{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Multitask learning: a semi-supervised application\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/paper_experiments/paper_4_multitask.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh EXPERIMENT', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", " \n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning as pl\n", "from lightning.pytorch.callbacks.early_stopping import EarlyStopping\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "import subprocess\n", "\n", "# IMPORT from MLCVS \n", "from mlcolvar.data import DictModule\n", "from mlcolvar.core.transform import Normalization\n", "from mlcolvar.core.transform.utils import Statistics\n", "from mlcolvar.utils.fes import compute_fes\n", "from mlcolvar.io import create_dataset_from_files, load_dataframe\n", "from mlcolvar.utils.plot import muller_brown_potential_three_states, plot_isolines_2D, plot_metrics, paletteFessa\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "\n", "# IMPORT utils functions fo input generation\n", "from utils.generate_input import gen_input_md,gen_input_md_potential,gen_plumed \n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)\n", "\n", "# ============================ SIMULATIONS VARIABLES ================================\n", "run_calculations = False\n", "\n", "if run_calculations:\n", " # plumed setup\n", " PLUMED_SOURCE = '/home/etrizio@iit.local/Bin/dev/plumed2-dev/sourceme.sh'\n", " PLUMED_EXE = f'source {PLUMED_SOURCE} && plumed'\n", " PLUMED_VES_MD = f\"{PLUMED_EXE} ves_md_linearexpansion < input_md.dat\"\n", "\n", " #test plumed\n", " subprocess.run(f\"{PLUMED_EXE}\", shell=True, executable='/bin/bash')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### System: modified Muller Brown potential" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4,3))\n", "plot_isolines_2D(muller_brown_potential_three_states, levels=np.linspace(0,24, 12), max_value=24, ax=ax)\n", "MULLER_BROWN_FORMULA='0.15*(146.7-280*exp(-15*(x-1)^2+0*(x-1)*(y-0)-10*(y-0)^2)-170*exp(-1*(x-0.2)^2+0*(x-0)*(y-0.5)-10*(y-0.5)^2)-170*exp(-6.5*(x+0.5)^2+11*(x+0.5)*(y-1.5)-6.5*(y-1.5)^2)+15*exp(0.7*(x+1)^2+0.6*(x+1)*(y-1)+0.7*(y-1)^2))'" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## MultiTask CV: AutoEncoder + TDA loss" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.cvs import MultiTaskCV\n", "from mlcolvar.cvs import AutoEncoderCV\n", "from mlcolvar.core.loss import TDALoss\n", "\n", "\n", "RESULTS_FOLDER = 'results/multitask'\n", "# subprocess.run(f\"rm -r {RESULTS_FOLDER}\", shell=True)\n", "# subprocess.run(f\"mkdir {RESULTS_FOLDER}\", shell=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data: unsupervised + supervised" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DictModule(dataset -> [DictDataset( \"data\": [6000, 2] ), DictDataset( \"data\": [6000, 2], \"labels\": [6000] )],\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=0, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=0, shuffle=True))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_states = 3\n", "\n", "# load unlabeled data\n", "filenames = [ f\"results/supervised/data/COLVAR\"]\n", "unsupervised_dataset, unsupervised_df = create_dataset_from_files(filenames, return_dataframe=True, filter_args={'regex':'p.x|p.y'}, verbose=False, start=0, stop=6000, create_labels=False)\n", "\n", "# load labeled data\n", "filenames = [ f\"input_data/supervised/state-{i}/COLVAR\" for i in range(n_states) ]\n", "supervised_dataset, supervised_df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'}, start=0, stop=2000, verbose=False)\n", "\n", "# create multitask datamodule with both datasets\n", "datamodule = DictModule(dataset=[unsupervised_dataset, supervised_dataset])\n", "datamodule" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5,4))\n", "ax.scatter(unsupervised_df['p.x'], unsupervised_df['p.y'], s=5, alpha=0.5)\n", "ax.scatter(supervised_df['p.x'], supervised_df['p.y'], s=5, alpha=0.5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "n_descriptors = 2\n", "n_components = 1\n", "\n", "nn_args = {'activation': 'shifted_softplus'}\n", "options= {'encoder': nn_args, 'decoder': nn_args }\n", "if run_calculations:\n", " main_cv = AutoEncoderCV(encoder_layers=[n_descriptors, 32, 16, n_components], options=options)\n", "\n", " aux_loss_fn = TDALoss(n_states, [-5, 0, 5], [0.2, 0.2, 0.2])\n", "\n", " model = MultiTaskCV(main_cv, auxiliary_loss_fns=[aux_loss_fn], loss_coefficients=[1.5])\n", " stat = Statistics()\n", " stat(unsupervised_dataset['data'])\n", " stat(supervised_dataset['data']) \n", " model.norm_in.set_from_stats(stat)\n", "else: \n", " model = torch.jit.load(f'{RESULTS_FOLDER}/model_multitask.pt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define trainer and fit" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "if run_calculations:\n", " # define callbacks\n", " metrics = MetricsCallback()\n", " early_stopping = EarlyStopping(monitor=\"valid_loss\", min_delta=1e-4, patience=50000)\n", " # define trainer\n", " trainer = pl.Trainer(callbacks=[metrics], max_epochs=500,\n", " enable_checkpointing=False, enable_model_summary=False)\n", " # fit\n", " trainer.fit( model, datamodule )\n", " #traced_model = model.to_torchscript(file_path=f'{RESULTS_FOLDER}/model_multitask.pt', method='trace')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "if run_calculations:\n", " metrics.metrics.keys() \n", " plot_metrics(metrics.metrics, ['train_loss', 'train_aux_loss_0', 'train_total_loss_epoch'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, n_components, figsize=(4*n_components,3) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential_three_states,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(model, component=i, levels=25, ax=ax)\n", " plot_isolines_2D(model, component=i, mode='contour', levels=25, ax=ax)\n", "\n", "#plt.savefig(f'{RESULTS_FOLDER}/cv_isolines.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with torch.no_grad():\n", " plt.hist(model(unsupervised_dataset['data']).numpy(),bins=100, alpha=0.5)\n", " plt.hist(model(supervised_dataset['data']).numpy(),bins=100, alpha=0.5)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Run PLUMED simulation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "SIMULATION_FOLDER = f'{RESULTS_FOLDER}/data'\n", "\n", "if run_calculations:\n", " # create folder\n", " subprocess.run(f\"mkdir {SIMULATION_FOLDER}\", shell=True)\n", "\n", " # generate inputs\n", " gen_plumed(model_name=f'model_multitask.pt', \n", " file_path=SIMULATION_FOLDER, \n", " potential_formula=MULLER_BROWN_FORMULA, \n", " opes_mode='OPES_METAD')\n", " gen_input_md(inital_position='-0.7,1.4', file_path=SIMULATION_FOLDER, nsteps=1000000)\n", " gen_input_md_potential(file_path=SIMULATION_FOLDER)\n", "\n", " subprocess.run(f'{PLUMED_EXE} ves_md_linearexpansion < input_md.dat', cwd=SIMULATION_FOLDER, shell=True, executable='/bin/bash')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### VIsualize sampling" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = load_dataframe(f'{SIMULATION_FOLDER}/COLVAR')\n", "fig, ax = plt.subplots(figsize=(4,3))\n", "plot_isolines_2D(muller_brown_potential_three_states, levels=np.linspace(0,24, 12), max_value=24, ax=ax, mode='contour', zorder=0)\n", "data.plot.hexbin('p.x', 'p.y', C='opes.bias',cmap='fessa', ax=ax,zorder=5, alpha=0.8)\n", "ax.set_xlim(-1.6,1.1)\n", "ax.set_ylim(-0.4,2.1)\n", "#plt.savefig(f'{SIMULATION_FOLDER}/sampling.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4,3))\n", "data.plot('time', 'cv.node-0', ax=ax)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Generative mode" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "samples = torch.linspace(-5.5,5.5, 100).unsqueeze(-1)\n", "\n", "if run_calculations:\n", " decoder = model.get_decoder(return_normalization=True)\n", " traced_decoder = torch.jit.trace(decoder, example_inputs=samples[0])\n", " torch.jit.save(traced_decoder, f'{RESULTS_FOLDER}/decoder_model.pt')\n", "else:\n", " decoder = torch.jit.load(f'{RESULTS_FOLDER}/decoder_model.pt')\n", "\n", "gen = decoder(samples)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load MFEP reference\n", "mfep= np.loadtxt('input_data/multitask/mfep.txt',usecols=(0,1))\n", "\n", "# create synthetic samples in CV space\n", "samples = torch.linspace(-5.5,5.5, 200).unsqueeze(-1)\n", "\n", "# generate synthetic configurations\n", "gen_conf = decoder(samples)\n", "\n", "# create figure\n", "fig, axs = plt.subplots(1, 2, figsize=(10,3.5))\n", "\n", "# panel g\n", "ax = axs[0]\n", "\n", "# load supervised dataframe\n", "supervised_df = pd.DataFrame()\n", "for i in range(0,3):\n", " temp = load_dataframe(f'input_data/supervised/state-{i}/COLVAR')\n", " temp['labels'] = i\n", " supervised_df = pd.concat((supervised_df, temp), ignore_index=True)\n", "\n", "# load unsupervised dataframe\n", "unsupervised_df = load_dataframe('results/supervised/data/COLVAR')\n", "\n", "# plot data\n", "plot_isolines_2D(muller_brown_potential_three_states, levels=np.linspace(0,24, 12), max_value=24, ax=ax, mode='contour', zorder=0)\n", "unsupervised_df.plot.scatter('p.x', 'p.y', c=paletteFessa[0], ax=ax,zorder=5, alpha=0.4, s=5, colorbar=False)\n", "for i in range(3):\n", " data_red = supervised_df.iloc[(supervised_df['labels'] == i).values]\n", " cp = ax.scatter(data_red['p.x'],data_red['p.y'],c=paletteFessa[(-1-i)], marker='*', zorder=5, alpha=0.4, s=5)\n", "ref = ax.scatter(mfep[:, 0], mfep[:, 1], s=5, zorder=10, c='mediumvioletred', alpha=0.5, label='Ref MFEP', marker='o')\n", "\n", "# visible legend \n", "proxy = [plt.Rectangle((0,0),1,1,fc = paletteFessa[0], alpha=0.8),\n", " plt.Rectangle((0,0),1,1,fc = paletteFessa[-1], alpha=0.8), \n", " plt.Rectangle((0,0),1,1,fc = paletteFessa[-2], alpha=0.8), \n", " plt.Rectangle((0,0),1,1,fc = paletteFessa[-3], alpha=0.8) ]\n", "ax.legend(proxy, [\"Unlabeled\", \"State A\", \"State B\", \"State C\"], title='Training set:', prop={'size': 10})\n", "\n", "plot_lines = [ref]\n", "legend2 = fig.legend(plot_lines, [\"MFEP\"], ncol=2,bbox_to_anchor=(-0.32, -0.22, 0.5, 0.5))\n", "ax.add_artist(legend2)\n", "\n", "# labels\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_xlim(-1.8, 1.2)\n", "ax.set_ylim(-0.4, 2.1)\n", "\n", "\n", "\n", "# panle h\n", "ax = axs[1]\n", "\n", "# load data\n", "data = load_dataframe('results/multitask/data/COLVAR')\n", "\n", "# filter nonsense-bias points \n", "data = data [data['opes.bias'] > -14]\n", "c = data['cv.node-0'].values / 6\n", "\n", "# plot data\n", "plot_isolines_2D(muller_brown_potential_three_states, levels=np.linspace(0,24, 12), max_value=24, ax=ax, mode='contour', zorder=0)\n", "data.plot.scatter('p.x', 'p.y', c=c,cmap='fessa', ax=ax,zorder=5, alpha=0.4, s=5, colorbar=False)\n", "ref = ax.scatter(mfep[:, 0], mfep[:, 1], s=5, zorder=10, c='mediumvioletred', alpha=0.5, label='MFEP')\n", "gen = ax.scatter(gen_conf.detach().numpy()[:,0], gen_conf.detach().numpy()[:, 1], s=5, zorder=10, c='mediumblue', alpha=0.5, label='GEN')\n", "\n", "# make visible colormap\n", "norm = mlp.colors.Normalize(vmin=-1, vmax=1)\n", "sm = plt.cm.ScalarMappable(norm=norm,cmap='fessa')\n", "cbar = plt.colorbar(mappable=sm, fraction=0.050, pad=0.02, format='%.1f', ax = ax, ticks=[-1.0, -0.5, 0.0, 0.5, 1.0])\n", "cbar.set_label('Multitask CV',fontsize=10)\n", "\n", "# labels\n", "ax.set_xlim(-1.8, 1.2)\n", "ax.set_ylim(-0.4, 2.1)\n", "ax.yaxis.set_ticklabels([])\n", "ax.set_ylabel(None)\n", "ax.set_xlabel('x')\n", "# ax.legend(loc='lower left', ncol=2)\n", "\n", "plot_lines = [ref, gen]\n", "legend = fig.legend(plot_lines, [\"MFEP\", \"GEN\"], bbox_to_anchor=(0.22, -0.22, 0.5, 0.5), ncol=2)\n", "ax.add_artist(legend)\n", "\n", "# fes inset\n", "fes,bins,_,_ = compute_fes(data['cv.node-0'].values, kbt=1, plot=False, num_samples=1000, scale_by='range', weights=np.exp(data['opes.bias'].values))\n", "fes[fes>15.8] = None\n", "ins = ax.inset_axes([0.62,0.55,0.38,0.45])\n", "cp = ins.plot(bins/10,fes,color=paletteFessa[0],lw=1.5)\n", "ins.hlines(16,-0.8,0.8, ls='dotted', lw=1, color='k')\n", "ins.text(-0.65, 16.2, '16 k$_B$T', fontsize=7)#, font='ubuntu')\n", "ins.yaxis.set_ticklabels([])\n", "ins.yaxis.set_ticks([])\n", "ins.xaxis.set_ticklabels([])\n", "ins.xaxis.set_ticks([])\n", "ins.set_ylim(0,23)\n", "ins.set_xlim(-0.7,0.7)\n", "ins.text(-0.65, 19, 'FES on Multitask CV', fontsize=10, fontweight='medium')\n", "\n", "# label states\n", "ins.text(-0.62, 1, 'A', fontsize=8, fontweight='demi', font='ubuntu')\n", "ins.text(-0.15, 1, 'B', fontsize=8, fontweight='demi', font='ubuntu')\n", "ins.text(0.3, 1, 'C', fontsize=8, fontweight='demi', font='ubuntu')\n", "\n", "fig.text(0.02, 0.98, 'Multitask learning: semi-supervised application', fontsize=14, fontweight='demi', font='ubuntu')\n", "axs[0].text(-1.7, 1.9, 'g', fontsize=14, fontweight='demi', font='ubuntu')\n", "axs[1].text(-1.7, 1.9, 'h', fontsize=14, fontweight='demi', font='ubuntu')\n", "\n", "plt.tight_layout()\n", "# plt.savefig('muller_experiments/figures/examples_multitask_AETDA.png', dpi=200, bbox_inches='tight')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Extra: additional statistics on generated path" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if run_calculations:\n", " for i in range(9):\n", " # define model\n", " main_cv = AutoEncoderCV(encoder_layers=[n_descriptors, 32, 16, n_components], options=options)\n", " aux_loss_fn = TDALoss(n_states, [-5, 0, 5], [0.2, 0.2, 0.2])\n", " model = MultiTaskCV(main_cv, auxiliary_loss_fns=[aux_loss_fn], loss_coefficients=[1.5])\n", " stat = Statistics()\n", " stat(unsupervised_dataset['data'])\n", " stat(supervised_dataset['data']) \n", " model.norm_in.set_from_stats(stat)\n", "\n", " # train\n", " trainer = pl.Trainer(accelerator='cuda', max_epochs=500,\n", " enable_checkpointing=False, enable_model_summary=False)\n", " # fit\n", " trainer.fit( model, datamodule )\n", " traced_model = model.to_torchscript(file_path=f'{RESULTS_FOLDER}/decoder_stats/model_multitask_{i}.pt', method='trace')\n", "\n", " decoder = model.get_decoder(return_normalization=True)\n", " traced_decoder = torch.jit.trace(decoder, example_inputs=samples[0])\n", " torch.jit.save(traced_decoder, f'{RESULTS_FOLDER}/decoder_stats/decoder_model_{i}.pt')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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ETkohZWe5yM3NJSsrS4/OtLa20tXVRSQS0ddzuVwUFhaSn5+PzZYabplMJuno6KCjo4POzk7q2/pp7guTkBVCsSQ2s4Q/KuB0wmXTxpGVlYXNZsso5db2qYm3SCSCz+fD5/MxODhILBajoaGB48ePM27cuJMEjslkYurUqRw/fpz29naOHTuGw+HA6/UCKWFUVFREZ2cnAwMDeL3ejAGZiUSCaDSK0+nMMDAb6SgDAwMwhI2BwRlzuoImEokQDAb1lJMkSbR0+9m0+xjBcIzKkg4uXT6FWCSYIWjcbje5ubl6uikUCtHR0UF3d7cujiRJoqCggJKSEtxuN5CqqmpsbKS1tZXu7m59v/5IgobuIFabHUWAWDzBBQunE4gksFrMzJ+/AEk6vUdBzU9z6NAhent7dYFTXV3NrFmzdOEhCALjxo0jmUzS3d1NbW0tc+fO1TuYezweent79dSYx+PRe9mkCxttRpYWtTGEjcHnHUH4BKkoI1KZgXEVMDA4AzRBk15ddCpBE4vF8Pv9urAQRRGXy4XD4WD99uMkEjIVRR4O1TfhsclMqEylYLKzs8nLy8Nms+nppra2Nnw+H539QWpbB7BZbVywZDpzp0/AZDIhyzLt7e00NTXR0dGR0ZXY4XBQWlqKYHXjk5ooycvG5w9T19JNa68fm9XM/ClVGaJGURRee+01GhoaqK6u5tJLLx114rfmpykuLqanp4eDBw/S29vLkSNH6Ovr49xzz9XnwAmCQHV1NaFQiEAgQG1tLXPmzNH73Xi9Xnp7exkYGNA9NTabjUAgoJ9zbbTDaHO0DAw+jwjC6c9+MnRNJoawMTD4BGh9aNIFw2iCBtAHPGpdhbW+MukmW4tZpG/AR8A/hKLIWM2pSqC8vDysViuqqtLf309LS4sexYnEktR3BBGtblSzmX3HehlTXkR7azONjY0ZjfncbjdVVVWUl5fr0Y94IknLQIS65i6UZILFEwowq3H27NjEA28/yf94PFRUViGJAvX19WzcuJFkMonVamXPnj1cccUVFBUVkZ+fP2qkpLCwkAsuuICOjg62bduGz+djy5YtnHvuubookiSJqVOnsmvXLgKBAIODg3pKKicnh76+PqLRqD4+QetMrAlKm82mv1f6pHEDg88rKY/N6ZqHP6WD+ZxiCBsDg9NAGzaZXoo9Wtk2fFBhpAkMQRD00QLauvF4nN7eXkq9JsoLXAwFYsyZWsk5S+ficNhRVZWenh5aWlr0pnuiKFJUVITdlcOhrr1kOW34hgY5XHcUKdCCw5r6b22326msrKSqqgqv16vf8BOJBO3t7TQ2NrJ13Wscqm8gJycHYfJE6o8cZcfWLanUjiAxdvZSxlZPoqu9k1gsRlFREd3d3ezevVtPG2memfnz5+uiJJ3S0lLOO+883nrrLXp6eti1axcLFizQj8dms1FUVKR7f7T3MJlM2O123YukLTebzXrHZu28pn8+hrAx+FzzCaqiMKqiMjCEjYHBx0CrdEqvBtLmFo0UNFqDuvTuvw6HQ6/kgZTo6evrY3BwEFVVyXbZuPaieeTm5mK322nr9tFR30Q8NIgqJ/T9lZaWUlZWhsViIRKJ4jIn2bZrH0k5SXmuHZvFQUlJCVVjxuLNy8ftSEU0hoeHOXr0KE1NTbS1tSHLMnV1dWzZsoVEIoFoMhNQbQwPh5EFExOnTeVw3REig720NZnI8uRTVlZGPB6nuLiYpUuXUlVVRU9PD5FIhAMHDnDgwAGqq6tZtWqV3p9GIycnh6VLl7Jp0yaOHTtGdnY2kyZN0l8vKSmho6ODgYEBotGobnZ2Op16GXy64NHOIaCnrrT5VQYGn2eMqqgzxxA2BgYfgSZotJumVqEzcviiVukUCAT0da1WK263W2+WpygKPp+Pvr4+3RPidDopLCzEbk9FaDZsr+GVjXsIhaMU5DhYObOC6nFjKC0txWw2Ew6HqampSVUTyXFmVqVmPi2cPZVJEycQTqi8vu0QvQO1mJQoHgL09XRnHKvL5cJsNuN0OsnLy+Pg4Tp62ptZvPIcuhqP0NraSjIRp7v1OL2dbbgcDtZccSk5OTmMGzcOgOPHjzN+/HhmzJjB7t27OX78OA0NDTQ3N3PhhRcyderUjH2WlZUxZ84c9u7dy/79+6msrNSjPk6nk+zsbIaHh+nv79fLv51OJ319fRnVXiOFDaALG0VRjKGYBgZfcAxhY2BwCkbz0Wg+j5HpDs0YrN1sTSYTWVlZulFWVVUCgQDd3d2618Zms1FYWIjL5QJgeHiY48ePs/79gyQTSUryXATiAsUV1VRVlREMBtm7dy+NjY26KPLmeFi6ZDJjxozRvSdPv/42m/bUIkeDRBIK43MtFLpNlJeXM2bMGI4fP053dzdFRUUoisLu3btJJGU6mo6irljFkouvJs8qs3//AY4fb6CschzhwW5ycnL47ne/y6uvvspvfvMbYrEYVquVe+65hzVr1tDf38/69etpa2tj3bp1mEwmJk6cmHGeJk2aREtLCwMDAxw5coRZs2bpr+Xk5OhTyNPPN6DPhdJmVGmfj4aRfjI4WzAa9J05hrAxMBiBNtRREyCQEirpk7A1tMGT0WgUSN1g3W53xmiCaDRKd3c3oVBIf6+CggLdxBsOh2lsbNQHRiZlla6hKDHBSlFuFqhJtm3bRlNTkx4JKigoYMqUKZSUlCAIAj6fj4MHD1JTU8OupiE6/TJOs4DFZmf2nJlYEn7a29upra1ly5YtxONxLBYLxcXF+P1+ikrK6OjuZcObr1JZWcX46RNYsXAOfR3N+Hta8eZ4qK6uBqChoYFYLMa0adM4dOgQDQ0NAOTl5XHDDTfw1ltvceDAAV599VVsNhuVlZX6+RIEgcmTJ/Pee+/R2NjIjBkzdKGSlZUFgN/vzzjv2meiDbvU1jfSTgZnI4awOXMMYWNgcILR+tGcykejde0NBoP6ug6HA7fbra+r9XTx+XxA6qael5dHXl4eoiiSSCRobm6ms7NTfw9XthdvXoiugEL/UACTEmPvjveQTly4ioqKmDZtGoWFhaiqSltbG7t27eL48eOoqkqHX6YrDAHZhGq1UV1QxPBAD//z2J9TqaUTPW9EUaSrq0tPk7W1NBGPx4n4BxnqaOTQjk3Mnj2b8WPHMDg4SDQa5f7772fz5s2Ul5djtVo5dOgQVqtVFzzaz3jBBRcQjUY5cuQI69at4x//8R8zqqY+8AhFGBgYID8/H0DvuxOJRJBlWZ9ynj42Ib3qLF3YjLbMwODziOGxOXMMYWNgwMlpJ216tHZzTScejzM8PKynncxmM9nZ2bqPRlVVhoeH6enp0dfJysqisLAQi8WCqqp0dnbS2Niov+71ehk7dizD4QTy7lYmFrto7woSi8RJylbKSsuYMWMGeXl59A36efzFtznacBRz3I/NnLqqFZZVEvRLlNrDeCIxbFYzFqvEX15+g5ra+pQ/xz+YEY1KJpOMHTuWsWPH4vf76e3tpbKykra2NjweDxdccAHr169nw4YNtLW1cfDgQWbPns2kSZMoKipizpw5XHrppRnnRxRFLrvsMjo7OwkEAuzfv5958+bpr0uSRF5eHp2dnfh8Pl3YaCk+LWKmeWU+TppJEzRGSsrg885nGbH5/e9/zy9/+Uu6urqYOnUq9913H8uXLz/l+k8++SS/+MUvaGhoIDs7m4svvphf/epX5ObmfqL9f1oYwsbgC81oaadT9aMZWe2kDZ+02+36urFYjK6uLj3tpKV7NB/N0NAQDQ0N+usOh4Px48fj9XqRZZmGY420tzZxrMuPisqs8UVcdslFFBYWIssyu/fu448vvEv3YAhVhVyniX84dxaLFi4Ak5XHXt/OUFimq7eP2t0HCPi6CfW3ExgeQlVTkRqrxYqiKHi9Xn2g5IUXXsjg4CBbtmwhEolQWlrKddddx+WXX05/fz9Hjx6lvLycmpoaAoEAVqsVv9+vR7lGRrRMJhNLlizhzTffZPv27cyYMUP3y0BKyHV2djI4OKgv06Iz2riGD/vMtPUNDM42PquIzV/+8he+853v8Pvf/56lS5fy4IMPcskll1BbW0tFRcVJ67/33nt87Wtf4z//8z9ZvXo1HR0d3HHHHdx2222sXbv29A/gU8QQNgZfWGRZJhaLfWTaCVI+meHhYd2warfbcbvdelRBURT6+/vp7+/XTa75+fnk5uYiiiLxeJzjx4/T09MDpG78VVVVukempaWF/fv3M+wPoKLgcTvIy/NSWlmCaLFz4MABtm/fTlf/IAPDCbwuCyUlpWR5clm4ZDnebGdq38Ee2o7X036klvbaXanUWjiEIKW8KXIiitnqSA3V9A0iiQI9PT0899xzWCwWli9fTlZWNqLTw/7j7Wz/6b8hynHsdjudnZ2UlJRw2223EQqFqK2t5d1336Wrq4uvf/3rJzXpmzZtGjt27GBoaIi6ujpmzpypv5aTkwOkhF46owmbkeml0YSNIXYMDE6P3/zmN9x6663cdtttANx33328+eab3H///dx7770nrb99+3aqqqq4++67ARgzZgzf+MY3+MUvfvGZHvfHwRA2Bl84RjbZ+7C000hzsCRJZGdn69VOAOFwmM7OTr0Rn8vlori4WE87dXR00NTUpO+vuLiYMWPGgCDyysY9bN55ALMaZ0KxC7vdTklpGdNzvThtVg4fbeThRx+HeCrCk+N2UWlzMRQVGE6YmJjvoaWpgb9s3aqbeMvM0CcP0yuJOLKz6QwMoSQTKHISAZXAsA9BlDCZJQRAECXdCJyTk8OsVZfxpyeeYttra0GRKc7L4bxzV5GTk5MxTqGmpobHH3+curo63nrrrZNSUpIkMXnyZLZt20ZnZ2eGsEmvdkonfcK59lmlz9TSPpP0dbT1tM/SwODzzJnMiko33kOq3UT6tUojHo+zZ88efvCDH2Qsv/DCC9m6deuo+1iyZAk/+tGPeO2117jkkkvo7e3lueee47LLLjutY/0sMISNwRcG7SaZPmrgVNVO2rBKLd0CqZ4qbrdbX1eWZXp6evR0islkoqioSJ+6HQgEOHr0qF6+7HK5mDBhAllZWcRiMZ5f9zbr3j+MSRKIJhQmjB/LP1x9Pu/sPsI72w/S1t6OTY2Rm28my+1i3vz5NPsFdrx/kHA0juQf5v2NDexLpPavzV5KJBL4Bgaoq62hu6UXFAVUFUEAhzuHSNCPIAhMmrOIY7WHGAqG2LJ1G9kuJx5vLi29PoL9vZhFcBdVEBru1Uu905k+fTpf/vKXefTRR3n33XeZP3++7pfRKC4uBqCzszNj+Wgl20BGubx2jrXzn74MPhA66Y35DGFj8HnnTDw25eXlGct//OMf85Of/OSk9fv7+5FlmcLCwozlhYWFdHd3n7Q+pITNk08+yfXXX080GiWZTHLFFVfw29/+9rSO9bPAEDYGXwhGMwdbrdZRm7nJsszw8LAugEwmEx6PRzcHAwSDQTo7O3VvjsfjobCwUB9A2dzcTFtbG5C6AY8ZM0ZPOx07doz9+/fT2OYjHEtittqICzZ6giq9fX30Nx5EHGqm3AkF2S6WLVnE3Llz2bj/GC+9t5W27l6S0TCSmkSwJcnLc7B48WIWLFzEq2+8xRN/eABVTiIoMqgyVpuNRCxKIp4kEhgCBFBVavfuQjRb8BSPIWK2EApG+f/+60G8xRVke3KIyQqJzlaK870ZlU/pzJw5k0mTJlFfX88bb7zBjTfemPF6SUkJAAMDA3qJuXZOtHOd/hmNFC2a0JEkKaPaLH2ddAxhY/B550w8Nm1tbXrbBGDUaE3GdqM80J3q/1BtbS133303/+f//B8uuugiurq6+Od//mfuuOMOHnroodM74E8ZQ9gYnNWMNgrhVOZgVVV1L41efu1y4XK5ThmlMZvNlJSUZJiDjxw5onfKzc/PZ/z48VitVgYHB9m5c6fer6ayOJcjgwJDwRhuu5nDR4/x320HyLaJ5LstzJ49m8WLF2O329lT18ifnn+LI+39KKqCiEC2w8rF5y7mxqsuQpRMrNtew3NvbKTheBNul5NQMEA8FiN+QqCJooh4QiAIggAiWCSB0opygkmJjkM7UJNxBjpbqZw4DW9hCTaziYsuPJ/zL7xo1POrlXfX19dTX1+vl5JraJ2FAX2QJaCLxnRDsZbu0zo7n2q9kVEdLeqjjVYwMPg8cyYRm6ysrAxhcyry8vKQJOmk6Exvb+9JURyNe++9l6VLl/LP//zPAMyYMQOn08ny5cv5t3/7Nz06+/eAIWwMzlpGRmlEUcRqtY5qDh7ppfk4URqv10thYSGiKJJMJmlsbNRTLhaLhQkTJpCXl0cymWTfvn3U1dWhqiomk4kZM2ZQXV1N/7MbOFTfSNDfSzQho9otTJo0iZUrV+J2u3nhhRd4/fXXOdYzjJA3DqdJIqpaKCv0ctNly7li2QxEQeChx5/k8Rdep+3oYXz9vQz0qignZkyJooiiqIgmCxPmLKT7eD0uu5Vpcxdy6NAh8nLz8KoqAZeTqrEzOFJXi50krvLxRCUr79S14X3hdf7XDVeMep4rKyux2WyEw2Ha29szKipONcdJE37pwid9WXpzQ0CfHaVVsQEZYyq0n9PA4PPOZ1EVZbFYmDt3LuvXr+fqq6/Wl69fv54rr7xy1G3C4fBJBQLp6eC/JwxhY3DWcTpRGji54mlklEZRFHp6evRGe2azmdLSUpxOJwCDg4PU19fr0YXi4mLGjh2L2Wymu7ubHTt2EAwGgVQOfN68eTgcDlpbWwl3NxAaGkBWYHyJl3/8ymqqKiuJx+Pce++9/OEPfyCRSKAIJsbMtTN/xQWIFhuXLp7OhfMn09XVxS9+8Que+p+/EEkoxKMRRMmExWEl7B9GVZW0iIZKT+MRVMDpcuHrasNuEnDKIQqLimi02WhpaiQ3J4evfe2rdItZtB6po6Wjk+deX8/yqWOZOX3aSedPkiSqq6upqanh6NGjGcIm/YL3UcImvQQ+/bOBD0LqiqKc5LkxhI2Bwelzzz33cOONNzJv3jwWL17MH/7wB1pbW7njjjsA+OEPf0hHRwePPfYYAKtXr+b222/n/vvv11NR3/nOd1iwYIGecv57wRA2BmcVqqoSi8U+VpRGVVX8fr/el2a0KE0kEqG9vV0XSTk5ORQWFupzmRobG+no6ABSUYWJEyeSk5NDIpFgx44dHDt2DEjdwOfPn095eTnhcJjXXnuNQ4cOYQbmVWUzb8FCli6ciySK7Ny5k9dff513332XRCJBRUUF0WiUOdVlLJk9hYqCHCzxIe69914OHDhAfX09kVAQi91JAhUUmWjQD3wwiDORSKAokJQVXG43V155FX29PezcuZP25kb6ujq46rKLsTldzJg6hXPOO5//2bwPm30uIVVksLOV/3nqKab//N9GPZcFBQUAGXOetPOnCREt6gIflHlr3Ybhg4oOLa2nDRXVzh+gfw7p87oMYWNwNvFJUqqfJAV7/fXXMzAwwM9+9jO6urqYNm0ar732mj4Cpauri9bWVn39m2++mUAgwO9+9zv+6Z/+CY/Hw7nnnst//Md/nPa+P20MYWNw1pBMJjMqnj4sShOPxxkaGtIF0MiKJ1VV6e/vp7e3F0jdSEtLSzMGVtbX1+uRh5KSEsaOHYvJZKKrq4vt27frN+Xq6mpmz56NyWTiwIEDbNq0SY9EzJo1ixUrVmCz2WhsbGTt2rW0tbXR1NREIBDQZ055vV4uXLGIXGuUFx69n/b2dlRV1ZsBxhMJYolh5GQCecTU61QayoTV4WTc9DkQHKAgP4+C/Dzq6ur0Uu+igvyMyqeL5kxi7/F2xuafwyuP/ZGmpka2bt3KsmXLTjqfWvQkvdEhfCBgtGniGlr0S+tYqnVrBsjOzgZS0RrNszNS2KQPFzWEjcHZxGfZefiuu+7irrvuGvW1Rx555KRl3/rWt/jWt771ifb1WWIIG4PPPSP70mjm09GqZrQZT1pkQRRFPB5PRvVAPB6no6NDFyZZWVkUFxdjMplQFIWWlhZaWlqA1A124sSJeL3ek6I0LpeLRYsWUVhYyODgIG+88YZeKVVQUMCFF15ISUkJw8PDPPfcc+zZsweAjo4OmltakFUBRZCoHDOO6VMn8/bbb9PX1wekIhg5OTl0dHQQiUZJJGXMdifyCcGk/7yAJ6+A/IoxhIeHaKqrwW6RGBwcZNqMmQiSxMGaGuw220mVT+NL8hlfkirftg138Ze//IX/+Z//YenSpSeJRU20jBQ2msna4/FknF/t/Hu9XiCVv08kEno3Z8hMTWn704SNZiY2jMMGZxvGrKgzxxA2Bp8ZvqEQQ/4w+blu3E7bR2/wMRjZPfjDojSyLDM0NKTfHG02G9nZ2RlP+sPDw3R2duqRguLiYrKzs/Up3HV1dfpNubCwkPHjx2M2m+nt7WXr1q36zXjixInMmjULURTZtWsXW7Zs0Yc4Llu2jLlz56KqKhs2bODNN98kFoshCALz5s3D5/PR3dOHO6+IYCzBgcYOkoqKLIiozgLmzZ3DTddcyk//97/S0dGBZHOgyDKxwDBa+klHlAiqEg53EeGoTDDSTjRu4vH/eZZlQZnxS88nPuxj5rSpFE+aQSSewG4xMxSKsONoM/5IjKnlRVx66aU888wz9Pf3MzQ0pHcO1tBEYHq6CVLhbCCjv41WieF2u3VBqUVw0j+P9P4/gD4IEz4QNukpR0PYGJwNGNO9zxxD2Bh8JrR09PPy+v0MDocoLvRw9UVzyMtxf/SGp2DkjKcP60sDmQbh0WY8KYpCV1eXnjqx2+36FGot5dPQ0ICiKJhMJiZMmEBBQQGyLLNv3z5qa2uBVEpr8eLFFBYWMjAwwOuvv65XSlVUVHDxxRfj8XhoaWnhmWee0V+rrKzkmmuu4eDBg+zdt4+hoUF8A/1YHS5yx7qwZHkpnDiLLG8+tTV7+drXb6fx8H76+vqIxeKgKif/0KKIraAcVU4S9g+D1YVkdWD15NIz2Mf6jZsonb0Em7eMqF+g/d2drJg6jjWLZ7HxUAMHW7qwmU10DAxz3dJZqQGcfX309PScJGwGBgaAVBlpOlqEKt1QrHmSSktL9WVaCby2fTKZ1MWS5sNJL/3+OD1tDAw+jwjCJ4jYGLomA0PYGHwm1NS30z8YYFxFAQ3NPTQ09XxiYaMoCrFYTE9DSJKE1Wod9YldVVUCgYAeSTGZTOTk5GSULUajUdra2vRITl5eHgUFBQiCQDKZ5OjRo7rXJjs7m8mTJ2Oz2RgeHub999/X0y1jx45l3rx5mEwmdu/ezebNm0kmk1gsFlatWsWMGTMY8gf57UNPsP/AfpyijNPhYM7Sc5g8ZQp5hfls2/Yggz4fbk8uAf8w9vxSFq+6iLu/vJo39hyht6GG3W+/TFdHG2H/EKigKDIjEe0uJKsdOewHRUVJxrHnlxLpsCIHBzFZLFi9RUSSKuFghGA8STCWICkrXDhzEn3DITwOG/nZLo53DxCMxigsLNSFzaRJkzL2pwmb9Cm/4XBYT51pHVEVRdHFnCZstGnp2rmHD6I1NptNj86MrJBK99cYwsbAwEDDEDYGnwk2qxlFURnyhxFEAYvlk/3qjTQIW63Wk3orpK87NDSkR3UcDoc+7gBSN8ahoSG6urr0/jJlZWV6Gbff76e2tpZoNIogCFRVVemRh4aGBvbs2YMsy1itVhYuXEh5eTl+v5/XXntNryaoqqri4osvJisri5pDh/nlw8/S7Y8BZuZOGMeChQuoa+tj//od7Nv4GnXb3yUYDCKaLWTnFTJ7xYWUVVay82gb69ato+b9twn1toMgoZxyAraAzenClF1ApK8dQRIJdzVjLyzDO3MpXiHBormzGHTkc6y9i5Cc6vfTPxzEYTEjiAKTygp4r76J4e4ByrzZFHmydB/NyPlO8XhcTzkVFRXpyzWvUUFBgV7C3dPTQzQaxWKx6OkpbTCo2+3WU1ma0NH8NrIsZ6QQ049DEATDOGxw1mCkos4cQ9gYfCbMnzGGgaEgPX1+5k2vYmp16UdvlMZoBuFTlXFD6ul+aGhIbxHu8Xgy/B+yLNPV1aXfQF0uF6WlpZhMJlRVpb29ncbGRlRVxWq1MmXKFLKzs4nFYuzYsUNPsRQXF+vdgQ8fPszbb79NLBbDbDZzzjnnMGvWLKLRKE8//TSbt+2iN2oh121n6rTpWBxujnT009PZxuY3Xqbp0D5EOYbT6WTa3AXkjp/JkhXnsLWumRdeepHmHRuIDvcjh4OnOEsCCAIWbwEWmx1RULA4XZhzCogO9JDw+8ifs5xZ48r49R3X89ruQ7ywXeJAYxuKqhJPxDGbJaKJBEsmjcFiNrHjWCtxVaapz6dHpjTDr0ZjYyOyLJOTk5MRsTly5AiQ8hulrwup1JskSaiqqntuNFEUj8f1CFt6hRSkPFQjZ0adStgaGHweMYTNmWNcEQw+E7KzHFx32QLiCRnraUZrFEUhGo1+LIPwyNST2WzG4/F8aOqpoKCAvLw8BEEgkUhQX1+f4RmZOHEiZrOZvr4+3nvvPcLhMKIoMmvWLCZNmkQ8HueVV16hrq4OSImdyy67DK/XS11dHX/5y18YHh7GJApUj6kiv6QcVRSQYyG2bd/B0brD9B47TDIe4YJzV9Hb3cWsmbPw503kL5t20+8P0d/RjpxMYHJkIUeCJ3mEAczubASTBUGRiQYD2OxuVEEiNtCbKvf25GGWJKIJGVmRuWLhDMxmE92Dw3T19qFE/WRLRUQTSQYCIWrauhgKhXHarLx7qIEOX0oEposXQJ8qXl1drX8m4XCY5uZm4ANhk0gkdEE4duxYAP2zEgRB74Wj+ZycTqeehhrZ0C996rchbAzOKsQTX6e7jYGOcUUw+MwQBOG0RU166kkQBCwWyylvZLIsMzg4qKeeRvamgdRNs7Ozc9TUUyAQ4PDhw3rqady4cboPpLa2lv3796OqKm63m6VLl5Kbm0tXVxevvPIKQ0NDCILAkiVLWLx4Mclkkueee473338fSAmkL33pSwj2LDbvP8rm7TtpPVZHR0cnnUcOIiRjiEqSusOHKSkpxpuby+bDdbQeP0LM7yM20EU8EoREDEZpXy6KEmaTCXNuEZG+DhBF4uEA2RXjEC02TNlessdOxu2wkp/t1t8iEI0xpiSfSDSE3xdBHuqnfWCIncda2dPUjttupdws0djVy0BMJlsQMiqcVFWlpqYGgAkTJujLDx8+jKqqFBYW6hGe48ePI8sy2dnZujjSjMT5+fmYzWZUVT2pRDzdJD5aGsqohjI4qxDU1NfpbmOgYwgbg79LTjf1FIvFGBoa0queRqaeRo5FcDqdlJWV6SKpq6uLo0ePoqoqNpuNqVOn4na7icVibNu2Tb8BV1ZWsnDhQkwmEzt27GDLli0oikJWVharV6+mtLSUtrY2nnjiCd1wPH/REhYtX0lBTjYN9bW88uJzdIdkwlI2CaWd3GwX3uLJdByrQ7G7GXaV8uSWA/j6+xg8eoBkJEgi5AdFAWV0X43dnYVkNqPKCSSbE2tuIbGBHlSTFe+spUiiiNViwm6xUFHgwWWz4o9EGQiGWDihEmV4gL1dbWTLEWraukAQGFvgZefxVlr6BxGTCUJWJ5PLizLGILS1tdHX14fFYmHatGn6Z7d//34gNf1bO/9aamrChAkIgkAsFtPPUVlZGZDyNSWTSSRJ0v016aXkI6d+p3cgNjA4KxBOfJ3uNgY6hrAx+LtjZNXTR6We0hvujVb1pKVAtHRGetWTLMs0NDToPg+v18vkyZMxm80MDAywZcsWQqEQoigyb948xo8fTyQS4cUXX6SpqQlIpVouuugiLBYLb7/9Nq+//jqKopCdnc1Fq6+itjfMU+/sovnYEfqP7GfQlIXbbsMSjdAzPEjUHyAQbiCJCbO3CtFTBopMItaKqsiIVhv4faco6TYhWCwgCiQTSSwmC4IpSmygB8FkorC0DJfTTkxO4rBZsFpN9AwHGApFyHLY8LocvHvoGF1RGZQkcjiAWZIYTETwupzkuBwUZrsJtB5nWJQoG5vZxG/37t0ATJs2Ta9WamlpYXBwEIvFwpQpUwDo7OwkGAxisVj0NJQWOUufSKwJT6/Xe2J4p6J/bpoBWVE+mH9lpKEMDAxGYlwVDP6uOJ2qJ0VRGB4e1o2ldrtdb6anEQ6HaWtrI5lMIooiZWVlel+UaDTK4cOHdVE0ZsyYjKqn3bt3oygKLpeL5cuX4/V66ejo4KWXXiIYDGIymTjvvPOYMWMGfr+fP//5z7rfZObMmVx51dW8urueTXtrGWg+wlAkQZZkYcrECQz7+nn7nVcJhSMoiQRWVx6uygk4yieiSgKh1mME2o8T8/tSkZrRRI0gYnK4cBaVk/B1IUoSsdAwjuIxSDY7Fk8uanEVcVnGZjITS8rEg2EaewZo6R9k9phSPE4HbruVuMNCtygQVkXOmTKejbXHiCWTnDN5HN3DfvZ39SEqMnOnT9V3H4lE2LVrFwBz587Vl2vLpk6dqvcBOnz4MADjx4/HZDKRTCb1KJgWrQmHw3p0RuuTo82akiRJ99ukR/GMaiiDsw5RTX2d7jYGOoawMfi7YGTDvY9KPSWTSQYHB/WbXFZWVkbrfc2roZUhW61WKioq9Jvj0NAQhw8fJpFIYDKZmDJlCl6vl2Qyya5du/TqnbKyMhYvXozZbGbXrl1s2rQJRVHIycnhqquuIj8/n/r6ep588kk9InHNNdewYMECXt1+kL+8uYnWviEsCmTZbJx/3nlIVid//s//i3+gD0tWDrKcwJJTgKtyEkgmgi1H6Nv9Ngn/IGoywahOYcmEvbgSNREnkUygmO2YcnKRBweQbHa8s5cCApJJwm41I0kCkVgSSRSIJhK8e+go1cV5JGWZUm82weYGUFVKyisYW5hLeZ4HWVEQBYEn172FPeSjKMvJsrmz9EPYunUr0WiUwsJCva9NV1cXTU1NCILA/PnzgVSn4f7+fiRJ0tfr6OggmUxit9t1z47W80YbRKpF4yCVOhQEQZ/cDka0xuAsxUhFnTHGlcHgb87IidwmkwmLxXJK70R6KbcoiuTk5OiCBU7uIpyVlUVpaSmiKKKqKh0dHRw/fhxVVXG5XEydOhW73U4oFGLz5s34fD4EQWDmzJlMmTKFeDzOyy+/rHtEJk2axEUXXYTJZGLdunW8/fbbQGoQ5k033URBQQHHG5v47ePP0h9OICBhzcph1eKZtA5HaNi3hZajtSQiQRKRICanB4snH4TUf8f4cD9yLIogCqgniRoBs7cAVVFIDA8gmq3Yy8YS624lPjiAYDJh8nhRUBABRZGwW8zYLWai8SBuu43xxXkMR2I09/mYWl5Mu2+Yxr4BxFiEBVNTFUxmScJ8ws/SeWgfWVE/l1x2gS40k8kkmzdvBuDcc8/Vl2/btg2AKVOm4PF4MszF48ePx263k0wm9eqoyspKBEEgGo0SDKbK2LUmfdrvhCAIuq9HlmW9Os4QNgZnJYZ5+IwxrgwGf1NGlnJbLJaMKdDpjPTTmM1mcnJyMrrOajdNLaVRWFhIbm7uiSnXCkePHtX9NAUFBUycOBFJkujp6WHLli3EYjGsVivLli2jqKgIn8/H2rVrGRgYQBRFzj33XGbPnk0gEOCPf/wjx48fB2DJkiVceeWVmM1m3n77bf706OP4pAIUyYYrKwtvVhZWi5n3NrzC8e3vEonGsOYWkwgOYSssw1ExjmDbEWJDfUT62pHj0VQF1EgEAWtOPonBPuRk6kHNXlCGs6iCuH8AiycPZ+V4VAQUVSGZTOCwW1k+aSx7Gttw2ixUFXiJJWXMksSE4nzUWJSnflODJRJiwayZGbvr6OigpqYGQRBYuXKlvnzr1q34/X48Hg9z5szR1z127BiCILBo0SJ9WV9fH6Io6n6b9vZ2PVqjlXhrJuKsrCysViuqqupCx+FwZAgqMEzDBmcxhrA5YwxhY/A3Y2Qpt81mO2XqSVVVhoeHM/qZjPTTRCIR2traSCQSiKJIeXm5PkAxHo9z+PBhvSHf2LFjKS8vRxAEjh49yu7du1FVlZycHFasWIHL5eL48eO8+uqrxGIxXC4XV111FSUlJTQ2NvLoo4/i9/uxWq1cf/31zJ49m2AwyO9+9zt27txJQpAoyMtGtnuAVApl7bPPcGTzm8QjYeRoGJMkYc3OxV01hXDbcXw175MMBUgEh0A+eUwCgoBkd6LKyVSkpqiCmK+HpH8Q79xlIIIgijhMZkyCjK+vD1lOkJQL2XW8lcUTKnHZbEQTCWZUlDKuMBUZ2b9jK0JwmKlTplBYWJixy1dffRWAefPm6SIkFouxfv16AM4//3y9qeGGDRuAlJE4NzcXRVHYt28fkIpyORwO4vG4Hq0ZM2YMoigSDod1sartIx6PZ5TtQ0oEa1G9U4lfA4PPPUYfmzPGEDYGnzmj+WlsNtspn8BH9qcZ6aeBVJlwe3s7qqpisVioqKjQq3SCwSA1NTXEYjEkSWLKlCnk5uYiyzK7d+/WW/9XVlayaNEiJEli69atvPfee0BqptGVV16J0+lk8+bNvPTSSyiKQlFREbfccksq9XT8OPfddx99fX1IksSXb7iBDiGbt/YewWkxcbSxiebG48iKiqOkimhPG868IhzjZ2Irr2awZltKsFht4JcZzVcjmMwIJhOi2YKSiBEb7EGQTFi8eanQzYlNFFSSgojkykKJxxgKhSjL9XD9olnkZblJKjKWtDTOm2++CcDFF1+csT+fz8eWLVsAWL16tb588+bNBINBcnNz9cjM0aNH6ezs1KeXQ2qkgib+pk5NmY6bm5uRZRm32617a7Rojcfj0aM1mtBxOp16RE77/CVJMkzDBgYGp8QQNgafKafrp0kkEvh8Pr0/TU5Oji5YtPfr7+/Xb45Op5Py8nL9Ztjf309tbS2KomC325k2bRpOp5NYLMaWLVv0OUWzZs1iypQpJJPJDD/N7NmzOffcc5Flmaeeekovb54zZw7XXXedXuL9yCOPkEwmKSgo4Nvf/jbjxo2juXuA/bVHeK+mnuHuFmKBIVQ5SXyoD4szi5wp8zCVjmG48QiB1qNEfb2gyKM34LM6QJIQJROJkB9n2Vi98sk1ZmJK2Jxoqx5NJk9MCJYQrRaGo3ESqkJNRw/nebKwiB/8t6+vr6e+vh5JkjjvvPMy9vnCCy+QTCaZOHGi3nzP7/fzzjvvAHDJJZcgSRKJRIKNGzcCMH/+fL3/z8GDBwGYPn06FouFYDCoD8AcO3YsgiBkdB7WhE4sFhs1WqOloYxojcFZjZGKOmMMYWPwmTGyP82H+Wkg0yQsSRJerzfDMDrSJOz1eikqKtKrZ9rb23UPjMfjYerUqZjNZvx+Pxs3biQQCGAymVi2bBmlpaUEAgFeeOEFenp6EEWRCy+8MDWRe2iIhx56iPb2dkRR5IorrmDFihUkEgnuv/9+3UQ7b9487rzzTkwWKy9vP8BTL75K7bEWhoeHGKzdlUovCQIWTwHusVMQS8YSaDnKwM63iQ31p0TNKAgWK9b8YtRkHFteEbGBHiSrjdw5y05UUIwQhQInjMcCqCZEARwWMw3d/SyfOIZQLI5JknDbrDzxxBMAXHDBBXqJNaR60WgC5oYbbtCXr1u3jlgsRnl5ObNnzwZgx44dDA8P43a7WbBgAQD79+8nFouRnZ1NdXU1qqrqkbG8vDxycnJQVVUXll6vVy8NHy1aY5R4G3xhMKqizhhD2Bh8JsiyTCwW003C6V1kR6KqKuFwGL/fD6QEUE5OTsYNLZlM0t7erpcDFxUV6W36FUWhoaFBL/UuLi6muroaURTp7u5my5YtxONxnE4n55xzDh6Ph87OTtauXUsoFMJut3PVVVdRXl5OU1MTDzz0MO1DUSw2N9/48rUsmjOD3t5efvOb39Dc3IwgCNxwww2sXr0aURRZ995OfvHnvzAciZHIyiNUu5dEYAiLJx9BBYu3EFfVJEAlOthPIhY5pagR7U4kqx1zloekfzDVeC89/TTigpY6RQIqoJ54TZBEBoJhcp0O3m9opqa9C5MkMTHbqftivvKVr2Sc/0ceeQRVVVm8eDGTJ08GUmmknTt3ArBmzRpEUWRwcJAdO3YAqeooi8XCwMCALmLmz5+PKIr09vYyNDSEKIqMGzcOgMHBQT09qEVrotEoyWQSQRB0f5SWugRO2ajRwOCsQfgEfWyMiE0GhrAx+NRJNwl/VH8aVVXx+/16VdNoJuF4PE5LSwvxePykpnvJZJLDhw/r84bGjRtHWVkZgiDQ2NjI9u3bUVWVvLw8Vq5cic1m48iRI6xbt45kMkleXh5r1qwhOzubXbt28fT//IXmqAnV7qFqyhRq+0OY9h3ggf/+LcFgkKysLO6++259nMCbb77J//3tHxj2lKO4coh0tRLp7UCORYj0tGJ2e7B4cpFVmUBzPcP1e1FC/lOeOzWeStuZXG6yxk8lPjSAxZuWfkpXNgKIkojNZCKhyEQTMgggqyoOi5npFUW8dvAITquZcCzOH196FQVYumSJLjYA3n//ferq6rBYLLrgSSaTPPPMMwAsWLCAyspKVFXlrbfeQpZlqqqqmDBhAoqi6EKnqqqKwsJCksmkLnQqKir0km8tfZifn69P+k6P1mi/I5qoEQThlGLYwOCswYjYnDGGsDH41BhpEpYkCavVesonbq2pniaC3G633phNIxKJ0NraSjKZxGw2U1FRoc+Eikaj1NTU6CMQpkyZQl5eHqqqcvDgQb2fSmVlJYsXL0YURXbs2MGmTZuAlAi6/PLLMZvNen+ahCqQnV/EgrlzsNut7Npfw2v7NmOS44wdO5Z77rmHvLw8EokE9913H2vXrkUxWXGWTyVsshMb7kcwmbEXVRAf7MeWX4qjsppQ61H6t7xGMjg0+skTTQgmE1ZvPkosimR14B4/mZR60U7YiS8BBEkAFWRFRUYlLisIopiy3kgiMTlJ11BA366vr4+Gow1YgFtvvVXfbTAY5LHHHgPg6quv1nvKrF+/nq6uLpxOp24kPnDgAC0tLZhMJs4//3wEQdBFpcVi0cvAGxsbicfj2O12ysvLAejp6UGWZaxWqz4kMxQKIcsyoijq3pr0aM2HebEMDM4aDI/NGWMIG4NPhZEm4Q+b9wQnVz55PJ6MYYuQmr7d3t6OoihYrVYqKyt1j04wGOTgwYPE43HMZjPTp08nKysLWZbZuXOn3kl46tSpzJw5E0VRePPNN3WD69y5c1m1ahXJZJLHHnuMAwcOAHDR+ecSySqhtrWbmq076ejqwiU6WT57Dj+8+y4sFgv9/f386Ec/0vu93Hrjl2m3F/PIM88SHehFTcSRAVOWB+fYyUiCQHLIRzIWGfVciFY7SCZEU+p8mZxurLl5J15MW/HEk51+TgUBBIgrCqhJVFXAZDbhsloxm0x0DfuZXVnCgdZOdu3YjsnXy+rLLtNTTQBPPvkkfr+fsrIyXcB0dHToTQjXrFmDy+VieHhYT2OtWLECr9fL8PCwLh7nzp2L3W5neHhYNwxPmDABSZIIh8O6L6qkpESf2aX1rXG73Ua0xsDA4BNjCBuDvzqqqhKNRj+2STiZTOLz+fQusyMrnyDlx9BukCMrnwYHBzl06BCyLONwOJgxYwY2m41EIsHmzZvp7u7WW/xXV1cTj8d56aWX9Nb/5557LnPnziUYDPKnP/2JlpYWJEni8quuQcnKw9/vo6lmD909PkRRpGrSTPImTyEUT6VYfvCDH9DnG8RUUM6Xv/xV5s6bxQu//i0D+95DSSRQBbDm5OMcOxFUlc4Na4n1dUEyfvLJEEQUOYmoqtjLx2AvKseSk4dr3ETdJCyMSD8hpqI1SKnvVVQUOYGIiMVkI9tuJT/LSbbDxjmTxtG4ezvBAzvxOOzceeed+lvV1NToYuW2227TZzo99dRTKIrCjBkzmDVrFqqq8vrrr5NIJCgtLWXOnDkoisK2bdtQFIWSkhLGjBmDLMt6dVlRURE5OTkoiqJ/jh6PRx9sGQgEUFUVk8mkC1ojWmPwhcRIRZ0xhrAx+KsyspPwh5mEIbOce7TKp5Hl3NnZ2ZSUlOhP9L29vdTV1aGqKtnZ2UybNg2z2UwkEmHjxo34fL6MyqdQKMRzzz1HT08PJpOJ1atXU11dTV9fH3/4wx/o7+/H4XBwyy23UNMXZueew+zbu5ewfxizycTyxQupHltFl8/P2nVv8IfHnyQmubBNnkDV5Gns7w/y0I//nYZtG0kEA9iLK4gN9mLNLUASzfS8/zqJof5RS7oRRCS7E3OWByUWxVZYRu685ae+oYuANOI1FVRVAcmE02plfnUlY/O8jC/MY2n1GNra2nj8oT8hyEm++c1v6pVQgUCA+++/H0g13dNmOr322mt0dnbidDpZs2YNgiCwY8cOWltbMZvNXHLJJYiiyMGDBxkYGMBisbBw4UIEQaCpqYlwOIzFYtE9PP39/bphWGsGGI/H9caL6X6qeDwl/ERRNKI1Bl8cjCGYZ8xpC5vNmzfzy1/+kj179tDV1cXatWu56qqrTrn+xo0bWbVq1UnL6+rq9IunwdmBLMv6pO2P6iQMqX4lg4OD+pO61+vNuIFp5cADAwMA5ObmUlhYqN/42tvbM0qIJ0+ejCRJ+P1+NmzYQDAYxGq1smrVKnJzc/H5fDz77LMMDw9jt9tZs2YNJSUltLS08Mc//pFQKITX6+Uf//EfycvP55kdr7J3xzaS4QBmZzaXrFxO83CYN/bVE/P10lSzh6SnGIu3gIjZxpGeAULNR2jZ+g6JUIBkOEC4qwWz0409t4DoYD/JkP8UokZINeAzmxFEAZMrC2teAYIoZD6NCR+srz/ZaT4bUYQT3XklVOaOr+Lfr70Ut92mfz7f//nPicfjzJ8/X081qarKH//4R3w+H8XFxXz1q18FUhPOtf40119/PVlZWfroCUhVQXm9Xvr7+zl06BCQqoJyOBwMDQ3R3t4OwMSJEzGbzUSjUfr7+4FUpZrWsVjrBm232/WZX+l9a4xojcEXCiNic8actrAJhULMnDmTW265hTVr1nzs7Y4cOUJWVpb+vVbeaXB2MLLy6cM6CUPKBKz5LEYr59aGVWo3vcLCQt3Iqqoqzc3NtLS0ACmfRnV1NYIg4PP52LBhA9FoFJfLxapVq8jKyqK7u5vnnnuOcDiMx+Ph2muvxev1UldXx8MPP0wikaCsrIzbb7+drKws9u/fz7a33yCEFZcnn0tWrWD+lHF0vr+fwY5mOjo7wZlDfkk5IdFMOBIjnpTxdXWgyEnspZWEO1qwePLwTJ1LQpYZqtuLGh9l/hPoQsVeXIa9uAKrln7STsnICqiMbVN/SSIkkqkGf0U5HspzP5ijlVQUnnjyKWpqanA4HPzwhz/UP5+3336bnTt3IkkSd999NzabjUAgwBNPPIGqqixatIjp06cTj8d55ZVXUBSF8ePHM2PGDBKJBO+//z6qqlJVVUVVVRXJZJL6+nrggzJ8VVXp7OzUB49q14JwOKyXd2uVbfBBtEaSJCNaY/DFwjAPnzGnLWwuueQSLrnkktPeUUFBAR6P57S3M/j7J5FIZNyIPqzyCVLiWOtRY7PZ8Hg8GesrikJbW5tuJi0tLdV/d7RGbx0dHUCqpFibEN3T08OmTZtIJBLk5OSwatUq7HY7ra2tvPDCC8TjcQoLC7n22mtxOp3s2bNH949MmjSJm2++GavVypYtW3jggQewywrjJ07jmmv/gUkVJdQ2t3Ngz04G25qQ7G7mzJlNW0QmPBRAAGRVIRkJkwgFSUYjmBwucqbPB6D33ZeQg8MnnwwxM/1kLyonb/7yNJPwh4gZ/UtIGXCTcVAVLGYJT3YWBVkuHBYz7YPDPLXpPZ55ZxNCbgH/67ZbKCoqAqCpqUmvgvrSl77EmDFjUBSFxx9/HL/fT2FhIVdddRWqqvLmm2/i8/lwuVz6+IUdO3YQDAZxOBzMn5/6WRsaGohGo1itVsaPHw+kUlCRSARRFDMMw1p5t9vt1gWMLMu66Tx9aruBwRcCY1bUGfOZnY7Zs2dTXFzMeeedpxsUT0UsFsPv92d8Gfz9oVU+aaLGZDJ9ZDl3+ufpcDhOEjXJZJLm5maCwSCCIFBRUaGLGkVRqK+v10VNdXU1VVVVCIJAe3s7GzZsIJFIUFBQwPnnn4/dbqehoYFnn32WeDxORUUFN9xwA06nk02bNvHEE0+gKApz587ltttuw2q1sm7dOv77v/8bWZZZsWwpv/z/fZ/l0ycQDw7zX//+bwx2tiNl5XLeqlV87dLzGF+cj91qxm4xE2qsI9zVjChJoMg4ysbgGjuR+NAAcjg4+kk0WVIpKOFE+ik3Py06M8p5PNFVWBBTYkb7GwFUSUIQoMDrIdftZE5lWUqQ1NTy8jvvoqgqZXPmM3d5akp3OBzmvvvuI5FIMHfuXC677DIA3njjDRoaGrBYLNxyyy1YrVYOHDhAXV0dgiCwevVqHA4Hx48fp6WlBUEQWLZsGRaLhe7ubr2b8JQpUzCZTEQiEd0jVVxcjNls1lNQqqpiNpt1E7Gqqhm/T0aXYQODT4/f//73jBkzBpvNxty5c/U082hs3Lgxdc0Z8aVFZ/+e+NTNw8XFxfzhD39g7ty5xGIxHn/8cc477zw2btzIihUrRt3m3nvv5ac//emnfWgGZ8DplnOPnM49Wo+aRCJBS0uLbi6tqKjQb3iyLFNbW6v7bSZPnqybT5uamti2bRuqqlJWVsbSpUsxmUwcOnSI119/HVVVqa6uZvXq1UiSxOuvv85bb70FpEqVr7zySgRB4KmnnuLFl19BBC699FK++tWvIooix44d47vf/S4DAwOUFpdy49fvYHtbH3/auIP+4SCJZJzeuoMM1u5FDgexl1YRH+hFtFjp2bqe4cN7Ru8sLIqpcQfF5diLT1Q/jZ+UOSIh/Z/a8hGGYYtZJBYOgSDgdTko9GQzriCXhv5+9rV38Nxb6wkHAuQ4ncydP5+EoqAoCg888AA9PT3k5eVx55136n1otMnd119/PYWFhXR1denjFVasWEF5eTmDg4P63KyZM2eSn59POBymoaEBSEXSsrOzURRF99pkZWWRnZ0NpHoOaanLdMNwMpnMqKYzMPjC8Rmlov7yl7/wne98h9///vcsXbqUBx98kEsuuYTa2loqKipOud3nwVbyqQubiRMnMnHiRP37xYsX09bWxq9+9atTCpsf/vCH3HPPPfr3fr9fb+xl8LdnpKixWq0ZlUyjrT80NKQbi7Ozs3XBopHeTdhkMlFZWak33pNlmUOHDjE4OJjReA9SE6S1Trdjxoxh0aJFiKLI/v37dfEyffp0LrroIgRB4OWXX9YNsZdccgkXXHABqqryXw/+kVd2HEB25HPRkgV8+StfQhRFDh06xD/90z8RCAQYP348v/71r1l3uJmjXb34ghGGIlECDbUMHtxBMhQgGQ4S6WjB5HIT6W4j2HCY0SZ1I0pYC4tRYzFsRWXkzl+RmV7SEIRMe81I3ShAPBZDFcAiipQWFLBsfBWSJHK838eRQzX0DAwgWqwsOvdcppaVUOrJ4vnnn9d9Nd/+9rdxuVz09PTw+OOPA7Bs2TLmzJlDKBTixRdfRJZlxo8fz4IFC4jFYmzevBlZlikpKWHKlCnIsszhw4eRZZns7GwqKysB6O7u1j/T4uJiPQWleadcLpfeCiA9WmMYhg2+sHxGwuY3v/kNt956K7fddhsA9913H2+++Sb3338/99577ym3+zzYSv4m5d6LFi3Sh++NhtVqPamPicHfByN71HyUqFEUhaGhIf3pfLTGe7FYjJaWFhKJBGazmaqqKv1pPZlMcvDgQfx+P6IoMn36dL1Eub6+nj179gCptNT8+fMRBIFdu3bp6c45c+Zw3nnnoaoqzz77LNu2bQNSXXVXrFiBLMs88MADrNt1iJjZzvxZM4lm5fL0e/sY7uvi2T89QCIQYNq0afzqV78iKyuLaOIoA4EQw9E4iqoQ9/tQ5SSOsirCHc1YcvLInj6frvVrOUnUCCKi1YpotSGKEoKWfhLJqHjKuKWneWdFUUD54M0AGTmcGuZ56cJZXDlnBi6rlaf3HKCjs4NDe3aDw8XXLz6f1eeeQ1G2m107dvD8888DqX411dXVhMNhHnroIWKxGGPHjuXKK69ElmVeeuklAoEAOTk5eqpq69atBINBXC4XS5YsQRAEjh07RigUwmw2M2XKFARBwO/366MtSktLM6qgtBSUNg8KMsu7P+x3ysDgrOYMPDYjbRunupfG43H27NnDD37wg4zlF154IVu3bv3QXc2ePZtoNMqUKVP43//7f49a9fy35m9y9di3bx/FxcV/i10bnAGn26NGURR8Ph+JRAJBEPB4PHoURiMajdLc3Iwsy1gsFqqqqvQn+EQiwcGDBwkEAkiSxIwZM/RUxqFDh/TuwJMnT2b27NkIgsD27dv1adsLFy5kxYoVqKrK008/ze7duxEEgeuvv56FCxeSTCb57W9/y44dO1AcecyZNZvZ0ybxds1RjrW2U7tvD6ozl8UTq/n5z36GYkp5QyrzvPij0VTVtqoixyIkw0Hk9giS04U1rwjf3vdRQoGTT4oAZnc2i0uXUiS48eXaaR9foV+YPugirH2lfy+gCuoHy1RQZRAlE8unTOJ7F5+Loqo8f+AQnf197G9qRs0rYklVGTdfsRqHxcyxY8f0fjWXXXYZq1atQpZlHnvsMfr6+vB4PNx8882YTCbWr19Pe3s7FouFa665BqvVysGDB+ns7ESSJJYvX47VaqW7u1sfODp58mSsViuJREJvxJebm6sLmEgkMmoKSpZlo7zbwADOKGIzMrPx4x//mJ/85Ccnrd7f348sy3o6X6OwsJDu7u5Rd/FJbCV/K05b2ASDQb13CKT8Dfv378fr9VJRUcEPf/hDOjo69EqL++67j6qqKqZOnUo8HueJJ57g+eef158YDT4fpIuaj9OjZqSo8Xq9J3km0kWNzWajsrJSf1KPx+McPHiQYDCI2WxmxowZejlwTU2NPgph+vTpTJ8+HUEQeP/993n//fcBWLp0KUuWLEFVVZ566in27NmDKIp85StfYc6cOSSTSf7f//t/7Nq1C0mS+Mb1V9OVNNPUM0A4EOD4vp0Qj1E2fgJzLrmAn7+yEYtJYmpZES+8/CrJmIpothJqPkqkoxlBklAVBZPTzXDtPpKBoZNPismEaHOwIHcWV1rmYlYgGYCNvQINxUJmKkoccWPX+9YI+k1fRUEQBXLy8pgxrgqv08GRnj5ae/s59v4WBFGiuKCA/7jzdhwWM729vfzyl78kkUgwe/ZsvvKVr6CqKs8//zxHjhzBYrFw22234Xa72bNnD/v27QNSAig3N5eWlhZ9ZMKCBQvwer0EAgGOHj0KpGZweb1evapN+1wLCgqAVPRNe6J0u90ZKShN7JhMJqO82+CLzRn0sWlra8vwv3xU5mPkA4R2fR+NT2Ir+Vtx2sJm9+7dGaEnzQtz00038cgjj9DV1UVra6v+ejwe53vf+x4dHR3Y7XamTp3KunXruPTSS/8Kh2/wWXCmoiY3N/ekkQqRSISWlhZkWcZut1NZWanf0OLxOAcOHNBTGzNnztSf+NNFzcyZM5k2bRqqqvLee+/pIdQVK1awaNEiZFnmqaeeYu/evYiiyNe+9jVmzpypD6zcs2cPZrOZe+65h9mzZ9M7HGTj++/zyo5NKDY3ZRPGsGDBAjbWNRKOJwjFE7y55yDBwSDYnYRajjBYs5NkKJDqW9PeTKjlGEo0POp5MdmdzMuexgXmGeSEVY6UCJQNQl4QGiRONNpLb8gnnJgFdfJ7qaoCioLLbGZaRRmyCsFYDCkRZ9uGdwmKEtnZ2dx17TW47XZCoRC/+MUvGB4eprKykrvvvhtRFNmwYQPbtm1DEARuvPFGSktLaWxs5N133wVg5cqVVFdX4/P59DTepEmTGDt2LPF4nEOHDqEoCl6vl6qqKiA14FIr7S4vL0cURd1npaoqFotFH3IJqcicFgU0DMMGBp+crKysDGFzKvLy8pAk6aToTG9v70lRnA/jo2wlfytOW9icc845+kVoNB555JGM7//lX/6Ff/mXfzntAzP4++B0RY0sy/h8PpLJJKIo4vV6TxI14XCYlpYWFEU5SdTEYjEOHDigt+KfOXOmfhNMn9A9a9Yspk6dCsD777+vi5qVK1eycOFCFEXhySefZN++fYiiyE033cSMGTNIJpP853/+J3v37sVsNvO9732PmTNnAtBw6AC/+/efY1JU5q84l8UXX8T6mmN0DPrxuhx0DfhIxOJgsRDtbGFgz3skg36SoQDBxiPIkRAoCqMh2p0sLl3CFdJM8nGTG4JJXSqDLpGBbHFEhGZkOiptsQqqVjUkClQVFeB1OZAEkUg4ws9//GOCvX14C4v4/o1fZtnkicTjcX7961/T3t5OTk4O//Iv/4LdbufAgQO88sorAFx55ZVMmzaN3t5eXn75ZVRVZfr06SxYsIBIJMKmTZuQZZni4mJmz56NoijU1tYSi8Ww2+1MnjwZQRAYHh7G5/MBKV+NJlSCwWBGSlJ7KlQURZ8H9VH9jwwMvhAIfIJU1OmtbrFYmDt3LuvXr+fqq6/Wl69fv54rr7zyY7/P36utxHDoGZyST0PUaJEaRVFwOBxUVFScFKkJh8NYrVZmzpypV0/V1NSMKmq2bdumi5pVq1Yxf/58FEXh6aefZt++fUiSxE033cT06dORZZnf/va3uqj5l3/5F6ZPnw7Ajp07+dcf/YhkMsl5557L1+66k28//jLdw0FkWabf709FFqIRrDk59L63nvjQANbc/FT7/1Dg1KLGYmVJ5XIuy19GwRDUlwhM6oSuHNgxUUqloSAzWpMRuPngqqWesA4LqsKEslKSqkLH0DALKsr46Y9/zKFQGHPlGM679BLKiwqxiCK/+c1vqK2txW638/3vf5/c3FyOHTumdxZetmwZK1asIBAI8NxzzxGPxykvL+fCCy9ElmU2btxIOBzG7XazbNkyRFHk6NGjDA0NIYqiPp8rGo1m+Gq0J8dYLKY3W8zOztY/7/QUlNFh2MDgBAKnbx7+BM8D99xzDzfeeCPz5s1j8eLF/OEPf6C1tZU77rgD4HNtKzGEjcGopM99+jgjEkaKmtzc3JMqWyKRCM3Nzbqoqays1IVSuqixWCzMmjVLr546fPiwnn6aPXs2U6ZMAVJdb7WGUitXrtRFzbPPPsvu3bv19NP06dP1vi07duzAZDLxve99Txc1r258j5/d/yeSueUsqq7kJz/5CU9vP0BfIITDYiYQSZJUVFQ5iTMvl/4jtUS621CiEcLtLam6p8Qok7oBLBYWFMzjSmkWBUPgDcKkzlSkZsdEE0dLT1zB0h7QhPQ/hA9eU1FRVQVRhSKvB9Eskm9zICsKLz3/LLVHjiBVT+Tqiy9CcjjZ2dLKu889q6fcvve971FVVUV7ezt/+tOfSCaTTJ8+nauvvppYLMazzz5LMBgkNzeXq6++GkEQeO+99/D5fPrMLYvFQkdHhy5gpkyZgtPpRJZl2traUBQFp9Oph7NlWdZHZ9jt9oyKuJE9a4xojYEBn1m59/XXX8/AwAA/+9nP6OrqYtq0abz22mt6q4bPs63EEDYGJ/FpiZqRkZqRoiYUCp0kaurq6ti/fz+Q8tRoomb37t1s2rQJgOXLl7Nw4UJUVeXFF19k+/btCILAV7/6VWbMmIGqqjz88MNs2bIFURT5zne+o6ef9h86zP/3x0dJiGZKqiqZcs75RJMy2fZUWiQQiZJQFBCgINtFTDQRH+pHNFuwlVQQaW+CE9U8I5HsDhZXruAiywzyVfcHkRoP7JhooqHkFBGa9LSUkDL4aZ4aSZGZM3YMCUEllEiiKGHau7qI1dVjNZlYvGwZWd5cBiNh9u3ZQ9fmzYiiyLe//W2mTp1KX18fDz74ILFYjHHjxnHjjTeiKApr166lv78fp9PJtddei9VqZc+ePbS3tyOKIitXrsTtduPz+fQmfGPHjiUvL0+f66X1qykrKztxzKnSbm1ye3ruX1GUjJ41RodhA4MTfIZDMO+66y7uuuuuUV/7PNtKDGFjkMGnIWqi0WiGUTg9/aT1qUkXNVr6qaGhgb179wIwY8YMpk2bBsCBAwd0c+uSJUtYvHgxkBoFsGXLFgRB4IYbbmD27NkAPPPMM6xfvx5BEPjmN7/JvHnzgNR08B/867+ScORSUlDA6osvIJqUCURihOJxnCaBYDgBooBJEvHkeDi8awfRgR6URBw5EkYdRdQICMx2TmR5wQJmWCdiksEbSovUTE5FavTr12hzocS0igVVRZVlJCVJeXERbqcdt83Gkd5eWnu6CQcD2BIx/r9//h6UVVDX00tP43Fatr6PBbjjjjuYN28eg4OD3H///QSDQUpLS7n11luRJIkXX3yRtrY2LBYL1157LdnZ2Rw+fJgjR44AqeqH/Px8gsEghw8fBlJloVppaV9fH4FAAEEQKC8v1z//YDCop5rSh5ymp6CMnjUGBiMQ1dTX6W5joGNcUQx0Pi1Ro5V0jzQKy7KcUdKd7qlpbGxk586dQCrdoaWN6uvrefPNN4FUyfHSpUuB1BwTrdPwmjVrWLBgAQCvv/46a9euBeDWW2/V1/f5fHz3u99luL+P0qnlLDpnFcOROLMqS4gmk+w72kjP4b2oJVVYzHZEs4mDO7cxsGMzSjKBoijIwdFnmM2yV7PGvYRKSskZhroyEUQ1FamZZOJYSVo34bTSbmGEsEEFRVVQo1EsqszyGdOZUV7KQCiM1STxfk0P4YF+BFHkazffzKoTxv72XTvofPdtLKrK17/+dd0/c//99zM4OEh+fj7f+MY3sNlsvP766xw7dgxJkrjmmmsoLCyksbFRj5LNmTOHqqoqYrEYNTU1emfhiRMn6mbhvr4+INXnQvv8Rvpq0r1WiUQio8GjkYIyMDD4a2IIGwPg0xc1Wp+adFFz6NAh/H4/JpOJGTNm6NVPLS0tbN++HUj1Tpg1axaQEjuvvvoqkEpLrVy5EkEQ2LlzJy+99BKQmvGkiZf333+fRx99FEjlk88//3wgVZWl5YpLiov575//H6JC6tjLvB4aWlp5c90rKAXFmF0uFFFEVhX8Rw4TGxrAkltAoqcbkpm+GgGBWbZxXJ6/giJLEV2FNnI6oHRAoccrsnOSiYZyMaPD8KkGXYKAgoISGKYwHODmG26gIxSiLxjEZjJxYMtm/D29SLLM/AULWLJgAaqq8txzz7HupZcQgBtvvJELL7yQYDDI/fffT19fHzk5Odx55524XC42bNjAoUOHEASBK664goqKCjo7O/VzP3nyZCZPnkwymaSmpkavgJo2bRqiKBKJRPSBpLm5uXpH6JG+mvTxGbIs61VQRgrKwGAUPsNU1NmKIWwMMkSNJEkf+RSt9an5MFGjzX7SRE1VVZUuarRSYW320/Tp0/Xme11dXWzduhVVVRk3bhxz585FEAQ6Ojp48cUXURSFSZMmccEFFyAIAnV1dfzlL38BUq0INPFy+PBhfv/73wNw8cUXc9VVV+n7/ulPf0p9fT0ej4f//M//pOhEA7nhSIS2AR93/9v/Jex0Yc32wokbb7ChnkhXK3I4TDhwbNQKqFmOaq4vvpgiRyG5QTD5oTtHpLlQ4HCldELUnDz0KXORVgadSnG5HXYeuPtO8rKyWH+0gd1tHRw5dIDOY8cQ8/KpmDiRvOIiilxOnnnmGT06deONN3LZZZcRCoW4//776erqIisrizvvvJOcnBy2bNmiD7G85JJLqK6upq+vj82bN6OqKlVVVXpZ9+HDhzMaJZrNZuLxOK2traiqisvl0s3CqqoyODiIoiiYTCa9U7T2WnoVlJGCMjAYhc/IPHw2Y1xZvuB8GqJGm9KdTCaxWq0ZkRpVVamvr2dgYABBEJg+fbp+8xsYGGDz5s0oikJFRQULFixAEAT6+/t5/vnnSSaTjB07lssuuwxRFGltbeWRRx5BURTmzp3L6tWrEQSBtrY2fv3rXyPLMosWLeJrX/ua/jP96U9/YsuWLVgsFn7xi19QVFLCrsZWNhxp5GhPL8db2ujKKcFsskBa+XHM1w+SKaVCRoiaVKRmLFdXX0WRks3RcpGJ7SrdOanUU0OpiCp9oF4yTm/GhEtASFU+kYhjttlYNGkKOW4XuU4HZgEO7d1Nf0sLakEB06ZMYfmUyfQGQzy89kUOvP4aAF/96lczRE1nZydut5u77rqL/Px8tm3bpjfbO++885g2bRqDg4Ns3LhR71WzaNEiIDXJN12A2u12ZFmmtbVV/3xHmoW1fjU5OTkZv0vxeFxvHWCkoAwMToEhbM4YQ9h8gRmZfvq4oiZ9TMJIUZNMJmlubiYej2M2mzPGJKiqSkNDA729vQiCwNSpU/X0xfDwMBs2bCCZTFJUVMSSJUsQRRG/38+zzz5LNBqlpKSEK664AkmS6O/v549//CPxeJwJEyZwww03IIoiPp+Pf//3fyccDjNx4kTuuusuPd3xzjvv6E7/73//+0ybNo0X9x7i1YN1tAz4iMXi9PoGEZ0uHGYzUa3MWlVQomFifT2QTJx0XmaZK7mu9FJKVA/ekMrEdoVBt8iOSSaOlkkZ4uWD7NOJ8yym/RsFVVVRFQWH006eJwe73cbzNbUsLsrn0cceoy8aw2qSGD91Gvl5uZglKSU+9u/DCXzta1/j0ksv1UVNR0cHLpeLb37zmxQWFrJz586MEvm5c+fi9/t59913icfj5Ofns2LFCkRR5Pjx4/T09AAwdepUsrKyUh6e9nZisRgmkynDCB4Oh4lEIkDKLJz+u5FMJo1ZUAYGH4czGIJpkMIQNl9QtOZ78PE8NVpL/HRRM7L5nizLtLS06GW/6QMtAZqbm/X+J5MnTyYvLw9I3RDfffddYrEYXq+XFStWIEkSsViM559/nkAggNfrZc2aNVgsFkKhEH/4wx/06p5bbrkFk8mkd9gdGBigpKSEf/7nf9Y73x47doyf//znAHz5y1/mkksuoXNomNcO1dPjDxJNJBn0BxAdDkSTibgmQNRUGirQfOwkUSMgMMtcyeWF51LsKOJImcDEDujOEVKRmjLpxGwnMsckjHiX1AlWUFEhEafA7eLiGdOJyjKTC/I42NrODx57lKFjR7FXT2DV5aupLitDVhU2bdtOT8NRskJBbrnlFi666CICgQAPPPAAnZ2dGaJm9+7dbNy4EUjN0lq4cCHBYJB33nmHaDRKTk4O55xzDiaTiZaWFtrb24HUCIXc3FxUVaWzs5NgMIggCFRUVOjnNxaLZcyBSp9RoyhKxiwoIwVlYGDwaWJcYb6AfFJRE4vFTjnQUht8GI1GkSSJqqqqjHU6OztpaWkBYMKECfpgxHg8zoYNGwiHw2RlZbFq1SrMZjOyLPPiiy/S19eH0+nkH/7hH7Db7SSTSR5++GF9EvXtt9+OzWZDVVX++Mc/cvz4cVwuF9///vf1+VJ+v58f/OAHRKNRFixYwB133EF/IMTB9m7iySROq5nmvhCKZEI80TdGEQBVJXCsnr49W4m2Nes/iyZoFpqrmeGZhDOnCG9IYGJHqpx752QTDeXSB71p0qMy6gf/FEUBCYg1HkPx5GByOPBmZ1OQk82M4iL2d3dT29zCO5s2kezpoczt5v/+0z/hLSzAZTLx37//PYF9+8iRZe78xjdYuXIlQ0ND3H///fT29uJ2u7nzzjspKipi9+7deon84sWLWbJkCaFQiLfffls/9+eee67egK+pqQmAcePGUVRUBKTKujVTcFlZmd5rKJlMMjg4CKQmvqfPgRpZ2m3MgjIw+AiMVNQZYwibLxijjUn4KFHj9/t1IeTxeE66OWkN2kKhEKIoUllZmfHE3tvbmzEBuqSkBEhFeDZv3szQ0BA2m41Vq1bpIuWNN96gpaUFs9nMmjVryM7ORlVVnnnmGY4fP47VauX222/X/Tnr1q3LaMCnmVk1s3BnZyclJSX87Gc/Y1dLB7ua2+gcDpBUVboGBlDUVBM+TGbUE1O0A0frGNi2iUhrc8bPO8tcyVW2BVQ5y8m1eDmSkyrn7s4RToga8YN000kBGuGDqgdVITroIz7ow5Oby9iyMmw2K26blUkF+TQcOcKLr65DDgwzIcvFfb/8Jfn5+USjUX79619TU1ODzWTi7u98hwULFuDz+fj973/PwMAAHo+HO++8k4KCAnbu3KlHahYtWsSyZcuIRCK88847hEIh3G43559/PjabjZ6eHr0BX0VFhd6rZnBwMKOsW2u2p6UnVVXFbDZnzIECo7TbwOC0MaqizhhD2HyBUFU1Q9TY7faPvNEEg0HC4dS0ao/Hg81mO+k9u7u78fv9eoO29Lb5Q0ND1NXVAVBSUqJPgFZVlR07dtDT04PJZGLVqlV6hGXbtm0cPnwYQRC48sor9YjBu+++y65du/ShlppAOnToEE8++SSQ8phojfwAnn76abZt24bVauXee+9FtFjZ19qJCsiKQqtvCF8wBJKIaDIjiII+aHLw0D5CTcfRZhpokZoLrTMpshfQNz6XvHaVkn6F3hyJnVM0T026fya1pf6X9k9VJRmJkBzoZ9KkSWRXT8BiNlHp8ZDvcvL2ulf5nwceQFBVVixezM9+9jOcTidDQ0P87Fe/4lhfH1avl+9/4xvMnjmTnp4eHnjgAYaGhsjNzeWuu+7C6/Wybds23VOzePFiXdS8/fbbBAIBXC4X559/Pna7nf7+furr6/XPasyYMQAEAgE9hZiXl4fX69U/w8HBQWRZRhTFk8zC6aXdVqvVKO02MPg4GA36zhhD2HxBGClqPipSAxAKhfQma1lZWRmCRaO/v1+f5lxSUqKLE237Q4cOoaoqeXl5VFdX6/usqamhqakJQRBYsWKFfrOsr6/nvffeA+DCCy9k7NixQGq0wrp16wC4+uqrmTx5sr7///qv/0JVVVasWMFFF12k77+hoYEHH3wQSA18qxgzhsFQBEGA5v5BWgYHiUQiKMkkkgKS1YqsqiAKBBrqCRzaT/oQJy1SUyBlU+IsxheAHq9IU5FAbZWZhrITU7rFUSI1pC9SUUUVNRZl3pzZXLloIXW9/fjCYfKdDpo3b+K9l14E4No1a/j2t7+NyWSis7OTn/3ylxyXJMTiYqbPnUswO5u2tjYefPBBQqEQhYWF3HHHHWRnZ7Nlyxa9+mnp0qUsXbqUcDisixqn08l5552Hw+HA5/Nx+PBhVFWloKBA/6xCoRBtbW1ASthqKUQtkhePx/X0ZPoQy/R0p+GrMTA4DYyIzRljXG2+AGiiRksJfNSUbkgZejUzqMvlyvBNaPh8Pnp7ewEoKirC4/Hor8XjcWpqakgmk2RlZTF58mRd1Bw/flyf1D1//nx97H1XVxevvZYqWZ43b54+z6m3t5fHHnsMVVVZtGiR3oAvkUhw33334ff7qaqq4rbbbtP3EYvF+NnPfkYymWTZsmXMXb6Cp3ftp8cf4EhPHx2DflBVIr2d4MrC7HQhiBKCqhBPJBjYulkv606P1ORL2TRUu3HEBbq9IjsnpwSNqs13GkUspi9RUBEEEMMRls+cjmi1saWphf5wGFFQqX9rD4MNRzGbzXz7m9/kuuuuA1Jl17/85S/pV1UsY8ZwzapVRCWJnUePsu6E8bqsrIxvfOMbOJ1ONmzYoPepWblyJQsXLjxJ1Jx//vm4XC4GBwczBOikSZMQBIFIJKL3qnG73ZSUlOjnNxwOZ0Ty0k3ihq/GwOAMMDw2Z4whbM5ytJvM6YiaWCzG8PAwAE6nMyMKoxEIBOjq6gJS6Ync3Fz9NVmWqampIRqN6p1qtaf5np4eduzYAaRKiKurq4FUymvt2rV6r5pzzjlHP5Y///nPRKNRqqqqWLNmjX5zfeqppzh27BhOp5N77rkn4wb60EMPcfz4cbI9Hn7wgx/wXms7HUN+jnT30uTzYTebGQoEiMeiOASBwrJS+oMh4nGZ1ueeINTYkGESnmIqwyyYKHYU4ow7GHKL7Jxm5miFBKrwgSk4PVgz4slLW0UC5k2aQKHXi6qqhBMJVP8wR9vbkAMBrAUF3H3zzVx3wQUAbN26lfvvv59EIsG4CRMoW7ECn6LQ3dVF78GD5MViVFdX8/Wvfx2LxcIbb7yhC8fzzz+fOXPm6EbhYDCYIWqGhoaoqalBURS8Xi9TpkxBFEVisVjG0FKtVw2kOkqnV0CNTE8avhoDA4O/JYawOYtRVZV4PI4sy0BK1KSnC0YjkUjoFS52ux23233SjSkajeqlwOnpCW2fdXV1BAIBTCYT06dP1wVHMBhky5YtqKpKZWWlHpFJJpO8+OKLBINBcnNzWb16NaIo6mbhnp4esrKyuPnmm/WUxr59+3j99deB1ITa9GOora3lyaeeIl5QQsHFl/GrzTvwOp3E5STBE6kTURCIxOMIksTyiePYE4sRlWWGj9YSPHwQ+CD1VC7l4RWc1HjDOFwOunNFdk41pyqfNCUjjfLQdMKErOrfqgiihCSK1PT10R+LclH1ePbXHeHYoRpktxt7djbTJ0/GUlpKOB7ntZdf5rnnngNSUaxvfetbtAWDvLxlC31795ITjTJr1iy+8pWvAPDSSy/R0NCAIAhcfPHFTJ8+nUAgoFc/uVwuzjvvPF3UHDx4EEVRyMnJYerUqYiiSDwezxiFMXISe/rvx8hIXjKZNHw1BgZngtHH5owxhM1ZTCKR0JuiWa3WjxQ1yWRSr3CxWCxkZ2efJGq0UQmKouB0OjPSE5BKM/X39yMIAtOmTdPnBCUSCTZu3Kj3qlm0aJHerXb9+vV0dnZitVq55ppr9Iqq999/n7179+pmYa0CamhoiAceeABIjUuYO3duxvH9/Oc/J2l3kj1nAVGThaN9AziG/eQ67CRkGVVV6Q+GkRUZkyeHZF4+seYO/LU1dL7yfGbqSciiUe4mzzWV8VYPvVkSO6eaOVqZOpdCenhGVFML0kq61RN/CFrdtyCgoiIJArKisP299znY2Ylqt5PldFJcWoJgNvN2w1GeevttonW1OASByy65hK9+9asAHH7vPdo2bSIXWL58OVdddRWJRIK1a9fS2tqKJElcccUVVFdXMzw8zDvvvEMkEtGrnxwOR0akJicnR4+qpXeNtlgsGV2j08u6rVbrSb8fRr8aA4O/Bp8gFYWRikrHuPKcpSQSiYxhgx91k9HKdrUZPyMrXICTWumXl5dnrNPZ2ZnR1E3z3KiqytatWxkeHsZms7Fy5Ur9eA4cOEBNTY0+iFHrRNza2sqLL74IwOrVq3UTsaqqPPjggwwPD1NRUcGXv/zljGN88sknaWpqwl1WQV5xCTlOB/Fkks5hP3kuJ16XIxWZiUYR7TYkycGhnj789TW0PfcUajzGbHNVyiQsZlEoegCRvmIHzcUitWPNHKsQT1Rzp49C0L5PCRyVE6nyE+uZJQFBEFPTuoGYnKR9YID2SBjVk43X62V21RgcVgtWVeXtQweJhSPYc3O5+rLL+drllxOPx3niiSf0NNPll1/OueeeSzgc5vnnn6e7uxuz2cw111xDZWUlPp9Pb3yYnZ3Neeedh91uz4jUeDweXdQkk0m9waLZbKaqqkr/nLShp9rvx8iybs3HBYavxsDgjDDMw2eMIWzOQpLJJPF4avK02Ww+qUPwSNLLdiVJwuv1npRCGNlKP/1JHlJRFK3/SVVVld5HBlIVUO3t7YiiyMqVK/UoTnd3N++88w4AK1as0MuLo9Eojz32GLIsM2PGDFauXKm/14YNG9i3bx9ms5lvfetbGTdQn8+nl31/6+abOKCaOdjRhaKqZNltTC4uYE9bB3luJz1DgyBKWE0mIokkPVu3QDzObHOVHqnZk2hirmUs/VUeDiy1cqxCRNX60KSTNiZB1UvDU38IQqqnjcVkojQri6FolGAkTCQeg1gcyWZjXF4eWdnZRBUZWyTC24cOEREFspJJZs+bx6QZ0/H7/Tz00EN6RObLX/4yc+bMYXBwkGeffZahoSHsdjvXXnstxcXF9Pb2snHjRhKJBF6vV+8R5PP5OHTo0EmRGq1rtPb5pneN1kTvqX4/NB+XMQfKwOCvgGEePmMMYXOWIctyRjrg44ia4eFhvWw3Jydn1JRVd3d3Riv99PeNRqN6qXB+fj6VlZX6a21tbXqEYcGCBfoYhUgkwksvvYQsy4wfP54FCxbox/Pss88yMDBATk4ON9xwg36T7Ovr4/HHHwfguuuu05vHaTz66KOEw2EmTZrE5RddyDnxBDub20gqMq2Dw/T4g0QSCRRVQUnEUE0WfDW1tL/1OrHuzpMiNXPEsYQq8jiwLJeGqhN+Gj74K5V20vJMKlo4ONVoWNTXMwkwKT+Pm2fN5Lcvv0z/4CCi1UqWKGHyeIhLEqFYDHMwSO3mzVidDuxFRcxZsIDy3DyssTj33Xcfg4ODOJ1Ovv71rzN27Fi6urp4/vnnCYfDZGdnc+2115Kbm0tHRwdbtmxBlmXy8/M555xzsFgsDAwM6NVPXq+XqVOnZogarWt0ZWWlLhg10asNPR1Z1g2p6KDm4zJ8NQYGZ4jhsTljDGFzFpHeO0SSpI81bDAUCmUMLhxNCPl8Pr1XTXorffigAiqRSOByufRSYUgNtty6dSsAEydOZNy4cUDqZrlu3TqGh4fxeDxceuml+ja7d+/WfTU33nijvi9tZEIkEmHixIlcdtllGcfY1dXF2rVrUc1mZl19LQ/v3Et1QR6rJo7DJIr0BUMc7Oyi0O1i49GjqIpC8MhhOl96HjkUPjlSYx5DV5ZC7bn5HCtPa7qXFrERAFQFJSmDKTWOQRIkFP1FkESwm8xU2+38949+RHt/P+byMnIXzCcnNx+rSaLE5abr2DF6du/GGomwbPJkrr7xq4QUlcGODp47URWWn5/P7bffTn5+PsePH+fll18mkUhQUFDAtddei8vloqmpiW3btqGqKiUlJSxfvhyTyUR/f78uPnNzc3WjsJZejEQi+igMrcpJG6WRLnpHG3qanvL8KB+XgYGBwaeNIWzOEkZ6HD5OOiASiRAIBIBUA770MQgaoVCI7u5uAAoKCvRW+to+6+vrCYVCmM3mjLLuZDLJli1bSCaTFBQUMGfOHH273bt309jYiCRJXHnllfqNdHBwkBdeeAGAiy66SE9NAWzfvp2DBw9iNpu54447TooKPP300ySTSSqXriBgsyMlZbY3t6IoKtl2K8F4nObBIdoDfpKCgBr0Ezh4gOnxfBY6tHJuKRWpYQz9ljiHrpzG8UrzSamnVHxGRVFPRGgEQEzNhlK0dU706bObTJQnErz6X/+PZJYb9/hxXHTFaqIOJ3kOBx0+H33btxGuq8cmCNzwpS9xxRVXAKm026uvvoqqqowdO5avf/3rOJ1O9u/fz/r161FVlaqqKq688kqsVit1dXXs3bsXSKUDFy9ejCiK9PT06N2f8/PzmTx5coaoCYfD+iiMdFGTPkojJydn1PlgpxMdNDAw+BicxamoF198kdWrV3/qD0CGsDkLGNlV+OOImng8rg80dDqdozbgi8VitLW1oaoqWVlZehpJo62tjb6+PgRBYOrUqRk3xZ07d+pm4WXLlulCpKuri02bNgFw7rnnZsx0evrpp4lGo1RWVnLeeefp+4lEIjz22GMAXHnllXpDP43BwUFeeeUVABatWEFClMh3OWnvGOLdY8ewmEy0+obIczuxSRKHtm+je/cOqhqCGeXcuxONALRbgxy5YS5NY0YKPVVPOAmcaDAsiVgkC7KqIKsfrGcRxdTag4M0vvYaSlkZZXNmMW/OHIaSMiZFZqC3l1179mDt6qbQ7ebuu+9m+vTpJBIJnnnmGb3B3qJFi1izZg2SJLFhwwZ27doFwLRp07jooosQRZF9+/ZRW1sLpIzbc+bMQRAEurq6OHLkCACFhYVMnDjxlKImPRI3cpTGSNFrmIUNDD4dFASU03QDn+76fyuuueYaCgoKuOmmm7jllluYNGnSp7IfQ9h8ztF61aQ3RPsoj4NW1q2t73a7T1pHu/HJsozdbqe0tDRDLPl8PhobU0Jg/PjxGV2HGxoa9HEJy5Yt02+YsViMV155BUVRmDBhArNmzdK3ee+992hoaMBisfDlL385Q9E///zzDA4OUlBQoEcz0nn++eeJxWJMmjSJSxfOZ/2R4zQO+LCazHT6h7GZzTT5fHT6/XQd3E/7O+sZ1y5zoXmaXs7tNY9jrFRAG4Nsn2JiYKwtZf5V1YwozAcFCwIIAiYxZRjWRI0gqKBCQlUgGkM+cgSPzcbcyy8jq7gIs8lEPBbH19rKsYYGpFiMSXl5fO/b36agoIDh4WEefvhhWlpaEEWRq666imXLlum9fjSD9tKlS1myZAmKorBt2zZ9GvesWbOYMmUKgiDQ3t7OsWPHgNS4C21MwmiiRjN0w0eP0hhpFv444zkMDAw+HgofRH5PZ5vPAw8++CAPP/wwv/zlL/nVr37F4sWLufXWW7nuuutGfbj+pBjC5nNOMpk8rV41iqIwODioT2Meraxbm9Ydj8cxmUyUl5dniKVYLKanNoqKivRhlJCKnuzZsweAmTNnZlRHbdiwgaGhIbKysrj44ov1/fp8Pn0O1OrVqzOa7XV3d+uN+G6++eaTIgOyLPPqq68C8KUvfYkJBflk2W0EonEOdXdT19vLUDRGJJlkOBqhZecOqnskrjDP+qCcW4ZWuZ/aRDu7XQMMVM/DLaiocupyoSoykkk6YQhOnQdBUBFOiBtFVZEARQsHqwpEogjDw0wpL2XZbV/nwMAARzo6kIBgXx/2w7V4olEuOe98bvzqVzGbzRw/fpxHH32UQCCAw+HgpptuYsKECQSDQV544QW6u7uRJIlLLrmEKVOmkEgk2Lx5M93d3QiCwMKFCxk3bhyqqtLc3ExzczOQ8kWNGzdOFzUtLS1EIpFRRU0kEvnIURojzcKGqDEw+OuhqAKKepoRm9Nc/2/F7bffzu23386RI0f485//zBNPPMGtt97Kt7/9ba677jpuvfVWFi9efMb7MYTN5xhZlvWy7o/Tq0argNIqXEYTNQADAwMEAgF9Wne6d0JRFA4fPqybhdMHWyYSCbZs2YKiKJSWljJlyhR9u4aGBg4eTHX0vfTSSzPSVs899xzxeJyxY8eyZMmSjGN56qmnkGWZmTNnZvh0NPbu3Utvby+O3Fz8+YU8sWcfM4qLmVFSRDQRpzQ7i1A0Sl3dYfr27aWqdpjzmUC++IFJuEXp463YAQ6IXWSPmU3Z1Cmp6MyJgZYOyYQsisSTCgipkQgIAqIIOTYboXgckyAQiieQ5SREI5jiCSaOH4czJ4ftPd2YRYlkPEa4vYNkMonH4eR7//gNFixYgKqqbN68mZdeeglFUSguLuaWW24hPz+f7u5u1q5dSyAQwG63c/XVV1NWVkY4HNaFoslkYvny5ZSUlKCqKseOHaOjowNIeW0qKytPEjVa9VN6NCYajerpSYfDMeooDcMsbGDw6XI2R2w0Jk6cyH/8x39w77338tprr/Hwww/zxBNP8PDDDzNhwgRuvfVWbrzxxowH49PBEDafUz7J9ORQKJRhBh3tphQMBunp6QFS0Zj0p3lIdRb2+/1IksSUKVMy3mPXrl16tGHx4sW64AmFQrzxxhtAauhlRUWFvs3+/fupq6tDkiSuu+66jMhQfX09O3fuRBAEvevuSLRoztiV53B0wIfDYmbD8UZynQ7G5OYyp6yER599lo5332Z8n4XLhekflHMzhl7Fz1uxA+xLNGMpKsIzYyailDqXgpSKzMQBQVH0wihJFMl12HGYTcRVhUA0gj8WSw3NFEXMDgfZ+U4Uh524nESWFbp7ehgKBLHKMnlOJ/98403Mr64mHo/zzDPP6FGu2bNnc/3112O1Wqmvr+e1114jmUzi9XpZs2YNOTk5DA0NsWHDBsLhMDabjXPOOYfc3FwURaG+vl4fTDp+/HjKysqAlAhubm7OKOlOFzWxWCxjVEJWVtaoDRo1s/DH6Y9kYGBg8GGIosjll1/O5ZdfzsDAAI8//jiPPPII3//+9/nRj36kX29OF0PYfA4Zzbj5UemAaDSaUQE1mtkzHo9nzIDSugBr9PX16ZGAyZMnZ4ielpYW3VezdOnSDLPp+vXriUQi5Ofns3z58oxjeumll4DUsMaR6nzt2rVAymQ8smeNxr59+1CB8nHjcdus5DudNPsGCScSlGZnMaeslEcG+pnmd7NMrcwo59YiNfvpRPJ4cFWNwT11iu6TQUhlnhRVRQBskoCsQpHbyXeWLuVIayt/2bGDmJxEsNuQFAWzw06ey00kmaAz4CfXaqO/p49EIo4jEGBJ9QRuuPgSphQW0tvby6OPPkpnZyeiKLJ69Wq9GeGWLVvYtm0bAGPGjOGKK67AarXS1dXFli1bSCQSuN1uzj33XFwuF7Isc/jwYXw+3/+fvf+Okuy+y/zx1+fGylWdc/fkHBRGyZIsC8uS5YhhwUQZVvh3jPl5F3y+BzB7zmJ7d/H394UFwYIDfG2MDRivWWxhI9sSDpIVR9Jocp7pnLtyvPn3R/W9qu7pnukeWdH1nFPTNVV1b91K9z73eT/v540Qgh07dgTvp58o7JOaxpZu/3O/3KgEWNoBJctyk9Q00cTLhDeyefhySCQS9Pf309PTw7FjxwKLxdWgSWxeZ7ialFfbtpeUGFbyTbiuy/j4eDD4sKenZ8l6q9Uqp0+fBmBgYGBJh1SlUuHgwYNAfWJ3o0fmzJkznD17FkmSeMc73rFEWXr44YfJ5/O0t7cv6YKCOlE6cuQIQgje+973rvi6yuUys7OzCOC2nTt4YXaeC+kMyXAI07E5PjnF1/5/f881j5TZUN6LIiS65EuVGmQZNRwmtX8fkryoGPlxNcFYBDA9j4iqIuHx/z74IMM//CHW0CBySwvhlhTRSBTDsbFcu55vY9lM5mdRKlV6azX+yy/8Etfs3QvUCdlXv/pVDMMgFovxgQ98gC1btmAYBg899FBgEr7hhhu44447kCSJ8+fPc/DgwSAI8Y477kDXdSzL4tixYxQKBSRJYvfu3cG0ddu2GRkZwTCMFUmNZVlL5oOt5rlqJgs30cQrg5+EUlQjjhw5whe+8AX+8R//kUwmQ2trKx/5yEe4//77r3qdTWLzOkPjtO61dED5cfj+gasxh6YR09PTwRn9crOw67qcPHkSx3FIJBJL8mX8OVCmadLa2srexQM31MnQI488AsBNN920RJGZnZ0N2r7f9773XaIABO3bN9+8hCg1YnR0FID4hg3kXYfeZIIL6TQ/GhnhobNniHz7GAeeyLOx1kqLHA7auQOlxhqFcBglFCK6YQNte/di4y0mB186Vk4WgqhpMZbLQaWC3NHO5s4uuvfuIWOZxDWdvGEwW8xTKZdxayayZXIgkeSTv/1R4vE4FcPgM//naxw6c5qwgP2bN3Hfr95HMpkkk8nw9a9/nXQ6jSzL3HPPPezZswfP8zh8+DAnTpwA6r6Zm2++GVmWqVarHD16lGq1GkxT94eFWpbFyMhIYALfsGHDEiWtceipqqq0trauSFgau+6aHVBNNPHy4pU0D3/605/mj//4j5menmb37t088MADS1T1RvzLv/wLn/nMZzh8+DCGYbB7924+/vGPc88996z7ebPZLP/4j//IF77wBQ4fPowQgre+9a3cf//9/PRP//RLjo9oEpvXEdbbAeWbhR3HQZKkSwYX+sjlcoGi09/ff8mXanR0lGKxiKIo7Nq1awnpOXPmDLOzs8iyzK233rrkvh/+8IdUKhXa2toucbp/61vfwnVd9uzZs8RkDFAoFIIyzLve9a5VX182m8WNxmDDJs6nM8yWSpyanWP60CE6TuTYcRpSRoQL9iwH5A31dm43/aJSIwSKrqO3tdG6fz/OIpXxlo2DkqifEdmGwVy1BopMu+ex7x3v4J79+9ne3kG+VuPY7DQPH3qe2sICrqygei4Htmzh7muvI+vY1Obn+eN/+DJnqhVESKdz+zbuedvbSSaTXLhwgW9961sYhkE0GuWnf/qn6evrw7ZtnnrqKcbGxgDYu3cve/fuRQhBsVjk2LFjmKaJruvs27cvUOP8KeyXIzXpdBrXdS9LapZPiG+OS2iiiZcXzuJlvcusF1/96lf57d/+bT796U9z66238rnPfY57772XkydPLvFB+njsscd429vexh/90R+RSqX427/9W9797nfzzDPPcO21167pOR9++GG+8IUv8OCDD2IYBkNDQ/zX//pf+fVf//UVn/Nq0SQ2rxM0ehxUVV2TWbhSqVzRLGwYBtPT00A9lXZ5J0wulwuUkW3bti0pYxQKBQ4fPgzAddddt0QNapwR9fa3v33J9o6MjHD8+HGEECsSlyeeeALHcdi4cWMwhmElJBIJ0DSqjs1QKkW+WmPqhUNE/+0Fbi9uoM3S6RRRXM8K2rmfsc7VlRpFQQ6HkRSFxJYtxHbtXKLQ+CF8UH/vcR2oVUnk8mzeu4fbd+1mplREkxUGkinc3CgPPfRtZvI5IqZFbGiQ22+4AVMSHJ+b4ZlTJ8k98yxzioQai/LW6w9Q1lSKlsmTTz7J448/DkBfXx/vfe97icViVCoVHn30UTKZDJIkcdNNNwVTzrPZLMePH8dxHKLRKHv37g0+G8MwGB0dxbKsYEp3I1ldPql7paGn/uMah6mu5TvXRBNNvDR4V+Gx8a7CY/Onf/qn3H///fzGb/wGAA888ADf/e53+cxnPsOnPvWpSx7/wAMPLPn/H/3RH/Hggw/yzW9+c83E5u1vfzu6rvPe976X+++/n7vuuutlUYCbe6rXAZabhddi3DQMI8gjicfjK0p7rusyMTGB67pEIhE6OjqW3G9ZVpBX09XVtaQk5AfDOY5Dd3c3W7duDe5zHIeHH34YgH379tHX17fktfiZNTfeeOMlhmHP8/jBD34AsGSq90pIJpNQKWOVK5ycmyeiquwbsRmoDNIhJXjWOsX1ysYlpadg+raiEOnvx65WkSNhhLyCEuE69Wne1L0lsWSSd916G0MtrcyVS2xoaWF7Sytf+cpX+Na3vkUxHkPu7mDH/mvYu3UrpmOjOg5jp09zenaGLsdhS28Psd07KSsKYUXh8BNPkh4eAerhem9961uRZZl0Os2jjz5KtVpF13Vuv/324L2anZ3l9OnTeJ5HKpVi9+7dwXeiVqsxOjqKbdtomrZkSrf/uV1uUnfj4xrnjjXNwk008caBaZo8//zz/P7v//6S2+++++5gvt+V4LouxWKR1tbWNT/vAw88wK/8yq+sa5mrQZPYvMZxNcZNx3GC0lIoFFo10XF2djbw1fT391+y3rNnz2IYBuFweAlxgXouzcLCAoqicPPNNy9Z9tChQ6TTaSKRyCXk5OLFi5w/fz7wkCzH9PQ0Y2NjyLLMbbfddtnXmUiloKcHS3gszM+x7cgCbxmOYlgOHV6Y6+RlJuGlbxLl4WG01hb0JR4e90VzjRD1Fm9JRhWgh0Icm5/lbVu3ceemTZw4fYb//slPMD85BcCN27dzzV1vpT3VwqbWVh47eYJ/fuYJKrUauu3w9jvu4D1338NwLsvozDSHn3iSci6PLMu87W1vY9++fQCMjY3x5JNP4jgOyWSSO+64g3g8jud5jI2NBSnDjXOfoO5pGh0dxXEcdF1nw4YNS1QW13VJp9OXndQNL37nYO1zx5poookfD16Kedg/mfWh6/qKMwAXFhZwHOeSE8uurq5gNuCV8D//5/+kXC7z8z//82vezo985CN861vfYuPGjezZs2fFxxw7doyRkRHe/e53r3m9y9EkNq9x2La9LrOwP5HZLzOs1LoL9R+AP1ahr6/vkjPy2dlZ5ufngXprd+MBslwuByWoa6+9dglxqlQqAeN/85vffEkc/7//+78DdTPx8nZyIFjvzp07VwyIa0TWcei/9lrGTp1m9LP/SvfFEHEryvPmBa6TNiw1CS9CyDIoCqGODqxymejQBhK7d9UzaKBef3Kc+uMkP2W4XsOO6zqqJHFicpK//fr/4cT4GEIW9HZ18q6feR9jmsz3J0ZJLcyxoVzlhR8+SlRT6YjHue9n/gM37NoNQG1qmqOPPIJr2yQSiWD+led5HD9+PAgy7Onp4bbbbkPTNDzP49y5c0xN1UlUY5qw/5mMjY3hui7hcJihoaElpMVXanxS09bWtmppafmIjiapaaKJVw4vxTy8PBbjD//wD/n4xz++6nIrdUCu5ff+la98hY9//OM8+OCDqzZ3rIR/+7d/4/3vf39gU1gJ0WiUX/iFX+Bv//Zv10WaGtEkNq9hLE8WXkvKa6lUwjRNhBCkUqkViZBlWcEBsq2t7ZJZUYZhBO3GQ0NDl0z0fvbZZ7Ftm46OjkuUnMcffxzDMOjs7LyEkY+Pj3P69GkkSeLOO+9ccfuPHDkCsGSO1GoQwI033EDn2TIbp7IkDZcWolwrDTHn5ldUaoSm4bkOxsICekuK1J5dCG9RpREeQpKRVBWPxSGX1H/8uqqgKzK5bJbPHz2KpUiEPI++LZu49+ZbMIAL46NUajVOjA7zfK7AoAe3b9vBz/3czxGNRrEsi+9973sBcdm0aRPvfOc7CYfDWJbFU089xfj4OFBP5rzuuuuCgZUnT54knU4DS4P3AIrFYjCsNBqNMjAwsOS74nke2WwWy7IQQtDa2roqqWmahZto4tXFS1FsxsfHl+yvV1JrANrb25Fl+RJ1Zm5u7oppv1/96le5//77+drXvsZdd921ru383Oc+x3333XdZ7+SmTZv4wAc+wJe+9KUmsXmjobEcsNZkYdM0lwwvXMkX4c+B8vNqlrNtz/M4e/Ystm0Ti8UYGhpacv/Y2BiTk5OBmbWR3afT6YCYvPWtb73koPjDH/4QqKs8yyeFA0FyLhCUZS6H3lica2cUYmcktIrMs9Y5rvX6GXUuVWoQAqHrCElCb2vDKpeIDA2S3LsbIUtIQkJafCmeqHdCKZKEB4RkhZgsMzcxRdlzUDQVJRZhcOs2Nnd3E9JCuJbJXCZDPp3Gcz2EqvLun/0Z3nbLmxBCkE6n+dd//ddABbvtttuCdOZSqcSjjz5KLpdDkiRuuOEGtmzZAtQ/0+PHj1MoFBBCsGvXriVeqHw+H4QqxmKxS1r1fVLjk93W1tZV/TKu6zbNwk008SrjpQT0JRKJVSM9GqFpGtdffz2PPPII73vf+4LbH3nkkVVzw6Cu1PzH//gf+cpXvsI73/nOdW0jwMGDB/nc5z53xcfdfffdfOhDH1r3+n0091yvQSz31awlWdh13cBXEw6HLxmF4COTyVAulxFC0N/ffwn5mJ+fJ51OB+m1jfdblhVE/+/evTvIS/Hxox/9CM/z2LJlyyWSaLFYDEjPaqbgbDYbBMk1Go595Gs1np2cYL5QxD40A09OIz83gTaXpt0Jc43bt6pSo7W14jkOTqVaV2taW2i97lpkVQ1GJXiAjECVZTw8ZEkgPLBrVfILC+jFMmpPB9v6B3AiYWZrZboMky2xOA/927eo5DPYukoyHOGnD9zAm689gBCCkydP8t3vfhfLsohEIrzrXe9iw4YNQL3k96Mf/QjDMAiFQrz5zW8OiEulUuHo0aPUajUURWHPnj1Lpqhns9lAefNTOxu/J35Z0ifILS0tq+ZDNBrUm2bhJpp49fBKJQ9/9KMf5Vd/9Vc5cOAAt9xyC3/913/N2NhYQCg+9rGPMTk5yZe+9CWgTmruu+8+/vzP/5ybb745UHvC4fAlx4LVkM1mL2lSWQnt7e1BGvrVoElsXoNY7qu5EqnxD2B+p8tqjN0wjCVzoJbLlKZpcvbsWQAGBwcv8bgcO3aMarVKLBa7JHtmeno6WHalgKdnnnkGx3EYHBxcdTyC/0Pp6OhYsez2o5ERjs/OYh+cpPVrp2lNe0TLLmedBRyRWlmpAZR4nJZt2yhNzyD39FCbmSWyYQMte3bhCS9o7RYIXDzAJaSoGIaBVa0g1wwUSaZj62YSXV2YuBiWxVCihVohz2f++q+RiyW2qQp77ngz1193PZta25A9j+9+97sBoRsYGOBd73pXYAQ+c+YMhw4dwvM8WltbefOb3xz4lXK5HMePH8e2bUKhEHv37l3iZUqn08H7lUql6O3tvYTUFAqFJe3+q8nSUP/sm8nCTTTxk4P3v//9pNNpPvnJTzI9Pc2ePXt46KGHApXeb+Tw8bnPfQ7btvmt3/otfuu3fiu4/QMf+ABf/OIX1/ScyWRyTebk2dnZNSlPq6FJbF5juBpfTaVSWXJWvlr77sTERODDWMm4e+7cuVVLUIVCISgTHThw4JIyxRNPPAHUlZzljNzzPJ555hkAbr311lVfh1+maVze8zyGs1ky1Qpn0wskNQ3ze+eJj5WYc8sMuSmG3BQTbmbl7idJom/PLryWFnLnzuFWKmhtrbResxdPevHgLQmBLim0RMLEaiZT09O4koQQgvZolJt37sLVNGzXYapYIBnRMCenOJ/J0GmZ7Boa4hd/8ReD+nQ6neafG0pPt9xySxBgaNs2Bw8eDLqbNmzYwE033RS8p3Nzc5w6dQrP84jH4+zdu3eJ0jI/Px8Mumxra6Orq+sSIlIqlahUKkCd+DTmDy3H8uDHJqlpoolXD65Xv6x3mavBhz/8YT784Q+veN9ysuJbCV4KrrnmGr7+9a/zsz/7s5d93Ne//vU1+SxXQ5PYvIbQ6KuRZXlNHgfLsoIWv9V8NVBv7/Nbu/v6+i45eC0sLAQH4eUlKCBQFvr6+i4pE83OznLx4kWEELzpTW+65Lmnp6dZWFhAVVX279+/6mtpDJjzcWZhgYfPn6Vm2WRrNbrPlGkbM0l5YVIiRNotcEiZ4sni8UuUGmSZtt4e1HCE/PAwiqLiOjYt27aQ3LM7eJiEIKwoCNuhcvEiRiaHCIeItrbS39/P23btwfFcFqoleqNtTM7OcHHRpyQLwYE3vYlfu/cdaIqK53kcPXqU733ve9i2TSQS4Z3vfGcwhqJcLvPYY48Fwyqvu+46tm/fjhACz/OYmJjgwoULQJ20NE5Q9zyPubk5FhYWgDoB7OjouOSzLJfLgdcqmUxe0pnWiOXBj2sh0k000cTLhzfyEMz77ruPX//1X+fee+/ll3/5l1d8zJe//GX+6Z/+ac0q0EpoEpvXCK4mr8YvQUH9THs1X02lUglIS09PzyXkx7btoAtqYGDgkhLU9PQ0k5OTwYF4OZ5++mmgTohWUoL8LqDt27dfthzi+0fy+Xxw22Qhj2k7JDWN0pOjRL87jmo5HGWSPifFQfsCn689ilmrXrI+SZZJtbdjuQ61XI5QLIZRLiGFQ0iSCEpQHh7lahW1VMZzXfSuDrZt2side/ZxU/8QXbE43zp7kjMzBZ47dJhMuUi8VEXtbGfD5k2UEwmen57kus4evvOd73DmzBmgrsS84x3vCN7PmZkZnnjiCWq1Grquc9ttt9Hd3Q3UCca5c+eCFOje3l62bt0afAc8z2N2djbojOrs7LxEGcvVKuTLZeSaiSxJxGKxVb8T/jp9dXCtwY9NNNHEy4s38hDMX/mVX+Ef/uEfuO+++/jHf/xH3vve9wYnfcPDw3zjG9/gu9/9Lvfcc8+qxGctaBKb1wjW66uBuiHXzyVZLa/Gdd0lBtOVTF6jo6OBedU3tfrwPI8XXngBqI9UWF73zGQywYF8+TwoH/7wxtUCmXz4xMY3OEejUVojESqWReaJYQa/Pow8kSNsh2mzwkyIDAfdYczqpaQGoHVggO3vupeLx09QzeWppDMIWUYy6gfz+rvlgusiCRciIZLdnWzu7mahUuHJiVEqlkVS1/n+4UMcn53BFRBSZLp376C9s5PdXT1MFwscGx3h6EPfJZ/PIySJa265iVsO3EhM1/E8j1OnTnH48GE8z6OlpYU3v/nNAeGxbZsTJ04EZrnNmzcvMQJ7nsf09HRwf3d3dzC928eZ9Cw/Gj1HvlRiMJbkzo3br5gD5DjOur