{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Supervised setting: CVs as classifiers\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_2_supervised.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "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.utils.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": [ "## Train a DeepTDA CV" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from mlcolvar.cvs import DeepTDA\n", "\n", "RESULTS_FOLDER = 'results/supervised'\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" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_states = 3\n", "filenames = [ f\"input_data/supervised/state-{i}/COLVAR\" for i in range(n_states) ]\n", "\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'}, verbose=False)\n", "\n", "# create datamodule for trainer\n", "datamodule = DictModule(dataset,lengths=[0.8,0.2])\n", "\n", "\n", "fig,ax = plt.subplots(figsize=(5,4),dpi=100)\n", "# ploy MB isolines\n", "plot_isolines_2D(muller_brown_potential_three_states,mode='contour',levels=np.linspace(0,24,12),ax=ax)\n", "# plot points colored according to labels\n", "df.plot.scatter('p.x','p.y',c='labels',s=1,cmap='fessa',ax=ax)\n", "# draw state labels\n", "for i in range(n_states):\n", " df_g = df.groupby('labels').mean()\n", " ax.text(x = df_g['p.x'].values[i]-0.075, \n", " y = df_g['p.y'].values[i]-0.075,\n", " s = str(i), size=20, color='white')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Define DeepTDA model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "n_cvs = 1\n", "target_centers = [-10,0,10]\n", "target_sigmas = [0.2, 0.2, 0.2]\n", "nn_layers = [2,32,16,1]\n", "options = {'nn' : {'activation' : 'shifted_softplus'} }\n", "# MODEL\n", "if run_calculations:\n", " model = DeepTDA(n_states=n_states, n_cvs=1,target_centers=target_centers, target_sigmas=target_sigmas, layers=nn_layers)\n", "else:\n", " model = torch.jit.load(f'{RESULTS_FOLDER}/model_deepTDA.pt')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Define Trainer & Fit" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "if run_calculations:\n", " # define callbacks\n", " metrics = MetricsCallback()\n", " early_stopping = EarlyStopping(monitor=\"valid_loss\", min_delta=1e-1, patience=10)\n", "\n", " # define trainer\n", " trainer = pl.Trainer(accelerator='cuda',callbacks=[metrics, early_stopping], max_epochs=10000,\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_deepTDA.pt', method='trace')\n" ] }, { "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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pdHLLB9/LJ7c/TXfIzwxfAQ8vv4XlpVXI2S+wM4FRnj5zgkODPawsnsaDdfMpdZxLUqa0DCf9w5zwD3M6MEI4FcenWkkfOUWwuRVJlqm79SYiVpn9A530JcOMJGOUOzzM8ZVyc2kdeRY7761bzJnwKN9u2klPJMBbahfwR7NW8u1j2yhyuFhSUs2fLb6Fv9z8S66auoTA2TWKp3UISRMIWSLRmE+yzgfyGxd3tvdG8Z0KIgnQCxW0pVZQJrgeAY4TYAoCqsC0LIJk1ye+OAHK6Txkvw0UHdfiDjLqm1Ox87uECX3aP/axj/HUU0+xdetWKiourdYoKSlhcHDwvMcGBwcpKSm56DkPP/zweeGeUChEZWXl+N+ZuJ/Q6d+CrmEpqcU9/xoURMWCpI4+B1oGtXQathUbc6/HTyURu5+HRAzJl4e66Q4kNceSO13DumsbSiCAsFrQN20Aa252mmurpvPhJcupy8vnP/7jP9i7dy+KqpJau5DvdzQxw1fA51fdxpKSc/+7XX0dPN5yjHgqxZ3T6nn3yjmospGgTGgZ9g/1sneom0A8znSHhxkuH+ur52BRVHbt2sWLJw2p2/333fe6O8mknuFoaJCdIz0839vM2pLpvKVqLtNd+fzdwk382/Ft6ELw1rqFfGD2Kv7xwAvMLihjbmEFG6tnXVW8Xg0nyDveZxQ+AZl8G7GFxehO82Rf1olDCNxtYdwdEQD0UhVtoWVSJG8/DeYRQBaYlkSR3ZMgeUBp96AMOUASuBZ0YvLGyUQmNSQAjiILDsvlPzt68vonw38XcFWsIoTg4x//OI8//jibN2+mpqbmsuesXLmSl156iYceemj8sRdeeIGVK1de9JxLlSPrqZhREJVOYPKV4l16F5KU2x2wSMZIHv4tIhlHzivCftNdSHJu3yBCyyD2vgCRADgcqLffhWTJ8a2+EFj27UEZGkSoKvrG9eB6fUjkarGkrII/WbaSOUXGl/X//PB/ee6550CC2Io5FJcV85FZS1hTMR0wErCbu1v5xemjeFQz91fPZE7+uXBeS2CEF3vbGAiHmO8t5L7i6fheI409fPQoL75o3ME1rF7KWKmLnWPdWGSFPLONUosLq6Ky1FvOUm857TE/v+w7yZGxPj7SsIpadz6fmrOWrxx5iQqnj+Ul1fxB3UJ+cnwPH5x/E++auZyXO0+hicsQma7jPvOawqc5BaSqrm/h02uhRtP4TgaxBAytvlZvQq83T2pN1g6w9AEI1AUx5PzMpNYo9zhReowEqGNOD+bCHDD8FK4IV0X0H/3oR/nJT37Ck08+icvlGo+zezwebFlvlAcffJDy8nIeeeQRAD7xiU+wbt06/vmf/5m77rqLn/3sZ+zfv5/vfOc7V71YoaUJnf4tejKM4vDiW3k/0gW01ZOByKRJHnkOEQ8jOd041t+LZMrtLk0IHXFgC4wNgdlsFEQ5c6+tNh07jNrdaRREbVgDBRdPml8JZuQX8PHlq1melXzG02ke+Z//5sCTvwFAXjaXP77rPu6omYkiy2hCZ3NXKz87dRiPycIH6hfS6DO0whldZ9dgFy91t1FqsXNTQTllpeeS3Aktw6nwGKfDY7S0taFtP4QEWOqnMTbNh98/SERPE9CSxIWGBEyzeVjpq2C+u5gau49PTl/BU0On+cemV/jErJuY6S3mz2at4V9PbGNufhn1vmK297fhT0QpdXrYMK2BFztPXvT6zf4YvhO9ryp8chCfV3zdC5/OgyZwd4RxdUSMLx4FtDkWxLTJfS7MvWDrMH5X58RRSidX9SoP2lHP+ACw1/djLQ9MarwpXB2u6h36zW9+EzC0pa/G//zP//D+978fgK6urvOsRletWsVPfvIT/vZv/5a//uu/ZsaMGTzxxBMT0tCH215Ciw4jmW34Vj2AbMmtZE3oOsmmF9HDI0gWq1EQdYlS/AnNIQTi2G4Y6ARZRt10B3Je7vX4aksz5tOnjDlXL4Py0succXHk2ez86bKV3FU/E1mSSGsaj504xqNP/wZp+24koGb1cj77Jx/Dma0S3tPfyf8e309G03jvjPksKDDmT2kaL/e2sbWvgwWeAv64Zi62bGI2pWscCQxxYGyQQCLGNIsDXzSFsvsYuhDU1tayccPrQ2hhLUVzMsipZICf9R3nmaFW3lY6k5muQu4vacSumPivUzv57PxbKbI5ubmkjp+d3s8HZq/ivunz+XXLYd43dzWbamZfkOiljIanZRBn92sKn8qcb+gu3jKaxHsqgCluVPrqxQraHAtM0LfmLEzD4DidrXqtS6BUXbkF8IUgjVlRTxubDGvVCNaakcucMYVc46pDN5fD5s2bX/fY2972tvNKgieKdLAHSTXhW/kWVKdv0uO9GkIIUqe2oY/2gKJiX38fiju3cwDQehQ6DAJWN2xELi3P+RRKdxfmIwcB0BfNQ9RNn9A4JlnmnXMX8EcLl+IwG3c1z7U28819uxnu7MKzcy+SgCWrVvIXf/YQkiTRFhjhe0f30BEc5W21c7m5vAZZksnoGi/3tvNyTxvLfSV8om4hpmw4bDARZctwN52hAI02N7c4CvF6zIRCIZ546QnS6TRlZWUsW3cTQ5k4WjZt6pJNOGUTLsXMEnshS+yFdKcjvBDu4b+7D7M+v4q7i+vZVFjLSCrGo637+MzcDWworeUrR17Gn4yRb3UwFjNCCLMLyvFZ7fgTsfHX4HWFT9PcJOa8MYVPZyGnNDynQzgGjPyAsEposy2IUmXSXzxqAJwnDJKXK5Mo9ZOrepXCZkwn80FImEv92Bv738jvxt9b3GBeNxLepXdhzpv47vRiSJ/Zj9Z/GiQJ+013ohZcPFk8UYiuFsTJAwAoK9cgT899Rao8NIhl3y4kQG+cgZg7a0Lj3FRVwydWrKHS4wWgaWiAr+/cStPQIEo4gm/vAdB0Fi5cyKc+9nFCqQQ/OL6flzpa2FBRw8dnL8NpMnb3e4d6eKytiQWeQh6asQhzluBbI35eHuxEzegsduazoejcnU0oFuXxp35DPBZD8jhoW1LByeCp161TRaLK7KLB4qXR4qXS5ORBXz0vRHrYPNqJXTFxc0ENf1A6i39s28nuoU5WFFVxV2Ujr3Q380DdQhYWVnBqtJ/G/FKWl07n2fam1xc+2U3EF75xhU9AVqsfx9cSMKpcAb3ahN5onrA+/tWQI+A6JkCXkIvTqHPikyPlmIq5KR+hyZjywzjn9k6R/BuEG4roXXPXYS3NPTmme06Q6TgMgG3ZzZjKL59kvlqIoR7EkR0AyPMWoMyZl/M5pGAA665tSLqOqKpALFt01Tu8CreHP1+1llXTqgEYjkb4z727eLblFAKQEkmK9h8hnUxTW1vLJz/5SV7obuEHTfvJt9j4/NIN1HoMwu4I+/lh8yHyVQt/WrsAp2rcFbRFAjzf306epHCrswinYsSTM0LnVDzIseAoY1v3oITCKDYLDcsW48GONWWEJNKSIIHOiJRmQE7TngzRlgqxLdrPJmcFdRYPd7imoQv47VArVTYPtY487i2u5+mek6woqmKer5Svn9zOA3ULmZNfzot9zTTmlzIrv5StO7afK3wCknVvbOETGNbCvlNBrKOGFFG4ZbR5FoQvN3cWcgJcR4CMhOTLoC6MMimNQ1LGdKwQkVZR3DFcC7uQ5N/51hdvWtxQRG+ryo03zquRGWon3WwQsGXucsx1uZ9DBEYQ+18GoSPXzUBZdnHF0UQhxaJYt29GSqcRRYXoN628qoIokyzz3vmLef/CJVhUlbSm8ZOjh3j08H5iaSMR51MUSpqaGQ6FKS4u5j0f/Qif3f0CLf5h3jp9NndXNaDIMtF0ip+3NXHGP8IfVNZTmfUd6o9HeLqvDacucZe7BJtsvP0CmRR7IyO0RAOUZmSkgydQ/GFMJhOrl6/EZXVxnsg9+3upMDNXhygae9UIvaT4Vaid9Y4yltuLuMNVyaiW4LGBU3xq+grmuot5caSdzoifKqePYosDfyKGz2onnEwwMjLCwcd+S96pXgA0t4XYwmI03xtX+GQ0KYnhbQ0iaSBk0OvN6LWmnGn1pZRR9SqnQHJlq14n8/2RkVCbCpGSKrI9iXtxB5I6OVnmFCaHG4rocw0tMEDq+CsAmOrmYJm7POdziGgIse8FyGSQyitQ1uZe808qhXX7ZuR4HOF1G77yV6HHn19cysNrb6bGZyTM9vR08Y87ttAdDIwfc1P5NNiyg5O9fbg9bua9837+Zv9LlDvcfHn5RqY5vca5g938rOUo6wor+GTDEgBimTRP97cRjsW4xVMyvoMfSsfZHhoiEotRL1m5V7hoOtHE0OAQsizTuGwRgx6Vk1KYmKSTwNhhm5GwC4USYaJUN+NAYUPGQ7ucYK8SYXO0D7dsYqbVxyZnBf8bOM3R0BALPSUs8pSyf6SbKqePWd5iToz1s7KkhqEjzXz+e78gmUz+zhQ+KbEMvpMBrH4jGarnyWjzreDM4Z2FBs6joMQAq45paQTJNMmq1+MFyFEzkjmNe0k7suX62kJP4fX4vSV6Peondex50DXU8hpsSzfkviAqGTcKouJxpPwC1I23Iyk5TuJpGtadW5FDIYTdhn7rerBcmRzUYTLzseWreGCW4fg4Fovx9V1beb6t5VXHmPj44uU0P/Mc244fx2yxoNy8gt8MdXBvdSMP1MxGlWWCqQTfP3mASDLBx+oWjuvgd4/2sWeohw3uEkqz6qKxdJKtoQFSsQRzJBse2djxn245TWen0aAkuXQG20skZD3MWZ7QgbQCuiwBadpIoAiYrzlo1G3U6FZcQuF5NcALkR6qzS5KTHbmW/M5HBpgoaeE+e5i/m/QUNbMcBfy7OnD7P2/X4/PW19fz+AsF52EJ/NfmRyEwNEbw9uS3cUroM80o1ebcqvy0cHZBGoYMOlG1attEiQvQD2Vjxy0Iika7iUdKPapZiS/C/i9JHqjIOpZRCqJkl+Cfc0dObcdEJk0Ys8LEA2B02UURJlzXDUpdCx7d6GMDCNMJoPkL2IX/VqsrarhL9asp8hhFFA9eeo439izg9CrPIZm5hfyt2vW89ITT7Jt2zYkWSK6Yg4mj4PPzllGg9fQxO8d6uFHzYe4tbiK1Vm/oeFkjF91n6ZasfKHBUbOI6FrbAkOEIiEWSDZccrG3Amhs7/rDP5mo0GJtX4aVaoTZ1eK124GdSBolfDbZPpcMmlF4qAapUtPsj7joUCYmKvZOSLF2BEbYKOzgvnWfH4cbCWla3hNVsLJBGktw8EduzixZTNCF5gtFtbeuZG33X4v/3r4KTr7myf6X5kUlHh2Fz/2ql38Ais4cpwfEGBvBtMYRtXr0iiya5LWBq0+5BE7SDquRZ2o7uvnU+8osuC0Xr52QE/8fn7x/N4RvcikSBx+FpGIILu82Nffm/uiK11H7H8FAiNgsWK64x4ke271+AiB+fBB1N5uhCyj33wT+LyXPc1rtfLp1eu5tdYoTuoK+Pnqtpc51N83fowEvGPWXD44fzHPPfvseHu+xJJZLJk/nz+etQS7aiaWSfPoqYP0hgN8rG4hBdm6hpcHuzjtH+I2b9l4mOZQZJQTwREWCCtzZKM4LCI0jok4Pf19WI8ZxFpcXEy5swDi53aWmewmVhZGT1VfQuBLaFQGNdp9Cr0umRE5wx41zLqMh9m6nU49yYmEn5sd5ZSY7Ngkhb5EmGq7l2Jh5n9+8AN6Ooxd/Jw5c7j13jsJWQWyLOM2vwHKGiFw9GV38ZlsLH6mGb0mx7v4LGxnwDLAuYbevsmFV5RON0q/ExA453djyo/mZJ1TyA1+r4he6DrJYy8iIqNIVptREJXjPqxCCMTRHTBk6PHV2+9C8npzOgeAqfkkprYWBCBuWgmlxZc9Z21VDQ+vvZk8m52MrvPjo4f47wN7SGrnPuRus4WHV61leXklu3bt4tEf/AAAbf4MHrzjHm6tNFRPpwMj/FfTHhZ5i3iofjGKJDOajPPz7lM0qA7emm/YRQ+nE7w01ktVWma95AQJ4kLniIjRn4xROhDEfqIFXRh210XlZYzYjB17yCIRM0lkznq1CIEtA764TllYx5US1I9quJKCUwUK3XKKLinJNGFhoebgFTlEbzpKpdnJdLOb3kQYZTRM8MW9jCaSmEwmStfM5YP3vheBYPeo0QDVZc5xb97LQE5p+I4HsGUVNbovu4vPZSz+VbD0gDVrGKnOjaMUT9LaoNeJ0mW0unTM6sNScmG32Sm8cfi9IXqjIGor+lgvqCbs6+9DduW+D6toPghdLSBJqLdsQi66PAFfLdTOdsxNR4z5li5E1Fy6C5XDZOZTq27i7gZDU986NsIXX3mR5tHh845rzC/kczdtoNjh5PCxY/zrv/8bCIHaUMPDD36IWk8+uhD8uuMkz3W18GDVbBrcRgJ371g/uwe7uctbjls1owvBzvAQI8EQKyUbqiShC8FxEpxJRpgeTjMvFOf06VZ0XcfqdRNZXMNOp2rE4IVA0gUgkHQQsgSSRNwEcZNCn0umIqRTO6ZRGtEJWST63AqH1CjT0hZKhRmLkOjLGERfoFjpPHWaA/uPo+s67gIfD77z3exMdSNle8+e7SVrka/fx8IcSJF3bAw1qRu7+EYz+vRrs4sHo+rV3pKtem2Io1ROrupVHrKjthmFhba6QazTxnKwyinkGr83RJ8+cwCt3yBg+5o7UPNzT8Ci4xScNghYWbMOuao653MoA/2Y9+8BQJ/diJjdeMnjF5aW8Xfrb6XM5UYXgh8dOch39u8mrZ8fj713RiMfXbwck6Kw9+QJ/vlrf4/QdOw1lXzp45/CY7URTiX5z6bdRJNJPtO4DI/JQlLL8PPuZhya4J351UiSxEg6wYtjvTSmFWpkIwzSJ1IcTIcpD6VYktRJp9M0t7aSyWTQPQ6GV8/AEUlRdCaEJZrCEkvxatl13GkmkmcnVGAnbTWIsMejIAF1Yxp1YxojdpmwqjEmpckTJsp0MyOZJEIIIifOMNRsOF+W1VUx97abKCoqQu07F7I6a2im5tjA7oIQAmd3FE9LyPCocUhklljBfe3mVoKvqnqdlkSpnZw9sDRmRW3OWhtMG8FWe+378E5hYvi9IPpM7ykyHYeAa1gQ1d+JOLYLAHnREpTGiVWkXgqyfwzL7u1GH9bpVYglCy56rEmW+X9LV/DueYuQJYneUJAvvPICRwb7X3OcwkPLVnJHrdFe76mjh3j0n7+OnErjLi/lq5/+S6wWK23BUf716C7muPP5YP1sFEmmLx7hpx0nWOcspCqb1D0QGaUrMMpK7KiSRFLo7NOjiHCU+VENGUhrGifOtKGlUgirGWdxAaWH+rhUPY0tksIWSZHfHWBwej7BYmO+brdMYVTHkxSUhnU6fQpDWaL3CZWRdJxt27bR290NwPLlyylZMIOUYoRF3gjxpJTR8Z0MYB80kpV6qYo235KT6taLYbzXqy4jF6VRZ0+u6lUKvcraoCSAfeaUtcHvMt64Ur/rBG2ki1Sz0RzFMmfZtSmIGhtEHNwMQiA3zERZtDTnc0iRMNYdm5EyGURpMWL18ove3tf68nn0gXfw3vmLkSWJJ04e5z2/+unrSL7Q7uDfN93FHbX1aLrON3Zu5fv/9h/I8QSegny++BcGyW/ua+erB7dwR0k1b6tsQJFk9o3184v24zzgq6DK6iSpazw50kkmEGKZ5ECVJLpFis2JUUqGQkzPkvyACQ71tKNFY0iyTJHLgyds7N6TVpXRMje9DQW0LSyjeXklzcsraV1cTn9tHjG3BVlAadsoRWfGQAiQJHrdxtu4LKyBEIQkIwRjS2hou07S3d2NLMt4VzawcuVKJEl61a793Gt4tilKRr92um81mqZo7wj2wQRCAm22GW3xtSV5KWVo5UnLSN4M6qJJVr3GVMzH8+GstcG8ngmT/MQ7Vl8fhMNhHnroIaqqqrDZbKxatYp9+/Zd8pzNmzezaNEiLBYLdXV1PProo9dnsZfAm3pHb3SIesnoEDV9JpZ5K3I+hwgHEPteBE1DmlaFsmZd7guikgmj6jWRRPi86Btugovo8f9g9jz+bPlqLKrKWCzGV7e9zLbO9tcd15hfyJfX3UKezU4wkeCLW17kzBO/wRSO4HC7+Ou/+Aw2u51HTx1k10AXf1q3kBqHB03oPNHbSjwW450FNciSxEAqzpbRXhZpFuySSkYI9ukRlGCEOXEjHBJT4LhLQTpyGnU0hCRJ5Pl8YDUzWuQkWOQgZb+w/DSjyASLXQSLnOT3hijoCpA3ECbhMhMqdDJsl8lIGlYNHGlBVNWJRCL0HWtCSiaxWCwsXbOSzqx9kS7EuN8OksE0GV3DJJ910ZxccvJisA3EyTvpN7TxVgltsRWRd43DRJlsQVQcsGmYlkyy6jWhYDpqWBuonhiuhZ2TsjbQu6ZhSf7u+tJ/6EMfoqmpiR/+8IeUlZXxox/9iI0bN3LixAnKy19vSNje3s5dd93FRz7yEX784x/z0ksv8aEPfYjS0lJuu+22N+AKDLxpiV6Ph0gde1WHqOW35L4gKhEzCqKSSaSiYtSbN+W+DWAmg3X7VuRIBOFwGFp58+vloF6rlc+u28iaKiMstb2znS9teZFA4vVa5luqp/MXK9ZgVlTa/GP8zSsvEN+6HcuoH4vVyqc/+SmsbhdfO7wVfzzGXzQuI89sJZpJ82j7MRpMDtb6jDf5kegYnf5RVmNDkiTGRIYDySA1/gQ23XAr6HAo9Is0ngOtJIOGIsNVmMfojBJCRU4j0ZrWUEZCyOGEsclWZDSPHd39KqmjJDFa4QEhKOwOkt8dJFTgQJclomYJT1JgTwn0QJBDxzrRNA3JaWHThk0Ip5kh2Zg7rqfJU72AocsHCKfjOE1GkVcknWP9ty7wtIRwdRuSQ71AQVtkAcs1vqHOVr2qYcCcg16vacO/RkqpKI4ErsUdSOrEx9P6ytB7K4nHfzebg8fjcX71q1/x5JNPsnbtWgA+//nP85vf/IZvfvObfPnLX37dOd/61reoqanhn//5nwGYOXMm27dv5+tf//oU0ecaIpUgeei3iEQc2Vd4bTpEpVPZqtcIeLyot92JZMqtHh9dx7J7B4p/FGExo29aD/bXS//mF5fy5Vtup8jpJJnJ8B97dvCL40cvOOT75i7kffMWArCju5Ov7tiMfOgYtr5BFEXh4x/7GOZ8H5/b9xIe1cwn65dgVVQGE1F+cKaJW93FVFgc6ELwYqAPRzTJYskg42Y9zlAoyMyo0QgkqsBxp4xrYIyi3uFzTd7ryuiZW4kUS2I+3YepZxQ5GLtgvDxd4iXZUIZW4B5/bKzMTV5/GEsigz2UJOaxEjMZRG/t8SO6BtEAp9cNN03H7XYzosVwKMYdQ0xL4TYZr+PZL/9wOjEuq8wl0SsJjbxjY1iCRqGOVpd1m7zWAW0dnMde1et1aRTZOYmCKE1CbSpAipuQrSlcSzqQzRMPcelDhegdxqbEVdU28XVdQ2QyGTRNw/qa1ps2m+2ivbJ37drFxo0bz3vstttuO6/D3huBNx3RCy1D8uhziHgIyeHCseG+3HeI0jTEvpcgNAY2G6bb70bKsR4fITAf3Ic60IdQFPRb1oHHfd4hEvDggsV8eMkKVFmm3T/G37z4LG3+0dcNZ5Jl/nz5GjZlrZF/evwo3zu8H2vLGWzthqj6gx/8IFJJAX+370XmuAt457RGFEmmOTzGk13NvCVvGl7VTFzL8PRoF40pBZ9kQROCvVoEpz/M9JSxw+u2yQxkEpS2+ElHogSyJJ9sLCeT58S+/STq8Pl6a91mRnNnCTijoYxGMA0EMA0ESMwsJznL6D0rFJmox4p7NIY1bBB9RhIMDw8jAgHA6FVcMLOa0eyuOSpSeFXjCymkJfCZjQI2U7bpyUgiTE2+YX/tT+QmlGAZS1LQNIaUEggVtIVWRMl1+Mjp4DgJJj+gGA29Ze8k8g46qCfykcMWJFMG15IOFNvEK0z1MR9aq/E+dFR0YirumvjaJojxTUcWF2pf6nK5WLlyJV/60peYOXMmxcXF/PSnP2XXrl3U1V3YRXdgYIDi4vMVfcXFxYRCIeLx+HgnvuuNNxXRC6GTOv4yenAIyWy5dh2iDm+FkX4wmYw2gG735U+8SphOHMPUccZoA7huFRQVnPe822LhCxs2jdsJ/7blFF/btpl45vUfQIfJxBfX3sLCkjI0Xedf9+7k6bbTWLr7cJw4DcDb3/52qC7jqwe3sLFoGneV1QKwZ7SfnYNd/GFBDRZZMaSTIz0s1SxYJZmo0NiTClI9FseiG1Wsx50y5kE/FcEYqVSKQNYcLV3sQe0dxZJ1hxRApshDuiKfTKkXYT3/C1mOJLA092HuGMJ6shfN6yBTZsj54i4L7tEYtkgSdJ3UmT4SAYOgLfWlNJTWM6gkcUrGmBGRolY1XsM0Oookk9IzOLLhmpFEiCVWQ3k0lpikz40QuDoiuNvCSBiWwpkl18DG4ELQwXECzMPkpupVgNKch+y3gaLjWtyB6py4LFMPudBONwAytuI+PLWnieegiNaRb8Zhv/wdtRYz7qQqKyvPe/xzn/scn//85193/A9/+EM+8IEPUF5ejqIoLFq0iHe9610cOHBg8ou+jnjTEL0QgvTpXWjDnSAr2Nfdg+KZXI/UC85zYh/0toMko268HbmgMOdzqGdaMZ88bsy3YglMqzjv+Yb8Qv7+1jsoc3tIZDL8047N/Kb5wr1O8202Hlm/ibq8fKLpFF/Y+jL7B/owDY3gPtyEADZt2oSYWcO/H93FH1TWs7bQ+BA8299OV3CMdxXUoEgSHYkI+0f7WC3syJLEkEhzPBpgRjCFDIRUidNmjaL2IUxpjVQmzWjADwJ0s4ppMGhck0khVV1Esq4EYb9wE3gA3Wklvng6QpWxtA5gOd03TvRpi/HWlZMaBQe70ANRQ01TX0xedRlSUiIua5TIxg4qKJIUmQ1Jppp19hxKhCizG8U+wVQcW9YvfyQ+caKX0jp5x/3YRrJVrpUq2lwLKNdBe6iDownMo2RJPoZSNInEsgClzYsy7DD8axZ2YvJOPJ4uonb0UzNBV7DkDeNrOPGGSTK7u7txv2qD9trd/FnU1tayZcsWotEooVCI0tJS3vGOdzB9+oW7tpWUlDA4OHjeY4ODg7jd7jdsNw9vIqLPdB0l03MCAPvq21CLct+iT7Q1QVsTAMq6DcgVlZc54+qh9PVgPrQfAH3+HETD+beI9zTM5C9Wr8eiqvSEgjz8wjOcHr1wD85Kl5t/uOV2ih1OxuIx/uqV52n1j2EKBMk/cJSMrrNs2TL0hY386PRh3l8zh0W+YnQh+EV3M1oyyVvyjarbY1E/Xf5RVkoOkKBNTzAS9FMfM+K+/VaZwUSUsu4AEhBTJPyjQWTNsBaWUxmELJGsKyXZUAbmK3/rJRvKMLcNoo5GkP0RdJ+RwBVCIMaCWNMakixRVlrGQKkdp26MHZEz5GeJPiXrWGQTaV3DnY3F98T9LCwx7lySunEnNBIPTVh1YwqlyT82hhrXEDJocyffpPuKoRlOlOMmZYujyJMheUDucqP0uQCBc14P5oKJh7REwkLmxGzImDC7/eTNPvqGNiJxu93nEf3l4HA4cDgc+P1+nnvuOf7hH/7hgsetXLmSZ5555rzHXnjhBVauzH0PiqvBm4LoMwOtpFv3AmBddBOmaTNyPofoPYM4bsyhLF2BMqMh53PII8NY9uw0CqJmTEcsOKf5NysKf75qLffPNB7b1tnOF155gXDqwrfRdb48vnbzbfisNrpDQf7y5ecYiEYwxeIU7z9KIpWisbERVs7nt12n+fD0+cz2FJDRdX7Q0USeUFjjLQNgV3iIeDDMAskgyKN6DH00QEVKIIAWh4w+NEZxyNjtjXhsJDp7UVIGeUpAusxHfF4VwmFFZDQy7f1kugbRAxH0UBTJpKKUF6BWFKFWFZ+nXhJWM5lSH6a+MUxDQZI+J5Kmk0gkQNPQTTIlFeXYVSspE3g0g1wTqo5XMkIz1uxufTAdptJu2CUPJUIU2owPu5qN1fdF/RP639l7Y/iaA4Zdg10is9gK3uvUV1bLJl7PxuSXRJELJknyfQ7UTsMixD6zH0tpcMJjiZTJIPm0GdURJn/uYWTlxmhE8txzzyGEoKGhgdbWVv7iL/6CxsZG/uiP/giAhx9+mN7eXv73f/8XgI985CN84xvf4DOf+Qwf+MAHePnll/n5z3/O008//UZexo1P9Jq/j9TJLQCYGxdgmbko53OIkX7Eoa0AyLPnIs9fmPM5pFAI666tSJqGqChDrFw6rswocbp4ZOMdzCoydtvf2b+bRw/t52L7oflFJXx5/UYcJjPNoyP81SvPE0wmMKUzVB5sIhSNUlFRgbJ+KbuGe/jTuoXMcPlI6RrfbTtCrWpnscsgw5cCfdgiCRokK3pWH+8ZCePKCDISnLBLuLoHsSYz6JJET5kHuakNJZG12bWYiC+qIVOWhzYaIrn9KOnWXki9Ppeg9Y+S2t+MWlOK/a6VSKZzb0/NZcUESPGU4fTYPoymaYZJ2vJyPIMGoWfMMs6ocZ7FZEGSJAJ6glK7F4CuxBg3Fxr++xnJIJvBeJASR/b50Pn+P5eFJvA1B3H0GQ3F9SIFbaEVzNcnJiGlwXFWXaMITEsjyPmTK/iSh22orVn/mtpBbFWvT+5fKURGIXNyFiRsKNY4BfMOIZuuTZ3CtUAwGOThhx+mp6eHvLw83vrWt/KVr3wFU1Zh19/fT1fXuWRyTU0NTz/9NJ/85Cf5t3/7NyoqKvje9773hkor4QYnej0yRvLYC6DrqNPqsC5am/M5RHDUUNjoOlJNLcqK1TnX40vxuFEQlUwhCvLR160ebwO4qLScR269A6/VRjAR57MvPcee3u6LjrW0tJwvrr0Fi6pyeLCfv938IrFMGrOuU3fsFEOjo+Tl52PZuJJjoRE+VreQGqeXuJbhW62HmGfxMM/hQxeC3/p7KY5lKJUsZIRgVyZI6UgUmw4JGU6adQrbh1A0Qcqk0FnmxXbgFEra+CCnS7zEltWhhWIkntpJpqXn3DU7bJhqy5ALPMhuByKWJNM7TPpUF5n2fhK7j2O7af65/0PWa1xKpHG3DmHyZzN4ZZ5x+VvSBF5hxFrDcppi1YjJ92thZlmNEFREpLCrhkePx2Ik6s+EBqnyFAHQGb5yoldiGfKP+TGH00aj7kYzet21MyR7Lc62AFQjZCWUEeS8yZG85LegnsoDJCzTRrHVTdy/RugS2qmZEHUim1IUzDuIYpmcv871xtvf/nZDqHARXKjqdf369Rw6dOgarurqccMSvZ6Ikjz8LKRTKIVl2FfdlvuCqFjE0MqnU0glZajrb8l9QVQ6jWX7ZuRYFOF2oW9cC9md7B/MnscnV65BlRVODQ/xly88w0Dk4onCNRVV/O2a9ZgVhZ09XXxh2yukdQ2zJDGvpZOO7h4cDge2W1fRmo7y8RmLqHJ4iGbS/FfrQZba8pht96IJwW9Gu6hKCIokEymhszMVpHo0hklARJFokZMUt48iARGHhV6PBdfe40i6Ec5JNpYRry0muf0oqSNt47Xuam05lsX1KGUFr/t/mWdXk64pJfbUTlJH2rAunYmUVeJIGWP3bckInO1GTsJisRApceLNcn7EDkUZg+iH1SSzVIO8/SQpMDnRhI7DYoSfWiOD1HsNOWVLsJ9VlYY30ZngwBX926zDCfJPjCGlQZhBW2RFFF6/j5McM8I1SgywGN2hZPfkwiFS2IzpRD4IGXNJAMfMvklZG2inGxAhD5KSIX/eQVR7bFLrm8LEcUMSvcikSB55FpGMIrt92Nfdg6Tk9lJEKpmteo0j+fJQN92OdBV9WK8IuoZ11zaUYABhtRpVr1Yrqizzl2vWc2/jbACebWnmq1tfOs83/rVYX1XD36xahyLLbOls5ys7t5DRdcyyzMqeIY6fasZkMuG8dRU9isbHZyximt1NJJPiGy2HWGXPZ6bdQ0boPDnSxYykRL5kIiF0diUDTB+LowrwmyS60jFKegIAjPnsjIgMrgPN4wVPiXlVRNGIP/osIm7s4NTaMqyr5qIUXNoaWq0rRy7woI8ESR07g2Wp4c4pJdKoqoo1ZtwtqDYLJsVE2m3CnY0shBxQl87u6C06+bIdXQhsFmPH3530M8NlaJxbIgO8o2wNAP5UDLvJQiKToidymTCFELjbwrg7jMSk7pPRFlvBdp1so3SwdIO9Q4AuGX1eV0SQHZOMecdUzE35CE3JiX+NdqYWMZYPkk7+nMOYXW9ga8Yp3HhEL3SN5NEXEJExJKvd0MpbrJc/8Wrm0DJGG8BIABwOo3lIjudACCz79qAMDSJUFX3jOnA5cVus/P2td7C4rMIwGtuzk58cu/Rt4KtJ/tm2Fv5pz/asn4vMxlCCvfv2I0kS7g0rGHCY+HidQfLhdIpvtBxgtaNgnOQfH+lkZlLGJ6nEhM6exBh1Y0lkYNgsMRgNUzRifGgHit1ER/24us/d3scbywi0dZE+aXRvkvM92NYvQJ12ZbbQkiRhqq8kORJE858rajEHYlitViOxW+7CEcj6t1tNOLKKP8lmwp5QyaDjtWTDNnqYGS5DAnsmPsr9JYYsLq5nsCgmgqkYeTaj41VbcAD9Ei5bckojr8k/3uZPqzahzzZftwbiSgTsp7KWBkhIBWlM82KT6/MKhn/NMcO/RnHHcC3smrR/jRgsAQR5s45h8U0swT2F3OHGInoBqZNb0f19oJpwbLgP2ZnbYiUhdMSBzeAfArMF9fZ7kJyunM4BYDp2GLW70yiI2rAGCvKo8vj4lzvuocLtIZpK8bcvPcvO7s5LjnNL9XT+auVaFFnmt22n+afd2xEYlbD3YeaVlwypl2fNEoYLnHysbiHTHAbJ/8c4yXvJCJ3HRjqYlVTwSSpRobE37qfOb5D8gEXCHwyQ748hgN5yH5mOXuwjQQyHc0iUeRnd04QejIAkYVnaiGXFrKtuiC5ZjHi8SGV37+EErqSOJEmk861IRU6kYJiE14I3ZswdtUKRMCpfB0xJalXDwaxLD3G31SB3TTW85ocSISqyyeamsW4a8wwp7qmx3ouu6bwGIQpo8y2I8uskndTB2gm2TgFCAlVHnZVArkhNPh2QljE1FSIlVWRHAveSDiR14ncHWl8peq8hO/bWn8RWOOVR/7uAG4ro0+0H0QdajeYhN92FkleU0/GFEIhju2GgCxQFddMdyHm5L7pSW5oxnz5lzLl6OZSXsqCkjH/YdBceq5XeUJBPP/cUZ/yX7tazblrNOMk/3drMv+zZgQAUSeLtDi/P//inALgXzWakMp8/rV1AtcNjhGtaD7Lcns+sLMkbO3mD5CNZkp+RJfleq0R41I83FEeXoLvMh3S6E0soeo7kXRaG9jWBpiO57djvWIFaVjD+uiYHRon3DpHoH0axWfEuasScd5EwztldtRDIiTQFBzqQJImMphFdVkbhsQAAiXwLZVnVn98N81JG/D1k0ShWnOhCYLVYkSWJvmSQOpdB/seCPSwpNSS4Tf5u3jNrPQAnxs4li1+9Fkd3FO+rG4QstYLr+kgnlSA4mkGJAkjIxSnUOXEkaw406Gf9a2ImZEsa92T9a4YL0TuML1V3TQuOsot/ceYask9Dtl8+fCa/ttv87wluKKLPdB9DlmVsy2/BVFaV+wlaj0KHQcDq+o3IpWU5n0Lp7sJ85CAA+qL5iLoa7pjRwN+svQWTonBssJ8/f/YpgslLG2vdVFnF36xe9zqSlyWJ9xSW8cIPfogQAmdjLSP1FXxk+nzqXD5imTTfaDnEIquXeQ4fmhA8MdJJQ1Im71U7+bMk32OViI6M4Qkn0CWJznIvalMbajw5TvJJVWLoeIvxutWUYrt9GbLVgp5KE9h/gpFtB0kOnB/7Hnx6G466SsrfvglLoe+853S/ERoyeV0UHOxETWlomkbco6IIsARShn1Cvg139oZHclqwJRVSkk5+NhTTpQWZ5THI/Xisn/uLlgHQHhvmLc4VaEKnP+anyO4ho2s0+88nJqNBSBD7oBEb0ktVtAUWUK9DqEYDWztYu7OvsllHnR1HLk3nRtTzWv+ape2T86/xv8q/prwT57SOHCxyCrnCDUX0AJZ5KzDXzs75uKK7FXHS8K9QVq5Bnl6b8znkoUEs+3YhAXrjDMTcmbxn/iI+vnw1AC+faeXzr7xAUru0znh5WQWfXbMBVZZ5/kwrX9+7c1xT/+7SKrb88EekUins08oZmTedD0yfS6M7n6SW4Ztth5llcbHIafR/fXK0i9qkRH42Jr874af+VSQfGxnDHU6gyRKdpR7MR1tQkmmEJCEJQRqdoXaDIC0rZ2NZbqhX/PuOM/DrLWQihtJCMqnYKoqxlhWSHBoj2tJFtLWbgd9speoD9513fdpwEEmSKNVMmONJdATxeBx9TgXOfoN0U14zeTEZCQjZoVw3pJK9pjgL1GoA+oiy1DIDXegIRcaiqIwkw5Q5jLu05kAfdVnlTWugn6R2jujUaJr8o35M0QxCAn2WGb3m+kgnVT/Ym7Me8kjI5SnUWXEkc44qSV/rX7Ooc9L+NXpzAwgZW1E/nrrTU92mfsdwQxG9qWYmljnLcj6uGO5DHDZsR+V5C1DmzMv5HFIwgHXXNiRdR1RVIi