKNtjySR0oqCRzaJeqwbIMeKR1jnQpAw/02iikNlA1LQQCodRKBRQKQfxu6lUCul0Gk2zidU29jRVVbHbG/JcWYFr20CtwtkY8zmMTU8hpCgoFQootlUHBxIDGB0ZhWNL55BSkPkrgG1Bz2exLN28qUTSf97Y2Bji8TgqlQpyjgsd6KB/py4NXhsAsCzsFlCibDaLZUFRmzAMmJYFdfGqH7gxw0BjbJIHIaOjuKdQwpMCy3//ufOYO7gvQEs/PTYOoijIZzKoShW5mFR1vbq8DFe+gcNROFfmcUJAAZIhA5quB457amoK4XAYxWIRpVIJKal7sh6KYs5ugjWbKF26CDY8AlKrofLiKYBSzM1xqMPa+hrsbJYH3wVe0dm1axcSiQSKxSLWJapegIsf7tq1C67rBjRAYDZBlpeQybeSLbeQxy2pJNbyebiM4clLl/HGm4/AtEycWVxGSTj9AyPDqF2dh2ZZ/swMM0JYL5cBAb+YnZ2FoilIJ5O4srQEh1LkQTAM0RWwTJiOg7W1Vf5dBJwxFAphv4C0XblyJei4iwW4UnKYUBUU6g3kxTlOJpO457ajfiJz/xNP4I23HEE4FAYxm3xIuFaFWasFrisAjEbCMEpFFBcXUDJtQKroyj7i0uXLPtPY5EAcY1KF98UXT2OorSM6OjaKgfgASlcu47KQMkhFInjl7l34yplzcCjFH3z9fvzi614DlRCQYh7ls2fAxsaxe/duqKqKXC6Hei1YiU6n00ilUqjX6/yaOw7Wn3oSXzjPq5UqgB9KxcEikdYaLBfBNB37RkYQDoeRzedRzOeBag2Ix/GWe+/FPz7wACil+HS+jJ+L8aCpurqC8pXLUAeHgj6ibZOamJxANBJFqVTqz0cII2urSDW4MLs3MO4mB1F1HFTqDYzV6y0f4c0eaDpnv1RVwHWhjY5hrVwBBJR6XpqRmZyawurqasc1j0ajiEQiqFarHccUiUR8/RYAuLKwgLnEEWiKAkIph1vV6yjl8h3vOzg4iKGhITSbTay2wep0XccuMbOwvLLckai1+wjfKMVAJIRIKATTNDvPoUIwt2cOBMDy/Dystrnarj6CUZD5eUQjEUwMpWEuLfiJFlMUsOERHCca/u6ZVqfhJ19xF15ZL0MpFgDG0Dj5HKanZkDACTpenJ/H0sULQDiCcDiMqakpMMawvLwMlIocsSi6AQcPHoSiKFhbW0N5cQFkZRkQAexQegipZMpn8FMBRMS+oRs6ds20ziGr1QCzCcQGAJ3rZ912+DDConjwfNOEwxhoPgeWHsZAtQIaCqNarQaunaIq2CMEk9fW1joS5YmJCUSjUZTL5YA8xnA8jlq1hkQigX1Dg7hfFF+efPZZJEWy4yE0xjQVKiGoh8Koimvo+YhqtcrZ/xjDsZFhHC/zY3v04iXcVS5jSfIBL1665Hdx7rz5ZuRyOTTnL0MpFX2oEpuYBCEEtVoNEUkGZbleR35pEfEDhwAAS8vLLX0rSoFqBZO7diFkGCiKgD1ECEoFXhhMptMYGmitr4JYM818HitXr2K38N++j6AuUKuCMWD34ZsQj8eRy+UCTIfIbiDebCI0MuZ3pEc0FQohcKNRrORy2Cu6husb64GkKawoGEomkRf3yw9++3cgn8vB29GjsSgmxie6xxEARkZGcGhuDv/uHd+HP/7k3wWvuWgk1Bt1bKxvAI06lwtJphBZXsZeAUFcXFzErl27cOnSJaxkczh99iyO3HQYhm6gDAV1IwyyvgrYDlg4jOhQGvGBAdi1KiqWhRek5H1oYMDXRFxc34DbFsfNzc0hGo1ClTRJy8KP1LMZDAKwLTsQi6m5nL8utPQwVlZX/M+Mx+NgjKFWq20/jhB20003gRCC5eVlP173bHJyEkNDQyiXy1jJ5UCyWaRiLSj0pYUF3HHkJqxWKiCOC9g2VE1Hsdm6xpGQgZXlZSAaBdP454+NjWFE7GWeLa+uYnVtDbo0AtOsVDqu+/T0NEKhEIqlEiqZDXQOtdwY2z6+AvyLfuELX8Bf//Vf4wMf+MD1PqaARcRwp2ma/u8A0Gw2EYt1x69fvnw58P9nn30Wx44dw7CYO/NMEZz9mqYFHqf1Gme7E9Wk0bFRv7rcrFVgDQzwagljOJ1rBYB3Hz2KqVe/JlBNmTItHLQc4CRnDlqzHcCx4WQziKXTiLZh8FVF4Vow4UmgXvMJFwDgFoli/OZDh/zfM7aDgXAYKuM33eDgIJISWw0AX7k7HAoHvisQhEpOTk6CMQYnn+NU5AoQEVWUZDKJeBvEyj+HeuscupUK6iEDTNPRsKxAZ+uWmw77z/MUywcGBhDatx8ZXccgY9AJYDMubKyoSsfxAoAitBQSyaRPpz0aiyKZSqL+4HH/eZFbjkIfGQFjFLayF7cuXEWYEDQZw7PLK4jcdy/W6rxyGyUEw4JQYCg95NM/A8D+uT2AgK3mS2VfwR4A2Pg4/vmFF2CLjee+PXsws29fAALgfddUKoWBgQEc3DuHh47z48zEYpgr8mMwshuI7j8AGo2C1WuISoHT+Ng4nBBnZzJEYOBVElOpVMe18a65qqr+xuBdH6tZx4ZgOlMIwR7bxCunJvH1y7xzc2JpGW+8+QhCRghXpcHbY3N7MDA9A3tlxd+ktUQCY3vm/O/rrYnZ6Sk8I+jic3oIww6fC3HzBURmZjAxMQV1dATGNA+e5HW4R9KHAQBnYx0nJZ26pKJgeGoKIbE2vGr4sZtvxtMnTyJXLOK5xSXcl0rBXV/jxAaFPJKREPTUIFSlldQrzSZYvYF4NIaBiVTgc2UfYQN+VXXf0CD2z8wAz3PYXm5tpWOdapoGalnInz+Huig4zI0M40defR9Orq1jqVDExY0MHpxfwNuP3Q4XDCp1EZma8j83nU5jSAqWvPcFeMIwPT0Na2UZf/jCKX9W69sHopjQNeiDQxifnuZD77EIjLm9/noZGRlB4uAhWAtXoaWH8SPvfAcePnECuWIRz+SLOKelcDBkIEwpBpKJAHua5yNk89Z3vz4C4PCx+sI8lFAIzYvn/ccjY2MI7d6DyNxcwEd4/p+NjqJWLoEmEkCtitD+AxiU0AyXpSRnenoaExMTfuLuui5s20ZUJMbxeDxwbwC8s5WRSHcYUTC1dx+y8ThoucyFl/M5DO3eHfARgORnw5v72anJqZ7n0PMR3c6hJ8jb1VQV4/EB6G2wq24+glkWmo06VBGsUKmQET5yC1biSfyvv/9HeEf47rvvxFuO3QHGGMwzL8K+xBMOdXkRUyEDS6aFxXIFCUqRmJ4GEQx4hBBMT0/DHYhDTaZg7JkLnKfx8XEkqxW4hPiENqqqglkmCnUeNKVUBYldsxiYnu44h04+x5nqXBdKPO5Xre+65RY8/MwzqFKGX1nP40cpcMsBTmygTcQxMjrCu0rCD8jvOz4+3vPaxONxLIlgdDgawXQqBev8GZjjEzg0NQkcfw4AsJrPY3p6GisbG/6+MCEC5KEDBxEW19C7XZp7rQAA/55JREFUl+PxuB843nfsGP7i0jxcAE+sbcCpVDAtXdOvPv64//udt9yMoUgEVcNAo9n0r1dCwGqj0Shuvf126ITAZgwrloNo0wQTMPzpNuZdJ58V3UeCovBZKV3DxNgY1NER6JEonOUlGLoOy7b9zpZqmUjHW7GM7COcXBbG2Jh//6bT6UB32SQA6lVkCwWfittDuMR27UZCWu9jo2Md1+b9P/gD+OhnPovveO1r8JbXvTbwN28dtscRLhXdKvFe3/umN2EjX8Rnv/pV/zl7xDxiNML9rJPPQpuYgjE5FdDp27t3L47dcYefiJSqNf+6pqcmkRobAy2VYG+sw1ldBmoV2GYTim0hvXsOhSee8t/r6E03gdkWFMPA7O65Do0t716W90dvZssQCbjnI9xyCebFC6hZFryyjjY8iurqKuqiWHzHHXdg//79O4oj/HMs7p2pqamunS2AJ2z6/gOwVBXHojH81T/+IwDg8sIiX4e7dqHZbMC6eB7O1BRKp8/47zE1Po6JsVGo6WEfUuqf33QasVgMtVoNjUYDE1NTcBSConhtiCgYnAwSrHhi5qlkEpHrpFvaj+0o2fLsve99L974xjfi61//ekdwdL3Mgw+urKwELvTKygqOHj26rfdSFKWjQwa0RA49Y6oKu7kOIi6KIc0q2c0G9HCYQyCKRZwVXZK4quLQ4ZsC70NAEAqFsFeCF3nDl9bqCmJtpALBYyJAve4LGmuqghkp4JkaH4cCDk3MOi4UswnYNhABdE3veWV7nQPPvJtOjUTAGnWERsb8happWs/5B/kcWtkMFNf1aaNl2vf9u3d3fL6qqggnElw/xrYxpqlYsl2sbGzAdemmx1ssV3yHORaPw714AUxUNvSxcUSE8nxzZRU120UkPYxj+QoerTdRtywcz2SRFa3pSV1FeJxvPu3nUGYlWstmg8cUCuExSWPjtbfchHCbw3IrZdi2DX0oDU3TsEdy/BtEhRKNgdZrcLMZKI069IEErEoZpFgABFTHMAyo0RgIY37r3jNd133H1m6ekKtnTrMJpul+Z2soHodSLuH2m48g+uTT/LxcXYBLKVRFwSmpE3rH7C7ooTCY9P21waGO7wsEiUCyRIGHDHdLBYRmZ2FEwlBJ8Ng8a3/M1HUUqq2Zq4SqIDQw0LE2fuyd78DTJ3kC9IkvfRmvuOcYFAETdYoFlBeXMD00HHgdJZykwRgZ6TmXqBAFV6WOyVwqhT0S0cvi8grUei0gpg0AjUsXcEnufo+OIBYO4wNv+Fb858/9PShj+Lunn8G9++Ywk0zCrVagWaY/X2VsMiepKAoMw8CDTzyO50VFeDgSwXcneNBjDA4hFApxSEokiuhA3A8SDMOAkkgCoRA0w0AoFML73vF2/N9//lEAwCeLVXxwdBBoNqBYtu8XvNf2sn59BADY2QxIrQoSDsMRhBZKLA4tFkdkYiLwXFVV/U0foRDY7CwaZ6pAahDG6HjguTI1/9TMTOBvjUYD8/Pz/l7S63hlGGG5VkM4FoOWGoIlZvOstRXElbt7UqX362e72XbOoWxE16E5NsKhUNeZINlHuJSCqirUUJhDsyVm0Zpu4De+8lU0ReD76tkZvGN2BqRc5gLTt94Gc3AQtWefASjFPk3BkglQxnDhxVN45eGbWvOeYg9043EQ10XYMAJzZxoh0GwbeiIRIANoFAsoiUAopSqIiGp04BzqOhTDgJZIwC0UoEl/f9e3fzseffZZUEqxaLv4tZUM3vz0CfzYzCwSo2PIbGT8Cne7bXZtNvJ51MUcyN50Gtbpk7DXVmEvLWLPt74JhqrCcl2cvzKPUCjkM7gCfF4LAKK7d0Pvsgd663v05ltw8xf/Cc83LeRtG2fOnsWdkh7eiTOtQPTYkSNQGnUQywQThBZKfACGgLkrioJYLIbJeBRXKzWsOy6sfBbMbIKEIx3fX08NwSkV0KhVURcF5pShQ9dUhOIDnKCKEAwPDmJlYwNF8RzWbIJIkDf5HKqxGFQBDwWC65AxBgYKFgpjZaFFVOVJwETm5gLH2O3avOHee/GGe+/teFw2bx16ZpomVjdWEZoOcZicbuCnfuD7cXVlBU8JMqgDIqZVVRWKokAxQoik09Da9qZIJILbbr8dn/nsZwEA565cxmtfxY9H13QeS4TDwNgY6IGDsDMbsJaX4JaKCA+n/X2FEIJ9u2fBTAvECCGSTPZEjQ2m09BVFbbrouRdAxFvEccFXVyAdeUi19fy5qJVFWo8jpNnW5D2u+++O7DXbieOaLfN/J2maYgmkiDhMPYPpX0EyqXFBf/aKGNjoFcvwzh0BOWrS0CeF3lH0mnomgYjkUCo7fNVVUU6nUatVkMun0c4FIYlF6pcByFd78oqrms6nC1Iiq6nXfMnTU5O4r3vfW8AO3k97ejRo0gkEnjwwQf9x4rFIp599lm8+tWvviGfSTQN+thEx8AuoxRuteZX8C9cvoS6CPSPpBLQemim7JKSJC/ZsleXt2QwcyplrIvnTw0PQ5UWhqaqSIuFl3VdztC3Q4asbqYOJKAmU5uKSPYyPqhJ4IiNxqN9D4dCvvhsuxFF8UVkPZIMx3WxIW1W3UymfR8JGWiKiisUBdFbbwchBG6xAHUgAWI2oM3swj3R1nX99FMtAcVxTYPeQzF+QiI+WWtjXipWKnhWtOWHI2HcdPAQ2o2aJhfQZZ3MkmtNM/C5zSu8M0t0A24lOPRKNA3MtvqnTO9izHVgOQ6KInAciUWhhKMwdB3HxPBq1TRxemUVjuPgpFCaT4TDmBXXT2b2Mka6N+Jl+veMtNYdAfkgnr5PP+Y4KEnsWMketLiH5ubwRrHRlapVfGG9tX5orQbS5R5RjBD08YktCWAuSOQYe9JpDEajiInNf6lYQvPC+QAbnFMswJy/gquSsOIeAU05NDGOt4rhbodS/P7X7wfTDTDL7Eqj3MuqG+v4X/d/w///D40PIyyquSEBP+VMTirQlhgo4RC/v8Vaesu3fItfBLhsOXiyYXINnR3qSm1l9jqHU1sSEY4+MQE1EulIWttNH5/gJBkK6dCqCggat1Xu+7UgQUaRf6Y0n+Tmd85IeKPMk8boR3ORiRkUqCrXuBKFDIsx/PZjTyIjSAL2p4fwge/8DsRuOQoSMmBn1sEoRWhmFolveT2gKNhrtNbVmYVFn9FTNo/Ao50GnDUanAygLVDLrreu4aCqBshu/NfaFpSQATUeB2PBivotBw/gTz74K9gjIG8MwFevLuAn/tdH8cjTz3S8F8A7rY3zZ+Hke+855yV9rX1jo7A9LTDGQLMZ7BUETauZDIrlcqBAM6GrIJEItIHNWX31dBp3S9TeD5886RNfFMtlXJjnxZt9s7NIJRJwioUA3EwbGuqQaNkl2IspgJW1NdA2aLJnSiQCfXQcWal4OBiOcHIWTfOLCx7BU41SWJTxmXNJIy/wnuEwaK3alQKeOY4vsbMswdfGNBVQFBgzvckxrrepioJf/Zmfxju/7dvwI297m0+4BHCBYcUwuup9AcAtMknGpctdnwNwArbQ9Azid70C8Ve8EtrYBOaFuPDk6Agi4TCYZXHdyk3Gc4iqISW03Uqefly9BjuzgcrTT6Dx4kkQokIfHfPh/mosDkIITpxpEYfdeezYVqfluhkJhUAMHQZpxT/zS8v+3JQ6OOh3qWvSTFo6lQIBoPQgB/K0tur1Ohq2FYjbPVmBl4Nd17Tuueee6yCnuFYLhUL46Z/+afzCL/wCvvjFL+KFF17Au971LszMzOBtb3vbdf0s2bpVBlmzCebYICIoe0GqxNw6NdlTmycWjWJIBARrouVLG41ANbGbrRUK8JbJTJegYUzcbFXKUKvWrpuwMSB0XrYhSuoZY5wUQwmF4OSyqFPqi9rOzcxs6kDULiQZy2vrvZ4OIJhsDdWrPrQtcugmqPE4qGWB2ja0qWmwUBhqahA3x6OIi4D0qjT3NxUN+wlfu42m0y32w0wwmHjo6af9GZb79uyG3kNfSw5sJ0ZH/eR5pVqFNjTss8BZC/NgjgNF1+HWagE2OI+a+VquNXNdZCSa2GFJqPruPbv9xx9+9BE89w+fQ0181q3TU7zjimCy1UtstJuwMQCfzpgoKuC4fdFVU9dBsa2z1VWDBMCPveOdMERB5J/OnEFGFCxYow700CLaioYbAC5KLGR7J8Y4/EEUmTL1OsrLi75OFHNdNC9eAG02cVUiTtkjEQr94D13+6+/sLGBjz78KBZqddQXF/tmAPzbz/89sqKiefvUJG63eWJHIhGERUedOa4vDBz4zkYIimFwXR3wYOOnvv/d/t8/U6zCrFW57uA1JPeyXZi/io1cDrTZhL26AjUWg7XUSmK1VBpqMhkQA+1mWiIJfXQUajjSkWwtSjDCSanQtR2T4YHePIgh6Ty55fLLSsMF4HTf1LL6TLaExhYhnImwUQdjDH+ZL+OcEG4fTgzgN/7Tf8TQK1+F8N59iB27C9rQMOyNNVDL4l2uyWnsD7WSrXO5XEsrTT42LxFsC7idWpXP+LbdfzKMc8jQuybftNmEEo1DTSRANLVjjR7atw+//3+8A9+fivsstLlaHb/2J3+C//HJT3UwiDYvXeQi7qdPgfYQYZaZCHcbuj9nCAD26goOSgn56YuXsLDcEqif0DRoyVRPRknP1PgA7p6a9IOzxy7PwxH+9riAZQN8XsvJ52FdnffRHACgT3bKjsxKYrKL+QLczfTzFAVZiRl1MBbl8ERB/U5UFcOysLEgaLDXVnxfEng/I8T34S6fyfVMueB6e7KlCqbWl9Ji0Sje/4M/gB/+vrcFYhW+1mJdqdgBYHR01JeYODs/vyXxAlEUaMkU1goFNMU9sUeguBijXcWMA6/XVAyJc1OhDJQxzkj7zFNwC3noI6NQBYW8t0bVgQQcx8EL5zhkO51O+3O4L4URXQcxQmCW7ett2Y7j+2tFN0RyWEde0uVLp1J8/andC/9DstZWuRLQ6vOLSi8Du67JVigUwuzs9a9E/Nqv/Rre97734cd+7Mfwqle9Cpqm4V/+5V82bfffCKPNBpht8Y2DMZyUWGSOHjiw6Q2yS1Dklh0XNbH4rU10dZjrYlmqVs120RgZkxmzKpUtxQNfCqP1uoAPMtB6DQuWDCHcfG1o4qYZb2Mk3MzWpE05LWiPlVgc4X080HQKeRgTkzB2zwFDabBmE9HpGdwZ6XSaU4lEzwBe1zSMiPO9lgl2Hu5//An/99ffeQxa27ycV7nzqrve+3lisku5PJREwk9amG3DWloE0TWu/yRtYB5F77XQvzPLQqbYCjTS0QiIOOd3zs76CdXxXAGn662g49YJSbdKClRkPSvZxqXEYkNmgvJmwFQVjPbpDB0XBWl2LKEoUHoIMY6PDOPtb3kzAMB2XHyuwgMRWqsB1cqOnK9LKS4JApTxeAxxsdFNSxo2aw0TzYsX4NZrsFZXYK2uQBtK47Ko9Ic0DZOp1towNA0feMPr/fP9xedfwM996at450f/Ej/+S7+M//vPP4p/+PrXcerChQCVtGfz8/P4vFh7mqLgh6fG/QAhNL0LSkisZdcF0Y2OgJaoKkgsFlhLd996K47dfAQAkHUpvpYrwalUutLmb9ceePJJ/Ngv/zJ+8Of/M048/TTceh3Mpb4+jJoaBNE5qqAf0qXQzCy0icnAPcsY8+n5R4aHA7Mh2zFN0/zXFgTLW0BKoFoNiCq/HIwoCu+w9LEPBDQdzSZYo4F/qtTxaJ2/NmwY+K1f+AWMze72r4WWTCF+7C4Yu2bhFHJw6zWE5vZiQlMREc85nyvAXl/vTkNNENBvZIyBljop3wFgY6WVpAzFYl0RFsy2oSWTUEJcRLtbkhmZ24dvG0zgt8fTOCrpLJ44exb/1+//gX9fWctLaF48BzUWh5PL8i51F+SJx0YKADNW8PrbmQ0cmGglW2cuXfSZCAHe2dK6aMS1G9E0pGdncVgksRuNBs4JNlNZX+vY4UNonD3Nk2WpiBTuMlczd6BF771UqXBds00sK8mppAcGuNSKqvCAWVORlu6rgpAvcUvFrsK63vrp9pke7TtU1SfHADiMUB1K9/TxL7mJtbaZed2tpmXhymJnwaGbyc+bm54WsYK65fcmioqUKDIxiISrUYcaiUAfHvWTbSoRVqjJBM5dmUdD+Idjx47dUHK7jmMmBGosDmbbmJOS/0sSq7iWHgYD60i2AICo3dMVmRG9UK0GfAVznL61PG+0Xddk6/Dhw3hAos68XqaqKn7nd34HGxsbqFQq+PKXv7yjjPxaFxZtNsFcCqKqsMtlnBPzWklNxdy+/ZtWx2XYmMcwuJmIKa3VAuJ6uyY7uweTEvRso1rrWY17Kc2tVkDNph9QX5XntWZ3b/pabYjfNAH69y7ivrIFYITidfrYOIiqwq1WoITDCO8/AEXTQEa4EzKmZgICx55Nj4xsWnX0kodSpeLj9nOFAp4TGPrp8XHc+qa3dFTauUChASLmZzybEclL0zRRjkShS3C85pVLXHDXtkGbwU2dgF2TsDG1rICg8XAk4leNEpEwDgoIy5rj4hsS7fPe5atwyiU+4yEqrSQS6dnRDRmGr2GyLm20bpWvDaIoYC5tYco3M8f2BY0BIGHom2oV/cB3f7cvnvhYtY7Lls2H6OvVHQkdLq2t+YHZnlQKtNmAeXUeM1LytOJwvaDmhfNoXjgPRTfQZAyrIljflUrCunAOjbOn/Z/ZUh7ftydYhLApxfnFRXz5wQfxBx/7a7z/Vz+E7/h3P46f+pUP4o/+9uO4/4knsJHL4Q8/9jGfCv/7bj+KdFZUhhUF+uxu//ww1+m5eWvRWGAzIoTgp979/T55+BfKNRQzGV9371rsc1/hw+emZeFXP/bXWKs3Al0QfWIKxDB8LZitTB8ZRezmWwOPrWdzqIoAw2O2lI0QAlVV+9oLhsRxFMSa19Jpv2rq1mtwa9eegF5vI4rSV8eNmaa/X7mVCnLNJj5Xan2fX/73P4UDXfZYJRxG7NbbETl4mAdyigI9mcJeg/uPQoNLSnSDlBFNB5WSAmaaQsi9M9lal5Kt4S7rwdNlUiJR3m2JxkC7aIxpySS0ZAojmor/NDSA/3jHbUiJouiFq1fx3z76F7BzOTTOvAiiaFAHBqClhmBevdKxPzPG/GRrMBpBvB1uSCn2SnvX6YuXsCCq9ilFQVRRoG8ypy1baM9e3C3tUQ8dPwHGGJ4R+lqGrmO/psDOrEMdSsMVx0IMA/p4Zzd3z54W4mi5afozkr0sL8H3h5JJQGi88c5WUNi4IHwQrTfgVLok2eDwObdU6ujYyx1Wr7NFwCny+xGx3qkRQqCoSl9+gLkuoChbdptuvuUW//cXz5/f5Jktu7zYQkftmZmRxIy3SDI1DUPJ1r5bcilP1NqKxbIvUJODePZ0qzN67I47+jrG62lKJAJGXewVjKIAJ8nwTBscghKOoCB8eCwS4TNXhPiEde0mM8fmvLjEiw227Gy9dMnmSzcd9jIwvccwc7/Gg15e7Tp76SKazNPXSkJLbV71kJOtdW9IuVTsWTF2qxXOXOi/vtOBTuxqLdj1euNlAWuhlTLAWkJ681Jna9/srl4vAwDootMzrm+nsyVpsYiNTk0kuCZGtYrQ7jloyRQMw8DuW48iNDwCqBqODA0iKSXHChBgfAK4MLIMTZkYlea2RJL3wJNP+RXQ17/ynq7Omzo2SDgCZWDA31wAYEaC322AQIlzxi6Ad+SOnzuH55aWO4X5iHJtYn2WGRA0Hg6H/WqQtbKMo7T1nT02zCFVwYhlovyN+2FeutCCJsQHoEhDq8xxAtU0D0pYrNXR9DZlL2kS1N3M2bzyxBgDc10UpE5vaovKXzwaxXslmPGnilUwxhB1XWg76ApekOBDewZTqDz6EGrPPo20BLdZKhSgJQdhLS3CLRehplKYl4KWqWYdjdOn0DjzYuDnu+06fmV0EO8aHMCr9+7BVCLRsQXYjoPTly7hs1/9Kj70P/4I7/jZn8OzQphyZCCO7x0f9RNwbWQUejLlr0VGacdMjGckHAYDAlX8/btn8bq53QCAOmP4/PkLcLaAPG9lqxsbOCVRZpebTfzGw4+iMN+ab9AGB6HG41ATO+tGAcBFiYzkYBexznA4jMOHDwcog3uZB08xLRsN04QSibZgxo4DO9Mb4mytLLfmeV5CI7oBWqtuOQ9MGw3/nndyWVy2HJ/J7q1veiO+5a67en+GqiJ84BBiR2+HoqrQRsewT4ISnq/UYC0vdUDKFN0AazR8n0rrNS6s3DYryWwbOYnkZLTLHC01m7yjJQJgLR7vWsFW4wN+N4kQglcOJvChb3sTwiJp/vqjj+JTn/okaLPpsyEq4TCIoqFx7mwgoV7P5lARvm0ulfTvNyJ15pKlgu+bTp0/7xeIJsSepnfZx7uZMTWNYwNR3w888uJpLKys+DPMN+/ZDSwtQk2kuKyFOKdqMtUVejczPeUHeyu2C3ttZVNocE4qxg0NDfGugqKCKApIKBwQNvY0kajZDAjoyqaEwqDNRse+5a0RxhiWxf0yrCrQCEFoEzHjazXDMLBn956+0FHMNKGEwz3ntTyT57ZO7SDZmpuZEWLG3Tu5shFFwZCk9VWiLl//bfeAvBdrQ0M4IbH8HXsJ57U8IwYXqt4700qkv/7YY36irUQi0IbSKIg556FUkscaisLjhS4md7by5QqHJUuFxs3WuWFcW06wHes72aKU4utf/zq+9KUvwRI3yCc/+UkcPHgQ0WgU9957Lx555JEbdqAvB6O1Gp8zQdu81sR4z+q+Z3JgvU5ai6ZXd8utVrbubEmMdplms+fQ60tpdjYDRdfh5HgStCASRkVRMNcmTN1uWnoYIAQpRUFIBIpbteO9pGdQ12CI16gDCTiFPLT0MEK7WyyZRFFgTM8Aro3w7G7cLRFljGoqYtJ8B6MUbq0agMuNSxAQr6N2/xMtCOG33tMS0ZWN2TZPpMJhECmMnpZgeSv1JtRoDPrkFF5omPjgegEf/LcH8avfeMRn1/O/h6YHnOh2jInkJiNpIaUjYRBFgVMqovrMk7i9C8TyyAAfroXjoH7yef9xdSARCOTdWhVOpexXMAMkGY43r1jnCYCi8ESKbtHmpxSgzKf4jxDSwUrUzb77W1/vMyKeNW2caFpwq9UddSQuSuQYu+Nx//yP1VuV+sV8AUokAiUUhjbIZ/yuZFrJ1qzWu2u6P6TjO+MR/IfDB/BnP/hufPLtb8Uf/tzP4D+89714y6tf7XdBu9lPfMurwRbm/f/rI2M+JBcAhwD1YrczQlDEPI1sP/ymN/pzLl9dWcfC5ct9z5F1s3+V6Kq9WcWlYgl/sLAKhzFoI6MAGO9KXwNDlJxs7W8Tmd6uBUkySiCqCm2wdV6t1dWu58ReX0PthefQOH/uJZ8XIIYOapmbdr45DNn2gxc7m8GKFJDc0sd5I4TAmJ5B5Mgt0NPD2CclrxfyBbjVSkf3hIj5QA/m6FarPHhvK1DRZgO5Suu+GpvpLNKxZpPPaonvQMIRXjRoux5EVRGek2QvyiXMRsP4hfe+x3/sr554EqfqzcBxqIODcMslNM6f8d/z/OWWxtCspHMUmt3tn0tnfQ0HBEtpU0o2J8T9Z0z2163REkmkh9I4KJLY5VIJn/3yl/2/3zqY4hpK0WiA0EMfHevaxdY1DeOCLGTVcWAV8pvuITJke3h4GCCtmU8lHEZaYp/16N9ppQK3kO+69oiui0Jc0PeyZgNEVbkQuaD6H9VUgJCupCjfDKNmE0p8YMsE6ODBg37ydvrSxb7e+4rQgNI1DdNjY1w3sAuzb7sRVcWgNFfq0b93JLNSAZ4mUzjpiWGPDPeWkLiBpoT4fjOcSOCwgLtu5HL42Q//uk8U4iSSaAq/mU6lfIKnXqgjeWarUCrz/U5cB+a6gbnKb6b1tautra3h6NGjePOb34zv/u7vxtGjR/GVr3wF73nPezAxMYF//+//Per1Ot7whjfg6aefvtHHvCNTVBW2s3PoFcBJAbx5rVPyvNa+fVsmW3KytCqRBfSa26LVlqBxMhrFQBdNsQkJdpZpmhx7v41B9vnlZfzy7/0+vnj//X2/ZjOjZpNjtlUVbqkImzGfiXB2chKhLapISjgCJcKZj/YIWMp6LodMj2qZaVn+8PqItPl5lcbw/gM+yYdlWVhYWABLDUKNxaGnRwKshJOaGqg6MteBEgqDMeoHTAFGwkwWq5mML3A5NzOD3dO9mc8UI8QdgNoa5J6RKrbL2SzOmTY++OwL+G/ZEq5IXc2Hnns+8F5E08Asc0eBHHNdMOpgQybIiEZATRPVJx4FXBcTmorxNmjPnXfc0XXz04aHA8ExcxwuGyA2XJkkI0P489rX6ZadLUrBmIu8SHwTqtJzUFk2XdPwE//Hu/z//12xikapBHMTtrFeJgfxu7XW9x3RVHhbwFKhCABQBwb847ssMbPtMjQokQji97wK8Vfe5//Ebr/Tf461uACiaQirCg7EY3jrm96I//MnfwIf/8hH8MU//RP89s//J7z7ta/BLaMjSMei+J7bjuLOwaQ/96QkEtBGRqCPBpOzXhAMzhBldMwATtx0BG8Z4JVclzF8/ImnAhCw7RhjDP/66GP+/z/0bW9CUqyv06aNvy5UoE9MgigqtKHubKX92gXpOh3oAiNsNps4f/48mn10htuTLQDQpHvWLeY7IKlOuYT66VOAbcMtFvyi040y5jhtBDo6mNVJRNHxGtdpdbbyuYAW4uw2SEX00TGoQ0M4tKsVuJ1ZWgJRVFhLix3kPnBdMLPJkQflUteOK200kJfO63iX5I8xBkXac5VwGIphdA30jd17WslQIQ+73sC+eAzvvOcV/PMY8Dv/8jWsSt0cQgi0oTSspUWfwOXcuVa3Ypdtek+EsWcOmiB3YraN/cnOztKkroKEw9DadNl6GQmHoQ2P4C6p8PWlhx72f78lEffvFSffWmNycbHddgkCB4vxLt1mJBnyzMzw6AiISvxzqBgG0onWuS+KAjRt1OGUSgHypMB3UtWOv9FmsysTIe8iB5MOXpi7PoGzFw9Y/ZDJuG5P4izZdF3HIdFNX97I+Gy/PY/Btn1yiNnJSaiKAgZ0QAF72ZA0L1xyeV9aHiVxa1XYkv+5VGv4Yth3HD36ks5reUYMg0sqOTZ+4wP/wWe/zRYK+NkP/zrOz8+jJDUjhlIpwKUggpylmw1LyVauVAQoa3XLXRd0k8KTZb10Olt9JVu/+Iu/CNM08cADD+CRRx5BJBLB29/+drz73e/Ggw8+iI985CM4fvw47rvvPvzX//pfb/Qx78iOHj2KS+fObf3EHsYcR0AvdJjlMs6JNuegpmHXrl2bzo8AwPjIiK8zsdo0QURl3slmujL4VEpFFIVjkavazHH84ePhoUH/AmYcl2Pgu+DWe9kffOyv8cjx4/iDv/qY3zW4FnPLZVDT9KtXy7YDbwvf38eMHTEMn4XsgNTeffFC9yqRPK817IlohkKg9SqMmV0BfDxjDLZtg4RC0CenwKiDm2ZmcF80jEFVwVuGEsGN0Hag6BrUWNz/PuMjrXb1amYDDzzxpP//17/ynq7HyFwXROHJgWKEeDAkbn4ZWvqFf/s3/OdPfAqns52JwInLVwL/5xVis6NK2Je5DphLsSE0tnRVxYCuo/rkY36lUxscwivaIFhHZ3chdtcrEDlyS+BxfaIzwSRGyA/eJyXoZcaDtcnrlLGtZ7YohWVaqAlCgqSi+DpUW9mr77wTNwu9lFXHxQMbWbjF4rY2bcaYH8QnQiEMSN0sjRB/xnC5WITb9r5XNlqb3YyuIXr0Dk7YMj7h/4R27/Hn/Jx8Dm6tCjUShb22GvANyYEB3Dk1if9j1xR+49vfgr9534/gx7/lPpgSFE8fGYMxMQnVE68VHcReGxVRFCixeAe5gJ5I4rtGhn3WzqeXlmBJ3dDt2KWFBb9qeWT3bhwZiOOXv+3N0MVe/2CtiS+trHONrdS1SYh4SXE0EulK+84Yg2VZW8LsgGCy1WIkbL2nWy4HAlbabKJ+6gW4lQq0kVEwRmFJs0fX2xilqD33bAAdQVSVi1hvEkRyBjgHRNV4B79cwqoofhAE/dJWRjQNxuQUUuMTmBD3weViCU44Ajuf6wiuGQDXNDmkTEAB2402GsiLIChMCJJtszvUtkA0HWq0FZQSw4AS6k6SoSVTPjybmSaY2YSzuoy3T0/gLjGoX2ma+PCX/hkN6fWKYUAJhdE8fw5OuYTzl1v32aygmlcTCRjDI9CkvWYPOn3LhKb2xUTofx9CYMzuDhA5eWs2GQph3549fpHL72wRgtBs72RLnnNfKhZBq733/KKIbxQAqaE0iKL5n0d0nc9xec+V0BpOId8z2VJCYdBK1d//OKuuLZKtIDmGEo93EKe4pSKcXLave3cr8+KBrd6L2fz4toIQehaY27q4eXdrcXXV3y/2zExzBIxh9E0KkpYKU2XxPqzZhLWyjPKjD6H0ta/ALYhCNSF4Yanli+6846WHEAJ8vyHRGJhtIz04iD/4v37Znw0tVSr4wG/8Jh6VqOm9zhZUxWdrbre0zEZYLIGBBaC97TPvQbv2tdSv9ZVsfelLX8Jv/dZv4TWveQ3uvfde/PEf/zEajQZ++Id/2H+Oqqr42Z/9WTz22GO93+ibaLqu46Nf+jL+7dFHd/R62myA2jaIruPcpUuwxDU6MpiAnh7e/MXgulhTosq/WqlC8fC2jMHuQgKxLKrkALBLavfSRgO0XgNzXa61JW7MrOvCrVX6pgRfz2Zx4jRf1C6lmF/qjz1nM3PLZTDqwhF4++3MawFieF0EnTKdcC/8szyv5SVbSiQKNT6A8N59PSs3xvgEiG7AmJrGT6QT+O+Tw7h5ZCTIauY4IEYI+sgIqGmCMRboJK5lsrj/iRY06vX39Ei2xJohoRCIrkMJh/3NZnhw0O/2NaVK9GQ8jp9OJ3BInIP1chkrEgU+0TQwymBnMtveeJjDcd0boluYHhiAM3/Zr8CTUBgD97wKd0usWhPxOKeHJwSRA4cQf+V9UFOD0McnYUy2gk/vWIhh+OswACOk/hN91ipCFNCturHUDVQJN6N9bzdCCH7qnW/3///3hTK++OwJzF++3Pe5yxWL/ufPDab84IboBqBpmBRdVdt1sSEVLVxKMS80s0Y1FYmp6QB9uGzGdGs+wVpahBKLwa3VAhAht1JG/cVTvHso7hNqWbCWOKSZaBr00bHgZ7guoGqbQmDUWKyjS0p0HQPpIRwKifXpuJi/dKnby7e0r/8/7P13mCRZfSUMn3tv2PS2vK/2ZrwTwzgGMzghkJBFMLIrBzK7Ei/SaqWVF9pX2lffSloZJIGkRSsHEiBAsAxuYAaYYbxrX12my5usdOHu98eNiIzIjMzKrKru6Vlxnqef6anOioyMjLj3Z87vnEBX684DUyAADqkKfijb6AC8/+uP42ul7R2pOp1QKpdxyb3eBw4e9A2cd4twZ8tVJAzc7065oUjILQuVZ5+CtbwEuVAUa1kiBXNp0ReE2W9Y62swlyOU/yjtGGBwyxRJuOtzZ29v+52t/nxuRwZCM+RiH6RMFgeTgn1hAzh18aIQ92lSoCOyDKdUglOpCMnviO/bWF3BujcrqrQakvJaHUzXQh0AQghoMuWrvQbBkinIAQq4U6mArK9DisXws699DUZcGfMLq2v43U98EnZgLWapNOxKBbXnnsWpObFHJmQJeVcZTSoUoYyMio6Su9+MV1o7wEOyBFbYOU4IQpucRk5iOKCEP/81g/2Q3M/u1Ov+NabJZEdxmVCytV1BfXa2bdFp3V2/U5QKEZ0AjYvIMnRVRdydl1sPMHWc0hbMNkwUoqqw6zX/3hRKhCLpn18KdrakaJ892wLVY7um0O8GTr3mM266QXBu6+nAjGoUmue1uFEHdZkG3SAXYNp4XlvbX30I2w9/CVZwXpQQ6MdP4uvPPef/6MWY1/IgxeI+syWTTOL3fuHnferydqWCP/7b/+2/Nu91tiS5bTyXTqf9RsbaxgbAOagakH/fy3z7PqKr3ci2bcQDNLYbbrgBBw4caD0Ybe9ufzXAchz8yh/+ET7woQ/3HKQ61SrgBs6PzzSoKicG+v0q8k7wKoaGZWEz4CNTeeIxVJ55yhfLcAwD85XGZhk0ReaWKQJ2d86l3221lx2O0mapa6PN/xOYoQCAC3PRdMZuwW0bxsIcqKK2zGsBOysRevBmIoJGmU+1WbSC5sLFAJ9cO3CwxdQxCJbJQs4XQGNxP2hVR8PdSW6ZoLEYWDoDqqngtRoKuaw/b/LE88/75pJHpqYwHPBXCUIYb2qg7rFpPA7HpbNSSjEdmGPry+fxU298PX7/ta/E7eNjOKE1FoxHHg9TCVkiCWt9rSWY2QnctlCuVFB2N6yCLDWSfUqRvO1lACE4lE5i3E2UXnnNCZgry/7GrAwMInXXK6BOTYMFNyFPIUzT/Ocr5LUVoAtaXsWN0R3vWe44IU+cFCVdb34AcPzYcXxTQWze2w7HXzz+JO7/pV/Gd/zkT+F3/ux9+PxXv+or2EUhRCFMJX2vNJbNQT963K/oA8DF1UagcXFmBnX3mo0pMmLHTsJaW4W52vonSJkxLs74VTxPZMGp192uyZaYbfReO3PeH4qW+wcgFQohKp5QbWvf2QJc2i2lLYGX1NePqUCg9+ypF3qm8TiO4681jFK8LJ8FTSRQvziDb4preHNK7CscwHs/9M/44Ec/irMXL+6qeh2UEI5SIuwVUTRClkr5ogxOpQK7VALnHNXTp2BcvAgpV2jMtug6nGoVxg6KqoAwq/2Z3/wt/Oof/GGo8NIJ5sIC7FIJdlPHkUhSx3WBm5bvR+jU61jdKvliTxMjvc/JsHQGci6PIwELiGfcAlmz3DdVFDjVKqz19bb35OaFC6i755OLUIBzjBpoJtsSfFE95n+uIAhjUCcaany8vA2eSIAmkoirKn7xDa9DzA1wv3R+Bn/5938P202iCSGQ8wVcOncG6+6ePKEq/nsrY+Ng6QzU0TFf2EWr1zASoBIqRAgMKcXulAg9SLkcaCIRUiUEgOsD0u5B1UcpJ/a0dpgICGrNWxbMxQXf8zAIx3Gw6e7dGYkKJd/A3ijMjSUUXSbIeq3m9wfsra32c1uMgXAO211ruSU6rGAsRCPskxjkpsSUOw44CGgyKYrN+9Dd6gZOvQ6WTnc9R3oypEjYOdkKzqNPjozAMU3QZKprel8+cI28ma3g/U9jcejHTiJ24y1g116PZ9xO21CxiMFdmr3vB4gqRDK87zARi+F33v1zuDGQqHrwZ7Y6JKCUUn+tXl1fF4WXQMf8arHo6OoOuu222/Brv/Zr2HQ3HFVV8cILL+Dee+/1X1Mul/He974XN3dQMXoxUQ9sYO/7h3/Ab/7xH/v81W7g1Gri5iAET600Aqprp6dBu+DzAk2KhKrutzq5UUft+Wex+cl/RelLX0D93FlcClT7xwK/xx0bRFL8AKs/UMla2tqCFZjFaQfOOf7ti+EO34U90l2s9TXYmxugsbhfjb9gNQKznTy2PHiD/UlGMaSLB+aF8+cjfYYWAl4gBU+JMJfbcbCWEOLKynIk77gH8ZtuQaxJQhrcEXMAqgopm4ddKUNiDH3u+W0GOhjtKIQAwA0TNFCooLoeGth81zvejlfcdhve9fa342/+3/+GN7zylZBkGcrwKI4HqjOe5K9/HEUBt22RBPWw8QhD48YGG6yDxq65HiyVhrWxjsT0QfzRr/8a/vw3fwP3338/pFwuROEQnT+5SYnQFPSeRFIspo6DXDrtV8pDXluuuh2hbOdurN2UbPXQ2QJEcPADN92ASTkc3C2uruKjDzyAX/zv/x/e9CM/ig9/+tORv+8l1YAItDywRBxyoQ8jAWWuc6fFBssdB89//VH/59NDg7CrFdB0GnJ/f8sfqVD0E3+7tAV7axMsFoe1tAi7XEb12adhLi36XRNAPMe1c41uk1TsgzoyFqIqidkcBnRItqgmigG8aaZVGRjEVKDo8cL8JeFV1gOeeP55f+byxoMHkOCC4uFJvr8ll8KdLpWrZhj4nx/8W3zf//MevPWd78J7//RP8dmHv4JSl+95eod5rV6RC6yta+79SjUd1FN74xzmwjyM2RnUT78AlkyFjOAJIaCaLmaXdthr/vpf/gWPPPUUPv2lL+HvXYn8TnAqFZgLc2B6TKj6BTo6VFYEXa5Nx9gJfM9OrYbZQEI0tgsTaEII5KEhHB5tBHDPLy8DnMPaCHc5iKyAW8LgNoouxW0bywsB2fcmbyOR7BOwiCSMapro1kV8bnVq2p85sldXgIAC4kg2i5+56XqfDPdPa5v45X/4R6y414VIEi7UG9ds3H0hjcehjk8J4ZRMLuShdSDeOL8BSQIlpGslQg8skYSUzbd4Ql7vPi/W1ibKT3y98RnHJzrSFIOzePOm7dLyWmnrG1tbPhEyI8tuzBGYiZZkIf/uKjDXLQs1vwBRhrW50fBSbIYsCxo3d+1LOAehtMlji0Iq9IV+jVuCYifnC6K7dQWUl729rlPhthnFYhEDnrnx2bMdzY2bO1twnK7pigCQTKYgu9/3puPGAIRAHhxG4mV3IP3q10I/fARUVfDc4hJM97m4/uiRPTEI9gqiqOI+DTynuqbhN//jz+D2Jjl6f2ZrhzEdT5FwfXMTVpP67p6Um/cRXSVb733ve/Hcc89haGgIjz76aMu/f/zjH8fExAS+/vWv4zd+4zf2/ST3A2fPnsWrjzQGbT/5hS/iP/3Wb4eC5k7wWpH1UgkvuHzmvCxheGCg6wckKJJxCQTa0WOQh4Z9+gEglKyqzzzpi2MAzRx6AiIxX1QgKNqwXK3CmJvbcW7r9IUZXwXHw147W+biojAo3d4GHAcO55hxefcDxWKkwEcUglX7wy4n37ZtPBfgy3sIdbZc0QK50Be5kMiyjMHBQcjuQyv19YElUmIOT1H9WTEPHMR/wKVsFoRRcNP0jYiDuOfWW9t+Hg4eSkioogoVPjfhOjo9jV9650/gW1/zaiiyDCmbA0ulQWQJk4rkm4U+9vzzcJq6CiyZgrW22lt3ywqLY+RZ496T+/pgrixBGR6GfugI4rEYpsfGIMUTiB2/BlTT/Co6Nw1QWQlTL00LVJFB43FQRQY3DBBCfCrhUqUCx93ALC95YhTc6jxDw50IQ+NY98kWAAwcPIT/2p/Fb/Tn8D1D/bh+YhxKYAG3bBu///4PhExLPQRFF0YDyonq+BScehVTgYrczOws7EoF9XNncD6Q1E6PjoHqOmInrkHixptb/qgTU6Fgzbg4AxqLwa5UUH32KdRnLoS6JgBgLS/53z3L5iAXii0+Pty2QRStY7VUDC23zrsoQyO+UA0AnFpebjuP0Q4hCuHYKKiiwFq85G+0ytAwfvzWm3DbsaOh31teX8fHPvs5/NLv/z7e9CM/it/8n3+8Y1HhVOC7O9RGUU9RFIyPj3cl+RxFIySMhWjj5qUFVJ99BkRR/ASAOw6qLzyP2ukXQBMJ2FtbMANrVTM453jwkUf8///bj30MWzs80+bSIuxKBSyTFVSyQEJKZBmOabQ1N3ZqDdl3e2MD84Eh8fHh3pMtQFAJp4aGoLodgNN1E+bykqAMBk3Zmdi7nHo9NFcRPLfltYB4T3OHwzDE/GvEnitEMtRov61Mxu888XodKUnyqUfWxjoOz8/gO9KNPerR9U386F/9DT751DPgnOPcZmP9GXefCSlfgOzeIyydhhroHAXntrzOd6++UYQxyEPDKErMNzg+3N+PvmRSCBp9+UH/OZLyBehHj3U8XkzXUUiIzzhvWbArFRiX5lu61asrDXp+VtNCUtrizURnKx+waNhUG+vxjnNb1Qq4YYhky12WvM5WmlJolELqa0q2XIsAlkpB6uvbc3erOR6IguePuZO/VjO8ua2aYYQSqmZ4MVhc11FMp8VsWA8mzlSWkHEL/SVKoR09jsxrXo/kbS+D0t8wuAcHngio6V5/4mTU4a4YxPx6q5iNqij4lZ98l1+8jmkaDk1MiBhqh2TL89pyHAeb26WQgFanxFy6gklnV8nWyZMn8fjjj+M//sf/iPHx1g6Fpml43eteh4ceegjXXXfdfp/jvqC8vY27Dx7E//OqV0Bx+daPP/ccfvSXfhmrXQx+W6UtECbhmVOnYHrzWpk05Fyh67bvSEDJaqFShZRKI3HDzcjc93rox06ENhBP9p1R6ger3HFEYsYYuCsqMBhQwFuqVoXk7lJnw8JPRcytXZjffbLl1OswL82LSrxLIVy0bN9XqZt5LQ9ygGoRnNuK4j97AhkEQJ513tAopYjFYv4cB5UVKCMjcKoiSAkG7z71yqf+JcCSadjl7VByCwDXHD7sd7ua4X1fwQdfqL/JLepv/r8zVxWRUjBC/LmtjXK5JUGmigLu9Nbdckwz1NnKBW5du1QSm/axEy2VJCknKHPcsYT/mGkK5cgW6mXcHSzX/c/o+ZOZjuN7svimyIyBW05nl3fHwUZACjrNaEe6TBTkoWEQxjCqSHhdQsd/fc0r8S9/9If47Z/9WT9Zth0Hv/Unf+pXAD2cvnAeAKAyhmLZPW9Jhnb4MORCH4ZTjUR93rBQfvSrqDzzVIhGOx7ToU5NQ2rjISXnC5CHR/3CizE7I4xEKYWxMC/8zJoShGBXSy72QR4cbqVXWvaOyo1ivihCJGNoCDFJ8oPF85ubqPSgrmeYJj73la8AADRFwU25DGgiifrFRvIq5fKI5XL4zZ/7OfzV77wX7/zet+GWa64JJcK24+ATX/jCjjMQnjw/pRRTU1ORr2GMIZlM+oF2J2QDna31gFJd0DTWXF0BNw1IngAD5yg/9giqTz+BypOPw5ybBSEExtxs22f0wtwc5gNd+u1KBR/86Efbnhe3bdRnZxpBS5O3HZEkV3ygkXQII/IS6hdn4Gxs+M+ttbqM+QC9d3xod/QiqunQBodw0FVIW7MdLJw7B7tWa1Gx9Gd/IqhZTrWK1UBhpb9JntqpVUHjiZZnwTsuScQjO+VBvy0AwOYGKCFwajVfhfX1qTh+emTA91+smBZ+/zMP4Bc+/C94NEBRnZAbMu7MvUcIY1DGp3wWw1HHAnWf5cOqmNndjfiLNi3GNX4in8aPTozgP7/hteCOg+2vfNkXSGLpDLRDR8Ai/LWaMe5218oOx8ZWSdD+mqiEywsNamImpoPzcLJFCAHRNOQDVMlgsuVslRo08SYQRfFFtJx6HYQyVGs1X4DGExtSApRUQDBEmGs/IrvGt3vqbpkm5HIJ6KBQ7dRroHqsK+XbIEJUwjZrVrlS8edLJ0dGRPFSUXtKtghlyLmqkFuGCSli/XeqFRDG8FhAZOuG66/r+j0uBwhjILoeOV8pSRJ+8cd+DP/9F34ef/6bv4GUN6Kzw3o9FKBFnl9YDM1zdups7XWutxd0/U7Dw8P4lV/5lZDyh4d77rkH73//+3H8+PF9Pbn9hOM4cLiNO44exa/d+wpk3JtybnERH/jQhzv+Lucc9nbJnddqLLonB/rA0tHBUxSCdMC59XWwVAp2eRtU06EfPor0a14nxAf6B3wa4WAh72ff3LIEf1qS/eB0KCD1ulSugDAJ9SbJ3SBsx8GnXRETiTGMuQp7y2trqOyS22qtLMMul0Hj8T3NawFCNtuT7TwQkNh+MkIkwxPIyEkMEiGAJIG1kY62LAtra2uwAoG00j8IqukgstQkjiEUiLzzIJRCyhfALQsDhfDxO1IITRNUlkMVXCLLoIoK3kFyVC4IsQ6iaTgenNt6+umW17JEUnS3uqRaOYaB5UDgmHXZ9kSWweJxxI6fBGuTyCjDI9AOHIa9LQbcmzd3btv+ZkETCV9yNSSS4d63jlf5pAxw7I4y9txxWjtbPdAtAGF66s/aVCtwtrehOA5uu+5a/Ocf+1EccKvSZ2Zm8L8+8hH/98qViq+UNZ5OgbjnybIZyLkCtIOHEFNV5Nxkfd6yhL+QZeGC+wzEZRmDY2MdTTppLAZleBjMDcicahXW6gqkXB5SMg3W1Bl2qlVfhY6oKqT+figRKnKctzc0Dr2/HmtZM1hcmGx7VELL4Tj9QvdzW195/AmfAnjboYNQ3XvNmxEkqgai61BGxkBlGWNDQ/i2++7D77z75/DRP/lj/Ld3vzvUNf7KE0+2vokL07L8gtH4+Hhb02LTNLG4uAizCwq5qqpIuJt9KNkKztAadUj5RhBfP3MaxoXzfmJVO3saLJmCubIcOR8DAJ//3OdafvaPn/y3kLFvENaqUNRkyZSgY3He+vwTVzzBNGGurqB26gVUX3gWxsKcWCfdTr61soz5wFod5efYLeT+ARwOqI+eKZX8vSEIls5ECyBABEZrgcSxr6l4xi0LUoc9V4onItVNiSSFlPpqlxZgmYZQYXX3PZbN4d43fQv+29EDuCMwJ/X4xVk8PS8SEM1VHyWqCnVqGjRAR5TzeZ+ZMShL+PnrT+L+bBJ3J3Qx97OLKro8MAgiy0gxituJg2wshsoTj8FyO6VEVRG79nqweHxH+xkAmAgUPmfW1+EYtZAIDwCsBoq1uUQC4PD9RT1QXUc+MD5R0nS/UGSXtmCtrUbSOQkhAKWwt7d9Y+35pSCFkIm9qOmzcMcG1cUaSF1Z/F2p8ULcQ8b6GrYIhbG21n7vMU3f6LoXhEUyohUJz801qLJCHMMAScS7VqsEACIxZDyhJM6x1TR3bG1uCl/JoWE878atY/196GszX34lQeOJtjRnSimuP3bMn/cmaG9d4iHIZDgzNwcSsK7hHcSCOtE89xu7SutWVlbwnve8B7fddhuOHDmCl7/85XjPe96DpR06Ki82vBjh2KGD+O1X3AXVrdZ86sEHOw4lc8MA6nUQWcbTAWnua6YmuxbHAIBMKoWEG/BdXLgEeXAITq3aUHEjBMrAIOonrvXVDseClUZLeKOweBzclZ4dDmz8y1Vh9Gitr/q+O8149Omn/U7eLUeP4FCmsXHtprvFOYexMCeqlIT4nh/dzmsJz5fGDU9V1Q+K+x0bCTfQe/qFU6HKcKVW8ymgBbdTyWLxSC4/IKiI6+vrsAPvxVIpSMU+QYcLBO/ctEAkJVTNk1IpsFgc/YGNnhKCu2+5pf1nM00QWQkNdxJCxELTIdhjqTSkdAa0OdlqmtsCBC3Rm93qCkY9ZGicc+8joqrQj51oGwR50KYPCBNPgtAsGuBWPN3PSvWY/8AFVRw9kQx7W2yUnlR1R3+4ps6W57PlVCrRfyIWVxqLgwSSQ2t9zd+sJUnCu3/4h3zxkw986MN+F/FMgAYyEZjDkIr9oIkE5GIf1NEJjLjrwLbDUbIdlGzHV+mayGYQO3Q4FJhFQekbaKESEsYixUBqZ0/7w9By3wDkQp+fqDWjmw2cKEpoaBkQRQZleCQkkvH87GzXQc6nA8q0dw4NgulxmPNz/n0h9w+AxeOQIzZ/VVFw8zUn8WPf893+z5rNvYO4MDcH0322O81rWZaF5eXlUNGlEzwqYXBmUO4f8AVMnErZZzaYi5dQefIxLJgW/uPCKn52YRUrqyuCNlWvh8QMPNjlbXwpQCG81V0r64aBD3z4nyPPyZifEwXArS1sfPwjqD37FMz1cMBMJBnWxgZqzz6D2ulTsEtbYPEk5HwxVEwx19Yafo66hnSX88dRkHJ5HAsI/pwyTJiXFlooZYTStoID9saGL/sOiBkYD9wS84edCi1U08FJq9gLAGjT0/73Zq+toPL41/1Eg+o6krfdDm7bKN5wE364kMbPFtK+6qCHcUXMX0m5fEjhEABYJhMyLT6ysYp7EzpkQkIJOQBhPN0FG0FKpf3nmlsWKk88hrrX0aYUydtud5UYk5EdmGZK5XjAIHq+bgC202LOvRLYS3LplOiwN10HKssoBjpbG5T5VHynvA1rq73fFlVU2Fsb4EYdhEV4bLUkWg5Aw96Kcr4Aqmk9KxNyx4G1sQ6Sy2Nd0YB0Btb6Wst3wW0bnBCwHot6gAj8PZpyu85WkF44OToC2JYoFPQCypALzAuvl13hEc5hriwB4Ihdcx1OgfojCNcdPPSizmt5YKoaKWbTDM658B7bYQ8Lrvln5uZAlYBARj2aRQQAztWcbM3OzuKGG27A7/3e70HXdVx//fWQJAm/+7u/i+uvvx5zgYz9agWhFIP9/bjDrfKUq9WQZ1IznFoVjmWiXqviVFUsXkVFxmCh2FU1yX9fQvzu1uLqKuxMFiyZhrl0SVSC3AB8Nij7HuDQe3LkIqAVG3whl/NNVZfqhjBdNq22ZslBCuFdo8MYDiQUu0m2nFIJ1soKWDIJp9SQnr9gNx6kgxHUUw/25gYsd/gccDs/buBKCcFhl6axub2N2UsNVa9LAY8tX4kwkehJpQ4QKoQslw8lRNwyQWJ6iB5KZBmsUPDVHwHghuPHke1QZeWmAZZIRKpmcaf9Q04ohTw0BKJqGJaYT2t5/LnnI4NEr7vVrPzVcj6OA25aWA7cX14wwTLZkKx123NjDPrRY1BGx0P3PrdtgFK/G0hVMQTLbTvU2fKSLafqcu4pFb+7U2crIJ+dZlTMLHIOoWMX/uNUqyFzRwAtNB57ezvUDTg0OYnvfMPrAYhq12/98Z/Asu2QOMYYbXyP2uS0HzBqU9MYCXQ85y0r1Nk9MDoKKZBwtoOUL0AdGRXdPkBQzyKCRmPxEmovNGR8pb5+qMMjbQPYbjZXqijCA66JVqNNHwyJZJxaWoG9g1knIDqCD7rzvel4HCczSdB4PEQhZOkM5P7BjgPoffm8b3z53JkzbcUyTp1pzHQebDOvtRt4yVa5VvNFelg87q9RTrkMblmwSyVsf/Uh2Jzjj1a3sGw7uGTZ+ESpitrZM2CxOIy52dAcFbdtXHrsUTzndk7Hcln85CvvheZ+Xx954IFQ1R8QVF9zaREskUTl6SfA63XYGxswLlwIF610HfbWJjhEEiRlsi3UYO44KK2tN/wc+3a+RzuBSBKOX9MQGjpTt2BvbPhdmG5Qn5/FeuBzFAPGrZ4vV6c1nqiqmBeNoihlsv7cFjEMWBddlgpjSNx6uxD0WF8FTAPa9EFco6v4zYEcXlVsFKBOusUveWAQUi5cmKKyAnVq2u8kBwtqIc9Hy4K1sQG7TecydExNgxxYO+pnG52S+PU3gqXScAyjJZkDRNxira6GzmMiQLeat2yhqLm1Geq6rgX3B6/41hTsEklGLkCJXjMMX+AHAOy1DnNbmgan5gq4RHS2mjuXYj5YDnXoRXerz1dw7hbWxjqkVBrS0DAgy5CHR8ASCV+wyX/Peh1sh3utHWRZxhF3DZpfWgp1xQFRSPlkwKB6cnhEKC32IPoEiOctGH9sVCrglgVz6RJoMoX4DTdBHRvHY88+67/muoMHBDPqRQZRVaE9sFOy41pU7EQjnJyc9KnhZ+bmQPVGssWNl5BARhDvfve7IUkSnnnmGTzwwAP44Ac/iM9+9rN49tlnoes6fuEXfuFynOe+gyUSeNVEo8rzkQceaPtap1YDtyw8cfYcvBDqREZUnHqtEowEFQkrVSS/6XbEr70BNJWGtbkOY/ESLgaUecKy75aYkwm8J6MUBbdlumLZ4LUaWDwBc2G+RfKyWqvh81/9GgAgrmm4LhHD2EBjE5jZhUiGubwkuNeq5ruVc85xwQ0q0okEirnobokXoKOZvuR5kAE4kmv8/amAlGrI0NilG7JUuucFSy72IXHDTaGEiNt2ZEVLSmdw7MBBHJuegq6qePu3fEvng9t25GJNFCVSajt0XvkCWFwkasc1sThWazU8GwgqPVBVBbfMkFt8FLhtgzsWltxNXpNlxNzP3cs8AVVUxG+4qSWAIAGJYKqqQnnMNJpohK6aYa0mklpCQAB/BjHyvC3L72wxADFCQBQZUrEI/diJlj8sHm+haRJCIAXUwHil3BIMvOPNb/aft+fOnsU/fOITIYW7UdMNlCUJSoC+S2MxTAasMJaSGSzkGsHPoRMnuprrpKoKZXjUD+K4abR48NmlEspffcj/f2ViCnK+0DJQDiBgaLzz5koURSgSNnVcldExjOmaX9A5vbYWKo60wxceecRXe335gWnITKhOeoE3jcXB0qm2vmNB3HRS0HIczvHIU61UWgA4fb4xk7Afsu8eokQyqKaHKLTm6gpKD30R3DTxsVIF5wKJ9hfKVVQuXgAUBfZ2CeZyY203Zi/iy197xJfNvmVyEumYjm+5TiQstm3jL/7xn0LnYyxeEp0yywwlMdbGWqjjSBXVXUPibZNwbhi4GAj4g9Lgu0VxchIDbkHqnGnC4g7MxUstxY/I83EcWEuLfkeYACHzXF6rC/GgDoEXVVUxLxo1t5VMQYrwuorfcDNYIgFrcwPq6DggS1DGJ0F1HTqleLsm4f+9+w78RF8Wr0/GAEmCOnUgcq+RC8WQ9YIHZSCgKGyZYLE4iCK1V+0L/m6EUbF24BCUkTGYK8tQhoehRVD1nXodNBYPCZQEBVDmTUF55oYRohKuBoop+XxerNFNNC4iyygEEuG1SiX0ue3Slu+32Qx/ptDdM+YCHpJ9Emvp0HPDjPSfknN5UE3tWtrb2toEUzUoY2P+zB/VNCgjYwChIbqrU6+BJhM7quC1Q3Bu65mAubHtOPjVP/hD384mn8ngyNgIqKp0RfcOgVKh1udibbskBK4GhpC48Wa/8/ro0w2T4OuOHAaRX/zOFlVUEElpO7vugdu22MN2SLYURcHkpHhOLlxahBW4Xx3D6Nmy5HKg52Trk5/8JH7lV36lZQB5amoKv/RLv4SPf/zj+3ZylxtHRkcw4XZOnj51CmdmopVjeK0KcOCfnn3e/9l1/X27GngNzm3NLCyA6jrU8Qkkb3sZErd8E7TJKTwy2ziP8UAlijtiJoZIklDHc6sCRZfOVeEcW5sbwhC1Uoa5FA7UHnz0UVTdYcHbJ8ahqRrGA+fTa2eL2zaM+VlxToT481qbAZ+OAxMTbQNNp1oVFYgm+lJQ7etQgNYS9NsKGhoX3aFaudjXtR9G5w/G/Q5NECwWg5rP4/d/6ifx0T/9E1x79EiHQ3BwQiIXUKqqoO6G0w40kfSTmaAEfBSVEABYIgVrdRV2uUN3y7LgWA1D40Is5n83rI1wQzs0f6fcMkHkRrJFZCEL7xgGBoqN73PJafj7eAkR59xX14yEbWPD7WylGBWbv6r6i3DzH0HTbF3E5eHRhh9MpdxCH1EVBe/+4R/yP9v7/v4f8DWXukYBDLsfWcpkW6qvUwElsOVUGhcDDIlegn+5ry9UyTZmGzOijmH4QT0AyINDkAcHoQyPgEYou3HbAijrqiAkhpa1lmSLxeKI5fMYdTfo2a0SthZaFcya8emACuEdQ/2g8STqgc8iFYuQsvnIwLQZtwS6JV954onI15wOrN0HIzwgd4tQsuVW/wmloe+o/NWH4Gxv46Jh4Z+2wpX2ksPxaLnqUkJlGLMzIqnY3EDt1PP42qVG8nXr1AQA4C033oCkGwx+6sEHfcoRN00YcxdB9Rjq58NFF3try/cv6hZOvYa5QMd4oofZ2nZgqTSOuAULkwMzhgVrbQ3O9s4dCG7UYW9t+MlWOhZrzCtzDs6drmj7NJkMJRgeiCRBafqM2uGjUIaGYa4uQxkZRezktVDHJuCUt6GfvM5/Xd+5U7hVlSERAimThTIQFnDwIOVykAda596Cwk3cFMmDMjIObpkdDagBQJucCikWy/0D0I6fhLWyLISLIgSNAFewKB4LdaszqRRSLh163rJhLi+BMBaiEq4H9pB8X59gLDTRCIkkIZ9teJ2tbpVCxbdOc1ve73PLAqEUc4HOVr/EWtYEbhigiWQEQ0SHlC923vNcOJUK4DhQRsdaOulSOg11dFQwmNz7htt2V4Ij7XAysGZ5c1ucc/zeX/wFvvA1UfDWVRW//jM/DYUDVNV7FuIghITsKbZsB9r0QcSuv8H/jKVy2VfTnRoZQSaTBq6GzpYsiyJxh9l1AKIQT1lXVHhvbstxHMxsBYoYptVS0H8x0HNkallWixyrh2KxiK0uKCYvFprjcKbH8OrpCf//P9qmu2VXKnhqaQlPu+31Ponhm8ZHwXbBbw/KuF+cb3D4CWOQi33YHhrB1+fEz/tzORwLGBgSIuTIPZ8LL9nqD3CnL62sCg63rAqhjECbNuitdedgP1g6g/5cDop7I/fqtWWtrcLe3PTpZF6ydT44r9WBQugYQu2HMBaikUkBEZYpVfZVnZ4KiGQsBCrEHo1QDvDlm0EZRSKRAGWdb3mfH65EL0jeue306HueU1FBsJDabq9ICLjzey6//tgOIhmA190y/O8g8pxsG1ulkk+HygeSOGkXg8ChY1sWiBYLJbs0mQQ3TWiqKpzgASx7m69tNzZJQjrSKi3DwLrb2Up5apKq2pZaECX2AAByLgvimh0622XYlQp4U1X0xMGD+LbXvAaAUNPzEtOheByqSyOUisWWDXs8oJp2cXkFZ90AglIaou7sBCmbgzzSMNg2FubBTRPccfygHhDzhrET14KqGuQ2gZ9nMt3t0HXU0DJNJCD39flzWxzAqYuzHWclVjc2/KJAfzaDQ4kEiKahfq6RIEjZPNTR0a7O7ZrDh311wq8++WTLfIXjODjj0tcLhUKkiJMHxhjS6XRXaoRAsyJhY29TBgNFMNOExTn+ZL0Ejz19MtBB+Gy5hvq5M6DJJKy1NVgry6g9/yyqpRK+7iq/pTQNh93Ztbiq4q033SiOzTne9w//AECwCOytTeHdNdPouAJiTqZXDzSnWsVcpdFx2os4hgdCCI4fOez//2nDhF3a7Cogtjc3YW5u+QathcC156bwWepGGIfpOtr1kfXpgyCueIo0OATtyDGYK0uQCkXEjp0AkSRoUwfAslkwPdbwxgqsJ3L/AKRMNFuDajrUqQMhXzuiqGGjcVN4L0q5HOThEdjb2x1neKVM1p/lZMkU4jffBmdzU1hJHL8mUtBIPCMENIIa7CkSrtsOKpZQl7UDM1aeebNOCGKZjHhGmwQyiCxDVlVfenx1YwNyX39jbmt7W/gFbkd37lgy5TNY5t2ZrRghSFDS0n1stk8JQs4XxPxuh+6WYxiwqxUoI6OQ3HuqeR2Q8gUoA4OwtzYFU0eSehZhCiKkSOh6L/75P/4jPvIZEWNKjOFXf/qncHR6Go5pgKZ2l9jlAmtdOZUWqtaBQvHjzz7nr5fXHT4EwqSeRDguJ2ii8+w60FCG3olGCITnts4GivGOZbZlzuxLcb5L9PxO11xzDf7qr/4q8t/e//73h26yqw2UNPOOJdw5OuwLZfzbF78YKZRhb23ig081eK9vTsWgZLI9zWt5GG3qbDXj45//vO9F9Lp77vGlKT0ZcZFoMaEO5CYoA4HFadEVxmDJJOz1dT/4Xtvc9Kv0xUQcx0dHRBeAEAy7C+b84lJPRs/m4qKgKkmSmJNxaSwXA7dVO3EM7jgAF5TB5lmR4HyLXKtiKi82tvNzc/7MRktni0mhJK0ZsiSjv78f8g5VHW67io9txAxYIgkpkdgxsOGGCarIkc7nhArp8p0WGq9SWJAYBtzk75nTp/3uZNS5mSurLepf/jlZjeQBAPJS43loJ67QLbhltfiRMFX1gx6PSrhhWqi53S3f2JjQjsbGpa1Nf8A35SbLxPUriwL1HOqbEi4llWl0pLgDe3M9kvP/A2/9thD1EQDGAwmvNjHdsmEVslnobhB3bnUVs25lbXxoyDd17gZEloUqoRec2TaMhXlUnnoC5pIISoiiIHHby+FUy5CLfW27ktxyzUi7pDpTpXVomSoK1Knw3NYLi4sd/bYeeOhhfw27c3ICTNVgLy/5EuAsm4NcbPUEawdVUXDNYRHAL62utqybS4uLKLnJ305dREVRMDo62pXPFhDubD17pkEHap5v/GipgvNulXYsl8Uv3HoT+t0OwlM1A4ubm3A2N8AtC7Uzp2FcWsBztTpqLgPg5rFRVB/5CspPPAbuOHjDddcg5waYX/zaI3j61CkY87MglMJ0E/AgnEqlRVVuJ1irK1gI2hPsUva9GSevudb/+2nD9APvnWCurWK9tO07VBUDHXFeq/kKrTuBaLqwR4lYX6VMDrFrb0Dim16O5K0vg7OxIbq3x0/6AT3VNOgHDsGxTehHj4cDPUKgjk/6M3tRUAYGQqwXlkqFusvcccRnIQRKXz/kvn5YG+ttu8U0Hkfs2usRu+5GpO55JbhRB3ds6EePt8yN+e/hKuHSWAwIP9IYD9jFnDcsWCvLgkroGhxvuDFQhlEwXQdIK42LMKEamHfX07XNTZB0OjS3Za22n+8kjIGqKkzLwqIrgd4nMSHtHrB/4bYtisdq9PdOdV0oE5a3BU2++Y9pwt7ahDIwEOpGN68DhFIog0OQsjlY66vCs60HGfZmFAoFDLh7yHNnz+HvP/6JkOr1e37kP+BmN1YmEAWC3SCYbG3aTsue+OgzjeLs9QcPCcGuK5hgdALVdfDmm7MZjiNi3i7OOTirezYwZoImEbYg5KvNZyuIX/zFX8QHP/hB3HffffjABz6Af/u3f8MHPvABvOY1r8Hf/d3f4T3vec/lOM99QdQXm4jFccdBQTvZrlTwWdcXxv8dx8EjL5zGM25wPyQx3J4TBondLPzNGBno99vhQcEHQFRo//WzQgaYEILX3XVn4zwsU3S1FMUPoLxsfSgw97DomW/KMjh3YLjUwM98+SHY7mJ+58gw5MBc1GhW/N12nJZzagenVoO5uOBLUgcpi+cDlLADbTpbvFYD03RxHRU5VFGXcvmGatTWJo4FElSvJb/gdQ4AZBkFjcXaKhECgMMdGKYBh+/QTjbDs0fNIIyJxd2od6RScdMA8bp2EWCxeGcFPoi5Qq8Tc8z127JsG088/3zk66mqgVsGjEsLkcfmth0Sx8gFBB92UiHsBs3eN0TVRNBjWRgOzAYuuOfmGSRDYnAqlbbqXOsBk9M0Ff5nhNLWVrX3vori+g81BVuaChq47+1SKTJp1jUNP/uDPxD62ah330gSlMlWDydCiN8ZWK3WYLn3xvQu5mDkYp9QvHNRefoJ1M+c8t4IiVtfBiIxAATK8HBbmi63LRBV6doHkCpKyHDbgzo6iulUo7B0eqXz3FZQhfCOAaHa2OoJNtTVfCXnHNbKEm482KAGfrWJSnjqbOPY7cyMPTiOg3q93mIQ3g5DgbXnAx/+Z/zaH/4Ryu58ildIuWCY+PCWSPYoIXjnDdchMTiIVx4UrAQO4PNlVygjnhCehPEkHr7QoD5eUy/DmL2I+plTqJ16Hqok4btuayid/un/+iDMlWXQeBK1c42kL1jgqLcRVGkHa3XF99hSGUNffu9rACBonKobxJyqm8KmYGmxs3G5bcOYm8VagFJXDHSDHLMOmsl0PftIVTWSSsiSSbBUClzXYZVL4OBChbWp2CQPDkEZHIZTq0E/0qAIs3Qayshox/OQMrnQ8xsUr+Cci6KpF+QzJjouuXykKp73GrnYJ7zwLAt2eVvMbHUwSeaGMI32Er3gfnDsYOMZ+YfNMuoL8yCyDPPSAiqVKqpuZzHDKIimt+0sEFVDwU22bMdBiRO/cwQA9lYJVhtVZA+LKyt+YabPGwcIzgKbpoh5OlDs5HxejE6Utlr/lLch5fNQhsICQlHrAJFlqKNjvpDKXjtAJ1wrpFq9jv/x13/t//yd3/u9eOXLXuZ/PkiSv8/3ikJArXOtyS929tIl/OvnPg9ArEvXTE3sKYHcb1BF7E0d4yjHBrqcmwvSx88E9Ae4ZbUV4HK6UETcL/ScbL3qVa/CBz7wATzxxBO4//77cd999+H+++/Hk08+iT//8z/Hm9/85stxnvsC2279Uqmm49WTjYTgI//nM+HfqVbwN19rSPO+OR2HpOmQcrmug5ggVEVBv1uNuLiwEFpcH3n6ad/o7uaTJ0NmudyyRAvY3cSIqvrZ+lCAh74Y4MazRArm0iXY29v4twe/6P/8nqNHQuc+GlBS63Zuy1xZFh5hLoWhHpgzm6mJypimqqFOXhBOrQqaSonqm6aHNgOmaj7FwKlUcDgwiPv0KUElvOQOh+eZMP9lOygRmoaJizMXYe7AEfYVHzsstCydAYvFO1KpuG11nC8gXvelw8NOdd0Ppo4H5LfbiQQAYqO3VpYF/az52FZDHAMIGxoHN8le4b1Ps7Q51TSR9BgGpgKS0BfdarrlzsBQXYdd3o68ntxxQmpOKUb9janZ+8UDUYRsfzMf3LJsVAP0P6dcaet9dMPx43jD7S/z//+wK8IipTNtfX6iOgO9GHp7kDJZEdC5n5MHOpmxa2+AlMnCWl+HMjYOua8NhRAAbKdtRTgK/nVrnttKZzA2MADFvV9Ora7BWlmJvHfPz83h2TMi+Zns68NoMg7YVpMn2ACUgDFwJ/B6DVTXcfPxRsDbLAF/OqAY2Un2HQDq9TpOnTqFegerjyBuuukmvP51r/P//1MPPogf+PlfwLMLC1CnDsBWVfxZxYTtXotvPXYEh6enELvmerz6llvh1TM+X66hvjAHwijkYj9oPI6vnDsPAJAIwTGrkRhUn3sGdnkbrz52FINukvv1F17APz/xNNbW1vwiBUulhBG2C3ttdcf5nyCqS0tYdJOt4XRq3ww+JUnCwTFxXiuuDYK5tBi6j5vhqRauB/booAADuCsX3QX8uU2j9TsmsgwkU9haWIBVKkE7dDhSpIVQCu3gIVBdh9w/KLzgYnGoUwfadpM80EQC6vQBkZBrOuLXX9/4GD69vLFWUlmGOjoKFou3qOJ5kDIZcNuCtb4GdWzCNztuB24YYMmkUG+UldAz/eqX344Rlw1zyjDxxc0tOPU6rM0NrMzP+q9LMya6CpIUGetQXUc+UIRZs6zQemSXtmCtrnRUnGuWfSeaFppd4oYhPkOHTjTVY9AOHoZ+5FjkH21iqmVutd06QHUd2tR01133TohieX3PN78R33bfa/z/dwxD0GN7FcdwkUylILuxStCewrIs/Pof/pHPgnntXXcirmm7ahBcLhBNB1HUyOfUh+10/O6DSKfTGHAp9Wfn5uC492yzvVAQVg9Mrr1iV6vr2972NszNzeGZZ57BF7/4RTzzzDOYm5vDO97xjv0+v8sOqmk4mIhj0k0Knjp1KuSB8NAjj+IF11trRGa4RVdF67pHQYEgvARku1IJPSBeVwsA3nDP3aHfETMxmp8EUFX1s/XhqYZa0XKlsdlSXYdTreLMU0/ieddBfCqbwcRIuCI2HqiOXOhCkZBzDnN+TiR/lMKp1WC5FKeqouKSew5To6O+d1Hz73PHgeRSDqiuhx4Goqoh750DvJGIPfXCKZTKZWy771Fwq2EslepZiTDys1lmCx2uGVRRIPX1hTzSWg/U2ukJHUNVxQbQobtFFNVP2I6qik/Jaze3BYhAg6VSMBbmhbluAI5pYmWjkVzkvE6vS2vcNXwlwibFKsZA9Bgc08DUSCMonDXczpZ771NXtdCJ4vc3J1uu30rHzpZH02zubAHgAYqKU63A2tiI/A455/ihm2/E915zAj9+zQkccDuLUge7h6iZlwMdjIzbgTAGZWjYN0j1oE4JjzNzdRnK4CD0I8c60is4tyNprG3fV1F8BckgWCIJbXgYky6VcLlWw/rqSqTf1icCksavmBwDi8VRC8xqyf0DUIrFrs1CnUoFLJXB4Vtu8ylLjz37nE935pzj9Gxj1nSnzlavkCQJ/+W//Bf84k/8OOJuoLKwvIx3/fZ78aG1TfxrLI3z7jzheDaD77jhWsSOnQBLJDB87BhudO+JNdvBE9U6aufPgcgyzi6vYMWdvzumytCC36PjoPL418EoxdsCpul/8fiTuP8fP4yfv7SGD25s4xmmwgncI/bmRk9zW7Pz8z7XYzSwB+wHjhxoJL3nDBP2+nrHuS1rfQ32dikk+15wu+3cmz2MmH9tB5ZItA2wWDYLUAplbALa5HTkawDhcaVOTsOpVhC/4SYkbn0ZlMGhHYUThF/mELTDRxC/8aaQ91bD6L6pMKXHoIyOgVAaSQOniSSIrEAeGIR+9NiOXRfuOKDxuFiXNQ1O4JmWJQnv/O7v9P//bze2sbmwAG4aWArEPllVAbgDtKHUE0nyO1sAsFYqQcoXAnNbJdilUtu5LSCcbPVJrOXaOpbZkbLpgaqqMHaO+NOrYjTVY7tOfoI4ee21of9//d134Ye+/dtDP+NGXXy3u+yiUUn25+aC++T7P/QhPOMWvYb7+/ATb3sbgO5sQK4UqCyDxmMhO4xmcO70pAjp0cgrtRpW3IiJ29aOLKIrgV2XsjY2NpBIJDAyMoJYLIaLFy9iZmYGMzMzO//yi4AfOhxdCRI3Ocdrr7/O/5knlME5x19+9GP+z9+SioO6prTdLADtECWSsVEq+So1mVQKL7vhhvAvWVaoBUxl2W+/FvJ5X7BhOXDjEiK8G4LeWvccOtRSpRoNdDW6EcmwS1sw11b9oNMIdLXm9EbQ3nZey6gLqoe7KDfPRxHGoIw2fje5voZCQhz3mdOnQwt0Q4mwf38GP7nTVatdyubAYrHI4MaXQe8QHBBFBZXl0CbY8hpK/cHqJKOYcCWVT1+4gI0OksFUEQWB+uzFEI3DMQ0sBSqnnqEx1fU98bi5ZYFKcrSCoyuSMTXaCDhmPa+twBwHVTShXtVEKeCOg7VA9ynNXIXHDskWIJQjo6gDPJMB3EDH3i7BrpYjK+72+jr4yjK+/bZbcYfe+Fzq5FTb+2x8qLVCPr2LzhYgJKTlwPGkYh9iJ6+FtboCKZOFfvxkFxU/0tPmSggBjcVaOluEMeiHjoTmtp5fuNQyh2NZFj75BZFsMUpxx+AAiB5D3ZNlJwRSXz+U4dGu7jfuOOCcQ8pkIBeLuMXtENTqdTzpUmm5aeKM243XdR3DPYiR9IJXv+pV+ON3/yxOBhSv/tcjX8ffPSGEQBgheNetNyF1/BpfclnKF3DfdY2A67PlKurnz4I7Dh4+15Cqv969v+I33uJ3583FSzDn53DnoYM4MRjuXl40LfxrqYJfe+JpvP1DH8H710uwORfecV36DnHHwcxKY+51fB9k34M4PN2g2p43LdilLX9mL+pcjMUF8Ho93Nly6e3NthLdgGpaW3sNKVcAHx6BevDwjvehOj4OqVAUJuj1GuS+7vYZKZfzO8VBxgU3TRBdizyGlE5DHhqGU23t8EupNNSJScSOn4gUXQqC27Ywf3a72lFCBLfeciteNjkBANhyOD749LMgkoLFQPyW0TXAcUDbUeoDM1sAsLK+ASmXD89tra006OIRmA/Y3PRLLGT7AkC8/x6EKl5MHD582I/1Xn7jjfiZ7//+VhVf2/ZHMXYDwhiybrK1sbUF23Hw+HPP4a//+V8ACCGQX/zxH0fMvQevpmQLAKRkqnPBGbzFdqATgsW2GU+ozbJfmmqEp06dwu23345CoYDx8XFMTk62/Lka8Z9OHoXezmRPVnHn8KCvePXJL3wRdcPAFx95BKdclavJZAI36WKRY+n0rsQxPIwGNs+Ll0Sy9akvPgjTvenuu+PlrYN7zUlAQOiBUYqCqyy3ZFp45Nx5fPzJp/AXD34Z/+1LD+FjT4pOCCXA3SeOoRmDmbSv+NdNZ8tcWgI3av75BCWdZ3hjMWk3r+VUq6CJhuO9t5gHOwxKQNnI3ljHsX4xbFozDDz4SIPW6SkRSl349XQDDtLVpi66W/2R3S1RvexMDRBdH31HkYygWMiJZGNRfrRDdwuAr1BlXJxpSELXDSwHNr6sR//r1bm+CdwyG7OETaCKoEtm02mk3ALFRa+zFah40lgMdqXSSiV0HGwEZFy9zhYI7RgoEVUVFsfNXStNA/WeXcuCs7UVWXGvz1wQgZGqwlp1h20Zgxoxr+VhrCnZymXSIZ+gXsBSaahDI9BPXAP9+Ekkb30Z7K0tEFWFfvxkRyPgIHrdXFksFtkRkAtFTAdUT08vLcFuMut8+IknsOb+7NbpSWR0HdbiArjrsSQVisITrAuDZ0BQjZmm+7LP33TXXf6/eVTC0sYGFtykYXp6umuVwV5BFQWD+Tz++3/+BXzfW97ir5cevu3YYRy7+VYogQ4uoRS3v/wOZN118utVA+vlMsyFeTx0ujFndoOmQj96HOrYOGLXNChn5Se+DmJZ+I1vfTN++1vfjG+dnsSUIoWU9gzLwqe3q/jIVgVOpQxrM3qPawY36r6ICwBM7aM3GQAcDljDnDMs2NvbbcUS7O2SSMZqdaxbwWTL85szxWB/L11atUFhbgZNJMDHJ7s6HpUV6AcPASRc/NoJLJkCSyTFPhBgXHDL6rjespjwRWt+Boksux3TneMOXq+Dyqq/P1NVaxG+IYTgR9/8LVDd+/hTG1s4t7qGtYB3Wy4WF8lqu2RLkkOKkSsb62CpVChhskslmMuLEb8tMLcUphEGZ4cbSePeu0wvBiRJwh++97fxe+96J371p34SUtPa5Csf74Xaxxiy7rrscI65S5fw63/4R/4s0vd961twdHq64Vd1lSVbVI+Bd5jb4iAttgOdEKSRX3CLui/ZztY73/lOvPDCC/jlX/5l/Nmf/Rn+/M//vOXP1Yr8/ExkIEF1DbpRxz033QRA0PseeOihkKHkW4cawhbywOCeuiihzpY7t/Wxz37W/9nr7r675Xc4R8iclEhSaOanz61c1DjHf/nIx/A/Hvgc/uGRR/GF02dQdgP6a4eHkYuoosiMYdB9YC8uLPhCGlHglgVzfhZUFdUme3sb9rpQuGPpDM6XG8FyO9l3blmQAgsykaUWSh3VY2CBhfeg1lhwP/2lL/t/L0hieNerJu8FYi6OtVUibIaUEfLAzdVkxzQE5XOHhS1KarsZQWWm44FrsFOyBYiA3a4Kjx+nXge3TF8gI6Fp0NyBkr0UDgCAm61KhB6o5tIlbcvvbm04Yo4jmFiJ19iwmgoi3LZDVFtvZosw0rGz1ZamqahNwcBWy/dnra/BuDQHKZWGUyqBu91ils6E7ttmDPf3h2izB/bQLSCUQh4SlCXt4GE4pgFuCXU0uYleGIXdbq7turEsncbhQNfoheVVmE1zWx93h7EB4J6RYbBEErWAeIVUKLqeYN09X061CpbJ+MWYW7/pm/w1+CtffwwAcCZgZrzTvNZeQBQFYBQMwP3f+hb8//7LL2LADTQP5bL4rle/GvrBVtaANjSMVx4VSooOgC+Ua5h75imcWRVr5oQsYWB8AuqhIzBXlkHicd+niddqqDz7FBilOD40iLfIBP+1P4c/GCrgZ268Fq+56QY/6fvwVhnnanUY89Fekc1w6nXMB+Sy97uzNTowAN0Nks8ZJni9hvriQmRQZa+vwanV4WxvYSPw70V3ZotbJkhM72lGmioiyXE6zYN0CanYJ2a2ksmuvTUJY0IKPZEMF+8479iZIpom5lh2MHvtBMc0QGIx/9mnqphBbo59hian8OYJURzgAP74oYexGkjAs6kkCADaJtYhkoRiQFTl4vwCWDIZKqY4pZKgiLbpuHqGxjKEIEdQUZibBoi0+3mmqwG5YhEnD0yDl8st15+781q7FccAxH2WC3QSf/UP/hCLrqrkdUeP4Lvf+EbxXh4V9yrw2AqCaBqoIndUI8ZuO1t195icR4rlXGn0nOZ+/vOfx/ve9z5813d91+U4n8sK2TBQff5ZxI6dCP2cqBqc0hZee+MN+OSXRSD/P/76b3yZ8YOFPK6VqC9JGzVQ2wuajY2fPXMG52bFYOrJw4da6EhehYco4WSLMCrao4xhor8PT26EK83+awEMp9N4x8tfFvnvADCWy2FuYxOGaWJxZaVF+tqDubQIa3MDck4EfEHTVXlwEOe+9jgA0W0LiiJ4cExDUCsCSR+RFdcPxGqY4moapFwepnv8qYBPwnzABLEoMZGY7TBnpaoqpqfb8/OBIP2vu2CQqiqkvj7UL5wHjcX9YICb3fHMmdoqtd0MOfA9HJQIZMZg2nZXyRYhREjZrq2AzEqwTRPLrkBGIXD92S49Pnx0oF4SRXUrzCYmR0fx2LPPAQBmTQvpWs2tWsv+a+21NfAgVcdxsN7c2dI0EMI6d7YUFVRW4JgGmHt8VVUxffAg1p57GqarjueUK7CbKJn1izNCuj+ro7bQ6PTKhWLHeQ1ZkjDU34eLC0KZc3oX81qh4+WLoJoGpyTojvrhox0VyILwN9ceNioAfofSexY8sFgcI4cOIvHVR7HtcJzZEh46TrUCqulYvnAeX3r0UQBAVlNx49AQHNOA5VbKaSwOua8/0vC13fmDELBAZzCTyeDw4cN47rnncGZuDsvzczgTmNc62MW8lq7rOHHixI6vawZRVGFRYZogjOHEoUN433/+BTz2yX/FsalppE9eE1mAI5KE17/iFfj7r4t18bPlGmIBI+MbsinEb7gJ1vq6KxRThnb0BMzlJcC2UT9zGurohJhpdDuwmWIRd197Ld54+x3o/8hH8YEP/zNsAP9zdQu/c+kS0vXajsIozvY25uqiCEcAjLTzatslKKU4NDaGx0+dwqrtYNN2EFteFgl0U8HPXFwENww41SrW3Gq0IstIuq/jtgW2CyoZTaVgbbaq4XWzFwRBCIF++Ajs7e2eqIzq2ATk/gZFmTtCmrvjLK8r126XtnY9g8xNE1LAA1TQGSX/3vXA0ml868tuw2cvzuGSZeO5jU1cCiTg+WwWnJC2HkdEljE8MABVllE3TXz2K1/Bt7zqlZjO5UDjcTiuf5dT2oa9vt7iB+Y4jr+XFyVhQyMXAomaYYDFEz1d826x23WgV7BkCtr4BMyVFVgb64KqHU+4apl1sFi86+JTFAhjyAb0A144fx4AkIjF8As/+qON4p9thwTWrhZQRQGNJdz7Pbxm+QXDHhobg4ODiMd0lCtVXKjWgJR4hni9VTjIMU3wpfZd1/1Gz52tVCoV8h55qcBwK2a1F55rmTUglAIcOJRJY9IVjygFZnG++4br/I2OaFrXFJ52KOZyvvfOxYUFfPSBz/r/9vq77m55fUOJsDnZasi/f89bvw13xTXcqqt4QzqBH7/rDvzqm96IP/ne78GHfuxH8MfveBsONiVQ5soyNj/9SVSefhKjAeWnC3PRc1vccVC/OANCmQjIOEf9YiPZ4pkcLro0orE2/kK8WhMLTIDH7okrBLs8VFVBE3Gfrz1U3vLlhIMoMuYqEe6d1y2SvWg6XDtI2Zzb3QrQ3zjvSgWOqCqI1FpxDILG4yDutVLqdRxxB+7nFpewEPSSaPcelELK5GCuLGFtfR2W+16FQJesnU9Tt+Cct+0GEsZA4nFw08BUQJhl1rTA67XQzBqNiS5hsNPEHSc0n5ZiVCgq0c6dLUHT1CJpmupoo4rvVCuw1hveY9bGOoz5OV8AxwrQapSJyR0X/rFAIWY3su9BsGRSSEJvrkMdHYd2oLVz0ha73Fypqraol3nQDxzGlEtX3rJsXFpdRf38eWw/9CX86z/+o98Rv/fYMaj5POrnw8IYcn9/18JCTrUKpusta+1tt97q//2rjz+OMwsNy4nL2dmislCQC16XWC6H66+9Dulrr+/4vI8fP45r3ed2ybLxz1uN+/uOl90uDFkpgX70OJShYfB6WG68/NgjqHnS/3Dn+Vzp/He8+c2YdtVk5y0bf/3k012JZNSXFn0Lhn5d8yn07cBNs6NyahQOBxKa84Yp5p6aKLt2uQxrYx2OO5fpdbYK2WzgXie7CkiFd1FnxdduQVWtq45y6Hd0PdQJ8wpLOxXzaCIRKe7TDXxp+eB8t6KAKmrkLGZi6iDePtD4XBv1xnpcyOWFz1E71VdKEUtncP8b3+C/92/+8Z/ASCRDRSl7ewvm6krL76+sr/ujE/3u7LUUEMbipgma3Bvr4sUGYQxy/wD0I0ehHzoMKV8Ar9dgriz5isx7AmPIZlrX1P/0gz8QVrO2LcEgukoMjYNgqVT0OIXjAJT1dM6EEByYEKNMq4aJkjsD6lTCc9l2eRuVxx5F/ezplmNcLvScbL397W/HH/zBH+zLAnYl8b7nXToL5yg/9mjL+VNVhb26jDfec3fo50eLBVw/MOAP21M9tmfVO0qpX0mcX1rGZx56CAAQ0zTcfestLa+PGhAWyRYTw38A+kbG8CNHD+EnCml8RyqGe9NJ3DA+huFsBrLUerNyx0H5ka/ALm2h9sJzGA50hs7Pzra8HhC+LNbKsh+c25sbvoKcVChiZnMLtmtY29Zfy6iDhTZS95o0qccJ2XAVkivBKgE46A5Me2BwjRdTqY6y7wBgmAZmZ2dhdKBncMsdXu6FrqKqYMUinEpZqCy6HYVuqA9UUUGkVvW30Gs0rVERdBycDBh9dtPdAsS9wpIpLAUG4nMB5cBuqTFRiOq6NkOKJwDbDnU6Z00L3DThBMQpCGPg3IEVnO1wHKy7yVacEkiEuMPvnTtbQCtN07sHUCj61Vp7e1sYcrvnUZ+5IARcdF2obnrJFmXQpjrLLQPANUcEZUxiDNcc3rsynjI0DGVsHPqx4z1tOty2hX9LrzRCSRLzbpGGsBkcCHSaXpibR+3U87A21vF/zjeKLq86fhTcsmDMuJLslELq6wupsu0Ep1YFy+Zazv+22xrqfI+en/HFMSilOHBg5++nXq/jzJkzXUu/B0HjYaEBqiiIX3fDjp1hqmp4bUBV0BOByMd0TBeLsKsV0bUcHIJ24CCopkHuH/QDVntjHaY720tUDVJ/vy+dL0kS3v1d3wHZXbI+fmkZX2vyIYvCpZkZGO4WONJmrpDbtpi5cW0+dpLxbkZQJOOcYQlluqZE0N5YF56NK8swHI6yu394s0DccUAI6ZraHQTVY5FzW93sBZcD3c6e7SVJ5KbhUyiDoIlk5D4j53K4cXzMn0f3zwFAqpAXiVuHdYeqKr71rrt80/FLy8v40wc+Fyrg2eUKrOWlFipXsxIhCAkltATdy/33ir2sA7sBYQxSJgttahr6kaNQxyfFGMIOjJwdj0sp8k22La+9607cEyhKAe5+cBXJvgdBNU2MxLSIY9liXKDHBPFgYF50xrWZCcYZ5soyth/5KsyFOVj1K7cG9JxsxWIxfOELX8CBAwfwnd/5nfj+7//+0J8f+IEf2PkgLwL+53OnYLoLtrWyDCPQkQGE35azvY17r78uVOX7rhPHQj4ALB7fMbDvBp5Ihm3bvhfCK1/2MugRDwS3TMHlDgSXgn8r+ZsfUZVQxT5oIhoFY+ZCqBszGDB8Pt9GUbI+exHcsf0qY/AaKkMjOBcwzI1SIuSWBTDWQicARMeQO42NnMYTYIkwR/6gEg68Ci71QMoXu5DC5ajX6+BOZ2PN3dBV5Fwe1O1uiQ21OyoikWVQTWvxgwqCKipooEp4MtG4dp38tlqOo2pYCyh95QOGxmwvHluW6RYC2n9eT6xiPDDzc9EU33WzUhXVdNjra36SxB0HG65Edtq9/6mmd5V4ME0LiQl49wCNxfw5NV6vCTpcuQxrcwNmoKvlbG/74g4snYbUhVz5m1/1Kvz0992P33n3z6G/0FslPArK8AgSN93ak18W4FYydxmo0Hg8OtlKZ3AoIG9/em0dcv8Azlk2Zlx66tHBAYxkszBmL/rHkPv6IecLXc9VerOTUkQSc+LECcTcAOVrTz2F826yNTY6Cq2LYMJxHFSr1a5NjYOgug7w7pONIO6+5xVIquFn5JbJSdibG9Amp6G6XolSOgN1SsiN69dc13Icub8fSqEvJJ0/feIkviPXCG5/52//LsTMiML5wNo91hf+Xpx6HdbaqqA9yRLUiUnoBw/7xrvdzj8cCYpkmCac8naLj5S5vARuGrA31ptk391kq8tuUBSIm3TwpoC6m73gcsCzFdmpmEdVzaes9vwedUMwJpql5TU9cl6OZbNQhobxPZmE76MHAGlGISdTrqFx59lYCo73/Mh/8Gf0Pv7wV/CY2fgu7c0N2JWKP9vtITgO0C8xweJw13gvVtjLPFMn7GUd2CuoHoMyMAj98NGOM8Ddoi/AWBru78e73v721hdZ9o4qli8WqKa7rIGmdcV2QGjv3biDgSLPBVeMy6mKYnh95gLKj34NTmkLz1sO/tCld18J9Jxsvf/970cmk4HjOHj44YfxwAMPtPy5GlGzbawONSrrlScfD20axOXQxiwL3/umNwEAXnnD9TjZVwzRmmgiuesgJoixCLPf199zd/SLLTu6mxZIUIisgBWKfmBub6yH6FFBcMdB9YVnQz8bMBsb0sxsK43Q2tyAuXgJUlJs6pzzhgohIWCZDM4HNviDAaNlD06tFjLqDYJIMgL5nhAIGBgQnSY3+Z22w5tP0d0E5AjJ7Zb3Lm8DO1EzOtDhOsGb3XIqZbeyqHZNe6HxeEf5dwCQA0PIE4wi5gaVDz32GCrVVi5yOyytNu6HIBE4qADVK7hpgUhKR169MNaUEZcl39B71rTAOW8Jvqimw65WfYXAWqWCqhssJd3vm6oa0EXHxhM1aBYhIXoMLJDE26US7Mq2KEDU6z4lNaii1clfKwhVUfAtr3wlbjh+fMfXdotdyfLb9q5nAaimgaM1ECWyjOPXNdTyTq+ughCCTz3TWEtedewoOOeonWvQM6RiEcrIWNddNqdaAY3HI73fZFnGjTfeCABY39iA4a7h3cxr7RVEUcB32XHQs1nce801oZ/dmMtAGR6GfvhI6DtWxyYgFQogjEIJrqOEQCr2C8PrwOtZLI7Xjg7juOsFt1Iq4f97//s7ns/FpQY9dtztODumAXNlGU6tBilfgO4axSr9A2CpFLSJSSiDg7BLW20FD4IY6uvz16pzhgVuGDAWL/lBv1Ovw1pd8Wcmw7LvAXEMuTfZdw+EENB0esf19UqBW1ZXnQyiqqCq2lk0oN17GAaYq94ZhFBwbe0eUFmBOnUAxXgMbwyo3WYYFXPVhLWlEQLwv5ehvj782Nu+x//5H37tUZTdRMne3AC3TJhrq6HfbTY0DnbD+B7Nfl8K2IvdShAnjx/HvTfdiMNTk/jVn/pJ/5kLvxnf02zY5QRVVVGsbimK2CLh7jnZatCXZ9yChV2toPrcM6g88RgAMRv4kSeewgMXd7Y62i/0/G2fO3eu45+zZ8/ufJAXCdVUGrJLZeFGHdWnn/T/TSxOBNbGOr73W96ET7zvz/Azb3g9AFHh9iAXivvykIw0DYofGBvD4Tay+Zw7kZVtKis+jZAQAjmXDzmfB5XAgjAuzrTw+tnGOoquqMOFxcWWgMKYmxWSsm5Xz1pZ9v2J5P5BcMvCua3GdYrqbDn1GlgmG/nwUEVu8UWRsjlQWfE/0zQNbyAFiQGU7uj27tRq4KYFdAgQfBnWDnS4TvC6W3ap1JAW7wLddEmlgCIhrVZwl+vdU65W8a8BBbidsLTa2OxygWC6m45NO3SjFEYUxXWKN30qYZVzrNoO7ICHFuD63nHuy0SvBwoGKfe5I4oC2kXg7tM0m5JsQink/oYggFMuw1xagjE/52/43HFQO/2C/xptcvqqGy7uBO44u0+23ApoVCW8/9BB5F1a8tlKDZXtbXzueTFPpEoS7jh4QBjYuh1LlkqJzlZ/52c0CKdeh5TNtd1kb22iyAANM8vLCerZG+xSRviNr36V/3eVMVx/+DD0YydaEgmqKNAPHAI4xJyeG3DK/QOQC63S+YRSKMU+/FAuhZgn5f3gl3x6ejO4bWM2INs/4RoQO+UypEIB+pGj0KamIWXDazWRZSgjY1DHJ8BNE9bmRsfEk1KKQy6dfN12sGHbMJeX/OKltbEOu1KB5c7zhJKtXKCzpcd3vecyd329WsYeujFmJpQKf8JdKCly7kQWKYjqChVFFBzlQhFSLo/XpWIYd+nl12oKqB4TNK4O6x6RZF8V+Y333INbXSPf9UoVf7m66Z0UnGoV5tJiiIbaTCMMslgc0wDR9ZfUmvtigSoK3vP278Wf/OqvdpwTvpqvJU2lWjpb3HE6jie0w+T4uC8McsGlEdpbW6i98LxgS6XTWNnexpfPnut0mH3H/qTWLyHEr7nOXzzq58+GBjepposZDceBrmng5W0QJsEOJFtSIEjbC8aGwsnW6++5u33ASgiI3PqgiGAq4E01OCRMF93PZ8zOtFA+uOOg+nyjEu3RDZztEkbcQctyvY7V9YaKk10uw5ibDVX2wxTCYXBCcM4VbBgoFHwlqeD7gpC23QEiySHBD0BQamg87kvAJxjFcKyRnBQlJihhEZtL8H3t0hZoNgtQ1paaIYx5O9PhOsHrbglqYPc0U6ooIB18JgCEkkm7WsGbA/Mf//jJT3aU6g9iKVBZzHl0KEnaE1WD2226rgEQSsESCXDDwORoWCQjynuH6jrsjXVw0wzdh2mvsyUrXfG4O9E0lSaRDLu0JYoBbuXZmG0UJFg6Da2LeaCrDruU+SWKIkzTI5IKls5gOiWe4Rrn+N8Pfglld415+cED0BwH1eeeaZxCsV/MH3UpKuSYhjtj2L5gcVtEsnU5xTE8eEbku6F3AcD00WO4/aC4j+47cgiZa69vu3ZJff1QRsfgVCpI3X0v4jffBmV8oq10vjI0jLzE8PZs47r97p//BVYCz48HbhiYqzQ64lNHj4qf2zZoLN6x+0IohdI/AG1qGlSWI43IgzgSEsmwYG+s+3Nb1uqKSNrcucj1wP7nd7Zse0+0/bYUpSuMnpVu4/GeE0TvPajWmtARWZjOR62FUjYHeWAQCiH4z31Z/EZ/Dm9OxcE0XYhhdRIi8mxbbBuEEPzcD/2gv/c/tL6JL7vCBM7WJpzt7RBt3DM0JhCF0yCdnVvmnv0f/72AMAkkgonggTuO8Ku6ipOtyDlF2xZ7fY9QVBXjniaCacPgHE6pBDlf8NeSTzz1tO9FdqXQVbI1NTWFxx8X3MbJyUlMTU21/dOLpOqVBqMEVNdD0u+Vxx71Nwuq63AqFdjbJUFx2i6ByDKcsquGRgjkYvTcAXcc2FtbsFz6nrW2CnN1RfxxB4yDCHptKbKMV91+e/RxO3g/EUkKPWJSLg+pUGhU7R0Hxsz50O8Ysxd9RSip2Ad1bML/t5FA+/lcwHTTWJiHU6n4cu3ctmHMuyIakgSaTGLR4T7d60BUV6tWBVO1thu5CPAkwGwEeESShFdJLA64G/HBgNhHkTEho9phM7a3S2DJFGLj4+gbnwBpMxArZo/kPcnMytkcWDbbE/WBKCrIDj4TUqHof35eq2I8k8FNrmzt/NKSL7m9E4I0wrRLP+1mhqAjdvCN8UBjcXCnVSSjubMFBKiE29tYX2vtbEFTu/6egjRNSZLQ198HSZKgDo/419Rxh/89QQLOOarPNQoSyvhkR8n3qxJk95urkIqOTipYIolDAdruP7/QoAu+nNjY+MRHYS66Yg6yDLmvvyerDKdSEWawHQooo6OjGA7M/wFhf5VOkGUZIyMjkHdDS2MMRNPh7FIpjhCCX/qR/4C/+O5vx0+84x2QOqj6EkKgTR8QHQ7ThFwogOmxttL5ivtcvSym4ta0SLhK5TJ+7y//suW1dq2KuZp4JjKMIeUltpyDdpmgS5ks1OmDkDIZWE30sCCC5sZnDQtOqSRmIS0L5uKi6HK5Qc+m1NjjfLPcLteXdhCUPC00txVcB/YK7jgwFheEomSn17n7S9f0clWLNDfuBMeoR4pjACJJprFYZNJJdR3q1AFAkqBRglFFEgmWouyoBieKpMwvzBSyWfz0993v//v710tYt22YK8vgtuWPNnDOMefObOUZhUQI5HwgtuIA26MQWSfsZR242kAYBUeHPdxx/Bn/qxVRYjbcccQ92CMIZZgeFnuOA2DO9QH1YgbTtvFxd9692Zz+cqKrZOuuu+5Cyh1Wvuuuuzr+ufPOOy/byf7gD/4g7r///l3/PnFpCurktD9gbG9t+qpZnrSvvbUJbhhigZYanS0SVIZrAq/XASISHrmvH/LgENRRQblQhkeEeEIgk07EYrjRnet40733tnSC/OPallB7i1gUxJwT949LGIM6MhaimdTOnvH/nXMe6mrpR45BCqj/DLLGjXf+wnkAYgE3Ll4QlAL3xjQXL/mBmDI4DG4a+LeZhoLhoYmJ1s9Rq4Fl0m2DZC+hDHa2AEDOF0Bk2f9ML9ckEAA6ITimKZBSqbadFW6a4JYFZXAQSiyOzMQkKHciK7HcsoQIyR6kUammQRub6EmuVkjcp+BUK21fw2IxP6F0ajVY2yW89bWv9f/97z/+ia7ea9mlEWYTCcjuNdiLjYHXreyGeunNDEwMBUUyLNjbpZbXEkpBCIG1uYH1iM4WU9WuaUVC1EDc/4wxJBNJMMaEgqX72Z1y2VWGEs+g6GqJZ55lc1AGBl9SyZZQxKQgESqk3YBQCqLHIilHhFIcO3nS/3/Tvbb9EsP01kbIN06dmobkUpS6PnfThJTL7VgAuPWWhmprLpdDPt/de0iShEwms+tAm8ZiOxqRd4LSP4DxO+/pyi+NxRPQpg+KZ35jA1JfX1vpfGVoRATGhOD+XApZV0jni197BA89Fh4C31hYQMl9/ofjgbWzDYOi7fnFYlCGR0RBsk2x6PBUgxp/zjBhl7dhbqzD2tyAU9kOzRVvBGaDirlcV75UO8Gf2wqcX3Ad2Ct4rQYWj+84w8ZNU5gLd1skUlUh197D3BY3DJB4ou0exuJxIacdAWVgIETjo5oOwvnO5ysJS5rgM3HvN32Tr4ZXdjj+dK0Eq1QCbJGYcsfB5vY2yq5Aly/77u7xvijKZZzX2us6cFVhBy9FbouC/W6ZDlcCvphNgDrbyVC788EIDgRsZi4YVuj+/NKZs9hwO/u3Du6vv2AndHWn/cVf/IX/97+MqJRdbti2jXe/+9143/veh3e84x27Po65sS48gShF7OR1KH3hswAAY3EBqqvNTyiBtb4OlkqLVjbgL1A01l6J0DHqwsBuciri3wxYq6twqpVQsvben/tZzCwshFTamtFRgMCrVrgyz4BQq5ILRbBsDrbra2ItL0Hu6xddrYBUu1wohkwfB6zGwn7h4kVxzS5dgl3aghyYGwobGQ/hubUNfPjhrwCI7tJxzsEdZ8eAlep6S/DNskIeVcrlYS0t4rCq4L+P9kN1bMQpBcsX2lZsrK0NyIU+sEwWlmVh0zShqGqksSYsq60xby/YDeVFymTFDBznkUEm1XTQeEKoRzoOrOUl3HLvqzE2NISZ+Xk8/txzeOHcORxqM/MHAJZtY9WlcBQScXj0070kEaIQIHflSu/NDIwWC6CUwnEczJp22yCF6jHYmxtYXY2Y2VK1jh5boeMoIjHjjgOHc2xvbyPh+rKxdNp/HrygpqWrNTwClmuVIL+aITZXqavvpR1oLObP0jTjWIT4xx1xYZlAFBXqxCSUsXE45TLU0dGuCxheZZ51YQh+22234Z8+9CEA3Xe1AIh1YHMT6XR6V4EW1bRQQtkrCCEdKZLNUEZGYS4uwFxa6iidz+IJsGQS9uYGEpaJ77vtVvzupz8DAPj9D7wf1x/7Ld/38NypxiziiFtE9RP0Hiv9NBYHS6Vhb6yDKq2duqG+PiR0HdvVKs4ZFmBZsBbmYcYTcAwT1qLrkyZJWA8o2OUzGVccY3dKhEF4CrPe+mrbtr8O7DXhsmtVSNksHGPdt/2IAjdN0B58uogsg8R02Ftb3e8plgWpw7MjBF4Quc9ImRzkvv6GCbmuC+ntHe4H4np6OU1CRz/9fffjsaeewnq5jCdrBv56Yxs/vF0C0TXY2yXMBwRavGTLm+t0TANUvrziGHtdB64mEMb8PS6qCMkt157lKv6cXlHE2tqE9wRxYMdEMhKUYnqssVbOuDYzHj76eEOr4TWTe/PC7Om0dvuL6+vrmJ2dxczMTMuf/cSzzz6L22+/HR/4wAcwtkeTUKgqbHcwWHI7JgD8QBcQga21uiKoDqYJu9agB7B4omMXpZ3fClUUSPl82PgWoroyNTracPmOOq7tdlwignDPaytINaCaDnlwGHKwu3XujNvVasxS6EeOCX+hcsWn7AwEPuuFhQVw00R95jyo3OgkcNOEsSDklomiwpQk/I+vPOJfvx9467dhqMk8mRuGqNR1oAaJc9daaBNUUSHli6EAJQeOuHs+ylB0omqXy6CqCnlgEIRSmKaJSysr4Mk2XSTu7EuytRuwREJ89oAXRBBEksK+JevrILaNt973Gv9nf7dDd2t1fd3nKBcCm/dOHkEdYVqg3crcKwqIrEAGMDbo8aktmJVqZKeAaBqcWg0bgUH+FCMAoaKa2mWyJcQ5ZHDTgGVZWFlZgeVSc4OiDZabiBpzs42CRL4AmkxCzu1dwv2Kwt47baSTv016YDA0O0kA3D0yjPjNtyHz2jcgdvwkCAhYIrGjeE0QTqUCmkyCdEEfuuWWWzDg8vLvfcUrun4P0zSxsLAAc5dzV1RRIlXdLhcIY9AOHYEyNt5ROp9IUoilcHtC933e5haX8L8/9q/+v513C2kAMOrS4neboBNCIOfzYi4k4poQQnDYZTpsOo6glK2twFpcAK81nn2WzmDZ3R9TiQRUl2XS7C+5G1Bdd2ftREEluA7sBd5eJefyYLFYR3YCd5ye/TlZso3Za5vjc0I6zt9SVRWjBxEda5pIQJ2YAtzuIsvmBP2si2tPVdUX6vKQTibx7u98K5gn2LJdxT89/Qx43YC9voa5xYbse5/EANcLEvA6dPHLasC713XgagJhQigM7Sintg2i9OYf+mLAo40GGWCkg+1AOxBKMD3SGFcQnS3xPZ9ZXsYzC4LmPpbL4lhu97Y3vaLnT3Lq1CncfvvtKBQKGB8fx+TkZMuf/cTnPvc5XH/99Xjqqaf2fGx5dByOWYdTr4MQ4m9O3DBgl8SgPtV0ONUKzOUlACSk2sfSmcjFx3Nt71SJkTJZEEnqWYaWW1akVDrgJVtSC/VOGRyE1N/vt+HNhXnUz5yC40rsSrk8WL4Aa1P45Hi0tyQlSLleMBfXN1A7d9bt8jUCcmN+zu/0KSOj+NvHn8ScGxAfnZ4O0dv8z+DKae9UqSKy7M/RBCEXiyCyHJLrBiCUCIutwRy3bTiVMuSBoZYZMSmdEd9Ds3AIyJ439d2CqipYOtNxs5YCNCmrtAWnVsOrX/5ypNxK5mceeihyGN5DSPY9QBVibWhJ3YBblpg560asghAQVQF3bEy6C6EFYGG7HBlQENdMcy1QMU1TCqIKQZFuO1tBJcRmKMON4o3tKqvVAuIOysgopEy27ZzM1QrRcezdnyQI4nUEIzZwqus4FJi9u354CJP3vgpqQJLcLm9DHhzqOsDknINbllAh7CIo0HUdf/M3f4O//eAH8c3f/M1dfqq9wxfJ2OXc1m4gZbKIX3PdjsmzHJiNszc28K5v/3a/kPdX//zPWHAFjC4GAt1xV7BGzAb3boINiKSAxeItxUQPhwJz3OcMC/aG8F2yNhrr1SlJwcqW2J8OjI81zkmP7Vn9l6iqKGbts4GtU6uC6TpYKg2Wy7c9vhcf9Nqh881eu+ikctN057XaJ1vi3lXarrfKyCi0w4chDwwhddc9ogPWbbKF1kT75utuwI/fepP//x+8uIDPXLgIc3GxSfZdCsnVc8uC1Gas4huIAGNibqtNAYhb1ktCQj9YFPHNzHfV2WJIJxLoc0eFZkwLtrv/f+yJp/yXvf7kiSuagPb8Sd75znfihRdewC//8i9jZGQEdJ+8AtrhR37kR3r+nampMJXPcwnnuSwoAeoXZ8D6+sHyBZiXRJZbX1oEd4UYrHod2C6BkLDsO83l/GNJkgTGGGzbhlmpwOEOKACzWgWlFKqqiuDN7VZwSmGpGpy1dej9fSAgMEyjxVjRO67jODBNE5ZRB2wbTrUqhqbdxbTqDuTWuSN440yCrMighMJJJEDSWbBiH6zZiwDnqDzZ4O3Lh47AWFsVMyu5HEhgbmdY17FVN7BerWLl/DlojgOJMRAAtmOjFhDcOEMZ/tmVfZYlCT99/ztgmSaCqZ+qqiLBVbP+OXtQFAWMMViWBdM0YdviM9vVKqjEoMgKODjsWByOrIDmCrADGzTVY3BUpdUFvlSCks2BpDON6+S+xpQkqOk07M1Nf96EWxYcywa1HVDHAaUUhmHAbgo0JUmCLMuwbdv39/EQ/G5qtVrLBul9VtM0WyqqjDFI6QyMxUuoVastwYWqqqFOpb1dQm1rE1KhiDe+4h78zb98BLZt4x8+/gl837e+pXF9GIUsyXC4g7lLl/yf5wLrC8tmO96Htm23nC+hBIqswLEMWCwJNH2vqqpGXkPDdsDrBqZGR/HAww8DAC6WKzhZ2oLkzmkpbkBSr9fhMAlrQYEMRkFVFZZloVY3wALv2+m7sSQZdLvsD9sabsGDBpIoa3Md9bmLjaJLNgdHUSGNjIIqChzuwIxI2FR3E9vtNeTgMCJc7BVV6XqNCB2XEFDLAhLJlufNO99u7u+6bcNwHBC3Qxz8bgzDwMlDh/DA84KO9soTx+FwDkoILKMOa2tLqEXmCsJEOnAftruGvF6DRSkMJsEKnHfzGhGELEmYnJwMrbNBaC4joF6v++al3jrgffao43rrN4CWa8gdB5wxwDRhUgrHDgc4jDFIktT2uwlew+Y1QpZlUEphWVbLd9PNNVRHRuHtVtbmBobiMbzplffin/7tUzBME7///g/gP3/3d2JmrbGGjk1OAAAc04QtyyBNz07UNQyeryRJsAFY8TjM2RlIbnAevL+nxxqJ+TnDxE2lEux6DdbSondh8OmVxjndd8cd4pwMAw6lofUlag9svg6Ra4+igm9sgCVTcLj4HEag8Lmb78ba2oI0OATJcSAlU6gTglq53JKwypSASDJMcJhN5+xdw6j7ECBi7THrsHhrUBhcI6xSSZgZ2zZItdr4bprWQ5NSOKUSdJdlEtw7nXgCNFdwRwz6YJp1wBD7sYeodda2bNTrBhzDCF1DR1Fw9+FDWJqZwd/Oi+/6D77yNaTjMVzcbhyzT2KgbkHXdmwYpgnCeWgd0F02Rqe9tdOz3LxG+DGhe6xO93evawTQ/Tq7H3EEdxzUTQuMcxFvNa0RVq0Kzjm8dGs38YmiKHAcpzXWQndrRDffDeccBqHgpZIYnSAEYKznawjTBCjB9OgoljY2UOMci+VtONtlf8+KKQruPDgNx+1yXQn0nGx9/vOfx/ve9z5813d9157f/Pz58x27VQsLCz5VZD+wvraO1dFRodsycwFqgNZWXZhHOe12TipVYHERuVgsNEO0KUnYmBVCEH39fUgmktje3sbKxRlAksBjswAhSCQSmJiYgOM4OHMm4HVVKoHMzWI8l4Mky1hdXUWlHK4G5vN5ZDIZVCoVLF66BGxtgssqsLEJTdNwwJWgPnv2rKg8LS4BpS0gkcTo6CgURcHG5iZKkixmzICQTg3NZFHiAFlbAz94CNy0wTTdb3EOUAJvYuW5F17A9PAwmGVCkRVU1tZgrSyDADBVFf/jq1/3qWnf881vhMQ5ZmcbQhkgBFOTkwAILq1voL4dns8ZHR1FOp3GxsYGLl26BBgGyPIysLmJWDqNwYFBOLaD+bU1EIcDjIZuWBqPY71SRa0aeE/TQDYWQ/zIUWzXauHzAbC8vIzJfB7W6ipmZ2ZEh8QwANsCj8VxMJGAqqpYXFzEZoDCBgDFYhH9/f2oVCq4cOFC6N8URfFnR86dO9eyOExNTSEWi2FlZQWrAb8rQAz4DxaLsBjDwtmzQKA6SSjB1OQU5L7Gc2CWSli8OANeq+O+l78c//tj/wrLtvEvn/kM7rz+On82Ix6PY2BgAI7t4PS5hqdEMlCVl7M5LC8ttwSrxWIRqVQK5XIZy8vLoX/TNA3Dw8PgtoOLly4BtfACfPjwYVBKcenSJWwFpd1XV5A16yH594umiUtnzgB9/ZAVGWOuJPvc/By47WBlU/y+TADNnQkqlUrYmrkABLom+Xweg4ODqNfrLV5/rLSFkYBH25JX2a9UIakqSL0Oe3MT1WefblzjbA4GAEfVEIcIypvvJQC++urS4lLLRhRaI1bC8096TMfQ4BC4wyOPOzExAcbYzmtEoEIMALIiY1DXIaXSeMFdI4I4cOAANE3D8vJySHwEAAqFAgYGBlCtVnF+ZkY8i5YF6DEwxjDh0sHm5+dx4sA03nLoAPR4HEcyaRilLbBaDdVaDTVJBvr6sbm9DZTLSKaS6Cv2wTIjriEhmJ6agl2pYLlWh9H07y1rRADJZBLj4+OwbTu8zro4evQoGGNYWFjAdqBoBsCf2dne3m45J13X/e816rhjigq6XcLadrnluNlsFrlcDrVaDQtNG7ksyz4Vfm5+riVRGx4ehqZp2NjYaFl7UukUioUiTMNsOV9vjQjaGVilEhYvXMC9N92Ezz70MNa2tvClr38d/8aAOZetoRECOSs65rZhYnZ9HSDhbuixY8dACMHc3BwqTZ2roaEh5HI5bG1tiTV6ZRXY2gZkubFGcI5UoKp+zrCEMq/rvQQAW6qOL58R4weJWAzXHzkMQASFSwsLQOD+V1XV91Q7d+5cS3A3PT0NXdexsrISKtSgtIXU5ibUYp8f9C0FOnyUUUy6c9uXLl1qCQwHBwcRi8WwtbUlnhvbBiplcEVDWlExMjwMrqqYO3sGaKLLTwwOgMoy5paWUWtaI0ZGRpDJZLC5udlyv8TjcfSrKuxaDbPLrfOToTXi0gJ4vgC4a9/AwAAKhQK2t7dxMUAbxdoqlPU1jLn00dm5ucYMouOAWBbSrhrp1soySuQiELgXQ2vE+fPih7UayPIyWLWKiWkRn8zPz8O2bRAO3Dc6hNWtLXxquwqHc/zO576IRICG3CdR2O5cnVWr49LSErgeA1bEPkkIwXF3TnR2drZlr9rLGuGtj1FrxODgIPL5/K7WiIMHD17ROIIsLiIZi6EvmW5dIzY3QCQFx1yD9IsXL7bsVWNjY0ilUtjY2GjZU1KpFMbGxtpew67XiPn50L/FYjFMTU2Bc9447sY6yMoyoMcxMtAHwlhrHAGgv78fxWIR5XK5ZXRJkSQMg+Lg+Bi+/KSYzzq7WcLDX/86DDeRvPfoYXDLQrXWmihfLvScbKVSKeQ6SNb2guHhYTz77LNt/73YRmZ9JzQHW48++ihuvPFG5PJ5jBw4ADOZQO2xR0FjMWy7JpWstIVUJgNCCBxFhlMug8hKw2OLEBQPHvZljL2hykQiASlfgDQw4CtMed0+SmlICp9bFmqKDNRrgCwjn88jlw1fS++4sVgMw4ODcFJJqAcPhtQAgUb3zojpsObnhOy7Sw/LZrNIHT+BcmkTtbVV2CuNYFk/ehyq40A6cBD6NdcBhKC8fAmV08+DGwaGeGPzWnc4sn19/hAxXV70E7eP2RRz7rU5MD6O7/nmN7ZU4IGGE/zw5FQLjcKrgmUyGcTjcWEk61gghILFxeJLGcXIyAgMx0a1XkU9FgN3H2iWSiEzPOzzzDnnsNdWoI2OgaVSSNi2f/0Nw8DKygr6+vrAXFXJIcqENPj2NqBIUA8d8qVg+/v7USiEZ3WC302zxUHwu/Gq7VGftVAoINNkIsyYUJvU+/owUKtFqrdJhaJIDB0H1LKQTaWhutK199x2Gz714IMoV6t4dmYGb7j7bv/aef81nMai3ScxwC0GSbk8islkZPcEAGKahpGR8GA+cRMXQggmDhwAS7d+HkBs+MFn2EqnYM/OYCrW6KTOmhbyqgp9ZCR0DYfdWbxtd1NIuZ0vqmlIZbLIT02HBse981VVteW7cUolOOfPAhCVv0wmA1mWwW0ba+mMqLA7Drh7P9NMBlq+AP3ktdDcYo8kSS3XIYi+/r621zCRSPjVypZrSEnkcb3vbqc1ovl3nfI2mB6DlMlgKmJY3rsPi8ViyzruHVfXdUwfOABDkWGvrIBls6HvZmhoCE6xiLetr4pnxzLAbBnyyCi0/gEQl6rb/FkkOfoactsGCDB8+EiLkmfzGhG6Ru46yxiLtBzx/n1wcNAPyr11IOm+TyKRaPndIFsj8rgb6zA215HL5yKfZUAUJFqem6b7O6p74n3WZNN18K6hrMht70NPYdMpb4MYdWQJkDfruP+6k/jdzz8IAPhfz53CimuvMShLKLoJNAXH+IGDkJpm7LxzHh4ejqxaAyIm0I8dh6HrsNfXxf0SWCOuPXECyVgMpUoF5wwTsG2Ys40E4CGLw3KPfd8dL0cuK5QINV3DxOSB0Lxu8zrbDK/bUCgUkA34Njm1Gqwzp8BNE6qihtaB5uMODAy0/W5SqRTi8biwhRkcgHrwMCRZBqEUWl8/BjY3Q7NzgLDroKkURkfH2l7DdDqNWBPlnVIKLC3CLpV2XCNSjgN1+oDvSekdt/n+tvM5GGcadg0jTeJctXoVzqUFEFlGKp1GfmoqRDUPrRHucbnjoE44SOCSDQ0NgXMOkxKU19fwtrlZbNoOvlKto27bqJfEWpumFBql0N11lhFgcHQU2sFDkRTGkZGRtntrL2uEtw54z2twjfDQ7hoGjwtErxFXOo6ogwPuGELzGmHpGtSAKujo6GjHa5ho2je8a9Rune16jWgSevGuISHEP66dz6EuSULAShK2A81xBNC4hvF4vPWcOAc/cxoHAsWnmVoND59pFJxff/IkYrrum55fCfScbL397W/HH/zBH+DVr371nvmOsizjyJEjezpGL4jpMaiqCmV0DLS0hdrpFyDlC7AWL4HX62C1mvA1SSRhlrcBRfEloKkeg55KQ2rivjLGoMgStGwOctMXRwhpucHY0LCQmk8koXQwbKOUQmEMPBZDLJlqWXi840rJJOqKHDovWZIhJ2XwsQnYC3N+ssWyWaFa5dhIHD0GyV3cnf5B1JNpWKvLGArIv18yLcjuTc05h+kaGV8wTHx41j0mpfh/fviH234WT01JS6Xa3i+SJPkPD0mmhNeOezwCAlVVwfr7YZ2JgfcNoH5eJNNSvghVb2xQTqUCnspAHxwWM3mB4+q6jnS6sWmwQgHyzAVIqgqrWoGUzkILbHaK0v67YYy1fK9BNAfWQciy3NbbQ05noWiLkCLmbZiuC9pkeRu8XgOtVf3A4ttfex8+9aAIpj786f+DN7/qVaHNgBKK1Y1GdS0fcGdjyZRP/QmCO44w/OYckqa1mFF7Bpp6MtV2wWq+hlY8jiqTMJjNQWUMddvGRdMGrZT9z+JBVVXYjoMtNwHyZN+JqkFWFejxeCQPPeq7cQhBVZbBCG0JWuT+gQadyXvvsQkouRzi4xO+7xAltOUcQ5+1w7PMGGureubd37s5bpDKAojvzHIcyK65tt5h3qKb+1vKZlHfWG9Z8xRFEWvj4BDM1RWoI2OQ+/p3VNlrdw3trS1I8QS0fL7tnFnwWW5G1DobRPA9m9eBTsf1Xt8Mq1YFAYEkyW130Obvphmdrn+nc+p0H1JFhZTNwXA7R9aFc2CJJO6ansanzpzDk3PzWApU74djmn9/EUqhJZIte5iHTp/FO195cAjV7VJo/SIQtKjDk5P42tNPY8vhWLMd5OdE5Z1zjs+sNCr0b3rlKwUN06iDKSr0dLrtvEmn77z5+nJNQzUeB6/XoSaTHQsn3Xw3VmkLysAglEBwL6XSUONxUEJCcvXmdgk0nujqGjbDjMUBlx7WDjIRHlp6OtOyFjevh7bjALrur9/Nx6WDQ6iVywBjkGUZeiweub43H5cVijCXGp1C7xpKfX2wcjmYiST+A4Ct5Q08V290DT0lQtVN8ontQIvFoSeTkfFCp721lzWieR3YzXcTPFY7XKk4giaTMOui40cJhaIo4LUa7PI2tFQaemDufrfxCaW063W2Gd1+Nw4gOsPcAZUkgDEoHa59u2tYocD0aKOQ8Jn1LZRcJsF1oyMYzWXh2PYV9VnrOdmKxWL4whe+gAMHDuDmm29uqcYQQvC+971v305wP8HdIJMQAu3AIVgb66CB1r25sgSWTIIwBmVoxKc7AIKyFiXB2sm1PQpSOgNTXoBTr+84tCikbxVf1j0Kwtg4OomRBwYgFfuhTlZhb24idu0NcMol6EePhzw1pEwGNJUEVpcxFBBPmAnQMKzVFTjlMizO8WdbVdgeffBN34yDESbGHhzTgDQw0HViTnUhd9sMlkiCJdOQB4fcuRrxHYbeyzKFIWrEdeWcw3HnsQghkFJpmLIMx6iD2+1FSK4kWCIBpgtVq+bkhmia6MK596QQcBE4NDmJa48cwePPPYeZ+Xl85Ykncdt114Z+f8mlHFBKkXYFVYgS7fvCTRPWxjqkXA5SJgtjfg7W2hpYJtNQpXTv+56Gvt1hV0opxrIZnFpZxbJlo7y+iihNxM1Sya/AebLv3tB4twIZ4nMKRULHrLtKhgTEfWaU4VFUA/OMLJMFjcWhjk++JIaKg3AqwlqCZfeHeUAUBdwd0I96fvUjx6ADe1I95JzDMepQRkYuq/pY6P0C68BuQBQFYLSj1PeLBXlg0LfmIIRAcQ3uf/TuO/HOD/6dCLZdjLgdC9+ncY/S0CyVAosLoYzmxPvIgWl87WlB0z1nWMi7QfYLTMZcSRTurjt6FGOuYTY3LSF/vk/BkJDcT8EozYEiAe7w0DrQC7hpuup5Td1HXQdLJGFvl8LeYHswZqaaCiIxf72NglOvgypqV2q6VFF8kYyo48n5Algy1RAh6vL+pnFhWt8MFk8ID8N0Bkp5Gz9VSOM3S3VccMVQ+jzZd1foitsWaCJx2YUL9mMduKqgKOC2LSxOKmU41SqorkMZGoaUy4HqL3580w08MRtrdSUkmtLzcSjDQC4HnVJUHcdPtADgDdc0fCJ3b+LRO3peXd///vcjk8nAcRw87A65B3E137hBHjZVVWgTU6ifb7QWrZVlYDLQcg9UAVkyGWmy18m1PQosJig+1upKF8mWBdqhIwTAV2uJ9M5IZ6D09YPYFuTrboS5sgIpX/A9xfxzSqUg5fIwzp1Fnom2fs1xcDEwSF0/fw5rlo2/3dzG+aqgdk309+N73/Sm9ufvmcn20KoVPjYREsKUQhkYgLW6jNSd98BYugQp1VRJN622niS1Wg1nzpzxOf00FgNLZ2CvrwEce/Ik2i8QxsByeRgzF1qTLUrFfeN2YeyNdTguRRMA3vra+/D4c88BAN7/oQ/h7MUZzF66hLnFRcxeWvSVCvOplD8ETyMUn5xaFfb2NuSBQSjDI6CyDKrrqM/MwFpbFWpxjPmFgF4CNCIxX+Fuor8Pp1ZWwQFcmJtHlN7f+mYj6U55lEhVE6a7vSRblILE4jAWLmHh0hJGRkb8KpwSUNUDAGVsHFI6DaWD9x3gKV5WegoMuGWFCjjNYInkrgNezjmcWhXqxCToPgWonlQ0LAuINFXfu28Lr9dANXVPqpi9oHkd2A2IogojV9O86pItZXgE5a+JfdkTewGA8Xweb7ruGvzTo4/5PxsrunRlN2nca2JDGIOUL6B+4VxLInI4QPk7Z5q4yR3Xf6DcmL954yvu8f/OLVPsffsowMXioktUr9UxNzcXWgc82OVtYbDaoaNsu8WwZisTQgikXA7W+pq/H+/VmJmqmm9u3O5540YdrENXOHSOrlmwU6kAbe5/qihwDEPcE90mW7reNimU+/vB0imY80CcUrznyEH81gtnsLC5hbviIkH06Kvcar+H7yf2Yx24mkAZEx52a6tg8QTUySlImexLrmBIKAVLpYQ2wF789ZgEwusY1zU8F5j5LCYTuMUVBQIAp51c/mVAz7vlucCg/UsdLJ0R8zGMCR55k7FsUIlQyuaiDeMMA9QNQLuFlMuJ99qhMspt2zdkbH8wl7IRMDYOQhkehjE/55rHOtAOHGqpstF4Qri3MwZi2xiUJZyrG1jc2kLdsmDUavjrp57BJ0tlmG6cSAnBz/3gD0DpsEFz0+gpEQXQccOXMjkQ5sq2c7Qcl4N37ZVFCIGcywnjVkpBlRc/2QIAKZGE2WbTkgp9wAvPAxBqY9bqij9D+LIbbsBQXx/ml5bwzOnTeOb06ZZjA8BkXx9Q3QCAFvNYe2sL3LGhjI2LJN3jaidT0A4cRH32IqyVZbBUCtyywFLpnoorhEkAZQ3596fFvOa55WXcFvH69a2Ax5bH79ZUgPbW2QIAKRZvsUgAAKWvHzQWE9V4v6s1AdrBrwaAqB6aJlAud2XCC0B0C7NZ0a1uAjcM2FubkfN63cCplN1Zrf3zDfFlzk3zstki2OUylIGBl1RQQGVZBKR1IyRmczUgKJJhu95xHr7rlpvx2WeexZoraDPuzhgLq4D9MT2V0mmYigqnXgs9Q6FkyxDPYcl28PCaOMd0IoE7b77Zfw23LKGWu4+gmiaevTbeSvZ2CXAc2JubIB32dG4YkEZGI9c+j1nBjTqIqvnPzm4DRyJJILG4MI2OYF849Ro4OKSmudlOoIlEyDw2Eo4NkO6LWlTTQRUNTr0O1nQfsUwWUr4oGAmcI7m5ht97y7dg/YFPQ7ZMEFUD854jzjsmut9ANIiiQCoUhX5AqnXs5KUEFou5vpx7+AyMgXMHE4lYKNl63ckTHX1tLydenHfdJT772c/iL//yL/fteDQeFx4hqQwAgNdqIV+toBJh8+Cwjx1c26PAkimweAJOpbzja3d0cJckUVGKCCQBQC70iQ1wZQXK8FikySihFEqxzzcVHHK7CBzA+77wIH7wr/4XPrrVSLRisoR33fdqHD92rOO5cZcqGdURbPt55PamoSyTAU0kYG9tgshyqDXuU2F6WKg9fxgqST393uUEjcfbetbIgSFRXquhfuGc74PEKMV3vP51kcfMpFI4cfAg3nDPPfjhO273f+5Vn7njwFpbBSiFNjUNdXCoJdCgqgptfALK0DDsUkkEU71SL10/ENgOpgP2DDPrm5Evj+xsaToIZT130P17sKmrRGNxxG64CdqhI9BPXAMplYIy1H6ew4Nj1CFls3Bq1UgvqmbY5W1QTYM6Og5tcqrlj9zfL7ymdlFp45yLZLFY3NekhTAGompwLpOnFLcs0Q3I7A/t8UqCxhNdG85eScj5AogbuFpbm6FBeF2W8a7DBzAgMdwb1zHhCRx4lOB9CNCoHgPLZEP7KAD05fPIuPvkecME5xwPmnZDGOPOO1sKd7vtBrUDUTXht9UsFQ0hoMENQ3jr5fOiOxWxB3lMlnYFFqppoKm0v36LZEvZU5VeSiQiDWu5ZcEulaAMDPVEHaaa5ntltgO3HbFWd1lEJoyBJhLgRqs0OEumfCoh4JqX2zZkd10JdUEJAZH3nvT/e4OUyUI/dBhyPv+STrQA129L0/bE0KCMAZxjIjCrJlGK1+wQs15O/Lu+qwkhkItFsGQS9rqYaTFXlvyF1BPHABCS3vbAHQec0o6u7ZHvyxjkYhG1c2dBE9HzEN4muVOVp2FsHB2kEUmCMjIq1J0OHGhbqZLSGXEdNtYxJDcW2I892TCBkwC87sghfOvRwxh6+Z07fUw4hgGp2Ndb98Pl6XPLBGnqwBHGIPf1o7K0CDmXD9ENuGWCSHJPGzSRJEiFAqy11atmgSKUQsrlUTt/Fqxpkknqb9yD3DRhrSzDXF6C4vpFveneeyExhrWNTQwP9GNkYADD/f1IBJKizQc+DS+18ahb1sYapEQKytgYWIdqsncvUU2DeWmh58XQo6Vw28aBw415u5lyObLLG+xspf3OlgbsgvIpqF9SS9BCGIMyOAxCKLhlQRmf2LE7KoIwAjmXBxwuOlIdgh1u23CqFWiT020pMqIAEz3vshOcagVU18X57DNoPA4rYCy9n7ArZbBkCrTHYtXVAKrrAI9ecznnsDfXAUJ76jjsB4imibng2iXAsuBsC1pcfeY86ufOYrq8jd8ZFPeJ3Ce8+7hlgcY609V7QRRzgxCCw5OTePjJJ1FyOFZsBw+UGgWlEIXQTQT2u8PhUZSc9bD1BjdN2NslKKNjkApFsFRa/Gxzo+W5dioVsHQapANbQ85kYC0vuUbdJtgOowA7nremgwM+JRHu362NdcjFPiiDQz0dnwYMy9syaxxHJIk9dAFYIgmzSWwIENddHhgAS6V9n0xP5AqAn4SJ86FXzV78Dbw4IKoGose6TvQjwRjgODiUy/g/umNyAunYi0cZ/XedbAGixc0CqjTWyjIwIarufmeLMkj51kCGm4aglOyCSsJSQmWJ12vRC7dfbez8FRFKxfxAB78AdWwCcqGvZQ4oCJpKgeXywMUZDDXRAAiAl8c0vHW4H2O33ASqaZCb5G2bwTkHOAeLtc4Fdfw8XvJoWUDEULGcLwhfMD0WXpRNC1TuUbABgh5KFeWqmr2giSSIrIRmsgCEKK9OpQwQgvqF85D7+sV9QAjecM89HY4M2IHA2dvkCBdiKp0SLQ+iQNEHGk/03EVp3Ks15AtFJClFyXFwsVoDNw0QFn4ONqI6W4oKSL1/V1RVxdyR1doBljIZ1M6ehpwvQB3euavFDQNUVUETSSiyjOp2CU6t1nYdsDc3IWXzLZLQQRDGIBWKqJ8723uyVSlDGR2/LFQ8MUO5/2PEnHOXjjW2r3M5VwpEUcARLR5ib22CKhrsauWKi2gQQiD1DcBcFH5D2488DHtzs6WTwVJpyF4H17Z3pM32ApZI+swNjy0BAIenp/Cw63vziXIN8y6d8bqjRzE62Jja5JYFugfqXcdzi8WAgEUDdxxYm+uQ+wag9AshJ6KqUEfGUDt7CnZpy/8MInmyxEhBh+SGJpKig1arCbr1HsWXqKaBKq6ohfuMWxvrYiZ7ZLTn+4uoKojiFjTbUSUdO3JOs+N56rpfTGs+rpzNQ8rnYcycBwAYFxv+UpIr0c8tC4RJV8X89Dfw4sGbz9/TmiRJ4JxjLJfD92YSmDEtfP8N1+3bOe4GL71dbg+IknmUUmlIhYI/A2K5c1tC1UVU3mhMj5yd4oYhaE272BSopkHK5WCXo6mE3LZAJbkrehtR1Y70IyJJYKkovbcGWDwBuX8AIARHNdkPbm8s5PDr/Tn8cD6FoQMHwWs1KMOjO1af/HmtHodPCWMgmiaSrajzzGRdcYvwQD23LNG9aLN5aJqGI0eOtMieUlXd9ZzM5QKNxcASSTjVMJWQ6TGfuudUKqDJNKzlpZAy4U4IKj1K2ay419G72AGLxXYXRKoKuGODEIJRXQQOm7aDtSajZwBYD5yrr0aoKKCs9xoRYQxaJoPRwUEoaviZovE4WDwBZWyiq/lCQaGMCzpRMgW5rx92aSuadlSvAZRAGRjc8XpJqTSoponf6RJOtSqKH5fpHqZKe1rvXsDd895pXdpvtFsHegVVlIZ4SABiPSdQhoe7porvBY5ptHw3QXEXe309lGhJxT7ox04gefe9QloZEHMy+0w/lQsFOE3GqYcnG9ThTwe6Wt987ytCr/NYCpejw0F1HWo8jvHhYciKDGt9DVI215K0sGQSysg4uGXBcQuZvF4XYi4dipaAuDdYJuuv380MjV5BFMWfAwPEvC7TNGFhs4vYg8iyK7rRgQbrOD13Fqmmgapq5PrF0mlI/QP+dxqk4HpFqP2ks+6E/VoHvoHLAymd2VUTw4Mo4HFQVcOrkzH8YC6FZESRll7BQti/q2QrSuaV6rqg0LmUKqdahVOpCM65p6YXT0R+8Y5hgLbxg+gGUiYHKsswV1fE7Eeggiykb6WuguBOyUm3IIwJsYB4AnFK8TsDObzvu78DP51NYFSRAEIgFfqEnGh/K6WyGbxuiIHkXWziVNMiOxCA2MjkoeEWeg43zUh1PQ+e79bVrJbpgRACKZtrmQkhitLY6DkHDAMggHH+XNfBcGgOMZv3lciwiwRmN6CS7FP5xhKN7+vMmbMtr10NDPg3fLbUniuuHlg8AcKdlnWAJdOQi8WuulqAuNekQLLveUwFBXUAl05W2hL/3kVSQXUdLJ1pmXfpBKe8DSlf3NPG1AlBkYz9hF2tQMrlr7gwxn6tA1HXxTHqQhFydBRSLg+5WIRT6z5x7hXccWCvrYVUBwHBZAifqwLtwCGkX3UfUi+/C1IuDylwP3LO9z3AZcmUG3g3Eq7DAWNVx93r0skk7rjpptDvctME0bXL0hEkqiYUTS0TztYWWCwGZWQskhIt5/OQh0dgb2+Dm6agEKYyXd2zUjotaH+92mNEnTMhoMkUHNN0ha6EEArrsN/teLxEEo7ZOrvmgTsO0ON5E0kCSSQiZ+KIJEHpH/DZFEHIBTGLzG1LUMiuQKf7pRQPfAO9g1AKAhKKP6P2sCv57f+7SrbMNoPeckAcAhDdrWBQylLpyM2IAHuiCLBUCtr0QSgDA+CWCWt1RSjC2bZYeLr0RqCSjP1YM1gm6weFMUqRvHgB3A0W5IFBcNPoyrwUcAeJe1Sr87DTAG/s6HEoI2HJbs6djm3ner2OCxcuoF5vHeC9GsESiZYqISEELKA2Z2+XwFIZmMtLsLrobnHLglNt0E1ZNiu6TD1I/O4VVFHAXWn/8UzG//nZ82GV04999nN4+HHhf6VQigQV9xFRlJBhcy+wCMHy0hKMpiCDxeNI3HxbV11YjyITFGehigJ5YEh0GYLBd6kEFk9GitK0g5TLifmMLoQynFoVRFUhR1Cc9wvEVRPl+/jcCLqQsDK40tivdUB04HVfPIRbFuytLSiDQ5Dc4JF5ncoOFO+9QMz3pcCb9jW5rw/aoSOQB4cQv+kWZO57A2Inr/ULNdxx/PuXOw5A6b4oEQZBNJHUBAUTCtkssk17x2vvvKNFGIPbdous+r6dF6WwdQ2L587BNE2RtHTYw5W+fmF8vrEOzp2u71kWT4juf49zxG2PF4sBjg2nWoUyPLJn1VGWSAIugycSnO+q6i8lkm0Lv3IuHynk4YuPWdZlKxo146UWD3wDPYIQcCB0PzXfl06thvrc3BU7pX9XyRZvM3vAUmmwwCJqriyFxDGkQuushWds2Ks4Rut7p6COTUA/chza1DSopsLa2oBTq3ZNwSMSw37k6CyZDC2GwSFWZWRMmGQOdfYfAoLzWrtLRIkk92Q2xzkXKkYdNjXHcVAqleDsMx3qcoHquqhmNqkSysU+/+9OedvfyOsXzu/Y3RKVdy95I2JGy3KTrX0OttqCNe7Vib6GuuK52Vn/75/4/OfxO3/2Z/7/f/PwAJibtFNVBeguE0NJRrVeh2Puvgvs1ISkdbMSo5TNQi4UYW1tAHATW9OAPDjUU/eGJZJgie7oZ/b2NqR84bIaVhJCQNPpjlXwXmGXt8ESqX2X9u4G+7kO0FgM3LJEh2ljHVKhCGVo2C8w7UQV3yucWhUkprc4c1I9BnVyCrFjJ6GOjvuFFM457EoF4I5/T3L78szJiG5MMkRVI4TgcECFFED0jKnj7LsSYejcNB1VAFIEQ6LltYyJ5CaXFzTuHSiE/u/JsqC869q+dA2FkqIOZWAwtAfsFjQeD1ETW9+Q7EqgQKjF0shiEctmoQRm87z38WdZ95nO2gkvtXjgG+gNhFJxP2lhETXOOcylRWx/5cvY+tTHYS18I9m6omCptFjAAnNbQUNjz908CN/MeJ8WB6qqkIuiIqkfPAJ1dLzrZIVIEvg+zFWwRBJyf4Q0vKoKilMm03HI34Mnd9uLv1bo/WTZH7TtCi7X+2rxytovSKlUyzWQAvLv3j3K0hmYS4tC3KUDuGmCu50yf5jZsYUB4BXqbBEm+fTcieEh/+fnl8S5/9sXv4jf+pM/9Qsjb73vPryl2CgAEFXr2WOr8buqGJzdAyWO12tg6VTL9RKKW4Ogigq7Uoa1uSE8T7K9VaAJY5DzYt6lXXEIELN3VNMhRxSC9hueKXmn8+kW3HEEDbNQeEkKYwThiYfYG+uiaBYhViBlhJjCXmnezXDqdRBZgZTOiPU/cHzCmKCjunQubtuwNjZgLl4CNw2o45N+922/DI2jQHXd72J7ODLdSLaubxLGANxOGyEtXpD7el7JFHj/AFgXexkgfNXUsXEoo6M9KbDKhSLk/ii79t5BdR3q6JhI5vfhufHmTYNMhyAIALKLohb1O5qtxRmqqFCGR0NdSxqLNWYHsbPVzTfwDXQFElAvdmHMXsTmpz6B0oOfhzE3e1mEnzrhpb3b7ROoqkLK530qoVOphEQH5IgZJW4YQjVun4NUwhikdBrq2HiI2tjxd4LGxnt8b3VwuKWjpoyOg5sm1JGxrj4vr9dFRW+XlAAiyy0BRMf3s7oXE3kpgcgymvmhSsCCwKO6+t2tHWa3PC8ZAP58G7ftXc3V7RZEYgCl4I6DZL6IgjuLdWF9HZ968Ev4zf/5x35Q/5ZXvxo//rbvEbNpACBJoIztOtggkgQoCvgeujScc9B4dHWbxWKQBwbhbIuOozIwuKtzDSqVRsGpVsEdG+rY2GXtankQhqV7u24enFoVTI91vbZdzfDEQ4iiQhmLVoOkiQRYMgW7vB1xhDB6SWad8jakTAZSJgsqKy0FBCmVhmPWYS4vwVxdAdU1xE5eg+TLXo74dTf49BpuWf56u9+gqtZSNLvlmmv9v7/1da9t+R1hsHx5xDE8EEkCkr3JsVNN65m6J+bB0zu/sAt4liD7+T2xdDqyoMk5F3N8u4htiCyDxONtRX7kQjHEIvJm5b0k+xtKhN/AvoBSgBAwvRGDWqsrIcYaUVSwLvQH9gv/7qXfPUj5Algq5UtjO97MliSBRVSnuW13JZV9RSDJfpeCYG+LFctkhCljoOIlF/tEINnl7IljGlAKhV0Pn4aSrS4SAW6aoLHYlaPCXSEQWUjSeypNAATN01VBs9fX4JgmqCyL7tbyEqyV5bbfkx0QnPCFNuzLS9lpAZNEAuI4YNksRmQJK7aBmmXj1//oj/yA81te+Uq86+3fK7oCXoKoqoIxtYfKLtd18F3SCB3TEMqeHbw65EJRSH+7vlm7gUc/MxYXW7rDjmnArpShjo139PbaTxBVBVVdlcQ9dhycSgXK8MiVvecuE4iiCtW6/va2CYRS4eV3ej1SJt4Dt21Y66sgTNrxe+W2Dc45pFxOFNo0TZhmB4pkNJGAlEqDZbJQhoYhF4qR6yO3LNDLpAhJVBVEVkK2DscPHsDv/fzPw3Zs3HzyZOv5uOvZ5ZB9/wbCYK6iqmDpBJ5rxxFFMba7dVZKJtuyLFg2C7mvH+b8nP//wJVVIvwG/u8HoUQk7xGzn1KxD9rkFFjfAOpzF6/YOf3fFZ3uAKlDpUZKio0JF2dCP6exWAudj9s2CKWg2pVV0moH3yzWsoE9nhJLpSFlsrBcnxaWzQGEQB4cbplTaQvH2XWgCbhKMpoGZ2tr5xdDcHF3OjdZljEwMBAp/3+1grjy0qFkS9ch9w/AnJsFtyzUz5yCfuQYqKLAdhzUZ85DKhQjOyrW5rr/dy/A4ty+ooGNf686Nlg6g1FZwmM1l+7kJlrf/IpX4Cff8XY/MPXmhYiiCh+cXSZbsiyjb3gE0g50y3bgtbqgX3aY0ySSBG1yWiTEewBLZ0EWF0PfPbdt2JubUAYHexLd2Cu8uS1rdgt76eMLYQy2b9X+3WA/1wGqqsKoeoeCEEulQfUYnGol0neQcy6MxTNivsupVTtSsJ1KWQgwuN1Bmki0GE97Cpg7+RzyffbYCsLzoLQr5dDnueH4sfbnY1mXhTESxEtxL7gcIJoGGk/A3i61JFsgbFc0QsA1/HbZC81rNYvFoU5Nw5idhV0uIX7djeIfrnCy9Y174P9yUApCCeSBAUjFPjjbJSjDo1AnpnyBN8e2RVJ2pU7pir3TVQDaYfFgqZSY22qqPLJ4osUng5uGCIR3OZO03yCUCgrdHmmEgDu3NTTkB4vq5DSIxCA3D7a2gWMY7rzWHn1sNB2wuvs83HF2nA+TJAmFQgHSS6j7JTYfJaQ2RmQZ2uFj/n1aO/2CTyFi6QzMxfazW/bGpv93KeUFvOTKmq5KktjEbQeSm2wF8fq778ZPf9/9vuIgt23fBoBq7rzWLpMtSZKQHxgAlaRdzTc6Rl0ok+7w/kSW9ywpzBIJsETCl3rmnDc8gQb3Z26jp/Px1Ov2wHN3qhWwePxFEcbwsN/rQDczu1RRIOXzLWI3HuzNDbBYAurYGOT+ftilUtv7k3MOp16HXCz6zy1VW9VbCaXdGcpz3rOfUi+gqVRPM5LcNHv2ZuwVL8W94HKAEAIpk2n5frjjgLDdCWT8/9u78/C4rvJ+4N9z7jqrZrTYkm1532KHxHEgG4SQmBrIAw8Nof2xZyFtkxZogRYIS5JCyvOwtCVlpw8QAk8gCc1SSNpADS4hJKVgUggJdhzb8Srbsi3Lkma99/z+uDNXGs1oNJJm1Xw/z5MHrDsaXd376sw595zzvoCXgMSr41U6+Ya5sA/26tUIn38BrFxWYeVk/ZUc9cAYmN+8z0cBKXWENm1G5NLLvYysk7KhSlG/z9G2Gmy5auoOljCMXFrzwiUVWixe1LFx02nIQHBGm2VrTdo2lDP3TdhC02D2LUbo/AvQseVV0MJhry5LhUuWVDoFaVlzztIoLatoc3XJn+dnIix/LxzHwenTp+FUYUBaL0IIb5P5pL1r5kLvaQ3gdU6Se3YDGO/4jT39W6QHDhe9nzPh6bdf70Spui6/9Gp6abn0zkGsD1gwc+OSP3rR2fjbd15fkNrdmVCnSFoWIOSsBxqO4+BMMgWlaTNOkpHv/M5lxnYmhKZB714AlU57WeSGTkELh2H1L23IUhsZCOTqSs1+35abSnr7ThqYGKNR7YAei0PoelFWR2dkxNsru3QZZCDofwZNrp2Vp1JJSMvy97oA3t/FjBIKTSQEhFG7v3/Nsma8Eb3W6b9b8bOgVmQoVLw/2nUh5OzLgUjDgAwFi4pa52nxOIQd8B5K5bNiZrM1H2RPxBiY53L9BJVbTjhVKaFqJH2qVFsNtrLTJFzQOzuL1q+XSrOqMl4x42YiLGvO2Qjz9FgcQpOQ4TBUNgNzcX/FHSQ3nYYWjc65Q1UqOURJfjat8k9n0+k0Dhw4gHSJLEnNTAaDRYNoLRyGuXi8zljyufHZLb2rGyqVwuhvdiCx+7mCDtjEDpze2ekv8xB1KmicJ0zT218oBLoiYXxiYSdu7uvGu158XlExazUhbbZX8FLMemYrnU7j4MAAHClmPGhQ6TSkZdYlIUWeFo1C2jayJ09A6HquQ96Y2XRhWd4DnVnWpfFnvCtMnV0rjWoHZCgELdpRULDaTSXhZlIwl/T79Q2lYcBctMjbl1XigYAzOup9Tk0YkAjThDD0onpb08kvh69lUgJh2RUnO8p3fGqd6KhVPwtqQQaCkMFgwR5t5TreMqw5zDLpkWhRW56nhSPQIlEvg3DuoaxynVkn1JoNxsA8l0uQIeDN0E714L6eqf/barA1HS3aAb2zcAbHWFA42PI+EISfDrlZTEypPVdaNAphGN7T9FB4RvtDhFJVefrvpX+X035IexuqzXmx4b4UaRjFdXRsGzJgw+xfBsAb/Cf3Pg8gtzSkswvStJB45mmM/f53cNNeGvGJGdG0eKe37FTTcnXa6kea40teZTCERYaODbqEOzoKZ+hUwWudsfFzlrY9p5ktAF5a6WC4oP5PJdxUEjIYrlsdGCCXJTXeCaFJr/hqAzP4CSG8xDmz7Jy4iTFo4Ujl+z7nGSEEjK4uvy6XymbhnDkDs3dRUTkNrSMGo6u7aB+WymZzS78KP6OEYeSWbc10sFX7fTLSsrxMlhXEjcpmqlYEmCojpIQWixdmD3TcOQ/AZSA4ZTkaISXM3l7IYGh8VYUCMxFS1QghvPTvSnlx5dY3zXspHGxNoEWiXl2MCTMqk+tk5LMl1WpT8WxVNSVsOAJpB5AdOQNjcX/FHUw3k/bSc1dhICrtwHgGtDJUNuMnkpiPhGH6m43zvMKRGuw1a/2vJZ/bWTAw1cJh6LE4Unv3YHTHr+CcOgmVHH96qXfEvKeJmgTqPLMF0xxflhce37/jptPInDxR8FJ3dHyfi7Asb6A1x1lTGQh4T29nIptpSGIHo6cH1vKV0Du76v6zJ9OCQSCXFnomlFJeba3OzjnvZWtlWsRLWOGOjiI7dApGzwKYfYuKrolfs822CgoiO6Mj0CJRyHDhnjchBGQoPPMlnnUoaC50HSIQqKgotpeAxq5rKQoC9FDY+4zJPQBTrgPMsWalsO2yg2xzST8CZ3mJUvJbAZppWwa1uFyCDD+zZhMUr+ZgawKhaTAXLPSyEsJ76j65KKlKp7ysaE32geAlHpBVWUoodB16Z5eX1ri38joEKpXyaqtUYSDqF+ZMTjPYykyfibCVCcPwEjpMGEjJUMgb0AoBM7/BOD0+u+W/LlcoO3PsGEaf+s34tZQytzzRgZB63QeqUteR715OnK0RQniFVycsfXQT44MtaQcAOfeEHsK0ACEqHjQoxwGErOsSwjwZCMLomn0Zhaqei19va4YzKClvH6fW4CWEjSYMA1p3N5zRM9A7YjBLFEHO82q2LYKbGPNTvat0espi0DIQnHHbX6+kBFo4UtESRzeVLLlHmmpLBoPQ7ADc/MM414Wc68yWaUIGp663Ja0Jdcv8TITz84EpNYCUgPQ+44VhVrT/v+an1OgTqKdKOix6vBPWqtWw129A6Lzzi7LcqXQaWiTSdB8IQte97EFV2vBpdHXDXNg3nkihAm4qVZX9Wnn5zDFlOxHKrWgmTQgB27abotM6E17NMaOgsyJtG+bylXDHxmCvWe9/ffLsFuANWo0FC+EmEnCT3n4bGQx518FxvfevcywLTfMHOpOXxrkjIwWJPNyx8Sf70rbntL8sHwPSsnLJHiobNLipZG7pZnMtHa43YXuFyme6b8sdG/PSn9dxT8ZUGt0OGLEYjAULYfYvnXa5nNHVDT0WhzN8Gm5iDDIQLEiMMZGXPKb0sq2p1CspgbRsQJXfjJ7fP6bXIVNlo2Og2QhdhxaL+QktvA7q3GeZtAozUSonC6HpdV1GyBiY37xlhJrXPzSMMjNbTP1eE0YFf8xaRwe0cMTLwNfVXfzUv8LOfd3p+uwzUpVgLF6C4LnnVdwYeU//hb/RuxpkMARpTd25U0pBQVT0wWDbNlavXg27CTp8MyE0zevgThpEWf393qyr68JcvASAN4OQ2ren+D2E8F6bS7SRL8CqnCxgNWB/hKb7S3W1CUvzVDYD5WSRPXXS/5o7YemjsG1gDvvL8jEQyO1JrHTZlUqmIHMbutuZEAJaJAp3ipTOpSjXhXKdohUCjdLodkAGgrBXr61oX6vQdRi93rJ258wZ6F1dUw7QRH5v1AySZCjXrcsKDWlbXhtdZv+tm0x4GS/rkO2z0THQjLRIxFsi7LoQUFWZ7ZR2oKIHACqb9R761XEZIWNg/hOa5uUx0KfOZ6DNsnD3bLTVYKsSMhSGFgp5T2NLZBystHNfb0LXIXStKunfAcy4eKybSEALBP2OfDVI04QWjRRkSiqQz0RoNteSzmqTgQCQKbyv0rRgrVwNN5uGvXqd//XErp0lB9wTBy1+XDtuTWvsTEVomrfk1XH8JbsA4CaTkKaF9MCA/wHtjo2ftzStqmROFFJChEIVz2wp1ynZFrQjLRSa0b4tlUxCCwQbnoWwmczkabre0QGjZwG0YHB82VWp9zQMb7nMDJNk1OOzTJjeQLBcchU3lYLWEatrzT8a5z3YtKBSKSiFKg22cvu2pnmopbJZiAAHPVRlmubVYNUNLiOst3QFT7KFlNC7eyAMvaj4pspmK0oz3ghCCIhACCrVmFSmbjLh1c+o8tN/LeolcijVufOzV1XQYUgkEvj973+PxFQDtyYmLbtkY2H2LYLRswDKycJYtBiAV4en1OyWmxhfO5+ffVT5KfY6E5oGSA3Kdbwn9znZweOQwRCcM8NwRs4AQMGevbkmQpkYA1owVFk66kzG2zfXgP1azUjattepr3Cg6iTGoMViTbP5vRXbAaO3D+aS/rKzPiK/D7PCmS0/zXodlm4JTcs93Cj92aRcF1Cqbg80WjEGas17sBn1HmyK2Rc0LnhPy/L2bU2379pxirZr1BpjYP7zZ7Y0r8BxKfWss9ZWg61K6bG4l5Fv0nJBld/I2aSpaY14J5Ryq1Zvq1L5QahexSWEeVoo98StxFNRlclAmmbFT2frWcCumoRplEzoIDQN9srVgBDe/+Ykdv2hqDNcMLOVX7onBNCIdLu67mVBdF0YPQv8TmR28DgUFFQqBeeUlwK+YBmhUfm9nkr+GsoKZ0O9/VqBpthv1AyEZXv1tipYSugvLW5AFsdyWq0dkKYJo7tn2hkxLRSqfM+uU/tMhBPpwanPLZ9YafLDzVpqtRioB+/BZtarTySrM8Oox+MVPZhpxMMYxsD8JnQdcHNLYkV+Sfv4f9UqlVQpDrZK0KIdkJHimjAqm/E6fE26d0OLRHJLIEenfzG8xiZ78sSsa+fkuYkxL0NesPrr7aXtfQhP7HTnqUy2Lmv8G83PGFais6J398DoWwTlujD6FgHwlm4N//dP4IyM16hSBYOt8eVI9a6xBeSedOf2FwohCgo0Z48OQOgGMseOAkDBfj2ZT/1ejXOwrIqKrXrLmzqaLiFOowgpvSfgFbQZ/tJiLiGsC2GaUKisE+nV2NLqtiRe2PaU5+YmEtCikaaZ/WxX3oNN22vrqrScM19La7oBVzNuzaAWl5vZErqXZCx74vik/wbrugWlOUcNDaaFQgi9aFNRPROVzUKLdjRtBhuh69C7e5Dat7eiDo47NgZI6Q2W5jBb56ZSsHr7arbeXo/FkD0xWOIHO20x4yANwx8YTB7oCylhr1yF7PFjsFau9maHMhk4Z4YxvP2/EL7gYj8bYZ7WGfezf1VjD9RMCSm93yeXHdFauQrJXX8AAKSPHEbwRZuQPXUSzthoQepgYVtzrrGVN7HY6lQPT/JFZDlYKKQFgxAVdOjdZALm0mXch1MnMvcAAdksME3nVWWd3D7f+vz9S8v2M4BOXBmilPL2REZjdTkPmpr/YHN0pGp/szIQgBYMetsMSsSkvzWDBY2pyoSmQUHBWNiL8AUXFc1kKaWQmlTXs5b4uHYKWiRSNKhSTn1S5c6FHu2AtKzpiwErBXdsFFosNuO6ORO5Ga+zWsv19jIYymWPKzxPJUTTLumsJmEY3lPrKfZj6LE4zCVLAddF5LIr/GQEKpPBmcd/hsRzOwtmBvV4l1e4UmqN6wibll9Y2Fzc72UMApA5OgBhmnCTSTinTo3PbAnhzfBVa2ZL0yDs8sVW80VkmRyjkAwEAN0oe+28BwMadA5U60aYFqRhVlZA2MlCmHbdZmyFaUKYxcvBVTrt1WBrgxUKrUCPxapaDkRICRmL+2nlJ6v3DCu1DyEEBHJZXbu6YXT3FP7X1T2j0kZz1VaDLX2uRfMUmjI5xkQyEIAWi8MZLb+U0B3z6rbokeiMCryWeh8tHKnJEsK8iU/H8maarMSyLKxevRpWkxWjrpS0A2WXvFnLV0ALhyEU0PGKLQWJJxJP/xbpQwf9f+vRDq/GliYbtiRWGoa/LFILBqHHu7wDjoPs4HEIKZA5ftxPMy7M3EBrDp2AyTEgw+Epr+l0RWTbmbBsP3PZVNyxMWjBUNMt8231dqAcoWkQgUBlD8+y2bquChBSQguHi5JkuMkEZChc13OZzzEwV1o4AhmN+g+/qkEPh/3ss5P5++DrPNhiDLQBKaft1+p1jLu26kUIZ/aJI5TrAlJCms3/BEaPd3obAqfakJyb1dIXLIDWEasoPetUVCYDvbOzpksrSz0d8zMRVjizJaX0Ctq2aMdZBoNl0/proRDM5SvgjI0CmobwRS+Fve6s8Rfks48ZhtdRdhxvv1aDBlvCHK/qrsViMHp7/WOZI4cgAyFkTxz3s2vm11bPZeP25BjQynzQuglvsDBVEdl2lt+3VSppTZ6bTkHv7Gq6gWqrtwPTkaFQRRkJlevOaen4bHhtWOFnkkqnocdi9T2PeR4DcyEDAdj9y6r6eS6DIchAsGQJF5XNQlj1Ly7MGGgDYvp7K+sYd20VaenTp2f9vSqbhdT1pp/ZAgAtHIYeCsOdYnbLTXizWkZnlzdjYFmzShnvplJeythw7bNITX46pjJZSLPyQojpdBqHDh1Ceo7JQBrF2zxevmGw+pdCj8f9/W3BDWcjfMHFBZud/ZkGx4HQzYbtP/SWL+YKG4fCsJev9Get0keOQAQCyI6O+h1HPznGHD4cJ8eAMK0pn7i6Y2PQyhSRbXdaKFQy66nKZpE9PQRhmJCR6mcnnatWbwemo9k2xDTtBIDcstz6PjiUll1Q5NYvq1DDVRGlzPcYaDZC06DFYqW3NmTrn/YdYAy0AyHltP2bTAXlX6qlrQZbSoqpC+RO9725mZRWWFssNA169wK46VTRNOrEWS1pWX4CgNnMbLmJMS9rYx1qEPlPx3JLCVU2M6MPacdxcOrUqbrWVagmYXgDo3Jp/aVpIXDWRshQCJljR6EcB+biJYhetsW/VtaylQC8Qr2N3O8mNL2gS2gsXuyvn1apJNzTQ94yw9zvK3IdtbkMtibHgLCsknsB3VzSjHo/cW8lwg74104pBTeZQObEIJzh09ACAVhLlzbl/tZWbwemI0zLK+ZZphOhXLchgy2RT0qT+3tzkwlowWDd42S+x0Azyu97Lf78ciEbsJSPMdAGpMB0m2PqWSaprQZbWrwTzujIrC6wymYhbLtlMmtp0ahXD2dSQUE3MQZpB2DEO/2vyWDpp9TlKKWgsllvyWId+E/H8r+P6zZlZ65WRK6e2HRLhIyeBQid/xIY3T3IHD8KN52G3tGBjj96NQLnbkbk5a8A4C0xFQ3M5Ch0rSAVtB7vhNGzwD+ePnK4oDMobW8WqprL0qRheAWjJ+8jGR2BFovX/Yl7K5G2DWnZyJ4eQvbEIFQ2A7O3F4F1Z8Feu76iulBUfdI0IfTiBwgF6lxjK89fRZGbTXBTKchYvOmWmlL1acEQNDtQ1B9Rqj6Ftan95NuVZqmn1latnBaLQ4tG4ZwZnvk3Z5o/E+FE0rKgd3Z5e3gmcMdGoXf3FGxIlrZdUc2hiVQqCWlbdU2LnV+uqFwXSqmWWNJZLSKf/j0z/T3Sox0Inf8SWMtWeCnUR0cAIaCHw/6yOAFANrJenKYX1A7TIlGYy5b7h9NHDhXU3ZGWDci5zWyVIkMhqPR4x1Q5jlezrLOLg4Uy8vu2tGgU9spVCKzbAGvpcmjRaMs8kJqPhGF4D9nKDLaUk/VmluvcyZ24iiJfekKvwxJ0ajxhGNBiHYVJrvKD/hZYLUQtSOQeznKwVZkDBw7gzW9+M3p7exGPx/HqV78av//972f1XkLXYfYuAlynovS4Eynleh2+FqLH4hCaHF+2MTYGadswuroLXidtG9K0/MxvlXDHxqBFY3VdAiBDYUjLhjs26qWLbaP9NEJKCMuuaPM74A22gy86F4H1G+Cmkt4+rgnXTAEN7RT7hY1z6d+FlLCWLvP3+bhnzsAZHn8oImwbQmhVfwouAwE/UQeQi+tQGFq0+fYbNRtz0WIE1q6H0bOgLerdtQoZCsEt006orON1cBvwsEUGAlCu62UhDAQ5e9xGtEjUf1AK5NO+1z8TIbUJKb2tB3VcKlhOUw+2UqkUrrzyShw7dgwPP/wwfv7zn6OjowNXXHEFjh8/PuP303UdWiwGvasHzkyTZQgBMdfU8XUmQyFokQ5/dssZG4XeXdwxEpoGEQ6VzS42Ub7BrHsWKcOA1tEBZ+SMt39uBoMtXdfR3d0NvZGzOXMkAwEgW/kac6FpCKxdh9C5m3OzlwakYY5PqzegoPHEcxNSAyZkCNU7u2B0jz8ISB14wf//1ZjZKhUD0vIKJeeX0brJBIzubs7OVCA/YG4l86EdmI4MBMp2MJST9fYrNmDmVlpebS93bAxaLNaQ+GmHGGhGMhiCtMdLRnjlW+pXWHsixsD8J4QAhCx4mDqZrGP709SR9thjj+Hpp5/GoUOHsGjRIgDAXXfdhc7OTvzgBz/A9ddfP6P303UdQgiYvX1whoe9oqWh6ZcxzLSmU7MQUkLv6vaWko2NQtoWjM6ukq/VQ2E4x49V9L5uMgHNDvjFc+tJj0aRGdC99f8zaCgNw0DvhPTirUhadtmGYyrmosWQwSAyg8e9fVpuY2tsAfAyJGoSasLgUe+IwVjcj9TePQCA7LGj/jFp214R5jkMtkrFgFcINp/owYW07boWOqT6mg/twHRkPsum65b8e1HZxi2JF5bllX1IJuuSxbaUdoiBZiQtCzLSAefUSa89zzoQwWBDBtyMgTYgJYQUZZcR6nWMvaae2Tr77LPxyCOP+AMtwButKqVw8uTJGb9fPvOMDARg9vXBTSSmrEU1kV94rwWXrWnRqFcQeHgYelfPlB+y0g5AoXy2uzw3kYAWixXsqakX7+mYDS0YmtGTWcdxMDIy0tLZh4RpzLoAtR6LI7B6rZ/qXMj6b5CfSAjhZU6bEG9C12GvXAVRIkarkZymVAx4iUe8OnPO6Cj0zk4uiZvH5kM7MB1vQGNMmWFWQDWk7Qa8BB7SsiHtAGQFDzproR1ioFnpHR3+3vBGDvoZA23AX0Y4dX/JreMSw6ae2ert7cVrXvOagq/dcccdSCaT2Lp165Tft3LlyoJ/p3LT1mNjY0jkUr+rYAgqHIEzPAwZ60AmXbzGPV9dPJUY8/a7ZDIQuYbCMAzouo5sNovMpM3IUkpYlgWlFJLJ4toStu0V8UulUkU3O/++juMU1YAQQsDOdQQTJVLYW5YFKSXS6XRBI5IJhiAyWRhdXVO+r2nbkJaJ1Oho0aDSMAxIKZHNZpFNp73U2JblDbo0DaZpwnVd/zpPFMg1pslksmiQYJomNE2b8TXMmBaM3HUodw0nvm8qlcLBgwfR39+Pjo6OGV9DwJsZNQxj2ntT7nfNZDLITkpEUuk1TLsuMo4DZ2zMHyhNvDeTz1dqEoZuwFVuQXy7ySSU6yCQe+pd6TX033ea+K74GrounETCLy4shIDe1Q29sxuZQwcKvs/VdKjcYGu29yadTmPfvn1YsmSJ/7edu8Bwjw3DEUDGDhSUh6j03lT7Gta7jQAaH9/VbCOA0tcw3w4sX74c4XC47PsCrXkNXddFWgmokRFoEH4bkUkmkTkzDGSzgOMgW0H7XUkczvTepA0DpmlCGsacruFs700ymSxqB+pxb9hGmNCCIbiahuSZM3CSSSigIf2IfDuwcuVKBIPBWd+bhlzDGrazs3nfWrQRwNyvoZASqUwGIusUFC82TANSSGSyGSQSCdRrd3ZDB1v79u3DihUrpjx+5MiRgqne+++/Hx/+8Ifxnve8B+ecc86Mf97Ro0fx/PPP+/+OCiDuOshkMjh48GDR61etWgUAGBwYQMq2AX2Pf2zJkiWIxWI4ffo0jhw5UvB94XAYy5cvh+u6BT8vb/369dB1HQMDAzhz5kzBsd7eXnR3d2NkZAQHDhR2OG3bxurVqwEAe/bsKfqDWb16NWzbxvHjx3Hq1KnxA5k0OkMhRANBjIyMYN++fQXfp+s61q9fD2kFMLBrF5xJT/b7FvUhGAji9OnTGDp8CNANqKNHgeODiMfjWLx4MdLpdNHvKoTAxo0bAQAHDx4s+oPKD3yGhoYwMDBQcCwSiWDZsmVwHKf4GmbSWJ/bL3bkyBGMjIwUnm9fH7q6ujAyMlJ0X48dO+YPtkrdmzVr1sCyLBw9ehSnJ+3r6+npwcKFCzE2NoYXXnih4Jhpmli7di0AYO/evUWNQ75RHxwcxIkTJwqOdXZ2YtGiRUilUkXnJKXEhg0bAAAHB44ic+wYoJ0ATK+h7+3tRSgUwpmRMzh5onC2NxQKobe3F67jFl6HRALQNHSc5w22Dh06hLGxsYLvXbRoETo7OzE8PIzDhw8XHAsGg1i5ciWUUiWv4bp16yClxMDAAIaHCzN/Lly4ED09PRgdHcWBgQGI48eA3P0zTANLFiyEuWhR0WDr1MgZBHMN+eDgYNHMdldXF/r6+pBKpbBnz56CY5qm4ayzzvL/PTkmFoeC0JwsRqWOU0ePAsfG94N2dHSgv78fmUym5O969tln++85+UO3pdoIAN3d3ejt7UUikZiyjQC8dnvyB3J+8HLixAkMDg4WHGtIGwHgrLPOgqZpJduIkZERhMPhkm1EIBDw2/5WayMOHDjgdYhOnoA4dQoIR7AgHoMNYPjMGQyl01DRDi/GB08gGo1i6dKlU17DDRs2QAhR3TYim8GaNWsAYNo2Yv/+/QXHLMvyv3fv3r1FnbtVq1YhEAiUbSPynbOJ931iG7F///6iDtyyZcsQiURw8uTJov3ibCM8lbQRoVAIZ7IZnD5wAMhmoXQdGD7TsDYi/7vPtB8xL9qICZYuXYpoNIqhoSEcPXq04FhD2ghU3o+Yso2QEgNHB6AcBUzo0+YfsgydPo0zJwaxsOgn14ZQDUxCP1XjlLdmzRpouafZX/nKV/Cud70Lb3rTm3DXXXdBzmDvxo4dO3D++edj+/btuOCCC/yvi2wWzvPPQRk6HFG8RMl/cjFwBPqSfugLxm/LfHwilTpyGKN7dkOLF+7rmjh7kjp2FOay5dBzNZGa6an1xPOdjzNbyWQSiT88C5VO+Sn3ZzOz5QwPQ4ZD6Nj4ooY+kRo7fAjpF/ZC7+z2r6Fpmhj5zQ6cvP8eYMLP7fh/b0P0wosQ6F8663uTSCTw/PPPF81sycQYsi/sg+xbDORiI49PrYvflzNbzX8Ns4ODSO3ZDSEEjEgEVlc3VDgC17IK9nG16lNrYPb3ZnR0FHv37uXMFhoT32OHD2Fs93OQmoS5Zj20SIQzWzO8hpzZquwannrq117ZpglLlvMzW+l0ComjR7HwFVcU/exaaOjMlmEY/pOQcj70oQ/hU5/6FN7znvfgc5/73KyzKBmG4QdcXiIYgjNyBlaZTfG6YSAQiUAvsb5Y1/UpM9oIIYp+3kQFS5km0TSt7PeWO2aW2VtW7n0124ahGzCmOC+ZzcCORBBYsLBoX4uUsuw52ZNeP1GtrmGp9514bWpxDYHyv6thGDCm2C9RyTUU8Tgyx49Bn/R7l7uGUsiC65TVNRiRqP93NNNrmDfdvZnuGtrBEGCYRfFmLlgAvbML2aPjTynNcAha7v3mcm8A7/ed+BpXSqiOGMyurin3skx3b2p1DZutjQBqG99TqfY1zD/EK/e+QOteQyceh963CHq80ytwP02JjkbF91yu4WzfN/+gdnI7kFere8M2wmN1xOCGQoCQCEYiBfu26t1GzPUzEGjdNqLa79uMbYRtB+FifKvCRIZuIFvHvatNnSADAD74wQ/iU5/6FD7zmc/gjjvumFO62lLfq3d0FDxBn0y5bi7te+slx5gpadsQucxspbRyAgEhhJ+NspVJ264oqUs5ynUh6lgfbSpC17wNrJNosTiMhYWZouSkJ/Kz+nlTxIC0LNgrVzUsaQDVz3xpB6ajhcMIrF0Ho6enrrUQW0G7xECzkoEAtGAQsoE1thgDbULXpkkoVr/739QJMrZv345Pf/rTeM973oO3ve1tBetxw+EwwjNMHVtq5C2DQa/OTq6a+WQqm/UahRbMRDhTwvKSZLjpFLRJjaDKZr0GKtbZoLObG9u2K5pFbXbCMEoOUGZEKYgG1tjKE5peMkW1FgrBXrEKiad/B+SLHtuBOdXYAuZPDNDsMQaIMdBYQkrIWBzu8HDDMuIyBtqEppWtOWianNkCANx9990AgH/5l39BX19fwX+f/exnq/IzZCAIadtwU8VrRgFAZTNeAd02KH4npIQWjkKlilMGO6Mj0CJRyAbVRiGPMEyv/MEcUpYKIbxZpQYTmgZIDSgxU2cuWgS9pwcAoPcsgNTnVmOLiIiag9HZBaO3r9GnQfOc1PSydbbqqal7L1/72teglCr532233Tbj9yu1uU/oOmQkCpUsPgbkZnSqUOOnVchgqKhwrlIKKp2G3t3dsh3eZDKJP/zhDyU3YrYSry6UAZWdeulrOUopKKA5Hh7oOoQmoNziwZYW74S9bj3s9RsQ/+OrvfZyjrE3X2KAZo8xQIyBxpOW5W3haBDGQJvQtLJ1ttIlSj7VSmv2nGdpqrWbWiRSssMHwMtk0qDCe40gc5llJu4LchNjkIEgtGjjGse5Ukohm83OqiBwMxGGN8uqMtnpX1xKfrlsUywj1CCkXnIPmhaOQO+IQe+IQdoBb9/kHAdb8yUGaPYYA8QYIMZAexCaBu/x8lTqd//barA1FRkIQhgG3Ezx8jmlXEir9RJCzJa0bQjTgppwLdyxMehdXZBtsG+t2QkpIWx79jNbrjfYaoaZWiGlt5zRKV4SKaSE2dsHYRre66SY88wWERERtQchJZcRNhNp25CBQNFSQqWU90S9jpvoGk0YBmQwCDe35NLNpCF0HXos3uAzozwZCEJlZzmzlc0NtpphGSEAmNaUs8p6rBMyHPESggjZsktYiYiIqM6EbJqMk+y9IJcYItoBNz1p31ZuyVU7pH2fSItE/M68OzoKLdoBGQo1+KwoT1rWrJ/WKNcBNL0pZrYAeLOlU6Sy12IxmAsWQgYC3kBLNsc5ExERUZOTso4LBctrq8HWVMXaAC/dNICCLG8qm/USaLRZ/Z18HS3lulDZLIyurqZ5OjBbpmli+fLlZQvktQphmIAQs1pvrhynqcoYCNOc8vcQmobAWRu9Zbxi7ssI51MM0OwwBogxQIyB9iCkKFspp1yx6mprkrVE9aGVeZovA0FIy4RKpyHyg41sxs/+1k6kHYA0DDinh6AFQ9Ai0Uaf0pxpmjbjumzNSpq5JBnZzMxnXR23qYqcCk2bfpYuV4drrssI51MM0OwwBogxQIyBNiFl2e6FrOPWhLaa2cqW2eciLQsyGC6ot6WyWS8TWpsRlgVh2XCTSWjd3fNisJnJZDAwMIBMpn6pPmtFWDa0SBTuyMiMv1epJpvZ0vRpZ02VcoEqJMiYTzFAs8MYIMYAMQbagxBen2Gq1TPZKbYw1AIHWxPoHR1QE/74lJOFDAZrfVpNRwgBLRKBDIagd8QafTpVkc1mMTg4OG0MtAIhJYyeHq9m1ox/H9E0+7UAQOgaFKZuDAEAroKQ2pyXss6nGKDZYQwQY4AYA21C5hJkTNG/cDnYagwZCHp5+f0bINpuv1aeFg5D7+qC1oaDzVagRTugd8TgjJyZ2Tcq1TyZCAFA5tLQl2n0lHKBNv07JCIiolnI7/VugvTvHGxNIINByNzyOeW6EEK0XSbCPD3eCWvpskafBk3Bm91a4CcxqYTK731qgoLGeUL3MiNOWVQc8PZsNdE5ExERUXMTUnoDLre4lme9cbA1gdA0aB1RqFQyl3zAaKr9LfXW6hkI5zutY4azW44DaJpXSLhJCE2DkFr5xtBtstk4IiIiam65xFqzydxc9VNp9AnUU7lshHkyFPFmCzJe2vf5kByCvHsfj8crioFW4c9uOU5Fs1vKdSA0CTTTLJGmAZqcsHS3mFIuUIXB1nyMAZoZxgAxBogx0CakBAQAVfph7lwzHM9EE/W6aq9cna08LRiAMEy4iTHoXV11vRlUO6ZpYvHixY0+jarTolHosRicM2egx+JlX6scB0I2T0FjAP5SXZUeLfMqVZUUrfM1BqhyjAFiDBBjoD0IISDE1OVljDqumGmrkYRbwbpNYQegBWyoZLIt077PV67rIplMVhQDrURo2vjs1nSZdRzXWxrbRIMtAJCmWXbPloAA5NzPeb7GAFWOMUCMAWIMtAkpASmgprjPbh2XF7bVYCudTk/7GiEEZCwOGAakZdfhrKgeUqkUdu/ejVQq1ehTqTo/M+GZ4bKvU04WsJpwD6Jpll9GCMy5xhYwv2OAKsMYIMYAMQbaw3iCjCnqbNWxzlpbDbYqpQWD0EIhCJP7taj5ebNbPdPPbjkuZBNm15S6jrKpWJTicl4iIiKaEaHpTP3erGQwBBkKQZpWo0+FqCJaRwx6tKNsZkKl3KasGycMwyvQPNWSjnytDCIiIqJKaZqXZKvB2IMpQRoG7OUrIQPcs0WtQWgajAULoLLZqWe3hAD05htsyVAY0g5AlVjS4de742CLiIiIZkKfOkFGPbEHMwXW9Zl/5nvdMK0jBj0SRXboFNwp9ic2U42tPGma0OMxuImx4oOum9vkWp2mar7HAE2PMUCMAWIMtAc5XR3POmmrEYVtM+FFuwoEAti4cWOjT6OmhKbBXLoU4uhRZE+dhDN8GlooDGHbgOtCSOmtX25CWrQD6YEBbyZrwsBKKRcQsiozW+0QA1QeY4AYA8QYaCPa1DNbplm/PezN2fMiolnRQmHIFSEYCxcie/IksicH4QyegTBNQGpNl/Y9TwuFoQUCcBMJaKHQ+AFXQUju2SIiIqKZEZo29X7wOmqrHgzTfLavZDKJ3bt3I5lMNvpUak4IAS0UhtW/FIF1G2CtWAlpWpCW2bTLY4VhQIvF4SYThQfyM1tVGCS2UwxQaYwBYgwQY6B9+OnfJ1CuCzeZQDpdv9TvzdnzqhHVBJvkqDGUUkgmk20XA9K2Ydq9MDq74KbTEE2YjTBPi3YAA0egHMcfXPnLCqsws9WuMUDjGAPEGCDGQBuREsKr1gk3lYI7NgrlOJB2ANqCBXU7jbYabBG1K2EY0Jp4oAUAWjgMLRD0lhKGw94XXQXoGrMREhER0cxICeUqZAaPQ5omtHgnjHgcMhJFKput22lwsEVETUFoGrR4HOmDB8YHW8ptygyKRERE1NykYULv7IIej0MLRwpLOnGwRUTtSI9GkdE0qGwWQte9ja1NWBuMiIiImpsWjSIQjTb6NNorQYbR5MuoqHZM00R/f39dU33SzMlgCDIUgpvIJcpQCrJKST0YA8QYIMYAMQYIqG/q97YabGlNmvaaak/TNHR0dDAGmpzQNOjxTqhULkuU63p1MqqAMUCMAWIMEGOAgPqOCdpqsJWt4/pMai7ZbBaDg4OMgRaghSOArkNlMlBKVS1dPWOAGAPEGCDGAAH1HRM0/WDr+eefx+tf/3rEYjHEYjG86U1vwsGDB2f1XvzDal+ZTAYDAwPIZOpXV4FmRwaD0EJhuIkEBFC1TISMAWIMEGOAGAMEoK73v6kHW8lkElu2bAEAPP7449i+fTuOHDmC1772tayPQDRPCSmhd3bCTae86hhM+05EREQtqqmzEe7fvx8XXHABvvSlL6G7uxsA8L73vQ9//Md/jMHBQfT09DT4DImoFmQ4AmEYcFMp1tgiIiKiltXUg621a9fi3nvv9f+9b98+fPGLX8TmzZv9wRcRzT8yEIAWjkBl0pzZIiIiopbV1IOtibZu3Yof//jHiMfj+MlPfgIhxIzfQ7LT1raklIhEIoyBFiGEgB7vhDMyAiGrkzGIMUCMAWIMEGOAgPqOCYRq4Oanffv2YcWKFVMeP3LkCHp7ewEATz31FFKpFG6//XY88cQT+M1vfoP+/v6S37dy5cqCf6dSKRw+fBiPP/44zjvvPP/rmqbBNE24rotUKlX0PoFcpelUKgXXdQuOGYYBXdeRzWaLNtlJKWFZFpRSSCaTRe9r2zaEEGXf13EcpNPpgmNCCNi2DQBI5OsQTWBZFqSUSKfTcByn4Jiu6zAMY9r3TSaTRfvhTNOEpmnIZDJFSUYqvYbl3rdW17Dc+wLz6xrO5n3neg2nujfVuIaJRAJuMonMgf0wFi2GDIWa+t6wjWAbATT3NZyPbUQt3pdtRPNeQ7YRbCOA6rYR+etSaw2d2Vq8eDGeffbZKY9P3JO1adMmAMA999yD/v5+fPOb38Qtt9wyo5938OBBRCdUku7o6EB/fz8ymQyef/75otefffbZ/vdNvmlLlixBLBbD6dOnceTIkYJj4XAYy5cvh+u6Jd93/fr10HUdAwMDOHPmTMGx3t5edHd3Y2RkBAcOHCg4Zts2Vq9eDQDYs2dP0R/M6tWrYds2jh8/jlOnThUc6+7uRm9vLxKJBPbt21dwTNd1rF+/HoA3AJ78x7Z8+XKEw2GcOHECg4ODBcfi8TgWL16MdDpd9LsKIbBx40YA3jWc/AfV39+Pjo4ODA0NYWBgoOBYJBLBsmXL4DhOyWt41llnQdM0HDlyBCMjIwXH+vr60NXVhZGRkaLMlYFAAKtWrQKAku+7Zs0aWJaFo0eP4vTp0wXHenp6sHDhQoyNjeGFF14oOGaaJtauXQsA2Lt3b1HjsHLlSgSDQQwODuLEiRMFxzo7O7Fo0SKkUqmic5JSYsOGDQCAAwcOFDV2S5cuRTQaxdDQEI4ePVpwLBqNYunSpVNeww0bNkAIgUOHDmFsbKzg2KJFi9DZ2Ynh4WEcPny44FgwGMTKlSuhlCr5vuvWrYOUEgMDAxgeHi44tnDhQvT09GB0dBT79+8vOGZZFtasWQPAu4au6wLJFHDkMCAkVq1ahUAggMHBQZw8ebLge7u6utDX14dUKoU9e/YUHNM0DWeddRaUUnjhhReKGv1ly5YhEong5MmTOH78eMExthGe+dZGTLyGbCNavI2YoJI2IplMYu/evQXH8m0E4O0Vn9yBYxvhmW9tRP4ash/Rvm1E/u+z1ho6szWdF154Ab/61a9w9dVXF3z9JS95CTZv3oyvfvWrFb3Pjh07cP7552P79u244IIL/K/ziVTx+87XJ1KpVAoHDx70G2Zgfl3DdnwiNdP3TSQSeP7557FkyRL/qSTAp9Z5zRzf1bqG+XYg3/HjU+v2ayNGR0exd+/egnaAM1vjWjW+Z3IN8+1AfvDCma32bCPGxsYQi8WKXlMLTT3YevDBB3HVVVdh9+7d/lOEoaEhLF26FJ/4xCfw13/91xW9T36w9fjjj+OSSy6p5SlTk8p3tPNPNaj9MAaIMUCMAWIMEODFQb3uf1PvDnzNa16Dc845B29/+9uxY8cO/PrXv8bVV1+N7u5uXH/99Y0+PSIiIiIioik19WDLsiz853/+J5YvX45XvepVuPzyy9HZ2Yn//u//RiQSafTpERERERERTanpU7/39fXh7rvvbvRpEBERERERzUhT79mqlvyerV/96lc4//zzG3061ABKKbiuCynlrGq0UetjDBBjgBgDxBggwIuDet3/pp/Zqib+UbUvIQQ0rTrFcak1MQaIMUCMAWIMEFDfMUFT79mqtskpIql9pFIp7Nu3r2TqUmoPjAFiDBBjgBgDBKCu97+tBluTawBQ+3BdFyMjI4yBNsYYIMYAMQaIMUBAfccEbTXYIiIiIiIiqhcOtoiIiIiIiGqAgy0iIiIiIqIaaKvBlq63VfJFmsAwDPT19cEwjEafCjUIY4AYA8QYIMYAAajr/W+r0QcHW+1L13V0dXU1+jSogRgDxBggxgAxBgio75igrWa2stlso0+BGiSbzWJoaIgx0MYYA8QYIMYAMQYIqO+YgIMtaguZTAYHDx5EJpNp9KlQgzAGiDFAjAFiDBCAut7/thpsERERERER1QsHW0RERERERDXAwRYREREREVENtNVgS8q2+nVpAiklAoEAY6CNMQaIMUCMAWIMEFDfMYFQSqm6/bQG2bFjB84//3z8+te/xubNmxt9OkRERERE1AY4rCciIiIiIqqBthpsJZPJRp8CNUgikcDTTz+NRCLR6FOhBmEMEGOAGAPEGCAAdb3/bTXYIiIiIiIiqhcOtoiIiIiIiGqAgy0iIiIiIqIa4GCLiIiIiIioBvRGn0A9mabZ6FOgBrEsC2vWrIFhGI0+FWoQxgAxBogxQIwBArw4qJe2GmyxgF37klLW9Q+Lmg9jgBgDxBggxgAB9R0TtNXoI5PJNPoUqEHS6TQOHDiAdDrd6FOhBmEMEGOAGAPEGCAAdb3/bTXYchyn0adADeI4Dk6fPs0YaGOMAWIMEGOAGAME1HdM0FaDLSIiIiIionrhYIuIiIiIiKgG2iJBRiKRAADs3LkTtm03+GyoEZLJJA4ePIjh4WHGQJtiDBBjgBgDxBggwIsD27axfv16BIPBmv4soZRSNf0JTaCnpweDg4ONPg0iIiIiImoSv/71r7F58+aa/oy2mNkKBALo7u7Ggw8+iEAg0OjToQZ43eteBwD4wQ9+0OAzoUZhDBBjgBgDxBggYDwO1q9fX/Of1RaDLV3XEYlE8NKXvrTRp0INkq+pUeunF9S8GAPEGCDGADEGCBiPg1ovIQSYIIOIiIiIiKgmONgiIiIiIiKqgbZIkEFERERERFRvnNkiIiIiIiKqAQ62iIiIiIiIaoCDLSIiIiIiohrgYIuIiIiIiKgGWnKwdfvtt+MVr3hFwdd+9atf4bLLLkMkEkF/fz8+8IEPIJVK+cczmQw+8pGPYOnSpYhEIrj00kvxi1/8ouA9nnrqKVx22WUIhUJYunQpPvvZz9bj16FZKhUH27Ztw4UXXohwOIy1a9fiC1/4QsFx13Vx6623YvHixQgGg9i6dSt2795d8BrGQeuYTQycPHkSN954I5YsWYJoNIqXvexl+PnPf17wGsZA65hNDEy0a9cuhMNh3HnnnQVfZwy0jtnGwF133YUNGzbAtm1s3LgR9913X8FxxkDrmE0MsF/Y+qb7PJ/u/tWtT6hazD//8z8rIYS67LLL/K8dP35cdXV1qb/4i79Qzz33nPqP//gP1dPTo97//vf7r7nllltUb2+vevTRR9Vzzz2nbrjhBhWNRtWhQ4eUUkoNDg6q7u5udcMNN6hnnnlGfeMb31C2batvfOMb9f4VqQKl4uCJJ55QUkp14403qmeeeUb9+7//u+rt7VW33367/5rbbrtNLViwQD388MPqqaeeUlu3blWrV69WqVRKKcU4aCWzjYE/+qM/Uueee6567LHH1B/+8Af17ne/WwUCAfXss88qpRgDrWS2MZCXTqfVi1/8YgVAffOb3/S/zhhoHbONgW9/+9tK0zT1uc99Tj333HPq4x//uJJSql/84hdKKcZAK5ltDLBf2PrKfZ5Xcv/q1SdsmcHWwYMH1atf/WoVCoXU+vXrC/6oHnjgAQVADQ8P+19773vfq84++2z/3+eee6563/ve5//79OnTCoD6/ve/r5RS6pOf/KRavHixymQy/mtuvvlmtW7duhr+VjRT5eLgqquuUhdccEHB67/zne+oYDCoksmkSqVSKhKJqC9/+cv+8VOnTqlAIKC++93vKqUYB61gLjHw3HPPKQDq8ccf94+7rqtWr16tPvaxjymlGAOtYC4xMNHNN9+sLr/88qLBFmOg+c0lBlzXVcuXL1d/+7d/W/CarVu3qk9+8pNKKcZAK5hrO8B+YWub7vN8uvtXzz5hyywj3LFjB+LxOH7729/iwgsvLDjW1dUFAPjyl78Mx3Gwb98+PPLII7jooosKXvPDH/4Q+/btg+M4+NrXvgbLsrBp0yYAwGOPPYaXv/zl0HXd/54rrrgCO3fuxLFjx2r/C1JFysXBzp07cemllxZ87bzzzsPY2Bj+93//F0899RTOnDmDK664wj8ei8WwefNm/OxnPwPAOGgFc4mB7u5uPPzwwzj//PP940IIKKVw8uRJAIyBVjCXGMj72c9+hq9+9av41re+VfT+jIHmN5cY2LlzJ/bt24e3vOUtBa959NFHcfPNNwNgDLSCubYD7Be2tuk+z6e7f/XsE7bMYOt1r3sd7r77bqxcubLo2KWXXooPfehD+NjHPgbLsrBixQr09fXh85//vP+aO+64A7quY8WKFbAsCx/+8Idx7733YtWqVQCAgwcPor+/v+B9Fy1aBADYv39/DX8zmolycdDX14cDBw4UfG3fvn0AgKNHj+LgwYMAUPI+5+8x46D5zSUGYrEYrrzySliW5R+/77778Pzzz+NVr3oVAMZAK5hLDADA0NAQ3v72t+Pzn/980b0GGAOtYC4xsGvXLgDA6OgoXvWqV2HBggW48MIL8YMf/MB/PWOg+c21HWC/sLVN93k+3f2rZ5+wZQZb5QwNDWHXrl34q7/6K/zyl7/Efffdh927d+Omm27yX/Pss88iHo/jwQcfxJNPPonrrrsO73jHO/Db3/4WADA2NlZwwwDAtm0AQDKZrN8vQ7N23XXX4fvf/z6+/e1vI5PJYPfu3fjoRz8KIQRSqRTGxsYAoOR9zt9jxkFrmy4GJnv88cdx/fXX4/Wvfz1e97rXAWAMtLpKYuCmm27CxRdfXDSzkccYaG3TxcDw8DAA4B3veAfe8pa34Ec/+hG2bt2K17/+9di2bRsAxkCrq6QdYL9wfpn8eT7d/atnn1Cf/iXN74Mf/CCGhobwb//2bwCAzZs3Ix6P45WvfCX+5m/+BrFYDG9961uxbds2f1r5xS9+MZ555hnceuuteOCBBxAIBIo6Y/kLGQqF6vsL0ay89a1vxYEDB3DTTTfhuuuuQ3d3Nz796U/j2muvRUdHh38/U6kUAoGA/33JZNK/x4yD1jZdDEz00EMP4S1veQsuuugifPe73/W/zhhobdPFwLe//W089thj+N3vfjflezAGWtt0MTA6OgoA+Lu/+ztcc801AIBNmzZhx44d+Kd/+ids2bKFMdDipouBF154gf3CeaTU5/l09y/fD6xHn3BezGz9/Oc/x0te8pKCr+X3a+3atQu//OUvkclkSr4mv5ygv78fhw8fLjie//fixYtrdepUZR/60IcwPDyM/fv349ChQ3jxi18MpRTWrFnjTwWXus9LliwBwDiYD8rFQN4XvvAFvOENb8CVV16JRx55pKChZQy0vnIx8I1vfANHjx5Ff38/wuEwwuEwAODGG2/Exo0bATAG5oNyMZBv71/0ohcVfM/GjRuxd+9eAIyB+aBcDLBfOH9M9Xk+3f2rZ59wXgy2+vv7/WnfvPxTy4md7FKvyXfAXv7yl+Oxxx6D4zj+8W3btmHdunVYsGBBLU+fquSLX/wibrrpJkgpsWjRImiahvvuuw8rVqzA2rVrce655yIajWL79u3+9wwNDWHHjh3+ky3GQWubLgYAL5HOu9/9brzrXe/CPffcU7REgDHQ2qaLge985zt49tln8dRTT/n/AcDHP/5xPPLIIwAYA61uuhg477zzEIlE8OSTTxZ83+9+9zusXr0aAGOg1U0XA+wXzg/lPs+nu3917RPOLNFic7jmmmsKUnw++uijSgihPvrRj6rdu3erbdu2qXXr1qkrr7xSKaWU4zjq0ksvVevXr1c/+clP1K5du9RHP/pRpWmaeuKJJ5RSSh09elTF43F1zTXXqN///vfqm9/8prJtW915552N+BWpApPj4Kc//anSNE3967/+q9q3b5/66le/qkzTVPfcc4//mg9/+MOqq6tLPfTQQ+r//u//1NatW9XatWv9mgqMg9Yy0xjYuXOnMgxDXXXVVerIkSMF/w0NDSmlGAOtZjbtwGSYlPqdMdBaZhMDn/jEJ1QkElF333232r17t7r99tuVlFL99Kc/VUoxBlrNTGOA/cLWN93neSX3r159wnkx2FJKqYcfflhdeOGFKhwOq2XLlqn3vve9amRkxD9+8uRJ9Zd/+Zdq6dKlKhKJqEsuuURt37694D1++ctfqosuukhZlqWWL1+uPv/5z9fj16FZKhUHd955p1q7dq0KBALqnHPOUffee2/B8Ww2qz7wgQ+onp4eFQ6H1ZVXXqn27t1b8BrGQeuYaQz8wz/8gwJQ8r9rrrnGfx1joHXMph2YbPJgSynGQCuZbQz84z/+o1qxYoUyTVOde+656sEHHyw4zhhoHbOJAfYLW1sln+fT3b969QmFUkrNZMqOiIiIiIiIpjcv9mwRERERERE1Gw62iIiIiIiIaoCDLSIiIiIiohrgYIuIiIiIiKgGONgiIiIiIiKqAQ62iIiIiIiIaoCDLSIiIiIiohrgYIuIiOrm2muvhRCi7H/Lly/H9u3bIYTA9u3bG36eb3vb22b9Pi972cv897ntttuqd4JERNQS9EafABERtY+PfexjuPHGG/1/f+ITn8COHTvwwAMP+F+zLAurVq3CE088gQ0bNjTiNAEAvb29eOCBB9DT0zPr9/ja176G4eFhXHzxxVU8MyIiahUcbBERUd2sWrUKq1at8v/d09MDy7Jw0UUXFb221NfqaarzmolGDhaJiKjxuIyQiIiazuRlhLfddhvWr1+PBx98EGeffTZs28amTZvwxBNP4Mknn8SFF16IQCCAs88+G9u2bSt4r6effhqvfe1rEY1GEY1GcdVVV2HPnj0zOp8/+ZM/QX9/P1zXLfj6jTfeiJUrV0IphWuvvRZbtmzBTTfdhFgshs2bNyObzc7pOhARUWvjYIuIiFrCgQMH8L73vQ8f+chHcO+99+LkyZN44xvfiDe/+c34sz/7M3zve9+D67p405vehEQiAQDYtWsXLrnkEhw7dgx33nknvv71r2PPnj146UtfimPHjlX8s9/5znfi4MGD+OlPf+p/LZVK4Z577vH3dwHAz372Mzz33HO4//77ccstt0DXuYCEiKid8VOAiIhawtjYGL70pS/h1a9+NQDgmWeewc0334yvf/3ruP766wEA2WwWb3zjG7Fz505s2rQJf//3f49AIID/+q//QjQaBQBs2bIFK1euxGc+8xl85jOfqehnb926FUuWLMFdd92FLVu2AAAeeughnD59Gtdcc43/umw2i6985StYvXp1NX91IiJqUZzZIiKilnHJJZf4/7+3txdA4d6urq4uAMDQ0BAAYNu2bbj88ssRDAaRzWaRzWYRjUZx6aWX4sc//nHFP1dKiWuvvRb3338/xsbGAAB33nknLr/8cixbtsx/XSAQKNiTRkRE7Y2DLSIiahn52amJgsHglK8/ceIE7rnnHhiGUfDfD3/4Qxw+fHhGP/v666/H6Ogo7r//fgwMDOBHP/oRrrvuuoLXLFiwwF9SSERExGWEREQ0b8ViMbzyla/E+9///qJjM91PtWLFCrziFa/Avffei6GhIYRCIbzhDW+o1qkSEdE8xMEWERHNW5dddhmeeeYZbNq0yR9cKaXwtre9DatXr8amTZtm9H7vfOc7ccMNN+DYsWP40z/907KzakRERFxGSERE89Ytt9yC3bt347WvfS0eeughPProo7j66qvx3e9+F+eee+6M3+/qq6+Gbdv4n//5n6IlhERERJNxsEVERPPWOeecg8ceewxCCLz97W/HG9/4Rhw5cgQPPvjgrJYA2raNLVu2YO3atQXJOoiIiEoRSinV6JMgIiJqJtdeey22b9+Offv2FXw9kUigv78fN998c8l9YFMRQuDWW2/FbbfdVt0TJSKipsY9W0RERCWkUik8+eST6Onpga7r+Na3voUf//jHUErhhhtuqOg9nnnmGQwPD9f4TImIqFlxGSEREVEJAwMDuPjii3HrrbdCSok77rgD+/fvx/e+9z10dHRU9B5//ud/josvvrjGZ0pERM2KywiJiIiIiIhqgDNbRERERERENcDBFhERERERUQ1wsEVERERERFQDHGwRERERERHVAAdbRERERERENcDBFhERERERUQ1wsEVERERERFQDHGwRERERERHVAAdbRERERERENfD/Ae5+el4kZcb3AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot and validate the NINO3.4\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": 4 }