9zTTTRxMuLV2qkwqsBIQQPPvggv/M7v8PnP/95vv3tby/Zz6mqyoc+9CH+9E//9CXtj5rE5jWA5W22aykHmKZJuVwG6oRltWUWFhaCTqOenp5L7i+Xy0G78NatWy9Zz+joKNlsFlVVl0zu9uGTnk2bNq3Ywm0YBpOTk0BdsbkcOjs76e7v50K1zH//56/xH+56G3s6OpmaPsfIQyNEZooccsfYJw8waizweMssL0xcXHFdaiTCde//WSI7t2P86AkkRSbSksJxXRRNA8sEpf5aJSEhqQrdsTiKLHNyfpaYpjOYaOHZkYuMjI1RdGyqIRVFVrhl01Y8WUYIwcX0ApPT07gTU/SYDrFkgvbrr+EiLtOnj3Jr/xDTp84G87Y2btzIjTfeGJQZDcPg2LFjlEolJEli165dS95Hz/OYmpoKlLne3t5LVDHX83hucpRCuUxC0xmrFilL0H6ZHUOjWqOqajOvpokmXiN4Iys2UD+J+vSnP80f/uEf8oMf/CAwKA8ODnLnnXdeMUdnLWgSm1cZy+Pr11IOaGztDoVCq3ooarVa4Mfo6em5xLPjeR7nz5/H8zza2touUQEcxwk6enbu3LliF9Xx48cBVixRAUFwXCqVWtKqvBIkSWL/PXdz7NEfcujcOUI93Xi1DuQvHyZyIUvSCrHD7mCaBb5jHOXw9BiebV2yHjkcZvu9d5Pas4uxQy+wcP4CjmlSWkgTikbRw2H0SgUlGkWEdQzXxQXmK2Wiqlqf5O04vHDiGLPpNKaqYIc1wpqOKwTH0/PcOriRrfEETx98FpHJ0mnXJ5Vvuv5aHh45R3skynQuyz98/9/ZbNbLi9dffz3btm0LzkSKxSLHjx/HMIyAOC4PQ5ycnAxKc319fSu+h67jYNZqWK6DjUc0FEa5AlGxLCsoezZLUE000cQrja6uLn7hF37hZVl3k9i8yrAsa93x9YVCIWjtXi0/wD/T9zyPWCy2Yuvc/Pw82WwWIUQQCNeICxcuUCqVCIVC7Nix45L7T506hWEYpFKpoE66HL5SsbzLajV0DAyQjCcoFPJMPHycsyMRxOgCh6Up9qm9jBnzfJ/THGUCb7Gk1Aih6/TccD1d976NmWKekSefxqiU0dvbsUslUv19/PKtt3LHrbdTCof4Xwd/hFWrEVVVyqaB5bq0yArpTAanXKWtVCWyZSMjkktE07AcB12W6bM9Tn73e0QsixZd5+5772bnzp0MZ9OARyab5eLoMAlPEIq2cPvtty8JQ0yn05w4cSIYQLp3794lBNXvYisWi0B9hMJKn7XrumSzWfa3dXNoYRo5pLGjrZue2Oq5Ep7nYVl1QriWjKQmmmjilUO9K2q9IxVepo15naJJbF5FOI6z5ACzlnKAYRhUFz0lyWRy1WUymQzVahVJki7JOPGf2+++GRwcvET1cRwn8MY0To9uhH///v37Vz04+vOolsuLNctiOJflQiZNTNO4vrefuK6zqbWVHbt3MvnwCa49VMWZy5IsCXZb7Uzbc3zXOsbklhDuKXvF55M1lbYdW6lWy6RPnCE/OoZdqeJUquhtrXTddQdnu9rYIBzeM7SBh86f4tjsFGFFoWoamLUaC5aNELBdC/Nb9/8qic4O/urgE1zMpYkoCv3FGuefeAqoE453vetdAXHsjSWIlA2Ojo8SFrCvrZt77/ypJSbeqampIPNn+XRuWEpqhBAMDAxcMvYC6gQln89j2zZ9sSQ7+4dAEoTVlUP4fPjfOUmSml1QTTTxGsMbvRT1SqBJbF4lXE1rd2MJKhKJrNphZFlWkHPS1dW1IimZmJjAMAx0XWdwcPCS+4eHh6lUKoRCoRXVnMYo/+VhfY1obEUHcFyXJ8dHeX5ykvOZBbpjcVRZpmpZ3LttBzs7Ovm5aw9w5GszRKbHOVMZp9OJMWLO8LBzgsP2GNJFBc9egdgIQaS3h8j2LbiyQm1uHmwHPZnEqVaJb9xA1zV7mS4X+ZeTx3h+ahzHddElhVK5jDBMJDwkWSIZj3HnjbcFStNH33QHTx0/ysEnn0KUq8H08RtuuCEgl2PpBX548GnshTT75BC7t2/npusPBPd7nsfFixeDeVDd3d1s27ZtCTl1XZfx8XFKpRJCiBWDEn2Uy+UlAXyrpQo3wvO8ILNGUZSmWtNEE68xOAicdZqB1/v4NzqaxOZVgu9xgPV1QbmuiyzLK57B+5ieng6mPK/Ufm0YRlAi2rRp0yVn7a7rBmrMrl27ViRdJ0+eBOolpstty3JiM57P8/zUJIZjk6lUSYVCtEeizFfqRmghBBsumsycKeBVBNc4fUyKPA9bxznTZSIyOnapvOJzhbo6GXjrW9jd3cd5o4xnWZjFIjguQpYJt6awgZCQKZk1js9Oo1oOTqFA1LSJGCbOUC9DXT1oikzRrBPPWq3GD7//fY4fP45MPT/mne9855LS0tGRi/z9049StEwiksLPXXsTN+96sQvMcRxOnz4dtN1v2LCBoaGhJZ/7ekiNYRhBmSqRSKyJ1Pjb4X/vmrOgmmjitYemYvPS0dyzvQpoLEGtldSYphkkyV6uBFUsFoMD3kolKKj7XlzXJR6PrzhyfmJiglKphKZpl0zv9uHn3qzkvfFRMk1qop4X48PxXBzXpSMaIx7SmS2VaI1E2Nfdjed6FJ8e4/H/50EyE1OMu2n6nQQnnDGOuWNIlThezQD30p+xHA7Rc+P1XHfnHezrH2LyzAmcXB5JltGTSYSAcCyG6dhYjoXtuODYKJaDKgR97W3cd/udHM6nOZuZZ75S4kJ2gSeOH+XIY48HgXd7D1yPOtTHowuT9BklruseYPTiRR569imKrklfOIbW3Y6XeHH8gWVZHDt2LBhkuX379iC/xocfzrcWUrPWuWCrLQtNtaaJJl6rcBHr99i8ARUbv6JwNVh3j+djjz3Gu9/97uCg+Y1vfOOKyzz66KNcf/31hEIhNm3axGc/+9mr2dY3BBrbbNdagmoM4guHw6t+2K7rBnM42traVozRr1QqQQjc5s2bVzy4+aMTtm7duuL2lUql4HlWGz8/msvyteNHuRDWmUvEyC6SLV2WCSsKo7ks29raePeOXbxz205u7B+k+PQYk3/7PLWLOVrsMD1KK+NOmmfci8ixKJKm467UBRWNEO7uQomECakaZcsgf+IU+eFRXNummsshKQotfT04roNpmXiOjeQ4oKtsHBzk1+55Jzdv3cG13f2EZIWNyRbmp6b48g8eoVgq0dLSwi//8i+jbezn2ekxnpgY5u+OHuT//va/8PizB1GBRDxO24ZBdE0nqtY/o2q1yqFDhygUCiiKwv79+1clNb6n5nKkxv8u+MrdavlFq8EnNs327iaaaOLVxCc+8YlV77Msi5/5mZ+56nWve+9WLpfZv38/f/mXf7mmxw8PD/OOd7yD22+/nRdeeIE/+IM/4D/9p//E//k//2fdG/tGQGMX1FrLB8ViEcdxkCTpsoPB0uk0pmmiKMqqE1RHRkaCoYsrtQ77oxUkSVo1d+bixXp2TE9Pz6oH4ENTk2SrFZKaRjmkM5LNMFMq8p3zZziTnmckm6FiWezo6GB7ewcygsz3LjB36CKTToYZN8eFygTfMJ/jwgAIRcVYWABvBfu/66KFQkR7usgYJcqWiZLNI1yXcCqFrKqEBvtgywYc10FxXCQJOpMpbt+ynY/ceget4TAn52dI6DoR12P69DkWFtLkFYG0fSO3vfdd9PX1kalWKBoGNdOgkMszksuQweHmPfu5cfsuYrrOjX1D7GjvpFgscujQIarVKrquc+21117ynvvda76as1LycyOWzwVbr+rSJDZNNPHahj9SYb2X1xv++3//73z5y1++5HbXdfnFX/xFHn/88ate97pLUffeey/33nvvmh//2c9+lsHBQR544AGgnofy3HPP8Sd/8idXHIT1RsPyEtRaDi6WZQVBfJcrQVmWFWTWdHV1rdjtUi6XA1Pxau3ZfolpaGho1Xwc3zS8PKW4EdJiCSqyeJAeHxtjspBnIp/H8zwUWZCtVnl6fIxNLa1Unp5g7N+PUZ0usMWJMWLN8Yh1nCPOGMpCEiuXxzUvbe8GiHR3Mfj2t5Lau4NMtcKR2UnSuSy1fB7XdkCSUBfLUQgQuoosSbQmEvzSnuvIVMs8N3IewzIpTM2QnpqhogjskEZ/Tw+Rji6emByhJRLFsG0upGfJ1aokkEgpGht37eS8MMmVqrSEwgwlWynlC5w4cQLHcYhGo+zbt29FpW1ubi5Q4/r7+y/rV3IcZ4mvppk/00QTbzz8pHhs/vzP/5wPfvCDDAwM8Ja3vAWon+h94AMf4Nvf/jbf/va3r3rdL7vH5qmnnuLuu+9ects999zD5z//eSzLWnHnbBjGkkGIvgH19YyrLUH54WyhUOiyE5pnZ2cDw/Bq2TYjIyMAtLe3r3gANU0zMBWv1Anlwy9lrZRk7ONA3wB5w0B0dhA/dpz5hfN4poUsCYqmiSQgrCi4nofjuDzzzUeZnBlnhjSDUhun3CnGel2ilXYcx8GwLi1BAci6zub3voPonu1YeCiuR9WokZudBQRaKoEHKJEQQpYRou4vCSkq3bE4A8kUz0yNUi0WmTp/gYxjM2h73LVjDxdiCqbrElZVimaNkWyac2OjJGs2DhKaovGWPdfQEk8wMTfFplQbw7k0R0YuEMkUg2DCPXv2rPh5LywsBGS0t7f3smoc1JU7P3Z8Pb6aRkiSFIxSaLZ6N9HEaw9v5JEKjfjwhz/MxYsX+Zmf+RmeeOIJdu7cyW/+5m/yv//3/+bBBx/kzW9+81Wv+2UnNjMzM5dkmHR1dWHbNgsLCyseHD/1qU9dtv72esTVlKAqlQqWZSGEuOxBr1KpBASop6dnxfJEqVRa0pGzEkZGRnAch2QyuWopyzCMYBDj5YhNXyLB+/fso2bbiBeOMlYskbs4zNu2buffL5ylaBr0J5Nsamnl03//Zca/8e/sz3WQsjSGmeagcwHJNEi2tTE3NrZyCQpIbt5A6/5d1FwXPLA9l7nDR8ldGMG1bcx8Ab29lXhfN0KAkCCmadiuy2ypyLmZKU4dP85ELosEJEIhfv6etxFrbeXI0YNczC5wOj3DnvZuzh45SjabIYFMb3sHfd3dvGfnfs5k5hACFioliqUSc9kyQ6EYnZ2dK05KB8jlcszOzgL1URIrda81wjTNIL8okUhctfFXluWA2PjJw0000cRrB/WAvvUv83rEn/zJnzAyMhJUgj7/+c/zT//0T7z97W9/Set9RQrty3eefrvpajvVj33sY+Tz+eDi5368XuG67rqD+BrLDvF4fNWza8/zAiNvKpVatXzkz+Po6OhY1cMxPDwMrG4qBoJBjNFolGg0uuJjfOiKQjIU4qYbbwTg3x9+mCFF5Q/ueCu/eeMtbG1t57nJMQ5+/Rk6C2EsRaAgccKZ5GwkS+fObSjxKEaxdOnKhUBvbaHvrjswPRf8Cy7VuXk8xyXcmkLRNGIbBkju3QkSqEJCkxXiWohcqcCfPPQNprIZQh7sG9zA//ddP8PujZt5ZnKY2XIeWYKqaXBuZBgjm6dPCdE7NMiG3n5uH9xCWNXY2dbNtV391Eol2gyHPj1Cf38/O3fuXPGzLpfLwWDStra2FWdsLYfflRUOh9dMjFeC/z1q/E420UQTrx38pHhsfPz93/89vb29/M3f/A1f+MIXfiwWlZddsenu7g4OvD7m5uZQFOWS2UQ+dF2/6jav1yL8EpQkSWvODvHLDoqiXLbsUCwWqVarCCFWbN2GemeO761ZbbRBuVwOyiKXG3/gH2CvNDm6ETfffDPPPfccw8PD/Nmf/Rk/9a53Mp+McnxuhhPTU+wZFXRZUYatKSKehhlX0aJJiqbJ5PGTsDiBegkkifZbDpDYta0+ndvz8IRAliR0y8EqlXAdByFJhFpTyHKdYEQ1nTY9xFxmgapl0W+6hFIJ9u/YwX+84XYATs7PcDYzR7pSomoaaI6HjQSJKB+68224qoIiScT1emlQlSS6ai6uo0FEY+PGjau+h4ZhBPOzEokEXV1dV1RNbNsOSrPred9XgiRJaJqGaZoBsVFVtancNNFEEy873vOe96x4uxCClpYWvva1r/G1r30tuO3BBx+8qud52YnNLbfcwje/+c0ltz388MMcOHDgJ8L8aNs2zuKBeT2ZNY1jE1ZbxvO8oJzR3t6+6vvpK16tra2rHhh9b01XV9dlidTVEBtJkvj1X/91vvz3X+bU+Qt89ZHvIob66ezuRvv2SQbnFdrcCK3SRsadBcby4ziyQX5mDnMVtUaLR9EiYWTAFRJI1M9ZBEiREJKuoUoyruughENEVA3TttEtm9mpKUxJIEuClqF+MsLh4NwEbaeP8LbNO8kbVWKySsoRlB0XDUFfqo07br6V5LKSoOM4nDx5MijPbd26lb6+vhXfB8dxGBsbw3EcwuEwfX19a/o++PlFuq7/WEL1VFUN5kX5JVJ/wneT4DTRxKuLN7J5+OjRo6vuY2KxGMeOHQv+/1L2ReveS5ZKJc6fPx/8f3h4mMOHD9Pa2srg4CAf+9jHmJyc5Etf+hIAH/rQh/jLv/xLPvrRj/LBD36Qp556is9//vN85StfueqNfr2g0TDsHzjWsozvl7lS2SGXy2GaJrIsr6p+maYZKGYrjU7w4Xc6Xe4xQKAcXM7IvBLC0Qjb7r6LiY5WRkcuUikWeO7ZZ9n+bBrF7mdGLpO0FM5qGU6584RjHeTGJ1YM40NAtKODnoF+4tEYeetFo7nrQaVUxKkZ2K6LkCScmoFhWQjHxTMNIp7g2tZO8okwY+U82VoFTVb42qkXCKsabUJhemICybToQGF77wB379rH5ralipjjOBw/fjwYJLpr165VvUn+pG7TNFFVlcHBwTW3XPvv+dUahleCr9KYphl4bvxJ37IsI4RokpwmmngVcDWlpddLKcpvYHm5sW5i89xzz3HnnXcG///oRz8KwAc+8AG++MUvMj09Hfg5oN5W/NBDD/E7v/M7/NVf/RW9vb38xV/8xU9Eq7c/NsE/YKwF1WoV27YRQly29dd13cAM3N7evqoHxx+vEIvFVu2WMgwjKEOtpjb48A/G7kqEYwXYrstkIcdoPsfh2Um2bdrEnORy+IePMf6DH7G3sJEOJ4YiJGzhkqaE0pLEcRzsRaViOcId7ex63zvZdestzFWLqA5Yi+Y5IUCEQsi6BpIErosc0uvKDR61sEo4nqBjaAjdqDFdLRLTdJJ6iHS1wnPnzzC0UGaDJ0EkxR033sye/qFLDvK2bXP8+HFyuRySJLF3797LGoCz2eySoZZrVV48zwsUvx/nCIRGEmNZFrZtLyHiQghkWUaWZSRJaubeNNHEK4SfJPPwy4V17ynf8pa3BObflfDFL37xktvuuOMODh06tN6nel1juWF4LWe/rusGre2XMwxD/UBpWRaKotDa2rrq+nyTan9//6rbMD09jed5JJPJKxqC/YOrs5LvpQGFxeGMh6YnODg1zqn5GfJGje1tHbhCUD1zHq9QpKa4zNo5Cl6NpBzF7U6SGtrCxKNP4TkrkCdJsO0X38etd/0UOzq6+M7502iKhWPbi6MbPNxaDdsw8RwHIcvYlRqeAElW6G1ro2AYDOcW6Isn6YzEGMllmK+UEI6DO5cGKcT+oU3cdNNNKypmpmly7NgxisUisiyzd+/eFcMOfdRqtUA16+zsXNXgvRJc1w1+by9He7YkSei6jqZp2LaNbdvBc/r/hzrR8QmOr+Y0Xm+iiSZ+PHgjKzaNOHr0KLlcLmjrLpVK/O7v/i6HDh3i7rvv5hOf+MRV71uas6JeBlzN5G6of7BrMQy7rhsoLB0dHaueTWcyGQzDQFXVVY3FQHDQ7e3tveI2+gf6yipqStWy+Kfjh3hhZoqQXJ9HlK6UmS8XMV2HkwszlI6dZvrMWYr5PCPuCFZoA116K2XZJN8TwchPYpdXXr/e2kJi306Oz09RtUwKRgXTsZEEeIDruBiZPEKW0BKxeoZNNIyQBK7kUbFMFFnQHomCgO3tnSQUlbGZGXodhc1KhOuvv56tW7eu+KMyTZMjR45QLpdRVZW9e/dethXfTxb2PI9YLLZqyfByy78S8BUc33/jl6f8tvDG21ZCI8lZ7eI/TxNNNLE63sgem0Z89KMf5brrrguIzX/5L/+Fv/mbv2Hv3r186lOfoqOjg4985CNXte6mvvwywHGcdWfW2LYdJAxfKackm81i2zaqql62/OEH6XV3d1+2lNBIkq4E/zFzc3MrHnSfnx7n8bFhTMdhspjnyMwko4U0husgEDiuS3F6FknXiHV34gkBAjzbxnM9QqkEmVNnV/bWAMmdWxCSRMmyOJuZw/ZcPBaNw3hkj5yiNDyGZ9uY+SKyohDp6URIIEsSKT1MbyzJUKqNZChCOV9g80yJt3pRro+1cc8997Bt27YrkhpN07jmmmuuGKqXzWapVqtIkrTqUNLLwS8HAYGh/OWGEAJFUdB1nUgkQiQSIRQKoWkaiqIEHpxGuK5bLx/aNpZlYZomhmFQq9WoVqtUKpXgUq1WqVar1Go1DMMIOrR8o72vGL1SpK6JJpp45XH8+HHe9KY3AfUTuH/4h3/gE5/4BIcOHeL3fu/3+MIXvnDV624qNj9mXI1hGAgyazRNuywZWq7WrHagrNVqawrSM00zMCtfidiULRM7pIGiYJommUxmiQIxls/yw+HzpKsVUrpOprqopkh1QuO5Nrmj55kdHqZWqWJVqvSqW9D1MPNumfZwK4mxBcxsfsXnF6pC+7V78RZzNquugwp4ePX8Ps+jMjOLa9toySRWpUJs0wCd1+xCERIxVUNTZGqOzQvTo7jFCvGSgYROb28vt9xyy6qm6JVIzZXMvLZtLwnhu5ouQCEEkUiEYrFIuVwmHA6/4qpHo9+mET7xaCQiq10al1kPYbmSCrRcEWqiidc7flJKUblcLsjwOnLkCNlslp//+Z8H4K1vfSv/63/9r6ted5PY/JjhmzDXYxi2LIvaoidlPWrNamZgIDigJpPJyx6AM5kMUG+1u1yn03y5xCMXz5KpVlhoSxCfy3Dq1Cluu+02AGzX4Ymxi0hCoEoSE8UcngetkQgJLcRsucDsCyeZ/O4PqdSq2NUakqqQEHE6idMrJcGRsc4dxlul3BHu7qTt2t28+PZ42It/EYAQ2LUaZqGE5zhIsozemsJbbO1WZZnJYh7btdEtlz5XJiVCbN+7l+v37F31fbdtm6NHj66L1EB9KKnruoRCoVV9UGtBJBKhVCoFad2pVOo1EZXgv19r8f6sRHR+3ERoue+n6QVq4vUIF7i8g3HlZV5vaGtrC6JIfvCDH9DV1RWM8jFN8yUptk1i82PEcrVmrTtSX60JhUKXPWB5nheoMG1tbZdVg/xAvu7u7ss+t29WvlJJ5Ux6jqligf54ksm2FgqZHAcPHmTv3r0kk0kc18NwHGRJIq7rCOEhWDyYCNiYbOHkC8fIz8yixiLY5QpyNExVdUmrJuWQSyhvki/nVt2Gtmt2IZa8ZpdFRgNATFOJx+MoIQ0hZDzPIRwJ0xOJ0x1PULZMFkpFbMskhGBeEnQNdnLULWFNDTOQaKE/vrS05zgOx44do1Qqoaoq+/fvvyKpydUq2K5DZjGl+XLK2logSRKpVIpcLheQm0QiQSQSed0crNdLLK6kAK1Ggq5kavdJzvK/TeLTxGsFridwvXUqNut8/GsBt99+Ox//+MdZWFjgz/7sz3jnO98Z3Hfu3DkGBgauet1NYvNjxNUkDDcO/LxcezfUSYhlWciyfFlvTblcplwuI4S4Ylx/47Toy0GWJMqmwfPT42Rdm9bWFNZshu9///vc9Y53EFIUNqRaeWL8InPlEu2RCH3xJJIQHOgZ4K+/+hXmz13AKJWoZuoH/FBnO/NeDTcs01KWyZtFpp3sis8vaSpqNFqnMJ4HwuPFVL7FNm8hcGo1HMPEc+oZNroD1/T0UzJqTGcWqNomOgJN1WlraaEtHuepyYucz86yqaWD2we2sr21PtvMdV1OnDhBPp9HlmX27dt3xa6xY3MTHJobo1arkbIEe1PdLzktGOqkt6OjI8guKhQKlMtlIpFIENz3Rjowr5VoNKo/K5XEGrvK4MWYgpUIUCPZWU58mmjilcJPSinqU5/6FPfeey//+T//ZzZv3sx//a//Nbjva1/7GjfffPNVr7tJbH5McF03aI1da3u353kBsYhEIlckQ75a09rauia1prW19YolC9+w7B98LcfhmckRRnJZemIJbhnYQETV2NXexUPnTpEzqrSGw7TGk5QWsvxg7AKHHvo6+7ZtpzMaYyCRIq6FmC7mKZoGv3HdLWSqZY788DGsShU1HsPIZBEIzPk0XqoLz/FwDANv0Qi8EqSQTqSnA3ARQkKXZIwGAbZFD7Mh2YrV0c1kJFJnOp7Hxq5uXNshOztH0oYBImwaGCDe2sJwboGDU6MsVIpEVI2yaTCSX2B7axeFWpVvvfA0M9k0vVqUe6990xWJZ822OLYwWf+P7TJaLbGvd+jHlgEjyzKtra1UKhWKxWIwT8zPx/G7mhRFCUy+b/QDc2O31eXe5+XEx7/eSHxWIz2NJa3Gyxv5fW3i1cNPSlfUxo0bOX36NJlM5pJS/V/+5V9esdpwOTSJzY8JvlqzkslyNRiGEUzvvtJZvd9JIoS4ol/DJ0BrGa7ob7c/m+tMeo7npiaIajqHZ6eI6zo39g0R03Q2t7TRGYnSGY0zUy7Sfs1eHjtzkurEJEXT4Jpt23HxmCnnKZhVwpqK47p885vfJHdhBLtcxjXr5C/V1YHt2Gzu2oRheEyywAaphZvULRy2RvAaKY6Alh2b6di3C1VSiOg6qiSBB7okEdVD7O/uI1erkhIykmljOw6KLFPO5MhMTBJzwdZ07n/TXWzrG6BqmXzx6JOMFNK0hKJULJN0tUxSDeF6Ht858TzH5idQkdBbk1RlWN3RtLiZQiAQ2K6DaVtIiHUnNF8JQgii0SiRSCToLPLr0aZpBp9nIyRJWhK0t5oXZaW27MaD9/ID+eX+f7nlXg34BuiVsBLZWU39Wb7OlcjOa+H1NtHEWvDpT3+aP/7jP2Z6eprdu3fzwAMPcPvtt6/6+EcffZSPfvSjnDhxgt7eXn73d3+XD33oQy9pG1Y6nu3du/clrbNJbH4MaMz3WGt7t+d5wdylSCRyRTLkm3wTicRllR3DMIL1riUzxVeZ/HXWbBvHc+mIRCmZBmWfsEkS1/cM8OTEMHOVIlta2+kfSjJaKzNzcYSJbIb8C8/hxKKkzSqKJMjUKvzr2WM88ci/Y1WrqPE4RjqLEFDM5Yh1tmPs7iH0NFznDYDw2KX2c406xAvWSLCNiq7TuW0zQpGwcSlbNVRJJqJqDCRbyFs1np4cJqSoENLo6urCdGzSCwvMjY9Tti1iiTg3b9tJZ1sbuVqFhB7mQO8GDMfGdl2mSnl6Y0nGi1lOPPdDLkxPoAuZTV29FGWPsnUpYVgOXVa4oWcDz04PU/E8NkdbaAu/9DLUSvC7pSKRSDD3yQ/U8y/+d9I/UL/aWIk0Lb9+uctq4YAvlVA0rmc5lhOd5aRnpWwfn+Q0KmZNstPEWvFKlaK++tWv8tu//dt8+tOf5tZbb+Vzn/sc9957LydPnlxxtM7w8DDveMc7+OAHP8jf//3f88QTT/DhD3+Yjo6OlzRJ4Pjx45w6dWrFOIv77rvvqtbZJDY/BvgJw/6ObC1oVGuu5NuwbTtoyb6SWuMToHg8viaS5e+UfWI1kEjREYlxMZsmGQqxqeVFcrS3q4e4rjGez9ETT9AdS3Bg8zYesU2M+VlM26JSymELAbLAdRx++NB3OHX4KE6lgmvZCFkm2tuFVa4QGurjVGuZrlKa69xesk6JlIhyk7qVw9ZooNq4joNZqZMl1/VwXY+oVjdnn87Wu79UWaY7liC8YQjDtZkcH8d1XUZOnObe2Ry/8vb3okgS3754nJptsSHZxjVdA6SrZeYrRfZ19ZGplZnOZ8gsLFDzHEKRCAXZpTuapDN6+TKUjy0tnfTHWzh3/jyS474iBzQhxIoxAf6B2M+GWX6AvpwZd/nfy11fK1Za548Ty03BK10alau1/FYv1+re+J42kkf/un/SAEtVs5VygJpowscrNVLhT//0T7n//vv5jd/4DQAeeOABvvvd7/KZz3yGT33qU5c8/rOf/SyDg4M88MADAOzcuZPnnnuOP/mTP7kqYlOpVHjPe97D97//fYQQwX6h8bfRJDavEq5GrYEXvS1rUWtyuRye5xEKha7ckZPLAVzWXNwI34Pjk7OuWJx3b9tNulohqYfoiL6oOFQsk+enJ5goZFHmZW7sHeK2gY08NTlM1E5Sqlbq7e7Cw/A8JMvk3FPPUKuU0dvbqc0vgFf304TaW2i7bjfzh47zZDnHNrmVTXIXCNhFg2ojSSixCG5Iw/YW27rxyJoVdEnFod6JZTg2F3PzbB/qhZCG63oomka1UuXoc8+z5//6GN84+wIFo0pLKMKZzAybUh3cs3EXpuPg4fG/Tz5LKZsjKilooRBv23UdcT1EbyxJXFt7SSmkqLTGE+RyOTKZzBW9OS8XVjsovxxYCwFajTitpf37ch6ZxvVfqSuqET4BapyJ5V9vvG21ZZe/t40qzmpkZ7Xnbqo6Tfh4KYqN3+XqQ9f1wGbQCNM0ef755/n93//9JbfffffdPPnkkys+x1NPPcXdd9+95LZ77rmHz3/+81iWte4Iiv/23/4bIyMjPProo9xxxx38y7/8C/F4nM9+9rMcO3aMr371q+taXyOaxOYlwicEiqKsWa1p9EJcSa3xPG9dZMVXdi6XcdMI3wPSKAO2hCO0hJcSqHytyvnMAmOFDBuSbWSqFU4tzDBdzJOrVcgbNRwBsiTwOw/TJ06TGx7DqVSxi2VAoETDeK5HcvtmBILi8Bgv1Oa5QRskqoW4aM8QJUS31AKMAB5KJEK0pwOW+W5sbDw8JBcsz6Vg2LxQq2K3JUB6MTiuaFRxvXr7ubd0LQgh0BUF13XRC1UM28JSFG7auIVrugbIm1UOzY7ieh672nvpjq7tfW1vbyeXy1EqlahWq+uaD/V6xKvpqVnJH7P8/yupVlcaEwEsIR++Ids3Zy8nIyuVtJZv0+VGVDQSqibR+cnFSyE2y1uk//AP/5CPf/zjlzx+YWEBx3Ho6upacntXV1cwYmc5ZmZmVny8H0FxuSDYlfDggw/ye7/3e0H68ODgINdddx1vfetb+aVf+iU+85nP8NnPfnZd6/TRJDYvAY07pvWwVV+tCYfDVzyb9mPnhRBXJCt+hD3Uu4i+d/EsBaPGtvZOdnes7DD3D7jFcpm5UrHur4nGUKQXt+tidoHHxi6wUKmXbVRJxnIcBhIpFqpltrZ2kq6UyZk1/L4mz3OZP3QMu1pF72inOjuPAKJ93di1GmosQmVuAde2EarMM9Y5euQWekUripCJCx2BACEItSRou2YnsCjYCFCEwFlMILYXewI8wJIg1JpECAnXdpAVmZbFROVruwepTpynYpnsaOuhN5YKXuP4+DidlkQo2smO3bvY2N4FePxo/AxjhTT5WpUj82P84o6b6Y5dmdzouk4ymSSfzzM6OkpbWxutra2viHryk4bLGYNXw3LC0zgbq3FGlv84/wRm+fM2dqApihJMTG/0Dq2k7DQ+b2M3lr8/WUlNauInAy8lx2Z8fHxJdMdKak0jlpNnP1x2PY9f6fa1YGRkhB07dgS/l8b5g7/8y7/M/fff3yQ2rwauxltj23ZAPq6k1sCLCsyVpn0DS8zIz85McHxumrCiMVsuktRD9CdSlyzT0tKC7Xk8MnqWdHoM03HY39XLz+68hlSoTnoOz05QMU0Gky2UTQNJCNqjMTak2pgoZElXSuiKQoccxbQt0maFzOFTFC6OYleqWMVyvQgsCQoXRgm1tRDu6qB4cRQjk8c1LQ57o2yVu7lL34+Dwx51kHPODEfEBHprKnh/xWIen0+gJK8ea+O9mNOHiIRQomEUWanfGdYCpalj6zUYjk1CDyMt/hir1Sqjo6MIIbhp5166u+oksGjWyNUqZGplCkaVuWqBH4yf5me3XociK8Hyq6Grq4tqtYppmszNzZFOp18RglOzTbJGiYiik9Sv/B1bD1ZqlV6pRLQe704jVlJAgODzX8k0fDVt2P5jL2fEb5x/tfyv/zoty1qR9PiEp7EF3//MfUK0/D31iY2/7uVEZ7mi00QTy5FIJK6YSQZ1RVmW5UvUmbm5uUtUGR/d3d0rPl5RlHUP9wVIpVLBSX5nZyfnzp0Lkuwtywruuxo0ic1Vwt8RwdV5a3Rdv6LK43neukpL/rqj0SgXq1Vimk5nNM5wNk1lla6enp4e8jicLhYJay0okszh2Ul2d/Rwc/8GAFRJYaFSYqqUx7RtoprGXKXAfKXA5lQ7G1OtjBWyGLZF3nNQEVRm5nBtGzWZwFjIImSJaE8nZrFMfPMgbXu3s/DckWB8godH0TNIu0VKXo3Nchc3aVs5ak+ht9Zf+6InGajnNsju4hdYAnvxNg9wqgZOzcTxamiKhlM1uJibZ0OyjbCqEVZf/Lw8z+PUqVO4rksqlVryo46oGiFVZTi/gABSoQiz5TzfOH8IWUjs7RhgW2udBBXMKofnRilZBltTXWxt6UZVVbZs2UI+n2d+fj4gOHNzc4FfKhKJEA6H11XKvBxKZpUfTZ5grlogqurc1LUNy7GZr+SJqyEGo+3gsWJ5Zvn/V7q8XMbfHyd8EtBoGF5+WV5WWunkxF9+pd+p53lLus8au9Ea7/NPYvz1+URHVVU0TQuIWKOqsxrR8dcJS8tWTTXnjQXvKhQbb52P1zSN66+/nkceeYT3ve99we2PPPII733ve1dc5pZbbuGb3/zmktsefvhhDhw4cFUjXvbu3cvZs2d5+9vfzp133skf/dEfsXXrVjRN45Of/CT79+9f9zp9NInNVaIxt2atOxbXdQMvy1rUmkqlbsaVJGlN6bWNxGa7nuSJ8WGGc+mgg2klRKNR4rE4olDBMAyUSBSBwHIdhnMLVC2LlnCYvFGlaluUTYPxYoaWcATXhYuk0WSZHe2djOcz5M0K8VAIt1LDypdwTGuRvHhUZxcIt7fQdWAvueOnyZ08h+e4dVUFmHGzRIXOTqUPBOyWBrle30YmEkJI9VH0bWoExTKZw8aTQJVk2mIJSlaNolHD8jy0SAg9FQMEbqXGwswMOC6PjZ+hZNbojbUELny3UGYhnyWsaEhdKb554TAxLcT1XUMk9QitoSjJUBjHdTAcm+lyDl1RCCsqB2cu0hGJ0xKK8uTkOZ6duYjlOpxJT/OLO2+hO5rEdGzmvRqiPU7KEbwwdp50rUR3LU5/LRl0sUH9gDxvVyhjkVDD9IVTyA0KxXJSsZI6MlKe51RhnDY1ypi5wPzcPJZrYXkukhDsivbSr6/NWH4lXG40wXrycZbjSsbi5QrRcmOuTwLWi0bS46ssjX/96/7r8W9bvu2NRMdXdHyC0pg07j+nT3L89a1EdJaXyBrVnOUlq6aa8/qG60m43vrI6nofD/DRj36UX/3VX+XAgQPccsst/PVf/zVjY2NBLs3HPvYxJicn+dKXvgTAhz70If7yL/+Sj370o3zwgx/kqaee4vOf/zxf+cpX1v3cAPfffz/nzp0D4H/8j//Bbbfdxh133AHU1ZyHHnroqtYLTWJzVWhUa9bDVKvVKp7nIcvymlQeP5U4Ho+viTz5O8xwOMxgZyepcJiqZdEbT5LQV+/quWbjZs4fyTJeNZAiUfZ29mC5Nl8+epCCWUOTFBKhENek+nhqYhhsUCSJ2UqBVDiE50Fc14moOh6L/pdcEWSBpMo4roMWj4EkkdgyROu+7Zz+23/GqtQQsoRn19/Lw9YoJ9UJYlKYnFMiJce4zuzjoZEpEpKCcF3Chk1a2HgCJAlqOMyU84RVjZCq4ZoGkZ5OhKJQncuA53Hqyef46z99gNt+/efRFZWnpi6Q0MMUjSqZXI4eOcSWngGeGT+Frigokozjurxtw250WWFrqgsBpGtl4qpOSg8TVjTStTKGUz9DP52ZIl0tEVN1RgsLnM1MU7EMDs5cIGeUkYSE63mMlhcwHJOzdpZ3JHbTLUWCs/rpWoEjpSlMz0ERMtsibRiujeXZRCWdqKyTUsKEZZWCXaPkGERljaTyojHZtV0816Nsmzieh+laZOwicTmE7UHZM9F1HUmS8CTQZHXFNugrXdZqbi2aJfJGkZgWJaVfWSK/WqxEdC7nn1mutMCLHpeVQg59NBIav8W+8eKXt5aXuPz2b8uyME0zIDv+pVHZWb7uxnX6r9Pf/sbX68dH+OSsSXJen3ilZkW9//3vJ51O88lPfpLp6Wn27NnDQw89xNDQEADT09OMjY0Fj9+4cSMPPfQQv/M7v8Nf/dVf0dvby1/8xV9cdYaNP8nbX/fZs2eD1u83velNL2lwcJPYXAX8HaF/QFgrfHPUWocX+p6ZtbYL+ztkTdOQhGBjam11zz27dnHh3DmGqhV2dG/kxj37+H9feJKpUh6B4Hx5noQeomTW0BSFkKJQtk00WeGGnkFmy0X++dQLlC0DgSB75BT5i6O4holr1UmLVa4Q7e6g78ZryBw9Q+HCGK5pBqQG6uWoZ6xz7FL62aR0IYRgl9LP4fMzTD13hB3X7CMmSczLMngOgrqBWPI8OiIx5ipFFFmi+/pdzD9/DDNXRPbArFb5wTcfonfnFt5011s4vlClLRQjUy5ScgzmBMynR7E8j7ZwlI5InLxRwfM8drb1slAtUbJqbGnpIq6FOJOdoWgabEp10BaOUbYNsrUyWaOM6VpEFJ0L+TmOLowxnJ+jJ9bCUKKdp6fPY9k2vfEWJktZTtbmSfVuoyfSSVKLUJ65SEjk2RxuYaKUZowSQvIoWlXS1RLtepwhpZ3tsR7O5jLMW3lCrsYdbbsZSnQgSRL9noueiTNdzTIoa0xXFji3MM2cWyChRrlnYCM9Ld08P3uGrFGiN9TGNZ1bUaXVdwWe52E4JrIkI0tr/75na3kOzhwmbxSJahEOdO6lK9qx5uXXg8uF7F0JjSqL/9cPPPQVF/96Y8LzSh4AVVXRdR1N09B1nVAohK7rwcmMpmmBWuuTkUay03ibv36f6PjrlSQpODFqJDm+muOTtUZzc7Nc9fpBPcdmvcTm6p7rwx/+MB/+8IdXvO+LX/ziJbfdcccdHDp06OqebBkee+wxrrvuuqAaEY1Gefe73w3Uqw+PPfYYb37zm69q3U1is074hkFYn1rj7xyBK2bRQJ2k+ArMWspW/nOsd7v8x+/fv5+DBw8ydvY8nd3d2K6D4ThYbn0H2RdNEtE0bu7byGQxz9nMLAk9xAsz44zk01Rsg7Cq4noe+YnpeglN13CtKnJIR1FVOrZsoOvaXZz61r/j2jZKOFQ3Fksi+GUGqo0c5qI9R5/cyk852zh+okr2eg81rhMxBZZZDbqiVEUia5RxPRdFllCFqBOoE+cxsnkUVcOzbMYvjjBbLtAaijFamGeynENGIBQZ3ZUYTLQxVcqiyTK392+vHyiFIKGFCMkK+zsH6I6m2JTqxHEduqJJVEnmhdkRqo6JJAQly6Av3orp2rSHYqSrJaZKWXRZJaVFmHMKZGplbM9hvJjmyakztIVi3DW0l/ZYkkguxKSRw1VAeIKIFmbayJO3K4Q0jYu1BRKxGFNGDheHuUqBZ7LnCcdC5KtldEnhmu5NyOlhJorznM9PENVCaELB9CwUWXA2M85IYYa4FuFMdozWUILNqb5Lvhdlq8oLc6c5nbmI49nE1Rg7Wzexq30zuqyt6jPxD7IXimOMFSdok1NM5ad4LmezUe9fMSiw0b/TWIJajsslEi8P4Wv86/toGn01jabelVSW5Wg0C/tExCc5pmniOM6qZmKf8IRCoeDikxW/c8UnWKut0yc6jcs1lsmWE7TG7W2SnNcPXqlS1KuNO++8k6eeeoobb7zxkvtOnz7NnXfeua5cqkY0ic06sbxLYa3wvTWhUGhNOxZf3fGNpevZtqvpuNm8eTOHz5ziufwsLzz+CIn2dhRJUDQtElqIjlgc07GJ6RrhmkJM11BliWNzE2RrVSzXBhs816NWLmPkCjiGAZ6HZ1koikr/wACSLOH4/htjUfJvOIb5qk1fqJNeqYUukQAX2oZDnD1vMrYtF+TR6LLMjtYuLNcjXSuxobWd2UqOsmmy49brmXvyEONPH8axbGrlKj1yhLs27GGukudfTh5EBmQhELJERNVoDUWRJYmbezazr2MAw7F5fPIsM+U8RbPKWHGB9209QG+sBcd1g2Tk8WKaqm3SGYmTMcr0R1uIaiFyRpmWUBRNVtiS6mJbSzc/mjzDfLWAbii0haIsVPOcz03RFUlyS+92xpPzHJq7gIdHrlaiUjRJ1wooQgY8ilYFG5eSVUWVZMKqznwlxw/HD1MwKxTMMkktiq6odEVasDwXz3WI6Bq6FCGqhCiY9cnvCS1CwaxguU7w/Wk8WB9eOMPR7DlyRoGqW0PyBOdnhjmunGADXS+ObPBcFrwcFWpECNEuUpSoMsMCaS9PjSo2NkXCzElz6/5uvtxYbupdXgpqVGCWqy6NsG0bwzCCkxI/fqFR+fFVWKjvQ0KhEOFwmEgkEpAd31QO9c+kcZ2u6wafT7FYRJKkJcpQY8lqNZLTSPSapaomXi1crhHBsqyXRMCbxGadaJyttNadgud5AbFZa1BbY9lqrfC3Zz2dK9OlPIdmxlmolCh3xskWp0kZJudmJojH4wwlW1GExHSpHsQ3WchiuBZF08RwLGzHIaGHMD0b07ERnkc1kwFZIDQVr2YQicVJtCTRomHwPIxMDqFIyEoIu1ipt2k3bPJhaxQ93MZP1TYhCZlpr8B2ow37pMPoZglJllBliaQeZk9nH2XTZL4aIlurossqerheKkts7idycRxFknDKNSqZHFtTnZQtg5is0alEMGSPmBZiIN5GRzjOzb1b2NPehyQENdtkrlLgfHaa6UoeD4+CWeHOwd1MlrJ4nsf+zkFaQlHCioquqLQSZSDRxraWHp6buYAUkbiucyP98Xq9eDDRznhhge+OvMBzcxdwXAdZknl08gS72vrJmyU6IwmqlslEcZ4N8S5st56urMsanVqEAx1bmC1lmCiliWthwrJC1TawFwlKwayACZuSvQzEOiiYZRJqhMFoB3LNJVwV2CWDk5nzhNGYKYwxYw1Tsw00FCRR36GMONNUvSo2FhY2ITSE45Fzi9SkFKqo7z7yUokZL4MiyZQlA0VVyXlFXDx0V0WVVLZENrAlvoGQol/i1Vnu2bmcf+dyicSX89csb9kOykuYWJ6BZugoxpV9b4qiXKK8+OQkFAoRjUYvIT0+4fGJjn/x9wvVajUwkcuyHHTKRaPRJd1zPlnx1+UTHX8dwJJtayQ5vprW+J74r0dV1aaK8xrCKzUr6tVAoVAIAmehHvrX6OOBugjwd3/3d83p3q8UGk3Da1VRoF5Wct363KArBSb5uBpiI0lScHa2pu1ybB4bO8/F3AIT+QxV28GLhMiUa1Qdi2SuRHdXHD0WY6yYQVcVarbFTLlAWFaJKhpZp4LhWOiyjOXYzL5wnNyFsQZ/jaBWrRBuTeC1JZg/fJLixXFcy8a1FjtXlhWIPTyOy1NYRpFfU27jOmkQuSLRN+IydNFlcpuEBFRtk3PZOTYk2lAkGV2W6Y60MVvOUzRrpPp7QBYU5tLICP7t3/6Nj3/84/x//q/fJu7KFIWEp0iEFBVFlnDx2JTswPFc8tUqYUWjaptMVXJYjoMsBCfSk8xVi+xq70MVCs/NDnOgcyO72wbI1Eq0pWJsSXUzWUpTdU10oSJEvQ27YpuEZJXjmVEqdg3bs9Fllc5wkoJZIVstowoZ07GZqWQoWzUyRp7uaJKIEqIn2sL21n56Yi3cObCPp2dO4nmCLckeji9cYLIyjypkokKn5picHD2H6slscVLkvRJjuRFmpibYIHXQTQjTUwgLjTIlxt05TGxiIsxmrQ9Jk+mjE8cG23RwPI+QHKIt3MqmZD8391yLpmooisKp7HmstERvrIup0izxUALHEPTGupivpOmKtHNL74E1f49fKeRqaY7OH8Q0KkgCNka3oBMJVCtfKfGvN5bbVsvY8BWXcDgckBOfmDQSHt+r45MSf1K74zgUi8WgcUAIEawnGo0uue6vww/xbCQ9+XweTdMCwuUrUb6JeXlbuq9aNVWcVx+vlHn41cCf/dmf8clPfhKof7cbW80b4Xkef/AHf3DVz9MkNutAo2l4PWc4fsdDKBRa007DbwuFtSs8UD/b83fKa/HljOUzHJmdoGhWsV2PtkUSpcQSkFkgY5pkZscIzSlUNDA8F1lIOK5Lwa2h2hKu61KxLISoE5LydD2/RtJ8f42GrGokNg2Q2reV6X/9Hq5lo6eS1DI5PCHAdcFpmD4tQFIVTmiznLKniYkQI06OzflN7H0miozEwg4NVZZJV4vIQiBLEiWrxkQpg7V4tt553Q7antqAkSuhC4lSqcRXvvIV9ly7n85UiKgGXmuM1niCllCUC7k5np46x6nMFFmjTEckQXs4RkwNUaKG6drYtslMJUesoLM50cVwbo5WPcKtvVtASKT0CKZjcSozSUwLkzPKPDpxAl2Wqdg1omqYvFFhINHJdDlHxigxW8sTV3VOZEbY0TrAQrVA1TboiqSwXRdVkkjIChcyI1RKeSoLWU7kRsgZJQzLYHZyDNWTiCDheS6K5LJNakMCLGFTpcqMlyUsaZiKw6SWZyDSQX+ki754F6fKw0QrBkORFrJmgXLIw3QqqJLMm+LXE9eilKwKRbNERAmzOTVIWNEpWxU8D9rCLYSVENOlWUKKTk+0k5ptMF2qDyiNK3FKpdKKhtzlSorrupTtEjW3hupqaGh1FcZzKXg5LGER9iJEqH+/1+Kz8ZWLxoumaYzXLpCvZumK9bJQm8XWawy1bFr19+IrLz6RqNVqASGpVqvYth0QocazUqjvM3xCEovFgksqlSKVSgH1332tVqNSqQQXx3GC6/Pz8whRn+ruL+97bXyS4qtBjduSz+fRdT0gOX5r+fL33U8491WcJsF5dfBG9tjcfffdxGIxPM/jd3/3d/nIRz5yySRxXdfZu3dv0Pp9NWgSmzWiMRtjPWqN53kBSfHnMl0JfnfTlZJRlyMajQY7xivNlTIdm0Mz47ieS9EwKNsmMU1jKNnGzX0bOTo3wYmpceYKWRZcA8WEGvUhlGFJoeI5WF5dABVIKELCAuxKDTNfCvw1rmnjSBJKIkrVsbHKFcx8Cdd1wKkv761g6e/av5OJJ57n6do5euQU3U6cZNZFm/M48ITDSd1henv9eUcLCwghcD2XpB7BcCwc18XFZevtN7Bw8jyVTAFd18nksvzNV77MnR/6JUzPIGlpFMwaC5Ui6VqJscI8M5U8HeEE6VqJazqG2NPez6HZESzXpiUURREyC9UihmMRU3VGCnPMVfPc3LOVmKozVitSc0ySIoJAMJKfIarqbEh2Ml8poMkqRbNMX7yViKrhuC5bU92cy0yQL+XpVGPMEyLuaszUsowWxziNiYRgVEwzwTSyJAihkPaKVDGJodOuJNgeG2Ag1omsyZwoj2B5LrPVIpbtEdEVila13navxzHFAoOJAaJeFNVSUWQZwzGYLlYQAuaracaLU7x/+7sYSvQGWTqlapkfjT/FdHkWyRH0Sz3ETA3XMMA0mTBHKFhZik4ZYcELZo4jPLem77Ch1MhHsjiyjeKopMqtqI5GWS9QjOTxhIfsKKTKbWj22tTP1VAJ56hEs4zaY7iqQ9oscVoMB2TBJwKNPphIJEJra+uKB33LsqhWq1QqleCvf3Fdd4kS4yMUChGPx0kkEsTjcWKxWKDS+opMuVymXC4HuVb+/2dnZ1EUhVgsFiwbj8eJx+MByfEJl6/kNPp6NK2uuC1XcXzi2SxTvTp4Iys2t9xyC7fccgtQ73z64Ac/SG9v74/9eZrEZo1o7NpYD9m4munfPhHSdX1dZ02RSIR0Or1k5sZqMB2HimWyu6OHwUQrE8Uc13UPsKWlg42pdk5nZjgwtIljc5OcXZihVVKYtiq4HtQcOxhf4AGOVz+jxgM5pCOHNFzXwXMtZF1F1jVEWEcAciSEEtIRkoRZruJ6Dp7rLJ1MCSS29NMvwYlHnsKrHuQebS/CkjCEy8BMgp7DVU4PWVQsg7CqoUgKRbNWz9TRQkRDOnmjTM+BXWw5czOnv/0otXIVo2bwzPcfJZZMcv373oZTMzmwcQMjpQUcXEK2wlQ5Wx+uudgVdf/et7Cv/QIPDR/Bcm00SSEVCqPKMgktzHB+lqxR4mx2Ak1W0BQFy3bIGxU0ScJwDHJGkZplEldD7Ah3YxoGGUei1ROMVtOMlkaYp8wMKh1yFA2FWbdEwatQw8TGJSQUXAFuSKIn3MaslcUzBAklRlyLoKthBvsHubZzO2ezo2BLDEX6mZnOEJY1TMembJbQBHUVyqpSNMtsaRkkZxQpWVU6w22czVxgtjKP7dqkSxk+/9SXiTohFEMmUtCpSDXmI1k0R8GUbabsCToqrXh4uMJF9mRMxaQWKoEGiiuIuJFLDLrL5yzJssyUM4nwXFJyC3kvx6A2QK/ezwXjDAUnQkJJkbEX2KRvoVPrucRrs9xjs1IysK9mKLaEa1hYsoFWjUFZJeflrvjb8X0wjQqM/9cnFo2/W1+JKZfLlEql4NLouZmfnw8eH4vFSCaTJJNJEokEra2ttLa2BkTHX75cLmPbNrlcjlwuhxBiyTb4qo5t20G5y3Gc4Lr/OiKRyBIVx287998rP0SwOeesiR8n/vAP//BlW3eT2KwRjR1H6yEbPknx8yfWgsY8mvXAzwPIZrNXHGYWVTU2pNo4uTCNi8cdg1t468YdwfDLzS3tHJ2bQghBSySGIktoFQddCCqWibU4eFLyQPXAoj7uwKnWsMpVXNOqKzZGvdXUMUxkRQbDwjYMXMfBc9x66PBywcaD9PMn2fuhnyd7doTDJy8gJIlfF61svCjQ4h49Iy6D511Gtwk016NF1xdb1C1ino4qy5ieTdk22fAf7iQzN8fMsydwHZdKpcr3H/oOojfFdTffyJMnDxFLJZElibgWRpdVimaN7kiSFj3CiYVxNqe6+LntN/H45ClqjkVCDTFTyXImM0nNqeEBRrGe46NLMi1qBB0FhELckcgbNc6WcrSKEJG0gYPDglem7JnkvComDh7QFWpDSIJdLRvRNI2T5TGyZokLxWlqro0myQy29XB73z6+N/YsOadIySqTMwpEFZ1j8xEisooi1027C5UsIUXDlVQKZnExg6jE05MvsCk0yFR1gumKi1XKUy7lKdQs0qk5akoNIVxs2WHarRIzIwgBsXCEkK2jyDK6GkLRXFRFwugyqIkaCS1BR6iDGjViXgxLmAghONBzgE2pTcji8gfHRDbGybRNRI0iWzKbO7cwlNiAlIWz2ZOAR6fUxbbOHXREOtf1+1gJnudhmDVs68XuI7/U5JeZfOWjUqkEXpaV1BcfmqYF5MInKMlkkra2Njo6XszxsSwrWE+xWKRQKCwhLpOTk0Bd1WlpaQnKVm1tbbS1tdXLwJVKsHzj+qC+P/BnB/lEx7IsKpXKJX4e3/jsExg/T6cxRLBJcF4ZuJ7AeYMqNl/60pd45zvfSVtbW5BofDncd999V/U8TWKzRlxNGQpeJClrNQ0DV2VQBgKJvFKpUC6XLzuGQQjBbQObGUzWzwT74y1LJnrf3LuJ/ngrBaPK2cwsj0+cRxZQcx2ELJFUdCTqhltVkihatXprd7GMWCRVnuchFBlF19HCIWzbopzOgCwRSsQwS2Uc20HIAtdYmv0xc/QMOz2XUHsKIQkOG8OcEBuJOxHyHR5ddpzdz9jIQqKyV8PGZTDRigR0x1JczM2hShKu52ALj64b9zB//DxWtoCsKtTKFU49c4ieAzsZcfJo0wvEZZ2wqtEm11OUU7LGyMIUFxcm0SQZRQgqtRI5q0weQVIKYdsmwgMPl5proyDhYGFZJpFF9aXmmVS9GuBS8Koc8sYRkqAzlMJ1JSzLJaqEqNg15uUS7eEkmwc30BFOUZgwsHMuYVlFUgQpPUbVLvPU9BEMp0rNqmE6Jp7nUrZMjs2fYbgwzpZkPy1aCuFATOojU8mTrc3huhau51LFJDc/x0jNoKiWyelFTN0irOjEXB1DqeFIi9O3hMDTwJU8YtEEvfFu4nqcilXFcg0Mp0rFKmPUDERYUFSKuJ5LSNbJltMYjsHR+SMoQmZjalOQtGsYBqVqkbnyLPPVGQy7huyomLZFzp0k5IQ5M3qWM85ZLMciL0qYnoHuhHnceiIYo7C8m2q5z2Ylf83yi9991NLSctkTkEbPi18SalRhKpUKpmmSTqdJp9NLlpUkiVQqRUtLy5JLY8JqrVajUCiQz+fJ5/OUSiVqtRrT09NMT08DdWXWH6aaTCaJxWJ0d3djGAaFQoFisUitVgu2aXp6OvDz+H8b/TyWZQUETlXVoBsrFAoF7eVNgvPK4Y1civq1X/s1nn76adra2vi1X/u1yz5WCNEkNi8nGstQ6/kx+9IxrE99udo8GlVVaWtrY2FhgdnZ2SvOl1IkmU2pdgDcZZ1UsiQxlGzF9TyyRglZ8kiFwmRrFWq2Rdl2aQ9FiaohZFmCmkfeqJeCkKXADOwYJgbg1kyyR8+SOz+Ga9kYuQKSqvgxm5dsm5EtMHfoFF037GHu0CmsYplnGaHPbadvSiOpgyQ8Ek94tG4cJL07ymwlR9GqYTgWJbtGxTKCKeBdB3aQPX8dYw8/jVWugmQxfPAIj7fGect9P0vBrpB1KwgD4kIjbHsMl/Ioi1PDs24VCYEu6u2zrgBdgIZEFRsPFxdwcVElhZQaJaro7G/dxLHSGKJcRRMCAUhy/Wc3a+eoWAaO52K6JpKQiGlhIqqGImTiWoRbe/fSHWlFVQRxJcJUeZaLhUnwXBJqFA8b4dlIEuC5lO0iFbuMkSsSNjV6qi2EHQ1w0eMCU3NQHBlN0mlJJDE7XebIUXNNhOQhKTIpPUGlWqVi1z9DRUh4MsiSQnu0lfnqHAktyvWd+6nYZY7OH8WR6v6MSqWC6ZiojsqkNUHRLRA2I5yfOs/w88Mos2rwm/AkD6uzghM3cSM2Uk1GWDJyRkfJ6QgEo4yv8M3NruHXcPXwPSjLO5p8FSYej18yMNWHbdtLFBifoBQKBRzHIZPJLJkPBvUBt+3t7bS1tdHe3k57ezudnZ3B+vL5PNlsllwuF5CnSqXC+Pg4sizT0tISLN/Z2UlnZ2dAcvL5PIZhBNskyzLJZJJUKhW8Nj/8r1qtYlkWuVwuMDv7+Tq+gtMYwOinKTc9OD9euEi4rNM8vM7Hv1oYHh6mp6cnuP5yoUls1oDGYXPrKUP5dX5YXxqwv8yVdhjjhSyz5QIxTWdrSyeyJNHV1cXCwgJTU1MMDAxckVClq2WembxI0ayxva2b/Z39wWt0PJenpy7yw/Gz5Gs18ostyx7guHWFQFNVFir1M3RVktl0y3XMHz1NeX5x5y0EOA7ldAYlouM5LpHWFEaxTKgjhZEpIGSJWjofDMME8FyX8tQ8m9/9ZgoXbmbs35/hhfIwnuvwdq5FKDJzW1vYesFF/c4k++J7OdwXQ5MVtrV0LwbqpSnZBkIAQmLHL9xNLZNn9uAJXMfBKlc59a1HMV2L3b90F0Kuv98ZqpQdi5CkICOjSBKuVyd7JnVTclwJg6bQK5LMG3kM10ETCp7waAnFaQ/FcHFJtiQYkNsp2EWyZgnLsbAXh1yWTRMPG1nI9Qwa4WLZNSTxIiFtDSWIdoSZq6Q5nj7LeHG2XsbDI28UkairRbj1t9r1QMLF8GwUWSIUCdEb76YcNagJgWrnCKk6A4keJCE4kz1LtWaA5OHiIUsKJbuMKiu0KinyZgGBoC2cwrIMjs0ewfCqXMyc5YlzjxHLx6iYNSpKBUdzyJk55KKMashYCRM7amNbNsKR0HIarvniZ6zEJLyEhC5FMdUqqqwT9qLEEgn6GFriwVk+5HH5+ITG1OKVcmwau7Asy6JmVTGcClbFwTLqCpKfGOyrF9ns5QmUrutLSk2pVCrwwwwMDFzisymXy2Sz2eCSyWSoVqsB+blw4QJQ31d0dHTQ2dlJV1cXra2ttLXVx6NYlhWQo0wmg2VZLCwssLBQN9CnUik6Ojpob2+no6ODjo4OarUa+XyeXC6HbdvBsuFwmNbWVhKJBKlUing8fonZuVQqBV4iXddRVXWJglOtVgMVrNlF9ePBG1mx8edQLb/+40aT2KwBV6ugXE2YH6wtaG+6lOd7I6cpmjUUIWHYNvu7+mlvbycWi1Eqlbhw4QI7d+4MlsnVKowW0ihCZnNLByFF5eD0RYbzC8Q0nScmzmM6Nttau4ioGk9OXuDR8TPMlou0hCNkag2pqUDFMVBNCU1WsB0HSfLYd8ctTB48wtnvP1mfA7Vo7FQkCcVyMHMFXMuu6yimjW2Y9XZvIZYQGzwPu1JFyIIdv3g3tWyeuWdPctSZhAqEPZX+JyAspygyR+ZzPyJ7byuj2yQcz2Eo2UFvrIXvjB7Bqzdz4UqCoVv2kTl+gWomD66HY5iMP/YCrdv76b1x14uvTxLIqkpHOE5PtJWJ0jzZWgkhQJNCdMdSJLUQbaE43x8/jOOZKIqMLmuk9BCWZxJRQ0yXF5irpinaJVRRn9ypSyqKpNSJhxSlaFbwqL9PM5UFVEVhtrLAQLwT23H4/vkneXbmKAtWFgOnXvpafKtkV6AIcGX/u1N/rSIiSEYTbOrdzFBygIPTL9DiJbEqFgWzSN7MYjk2ETlMRa5hODW8RQO46imYpoHtWkg2yFVB/sQC1Z4KbsKpc1XhUPQsqkqF8ESMkBxCSIKElkBq8aikckgKhCSduJygW++jM9pBZ7SbeDSBrmuUrBKPTz6C5VpU7RCaHKI/Psjutv30x1++nV7ZKnAmc5CylSOqptjReiMRNRGUyJZ3NC0vN/mlHsMwmJubY27u0jRlRVECJaXxMjAwsKS9tVqtkk6nWVhYCP5alsXU1BRTU1PBurq6uujp6aG7uzsgPJ7nUSwWSafTzM/PU6lUAtJ09uxZWltb6erqor29na6uLjo7OymVSuRyOYrFItVqlcnJSWZmZoKSmO/FqVarlEolHMcJjMo+wVleovIJo99l1SQ4Lw1vZGLTiE2bNvH1r3+d/fv3X3Lf8ePHec973sPFixevat1NYnMF+GeA8NKIzXrgn4n6z7sS0tUSJbPGplQ7k8UcU6U8+7vqasu2bds4dOgQs7Oz9PT0kEqlqFom3xs9zXSpPpJgppznp4Z2UDbNxa4iiTOZaabLOWQhIUuCdLVMKhQloqiULZOWUBS7WsR2HfyBAhXbJKJqdEcT5M0qjnBJdCydyup5EG9rob2llWgshl2pUTUMarkiSkhDCemUZ5b6EfCgspAFz0WWZfpu3kf6xAWsdI3D3ihU4d6Ci9KlM7s1ytAZg84f5MgYKiO7Hd7Uv50akNB0CmY9R0gCOg5sY+DstVx46EnsmoGiqViVGlNPn6Dn+u0ISQIhSGhhNEVhQ6KTuUqGolHEdi26Ikl2t28gVyshgPlKDturE7iyXU8+7o22ocoSnZEWDs+dY7aSwXVdFElGkxX6Yx3YnonlGoCHEC6ycOtlL0CyXQ5fPM7U8WEuFMeZ03KYwkXIHrLw6h1bUn3ElqJKuItt996iHC0Lga5I5Mws/z72GF3hNhZqOUzXwHAsQrLGQsWlYOZxbAcHUC0Zz4DCQgYhebiSixtxwRMgPLwOGSIO0mJpDkDRVVqjrbxp95soS0VcyaFFb+NM9ji1cg7hgudaVOQ8c5KN6RY5sfAsWlYjpbeRNeYpmyVs1yKutrI1tJNKucCJ/Aucs85SNLPU7CqaGUGuhqhZVSzHwLOk+nYvqjKNnVHAJbk2fteV7wuxYllqkXkiIoWtjpOfqjIQ3xm0dMfjcdra2i57gDZNc0mpyS8XZTKZQBmZn59f0u0E9ZK0T0y6u7vp6emhr6+P/v7+4DefzWYDwjQ/P49hGExOTgZm4kgkEizT1dVFIpFg48aNQdbN/Pw8pVIpUGYkSaKjo4Oenh6SyWTQDu5vr23bgerjl8X8kEHfq2PbdkBw/C6wUCgUdJj5ZXef4DT9N01cCSMjI0FzzXLUajVGR0evet1NYnMFNO4w11tLfjmJTUqPEFY1RvJpQNAVfXECeCKRoKenh+npaU6dOsW1115L1q5ntQzEWylbBtOlPIZjs7O9h2cmL3JyYYq8WaVqm8xXSiiShCQJimaVDckO2iNxBhMtPD5xjplSAdM1QYDjOhSMKiWzxkCihWs7B3kuEkbWVGx/crfnkT03Ru+urSBLVIwaYjHpV9gu1UUCsxzTTx7mTEcLO37xbgZv2E3h/ATnHnoMp2ZyPDSH4pwgUUzQ+1wXMStMUVTY8LBg2PP4kTiF5Vj17h1ZXpyH5CGExN5fuhtJCEYePohRroAjmDt8juf/6l/ovXk3/Qe213NmtDY2Jto4mT5PyS5huy4TJYOwrHFr3x6KVplHx1/AdU1kSUIAqVCU3mgLT0wd5cnJI9QWs246winKdgVV0lAkQdVy2JzsY6I0gyYElnDxBODCdH4WwywyJluYmoMte3gKSEJCwas/CDcYs1Czq3heneiAV+9Ocy1Mz8WVXabK05iOje06dZOxYVAiV3/LXRAuSFlBbCpMrb2GnJBRwjJFtYgmqdgRA0UIoiJO0SkGTWyqrNDX0oup1ZgvzyCAqdIYVauK57rU7LoSJbkSVatIujRbH1RqK0x4o6A6uGWwapChwMXJYeQE4Akk3cV1AVPCc8CcFujtLkLzcIoCY1JCSXoIGay8hFtjsbvOJyNecF0Ou8ihxQ48VyAnXMI9Dk5JQo65HBm/SG3m+0u+e6qqLmmd9ss1fsnJN/62t7df8r11XZd8Ph8YiOfn5wNFxjRNJiYmmJiYCB4fiUTo7e0NyEp3dzdtbW3s3LkTz/PIZrNMT08zMzPD3NwclUqFc+fOce7cOVRVpbe3l6GhoeDv0NAQ5XKZubk5ZmdnqdVqzM7OMjs7SzQapbe3l66urqBk5as+lUolIGnxeJyOjo4gy6eR4BSLRSqVCvF4PPAj+QTHNyU3y1NXD5erCOh7nXhslmO178fFixeJx+Mr3rcWNInNFdDod1nvj/RqlR7fF7MamwXoT7Rw5+A2pkp5knqYHW1L52ps2rSJfD5PpVLhhRdeYOOObeiywpnMDJqksK21C01W2N3eiyQEU+VcPYTQ9XA8F8n1UGSVim0R03R+euu1bEp1sKetj789/jjpapG8WcP1HOTF2UKm43IiPYXS3YKiadiVulKC5zF3bpidjkNySz/5hTSe7SBJAiWm41RrSJp6SWeUZ9qMfOcJhICb7/tpdvzC3diew+Rjh7BNm0O1cwjgrsputiQHWdjawuBZl8HHSlRsg/JOnRo2jucSkRUMt56/o6kae3/pbdi5InNHLqDFwmQmZpl+5iQLxy5iD89yw333IgmXowvDFMxyvZwmJBxcZipzzFUX6sqWACE8POqKjCpJnMmNMFWZwXLrXpiS5aDKCgktyo3du+kOt/LMxFGy2QxFs4hwXZBAckH1ZBQhYcdtLMklpIToCiWpOgZ5o0DNNQAXaXHH5zg2kpDwhE94PDzhYboOHi6OWVsMGxJ14oSHJC0SdQGa0IjqMYY2D/DmN99OVs1yrnCO6fIk5XIRR9TwPAfbc+rlRKmuwEnISLhMFC4wkjmD5RmLCcEmuOAJD0/y6mRC1J/PXSQeNdtG1j2EACkKqg5uyUPtlpCRkSUFUjaqESXkRLBiJdRNCpqkE3aT2EoN/fowjmwsvm4PVSjYGIREAsmT8DyPsJtCcUPMyIepiSIeLqqRRLIiOKaLlTJwqxJWNEKtr0alWKNSrgaeHL+s0/CNXPz74n7Ab+P2W7l9825HRwctLS1s2bIleKxvHp6dnWVmZoaZmRlmZ2epVCqcP3+e8+fPA3VS5ZesBgcHA5/N7t27sW2b2dnZgBz5Z7ajo6PBchs2bKCrq4uNGzeyYcMGCoUC09PTzM3NUS6XOXfuHBcvXqS7u5v+/v6gJbxarbKwsBB0VhWLReLxOJ2dnQHBqVarFItFHMchl8uhqirJZDLIJfJVG99k7Jenmlg73silqL/7u7/j7/7u74L//+Zv/iaJRGLJY6rVKkeOHGkmD7+cWKuR98e5rN8afjliA7CppYNNLR0r3qeqKvv27ePIkSNUq1WeOnyIXNihZBm0hRWu7R5EWsykObkwiela9aF8br1jxfZcYpJCZyTOnYPb6YrEmSxlURSJsKoSd+qjAVzqx62oqhJTdbK1EgMH9jC8ZwsTjx8KtseoVBl75gjxTf1ox8+DJPBcDzUWxciX69kZy4gNgFWpMf2jw0zv3kbsms3s/IW7adk6yPgjz5C/OMERdwyrUuNnHJmeH9pEpSTCgxsfdJk9ZjG2T2Z0q0CSZSKSRM0xcLHRFZnBW/bCQpns9Dy4bl1lyBU59b2DJLb0sOlNe5BEvd/J8eqFHiE8bM/hyPx5VEmmI1pXYizXRhKQqWVYqDq4noe0mMvs4aFKMhtDXRQn5jifPcG8l6ckm7iyg+IKFNlFkgRhWSGkKTiehy5p1ByDkl1hY6KfU1YWadEH4y6OynOozyCryy8Cz6sXCT3/mcUirxAglHonmRAQkcI42CiyQkesjZsGb2IgNUCb1cbFUv0AK3BxPXvxMO5huLV6SrTn4mDhuWA5JVjMNMIF/8RRCJDwQFr0/fgCihBoEQVJ8lAlDZMqkiYRS8apOHk8z0aRJCJKCk3WcTwDzVNQJBVVVtma2kLBzAEOMS0JwIXsYSRZw3OqVLx6anJSa8NiFkWOoNQ84sQoWTm6OzqJKkm2ttxAW7gPSciMFl4gV5smpMTZlDyA4kUC46x/gE9Xxsg6F6nWqhTGZdITtWAmUz6fv8QLIISgvb2dnp6eJWqMb+jds2dP/Xdm28zMTDM5NcXU5BQTExNUq1UuXrwYrDMSibBx40Y2b97Mxo0b6evro6+vjxtvvJGFhQXGxsYYHR1dslw4HGbjxo1s2bIlMDdv3ryZ2dlZpqamqFQqQXmrvb2dwcFBEokEAwMD1Go1FhYWyOfzwetPJpN0dnYGXVK+78g3L/slPH/CuGEYQeq6T3Ca6s3a8EYmNn65FOq/kVwud8lxTtd13v/+9/OJT3ziqp9HeOsZBf0qoVAokEwmyefzl7C7lxt+kJWfzLkezM3N4TgObW1t62r3tm2bM2fOALB9+/aXdMZjWRbHjx/nRzMXmbOrDLV2UgvJ3LVhFzvbepgq5vj80ccwHItcrUrOqCKJ+siFsKpyS88W2qMxjs2PYzg2YVUjV60fPMZyaRwBEVUlomjsae/jVHqaolXj0Nce4vRXvl0P6ltEqqeTrlv3cf6hx/EWDcSpzQNUF7IYueIiuVj2dZQEoViUvpv3sudDP1PvjBGC3AvneO6v/5liJocsy+y2e7k3ci2DcgfFbpl9tR4qSSj1qJy9S2d2p0JrOI6HS6ZaIKyoaEKhdGyMhYPnePg738Wo1FDDGq6Azq2DbL/3RjbfvAtZlinZNTzXrXc96VEiSggPj1Y9wWhxCsdzkIRY7ExyMR2LupbgIQNxW60rM4ApO7jCRUjgCBYVFA8ZCUlIJPU4JauyWE3x6Il0sDU1xA8nn8D16uU9jzqHkBDgCFyxOPxUWnTaLCpJAkBIKCggnEXVyUGXQggBPbFuZCS6op20h9uJKFEmSuNUqlVOZF/A8OpEF89FeIsERa6v36frArfeeeYBQiAJFieEv5i+6C26siQkEmq87jHyjDoF8zxkIerdXbhIQmYgto2qU6FgziEj4XkCPGgRPcTcLmzboujOY3kGplREcmVcbBxhglJDcTU8BJIrg+wikHDkKmGnjbBooUfeRXtoAFPNMM9J4nobtlShN76dLS03L/kKmk6VkwsPYzhlPDxCSoxdrXdj1pyg3JROpwNfzOzs7KonJalUiqGhoUBNibd7zNWOgefRHdtPUh9kfn4+UGHGx8eDbi2oq79DQ0Ps3LmTLVu2BCdBnucxNzfHyMgI4+PjS56/p6eHbdu20dfXF+RLZbNZJiYmlrSet7S0sGnTpqAE4CciFwqF+ucsRKBM+QN3C4VCMAtPkiSSySShUGiJ58ZfVtf1n0jvzVqPX/7jfv/hD6FH1zcuxCgb/N93f/ZVOUZeLTZu3Mg3vvGNFc3DLxVNYnMFVKtVXNcNzkTWg6slNgAXLlygVqsF9fa14lR6mlML00Q1nRt6NtAaiuK6Ll999jGOzY0TlVQM4XLX0C5u3rqL4VKazx/9EaZjUbXrqk1rOELeNKhaBpuTHYyVMuSMum+intYiUGUZ1/NIaCE0WcVyLKqOhWHbJPUQF586zNP/6++pZQsvbpwQxId6MAslnKqBazuE2pJEulopDk/huR5mubq0OwoQkoSWjLLx7pvZ8QtvQ1d1Nifa+fbn/p5z338Ws1LFrhlcp2/mPdK1DMjtdGgpRjbZDIoWygMahbta2fpT++hJtPOFY9+mYJXRJJXeWBs7Ur186YG/4YlvfY9qrUatXEGLhJA1hQ137OO2X38HiVA9mr7kVDBdC1lIbEn1c/fQTTw6eQjbsRgtTmG7DhE5TMkqIxDYro3m1UmGKzx0ScUSdUVHlcD2nEXyAYqQQUBI0jBcC13S6Ii0INWLSkyVZnB4Ma1ZWHU/jbDADTn4ob4i+KfhPQRksaju4KEQIhlK0KInmK/O4zo2UStGJV+mmC/hRh2kFg+UOpkRi6ZhX3mRRF0RanweTWjYnoUkICRHMN0anmfXyR4OAnfRB1QfVeF53uK3yVsMdVx8XcLDczw810MID8cGRRG4touRdajOO9QyLkpExrE91Igg2iMjyaCGIRwVOI6HVfEozbhIikCLCjwPCpMOxQmX3LCD50KiV9C1W6ZW8NBjgmpapjoWDbw0yWSSZFsYuXeaWDhFJBpBDytc0/MuwurK+yLP8ygUCszMzDA9PR0oIzMzM0s6HSXFpW9/ldaOeN2v09LN9UPvJ6S96C1wHIfJyUkuXLjA+fPnl5TGFEVh8+bN7Ny5k02bNgX7J3+Z8+fPB6F+APF4nJ07d7Jx48bgseVymfHxcWZnZ4Nt6+joYOPGjcHMqmq1yuzsbDDRXFVVenp6AgLkK1d+92g4HCaRSATkx1dvgJ/Izqn1Epvfffg3r4rY/D93f+Z1RWxeTjSJzRVQqVTwPI9QKLTus42XQmzS6TQzMzOEw2E2bVp94nAjZst5Hrp4DA/+/+z9d5wk53ndj37fSp3TTE+OO7s7mxdhIxaZJEAIzBRFmgqUTEs2pY8DraurdCWb8pVJi5Jt2ZZkiTIliqJIwiQlUCJAEhmLDGzA5sWmyblnpnOo9P7+qO6amd0FsLMAQZC/fYDZme6ueuut6u6qU+c5z3moWBZ98Sb2dq0lrBnUHIuHzhxlaGqCpFRZH0igqxpTQZdnc+MYqk5Q86Sps5UCZatK1bY9ICPBkV71jAB0RSWs69iuZE0izUwpR84s4QKOlBiKSlQLcOwr3+HwN77rlX3XQzE01FAQp1z1XIlDQVpvGGT+xAWq2TzClTimfcm+CUMjEAnTsWsjt7/7XXziw/+Mr5/dz4XnjnL+mZeZfOkUbrXGdfoadtHP1kAfAd2gK9gCPRHU9giVD3XS/86tPDt5HMtxmSxmCGo6m5p6qNkmzz32FA/f9x2mXhlBui5muYoeDrL+pm2svWUb627aQs2tYrqermhtspt/vvl9nMuN8ejIC4wVp7EdG+l6VUpBR2Crts9wCKEgUHClxJWOz9QI/1/QEOiqRkDVcaVLQNWQ0qVmVai5FtLxllUroDgCLaohDIktqsvG8rDhMlcgDKEhFNcr6QY0dDTXa3oppQ2KRDggLcAGJQQiAEK43tyX3glA1MvKlwTfqqiLb7BRFYEQSn1by1NjdYFzHdBIFzxiR6JIiaKB6zQyVtJPmzVW9gGWKxGmAqaOEnBBcxGuipACoZnIxlRQUObSyOk0LhbSKKAk87iqhZnTyI8plBYt2vYWMaIutaJk5HkX15TYNSgtK9Rr2yRIdAokkBuXFEYDtLW1096+9NPT0/Oa3lG1Wo2xsTGGh4cZGhpibOo8ibWzuJaClKAaLotnmxjo3cymTZvYsmXLivOdlJL5+XlOnz7NqVOnVoCcUCjE5s2b2b59+4q2DYVCgbNnz3Lu3Dmf+QkEAmzYsIHBwUGf8alUKgwPDzMzM+Ov297ezpo1a/zu4YVCgenpaX+cWCxGe3s7hmH4rzfAT8MIsLFuIyXVeG21ffB+lOMasHnr4xqweY1oOKmCd+JYrVZmbm4O27ZpampaVUsF8FJIZ86cATwhcCgUet11RnLzPHjhKN2xJmbKecbz87SEY6TDUW7r3kDMCJKvVhCVGhNj42TyWV6qzjBplanhEg+EuLN7A0/NDTFeWEAVgpLt9fpxXQenfuHUFZWoHgQhuK6lh9ML48xXi4DAli4KgpgeRDoOT/3Xv2b0qcMrWBglYODade2GImjfvZVYVwujD7+IVargWPYlrA2KQCgK4aYEa9b089u//pvMrQlzLjeFaZkc/tsHOfPYS1SKZaRlcVv/bm6e76LfaKO6M8WmfDO1HoPwB9dzqHueZCjGUH6KmB5ic3MfJzND5MwiR598kcf/9B8oLRRQNRXHtImkYoSjEdZsW0/LrjVs2LeNgB4gYURIGAGylSzThQVMy8QUEoSLIVRUVWDjeKkU4Rn8SQkRPUzJKuFIk4Y+RSIIKwF0VaHmVgkoAWpuBddxkcJFyLpexoIIUW5P38KWgc0MV0Z5YvQxcmYOKRuMGgi5nE2RhNQAlvRaL9RlOoiyRGggDK983PfAUYA6M+QRLEsVRqKegJK4noYGb1lFSL8qa6kgSfpjygYoqS8PwlMTqwLFL1SHenINFIdGMqsBiOSyJRQBATWEdB0caXkmh9gIXFSh4SJRUIkbUYJqhLjRStUpkTOnMR2vOq0p1ENYSzJbPoMQKrZjEhFNSCmoWFnUagI5101hzmFhcZ58bYaFxXlMq4wehHIWysu0xZGUpG2dl25KqOvoad3C4OAg/f39l2V7Xdfh+NhDjGQOk80uMnWuxtRpZelYC0F/fz833HADN9xwwwoncSklMzMznDp1ilOnTlEsLnlM9fb2smvXLgYGBnzwYFkW58+f59SpU/45zTAMtm7dyuDgoH/TViwWGRoa8ttBqKrKwMAAnZ2d9fOA61d5gZd+am9vJ5lMIoTANE2y2awPYhqNOAG/cqqxb8Fg8P8VrsWrBTa/9v1fuSpg80fv/rO3PbBZTRGOEMJPZa42rgGb14jlwCYcDq/6DqNR3plIJHxadzUxNjZGPp8nHA7T39//utuv2CYPD51krLDAhewMs+UCTaEIYS3Ada09CAEV26I9Emd7uodCocC3Tx9A1kzK9Y7de4NtHK7OcdjMYEvXBzNC8S4smhBoikZXtIlEIERHJMlcOc+xzCgVx/sQ6kIlahhUbYuaXeWx/89/Jz88fQlYUTQVhCDUnGDnL32YhUNnGHruCNJxKOWLl4IbIehc349TrvHed/8En/sf/5WjmSEOz51Fk4KTzxzm8OPPM37yLJVqlQ35Jj4U2k0LcTr1FLIthNYUYqLfZvp6DfeGJtpjzSzUclhWjaxZJFctcOBvH+PcYy9jly1s06S9r5OF8QzJZBKCCq0bu9l6x076d68lX8t5LA0SzdGQGghFEtQDOK5DzTUJqgGk8C7eIS2AoRpEtDCz5WmqbhVNaLjSwVBUbGnhSBvX9rEBUq2ncIREFQodkU6uS29jtDjMXHmWglmm5pi41B2y8ZZFSg80uCpu1cXVJUKvp5CkxHBVNN3AVuy6ENmp8zFLTIyosy3+e+ZZHXpj0EhRSR/u+LqepQFoWN/I+n8qDY3Q0hiinuvSRQBbWkgaJ7QGYMJ/LAAVz6PGMzZ0fdC0fP5e6g0E3kVbRSOkx6k5HghQhIKq6LiuSTLQQdnJoSsGEb2JmlPAUEJ0xbayqfker5GrtFmoDDGSfZ5SpUit5GJOtzE3XmJ6dgLZfA6hV5EumBW48JLArgl0XWdgYIDBwUE2bdrExo0b/fOBKx1K1ixISUhrYXJiitOnT3PixAlGR0eXjruisHHjRnbu3MmWLVtWsEKu6zI0NMSxY8c4e/bsipTS3r172bBhwwoLidHRUY4fP04ulwM88HH99dfT29vrn2NyuRznzp3zG2rG43E2bNhAJBIB8PtXNc6P8Xiczs5Ov4FmPp+nUqkAHoBq9OC6ODV1NUz4j1qsFtj86vf+9VUBm/92z5+87YHNZz7zmVVdR6+2A/g1YPMa8UaBTTabpVKp+H4Yqw3TNDl37pzXpLK7m0Qi8brrlC2T/WOv8O1zh1islQlrBqoQdMea6IwlqZgmx+cnaA3H2dnWT0DTGc1nqNVqdCoRYqbkYH6SI9VZqtJFQ+DgogmFuKKjq9fPBgAAtlRJREFUKAopLcS+ZB89kSZ0XUMoCv8wfYyTuSkc6XodrlUdWzpY0mHyxeMc/tNvUMsVLunkLRQFPRRg2zv2cec9d/OVz/8v8pkFbNvBfBUBpq7rtLS1snXfDiLXd5HeMUBQN4hoIdLBBM899hQv3v8YxfEMe1ObuGEszVqjnTm9xHbZjdWkY6+PUPhgCzf+xM0czZzBUDUminNMFGcJKjqH9x9g/NnTTJ0ew61Y1IpV1q1dy7nz54gnEzS3pRl471b6dq/DFRJXkbSHWrBVG8uxKdsVkkbMM+9DkjRixANhOiLtnM2eJ1/LUrRKuEhSgSSWY2FZVUy7hlQ91kM2BLrLUlYee6EQ1FQEiucnJAWupP4+CV+oK+qMiayCLEiUoEBEZT3N47EgujCwpY1b7y4uWA5MpP94iS3x2BnE8hnJOkjxmJ+Lo1EbxrI5NX6zYnSBikDiXDpAAwQh6nNqrO/NWtSF1oqQHqbzwVZjbyS4nogYIcFVvHnYGormeOX2QkVXAmiKTshIkAi2kQi005/YxWTxIAVzFtMpE9SSJIM9ZKuj9CX20RreSMVe5Pjs/8WqOZRyDov5OUYPGZw+PryCTQEPpKxdu5YtW7awbds2Nm7ceNmLe2ZhmuPHTnHo4GHGxpZ6ZgWDQXbu3MlNN91EZ2fninXy+TwHDx7k5Zdf9lNGyWSSPXv2sHXrVn87ruty4cIFjh496gOQdDrNzp07fU2flJKJiQmGhoZwHAchBH19ffT29nqgUkoymYzvvKzrOl1dXT74afjiAH5PK13XkVJSrVb9qtGrKcz4UYrVAptPf/ffXBWw+eOf+F9ve2DzVsU1YPMa4bqu/6VvfFlXE41y0VAo5N3tX0U03Ec1TWNgYOCKTgBPjJ7m4eFjZColKpZJ1AiyraWbmmvxysIU2VqFllCUZDDCTw3uImaEUIWgM5riaGaMZ8fPMJqd40x+Fl14HbLDQicidAqYxBSDtVqCQSNFXPG+gIdrs8zZZaadEnlMgqj1S6VEuJKXv/5dzvzjkzgV87JzVg2dG27dy6b1gzx8/wN+GeDlPp5CCIQiiKVTKGGdtg29rL/tBgb2bGFH+0bOZyc49tQBXrrvYXJTGTaX2/h48lbiRZ0mNcpRdYK+UCvO2iiD//o2CtuCzNVyLFbzlOwKzYEEU6UMCSPKxEvnOPjos0yfHqNU8Hr9bNiwgdGJMWI9KTbfeyNrbhrEMAw6I60IBdYn+zk4exRVeKmQweQAaxLdvDRzCF3RmSxOMVuZRVM0SlYZV4KR15CKhRNy6uVOwgcLjbqixiW6ASwCioFVr1pqJDDceuVW/UABLqoD7UYXeshgqjzkaV+WYfTlQGb50RZ44uRGbZOQElVpsCB11xzpLbcc0Ihl63uFUtJ/rLAc1FzsDOM5Ky/tayMRJevMT0M4JHymSPVTeY1xxIr1Rf0wuC6IOrMjXe+ibZvSY3ekRChgliWZcZNUpw4uOFVBeSZANBgnvc7CiEhU3SWkp2mPbUZTAgwkb0cXQSYKLzBZOEzFWURTdFrCG+lL3EEi0MvU1BRnzpzhzJkznDhxYoWOBTwvnD179nDzzTczODiIxGa2+BLF2hi6Gqc9tpfsvMnBgwc5cPAlqtYcUgqqRZWNGzfxrne9i7Vr164Ys1KpcPjwYQ4ePLgCuNx111309PT4y9m2zalTpzh58iS2bSOEYPPmzWzbts0HQdVqlbNnz/rpqXg8zubNmwkGgwB+6XgjzdTW1uY7Nzf8gBrAKJlMXrZqStd1dF3/sdTdrBbY/NsH/+1VAZv/ee//vAZs6nEN2LxGvFHGptFIT1VVWlparupL67ou58+fxzRNQqEQ/f39l+Sls1XP4TUZ8OZ4emGKh4eOM5zLIJHs6VjH3s4Bvjd8jBenhtAVhWQwjOtK/sX229jQ1OGPdWp+kqfGX2GmlOXEwgQBRUNVBE2hGHE9wGK1xIZEO1XLpCMQY3eyF9u2eXjmNKdKs1Qc0/fAKbsmulAISJWSY/HyVx/k2ANPet21L/OpUzSVzq3riCtBpoZGceqU9iUpqXoEY2Es08SIRQjGQvRuWc+//PjPE72ui5H8NC89/gyjz56keG6W3nycLeV2toX7kFWHdi1JRi1jpRTErmY27b6O5EAbxs5WbBwmS3PMV3JIIWkJpBh/6Qzfuf87HHjuJayaSS6XI5lOoQRUerb0s+/ufWy/9TpcIUgFkwzlRnCkQ1QP0RfrJh1McXj2KCW7giJUMtU5cKFcrUDNJT4URvRANVnDERINBV3z+l45joNVT800Uj5eFZWCi6dpcm2viaYQDY2Ml5JR8B4HlRDxQIKFyhz2RYyI0gBCy5uQskwz44BQ8ZmeRixPRy3T+NZTU0tl3koDbCxLFy2t39imRFNW4C0/xeXDm0bFVGPeuKjLdESNfxvpMFHfvqhDLAXhMTaOikTiFELo8bxfeeXYkmJGEozXHZrnXfLzHuvRt8Urj1c0MKuShTEJ5SZam1tIdyvosRqJcCeqolGojZAMriGsN9OTuJ14wGuXYLsVMuWTLGQnmRqucurlGY4cOeKne8ADH++4Zzv9W03i0TZMJ0syuIHOxG1I6TCVe4bRmQNMjk9x+uUic+MeuFi/fj333nsv/f39K95b0zQ5cuQIzz//vA9wtmzZwh133LHiZq1cLnPo0CHfxj6VSnHzzTf7LHGjnPzMmTM4joOu62zevJlUKgV4lVhTU1M+Q5NKpejo6PB1OYuLiz7wicfjRCIRpJRYluUzSz+ubsWrBTb/+oFPXxWw+ZP3/PGPFLD58pe//LrLfOITn7iqsa8Bm9eINwpsXNf1785aWlqu2o+mVqv5dHA0GqWnp8cHNy/PjnJsbgwJrE22kg5G/fv8klUjpgdZ39SOIrz+UPefO8S5xRls12Ew1c5HBneRDsdQGiJDx+bg7DAvz44wWsigCq9nVEsoRl88TdWx6I42kakWaA8nuXfgeopWha+dfoaxwgIV2yJXKyKERFNUNEXQEkrQFmqibFV46qHHOHr/Y4wcO41ZuTTVpAZ0ookYZsFzgNUN3Su5l7JhXXtJBBIRXMsmnojT0dzG2u0bSO3oZfMt19MXb+fgEy9w4NHnOH/0NAOFFPsqa1gX7uSF8hl26msJGgHUljAJNcJoLMdofxn2pLnt7jtxhM18ZZ7F4iL52Rznnz/D0YcOsbiwQGt3G8cPHSMUCxOJRVi7fT033rmDO+9+F+dyZwmqAVojaUbzY5StEoZq0BPtxnUlQ3MjzJfnwYXYYoTtazdTjBdZqC6QrWURAnRFQxUqjnQQeL2fPI2KQFc0QGLbJtKpp1IUkAr199JzIVbqIEgRgoASxFAC5K28z82Iui5m+d9iWUVVAxg1eBuxBF/8X4q/rKThMgzUTfqW9DiNURpsSqPqqYGfhFj+OrBMryNYKotv/PLYGAnL16nvcyNN5Y9PQ7IsAMU7FmqQqpNZJo6WKOh1Tx0bBQ1p6zj5ODI6jcTrleU6LjPDNWJNKsGIgmtLzJo3tuIEiMRCpPUbSKQN0pG1hI0WBCrF2iSF2giKoiNQ6E/eTUBt4fjx4zz77LO8+OKLVKtV0l0ua69ziQa6WLexjYHuHfQ1v5uqlWEs+yCaEsOVNSrlCidfNHjx+cO+WHfLli3ce++9l6SoKpUKTz31FC+//LL3nQkEuOOOO9i+ffuK89ro6CgvvPACpmmiqio33ngj69ev95epVCqcOHHCT6+tWbPG1+Y0qrYa57xIJEJPTw+qqiKlJJfL+eCqISpusDoN0PPjCG6uAZvLx6sJx5e/943P9WrjGrB5nWiUL15NVRQsCYgbdylvZB4jIyOeVXwoRE9PDzXp8O1znruvQHAuO0MyEMZQNQaSLbyjdzOasjJ3P1XM8vDIcUYL8ziuQ2c0xYamDraluylZJvFAiKCqM18p8PLcCM9MniGg6iSMEItmiY5IEl1ohHSDmzrW0xqO8+joUZ6deoWAoqOrKiP5GSzXIRmIEjWCRLUgd/RsZbI4z2RpARXBP/2X/8MLj+wnXyhcoqVRFIVQKOSZjNWvTKmeFuYuTL0qeyMUhZbOVsq5Ik2pJkRIY2DbIDfddSs33LGb/lgn3/qnf+CFh58idLjEHcV1YDp0RlqoWjVmRYHtbhcZp8CcXmI8USCyJondqrOwXaFpcwsJK4oRCqBM2HzpL77E9NgUxWyBlt5WMmNzhONhIrEoW27YQv9Na+jfO0DFruLioKKCcImqUYpTReysiRt0aUm2sGX9Jk5mj1F1qrSG28mUZ5E4GKpBQA2hCYNMdZaSmcOVkqAWwjJNLNNEKBLVAEUKVE3FXuYb06g2arAphhpCAJZr1sGS6/nJsAQOPLbDO+aNVJj3mkQo0sctjQSQJhrcTL1DOxJwEdLzjVGF9Bmk5ek06mmuxnYbzy1/QuAupaiUJY3NUmpOLFtm+bhL7NDKaEAbia7quNSr75aBMRXNK3HHQSWEEArxQAcVcw7LreFSrUMjFVfafoszV7pIR2JVXBxbUMo51MoQD6Xp6I2jh0q4WOhKCEON4+LQFdtLR2wfVXseVQkQVHo4eOAwT+x/GNM4QSwlMauC4kya9//Ez3P9jg1MZL/rsU3SJKAm6E29j2y2wEMPPcSLL76IlBIhBLfeeivve9/7LrmZmpqa4qGHHvLBx7p163jPe96zomqzUqnw3HPP+R44AwMD7Nmzxz//OY7D2bNnmZ6eBrzU03KBcj6fZ2Jiwvf/6uvr87U1jQ7p4AGfWCz2Yw9uVgtsfuWBf39VwObP3vPff6SAzeWaXGYyGb797W9z33338fWvf50bbrjhqsa+BmxeJ96Ijw14gCSfz6NpGul0+g19WUulEqOjo7iu1/G6qa2FR6fPYjo2lmtzZmGG61p7CGkGBbPK+9fdQCq4EkwdmL7A0xNnyJtl5itFemJpAppGSPO0OyFNR1NUao5F1AhSrNUYLy6QqebRhUpfvIk1iTY6okkGk52M5Od4bOwoEjifnSZnFglpBhXbxJEuPdEW1qbaWZdo52x2goQRJlcrUz4yxt9/8e84f/484+PjlzT8DAQCXkdsTcNyLBAKjm2jqMplfW4aoSgKfX19zM3NEYqHCceiXL/jBm65+xY23LydzmgbY8+f5cCXHmHy6BBxPUxPPkaHTJISEV6onaE/3I6wJQtukbgR4aw2w8Qmi8V+uO6G6/jwez/IN7/zLY4/cYRjh45RLBQo5kqku9MsTMwTjUeJxCIMbFtL154ett+2jZAeZr6coZqroWdUtJhgY/9GasEaC5U5HOlQtSt4cMIiqscwnQoSSVu4g8niCKqiU7UqmKaFW3FQNIluaLi6W7/Ie8JhVbhI3IvoD1BRCKhBTFnFce16WkesSA0tpYu8ruOKWMIry9kWwUVMiVgSCYt63sipYx1FWTm+l15qbNnbhlzG2DTGb6TIlGUAaCUIA790vL6eIpan65Z/1ySKqLc4aUx2WRqsMaa6bBVP6qSgKSGkdHGkjZQWKwEadWapfhxthWpJITNVo1YxqRYdegcNwlEF3VDRNAVVCRDS08QDfR7YrPsbNYevozW2C4DJqVGeevb7PL3/ReZmvFTV4OAgP/WztxJpyqIIjXR0J9HAkl5mdnaW7373uz4r09nZySc+8Qna2tqWzxbXdTl48CD79+/3fbY+/OEP+2kl8Njq06dPc/jwYaSUdHR0cOutt67Q+E1OTvqWFC0tLWzatMkHN5VKhdHRUb/bd39/v79u45wIK8GNbdu+Y/KPE7hZLbD51Hd+9aqAzZ+/97/9SAGb14rf+q3fYmpqii996UtXtf41YPM68UZaKoB3EpmdnUVKSSqV8gV3r7o922KiuIgqFHpiTajLWKKqbTFXzLI4k0G1vZP0ouYyYhcwXZuFaomQrqMKlXQoynsGrieoLc35XHaaBy+8zIXcHApgI+mOprBdF0NV2dzczZG5ERzpcl26l6lylu5oE2cWp5gsLtARSTJbyZIKRmgOxkiH4mSrRU4sjJEMhLFdh+nSIl3RZkzHpmBVuKv3erake8lWixyYOUtPLM1YMcP2pn6mD57h/vvv55FHHmF8fPyytGMkEqFcrfhOtY1jepHK1buoL/fKqQOcTCZDOBGlqTPN1l3biCXi3LXjTj7y/g/zve99j7NnziBO5qg8M0FrLkTWzJNWk9jYzGklrqeHOSvHBFkmEkXKTo2WrT1E3t/L+n0bOfb0EQ489hKnDh+nVjIp5PJ09nUxNTJJJBEl3ZVm/Q3rcQMO4WSYje0baYmnabuhlfZ4O+cWz7JQzRDSgljSrqMHB8utUbHKGEqAeCBOtrrodey2K56xXQ30mI6u6JhuDeqgRuCiKI3j48t+vcMkQEfHdkxknUlRVlzglx1SUWdJpKfBceUSMFkBhFjmMSMbLRyWxmyAlsb2qYMR/08/vGqrBiOzIp207H1eOVeJJhpl5A3AJFDwxNGXE0I31mvMp7Ge/7lZkZaqp+KEUWdozLqD8tI4jeuux4zVjzMKITUJToz56QJGcg5RZ5ykK3FtBZ0UHc0DGIZOU+g68rUzWE6JjvjNNEduRFc975dieZ7vP/RPfOfbj1GpC+/33byXn/npn6a5ufWS9w3gxIkTfO1rX6NUKqHrOh/60IfYu3fvJSBhamqKf/iHf6BYLBIMBvnABz5AX1/fimUmJiZ46qmncByHpqYm7rzzzhXnsEwmw4kTJzzH8nqjzsYNoGmaDA8PY1nWVYEbXddXbWz6dozVApt/9U+/hrFKYGOWavzF+/7oxwbYPPLII3z0ox9d0fJjNXEN2LxOmKaJZVlomrZqk71G5PN5/yTTqBa47LYcm8dGTzKSm0cRgi3pLvZ1rQegaFZ5fOwUs+U8ES3AxkAKveIxF3NWmfNujpqQ2FKyIdXB9a29tEUSK8b/9vmDzJXzzFeKjBYyhLUAaxKtxI0QRatMMhBlKO+Vbm5IdZCpFrg+3Y8Qkn849wJlu0bZrrE+2cHm5h5eWZzwLP0RTJYW6Y404+AwWVxAEQobm7r5+IZbMVSd+UqepydPkq0WSQQi3Ny5mZZwAtd1+c53vsN/+I//gaNHj17aK6oehmH4IsOGIPFyIZYBICEEqqrS2t1GIVtAAJFUjEQozs037eODH/wg9957LwB/+42/ZeKRE+hzLm2BJiIjFs5YiYitc1iO0K2miATCjBSmEbrKXNqkdX0XamcEfU+ax194gmPPHGUhs4AudPK5PBtv3MjM+DSmaaGFVKyqxcC6NezbcTOVQAWtDfr39FC0S7iul3ra0bYb27U4ljmM6VQxVJWIFqVQKlCVZVBAszX6mtaQtRYIaEGqdhkhpfe662Jj+szKci0NSFzHEwMrmkBRhZ+GWS7kbbAxSr3plFKna/zycRqgxF3BcCxHKn55t1jurNwADI3XGks3ANIyELZimWVgYxkwajA/S8Cqvm2lsbWGaHiJaVo+1YsZoBX6HbG0zNLzir/tJc3RxQDNgze60IkafYT1ZjLlY9hOFdd1sC0XXIm0XTKTLk3xNfQMxDGdDGGtlWigh0RoEy2xXWTLx8mWjyGEgmvGefTBSZ547BkQLn1rNT7y0Xezfu1O4qENiHo/DcvJ47oVyiWFr3/tmz6jsmfPHj760Y9ekk4vFArcf//9TE1NoSgK73//+xkcHFyxTCaT4YknnqBWqxGPx7n77rtXnAsXFhY4fvw4ruuSSqXYtm2bv53l4CYQCKwwK1wObpZbYixPS/04lIKvFtj80j/+f68K2Pzl+//wqq+RUkp+7/d+jy984QssLi6yZ88e/vRP/5QtW7a86jp/+Zd/yZe//GWOHz8OwI4dO/jsZz/L7t27V739i+OLX/wiv/mbv+k3zFxtXAM2rxONO4iG7uNqwnEc5ubmkFK+ptZmupTjgfNHaAlHKdsmriv58OBOgprOqflJnhw/TVc0xVQpy2CynZ1NPUxPT/Pc3AUmqjkimsGcrLKzYy3v6NtK1FjJDn1v+AhjhXlCqkHOLHNL5wbaIwkylTynFiaxHJfmUBRbumRrJZJGmH1dG5gtZ3lg6ACJQJTz2SlUIViTaKNqW4BLRyTFdDnLDS1r2dDUxfHMiAfMmntJBJb2tWhWyJll4kaYmLHyWE7l53jfRz/IsacOYVWXlXm/xqdT07RVOVMKxTNLcx3XFzZ+8IMfxIgYnJo4TSAWpL2/nZ96308xcD7JA///L2MMV3FDKizUKNcqHLDOc1tiK1bVYpESCSPCOTHDYX2ModgCtYpJJBBhfGocI2JgmjVQIdmcYOKVSQLBADiC5rZmgkmDvuu6kEGHdG8TG/atZ2f7HjY2b+eZyUdZqMxSc6o4lk0pX0LRJUYgSDQUIxFIETMSRPU4mcoURWuBklXAlS6WayFxvIu2dFlepSSkBEchHIxgOya28FIr0r9QewZ6F12tWbqIL6WhlGXaGQ97NEDJkmBYWSHeXSq/VpDLV6mPvRysLvncrEh7CemzLw1Q4yei5MrnLtbe+NNdnm675FOyrKx++TP1iq2GueBybc/FH1Ed1WO8RAhDBHGl5bERbgGVIFYNFhZLZCYqWJaktTNMZ3eSVKSPcKCTgNaMrgTJFJ/HccvEgxtBSNrid5KZ0vjm/f+TcGoEEFy3fTvXbfo4sdAgFXOMhcIzOG6ZgN5BU/RWntr/Ig888ACu63LrrbfyoQ996JIbK9u2efDBBzl9+jSapvHxj3+cjo6OFcvk83keffRRyuUy7e3t3HnnnStAUjab5ejRo7iu6zfdbGzHNE2GhoawbZtwOExfX5+/7nJws9zItHFDCVxVn763U6wW2PyLb//6VQGbL37g81d9jfyDP/gD/vN//s986UtfYnBwkN///d9n//79vPLKK6/qwfYzP/Mz3Hzzzezbt49gMMjnP/95/v7v/54TJ07Q1dX1utvcv3//Jc/VajWOHj3K5z73Od75zndy3333rXpf4Bqwed14o20VGrH8C/xqFVK5WoUHzr9M2TaxXYeOSJL3rr0eVVE4uzjN42OnSARCLFbLbEt3c3PXIFJKvnfmEEdmhlisVcjaZdJGhE2JDt695nqakkmfGp6rFHhx6hwlq8baZBvb0j08NXGSkfwsCMFAvI3burcgkVQsk2BdbzNTzvLY2DGqtkXZqhExAvTFWuiNtTCcn2GukicRCLOvY+MKILOayNWKfOf803zvu9/lmfseYvr0GLVyFfei9JQQ4hLGRgjhu5peaTTeR8MwiCfj5LI5QpEQieYkt737NjZ1bGQ+M8/e2EZuWns9Jw8cY/bJM+TmszTJCFXHZE4tcoPSx2wty5TIoW5JcezCaWZkjmPqKFW7Suf6DiYuTJKfK+CaLrFUjMJigZ6+HmpOhZpVIxgPYFcderZ0csc9t/EbP/87HJ57gfPZk9imw8zcFGrYJaAFUQ2VsB5lW3oX21p24bgWh2afwHSq5MxFimaeoBKiZOcpmrm6G7HrsxqedkWgCE/gKxSP+3Bdq96GQPh6mQZP4v29lD4SYjmT0mBOGuEuEwVLfywvlpeLN9ZYro/xKrlWgJIVy9fbLywT+zbGkz4g8ZZrmAD6yy1LP624rPt65aV9WdrsylPjcmCkigYftHxu9b/9/Rf1EnPHT2uBjoKGEBqWJVmczzN2oYqmKazbmKan/QYSoXWUzbPYbo2KOYMqVDQlRDp2C+2Ju5kvvMjTL/4dx1+eobnNZU3XO7nnHb/CXP4hKuYoAa2NqjVFOv4OosH1HDx4kK985SsA3Hvvvdx1111cHK7r8q1vfYuhoSEikQif+MQnLrmgLS4u8tBDD2HbNoODg+zatWvF65lMxr97X7duHd3d3f5r1WqVoaEhXNclkUj4ncZhidEG/L56F/vc/Cg7FL/dgY2Uks7OTj796U/zG7/xG4AHMNra2viDP/gD/tW/+ldXNI7jOKRSKf7kT/7kisq0L9deoQFH3vWud/GVr3yF1tbLp1tfL350YfBbFI2Lpuu6OI5z1cAmHA5TrVb9XirLU1I1xyZXKxPRA+zrWs+JzASGqnFDa6+vsemLp9nY1MFkMUtfvJmt6W5/fjt7B1l0q2Smh+jQk6TVEHPlPEMTo8zNzBCNRlGDBjVNsqttgFQwgq5qzFcLTJUWaQknsF2X6XKWsl0jqgdXsD1t4ST7OjYyUZwnogfZ2NQFUjJXydIWitMZSbIm0UFQu/p8eCIQ5ebu64h8IMR73vNepl86x5f+4oucefkkpml5Vu32pSAHvC/UassCG8CoWq1Sm6n5nhq5hRxfG/oqsWiMUCjEgfXr+ZvD32ZgQz+f+tzHGXniFRbH5ogPVYmOh7Atm+lAgRYnjnFGQXW6cEQnN/du5/TkeZrmo0zXEozoGQ6a5ygsFnAdl8mxSfSABiroYZ2FqUXMsok56xCYihOKBqkm84iuKkrARdEVoqEIAuiPr+XW7ncjhGCqOEKmPIkUEtupEdLCIB00RXgaGcfB9QGG4pWCC+9YSbHEwijL/pbLnvMuz/X0nljuHCxWaHOFX14uaAAp7/llv5dpZvwy7Xqrcj9l5IOqlTocr9LLq+K6HOhosDnKxa8t87RZmTVbYo+W5nmRhuiiW74GU6O4NPpWLFte+q0sGqspjRTbim1bONgICaqm096eJqCXOXtqkTMn5xg7+yy7987hyCyqEsR1iiC83lhz+Ycx7VlSkRvZtnULqaYCC4uLvHTgMSq5Dm57VwopHRy3Un9/PCCwY8cOSuUs3/ve/Xzve9+hqamJHTt2rNi3Rhrq7/7u78hkMnzrW9/i537u51aAiVQqxb59+9i/fz9nzpwhlUqxbt06//V0Os3AwAAXLlzg3LlzRCIRX5AcDAbp6elhZGSEXC6HYRj+RSsWi+E4DtVqlYWFBdLptC8ellL6r72RG8sfpXClgitXt5+N5Rs3z40IBAKvK6EYGhpienqau+++e8V6t99+O88+++wVA5tyuYxlWTQ1NV3R8o8//vglzwWDQfr7+y8RvK82rgrY/Nmf/Rl/+Id/yNTUFFu2bOGP//iPufXWWy+77BNPPMGdd955yfOnTp1i48aNV7P5tzwa/U9s277qfG/DdXNubs5340ylUpSsGk+Mn2a2nCemB7m1e5D3rL3ukvUNVePWrg2Yjo2uar7vDEBLKMb71+5AV1Uy1SLSkXSqIWLBMK5lM5td4GhpnAWrTEgPsDM9wGC6G8VQCWsGmUoeKaElHCegXP4j0RdvoS/udQ0uWRWemjjCsbkLVJwaHeFmsrUiezo2r5jXaqM/3kF/3KPAq+tuY91Nm/ib//6XPP2dJ6iUyriWQ2tLK+Pj40QiEWzbxrZtXNdLLZXLZVzXXaGzuZLwRcmOB3ZsyyabzbK4uMjk5KR3Mn0A/v7v7ycRS9DZ3ME9m/YSwqY249ARaSXhhlADGtOaSXLUJX1WpUvdSHMlwozbAV0GG2eOUXAqKG0R5jKzNDsRppxFrFGLnWoPxII8f/40/2f4/5BMJskXciR7I/QMdrL2hl5i+0KEA2FURZKpTNIS7kJXDVTF87rR1SABNei1SrA1qlYR2/VK5pcuCI2LrQKiwXq5/vvm1tNIDaDjsTHuMpamLgb2HYIb4MdZprcRKxidJf6nDgyWp4Iu41gMLuqy5xtsyxJoqet2LsMsNXx7lsfykvflFVBL/a1Wbn+5tsYHQPX9FniA0a0fF6SCUFayQ40zxErp9vL9bOyPRFEFvd2biIl2Xjr0j1giz+TkMF1dnSiKgaG5GGqKmjWDIytkSwcIqC1ImSOV0jECcZxtRZ5+/D723PTrBAKduLJIOLgepEmldh5FibJpax6hxzl5fJIHv/sttm3bdokwNxAI8JM/+ZN8+ctfZnZ2liNHjnDjjTeuWKanp4frrruOI0eOcPjwYbq7u1eIiXt6eiiXy0xPT3P69Gl27tzpnzOj0SidnZ1MTk4yNzdHJBIhEon458b5+Xn/3Njc3IyiKAQCAb/9Qq1WIxgM/lhUSr1WOBIcubp9dOofv+Wu0uD1WvrMZz7zmusuL9tfHm1tbZctyX61+M3f/E26urp417vedUXL33777Vc89mpj1cDmvvvu49Of/jR/9md/xs0338xf/MVf8BM/8ROcPHmS3t7eV13vlVdeWUGRtbS0XN2MfwihaRqWZeG6Lq7rXvVdQ6NfysLCArVajcXFRabdCuOFBTqjSaZKOc4sTtMeSV52fSEEAe3ywCpqBLmrbzvnsjMIYH2ynZgRpFqtcmJ6mHzJJK1HWbDLnMqMETW9fWhzdBxHJRAw2Brt9ISNinzNk8dEMcNofrZ+B61QcywmS3NU7CoR/ep0SBdHUAtwQ/smtF/7FNtu3M7J/Uc4efg4+XyeQCDA3r17OX78OIuLi+i6jmVZhEIhpJSoqoplWdi2jaZpfpXFatJVy4FRg90ZPz/OOOOc4AQP8wgBw2Cr6GEg2kHY1dmi96KjIZ0AJdekati0ihgFKiQWFd6hbWFBKRFa0HEZwAq6REWIcqVESdawMy6RmqTgVsiWK8TMKK0LMVKnIfPdISbah2hNN3Ng8kX+p/m/MG5o5bN/+rs0h9opWwVqToWY4QnGc7UMZsHCMl3C4TCxUAzTLeNIrwx/KTXV8AV2PHBTb5y5pJGRy9iauoZGCP+i74GOelm4Dx2WxL4r2RXX0+XUHy5hreWppYuZmJVVUHWihMav5QBkZRpp+Rgsm8ul21gOfBpsVWO9xmsNIKXU9191G/vldUv3WmAsgSXJkh5n5ZyWASVRw3WKpMKbSa0tEkq1MTI8RbGUo1iM05beiqZEKdeGsJwsmhrFdS3KtQs4bpGA0UY4EKdWPcD1u6ocOvY33HLTTxEN3Ua+9BLZwhP+XkhpMrj+BuYXJskuzvPMM89c9oYzkUhwyy238PDDD/Pcc8+xdevWSwDQ5s2bGR0dZXFxkZdffpm9e/cuHWshWL9+vW/Gd/78+RU3sKlUinK5TDabZXx8nLVr16JpGkIIUqkUmUwG27Y9Z+96x/BAIOCZdLoupmn+2JSBv1p4tY2r27/G8mNjYyuus5dja/7u7/5uBQvzwAMPAFxyTBueSFcSn//85/na177GE0888bqVv29FrBrY/Lf/9t/4F//iX/CLv/iLAPzxH/8x3//+9/nf//t/87nPfe5V12ttbb3qfkk/7FAUBVVVPWv7urr/aiMQCJBKpVhcXKRWq1Gseo0hq7aFlPISQ73VRDIQZmfbmhXPhUIhWtNpkpUkAUUnWIZ0IEU4HKZSqZBUQyTVEEgoz2U5M5dFVVWCwSDBYJBQKEQwGFxxMlGFgq56H52qbVJTTcJaEF15c6sXuqJtdERauPuTN8M/hwcffJD777+fF198kXw+TygU8sWGw8PDBINBotEobW1t9Pf38/zzz1MoFHytQD6f99OKUspXray60qiZJgc5z8HaeQSC6/U+2pUUMRFgq95L2olT1WoEpYaNhalITtoj7FHWIxCcZIIbnV7C0uCIPcIObQ13Ba5j1soSIQABgSYVOkSS6VoWe9hBjghKbpVuopx4YJTPvvgbWGmolCv0x9uIbkwwOTRDqKAwI7Kku+IMtnRSM00yxTwZtYAagPBigHKqhlm1aXFjsAZPAzxsk1EKGEGN0GKASqqKWXVocWMoazwmxjkvUUsabsRiTssTCKoEF0LUmquk2sJEskHGa/OYFYcWN466VjKwtZnZZ8pM1OZJtoXZ2NqB3WZy/tg89jlIx2K0bQ1zZm6Ghdky3YEU7TeHGDq+gHVBQV/rsn57M/qMwemZKRZmK3QHmui8Jcj5Y4uY5xVaYlE6t4Q4nZlmfqZCT6CJ7n0hZh6xiZ1MoiUhcqvD8MQClSmXFiNOW0+YsYVFzClBNG7Qul1n7qhFMVfD6ILubUEmjlcwJxRicZ227TozxyzyeRP7hhxrf1bh4LOzTIyUaO8Kce5Ujguv5BnYGOdnPjXIwWfmmBgp0t0XZe/tXurlxf2zjNefu+n2DsrlESrWSVBydPfqlEoO42NTdKfvpj15G1OL/5dq7TzCKYAQOE4OQ2ulXDuLLXPEE3FMK8P5c+OsX38Qoz2NaY2jay0gXSq1cwgRQmjQ29PL6RPTPProo+zbt++y57Lt27fz0ksvkc1mOXjwIDfddNOK1xVFYefOnTz88MOcP3+e9evX+40zwbuB27BhAy+//DLT09O0tLSseL2jo4NKpUKtVmNiYsJ3Lm7c+M3Pz1OtVimXy0QiERRFIRj0btJs20ZRlB/5SqnXClcK3FUyNo3l4/H462ps3v/+97Nnzx7/cePGb3p6eoVofHZ29opSQn/0R3/EZz/7WR555BG2b9/+msu+4x3veN3xGiGE4NFHH73i5VesuxrxsGmahMNhvvGNb/ChD33If/7f/bt/x8svv8yTTz55yTqNVFR/fz/VapXNmzfzO7/zO5e9W2hErVbzDzZ4F6Senp4fao1+I88Lb0xE3IgGY1OzLQ5nJ8hj0RSOcXPn+ktM9d5oONLlyNwwQ/kZ4nqY3e3rSAQifpfdcrlMtVr1TzaXCyEEmqGjBXUiwTBnypMMFaYp2lUGEh3saNtASyj5ps77cuG6Lg8++CBnz55lcXGRp556ijNnzpDNZunq6mJmZoZUKkUsFvN78MRiMTZv3szw8DC1Wo3JyUkWFxd9o0MhBI7jEAgEfKF4AwBdTVwMcoqyRrQOdnQ0IiIAAkqyRpQAUnhgJa3EsHE5YJ3nZn0DCMGsm2Wz1s1Je4JWEQcheMY8zQ5tAE2ozLuFpfHcGlE1iJRQpkpEBlAMFV0otLoJZpUcNdtGIChSJa4FcR0wDdsDUkCJKkZNR9EERadKVA3Ul7G8ZQSorkKzHWdOyWHajr9swgiCEJQxCUkd25T+epqhkrcqRJUArisRCYgqAcoFC9URNNlxsoEiVctCUQUlWSWmBbEtiamahEWAcMyg5FZxssJfJl5fRhdqfYwC5aoJQmCqJr2RZiK5MDq6p/7RHTLkiVohL62kKggXr4ZMgqYoONLzAZJCUtTLRM1wXZvk9ecyHQcbh5JR4UJqjAuZBZpEDNt2ma7maVaiICC2BiYyeTRTp0WL0d0fIWMVqE4oaLrCglsg3q2QDsdg3ptfyyYFNRdgarxKx+YtpDramBo6TkoVdHRrjCwusFBRaNnazd5/tZNHH3mO8+fPY5k55ubyBINRbr/1Q9xyewpXejdNqhpBVcLYThFNbeYL//t5MnNFfvmXf/mS0u5GHDt2jO9+97uk02k++clP+s879gKWNY4QBgcOzjI8PMbAwMAl4Afg3LlzjI+PEw6H2bVr14q7/2q1yoULF3zh6nJzwOWFFg0xMayslPpREhOvVjz8z771OxiR1bEeZqnK13/y99+QePjf//t/z6//+q9745kmra2tryse/sM//EN+//d/n+9///srmLtXC0VRiMfjl6TMXi2OHTt2ZTtxUayKsclkMjiOc9lcXCNPd3F0dHTwhS98gR07dlCr1fjbv/1b3vnOd/LEE09w2223XXadz33uc/ze7/3eaqb2Aw9VVX3WxjRNAoHAG6JDA4EAzc3NLC4usqupl5pjk4rFSRhvTipneahC4cbWAa5r6UddJmoQQhAKhVaUsbuuS7VaXfFTq9VYMPOczU9gSpsWPcFAoIPrlC7iiSiRcISQo72hNN2VhqIovPe97/Xn+uCDD/IP//AP7N+/n3w+j+M4bNiwwffvePe7383+/fs5dOgQra2tlMtlv++XaZr09fXR0tLCmTNnqFQqvkmYlNJPZTVSWw2W5/XuBSSSw9YwMOw/JxCcdaZpV1LMuItIBO1KcsXfDaZnndpOUXogOk4YW7okRMh/bp3ajiZUHBzOOdM+CDrijHCzUv/bHOZmfQPCEcw4Wdq1JAu1kg+ODptD3Cw3AIJj1VH2sA4hBEfUaXbKtWAJDloXuDW4ESnhhDnKLrkOgWBBK9BKgpxdppkYiiM4bA1xi7oR15Ucdoa4Sd+AKyWnnDF22GsRNcFJe5ybjQ24DjxXfIV9+gZ0VWOBPM1OnKlqjlY1jqYpvFA+xz59A4YQDLdMsWG+l2rR5QV7iJu0QVRV8EJlnH3GBnQEGZGjmTjTtTwtIo4QgkPlIbpqLWhCo4pJSOhgKpRdi6SIUcPCcl2iBDGVGo4rCbg6VWkhVIHhaJRsi7hQcFQH6YLu6thYOEKSMuOsnexnOxt9jZKiK0jF9bJr45J5u0hKRFEsgXgF1ksFBxdhguNKcq+USMiIv7427r3eBMjJGllO00EcRSgUFUg4IVAq2E8XePyhxxmfy6BZGnM1l6qtEIloPPXwt3nl+ijOxjCDGzbwgfd9kkceeYmzZyYYHEyQiLeRmSv6DSsvF41mmg3di2eTUKBUfATbmkUIhYH+foaHvfTH7t27LwEafX19TE9PUy6XL7n7DwaDtLa2MjMzw/T0NNFo1GdhwuEwpmlSrVbJZrOk02mfpWkUcdRqNUKh0I91SuqtCiEEn/70p/nsZz/L+vXrWb9+PZ/97GcJh8P89E//tL/cJz7xCbq6uvzMzOc//3l+93d/l69+9av09/f7GKDRB+xy0RCXJxIJPvnJT/Kxj33sDbUaerW4KvHwanJxGzZsYMOGDf7jm266ibGxMf7oj/7oVYHNb/3Wb/Grv/qr/uMGY/PDDsMwqFQqfhXOG/VW0HWddDrtpUgqFaqVCmbdBOsHIZJbDmpeLRRFIRwO+yke8N7fR4dfAKESJ8RsNU9aJmgiRrlUplzyWA4hBOFw2P9gv1HwdyVzfe9738u9997L/fffz1//9V9z8uRJZuqVYEIIjh8/7gOUrVu38tBDDwHwwQ9+kP3791MqlXygo2ka3d3dVCoVAoGAr9NpMDltbW3Mz8+Ty+Uol8uoqkpvby8zMzN+c7/GibdxPBog6HJg5+J4NfDTYH2mXwcEXfZv99XBUdGtgoB+t4Wi8P7usdP+3+uUdvJWBQT0LlsmVAtgqy5RN+iNJ2CANnK1Mgjoc1vJyzIS6K4ujTdAmz/eAG0U7Ao4EJDeeAkRouh4c16rLM0vMRMnL5fWW7GM4y0TkSFs1SVOyF9vQLRRcMpE1SBBoYMUmNJCcRVMYaMKz03HxEY4AhUwsVFRkI73vCIVLOmgSIEQElN6r+uo2NJlwSmS1CLUpFeWHBWGt30g6OpY0kVXVGrSq4SKCAPTrSJdCKLjCAcdFbPevT3oGtTw5h+QOjXHQlNValiYDkQIEMbBcHX0VxRaiaAoAsvuJ0uJ5lqEbLFC9WGTyWezDAXO8vX//Z94Mnuas4EigVCcZDLJwsICTU1NTE1NcfbsWV/TMjg4yL333kssFiMSiVAqlZidnaWrqwvHWcCxM+hGP66zSDiUIxwOUi5XmZycvOQcres63d3dDA8PMzw8TEtLy4obn+bmZvL5PJVKhcnJST8lJYQgkUhgWRaO41xWb9Ngm38cxcRvJBV1tfHrv/7rVCoVfuVXfsU36HvooYdWlPyPjo6ueP/+7M/+DNM0+chHPrJirNcSLJ87d44nn3ySL37xi/ybf/Nv+PSnP81HP/pRPvnJT7Jv3743tA/LY1VX5nQ6jaqql7AzV5qLa8TevXt9X4XLxZWUqP0wonHXYFmWb9r3RhkKRVFIJpMEg0Gfcchms2iaRjQafVt8cYUQCFUhFAiRDESRhqC/q5+0lqBcLlOpVCiVSti2TalUolQqMTMzg6ZpJBIJ4vH4D/TuSlEUPvzhD3PnnXfy53/+54yPj7Np0yZ6enq4cOGCn7I6fvy4/0VdDni2bdvG1NQUhmFw++23s3//fmzbJhqN+tRuOBwmGAyiKAqRSIR4PE6xWERRFFIpT7OkaRq6rhMKhRgbGwO8O1PLsvx+YY7r4NiO/9lplLPClYEf/z25Agbo9cDRlax3peN1akmm7KXXMyKH7ciV66lJZpzVz69TTzJlXWa9i8ZbPgYI2pQks3KRtUoHO421lNwqZ+QUObtMVARoUmIgYMEp0qxGkRIW3CJN9VTSglOkKKtLy7L0epuSoFmNo0kFy3XqzUA94KMJ7301pY2GB4y0en2Z6S4DVNIGR8ESzgqQpdYlyA0Q1fgtkTjCRXc1apjohLBwfJBkug6YCmE3QFKJ0lNuwSrZOIsu96rXU2kucXYsy7SVJywUnht6kG8mvoFpW0xPT9Pe3k5bW5oXX3iOVFOaiYkJ0uk0uVyOrq4uFCWGosSxrTGkdDCCG+jpSfHKK68wPT192ZvP7u5uxsfHqVQqfim3/xkWgq6uLs6fP0+xWPRTMY3vdKNSarneRghBMBj0xcSNdg0/TiFZPbC5nNXkakIIwWc+85nXrKB64oknVjweHh6+qm3dfvvt3H777fzJn/wJX/3qV/nrv/5rbrnlFjZs2MAnP/nJy/Y3W22sCtgYhsGOHTt4+OGHV2hsHn74YT7wgQ9c8TiHDx++xNnyRyV0XcdxHD9l82ZdsIPBIIFAgFKpRLFYxLa9kuPlDMoPM6e8samfgzOnyZtleuMdtIfT6Krmp7EahlqN7r0NoDM/P8/8/Dy6rpNIJEgmkz8w0JpKpfjFX/xFTp48iZSSrq4u3v/+9yOl9HU5a9euBeD8+fOvC3h27drFM88847M527dvZ3p6GsMwuPvuu3nqqadIJBK+f4Nt2+zYsYOZmRnfHiCdTjMzM0MkEiEUCtHR0cGhQ4d8er+3t5fz5897aTxVIRGPsbiYQ0q5ojdW40624Yfkui4v2yMEAtOYjrli+R9GHLYu8+RSjbUX9srHjd5Rctm6ekDBsVx/PEWB04ZG1bbrZeag6QqO7frrKargsLU0sKYLHEf6rx8Sw/y98zyOvVSvpRsKZtn1S70DIYVqeUlTFY4qmI6LbXnzbDTpVDWBXZWoiuA6vY9ONUXY9ICPqgkyVoG0FsNxJXmlTNb0QFRaiyMUmHeKNIkorpQsukVqWo2ga9CqxXElVINljHIIibdsTasRqBk0KzE0XRBwA2xUOjGEZ56pyjogEnXw44KBRs210FDrrjkuaSeBMx2jTbYikRQUk2rV4oKVYTFlcdAVODGYnDzH3/3dOVrbupmfz9Hb2+vrzpLJJANrUrzzHYOoWoRgaBux2DiAz1heHJqm0d7ezvj4ONPT0yuADXg3sel0mrm5OT8l1TjPGYbha+Xy+bzfXqFRBl6r1bAsC0VRfqSdiS+ON+Jj86MU8XicT33qU3zqU5/i+PHj/Pmf/zm//du/zfPPP8+3vvWtNzT2qj8Nv/qrv8rP/dzPsXPnTm666Sa+8IUvMDo6yqc+9SnASyNNTEzw5S9/GfCqpvr7+9myZQumafKVr3yFb33rW2944j+sWH7H8GbToUIIotEo4XCYUqnk+7I0wEKjSukHneK5XHRFW0kGYtQci4QRXdGcszH3BtPW3NzszzuXy1EsFrEsi0wmQyaTIRqN0tTU5KeL3sxoaWlh48aNnDp1iomJCTRNo7+/39flLI/lQuTLAZ5XXnmFVCpFR0cHZ86c4ciRIz4AOnHiBB0dHQwMDHDq1Cm2bt3K8ePHfRPG2267jePHjxOPx5mamqKrqwvbtkmlUvT09JBMJslms6xfvx5XugSjKouLWbrWtDEzskBrcwfj4+NIKclmszQ1NeG6LjfccAO1Wo0jR4747T6CoQCKItBUjUql5oMg0zR9zRB4d8GGYVCrLbWsUBSB6zZceV/FwfligHJRKJpAutIre162jqKCu6zjhaLW2x443uuhqIZl2lheZw7iTQabdzRx4kCGStFrCRGJGaiaxAgaFHIm4YhGW1eYieGi54EjBU2tAfKLFoGQiuu4NLeGyC3UUFSF3GKVju4oazfGeWn/LKZpYxga/etjDJ8trHg8dCZPteqg6wr966KcPZHDqZeGB0IKriNxHdA0QVdfmJOToxypjeC6EkWBoKpSs1wCqsB2IBzUyJW8nkdhXaNWcVA1gaoKyhUHJASCiid+lgquK3HK3vaCIQVLugRVFct10Q0FQ1ewTMnu8ADhYoSkEiZseinjglpmoVZmo97JVqMH1VFRhYKqeGkzCZRdE1UoRAhgO17qr50485ki12stjE1muMAsi0aB5sEWvvv9YY4ezTA2NsLsbIa2tjYMw+A7D+zm/e9/P/AoBw4coFwuv6YpWwPYzM/P++Xay6PBCpmmyezs7Iqb3kgkgmmafrFFQ2+jaRqO46xoefPjYt73Rsq9fxTj1KlT/M3f/A3f/OY3kVKukK5cbawa2HzsYx9jfn6e//Sf/hNTU1Ns3bqVBx980O8KOzU1xejoqL+8aZr82q/9GhMTE4RCIbZs2cIDDzzgNx/8UYzGRXy5cdSbCTYURSEWixGNRqlWq5RKJSzL8sW8sMTwNNIjb0VE9NAV+9Q01O/xeBzXdSkUCmSzWR+kFYtFdF2nqamJVCr1prJRbW1tWJbFuXPnGBkZwbIs1q1bd8lxWi5EXh4XAx5VVXn88cfJZrPcc889GIbhl7m6rsuFCxc4fvw4gUCA7du38/TTT/uPd+3axdTUFNPT0wQCAdavX0+hUKBWq9HR0cF1111HNrfAQnGW1vYWNm/bSK18DFzJ+vXr2b17N1//+tcxTZNoNMov/MIvEAgE+K//9b96wsxanvVbe1nM5Jmfy9Ikm/mZn/5ZduzYwe/+7u/6eqBQKMTMzAxSSoLBIJ29LUyMzmDWrDoToaJruq8d6+xpYW5ujnLBM/iTUqJqCo7d6AruVQm5jiQS06iWvWory3QxgipCQGtPhLnxMrWqTSiiI1SJa3vtq2zbRVEEwZCBprvYlvd4criMbujUFBcj5IEBx3ZxHc/MzjYls5MVzJqLqgoUFYyASjAska6LpqlE4zp2zcWyXVJNIfa+o51IVOP00UVi8QiFvEkgrBFL6v7jUESjuy/KwGCMC2cKxBMGrZ0hQFDImQwMxpgYKVMu2YSjOre9o5WHH5imVPSquASSUskDLpGYjkBQqznousBxQTcEtSo4jsR1IRbVKJVtLNNzz7EtF11XsFzvOHT3hBkfq2BbkmhUp1pxqLkuTU06x2ojFLHQXJCax04pqEgjwOPWSXYHB4lWNKIiSIsWo8mJsUZvJaVEUaXAES6G0KhJi7BrECNIkxKl22xio+iiappM7l/EdNczbxRYjJlMTnr018jICPl8nhdffBHwWJWZmRmOHj2K4zjce++9l3zPGpq7YrFIJpOhs7Pzku9hR0cHIyMjLCwskEwmfSZ4ubHpxXobwzB8b7EfJ/O+H4bG5q2OYrHI1772Nf7qr/6KF154gbVr1/Jv/+2/5Rd+4Rcu+XxcTVzrFfUGonG3APheCz+oL5ZlWVQqFarV6iV31I3O44FA4G1vXmWaJgsLC2SzWX8/VFWlubmZpqamNxXgjI+Pc+7cOQCamprYsmXLVY1fKBR4+OGHqVQqpFIp3vnOd/rptOUgaP369dxzzz1873vfW/H4n/7pn/jGN75BIBDguuuu86tB/Ncf+Db7X/4ebb0pdt2xleNPD2PPhdkwuJF77rmHv/qrv+K+++4jGo2yb98+/uW//Jc888wznDlzBrUly+47NnNw/xnOnj3DTdvv5qMf/FkAf15NTU0cOnSIRx55hGw2y969e/mP/+OX+C//5XMcfPos4WiQfXtvo7qoMjY2xvT0NMKoMpeZwzYlzW1hpscKKELFdW0KeS/tYBgqrnQ9ZsbxGJhKwULRFAJBlTs/3MvMaIWjz81gBFXCMZ1izqJasjygo4BVc7FMh1BUx7FdAkGNVEuQ0bM5YkmDQtbECKqUCxbhqIZVc4kmDXLzNUIRlWrZIRj2AJCiClxHkm4PYlYdyiUbVRM0NQfoHYjwwv45bFuiaYKBjTEunC74j/fc1srYUIlS0SYS1bjlzlaefnzWAzIRjU1bExx7eZFYXKeQt+jtj5BdtFg3GOPcK3lcV7I4b9I3EKFYsAhHNCbHKtSqNsWCjaIKHNvFCKhUKw7xpE616uBYkua0wfRUFdeFYFDBsrxiDK+JKYTDKuWygxDQ1hZkZqaGERB+JVUopGIYKl0drVwYLtRvfiw0DZCSUsnlBr2PHeo6pAshqbNJ7yEgNNJKHAHUpE1IGFSkiSE0BLCgFKk4Fk84x/kH60VC4SA10+Wmm/bxyiuvIKWku7ubQ4cOEYvFaGtrY/fu3Xzwgx+8BOAMDQ0xMjJCS0vLq3aMHh8fJ5fLEQgEGBgYWLG+aZrMz88D+Dd9je9fIw2mquoPhc1+vVhtufcH/u9/Qg+vrtzbKlf59kf/w9vuGnlx7N+/ny9+8Yt861vfQkrJRz7yET75yU++6S7E14DNG4zl/jaNNNUPkkFplCE32JvLdbfWdd3PRxuG8bb0e3Bdl1wuRyaTwTQ9ul5RFJqbm2lubn7T5jw3N8epU6dwXZdYLHZZK/kriXw+z8MPP0y1WqW5uZl3vvOdqzIJq1ar3HfffczMzBAOh/nYxz62wn07W51hsngWIRS6YxuIGc0r1h8fH+cLX/gChUKBZDLJL/3SL9HZ2clU8RXGC0exXZNUsJt1qZvQlEv3r1qt8qUvfckXAG67qYvtd0cJh2IoQqM9spFN6Xt8oPb80YcYmT7G0ZcuYJsStxrAkTVs22VhLodQJU3pOMVSHj2oIB3YcGMzR56ewao5xJsCqPUeC44jsS2HdVtSFPM2Y2cLhKMaibROKh3i3IkFVFVB1UQ9deaSnasRDKtUyzbBsLbidyisUSnbaLrAqkmaWgPMz1SJJXUKWYs16+NMjnkgJRrTMGsuqWaDuZmqn3pLtwbIzNb8x1uuTzAxWqVctAhHdd713nYe/Y7HyESiOpu2x3npmXkcR6Kqgj23pBk5X6JU8oDQre9o5anHZn1gtGlrnGOHs8TiGjNTVaIxjWLBpq09yMx0lda2IAvzNXI5C8tycR3vu61pAt0QIAWRiMb8fA0phacbsl0a1krBoEKt5rE74bCK60IoqKOqGovZMsmEgaZBOm3Q3RVlMVumWLTRdYWRkQoDlR7aRYJ1ooNNWg8BNNIijlAEVdfzDSpLEwUoyCrn3GnyRpnj+hgj0Qq5QgHDMKhWq+Tzefr7+5mYmCCZTJJIJC4BONlslpdffhld19m3b99lwYdt25w7dw7HcWhpabmkAWK5XPZL1FOplO9wu/wc3DjnvZ1itcDmfff9/lUBm3/62O+8La+Ry6PB5H/sYx/j4x//+OvO9eKWHlca14DNmxANIXHjUBqG4duE/6Cj4avTMDW8nKlco5qrAXYaAry3Q0gpfYDTYL8aDE6jX8wbjVwux7Fjx7BtG8Mw2Lx581W5YC8uLvLII49gmiaxWIxbb711hbHY60WlUuG+++5jdnYWTdO48847uf7666/4czI/P89f/MVfMDc3h6qq3HHHHdx1111YoogtLaJ602VBzfJ47rnn+Mu//EuUSJme6wXtLd2s3dBNX8s21jctuYJabpXJ/DG+993vMjtaZc1AF2P55xkbnsUsaRx9cRi7olOszbJlX5wzR+axay65hSqaprJ5Z5qXn5kGBDfc0sHJA3O4DiSaQlRKFs0tYZo7DHbf1sPZE3MMnV1kYLCJDduamRzNU8qbhGPCBwqlok04qlKuPy4XbTIzVc4eW8S2XBYzDSDkkGoJUMpblIo2oYiGWXNoSgdYyNQIBFRql3ncnA6wkDExAgpmzaWpJcDCXA0joFCrOjS3GBTyNvGEgZQubR0hhs4WcVxJU7PB7e9qZf+jcz7DM7AuwvNPLQGhdRuinHul6D/evC3OzHQVpGBmuoKqCdLpAPm8RWtLgImJKrbteqDH9XQ9juNpeVRVwbI8rxxVFdi21+/KMBSSCZ2FBZOmpjDZXJVAQBCNaESjKqGQSrXi0tISRCganW0BqlWN2pEQ0VKYHrOVTVo3ATRalHjd9LFKXIRwAQeXPGW+J4/yfHqCSq2KZVlYluVXda5du4Zz584TDIaIx+Ps3LmT3bt3s27dOv/cvWvXLsKhensOJbzi85nL5Rgf9wTJa9asWWE70Xi9XC4jhKC5udm/ubAsy79BCgQCbysx8WqBzXu+/p+vCtg88M/+f2/ba2QjGufz1zvnNSxkVtvcuBHXgM2bFA0hcQNYqKqKYRhvKYBolA43HDpN07wso9OYXwPkvB3AjpSSfD7P3NycD3A0TSOdTpNKpd7w3EqlEsePH/dp6/7+fvr6+lYNPhcWFnjyySd9H5vdu3czMDBwxetXKhX+8R//0W8uNzAwwD333POqhlaX24+vfvWrnDx5EvB6+7zvfe/jxhtvvOJ9yWQyfOlv/prR7EHi7WBXISk28J67PsLWrVsvGadiLXAh+32qdoFcbQJNhJg40MT0aImmLpf4pld44ckTTAwVKOZMzhzJYJmSWsWrZAqHQhTzHqi8YfcAh1+4gOO4xFMqpVIVkARDCkZA4YOfGERXNCZGCrT3hEDYTIyW6OqLsPv2djTFwMUCPLPEA0/OMDZcpFywfAAUjekU8xbPPDpNuWQTiWjse0cbzz424zEsEY1b3tHKM4/N+o+b0gYnj2YxAuolQKhUsjECnngYBLG4hmW5VEoOoYiKqnjPOQ5cvyPJywezqAoU8hahiEohZ9PZFaJYtEgkDPJ5i7b2ICeO5T02y3YBgaYJVE2wZUucoQslVFWQz3suyvGYvsTuuB4LBl6llutCPK5RLts+oyO9IYlEVCoVh0BAYaA/yshomXhcJx6PsnPHWu66s5nDRyY4eSrHwoKkNZMimNdZ47axQekiJoIkFc8HKSA0JDDnFjisj/JE/ignmEA3DNra2jDNCrgVZjN5gsEAlYqNEILe3l4Mw2BgYIA9e/bwL3/+FlLhC4CE4I0owSUbfikl4+Pj5PN5dF33NW7LX19YWMA0TZ/h1TTNr8psnO/eTs7EqwU2937t6oDNgx9/+wObv/mbv1nV8j//8z9/Vdu5BmzexJBS+ncwjWiAhh9W3rfh9bD859VQcMOHpcHuvFWs0/JoMDizs7P+cTTqJ85YLPaG5mPbNmfPnmVmZgbwylc3bdq06vLzarXKM8884/s5rV27lp07d17xXaKUkoMHD/Lkk0/iOA6hUIi77rqLDRs2XNH+SSk5ceIE999/v687WLNmDR/84AdfsxHtxTE8PMw/PXA/zz/7gn+h7O/v55577mH37t3+3XLRnObC4vcJ6WlMt4SQgg3NH8BxTQ5P/S8qdgZXOjiuQ7Vo8PSjBxgbWiCVDnLhRI3pkTLhhMvUaAFcnWpJEg5HuOnWbTzy8GNIXHbf0sf5V6boW5dgaqyEZbqUS165VCisoRkK1+/sIJ4I095t4AiLqdEi3X0R9tzehqIslW4JwHUlL+73ejh194XZc2sLLzw1x8RIiZ6+CHvrj8dHivT0RXAcyV/+jzM+ELrlna08XU8tmaZDNKbT2RVi+EKJ5rRBsWBTLNoUchYSSCZ1KmXH18OEwyr5vOWxKpogkdAJh1UPyDiS7s4g5y+U0FRBLmdhGILevij5vEVHe5Djxz3QY1lLoMe2PYGxEFCpOPUqSpV83vZL0hvsjm17x0LXBZYllxqOImhJp8gXKgSDQWIRQTTiEgwpFIsWg+ta6e8Nkc06GOfTdM21sb7UTisJAmgUZRUVhbys4EiXs+4U/1Q5yGltnHBEJxEPMjVdxLJtVFUDKejt62NycrLu8RTg4z+5jc/9hw+jCBdkDRH9ICLQ738uHcfhwoULPjPa09Oz4nvhui7z8/PYto2qqn6llJSSWq3mn9/ejNY3b0asFtj8xFevDth896ff/sDmrYprwOYHEA2VfoO9EUKg6/oPBShcLhpgp8HsNDqXXxyNeRuG4f+8VfOXUrK4uMjc3Jx/FxYKhWhtbb1iduPVYnp6mjNnzuC6LpqmMTAwQEdHx6r2zXVdjh8/7vcyiUQi7Nixg+7u7iseZ25uju985zvMzc0B0NXVxa233nrF4MSyLJ544gk/PQYewLntttvYtm3bFd+xzs7O8uCDD/L444/7bJmu62zfvp09e/Zw/Q3bmHcOk6+NAAohNUFIT+G6NmO5xxFC4EoXkCSCvVTtLKadx61FGX6xjeeefYmRiZPMzs4zP1vCthzy+bxXoRVWCIYFkZhGIAgdvRFGz+VZM5jgwNOzICQ7b27l2EsZHEeQbA7UAY8kHNbQDMH2nc1E4zpdPREUAZNjJbr6ouy9vQVNUVZ0/l462dXL3euPXFfy7P4ZxofL9PaH2XtrC88/Ncf4cJlC3uTwgUWv4stQuH5nipcPLDI/V2NhwSQQULj5thZePriIqoLjwI07kjz+6Cy2Ldl2XYJiwSYSURkfr6CpgmrVZXHRK8d3XZdwWCMUUohEVNLpAK+cLpJI6CwsVlEUhb7eMFNTNWo1F9Ny0TRBpeJdwB3HExlruqBW89JSDUDTOLsrAtyLPIQCgSCmWSUYVOnvjTA2ViIWD5FMGOy4rpmuzm4SiSTG0BpCT2dpzsdRpCAig7hIIgSoYTPlLPCifZ7na2c4rY57jFL9fKIIQSgUwLQkuq5TrVaJhjV+5Zfu4D9+eguKzCMC2xGxuyCw3p9fpVJhaGgIKSXNTUnaWlMIdSkt5TgOmUzG/w43Cg+WM+dvhebxSuIasHnr4xqw+QHF8rTQ8kP8w2ZwXi0ancuXg53LfTSWg5y3Aug0TmDz8/P+fCKRCG1tbSt6XK02SqUSp06dolgsAp5Z1ODg4KpB09TUFM8//7xvYtbR0cGOHTt8B9XXC9u2ee6553jppZd8ANff38+tt956xSaWi4uLPPjggxw6dMgHqMlkkptvvpndu3df8p1xXJNM+SQ1J0vU6CQVXI8QgkKhwGOPPcYTTzzB1NSUv7yiKGzctJ7rd6+jf0MSArOoiopp57HcCo6sYbll4kYvhhompDdjuWVAsLbpA6iK15Li6NGjHD58mMOHD/P8889TrRa44eY46Q6VSrlK/zrv2P/9317AqrlUyrbndxPWyC7U0DTB9h2tvPTsDCDZfUsrR17K4NiSZHOASslGAKGIhq4LrtvZTDyh09UTBiQTY2V6+iLcdHsrmuKVaAtxqUWPIr2KJAEoSFxX8vSTc4yNlOjpC7Pv1jTPP5VhbKRMPm9x6MAilulgGCo37kxy+EAW03Qolz3gEQ6rBAIqPT0hzp8rMjgY46mn56hVXXp6wkxNVXFdiWEsXYBzOe/7FwgoqKogFtPQVIGuhZjLlIlEPYbFdSUdbQHOnCshpQdoalUXoXgl+o2U1HLRcbXauOFiCfgoHtOViBtUqjaRsIJlQ2s6TCAQ5MZtMbYp/QTPNtMx1klSRsEVVLHQpEpWlsi7FR41j/LN2vMkEmEKxTKhYABFgVrNwbKlv63mpMFPvKOdD9y7j/fcvRs12AOJDy69Ca5JcfYxyotH0FlED8SINF2PSLwbhMeMWpbFwsKC38y2qanJT0s1fMYa/fB+mOfba8DmrY9rwOYHHI0qpouBgqZpaJqGoihvO5ADS/M2TdP/uZjVaXhJNDx1fpA57YbB3+Lion8cE4kEra2tV10F4bouk5OTDA0N+fR1d3c3/f39qxIf2rbN8ePH/eorIQSDg4Ns27btitNchUKB5557jqNHj/rHec2aNezbt4+urq4rGiOXy/Hss8/y7LPP+oBNURS2bt3K3r17GRwcRFVVZoqHmS4eQlE0QNCXuJN4YMkOX0rJ2NgYL7zwAi+88IIv5gTo2uCwZkuIZKiftl6djuZ1BIIGuhqlNXoj8+Vj5KtDKEKjObyN1ujlqxpMu8ipsa+yWDpIqeRiu3mMcBWEy0v7Z5kYLdLWHkZVYXKiTDlvcezgArWaQ6Vkex44YZX8oomqCbbvaObAs3MgYM/NLRx+aR7XkSSbAh5AAsJhDSOg8M8+0YeqCsZGynT3eF2+x8e8FNUtt6YRigAhUIQHbi7+dkokCgJVeEzP/ifnGBsp09cX4rbb0jy1P8PISJneHu+COjpapr8vjETypb8eoWa6lEqe708krDI/b6Jpgt27Uux/OgPA2oEIx0/k0VSFWEyjULAxDIW21jClMrS1BnBdl9nZIuGwYC5jYdZcovVlpYSOtgCvnCvhOh6YMC25Asy8VugaIAT93SGmZmuEAhrRmMJH7m3njtIN6M+uRa8EkA7YFhRkhTAGBVnlm5Xn+Jb5IqoGmzd2c+78JI4L1arteXRFAtRMk2hYIxHT+PgHNvKZ3/4kSuq9oPd4iKtyBApPYpYuIMwhbBlB0SIYbb+AiN3sz9O2bRYWFnAcZ4XmZnlBxw/aiuP1YrXA5p6/++xVAZvv/cxv/0heI38QcQ3YvEXRYHAuTvs07PobIOftGssZqFqtdlmgo2kawWCQYDD4A0u7NdxJG2WfDQOvdDp91QCnVqtx9uxZMhnvoqLrOn19fXR2dq7qPSkUChw6dMgHApqmMTg4yMaNG6+YXcpmszz77LOcOHHCB3BtbW1cf/31bNy48YqAkmVZHD58mGeffdYXKYPHdG3ZsoXebTbRZot4qId8dYSu+D7S4c2vOt7MzAyHDx/m0KFDTGSO0b3JQjMEdk0yfEwlqLQxMLCWgYEB1gz00tYdIRyKENbbEK/SeDVXOc1U7lEqtUnK9jhCgpQCW1ogHSQBZH6QcqWEFh7Gdqo898QUszMFOrpCqEIyOV6ikLc4fngRx/XEvGIZw6Nqgut3NPHCM3MIIdhzc5rzZwoMrIsyMVbGNF3KdYARjqhouuCGG5tIJHW6u0MoCoyPVejtC3Pb7S1e+br3P8v3ypMUL3XraYAhKbznAYQL0pU88WSG4ZFSHfTA6GiFfM7ipQNZbz4NEBbRmJ830VXBnt0pnnwqgwBuvzXN8y8uYtuSpiadYtGmrTVAV2eQttYAs3NVJidrzGZMwiHB7JyFaUqiUYXMvIVlSVrSOhNTNV6lruCSUBQIBRWQnlngPXek+anBG9hY7cKaNhh9LgQFA8X19jYny3yz+gLfqj6HqoNluQQDKqbl4Lqga97RCwdVqjWHcEjlVz5xI5/5jY+gJG6HyC4oPgflF6E2hlM9heUEUXApq3uI9H0anQVPIW104LieqN+2bb93W8O87+3gcbNaYPPur1wdsPn+z14DNo24Bmze4pBS+hqXi0W8DZCjqurblslpREMo3SgzXy6YBu9E0mgBsRq/lyuNSqXCzMwMpVIJWAI4LS0tV729+fl5zp4963tiBAIB+vr6aG9vXxXAmZqa4tChQ2SzWcBjTdasWcOmTZuuOEW1uLjI888/z8mTJ/3Pia7rbNiwgW3btl2xlmdycpLnn3+egwcP+umyWFuNtrU1Us1x0slutva8j86WwSuaV7lc5ujp/ZwfPsHpEyOcPTF72eVaWlro7e2lu7ub3t5e2rsiRBIlDD1IKNDDfOFZFkpHcGSVmjVLQG8joDURMroxtGZigTXEQ+tw3BoLpYNky0dwXBPLmsV189hOyRMsOzWefWKGkeEMXd1xwGViPE8xb/HygQVPhFz2UlThiIpuqHT3hBg6X2TdYIznnp5DINh3S5qDLy1gOx5gaKSRImEN3RDcuLOJeFyjmLeJxTX6+8PccYfXrbqRtvKBzUWnVO+1JWGzEB4w8paXuFLy+BMZLgyX6euNIIRkdKRMPm/z4oFFTNOlWHIQQCSsklmw6oAnyfMvLWLbgnSzXmeBvP0sFW3aWwN0thuUKi7lskvA0JiZs5CuxfScRaFgU6662HV/nNdjc/y+WrogFtX5iXe00NORYNPIIO1HN6JVDSzHxXFdspQ5bU0y7WR5wTzLEWsYRZNIV6BpYNVL1BUhEHhOzL/y8W4+8282ozR/FGK3wPyXoHIGrHkcxcBxFcpyDQX20BKdJxgwQGuHQBeOiLBQTmHXT6kN9+LlHjc/LOZmtcDm7r+9OmDz0M9dAzaNuAZsfojRYEFs275spZKqqv5Po//P2zUcx6FWq1GtVn0BaiM0zWuW2WBy3swolUrMzc2tADipVIp0On1VAMd1XaanpxkeHvYFucFgkL6+Ptra2q4Y4EgpmZiY4MSJEz4TBJ5AeNOmTbS2tl7R+1kulzl27BjHjh1jYWHBfz6ZTLJlyxY2b958RV46juNw/vx5jh8/zvHjxzDFLFrApVrQqBU1v8fWhg0bWLt2rW9+9npRLBY5f/48Q0NDXLhwgQsXLqzYXwA9INmy0yaW9No5RKMhwqEw4ZiDHqyg6WESwQ3ohkpH8m5iwfWXbMd2ihSrZ1gsPo8ra1TMUSyriO0uAAoKEkWE0NU0lj2K5Zo8/eQM48Mlunq9dNPEaIme/gjSlXz1S0OYpkulZIOop4QWamiqws5dKZ55eg5QuPmWFg68tORHk8nUaEkbpNMBdu5KEY/r9NTHHx0ts6Y/zO23p1EaGh7qAEYsAz51bY/K0nMAUkgf/iiuBCl59PF5hkbK9PeGEEIyMlIhm7d54aUspuWSmTfRNIWbdrfw+H5Pe/SO25p59sVFHBtUDWbnLFrTBqlkmM6OOGatSjCgEA7B5IwNBDh7YYZc1qRYdleIjF8rVNUDJvGoxkfDN/GT+k1odoCcWSEkDVwJLi5Zt8T9lRf5ZvUFXCSG4TlVO44HloQAVVkGbv71RpTQdrDHwMwCJiBw0bCJUZMpygwSDGjExCsoWgtozbixvWSddf75p9HKoZGWgh8OuLkGbN76uAZs3ibRADkNoHNxNBoUNtictzOj06gKq1Qql4AcwzB8kPNmpt5KpRKzs7M+K9FgcJqbm6+qm7jjOH7fs+XGX11dXXR0dKwKNDXcj8fGxvzn4vG4l7q5jAnZ5UJKyeTkJMeOHePUqVMrGLLW1lbWrVvH2rVraW9vvyLzq6mpKY4fP87p06cZGRm5JD3a3t5Of38//f399Pb20traesXvV6FQYHR0lLGxMcbGxpidP0eqa4TFjIWmS7rXusxNKBQWoWvAIRj2RK+lvODUgTQqLSQSCeLxuH9xikQiRONgRE8gtDyoi0AGl0qd/TARaGhqFBDYbglHmmhEkNhowsJrJe4iZISnnphgaCRDd08EIQTjI0VyOZtDB+exTIdSI60V0shkPM+UZELl/Pkig4NeWbZtS5qbDY8pEYJQSCVgCHbtbCKR0OjtXUo39fWHuPOONJoifLamweJ49eneb6/npqRaEYSC3t+Ni7+CV90kXckjT8xzYbhMNmfz3IEspikplrzzRjSiMjdvomsK8ZjGqTMlNm+IkSsoOI6BqtSYmSvQ3hKirSXELbtbmZwpIN0qrc06339ykdNnS5hXmKoCUIXg47GbuDd6AwkRJGyHqLo2uuv1zVpwC3zLfI77Si8gkQR0sB1w3MZnDnS1Dm7+WRef+eUBFLUO/fzPpsAVAVwUKvSAFASZAqMLTQ8jYjuQ6Y9QKBT8G51gMEgymVwBbt7qtNRqgc1dX746YPPwJ64Bm0ZcAzZvw2ikqxpA53Kl2MBlgc7bDew0TiiVSsUHCI0IBoOEw+E3tbrqYoADXm+ZdDp9RQDi4nAch8nJSUZHR30woSgKbW1tdHV1raqKKp/Pc/r0aS5cuOAzdMtBRE9PzxUBJtM0OXv2LCdPnmR4eHiFKD0cDrNmzRofNF0J81KpVDh79iynT59eoTVaHoZh0NXVRXd3N93d3XR0dNDe3n5F83XcKlPZ75MrjVIulygXK5TLRSrVCrVaGcsqMz1hE0tIxodUzp/UCIUlwaCkVBSY5tJnI9nk0tTiYpkuO/ZatHdJQmFv//OLEI5CpQC5nEJHl2Qho+DaLh0dLsWC8ACCKgkGJJYFrisoFiAcAUVxefnwLOOjZXp7Q0gE516pMDZmMTKyyMJClUzGpKXF8HtM7d7VxFNPzwGC225N8+JLi9i2S7oOeAAi9Sqt3btSJGIqhbxDPK4ysCbCu+5ornvwAPXeUArg2AJVA0XIeg5Ioogl/U6jlsuxFR59cpbzQxX6e4IIARdGq+RyFs8dyDObqTEzZ9LWYuDYLpqmkIiHOXkmy+bBFLl8EduWpJt0SmWHHdtidLUHGJ8yOXKqQLlsky84zC0umf+9WggE1+t93BRYz23RDbSLJKqt4+BiSYesW+Iblef4RuUFD8FJj1Fq3MetADcf6+Yzv7zmMmBaADq2kqTmRBFUkTKArpQQidvQe34JhEq5XCa/OIMUCroRIZVK+T438NaCm2vA5q2Pa8DmRyCWA53G71eL5UDn7QZ2HMehUqlQLpdX7IOqqoRCIcLh8JtSWSWlpFwuMz8/T6FQ8J8PhUKk0+mrMvpzHIfZ2VkmJib8iiPwKrM6OztpaWm5YkbDsixGR0c5f/6872ED3nHo6uqir6+Prq6uKzoW5XKZCxcucPbsWYaHh1cwOUII2tra6Ovr88e8EiCSy+UYGRlheHiYkZERxsfHLwGl4AG8dDpNR0cHbW1ttLW10draSktLyyUsmWlnKZmjCBTCgV5q5jSOrOG4RfLlI6giSbE8DWY/lWKIqn0Qy85RLhlMjbaQXbQoFos+SK7VanT1L3L9zhLNrRLpSvI50A1wTDBNBUWRzEyrJOMuqio5+4pGd7dDOCJJNbkUCwqVskqlotHXaxKNuiBcVMWrCnJtDccJoSiCp58eY3ikSqFQIB4Lky+YHHhpFtOSlEsOIIlEDL/Cac+uOE8+5b23t92S5oWXFnFsiarB3JxFa4tBS4vB3l0pEnGV/t4QioDhkQpr14R59zvXIcjjUTkNgTK+yLohhpGu97ztqgR0G1UAisCVTTz0RIaz56fJ58sk4zr5vMUzL+WYnjOZnrNob9Gx62CntzPIC4fzBAyBZUN7S4j2FpVbd8WJR1X+8ZF5LoxVmMnYvvnfq4VAcIPex4fCO9kVXEdIGDiOxHElWVni29YLfK34HC7yEk2Ponganq7WIP/919fz3tuX+ql5WE6AGgG9DTd0PWb+NNLKIHCp0I9oegeJ7nciikews0epVE2qweuQwX5SqRRCiLcc3KwW2Lzrb64O2Dzy89eATSOuAZsfwZBS+qkr13X9n1eLi8HOD7v6qiE8rlQqvt9EIwKBgJ+qejNOONVqlfn5eXK5nL8dXddJpVKkUqlVa34azsgTExMrQImmaf7FfTXAKZ/PMzw8zPDw8AoQpmkaHR0ddHV10dnZeUVVVY7jMD4+7mtdGq7EjVBVlba2Njo7O+ns7KSrq4tYLPa647quy9zcnJ9ampycZHJycgUrdnHE43Gampr8n1QqRSKR8JskRiJeCshxq8wXn6VmTWOoKZpiN1MoHaJUfYWg0UXFHCMVvZmA3o4iDDQt6W9DSpdKbYhs8TCl8lEkBiHjOhx7EUfm0EghCCFFGWQRRA1VaSYWuRXbOYrtTKKqKSxziFr1FSQOrlNGwVPSKkoA19VQMJGYCIK4soQQERQlziOPDDM0NEdvDyDh9Cs6lXKWw0dmV1Q4RcIamQUTTRXEYxpnzpXYOBghV7BwbOrC34bnjUK57LLjuiT33tXMXXc0eZ2+Jdi2gq55n2HXEcwtxnFFB21NBUL6IpIy+P47OoIICiauLNX9eFy++/gCp89XKBZtknGNXN7m6QM5hseqLOZsOtoCTExX2ToYJVtPt7U06RTLDju3JTg3XOHE2SLVmkulVgddr3IFEQh+KriHnwrdRJMWwZXgSJesLPG0fYoXzbO8VB2moSxqhKELQobgI3e18YX/sGkZo4VXaqYEQYTrjoMSVyiUlUHKThwpAlSC++jUD2EYQRy7StlUKEbuRigGiUQCXdffUnCzamDzpc+hrRLY2OUqj/zCb127RtbjGrD5MYkGq3Pxz+WioddZnsr6YbE6DTOti1NVQgjC4fCbVlXVMPNaXFxckQaKxWKkUin/QruaqFarTE9PMzk5uWLuwWCQ1tbWVbkkN5yWGyzJxaChqamJjo4OOjo6SKfTV8TmNLQuIyMjjIyMrABOjYhEIrS3t9Pe3u4Ds2g0ekU6nXw+z9TUFFNTU8zOzjIzM8Ps7Kyvb3it0DSNaDRKLBYjFosST4QIh+KEw1GiyVGM0ASankQRZUJGElW10bUwidheIuGN/jiuWyZf3I9lzaCqSeLR21DVJKY1SqHwBK5bAgRGYBDpFHHdRXS9nXD4Jk++4Thk5v4Uy5pAugaunEG6QVxXAUoIaghXoqgWjivI5oNkF3WyWZVwyKS1uUok7KBqLmZNwXHgpQMzDI+U6e0NoiqC4VGTbE7l4OEFMpkcs3M1WluMOlsiuGl3ksf3eyB0/UCElw7nSCY0eruD7NuZJJHQyOVs4lGNwYEwd78jjaIG0dQOtGA/0hpHWpP1+bpeqbkUOK6K6zpoKnWwVpfzSA2hGGiygutKHnx8gX98JMOLL5ewbIfpOZP2RrpNhd6uIM832BwLwiGFStX1PGJUwUL21cU4y8FNVAlRoUYIg7xbIS8rPFw9wjeqnu5GUViR7oqEFD79s7185pfXojQ+jxIUNJBaPUXnghpBGu1YxJg3e8iLLTTZz6AFk8TCOopmsGi8A9P2xojH4wQCgRU96X6QZqOrBTbvvEpg8+g1YOPHNWDzYxwXgx3HcS7rJgxcFui81WDHtm3K5TKVSmUFKNN1nXA4/KYIjl3XJZfLsbi46HtcNLaRSqVIJpOrBlKu65LNZpmenvZt3hsRiURoaWkhnU5fMXhqNPqbmJhgYmJiRTUUeCfi1tZWH4w0KPbXGzObzTI5OcnExASTk5PMzc1d9vMQCoVoaWnxf9Lp9KpE2KVSifn5eR9Izs/Pk81myWaz5HK5Fam8y4URcOgdKBAMO9g1hWTSpFjQCYZszJrKiaMtGEYAXddp7yjT25ehWgkRjphk5pqYnWkj1ZSlq2uaQj5KKFzGcSSa6lCtKgSDNebmDM6djVEsSW68McP2LYsYhsS0FGZnDAzdJZk0CQcdbFtBUx1AUCxqqIoEAboq0XVBuRpD0zQCARtFNGEEHDQWQQEjtAdVieBaM3z/oQOcOXeeXM4hEVfJ5Wo8f2AR03J9xqZQtMnmbHbfkGB0ooLjLFU2tbcYtLUE2LeriUQyRT5XIRk3WNcf4u7bgxiqlxITDRWOC64UCCHrKSrF898RASAKbglkBUQIV8b43mMXOH1hkVzeJRlXWMy5PHNwgaHxOpvTYjAxU6OzLcD0nImhC1QVcGEhb2O9Cr5pgJt3Ba4jqYWIEqSKRUgaFGXV093Uwc3FEQkp/O3vb+UDd7R6qSipeJyUAIEKOChSBT0FwV6c8EZm2YM1f4CwHPJYvPZbibTvJZ/P+zcM0WiUYDDo35A0Wsf8IGLVwOavrxLY/PNrwKYR14DN/8viYr2O67qXvbgtr8J6q8vNGyK/crm8oqqq0fslFAq9KXdY1WqVxcVFstnsJWAkmUwSi8VWrflxHIf5+XlmZmZYWFhYcWxDoRDNzc00NzeTSCSuGKRVKhWfGZmamrpspVkDhDTGv1IRcoNpmZ6eZmZmZkXriosjGo36qaVEIuEDwUQisarKM9u2yefzFAoFCoUCxWLRr2Qpl8v1nxLVaglFLdC7ZpJqRWIEbIoFnRNHUzQktB2dZQbW5cnnDOJxk8mJCEMXYsTjJhs25QgYDlIK8jmNVMoklzPo7yvguoKZ6TDnzsdRVMneXXPYjo5tG8SjNoqq05woEAxWAAVVsUB4wEBRQBEJFMXAdUsIxUAocTS1DUVvx66dxrUXcGUI21mDbU4j3CyGNo+m1bBtBSEkUro8tj/DhZEyA70hEJLvPZLh0NECkYhKZt5C1wSJuMbJM0U2D8bJ5S0s20XVVGZna7Q0G+i6wp4bIrz/nU0g4PxIlXX9Ye65sw1dCyPcKlADoYDwvH6EiCFFHGlP48gAuFWEa4G0AAUhbHAcHtw/77E5RwuYlstMxsLQBVXTZW1vhNMXiriu14tLCvz+VJKVKaqGsHiPvp5bA5tIq1GE9D7/WbfEN18D3Fy3PsKBr+ytf18EUioNsZH3GAUIQGQjmh6F1K1YlQVK86epOUGyxh4iqR7a2tqoVqs+sG4wwsub7f4gPLdWC2ze8VdXB2we++Q1YNOIa8DmWqxgdF4thSWE8EHOW6nTeT3BcSgUesPeOK7rks/nWVxcXJEC8ronR0kkEkSj0VWDHMuymJ+fZ25u7hKQo6oqyWTSBwpX6kzcSFk1gMjs7Owl9gBCCBKJBOl02h8/mUxe0fyXz3l2dpa5uTnm5+dfN70UDAaJx+P+TywW80u1G+XaV6NlkNKlWD5IpfoKrqsR0G8E2bKsW30Oy3kRKeeRbhjXuR5I1teeQYgFhAijqC0o4hBCjCBkBlUbQBUlNL2bWOIDWNVHcZwFpHSQ7iKa1olZPYxjjuM1UTCReI45AgdFBJEkcVyBdGpUzTi1ahjLqhLQ51nMG2RzMdKpAqGAiaY4RMMVggETy1G93kxSR1VdFNVGERIFBVyLhx6f59yIRTZv8OyLE0zN1Zidq9KWDmBaoGoK8ajBK+dztKXDZBbKNCVUYlG13qZBUKy47Nyeoqc1SCKuMLgmyE/c6TWSdFwN2w5i2xqGmsd1VQQOog5oJDpCqOh18bLrSr775DxnhivkCjaT0zVePF4gX7SZnjMJBlUEkkrNJaALqjVP+2LZl/bharA3HwndRFKJ+M+/FrhRBPz2J9fwe7+4zkOVeKaIXh8sgZBuPcWmIEUIaXSiB8KQ2Ek5O8K83U1B95rCdnR0oGka+Xwe8MBMNBr1v0OBQOBN99q6Bmze+rgGbK7FJXEl5eYNoPNW9btqCI7L5bLfA6YRuq77IOeNAi7TNP2UycWaH08PEvt/2nvzOCnqO///WdXV1/T09FwwB/clR0QFRG7RJKKiYq7NuUp2c667j6zu5puY6ydJNjHml7hsNjHZJEZ3Ezcm33jEAw88AA9EQFCQGwYGmOm5Z/o+qurz/aOniu6mZ5iTQfg8fdSju2uquj/16ZLPq9/ngCw5Vk8by0WTX6nZ4/HYFpDS0tI+W0BM06S9vZ2WlhZaW1tpbW0tGNRr1fWxPsN67GshvkQiQXt7u+1eslxLnZ2dOS693lBVlaKiIoqKivD5fHb7DcsK53a7cbvduFwu+1HTNJxOJ6qaxuXyoqqnuwtMM4VphlFVH6ra8/WYZpR47G2i4U2YZjum3oGqlKG6VqEbJaRTh9F1BV1vRuUAmtKIYThIp1wUeYJojmS3AAHdVLstBip6yoGJSmNzGV3hYsZUtRJLuEnrHlwuH16vRkWgBY8WxeFIoJCp7aK6xqA6SjH1BhQ9jEICRSQwTQexZCnhqJtX3jjEkfoQ4XAaxTGK483F1B3aS0dXmNa2KC6nSjKZZtHcEvYdzojP6VOKeOOtMG6Xg5RuUFXhxOVUmX+pn5XvH8cHlkymyBnCoWTuQd30ZdKlu1PLFdWPoo2HxD4gdZo6MXXBuo3tPP5SCy9s7qQjlCKZMnGoCtMnFbH/aAwUQSIhChb7G4i48XlV/rBmNh+6qrp7EBmnmxB2vhhCgCkcpIUXTTVJFl2CrzhAuuhiTsQn2nVsKisrKSkpsRMKXC4XPp/P/uE01OKmv8Lm6vsHJmxe/pwUNhZS2EjOSF+ETnaV5OG25gghctJ+s7Gyqtxu96DGYbnDurq6CIVCp4kcn89nWyX665sXQhCJRGyhYPW9yqaoqIhAIGAXqutPh+JYLGZ3RLc+o1C6NmQElfUZJSUlBAIB/H4/RUVFfZ6/ZDJJKBSyt3CkEUPsJa2HaW8roqnBfdr3NFCy3aP58WDZ82NlDmbHmWXu3TTTJh9hbG0L0ZibZMpNKOTj4JFTTUA1TWdMdQvja5sxDBXTVKke1U6xN7MwoijUN1QyqjSG15MiEq8m4GtFN8sx1Vm4PeDxTsDl8uH0zkJ1jkOP78JMHyIdegnTVEibpSRSLjqjo0jEuxhdtAufJ4JTS6EbGobppCNSSVPXREaXx3C6a/EV1xBwbOf5FzZz4JiDrpifk41NbH3rGD5PkkgsiSIgFNHp6NIZXVlMY3OUsVVOGltSlAWcjK8tZtn8Mkr9KqGITqnfyfRJflZeWYqKAMUJaNjdsMwIdNuqwARb0GWqBz+1sYUnNrZS35Ag2JoiFE3TEdKZMs7LroMRu8VBPgMRN5NqPBz48zK07l5TCAVbdQm1OzFeQRcuFAySooSEUoUY/1kqxrzPFv+QcatWVVXR2dnZ3UXdTVFRkS1uPB7PkDX17a+wuWqAwmaDFDY2UthI+k12leRCAcnZi89wW3MsV1U8Hj/NJWNZA4ZC5CQSCXvhzhcJbrfbdrn0RxBY6LpuBzR3dnYWDK51Op22i8d67Gs8gBCCaDRKe3t7jqWlUJaUhaqqdtaSXfm3+9Hn8/Ua49Qeep544nC39UShPHAtKpXE4/GcOJpEImFvVlac1WDVetR1vWAl7sHgL44wbfJJhABNE7S0VdHWMd62Elkd60tLYpQUt+D1xCh2H8GphTMRHaqK5p6GMDoQRgsObRSmEUbVanB6ZqI430fSmEwkErHjh8LhMJFwF5W+NynxtWEKB8mUBxWFCn8z5f6mTJq2aiBwYaqjUItW4h318UxGUOQ56Ppf0IOYmIBKUoylJX4Zjz3TSNPJd5g+ycSh6KzfcJit73SR0k1aW2M4nQ5SqTSL5pRx7GS8OxsLgi0pqipdGWvO7DLGVHkpLVa4aGIxK68en/H6GICSssrpgJnO7BTdpQK7a8uYusm6Vzt4/OUm3ny3I+Omak2BkukqXmiV6a+4UYCPf7CKP3z3skwKeMbjhXqq7SioXkzAoJgmYyrCSHLSnI9WPIZJkybhcDhoaGhACJEJPq+utt2s1o8i0zS7K0n3/cdEb/Rb2Pz2RwMTNp+/U66R3UhhIxkUZ7LmZMfmWEHIw4VVGyeRSOTE4yiKgtvtHhKRAxkLhbVY5bt9rDR1SwQMpB5POp2mq6vL3sLhcMGAXo/HYwuPgViP0uk0oVDItkpZzyORSK91kSBjobPcSlYQplV/yFQ3oDpSuF2jMESQisB1eN2T+jUH2VhuSKunWjp1klRyJ6aZRlFngjImx0KTb8HJFtm2RVHUgXkch1aG23sZqtpzjFM6vpNk5AVMM4meOoFgNGkuJZk2UVK7gTYSST/Hmy+mM+QgkehZiDkdSSoC7fh8XkqKXVT6j+NzdeAUR1AVQMQRuFF8H0Qt/xKptEY03Iwj8j94zbdQRdTOdAqnajjcfh0lrga8Wgcul4bm8uHVOlj/WoTDh/YRam+goUXlzbdPUOxVaWlPojkEpSUauw+EGVPlpbEl2e22Mqmq0HBpDi6fHWBMlZuAv5gpk8dzw9IyFGcZDhFCFXomIFmkwMh0Y0dk0qNMNNa9EuTxl07ywpZ2OkI68YSBYWIHFWfTX3FT7FH4/ZrLWLWsCkQmPVxVlG6NoxLXJuFVOnCoXoR3LF1GOYe6JhAzfAjFQUVFBRMnTqSxsZF0Oo2iKNTU1OQ0vvV4PAghhqzGTX+FzfLfDEzYbPyCFDYWUthIhhQhhL0A9dTY0+pgPlwixxpDIZED2LEcQ2FuNgzD/mUeiUROsy5kC4CBCh3rM6xMolAoZP9DnI/T6cyxrlif3Z9sD9M0icfjOVlL0WjUfuzpsy18/iDFpQ2oikkq6ScWmoHT6c+xiFgZKNmbpmn2ln2f5AqSFJHwk5hGG+BAdfjwl9yM6ji9XlC2Kyq7arfVj83aDMMgnU6TSqXsoORsq5Gpt1NevAvN0YWuO2lonUo0UQqAohi4tCS64cQwT82x9T1kC0/L2mZZAkRyH2Z0PSJ5FNKHUEQMgYph+kno5exp/gjJtAcFnbElm6nyvYNH6wBFoJvFdJlX43BVU6K+gyY6UUmANg5EErQy0LvA6EI3TJ5+YQ+H6kJ0dMV4dXtbpvpwa6K7WJ3B6FEBgs0haqs8BFuieFwqqbTJ6AofmtPN/NllrHz/NFYuHYXDAUItw6E5caXrUPUwqMWZjCpHAEQKM9HKU5uaeGJTC/XBBLsOhWnr0kkXqFpcSNwYmBzX2/hl7Dl2pI/mHH/JVB9bf7sEVXXYLSgEYAiV5uRoEJkfUz63A2fJRJxF1XREdA51VZMkE8Q+Y8YMQqEQkUjkNHFTVFRkx9gMRaZUf4XNlb8emLDZ9EUpbCyksJEMG2dyWZ2NuBzr177l8sgXOZqm2ZYcp9M5KLFlxeVEo1F7y7d8qKpqt48YTBuJdDptiw7L3dFbEK/L5TrNujLQ2kCGYWSlZcfs2kPWlkjEMUUzhpkglSzGNIauPoimJRlTvQdTOBFCwelMEWyaRSp9qg9YtvVmyD7XkcTtipPW3ShqqR3wnD2flpvOctXlI4QglUrZWX6xWAgl9RZu8S4e9Th+VwspvQhQUBWD5vBs2hKzEK4plPpTVHr2UuQ4gKY5cfjmg+8aaPkFJPeDEcVEwVSqwAiTpAbTNEiKMgxD4FfeJSlG4zC7eH7jEXYd8xENRQi2dLJjdwPJtEZLWxcuTZBM6VSPKqahOUpNVRnBpnY8bjfFPidz3lfFZe8by5TxVVy1dD6qqjBK3YKDBIrihsBC8F8O9f8JehTMTBHANb85zB+fa6ShJUksWSAZIUvc+FUvUTOBjsmG5Lv8V+yF0+JtJlZ7uPcrs7hpURWqI3MvCEUjqE8mHk+RMjQqXG2owkR3VlHuE4iyy3i7Y4otYMaPH4+maYTDYbtnmxULlr3ODPYH0HtB2Agh+O53v8uvf/1rOjo6WLBgAb/4xS943/ve1+M5Dz74IH/3d3932v54PN7npIThYmjz2iSSLBRFsX+BZ/9y1nU9R/TAqbgcTdOGtGaOoii2haCkpARd122RY7k3LHFguaysrb//mFl1djweDxUVFXZV5ey4EtM0bdFjYVmPst05ZxIbTqfTTuW2MAzDfu9IJEIsFiMajZJKpeyts7PztPfK/nxL5FmPhebB4XDYFojeMAyDVCpFIpGwrR+WJeRUuvapLduKYllS8ssP6LqLaKyMEn8LKIJIpIJ4wkkmGOTMZIvpbAuRZTWyfqFb90x2llZfXJm6rtuuyuz4IevxdCtmLVCDUw0zuWITJe4GnGocQx1PbW0lE1wp1LLZmTYCLAG6xbquk4y24UikQXejmhEUM4YhGkkwlrTwZ4oEKnGcShpTKcGpgsthcvM107jJMxPFvwTVofLsC9vYf6SLrq5OGo7u4M3tu0nrAqdTJxQxMEwVE42mlijPbjjCuwc7cTne4bmN+7hu+TSuWzIGp7cMn68YVQtA8TQomgTRgyDSqKrBmi9MZf6sUh59uZnHNzYRiqZzqgwLBP83sQWAmz1XUKb6EAiWuWfSboZPc0kdDSb44j27uP//OFi1tApQwFvG2NrlGO3vYISPkk4ZiFSCeKqJaMokHd7CxKkX05EI0NTURH19PSUlJVRUVBCJRGhsbKSqqsp20QYCAfvHylDF2/SF7tChfp8zGH784x9z77338uCDD3LRRRfxb//2b1xzzTXs37+/1//PS0pK2L9/f86+kRY1IC02khHCNM2cxSsbSxANd/CxYRgkk0l7y/9fwSq1bi1ug7UqZRcetKwcPWUrWQtp9jbQFFSronM0GrWtKoUqPPdEpqpubhp2vgCwhMFwfFfZfdEyz1PoegPCNFAdNShKrqsgP1NqKKppWyLNclPlBzpbW0+Bzm5HFwH3UVQlRUJMR/VMtC0+lpXHqZkQewuir4BWC6QwhULKezOJlJoRSvEwiWQawxAo6JQpr+LhBArpTDwvKoqjDE1TUJxjUP3zcDnBQQLa/5pxTxXNBiMGpVdD0cU54zRNk3VP/ZX9Bw7TFQrR0NDA008/TSQSQVVV0ukU42vLaGzupDTgo9jrYFSFn3HVfla+fyYf+egncdfcALFD0PQEhN+BdBeINKaARMrJXb89zmMvHaK5LU44lleDCYUvFX2Qq9zvQ0PFp7gJi0SPmVIfmFvJunsWoigOIqIE3VmLV9PRispw+cdiBjeRTEFb3EXa1Ngfm07V1EXU1tZy+PBhdF2nqKiIqqoqO2h/1KhRGIaBqqr4/f5M6whVHXD/uv5abJb++kdo3n5abOIJXh2gxUYIQW1tLbfffjtf//rXgUwcYVVVFffccw9f+tKXCp734IMPcvvttxf8sTTSSIuNZERQVdU212fHPlguK+tXPGCLnKGOy8mOf7E+01qgsi0IVoBw9kI+EKGTbdGxLC1WLFD2li24slPBLYGRbU3pi2VJ0zQ7nTub7Gak2RlKloUlkUjYAlTX9T73gCoUM1ModiY/fiZ/yxYnuaLODUzvdRz5qd66ruekfedvhWJusre+CEALh8ORW6PH46BU3YDHPIZKDNXRChUXg3tyzniTqRRJfSZCb0eJ7kU3BF3pycTMRsCkmL14leO4KSLEbFRXFaZrGarjCC5NQSu5DE1JoMR3geKB4ivAOTprUoDQ6xlRo5WAVnna2FVV5cZVH+bG7temabJmzRr++Mc/kojHiESidHTFQZhUlDjZV9fG4foOtjlUXt5ygkc3xpg+Ywvl5eVcNG0aKxctRG16DFJtGIaGSZw7v7CQ5YsvYd++Qzzw+E721EWzhijYkj7IXOdkxjnKcSgOShUfH/MuAjhN3Ly2q43vPrifu1ZfhMsME47Uk1QgrregiyOUlbgpLfIwxuekJVFELOxh3759NDQ0MHfuXLsvWzAYpKamhnA4TFtbGxUVFXbGpcfjse+h4ahMfBqDMNlYhQctrH8jeqOuro5gMMiKFStyzlu+fDmvv/56j8IGIBKJMGHCBAzD4LLLLuP73/8+c+bM6efghx4pbCQjjrWQOZ1O+9e5tcAAOSm/qqrmBB8Ph8vK7/djmmbOL/Lsxc5a4C2LjiV4BiK8NE3LcetYgc/ZLoxst1khgZFtUcl2oWQK2/UsvrKvORAInPZ3ayyF0rDzt/zvqq9F+/pCtsDpaX4ta9twxNdkjyN7jq15zndXnWZZMzqhvR2SGZeQobeTanuZsFZsC9hUKpU15vFoBAAVnZKM5cDVSalSj6r5capRqoo6UcuXdh9/Se7neafbc6B3fzeGYWAak1A0EEYE3azA6HIALfa8ZfeLsza3282au+7iiveVs3/Pm3SFEjQ0hXnzrd20d8UwDROPNxMX1NLWxUsvb+L59S9RUlKCx+PhzU98jDWfm4mq78A0VeJ4MJwTuHH133Nj19vc/tHf8f7bnuaVdzrt4e9MH+OF5NuZYGLFhwOVctXPzZ4rOGQEeSsrmDiRFvzqiTpUBb7zt9OpKDLoSBXhNHTKnBGIhwnFFYRahLukhkWXz+aNXScIhUJs3LiRGTNmoCgK8XichoYGRo0aZZd2KC4uJpVK4XQ6cTgcpFIp21U+nAihIER/K3Rnjh83blzO/rvuuos1a9b0em4wGASgqqoqZ39VVRXHjh3r8bwZM2bw4IMPMnv2bEKhEP/xH//BkiVLePvtt5k2bVq/xj/USGEjOacoFJdjiRzrteW+Gc5UcivI12p1YLkirC37F3722POzfQYSp2Odm+3btqw4ljUl2/XRm0UlX3zlZyKdSfhYx/l8vh6Pg1OuRctVkx8vY32H2Y/52Uo99S0bCqGS39E+f8u3KuVna1mPfWk2mu+ySqcSeFMaPrMDQ0QxcRE24nSYLaeN8VTGXk2OUFKSR6DLk7HA6M1A0v68nua68JzVdA8UyHObFcpiBPCoEVbML2Ll4utQRQozWs+6N2bw+AsHeGHjtu7Kw2kcDgclJSU0NjYSCoXo7OzkN/c/yBtvXMT4Cp0VC6pZMG86jqKLwF0BJRejeQK88O9L+MAdr/H6rk5MkRtv8xnvMkpVHzomVY4AN7kvZ0f6WI7VJhTV+eUTR1EErLllJr7SCkwcJChCidShmCnakyqp9qPsqV/HZYtvJRgMcvToUfbu3cukSZPweDwkEglaWlooLS0lmUzaFYij0aht7Uyn08