1fzCdXr+Mdcwyt+I+OHOQb2V35pTCvqITP33QzqizzcscZ/mH3tvEE4junTWffT39OJBLBWlTA6NIG3l0zmwXeItK6xrfajlAhW1iZTU4+NdZNZUKnSDIb6pqEn/qxc+Ga6GtI3nK0JWtlICPpOhldZ6i/H6HI2G9fjmlGBYnBUXr/73liWfI35XkouGkhvuVzUWzn/ERCTW10/vfjRNt7EEKMSy1FMo02MEpFeTm2lI5QJOKhKLoQiAovjkNGYi9aamdGNscX9Mk0pI1kueYw4ZTNxESaYrsRGjodH2JBnnEHuG+snWXZsM2B4TMsLDW+0A8Pd4yvzTYYJ+/EdW4QAqCD7QxYz5ZJWHXUOTGU4hwWGJ3nXyNwLejE5Ju47PGsf43QFSx5I/gaj0+R/O8gbiiity6+Kfda+eAYYv9LIHTk6XUoy3LvSSHFoli3bUZKpxHFhUjrVvOlW+/glukG4fzrrm389Njhy47TkFfAV9ffikVV2dnTxSM7t4yT/L2V1TQ/8RtGRkaweNyMrZrN/dWNrMgvQxM6/9PehFvI3OwzdrDP+nspiGcokyykhM6OVIAZYwlkoN8iEx41wjXjJH+kBTmdQVcV5IyGrusMDQygW1Qc992EUuxjbM8x+h57CZHKIJlVijetIn/dYmT19STpbKxCUhS0SJz0WBBzvheATNcgJUXFeDwehATRQisiEIISF9a4jprQ0FUJq92GOQBpFfLMTuSUxIiSpM5i5AVOpUdYm29IM5vjw7yvfCYALZFB3uFegy50Do608+CcmwE4NHzm9Q1C8hWjzd+1bhACyHFwHD+rqAF5WhK1MY6U43zvOf8acM7txlw4Sf+ak7Oy/jUB8mYfeUP9a6ZwcdxQRJ/z5iHxCGLP85BOI5WWoazPfRcqUkms2zYjJ+IIrxvTpg187a77WFlZRVrT+Nwrz/PSmdbLDlPp9vD3GzZhN5k4ONDHF7a9gpYl+XWlFfhf2kJ3dzcmu43Amnmsr6xjY3E1AD/pPEk6leL+fGNXuyU4gDmaoEqykhGC7ekgtaNxFGDIIhEInE28SnSWusdJXjOrKKkMQhje77rDguOBdUh2Cz0//i2BA4apnLO+ivJ33obZd3FFlKQoSKpsePtr51QeztZB8vMNRUxsQTH6vk7D6rc2H2eXQUrREjvl2Tz1iE9iXtoI24zaNeYrbjShI6wqNsWMPx2j1OlDliROhweYlWc4gZ7w91LpLsRushBIROkc7KPwtQ1CGq6PdNI0BM5mYXg8m3TU+TnexWdxnn9NYx+Ws5nsCWDcvyZlQbVHyJ976Ibxr/l9xA1F9LmESGcLohIxoyDq1juuWgZ4WWgZrDu2IYdDCLsN25238e8PvJM5xSUkMmk+8/wz7Om5fNOFApudf7j5NjxWK6dGhvnslhdJZxtYLyosxnHoGHtPnkQxmQitmc+iaTX8QaVhuvZkbwv90RDvLZyOJEnsj4wQCYdZIBnFRDsyofGK1zGTxHA4RF4ghi5BZ1k2XJPOoFlMRmxeCEZGRki7rDgeWIuW0ej8xs+Idw+CLFF8xxoKb16GdBmC1BMp9KRBqiaPoXm3dY+SrxghmHClA13LIMfTCJsJNc+J9cyoEdoqcuDoB00Cm9OOOSUTkTNU2IzYe6vmZ6HXkPjtC3dy+7RsR62RFt4xw8iH7Bw8zbISI3n47P5tlOwdekMahNhawdoLICH5MpgWRievi78ApPP8a4awVU/Ov0Y7619jiVMw/+AN5V/z+4jfS6IXmobY+xKEA2A/WxB1cV/0iU2iY9mzC2V0GGEyYb9zE//5jnfTWFhEMBHnU8/+hqahwcsO4zKb+Yebb6PY4aQrGODhzS8QzxgfqlqPl/qufl7cswdJloitmsv0ymm8p8pIVr8y1MWh0QE+UFyHKsmcjAVo94+ySjaIdbcWoXQ0gkU3vOR7klEKRyMIoKvMi6mpDTmVIWM1o2ZNyvx+PymXFcdb15IcDdLx3cfIBCMoDhvT3n8vzrors26O9xr6atVlR7aYsYxGyDtp2A+MRUNIC2pRnslKUBsKcXUa4ZR4sY2SoPGFPOqFxrQRhui1pVivGkQ/pqQoNrtI6RkyKnjNdsLpBDE9TYndS1JLc3CkjQdnrefFF19kzzPPGdLJ69gg5LWhGqU2gVKfQLoGU0t+C6az/jWVo9jqLv++uxiELqE1NyKy/jX58288/5rfR/zeEf14h6jRgWyHqLtyXxAlBObDB1H7ehCyjOvOTXzr/R9iel4+Y/EYH3vqiQu2+3stLIrCV9bfSrXXx3Asymdefm5cdllks7M+luHJ558HILV0NgXV0/hw7TxMsswh/yDP953hA8UzsMkq3ckoe8f6uVkyrvWgFsUzFsahQUwx/OVLso1Besq8KCfbURIpNKt53IkyGAwSd5hxPLCWWN8QHd99DD2RwlKcR/WHHsBc4L3ilyh84gwAzvpqTKE4BUe6kbJzxGb6cPaFkQIJhElGLfNiP+Q3jMNKXbgHjep/s9eBLaUQkzKUOrzIkkRnJsC8bOPyA+FuVhcaXaO2j5xmTYlxl7NnqJVp1nye+OkvaGoy+gvoFdkGIddBOmkaBuepV4VqFkyyQcglIIVN5/xrioM4Zk3Wv6YeEfSO+9eYpvxrbghc9f5h69at3HPPPZSVlSFJEk888cQlj9+8eTOSJL3uZ2Dgysyjcg1xYv+5DlG33o6cX3D5k64SpuYTmNpaEIBj43q+8//+lOl5+QxFIvzJbx67IpKXJYm/Wb2eOYXFhJNJ/vLl5xiKGbtau6ryVouLX//qV8Y1za/HXFfFR+oW4FDNtEeD/KTzBO8srMGrmhlNJ3lupIt1uJAliWY9Dv4Q3rQgJcEpJUNxrxH07i/xIFq7UKMJNIsJOZU2jMsiEcIWGccDa4l09NL+rV+iJ1LYp1dQ+4k/vCqSF5pO8HAzAHmNNRQc6kLK6ESjUfpHh7HPr0I+2m8cW1+Eu9sgk3ixldJQdjfvk6jN7ua77UnqVSOu3y1FqLbmowmd7kyQGmchGV3jwFgHy4qMUM3mkwcQr7TQ1NSErMhk5lmujz5eB1uL0SCEjBGqMd8UvmYkT1zFfLwANAVTfgTn/O5Jkbx+phYxVgCSTt6cI1P+NTcQrnpHH41GmT9/Ph/4wAd44IEHrvi85ubm8zq6FBXltqr1SiDOnIC2Y0C2Q1R57jtEqR1nMDcdBcC+ejnf/cSnqPb66A+H+JOnHqc/HLrMCAY+tmQFayqrSGkZ/nbLi3Rk+67KksQf+op5/NEfIIRAbqgmPrOaj02fR6HFzkgyxrfbDnO3r4Iys52YluGx4Q7WCQcmSaJHpBgJBalO6mjAcZug+MwIEjBc4CTZM4AlGEU3KUi6jqQbGvYAGRwPbCDS0Uvn955AaBrOmTVUvf9eZPPVSUOCR0+T9oewelxMjysoyTTJdIquri4cNzWg9IWRxmIIVcZU7sN2LICQQCp24xw2YvNWtwNrWiEqZyhz5KFIMp2ZIHO9RrL1cKSHlYUGse/3d7CgsBqLYuLFnVtJbj6FpENeXh6uVUW0SheoiM0xXheqmZ5Aabg2oRoAUrLhX5NSUdxxXAs7J+df0z0N/ax/zcxjWH2Xrtqewu8Wrpro77jjDu64446rnqioqAiv13vV5+UKor8D0bQbAGXJ8mvSIUoZ6Md8wOhCZZo/h+/99Wep8eUxGAnz0asg+XfMmsv99TPRheCrO7ZybPhcTPXtReU898Mfk8lkMFeXE5g/g3dPm8UMl8/wlG87wjLHOWuDX450sEy34pAU/CLD6UiAhqiRyD3hkCjoGEQWgqDbRigQxD4cQEgSQpYNAk4mGU3GcLxjA7HeQTq//yRC03DPm0Hle+++oHTyUhBCMPLKPmRZZunKFZjiaTIKdDS3g0XFuagG6VmjYbmYVYwnG5uPltqpOBubz5eZk93N99hTrFcNr/kOKcQf2OrQhc7JxBC3TDNqFF4ZPMHHZt/OE088wf79+5GAmTNn8sA73sqXDv4Hly1emCReF6q5RqqacWQk1KZCpISKbE/iXjxJ/5r+UvSerH/NjFPYin4H/WvcKXBcwT9SnXj1742M6+StCgsWLKC0tJRbb72VHTt2XK9pARBjg4iDRhcquXEW8oLcd6GSx0ax7N6OJARK3XS++YUvUuPLYyAS5iO/eYzeKyT5myqr+OMFSwD4rwN72NrdMf7cxoJiDvziV8TjcWylRQSWNHJLSRUrC8rQheD77ccokE3c5DacIn8z1sP0tEyBpBIXOnuSAWaEjDf6aYeMo2cYNaMTs5kZkjLYu4cQYMTlk2nS6TQjoSD2B9aSGA3S+b3HEekMrlnTJ0TyAJFTHSR6hliwaCFOSUVXZTq7u8hkMjhXzkBpG0OKphA2E7Y8N5ZQGl2RsOa7sKUgrYDX6cKETFBOM91RiCxJtGX8LPYY8tHDkV5WFNQhSxLHAt3k61ae/OH/sX+/0Yt39up5fOhDH6I52o4mrqH3yWtDNd5sqOZakrwO6okC5IgZyZz1r7FMfD59uAC93fCvcVW34ijP7d2P0BSEmKqwuta45kRfWlrKt771LX71q1/xq1/9isrKStavX8/Bgwcvek4ymSQUCp33M1GISNDoEKVpSNOqUFavzX2HqEgY684tSJkMUlkp//HVR5hVVGIkXp9+gr4rJPmZ+YX89ap1yJLEE80neKz5xPhzCzw+Bp95Hr/fjz3fx+iK2czJK+a+cqPo6lc9pwnEY9zrM3ZeO0JDqPEkNZIFTQi2Z4I0jFe9Gj1ebYk0aZNCj8eC45Qh89QcVtR4