PWLNNiMDE2x48fz7HMFrLWPPTQQzlWmKeffhrgtHvbKp3QEwsXLmThwoX26yVLljB37lz+8z//k5/97Gf9vIKhRQobyTlLtnABcoKPrUUw35ozXIUBs3tTATkpwtZCZsXQZFfZtRbJbBfNQDIsst1m2WS7rfKtKNlupJ7IDp7NfszfzjSXlmvRKk8/UCzxmv2Yb4XJX7CtsVmP2W6sbLfWYDFNM8dylh30nO22KkSYxVQ4kjiVNgylEtN9GaXu0hyXYm8xSsJZg+EYi4jXY+ImISaQbG7uUYxY5P8/kd/rLb9ac7Z7Lp1Odwv6JFoyTiKt4HYKXE4PN141jZVXX8xTL07niVdbqT/ZSjAYJBqJgDBJJZMU+Yro6Ohg06tbcLlcPPvKYebN6eJDH5vK6lkmqmc0+GeiRBt5/qeLWX33Dp7YFCSpC1vczNTGstQ9EwcKDhzMdU7mbzwLclxSugldkTS/WVfPnCmlrFyooigOUuoo/A4VRVWp0DKtJ+KxKI888ghz585l/vz5bNu2jbq6OsaPH09RUZEdi+b1egmFQnYSgCV00un0sMWSDQWFXM75rFq1igULFtivrX+vLHecRXNz82lWnN5QVZX58+dz8ODBfo566JHCRvKeoZDLKjsux4qhsBaXfGvOUAsdK5YCTsWr5Gf5FKrnY7nTssXEQFPeexI81vxkWw+yx2a5PqxF+ky1abItG4UsHmeKl+krlpgdLrLvk0L1bQrF3mSL6b5eQ3aWlR1grc3C5Yji0HxQoO6ONT5LVORbYRBzcIgJCMWNaZZhZYJlu2fzLU+Dved1XScR92EYF6EmDpFKqSR9Syj2uVGNMKs++X5WfW5aJuj4ycd5543H2bp9B2/vbSSaONWeQFEUmlvb2fT6dt5+9xDPPfc8V1xxBZMqDRaM9uN1uPjDd5bw/f/ez9qH9xBJGAgETyS3c5Gzliq1FIGJV3UVjLcxTGjuTPK9P+xn5bwqNM3EZzSQNMFUnOD2UVTiodY5g33vtPPWW29x5MgRLr/8cvbt20d9fT3jxo3D6XQSDoftHzDt7e2Ul5fbwgYy/eT6082+vwircXk/z+kr+RmNQgiqq6tZv369HR+TSqXYuHEj99xzTz/GINi5cyezZ8/u+2CGCZkVJTkvyF+c8rF+vQ+X0OlpTIXSmXui0MI0XE1G8xfQnlKuh6KdQbb1JN+KUih+ptB3k29ZyH6eb83Jt/RkC5mhcGkVsnLlu67O9H1lWx/7Ot/WZxcqZjjcCNMgEW4kFI5iOkrQNI2ysrLceKL4SfTjT9DUCS+/up0Nbx7mhTeO0NHRacepeb1eUqkUiqJQWVmJgmDVkhru/twUit0qQg3w//3mVe57dB9dUR0h+leZWFXgb5bW8oevzkNVFZJphZih0JVwEkk7aSv/AGNnLePFF18kFAqhKApLlizh2LFjmKbJ2LFj7XtkzJgxpFIpu96Tpmn2D4j+1Lbpb1bUovvuGVBW1Obbvj7gNfKee+7h7rvv5oEHHmDatGn88Ic/ZMOGDTnp3rfeeitjxozh7rvvBuC73/0uCxcuZNq0aYRCIX72s5/x+9//ntdee40rrrii32MYSqTFRnJekG/NyW/zkF83B3JL7Q+HeFBV9bSshGz3ULaQyB5vfsPI7MW0UFbRQMad/Z69kR/MnW2Fyt56i5fJFhjnEtkWpnzLU/5cW3PVn/nOvucKxRn1RPZ3ky2i+vtd9xRIbb22RKb1vDcU1YE3MBaHN0VHR4fdrb6iouLUAu/wormL8TqauH7pJD68agUvvuviiSef4tixY7z11lvE43FcLped8ZdMJPjD0600tYZZNKOUqWN9fPVj0zHTKf7rySN0RHQ73iZb3PhVLx90X8pBI5hTmdgU8My2ZtZtbWLVghrcTgXNAUWqQWdC0HRsE0/sPcGqj36K/fv3s2fPHl577TWWLVtGXV0dJ06cYNKkSaRSKRobGxk9ejSxWAyPx2P/f6qqmdT7oqKiYSpvMLwWm0J87WtfIx6Pc9ttt9kF+p5//vkcy059fX2O9bWzs5MvfvGLBINBAoEAc+bMYdOmTSMuakBabCQXAH3pTg6c5ko5G1Ydi+zg274ugHB6AHUh19BIxQPkW0t6ip3Jfm2dl/2Y/X7Z11LIwpNtGSpkJRrK7zb/vsp3X/U1/sVyRfbXhZQ/f/mP/cGao758vmEYtLW1YRgGTqeTioqKU8dHDtNZv5loQsddvYjK2kxafjwe58tf/jIvvvgiiqLQ2tp6yjolTBwOhVEBD24n3LB4Enf97UXc+5eD/Mdf3iWSMPtVmVhV4AOXjmLdmkXdbThAUVwkFT+xaIQ3GzxsDga4fOkHcTgc7N69G0VRWL58uR0fMnXqVOLxOIFAwHYlFhdn3IdW4b6+tlvor8VmwS8GZrHZ8o8Dt9icb0iLjeS8Jz8IOXvBzV6A8qvcDteCWIjs4NtssuNgCsV85AdQ9/Te+aKtt9oxQ0X+vL9XyC4IWCgWJ/uxLxSKf7GsP30dT0/isC8UEoNAzvjzLZq99XRzOByUl5fT2tpq10GyY7yKp6CPDtDZ1ESJcSruS9d1Vq9ezcUXX4yqqmzdupVnn32WWCyG0+VGT6XoiuokU2l++9Q+3j4a5Y6bp7BgRiMb3mnFMPtWmVghY7XZerCDp7Y1seqKGhCgG2lUQpQU+7lorJ+OVJSXXnqJmpoaLrroIg4cOMArr7zCZZddRjAYpKGhgcrKSrq6uqiqqrJj0hRFIZ1Oo2ma/Tj0buJT6dv9OUdyCilsJBcc2Quu5boqtJgVcl+dTbFjfZ4Vu5FPvqujUCAsnBJsfYmXKXR92VaPniwiZ6ozczbJz6TqyaqR/3ygcTg9WcwG4roqNKYzjae37wd6dzNlz1F2mrh1//TU4VrTNIqLi+1+ZdktB6yA+uyA9FQqhaqqXHXVVcyfPx/TNPnbv/1bXnrpJRRFobOzg3jKwDQhldB5bedx9h8JsnRWOZV+J81daTtTqlz1c5X7fRThojKrvs2O9FEEGYtNJK5z35NHuHFeNapQUQUIdNrauyiurOGqhdPY80KQxsZGFEVh6tSpHDp0iLfffpvJkyfn9Hnr6OggEAjYFpVYLEZJSYk9TwOtCC4ZPuQ3IrngyV6kLQplz2QLoEKZTj1VzR3OcVu//gtlaeSPN9/6kL9Z5/TFjXKmcfUUDFxose1LbZj854UK8g11Yb58q1Z+5tdAY5wKBTWfScD05Faz/jZQsr8bh8ORUzvKEjpW9d18C5PP5yMSidhxYZagsayOVgkEy8oB2ALdMAyuv/56amtrqaysZOfOnTz11FPEYrFu95FJW1eCTbta8Hk03DGDRNq0KxMvc83E7/BiInLq2yhZKeDbDnWw7s0gN86rRUEBFCq8kA7to73jJP9w6x385vd/oqGhAb/fz6RJk6irq6OjowO3282JEyeYMiXTNFNRFPvfAEVR7Fib4RA2IxFjc74hhY1EUoBCbpRCi5ElCPLdWBa9WTzOxjVYn3emWIDe4mEKPS8UG5P9XudK6F62yCqUlVXIOjUUVjjr+nuav94Ybhdhb2Tf95qm2T3U4vG4XbAu+9iioiK7yaslbKx7zbICOZ1O21po/a21tRVVVVm6dCkf+tCHOHHiBKH2IJu3bCMSS2CaAq/TQWc0TWc0jYKCqmTcTDvTxzigNzDaEShY38YUGZdUNGnw1zcauXHuGEBBEaAATgWqHGGCr/yQ1UsW8z8bj7J//37mz5+P1+ulpaWFWbNm0dXVRUtLC36/n46ODkpLS4lGoxQXF9uNMQfzA6BHRqIL5nmGFDYSSR/pSez09uu7J8FTaLE9m6Kn0HgGGg/Tm/Uk/2/Zx+c/721s+c/zrUH5r4fCmtEXenNznYmeXH3ngjsPTvW8SiaTmKZpZ+tlixuv10s0GrXTua2YHKfTaZcQyBY21rmtra0AVFZm+lWd3P0Sd31yBgcXuPmf5w6y81Bz5nzDQHOopHTDtkoUqm/jUrXTsqRSuuDld1vQ0yaaduq+VhUFU0C526Ch7lU+vWAe920MsnXrVpYsWcKRI0c4cOAAEydOJBQKUVpaSjqdRlEUu+q5dT3WfT2U35nUNYNHChuJZBAUcmPB6YInf8E7Uwr0meJYzpXFDwq7l84HssVpIStVX8RLT5aic+077AlVzXS1ttpkJJPJnIBiK/7LaiBrBRFbwbWWAMgOSoZTzRrLyspACETrHoqcJh+56mI+/sG5/M9fX+fFt47z+t4WmjpiGAYoyimXy870Uf4afzMnS6pE9bLAOY2dWS0XjrfG+d5f9vK9j+d2MVcV6/9dQejEbj587Ud59NmNbN68mdmzZ9Pc3GxfY2trK2VlZYTDYdta43a7bXfUUDfHlK6owSOFjUQyDPQkeKBwkGj+QtnXX/w9CZ5CryVnti4NJF6nN1fX+TDvipLpgWbdq9nxNIDdasCq7QIZwROPx+3YGut+tv5/CIfDQKYKblcoRFcshb8I3C6NWLiNlZdXs+yyiew7EWXtn7ewdV8jibSBQ8lUGc7uJ3Wz5wpGqX5MRbDANZU30wftRpmGCc/vbOJ7H8sWNhnZ41KgwgUnO+Mc3L+PSy65hHfeeYfOzk4ADh48yLRp04jFYlRWVhKPx/H7/SQSCfua3W63nfYuOXeQwkYiOctYbp9C9GQZKLTY9qfg3ZlET08unuzzzwV6CiTu7XlPbrC+ki8cz1XX0XBiiZtEIpGTMQWZLKhIJJKTEm25nCyLTW/Cpr6+nsORMkpLAzhKa9h7aAci5WTc+AncMNnBxHL43brd/PmVo7SFUpjdwiS7n1SFazq6MKlRy3IaZQogmTYR3f+rKCoIU5BOCxyKgs8B43ywae925qz8LE6nk2PHjjFnzhyCwaAtzKzCgrqu20HW2cJmSN1RA7DYSF9ULlLYSCTnEL1ZeqCwe+RMMS2FXg9mfIWeF3o9EAoFIhfaPxQUsnb1tElO1bbRdZ1UKmX3U7LS2k3TtLtfW8LGEgbW92dlF1mxKj6fj6amJiK6m1jl5XSMuYQ//m4vFV4nX/3AMg4dPcoju3bzfz58KVfPKue+Zw7zxoE2oknD7gTeZHZhYOBWNJxopzXKVAAjnSkCaLl5HAqAwDAVygI+lo6J8fhTj7Lsgyt59dVXbVfZsWPHGDt2LG1tbdTU1BAOh3NibrKzpIasXpNQMlt/z5HYSGEjkbyHyE7NPROFLBe9vc4/p7f37O2Ys01v1qczuegk/cMKBLbKBljxNpY1J5lM5lTktSw21nwLIewgZCvIuKOjA4DyigrqjtYDUFQ5Ec/Ua/jrI/dwIqSi+Sv40HyTG+fU8t0/v8tvX6qjqTOJALakD7HMPZMqpRSjQCDxsbYYT+9s5KY5taCSSa0yAQWSaQPDWUSpz0RJRWhtbUVRFA4fPszcuXNpbGy0r82KGwLs67TSvbMtWINFBg8PHilsJJLzlMHG1/RWPyb/eaHXA6EnK1BvmVGSs4fVdsFq/2Et5tbib1liLGFjCYHs78o6xuVyoSgK7e3tAJSXl/Pmm28CMGnSJCKRCO+88w6qAG/1JZjBDajo3PXRWcybVMYvnjvEi7tbcgKJS1UfSZHGozipVsuAo8RSBk9sb+CGy2pAp7vFQuZ+daoKZqSJcWOnEd9+lA0bNrBkyRIOHz5su8/a29spKioiHo/bBT0twWZVH7YCiIfGaimDhwdL32p6SySSC478uJL8ZpGFGjUOdst/z/xGpRdSXMu5SnaRPWvxzy/Kly1ssuNPsitga5qGEMKOtwkEAgSDQQDGjh3LwYMHMQyDy6dWEvA6iRoehAEKCqvm1vLM15bxNwvG2rE2m1MHMIRJkeJmlFrCDC1TmC+lC+rbYmCCMATCFBiGwEgLFF3gECaiq5mr5k7PsV4eOXIETdPo6uoCsC1LiUTCPi7b1TZUTV4tYdPfTXIKKWwkEolE0meyqx5nixQr5sSyYsCpStb5wcRwKt7GEgRut9sWEWVlZdTXZ9xSY2uqEcLk3RYFwxC2r0ZRFX7/D/OZWOlFINivN9BihkgLA6eicblzCnOcEwAwDSsmrVsEWO4oAaoANd7JpTMmAxlB43K5CIVClJeXY5qmndKuKMppmV4Ww1KsTzIgpLCRSCQSSb/IjqGxLDKW1cbqC2Udk0qlbJdV/uJvxdsAOdaRQCBA/bGjBNyCQNU4jHiUknQHybSJaYjMlhYoAn7yqUvwOhUazQ4cqBQpLhSwWy0oKOw+EcLQu3OpRCZfyrJyqAoopolaVIHD4aCxsZFx48YBp7s9HQ5Hjhsq+5qGSthIi83gkcJGIpFIJP3CEirZLpj8uJpsYZP9N0skZPcks7KqrPibYq+L6sQhrp1gMsvZQDQc5mhbkrQOGN0uJSEQBtwwu5rbV0yzWy3omCiAA5WLtFouc06gNabzvb/uybH40G3BQWQ6STXvfYOpU6cC2PV4YrEYcEqAZY85/3GoXFGSwSOFjUQikUj6RXYtJmthz46zAezGrFZBOziVTQQZwWO5qPJ7aCnhRqqdMSJpcIsEZqydWMokbXRnV3UXexEIFFXhOzfP5OKxxTyR3E6z2UUakzYRISTi3UHE8PMXD/NvT+7tdkuRqYcjTAzdzPSR6jzOhNoqxhcZFCfbcHAq/icej+dcqzXm/H1DEUAvhDKgTXIKKWwkEolE0m/y42byg4qt6sRWCwLIFTmGYeQEgee7cgwzY3kxNS/pVJqLR7twqmCiIMxT7hdhZppbfuemGXaG1DG9hRajixazi6CZCfqNpkzWPn+Iz96/jWTMQKTBTAEGmaabiU6Wi3f5yNgkE2IHmO6N0NGRydiyhI1lUYLcmlL5+waDdEUNngEJm/vuu49Jkybh8XiYN28er7zySq/Hb9y4kXnz5uHxeJg8eTK/+tWvBjRYiUQikZwb5LujrKw5yAiAbCtNtpgBcoKPreeJRMIWOkl3JfVRJ0VOMFUXYdPLvpYUCUPF1I2MsOnOcsqs7LBydg3jy93838QWfhl7jicS23ks8SY708fsMSd0wWM7Gvn879/CMExMM2P1iadMFCNNkUigqQqOdJzRzhQiGbfHCbkFB7NLIGTX6RksUtgMnn4Lmz/96U/cfvvtfOtb32LHjh0sW7aM66+/3o5gz6euro6VK1eybNkyduzYwTe/+U2+8pWv8Mgjjwx68BKJRCIZGbIrZFsLf7abybLYWGLAeh2LxfD7/UCmtUIgEAAyjTGt553hKMeUsTxTp3LcMRFnUQmKCV5Tz8TXGAJTNzF1YW+KgB995GJAsCN9lGeSO9iRPmo3xLQwBDy1K8hH/msLz+xqxNAFju64m7SzGE0R+FSdhKmQ7qOLJ7uysmTk6bewuffee/nc5z7H5z//eWbOnMnatWsZN24cv/zlLwse/6tf/Yrx48ezdu1aZs6cyec//3n+/u//np/85CeDHrxEIpFIRg7LHZUfZ2NlQlmvE4kEPp8PgEgkQklJCZARM2VlmRiYzs5OysvLgUxRvMrKUUTSCifC4PZXMrlMQ8XMpGmDXW43EwecyZRa+b5qPnRp9RnHnTIErxxq4/ZHdnH38wdIpQ00Mi6tmA4Nhp89cX93GPIpzppwEf3cJDn0S9ikUim2b9/OihUrcvavWLGC119/veA5mzdvPu34a6+9lm3bttlKPp9kMkkoFMrZJBKJRHJuYbmerM7f2QHE2XE28Xic4uJiIGOlsYRNZ2cnpaWlALS2ttrCpqmpicrKSgBONgYpnngp8ZTIdPbuFjHWf9kru6oq/O7WeWccd6azgqAlkuJ/3qjnxf0t+Jwq6bRBXVjlXVFLyHDaFilL0GS/Hq4K2MIUA9okp+iXsGltbcUwDKqqqnL2V1VV2RUj8wkGgwWP13Wd1tbWgufcfffdBAIBe7NqCkgkEonk3CG7WJ/VLyk7zsay0kSjUdvN1NHRYYuW5uZmamtrAThx4gQTJ04EMkXypk+fDsDu3bvxVk3B6/WidtefsSoII7ADiU1dYJoCVVFwn2Fls2r0CQEtkST/9sw+XjnQTEtUwaMKpnozQcKW0LLSv61YIThd7GTvGxSmGNgmsRlQ8HD+l3emlu2Fji+03+Ib3/gGXV1d9nb8+PGBDFMikUgkw0x2dpSiKDkZUJawseJqFEUhlUrZz8PhcI7IGT9+PABHjx5lypQpdpPMhq4knsAo9G7xAmDqp8SM0LsXdlNgGiZ+T+9tED2aYi9+poC6thjfeXoPz761B0MoeJwZcWYJG+s6rMwvOCVorOsfslYfJgMQNoP/2POJfgmbyspKHA7HadaZ5ubm06wyFtXV1QWP1zSNioqKgue43W5KSkpyNolEIpGce2TXoslP87b6fwkhSCQS9r/l4XDYjq2xngshbMtOOp2mrq6OGTNmALD/tWepLC0hrgt0Q5wKsxGAYWUoCUwT1u1uIn0GC0ZcF/jdp7pxC6CxK86Tr+8iqkOQjHXJ6/UCp2KHsjO/rMd8d9VgsTO++rlJTtEvYeNyuZg3bx7r16/P2b9+/XoWL15c8JxFixaddvzzzz/P5ZdfnqN+JRKJRPLeI7tYXzqdtrt2m6ZJOp22M6BCoZBtnWlpaWHs2LFAxjozbdo0APbs2cPcuXMBeO2111i2bBkA+7a/hquslqAZIJ420Q3zVHyJAWY6Y70RpmDd7iDx9JlX+jEBDz5XZgns1kfsqG/lR8/sYmd9S2Z/Xh51dt8ra/2yrt3aLxl5+u2K+pd/+Rd++9vf8rvf/Y69e/dyxx13UF9fz5e//GUg40a69dZb7eO//OUvc+zYMf7lX/6FvXv38rvf/Y7777+fr371q0N3FRKJRCIZMfKL9VmWjng8npPObQmbrq4uxowZA2QChS1hc+TIEebOnYuiKOzbt4+pU6dSWlrKyY4YDS3tTJg+m66YSSRqoKcFRjLTpTsjcgBTcLwjRto4c8zJkbYon5s/nmKXauc+mUJw8Egdjz/+OCUlJbS3t+NwOEin07jdboQQtqvN6jqfPweDRsbYDJp+C5tPfOITrF27lu9973tcdtllbNq0iXXr1jFhwgQAGhsbc2raTJo0iXXr1rFhwwYuu+wyvv/97/Ozn/2Mj370o0N3FRKJRCIZMRwOh+2K0XXdFjaJRAKPx4OmabYFx3JHRaNRKioqEELQ2dlJdXU1pmly/PhxZs6cCcCmTZu46aabqIuo/HnrcbTy8RS7XXhVBQxyej6ZRsYV1RZN9SkDOmFkhMwXFkzEo51yIwkhOHToEM899xzJZNIWZpbrzO1224Im22ozZNlRUtgMmgEFD992220cPXqUZDLJ9u3bufLKK+2/Pfjgg2zYsCHn+OXLl/PWW2+RTCapq6uzrTsSiUQiee+jKEqO1SY7tiYej9sp3W1tbVRXZ+rMnDhxwm46uW/fPubMmQPA1q1bWb58OQBbtmxh+vTpjBs/gYb2KNs2vkCx04mCYqd6CyEQZsY1ZeqCeKrvXbZ/88Yxbr9yMh+cNho1S5cIIdi6dSt//vOfbVea03kq/duKucl3Rw0FI5HuLYRgzZo11NbW4vV6ueqqq3j33XfPeN7atWuZPn06Xq+XcePGcccdd5BIJAY1lqFA9oqSSCQSyaCxFnkriDg71busrAxFUYjFYpSUlOB0OkkmkxQXF+Pz+UgkEnZCSSKRoKmpiSuuuAKAxx9/nNtXf4ybanXc0VaiRmbhUrodSHbwrAmGYaLnrfG92VESJvz/Lx3ixzdewvLp43JcS6ZpsmfPHh5++GGcTmdOYLTb7c6pvDyk8TUjYLH58Y9/zL333svPf/5ztm7dSnV1Nddcc43dBLQQDz30EHfeeSd33XUXe/fu5f777+dPf/oT3/jGNwY1lqFAChuJRCKRDJr8IGKv14uqqpimiWEYtguqo6PDjq85fvw4s2bNAmDv3r0sXLgQgG3btrFkyRK8Xi9djcdof3Mds8ePwq/BsY4ESYcnU4vGEHavJFMInt3fRGv0VKNKBRhd7Op1ofvF5qO0pBXuufsHTJkyJcellE6nefbZZ3nyyScxTZPi4mL7Oi0xo6rqkBbpE2IAWVGD0DVCCNauXcu3vvUtPvKRj3DxxRfz3//938RiMf73f/+3x/M2b97MkiVL+PSnP83EiRNZsWIFn/rUp9i2bdvABzNESGEjkUgkkiEhu8O3EMIubBeJROzyHqFQiPLycjRNIxqN4vV68fv9xONxIpEI48ePJ51O88ILL3DjjTdSpBicOHyQVMlYAhUVOFWFQ+3JTIyMqmUcUqYJAh54sz4nI8rjUPjEJbUUu3p2FQng07/fwl9e38X111/PvHnzclxLyWSSdevWsXXr1pzgYcsdNZRuqJGgrq6OYDCY0yHA7XazfPnyHjsKACxdupTt27fz5ptvApnA73Xr1nHDDTcM+5jPhBQ2EolEIhkSClUeVhQFXdcRQuTE2lgJJ8eOHWPevEwbhEOHDrFw4UJ8Ph+tra10dHQw8/JFhE0HBw7sxVFWizFpPieiKuGESSShZ6wViooQcLwznhM47HdrfPXKKYwr9fbqkjrR1sW7u3cxdepUPvaxjzF58mS7qrLD4cA0Tdra2oBTGV/DluY9CFdUfiuiZDJ5xo+z6sz1p6MAwCc/+Um+//3vs3TpUpxOJ1OmTOHqq6/mzjvvHMTFDw1S2EgkEolkyLAsGZbVxuoRFYlEGDVqlB1r4/f78fl86LpOV1cXU6ZMAeDtt9/muuuuQ1EU3n33XaonTsP5vqvZm/Tzl70dxMZfwZwVH8JUNFQBSV0QMyAlVIy8btyjit1oisol1SW4HQrOXtTNM889b1cP/vCHP0x5ebkt1MrLy5kwYQKapqEoim2ZGrJqw9kYYmAbMG7cuJx2RHffffdpb//QQw9RXFxsb1bPxv52FNiwYQM/+MEPuO+++3jrrbd49NFHeeqpp/j+978/hJMxMGRFIYlEIpEMGaqqomkauq6TTCbxer1Eo1EMwyCRSFBZWUlLSwvBYJApU6bwzjvv0NzczOTJkwkGg0QiEerq6li2bBmbNm1i06ZNXHXVVRieEl599VVOPvscM6dP50MLbyT09st0dIVwCMELB4O0xk81VnYAF1eVYBpwzdRRbKxrozma7LEbtmma/PSnP+XrX/86NTU13HrrrRw4cADTNLn++uu58sor7Qwpyx1lCZ2hZCBZTtbxx48fz6nUn93bymLVqlUsWLDAfm1ZdYLBIDU1Nfb+3joKAHznO9/hlltu4fOf/zwAs2fPJhqN8sUvfpFvfetbOYHYZxtpsZFIJBLJkGJZbYQQGIZh14KJRqOUlJTg8XgwDINwOMykSZOATKzH5ZdfjqZpNDU1kUgk7GDiDRs2UFpaysc//nGcTid79+/nPzYdIFh5MVVzrsIx9XIeOZoipWeaYCqAz61x7bRRmAKWThzF2FIfoPT6a/7o0aM899xzAHzoQx/iX//1X1mzZg1XX3217VbLLsw3LNWGzQFucForokLCxu/3M3XqVHubNWsW1dXVOR0CUqkUGzdu7LGjAGT6f+WLF4fDkUm/H0w08xAghY1EIpFIhpTsZphWmwUrNiUUCjFmzBgURSESiVBUVERlZSVCCOrr61m8eDEOh4OTJ09imiaLFi0CYPv27Rw8eJBbbrmF8ePHE0ubPL6vhd9tP847jrFUjpmAx+Oh2OvGqTm4pKaUq2eMQ6+ciDrxEvCVYZiCM1W5eeaZZzhy5AiGYaCqKkVFRSiKYo/fSmPPrzw8ZJzldG9FUbj99tv54Q9/yGOPPcbu3bv57Gc/S1FREZ/+9Kft42699dacVO6bbrqJX/7ylzz88MPU1dWxfv16vvOd77Bq1aoRD6iWriiJRCKRDDlWfIrlgvL7/SSTSQzDIBaL2cGpzc3NjBkzhlgsRiwW4+TJkyxatIjXX3+dkydPUlZWxsqVK3nxxRcJBoM8++yzzJs3jxUrVrBx40YOHjzIzr0HcDgcuD0ezFSSqlIPyy+/hJ0JHyIeIiki+BUDVTmzBkgmkzz55JMsW7aMqqoqTNO0LU5WlhdwXvU6/NrXvkY8Hue2226jo6ODBQsW8Pzzz9uuN4D6+vocIfftb38bRVH49re/zcmTJxk1ahQ33XQTP/jBD0biEnJQxEjbjPpAKBQiEAjQ1dUlO31LJBLJewTTNInH48CpeBQru8jn8xGJROjo6EBRFKqrqzl48CDxeBy32824cePYsmULiUQCt9vNxRdfzL59+zhw4ACQEU5Tp06lpqaGSCTC7t272b75NUInj1Jd6mf0pGnoqobP6eASV4J3Dx/lh4+9RCiZ7nG8Fl6vl9WrV3PbbbdRXFyMx+PB5XLlFOjrqxuqr+uXddxF/7gGh9vTp/e2MJIJDvxijVwju5EWG4lEIpEMC6qq4vF4SCQS6LqOy+WyF/loNEppaSmGYRAKhQgGg0ybNs0WN3V1dcyfP5/du3fT0dHB9u3bqaqq4tprr+Wtt96ipaWF/fv3s3//frxeL+PHjWOBbz6+yORMirnLS9ekeYRTBr49m1g0ppwZo8vYfqIZU/QYQ4yqqqTTaR5++GFUVeWb3/ymfR2QiR8a1k7eA3EtyV5ROUhhI5FIJJJhw+Fw4HQ6SafTpFIp3G43Pp+PaDRKV1cX5eXlmKZJJBKhsbGRyZMnc/LkSTo7Ozly5AgTJkxgzJgx7Nmzh6amJpqampg0aRJXXHEFwWCQffv2EY1GOXRgP1qojlYESdVFsd7I4TadsNPHhEiKyek4n5wzhb1NHYRTp6w2igLFHg+K02W7yiCTnv7HP/4Rt9vNmjVr7GsZVlHD4LKiJBmksJFIJBLJsGL1WjIMg2QySVFRke2mCoVCVFRUoGkanZ2dNDc3M2rUKEpKSqivr6elpQWXy8WCBQsIBoMcPXqUkydPcvLkSRwOB7NmzcLr9WKkkrj3q6jtDeiGScxZzfgps/EEyihuLMHZoHHpmJlUbzlApCnjDhOAy6FRXlZG2ahR1IwezeY3txKJRu16O3/9619ZvHgxK1eutHtEDSsCO8upX+dIbKSwkUgkEsmwYmVJWRYRqwGmJR7C4TDFxcU4nU5aWlro7OzE7XYza9Ys6urqiMfj1NfX43a7mT9/Pu3t7TQ0NBCLxWhoaMChp6hsPowZ78JhGkRKqwmVjSUZT0I8SFEsTWXKwK13MWNcLfWdYRyKiq7rXHLRVK66ajmTNIOlk2r5L7+b/33pNWLxOGVlZWiaxuHDh8+OqAHpihoCpLCRSCQSybBTSNxYjTIjkQixWAyn08nYsWMJBoMkk0laWlrsonEnTpwgmUxy8uRJVFVlypQpuN3ujNVn7w48yTBRbzFqLIQwTZKaG1VV8fuKKBlVgXf8BBypOIv1Et5tDRHv6qTYXczfLb6Uq2bUgKHjqqrljvdraIEKntz4KpqmUVVVxfTp00c8hVnSd6SwkUgkEslZwRI3qVQKXdftGjelpaV0dXWRTqfRdZ3a2lrC4TAdHR2Ew2EURWHcuHGYpklzczPRaJT29nb7fT1uN77iYnz+UhwejUDVeEZNnUmqsx31wHYcsQiGL0B00sVc8f5r8LmdNO7YwrjJU7hy8hgckS6cJQEUYSIcDr79z//I0pU3cfjwYaZPn86qVavO2hzJGJvBI4WNRCKRSM4aiqLgcrlQFMUWMqqqUlFRQSgUIpVKEYlEcDqdjB8/ntbWVmKxGKFQCIDS0lJqa2tJp9NEIhG6urpIlozCERiNFm7DdPuIFY/CCIVwnzyMs6MZUVKBL9pBqZLCrJ1I1YrrUKuLUWJh3CqoM+cgEjGUWISiKbNwj5/C9VPfh8fjOfuWGumKGjRS2EgkEonkrGKJG1VVSSaTmKZJKpWymzJGIhF0XScSiVBcXEx5ebmdRZVKpUilUvb7VFVVZTKVpk5FJOKgOSlTM6X9zXgrorMYo7gYJR1DT6cRhoGzrBLf4hUYLQ2obi/q2Cn4fD5UPY3iLUJ1aHg8npHpd5TVIqFf50hspLCRSCQSyYigaRqqqpJKpTAMw7belJeXk0gkiMVi6Lpu76+urkbXdWKxGPF43I7VsRo5AmCkTj0vr0H1n4RoF5RXUzx2Iq7y8u4kIj9qeZVdfA8Ad8ZCc9YChQsgXVGDRwobiUQikYwYqqridrsxDINUKoUQgnQ6jaZplJWVkUwmicfjmKZJIpEAsGvhqKqKEAJd1zFN026+KITINKysrEQZO55000mSB3ahb3sFs7Ia16UL8ZYETgkaTlmRHA7HiIkaQLqihgApbCQSiUQyoiiKgqZpOBwO0uk06XTaFiwOh4PS0lKEECSTSRKJBKZpkk6f3hrBEiTWo2maoGroLY2I1iDO8tEowXo8E6bgqhxln2dVEx5RQSMZMqSwkUgkEsk5gWU1cTqddtaUJXAg47qyeiEJIWz3lWEYmKaZI0xUVUXTNDRNI+bxkHC50Yp86JFOhGnYYsrpdJ5Tgka6ogaPFDYSiUQiOadQFAWn04mmaZimaYsXIUTGCtONqqo57qSecE28iHRzI0ZHK+7aifgnT8fp9Z5TgsbGZACuqGEZyXsWKWwkEolEck6iKAoOh8NOubbaMpimacfUWHE1hVBVNSN+asfjve6jEI+hBcpQ+9k9+6wiWyoMGilsJBKJRPKewBIq2eQHDFucZo1xBsAfGPYxDpoBuKJk8HAuUthIJBKJ5D1LfsDwex6ZFTVoRqD6kEQikUgkEsnwIC02EolEIpGcK0iLzaCRwkYikUgkknMEYWa2/p4jOYUUNhKJRCKRnCsYAtR+WmAMabHJRgobiUQikUjOEWSBvsEjhY1EIpFIJOcKMsZm0MisKIlEIpFIJOcN0mIjkUgkEsm5grTYDBopbCQSiUQiOUcQYgBZUVLX5CCFjUQikUgk5wrSYjNopLCRSCQSieRcQQqbQSOFjUQikUgk5wgy3XvwyKwoiUQikUguYB599FGuvfZaKisrURSFnTt39um8Rx55hFmzZuF2u5k1axaPPfbY8A60j0hhI5FIJBLJuYI5wG0QRKNRlixZwo9+9KM+n7N582Y+8YlPcMstt/D2229zyy238PGPf5wtW7YMbjBDgHRFSSQSiURyjjASrqhbbrkFgKNHj/b5nLVr13LNNdfwjW98A4BvfOMbbNy4kbVr1/LHP/5xUOMZLO8JYSO6c9lCodAIj0QikUgkkr5jrVuijznZZjrZ72Bg00jlfJaF2+3G7Xb36736yubNm7njjjty9l177bWsXbt2WD6vP7wnhE04HAZg3LhxIzwSiUQikUj6TzgcJhAI9Ph3l8tFdXU1J7f9ekDvX1xcfNoaedddd7FmzZoBvd+ZCAaDVFVV5eyrqqoiGAwOy+f1h/eEsKmtreX48eP4/X4URRnp4fRKKBRi3LhxHD9+nJKSkpEezjmHnJ/ekfPTO3J+ekfOT++MxPwIIQiHw9TW1vZ6nMfjoa6ujlQqNeDPyV8fC1lrHnroIb70pS/Zr5955hmWLVs2oM/M/7xCYxgJ3hPCRlVVxo4dO9LD6BclJSXyH5ZekPPTO3J+ekfOT+/I+emdsz0/vVlqsvF4PHg8nmEdy6pVq1iwYIH9esyYMQN6n+rq6tOsM83NzadZcUYCmRUlkUgkEskFgt/vZ+rUqfbm9XoH9D6LFi1i/fr1Ofuef/55Fi9ePBTDHBTvCYuNRCKRSCSS4aG9vZ36+noaGhoA2L9/P5CxylRXVwNw6623MmbMGO6++24A/vmf/5krr7ySe+65h5tvvpm//vWvvPDCC7z66qsjcxFZSIvNEON2u7nrrruGLRL9vY6cn96R89M7cn56R85P78j5KcwTTzzBnDlzuOGGGwD45Cc/yZw5c/jVr35lH1NfX09jY6P9evHixTz88MM88MADXHLJJTz44IP86U9/ynFzjRSK6GsOmkQikUgkEsk5jrTYSCQSiUQiOW+QwkYikUgkEsl5gxQ2EolEIpFIzhuksJFIJBKJRHLeIIXNEPCDH/yAxYsXU1RURGlpaZ/O+exnP4uiKDnbwoULh3egI8RA5kcIwZo1a6itrcXr9XLVVVfx7rvvDu9AR4iOjg5uueUWAoEAgUCAW265hc7Ozl7POZ/vn/vuu49Jkybh8XiYN28er7zySq/Hb9y4kXnz5uHxeJg8eXJOJsf5SH/mZ8OGDafdJ4qisG/fvrM44rPHpk2buOmmm6itrUVRFB5//PEznnOh3T8XAlLYDAGpVIq/+Zu/4R/+4R/6dd51111HY2Ojva1bt26YRjiyDGR+fvzjH3Pvvffy85//nK1bt1JdXc0111xj9w07n/j0pz/Nzp07efbZZ3n22WfZuXOn3W23N87H++dPf/oTt99+O9/61rfYsWMHy5Yt4/rrr6e+vr7g8XV1daxcuZJly5axY8cOvvnNb/KVr3yFRx555CyP/OzQ3/mx2L9/f869Mm3atLM04rNLNBrl0ksv5ec//3mfjr/Q7p8LBiEZMh544AERCAT6dOzq1avFzTffPKzjOdfo6/yYpimqq6vFj370I3tfIpEQgUBA/OpXvxrGEZ599uzZIwDxxhtv2Ps2b94sALFv374ezztf758rrrhCfPnLX87ZN2PGDHHnnXcWPP5rX/uamDFjRs6+L33pS2LhwoXDNsaRpL/z8/LLLwtAdHR0nIXRnVsA4rHHHuv1mAvt/rlQkBabEWTDhg2MHj2aiy66iC984Qs0NzeP9JDOCerq6ggGg6xYscLe53a7Wb58Oa+//voIjmzo2bx5M4FAIKeo1cKFCwkEAme81vPt/kmlUmzfvj3newdYsWJFj3OxefPm046/9tpr2bZtG+l0etjGOhIMZH4s5syZQ01NDR/4wAd4+eWXh3OY7ykupPvnQkIKmxHi+uuv56GHHuKll17ipz/9KVu3buX9738/yWRypIc24liN1fKbqVVVVZ3WdO29TjAYZPTo0aftHz16dK/Xej7eP62trRiG0a/vPRgMFjxe13VaW1uHbawjwUDmp6amhl//+tc88sgjPProo0yfPp0PfOADbNq06WwM+ZznQrp/LiSksOmBNWvWFAy6y962bds24Pf/xCc+wQ033MDFF1/MTTfdxDPPPMOBAwd4+umnh/Aqho/hnh8ARVFyXgshTtt3rtKf+Sl0TWe61vf6/dMb/f3eCx1faP/5Qn/mZ/r06XzhC19g7ty5LFq0iPvuu48bbriBn/zkJ2djqO8JLrT750JANsHsgX/6p3/ik5/8ZK/HTJw4ccg+r6amhgkTJnDw4MEhe8/hZDjnx2q6FgwGqampsfc3Nzef9uvqXKWv8/POO+/Q1NR02t9aWlr6da3vtfunEJWVlTgcjtOsD71979XV1QWP1zSNioqKYRvrSDCQ+SnEwoUL+cMf/jDUw3tPciHdPxcSUtj0QGVlJZWVlWft89ra2jh+/HjOQn4uM5zzM2nSJKqrq1m/fj1z5swBMvEFGzdu5J577hmWzxxq+jo/ixYtoqurizfffJMrrrgCgC1bttDV1cXixYv7/HnvtfunEC6Xi3nz5rF+/Xo+/OEP2/vXr1/PzTffXPCcRYsW8eSTT+bse/7557n88stxOp3DOt6zzUDmpxA7dux4T98nQ8mFdP9cUIxk5PL5wrFjx8SOHTvEd7/7XVFcXCx27NghduzYIcLhsH3M9OnTxaOPPiqEECIcDot//dd/Fa+//rqoq6sTL7/8sli0aJEYM2aMCIVCI3UZw0Z/50cIIX70ox+JQCAgHn30UbFr1y7xqU99StTU1JyX83PdddeJSy65RGzevFls3rxZzJ49W9x44405x1wo98/DDz8snE6nuP/++8WePXvE7bffLnw+nzh69KgQQog777xT3HLLLfbxR44cEUVFReKOO+4Qe/bsEffff79wOp3iL3/5y0hdwrDS3/n593//d/HYY4+JAwcOiN27d4s777xTAOKRRx4ZqUsYVsLhsP3vCyDuvfdesWPHDnHs2DEhhLx/LhSksBkCVq9eLYDTtpdfftk+BhAPPPCAEEKIWCwmVqxYIUaNGiWcTqcYP368WL16taivrx+ZCxhm+js/QmRSvu+66y5RXV0t3G63uPLKK8WuXbvO/uDPAm1tbeIzn/mM8Pv9wu/3i8985jOnpedeSPfPL37xCzFhwgThcrnE3LlzxcaNG+2/rV69Wixfvjzn+A0bNog5c+YIl8slJk6cKH75y1+e5RGfXfozP/fcc4+YMmWK8Hg8oqysTCxdulQ8/fTTIzDqs4OV3p6/rV69Wggh758LBUWI7kgpiUQikUgkkvc4MitKIpFIJBLJeYMUNhKJRCKRSM4bpLCRSCQSiURy3iCFjUQikUgkkvMGKWwkEolEIpGcN0hhI5FIJBKJ5LxBChuJRCKRSCTnDVLYSCQSiUQiOW+QwkYikUgkEsl5gxQ2EolEIpFIzhuksJFIJBKJRHLeIIWNRCKRSCSS84b/B1ut6bHQUXQBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,4))\n", "\n", "data = load_dataframe('results/multitask/data/COLVAR')\n", "\n", "plot_isolines_2D(muller_brown_potential_three_states, levels=np.linspace(0,24, 12), max_value=24, ax=ax, mode='contour', zorder=0)\n", "data = data [data['opes.bias'] > -14]\n", "c = data['cv.node-0'].values / 6\n", "data.plot.scatter('p.x', 'p.y', c=c,cmap='fessa', ax=ax,zorder=5, alpha=0.4, s=5, colorbar=False)\n", "\n", "norm = mlp.colors.Normalize(vmin=-1, vmax=1)\n", "sm = plt.cm.ScalarMappable(norm=norm,cmap='fessa')\n", "cbar = plt.colorbar(mappable=sm, fraction=0.050, pad=0.02, format='%.1f', ax = ax)#, ax=axs.ravel().tolist())\n", "\n", "cbar.set_label('Multitask CV',fontsize=12)\n", "\n", "\n", "ax.set_xlim(-1.8, 1.2)\n", "ax.set_ylim(-0.4, 2.1)\n", "# ax.yaxis.set_ticklabels([])\n", "# ax.xaxis.set_ticklabels([])\n", "\n", "ax.set_ylabel(None)\n", "ax.set_xlabel(None)\n", "\n", "for i in range(9):\n", " conf_generator = torch.jit.load(f'results/multitask/decoder_stats/decoder_model_{i}.pt')\n", " gen_conf = conf_generator(samples)\n", " plt.scatter(gen_conf.detach().numpy()[:,0], gen_conf.detach().numpy()[:, 1], s=5, zorder=10, c='k', alpha=0.6)\n", "mfep= np.loadtxt('input_data/multitask/mfep.txt',usecols=(0,1))\n", "ref = ax.scatter(mfep[:, 0], mfep[:, 1], s=5, zorder=10, c='mediumvioletred', alpha=0.5, label='MFEP')\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.8 ('mlcvs_test')", "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": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "479c32822fdd4a41383c41b0ecd48f467b1b7bad92be5486af8dd3478530d522" } } }, "nbformat": 4, "nbformat_minor": 2 }