Ek3TGB4dxXrfajKZjJF4TaZxzJjGtPffOyGSF0Iw9PwuZs2aRXFhEUKWGLamSPjDKB47zjnTkJqyuZsFZXjas7r5ahelY8ZbdbRYpSqrmx90ZahWvehC0CfHqLHlkxEaR2N9LM6rBuC3R3YSe/k4fX19mKwmWOnkPff/IbIss6f/2nUBkuPgOgjWLC8q0xOYVkauiXRyHGetDQJWUDTciztQ7KkJD6f7vWitxvvLUd6Fq6o9VysFjLh/vH0pmbYVOR13Cq/HNVfdNDQ00NBwLkyyatUq2tra+PrXv84Pf/jDC57zyCOP8IUvfGHSc4tEPNs8JIFUWIR686bcd4hKJow2gIkk5Pn40pe/zIKKSoKJOH/29JN0Z2Prl0OBzc4X1xktAHf1dPGNA3vGnyu12rDs3Edbfz82l5PRVXModnt4X80cZEli+3AP+0b7+XDxDEyyzOl4iJbgKLfKRk5kpx6mciyOWUDAJDEci1A8XhDlwXHgFBKQsVtQowl0XWd4eBjzbUvAZaPj336CFo1jqyim6oP3I5sm9rYJHDhJqWJj2rRpCCDU4GHk8V0AeDbOQT7Uh5TREQUOXBkVJZUibVfIMzlQY4YVcaXqQdYk+tU4c22G6VxTZohVBcauc1+oi9VF9UgCHnvpGTjYSQqoqKhgbG6aORUzsKoWhmOjnAlevoZhIjBCNTpk5OsTqslCOfMqa4OFXaieSxvjXQp62IXe3Pgq/5rmnFsbJPtnkgmWkYhPvDp3CleG6xa6eTWWLVtGa+vFq0EffvhhgsHg+E9398V7pF4MIpNG7H0BYmFwuVFvuxPJlON68kwG6/YtyJEIwuHgz/7ub7m5cSbxdJqHfvsbWsZGrmgYq6LypXUbybfZORMY48s7No9bGzhUlRmn2mhrbcVstRBcPR+r28WHa+djU1Raw35+2d3M2/Kr8KhmRtIJXhrtYZ1kaOWb9Bi2QBRXRpCQoUVOU5yVUXZX+LA0tSFnNDSrGTWWHC+IkpY2oFSX0Pn9J0mNBDDluan68AMoFvPEXqpIDGnXSerrDbljfF4hw/tPg6ZjqS3G5rAjd/oREihzynD2GEqbdI2XgqARRk8U2SjSrGgIUm4zBYqdhMgQMwlKzG4SeppTiUFmW4v5xS9+QetBQzq5fPlylt6/mqAaZUWpUTy1e+Aa7ObPC9XI1ydUk4Xc40LpPWtt0IO5YBLWBjEb+slr61+T9peR6jdsKYqqL353P4Xc4A3R0R8+fJjS0tKLPm+xWLBMooBJ6Dpi/ysQGAGLFdMddyPZ7BMe74LQdSy7d6D4xxAWM2/71Cd457KVZHSdv3npWU4MX3lRyqdXrKEhv4BAIs7fbXlpvCBKEoKlvcM0HTmKoipk1i5C8zr4YPVsiq0OxpJxvtd+lJu9pVRbnSR1jV+NdLIWB2ZJpl+kGYqEaEjo6ECTHUrbjC+foUIXemcf5mgCXVXGtfJjY2NoVYXYljbS94sXiLX3ItssVH/4rZhcjgm/XPHf7mHWjCzJ13nxh0MkO4ZBlfHePAd5WwcAYmYxvt4EEhArtlEWMb5YRn0S9bpRvt9ui7HMWgPAgXQ/G4oNwtgWaGORVMwP//eHhMNhUCTe+pa3snDBAv7t2P9QYMuj3jcdXeg5D9u8TlVTk0BpvIaqmlfPPWRHPeMFwN7Qj6UsMOGxRNJsWBtkTJhc18a/Rou5SXQsBsBXfAp7/qWb60xh8rjqt2EkEuHw4cMcPnwYgPb2dg4fPkxXl3Eb/PDDD/Pggw+OH/+v//qvPPnkk7S2ttLU1MRDDz3Eyy+/zEc/+tHcXMFrYDQP2QlDPUbzkNvuRPJ4cz0J5oP7UAf6EIrCivc/yKfuuBuAr2x5iR1dHVc81Nsa53Bz9XQyus7ntr5M36uafy8LRGnabYRw7GuXEslzsamkmrmeQtK6xnfOHKXa7Bh3o3x8rItZmglvtnnIwUSAGWEj2XjKKZPfPYKiC8JOK4FEHOugsYOWMsYxgUCAuN2E7dalBPYdZ2zXUZBg2oN3Yy3Ov+D69czld6vpw63McOQhyzJRn4lohYPg84YE1X3TTExtfqRYGuGy4PS4MUcyaCYZe74HWwpSKrg9bmxCISJnKHR5sUkmRvQYeQ4XHtXGWCpKT0s7B556hXA4jOxUWf/OjSxcsIDmwBn6YoOsKjPI5eRoK4HkxPM+r4VpBDz7dYPkTTrqkgjqrOtD8pLfgtpsWBtYq0awVl/ZXeSFINLq+f418w7n3L9Gz5iJta1E6Cbs7gEKpx3J6fjXEn//93+PJEk89NBDFz3m0UcffV3NkNWa4zakE8BV7+j379/Phg0bxv/+1Kc+BcD73vc+Hn30Ufr7+8dJHyCVSvHnf/7n9Pb2YrfbmTdvHi+++OJ5Y+QULUeg8zRIEurNm5CLS3I+henEMUwdZxCSRM1b7uEf3vM+AL5/cB/PtJy64nEWFpfy4YXnFDavllE2BqO0bTWskyvWreB0kZuZrjzuytrq/ry7mWQ6xT3FRrJsW2gQNZ5iumx0VtqqhWgMpMaTr2IkgDWbfO31WnDvO5tYk5AQhMNhQok4zrduJDnip/eXLwJQdNsqXI01F1x/8Ew3p3/8FLP/39uxF134i4DhIOW9YVSTmZCeQFtdh/+nOxCpDOaKPFyVRcib2wCQF1bgbjVCDolaD9P9RrwgUGJmQTYB2+1MsdGUVddog7zNsxhd1/n15ufRuoxCtOKaUkJzddY3GM2/X+rdgSIprCg11FY7+vZf4X/oMjjPVtgI1ZgWRpHs18fB8byq15IA9sb+iRdEabLhXxO3G/418w6imHIrRRRCIn5mGSLlwGSJUFa7E0m6Mdwu9+3bx7e//W3mzbu8hbnb7aa5uXn875wbJU4AV03069evR1yigfKjjz563t+f+cxn+MxnPnPVC5sIRFcL4pQR71NW3YRcfWGCmgzUM62YTx4HwLvhJr75px/HpCi80NbCd/bvvuJxih1O/m7NBhRZ5rkzLTxx+uT4c4WBMGPbjCRl/YqlHC514zVZeLDaSL7uGOlh/9gAHyqegVlWaEuEaQqOcJdkhDb2iCjl/jhWHcKqRF8mQYXfaPvXWeHDmU2+nm0eEovFDDXPXSuRnDa6v/MrRDqDs7Gaolsvbtvsqiwlb84MrHneCz4vxdPk7T2D2WQmHIuQvn82sX2tpLpGkEwKvk3zkbcbt+16QxGF/SkkAfECK2UJKzLgd0Gd5EUSEt2mOIscRkHUyfQwi73VoAmefOG3ZHpHkSSJtevWstt7io2Vq1FlhbZQJ52RXpYUz8NtdhJIhmgabb7geq8GUgKcx0HN3hhcz1ANADEV8/F8hKag5kVwzuuZOMnrEtqpmYiIC1lNkT/vIIo19/41yZ65aOEiJDlN+YxtKKaJK4KuJyKRCO9+97v57ne/y5e//OXLHi9JEiUlud9gTgZvSDL2WkAM9SKOGPp8ef5ClFlzcj6H0teD+ZCxG1QXzedbn/5LPFYbTYMDfGnzC1dcd2NWFL649hbDjXJ0mH/Zs3P8OUsojGn3PnRdZ9bCBRyrzkNG4v01c3CZzHTHwvyi+zR3+copMlkJa2meGu1mg+RCkSTOiCTJcISClCAjwQmboKwna29Q5kVt7cl2iDJyAMl0itHRUczzazHVVzL4zA4S/SMoThuVf3jHJV0oZZNK7Vs2XlBqKWU0fNtPYjOZicViRFZVoPmjhDYbklHPrXMxnxxBSmQQXivuV4VsbEVe7ElDM2/Nd+PSTSQkDdVjI0+2ERNpBpUE1aqXZ377DKO9AyiKwv333096uoKqKCwtNIqlXugx7orWVRgSvu29+9DF5MIR6hh49+sGyasCdXH0uoVqAKSoCcvRAkTKhOKK41o08apXIUBryfrXyBny5x3C5Mi9f01qpIrUkFGpXFq7G4t94hbJucBr5dvJ5MW/2D760Y9y1113sXHjxisaOxKJUFVVRWVlJffddx/Hjx/P1bInjDcF0YvgKOLAy0bzkNoZKEtzr8uVR4ax7NmJJARixnS+9OlPU5W1NviL558mqV154c3Hl6xgRl4+/kScz219edxyWI7GKNh7iFQyxYyGetrnTENDcHdZLXVOo/L1v9uPMtvmYb4jD10IfjnaySJhxSUphITG0WSIuki28tWlUNg9giwEIZeVcCKOZcgwB5MEpBEMDw4h5bmxrl1AtL2Xkc37ACh/+ybUiSZfdYFnZwt2oZBKpegvUTAXeRh7bC/oAmtjGQ6rHak3iJAlTPMqx5t9JOu8lGRDNv5SM7VpQz10xplgodlI4O9O9XCzewbPP/88Q4NDKGaVd7zjHZRUl7Fz5CAby9egygotwQ7aw91Mc5VR46kko2fY0btvYtcEIMDaDq4jAtIykierqim5jtWWMRXzsfxxkncvaUeeYNWr4V8zHTH6Kv8ad+5yF2eRifhIdi0AIL/8GC7fNWga7k6BJ3n5H7dxF1FZWYnH4xn/eeSRRy447M9+9jMOHjx40edfi4aGBr7//e/z5JNP8qMf/Qhd11m1ahU9PdfeZuNSuOHdK0UsYmjl02mksnKUdTfnviAqFMK6ayuSpiEqyvjARz/KuupakpkMf/XCM4zFr3wHdFdtPXfVNaDpOl/ZsYXhrFGZlExRsu8wyWiMyspK9LWLGQ2PMtudz6aSagB+0nkCXdO4s8BwZ9wcHMCe1Jgu28bj8rMDKSSg1yYj/CFs8TRpVaa30IlnlyE3lABNlRnq7EaXwHnHcoSu0/PTZ0GAd+lsPHNnTOzFEgLPgXacCY1MJkNrYpiS9esY+/lutFAcxecgb0XjeFxeWlBOXqfx+sXK7FRELUjAqFdihuRDEhJdphjzHeUokkx7xk+lPY/dL281jPFMEm9/+9uoKKvgyd4X8Vk8LC407uae6zaqoddWLAfg4NBxwunohC5LSoPjBJjGjFdQnpY0+rhehw6D42sIm4xwzVmSX3YG2TTxuxO9uxJ9sBQQ+GY2Yc3LvX+NnrISP7MCIRScvm7yy9743S1Ad3f3ed5bF1L5dXd384lPfIIXXnjhihOqK1euZOXKc+HOVatWMXPmTL797W/zpS99afILnyBu6B29SGWbhyTjSHl5qLfenvPmIVI8bhREJVOIgnwW/+E7+ONsu8FHtr3CqZHhKx6r1pfHx5ca537/yEEODvQZT2Qy5O87TCoYIj8/n/q33MGx8Chu1cx7qw1v+S1D3RwJDPPW/CrMskJ7IsKx8CgrJGPXvU/EKAomsGdthzvlDEVDxu6se1o+9qYzSLpxey9UmaGBATRNw7pyDkqhl+GX95Ia9qN6nJS9ZeKJcufJPlz+OLquc2qgk5J33URk2ymSbYOgyuTfswRldyeSLtCn+fAlFZSUTtqh4nO6saQhYQK314NTV4lJGVSPnSLFQUJkOKWNEdh9mv7+fiRVYtVda6ksq6Q71k9T6DS3Va5FlmSaxk7THe3HabKzuGguANt69lxm9ReGEgbX/izJywJ1XgzT3OtM8n4LpqOF50h+afukSF7rL0HvMTyCPDNOYS+auEf9xSB0xVDYpG2YbQFKp+/5nekn63a7z/u5ENEfOHCAoaEhFi1ahKqqqKrKli1b+Pd//3dUVUW7grt4k8nEwoULL1k3dD1ww+7ohZZB7H0RIgFwOFBvuwvJnOPmIek0lh1bkGNRhMuJ++7b+OKmuwD45fGj/PYqFDZWVeWzq9djVhR29XTx0xOGvBBdx3PgKIyO4XA4uOcD7+Wb3SeRgAerZ+NUjbj8472nucVTMu5I+eRYF+slJ2rWkXI4HmFhQkcAR90K5a2G8dRIgZPMiB9b0NjJCklilDTpWAKlJA/z4nrSgTDDLxshjbL7N6DYJiYHs7cP4+0JAHCqo42iD60ncXqA8HYj+em9fT6W5tFzUsqyfKydUXRZguo88sYkBBAus7Ig7UAgOONKstFs2DpsT3TibRqhr28ARVXwrStnTf1ydKHz/OA2qpzlzMlrQBc6z/UYu/k15cswKSY6Qz20h66+8M7cB44WYRjg2zVMi2LInmvoj/NaZCSUHhdKtwuEjJoXwbWoc8LhGgB9JP9V/jVtOHPsXwNZe4OOxegxH4qapHzGNmTlxupCdcstt3Ds2LHzHvujP/ojGhsb+cu//EuUK9hUaprGsWPHuPPOO6/VMq8INyTRCyEQh7bB2CCYzKi335375iG6jmX3dpSAH2G1IG5dz5fvuo88u52W0RH+fff2qxruk8tWMc3jZSQW5Wu7t529EJxHT2AaGMJkMvHBj3yE7wy1IhBsLK6i0Z1PUtN4tOMYlWYHq9yGtfOvx7qZoZsolEwkhM7uTJjFQeND1OZUcA4GMKc0kmaVQa8N3/aW8XWEp+UR23YIZAnbrUuQZJmBZ7Yj0hnsNeW459dP6OWy9gfwnR4ESaKlvQ3PO5ZDOIn/qQMAOFfU4dRUpP5RhCJhWjgNd4shpYzP8DLdb3xohooV5miGLvyMJcZSRyWKJHM6NQLH+hnqH0VRFVju5N45twFwwN/EQGKEP5n1HgD2Dx9lKD6KKqvjYZuXu3ZyVdDA3gKWfgAJuSiNuiCGZLpOckBhFEIp7V6klPHamEsChrpmMnbDAQ9aSz0g4SjrwlV1JkcLPh/Jvllk/BUgaZTN2I7ZOrGQ2RsJl8vFnDnnizocDgf5+fnjjz/44IOUl5ePx/C/+MUvsmLFCurq6ggEAvzjP/4jnZ2dfOhDH7ru6381bkyiP7EP+tpBzjYPybuIhnvCEwjMB/eiDg4gVAV94zrevWYtS8sriafT/M2Lz15V8vXWmlpuralD03W+tH0zoWyG397cirWzB0mS+PCHP8yziRHGknHKbU7uzurlf9nTTCCZ4F3Z7kj7IiOMJWKszkopt+thpgdTmAUEVYkBPU3t2XaAVfm4D5zirFQ5PquC4M7DAJgX1aMUeEn0DxPYb8RNS+9bP6H8hmk0Qt7RbiRJpqunG8vdc7E4bAw/ugUyOpa6YjzVpcg7DSmlvGQaeR1Ro/q11E55woosIOCEKosPsybjV1L43B7yZBvhTIJTB48hBkMoioJvVRn1dTMosPiIZKJsGd7L3LwGql0VpLTUuNJmafF83GYnY4kAh4avPDYsx8HRBGoEQKA0JFBqk9cv7BBTUVt9hjkZINuT2BsGMBeFJrUGEXGc868pHMAzI/f+NQCp4RpSA40AlFTvw+668vDmjYauri7kV/ln+f1+/viP/5iBgQF8Ph+LFy9m586dzJo16w1c5Q1I9OLMcWgzkorKupuRyytyPofpRBOmjnaEJKGvW82M+gb+JBtb//qubXQG/Vc8VpnTxSeWrgLgB8cOjRdFWTq6sTcbCcn3vOc9DBe4ONzcgirJvK96DqoscyQwxK7RPt6SNw2PamYsneTlQD93S25kSaJFJEjFExQnsxYHboXKFmP8kUIXUs8gatQwtkpWFxLy+xGhGJLLjnWFEfsf/O1OEOCeX4+96uK2FBeDEoqTv+8MsqwwODiItrYGd3khI/+7FT2aRC1yk3/TbORXjGsVs0vIH9NR0oKU24TP6cEWMapfzQVu8tMW0uj0uzVuNRej6zqvHNiFGAwhyzKz1s6jO3+UlfmGZ82zA9vQhMadlUZeYUv/HkLpCBISN08zXvfN3buuWFKpjoDrZNaQzKxjWhhDLrhOIQcd5G43apcRpkHWjUbeNSOTtiEQCavhX6OpmL1j+GY2XROSTwdKSXQZ0tb88mN4CjtyP8kbiM2bN1/y769//et8/etfv34LukLcUMlY0d+JaDISasrSFSh1EwszXApqexvmk8YXiVixBFNVJX+3fiMmRWFLxxmePHXlO0NFkvjr1euwm0wcGeznJ8eNuLy5fwjnUWOcu+++mxlLFvKTFqMU/J6yWspsTkLpJD/tOslMm4d5Dh+6EDw21sU8rHgllajQOJCJMDNkkFCLS8E5HMSc0kiZFYatCvYzRju+jMdOrL6E5H6joYdt3QIkk0pqLEioyQjrFN+x+qpfKzmaJG/HaVRZwe/3E11UjGfmNEZ/vovMaATFbaPg7iUoOzqQdIEo9+BVbYZe3iyjVuaRFzHC34FyKzOyzUROOiKssVUhhODlg7sQAwbJr7l5LSdcXdxdugFFUmgOn6E5fIabSpeRZ/USTIXZ0m80fpmdX0+po4h4JsHOvgOXvxgB1jPgOsY5Q7I14etG8lLQjHqwBLXTA0LGVBDGu6YFe+3w5Ek+ZSJzYhZ62oLJESZ/Tu79awAykTwSZ5YCMp7Ctt8Zhc0UbrAdvTiaLYiaNQd5/sKcj6/092E+aCQl9XmzEQ11fHjJCuoLCvHH4/z9tpevarw/mr+IWQVFhJNJHtm5FV0I1DE/rgOHkQSsWbOGu+65m8/tf5mUrlHv9HFLsVHe/5POk2i6zp3ZRtc7wkOkUynmng3ZiAi1ofS5kI2kMSOrsukpdOLd32xUvyoy0XWzSG45DJqGUlaAWmeMObb7GAhw1ldd1MvmYhDRBJ5XTmAxW4hEIgTm5OFbVMvoL3aT7vUjWU3k/8FyTHt7jKIonw1nZSH2zihCgmR9HtNHjX3GYInCvLNxeXOEea5yrKjsPrSfaO8IkiRx88030+TpYJ6zgTJbMQktybMDW3GbnGwoM+62nul6hbRuaNo3Vhn2B9t795HQLl3lKaWy0snsjZpclZVOXo9tUEZCafei9Bv1ApI5jWNmP+aSYE523Ia1wUxI2FCscfLnHURWc//lpSWcJFpXIoSKw9NLcfX+3xmFzRRuMKJH05Cm16GsXJNzrbw8Noplzw4kIdBrqxEL5zKzsIj3zDf8Ub669WXG4vErHm9uYTHvnGX4YvzTnu0MxaIo4QiePQeRNJ3Zc+bwnve8h5+fOU5HOIBFVnhPlRHH2z7cQ1NohAfypuFUTAym4mwLDnKv5EHKhmziiQRlZ10pPQrl7UNIgN9pwXS8HUk3QhXRZXXo0QSp44a3jXX1XCRJQghBYJ+x4/KtmHtVr1UmFMXz0jEcDheJZJKxBjfexdMZe2wfybZBJFUh/63LsRwdQgolEHYTlrkV48nX6AwvNX4TEjDihTo1D7MuM6aksHlclMkuDh05wlB3H5IksWHDBkJFKSKJOOsLjeTqS0M7iWRivLP2HiyKmY5wD4dHjarbGncldd5qMnqGzd27LnktStCwMpCTgCJQ58ZQyq9PAZQ0YkNt9SKljI+hpXwMe8MAsjk3qh6hS2jNjYioC9mUtTaw5N52QE9bibWsRmgWrI5RyupuHA+b3xfcUEQvlZSh3rwx581DpGgE6w6jQ5QoK0GsWoYiy/zVTRuQJYnftpxia+eVqxOsispnVt5knNt2mm3dnUiJBO7dB5BSaYory/nTP/kTWsJ+nu40pIf3ldeRZ7ExkozzWG8LDTY3c7Mhm1/7u5mDFd/ZloB6hOXZkE2nQ0EJx3FEk2QQRIaGUePGDjZd7EEryyPxnFGRqlaVoFYYTpeJ3iHSgTCSWcU9u/aKry3RP4xry0l8eflkMhn8Mz245lTi/80BEs19oMjk/cFybO1BpKEIwiSjLqsh77Thyhmd5qAiaUPVIWIDn9eHN20mKWn0uTPcqlbR1NREd6eRuF23bh2eyjxeGnuRP6y6B5Nsoj3aw+HASWpclSwsmI0uBE92vDC+xk3VawHYO3CEYCr8+osAEK+STgoJyaGhLo4iu3Lr1nhBJGXUNh/yiGGdLduTOGf3YsrPnTJFCNDa6hABH5KskT/3ECZ77q0NhKYSa1mVNSoLUV6/FVm5jvLTKVwRbiiiVzfehqTmtnmIFI9h3bYZKZlE+Lzo69eAovD2OfNpLCgilExctZTyI4uXUe5yMxSN8F8H9iClM3h2H0CJxbF6PfzVpz6NUBW+c2IfAqh3+lhbaGjFf9J1AkkI7vIZSead4WEiqSS3SUZoY5eIUBnJYNcgLkObTaK+Y8xo0xePoJ7VywOJ+dXogQjpkwZpWlbNHl9j6LiRHHU1VCObr+w1DR46hfNAO8XTpqHrOoHZeVgbivD/ej/x4z0gS+S9ZSm2wThSj2FvIK+sIf9MxDArK7RSaHZji0LSBOkSBw0pOzqC444It1jrOHHiBGfOGF+qa9eupbq2hl+NPs/ivDlU2ktJaime6nsZWZK5r/pWAPYMHaIvZiShyxzFzC1oRBc6L3Zuu/CFaGBvBssggIRckkKdF0PKcV+aC0EasWFu8SLSKkgCW80wttohJCW3O2C9qwoxXATo5M0+ek2sDYQuEWtbjh73oqgJKhq2oJpyb4Z2Jcg4M2SuQGGd4cbS8ucKNxTRSxPoU3rJ8WIxrFtfGu8Qpd+6Dswmih1O/t8Swy/nG3t2XlXIZklJGffOMKRlX9u1jWgyiXvvIdRgGMlq4eFPfxqXy8V/nzzAYDyCSZJ5V5XROGPrcDenw37u9JXjUkyMpBNsDg6wKWtY1i1SDGSS3JT1sjnpUckfDqGmNcYiYaSI4VApAanpxeguG8mtR0AI1GnFqCXn4vCJfsO33DH98qolPZVm4OltuLv9VDUa1xaZU4BSm8fY4/tInOozSP7+JdjDGnLbKEICVtVQ0J0cV9g4C7x4AqBJMFZuZlHKyDectIZZ5phGx6lW2tqML6BVq1dRX1/P1tB+FFUZD9m8MLiDUCbCTSXLKLUXEU3HeL5n6/haz8bmDw0dZyg++rprkWNGByglCkhZ6eT06yCd1CSUNi/KgBMBKO4Yzrm9qK6Jt/u76FR9pei9xv/V23ASa/7EPeovBiEg0bkYLVyMJKepaNhyQ2rlf19wQxF9LiFFo1i3vowcjSCcDvTbbga7cSv96dXrsJlMHO7v49dXobJxmEx8eoVBNI+dOs6hgT6ch45hHhlFqAp/+OEPUl5SyvGxQV7qNQjtrrLpFFrs+FMJnuxtpcJsZ4nDIOSn/D1UY6ZcMpMRgp0iQmMogwwMmyXGJJ2ZgyEikQipV5G8kCWSjeWIjEY6G5s3L6g7b63pUcM90JzvveQ1xbsH6f7x0+QrVhrnG7K52Kx8MjUe/L/cQ6J1wCD5B5Zhjwnkk9lS+uXTKBhMoyY00jYFuSqPohGj8rW/XGFhJh8Zw8emwl2Av7WHlhZDAbRw+SJmzZzFmUQ3J+Nn+EDNH6DKCqfD7RwJnsRrdnNrhfE6P9P1CrGMQZY+i2fc7uDFrtffhRm9XAVkJLDomBZGkfOvfZhBiphQT+YjxU2AwDZ9GFvd0DVRvugj+egdhj23u6YFR2lfzucASPbOJj02DSSd8rodWB1XLjmewvXH7yXRS+EQ1q2vIMdjCJfTIHmn4RmzvLyStdXTyegaf7/9lSu2Hgb44wVLKHI46Q2H+N6h/TgPHcPa04+QJBrvvZ2b5y0iqWX47knD6rjc5mRDkeE38rOuk6R1jbt9FUiSxKHoGH3JGG/LhmwOixjmZGZcM3/SrVLSN0YiGiUSMZKcusOCEk2Sqi1B2MxkTncjEikkpw215nyNvMgmazOxC9+tZMJRBp/dydiuo+Tn5TF3gUGgiVoviUoXoz/ZQapnzPCveetybDGB3GTIOfUlFRQEJcyRNJpZJlOfT82QkVfpK5aYJRWMJ1/TbhNqu5+T2UYNdYsbWDx3EWEtyiuhvawrXEaxtYBYJs4z/ZsBuKfqFiyKmfZQNwdGzpWo3zJtNYqs0DzWRnf4VQSng60drF0AEpIvg2lRFMl6jROGAuR+h9HmT5eRLGlc87pzGot/NfTgq6pey7twTuu4JvOkhqaTGjQK+Eqq9+LwDlyTeaaQO/zeEb0U8GPbvhkpkUB43OibNoDD2MkrksxDK28C4BfHj9Luv3I3v0UlZdxbb4Rg/mnXVtQDh7F29yEkCcvaJXx0k9Fq8BdtTQzFo8hIvLtqFookc9A/yPHQKCtdhRSbbcS0DC8E+lgg2bBLMkGhcVTEWJlNwHbZFTKahr13hEDQ2JmnphVg7hoxdvMzDFJPnTJi8+aZVa9LYHsWNpLoG2Zs11F8S+eM+84n+ocZ29OEf/cx9GQKl8vF4iVLkGWZVLmLSKWD0R9uIzMcMiSUb1uO1Z9GPpol+UXl5CVVLIEkuiIRn5lP7bCCBAz6oNqSh0szzMo63EkauhVOnjSarhTOLWP9wpvQhMbzgR0UWwvGC6OeGdhMVIvT6K1lTl4Dmq7xeMdz41/ELpODVWVGt67nOs+FcqSU0cvVFDD+vm4NQjISyuk8lGzC1VQYwjm3J2eKmtdCRO3opxpAyFgLBvHUXZuq17S/jES3cWdXUHF00gVRWtqJnnlj4vq/T/i9Inq1sx3zoX1IGc1IvG7aAK8y8Hpg1hym5+UTSMT5/sEr9y23KAp/vtwoOPpl0xHOPP0c1v5BhASplXP509vvxq6aOB0Y4bddRnhibWEF0+xuopk0v+huximrrHcXA/BCsA+TLpgj2QCjY1RpXMedEaQkaHUpFJ/oIuA3bpdTVYVIKUMSmJ5WiLCZEck0mXZjp2VqrHrdmn3L5zD42x3EO/tp+acfoFjMZCIxUiOBc8dMr2TJrLkomiBdYCNQYmb00S3o0SSy00rBO1di7o8iHzPm0ReU4dMt2EbiCBnCs/OpG1GRhdEpKs/jpShtJYPOUVeY2X0WTp4wJJG2mV7uXnY7ADvDhwnpUT5UfheSJHEkcJLmcDsm2cR9VUYCdtvAPgbj52LP6ypXYFZMdAS7Oe03krlKICudTGFIJ+fHUEqvvXRSCpuNUE3CSLja6wewVo9cszyASFiMXq+aCbPHT941qnrNhPNJtC8FJDyFreSVnpjUeLpmYaznTuKRJPB4TtY4hQvj94PoMxnMhw9g6jAIQJQWG+oai3n8EKfZzIcWLwPgW/t2j/vRXAneO3cBpU4XZwYH+Ol//heWUT9ClkitmMv8RYtYXFhORtf57sn9CAQu1cxdZYak8cneFsKZFPfnVWKWFbqTUQ5H/Wx8VQK2RyRZGzZ282ecCqbhAJkuYwetFbpJNJThet6orE3OMFqYZboHQdeRvU6UAs/r1mxyOSh/+630P/4yyf5XJetkGffsWgqWzGZ6SKDGUmhuMyMuwdhPtkNGx1TkIe/tyzG1+pFPGDF5fVE5XizY++MICUKz85juN6HqELaBXOikOmk4Uh50BJgxbKb5uEEUSr2d+1fchSLJtCQ6aYq38JbyTXhMLvypIM8PGvH2TRVryLN68SeDvNS749y1yCprypYC2di8AEsP2Nuy0klnVjrpvMbSSQFyrxO13ahulW0pnPO7MHmvPJl/1VOmVTInZ0HajOoIkz/nMFKOG3oDaHEXibaVhq+8t4fi6gOT893RFfy9t6GlfCByb5E8hfPxpid6KRjEumcHciiIAMSCuYh5s+A1oYz3LViC12rjzNjoVSVgqz1e3j5zLm1tbfzdI19FCYURJpXkTQswlRbx/kYj9PB0ZzO9UUPidn/5DGyKSkc0yK7RPirNDuY78hBC8GyglxJUqiULuhDsEVGmRTVsuiGn7IuF8R48jRACxWEjuLoR64luJCBd5EF3G6GCTIexy1arL967Mm/5XFwzpxNp7kA2m1AcVqwlBZisVgoOdGCKxdGtKn2pIKGnjC9Ja10JvvuWoBzsRW4zVC364go8kgVHbwwhQXCWj+qQBXMG4haIltpYnDS+bI7aglT4FdqPGRbPcq2NW5ffgkOxMZYJsjm0j/memcxy16EJjSd6XyClpymzF7OmxCDzx9ufI6Wf25kvLZmP0+xgJO7nSP8JHM1gHgKQkEuz0slr/U5Py6jNechjxl2YuTiIY07PpDzjL4fXN/Q+hGzKvXxQT50tiDJjdY5QWrtrUgVRQkBwYD3peCmynKSm8pkcrnYKF8Kbl+iFQO04g/nwAaMzlM2KvnYllL6e+PJtdt4+x6hi/cbenWiXaH7+asiSxJ8vX82zzzzDj378Y3RNQ3dYSa5dhPA4+YPpsymwOhiKRXi83di91jq9LM8vRReCn3c3I4DbfWUAHIyO0ZeKc2/W5uAUCcJ6hkVRDSEEzf4RPG2Gp7rZbCa8fAbIEqYuY0eeml48vjZt1PhSUcoKLnkNJrcD39Jz+np0nfxD3ViCcXRVonu4n0iX4W3vWt2Aa3UDys4OpK4AQgKxfBqejAlnbwwBBGZ6qYpZsaUMrfxIhZllCSOh3GqJ4Ahq9B3NKoFqHMxduoAKSzEpPc1zge14TE42lRiKmi3De+lLDCEh8UDNbciSzJHREzQHzy9e21BhmJc93/QyrgOgxDCkkzPjKNWpay6dlILZUE1KBVnH0diPpXLsms5rVL02ICIuJDVN/rxDKJbcx7qFphJrXY1I2zFZQ1TMmHxBVHh45f9n773D7Dqv897ft9vpdXrv6B0gQIIUSYmUKJFqVrUs2SqWbOXGsWMllq3EiZzEubp+fO243iiOLatYspplkiJFSmIXSZAgiN6B6b2eXvbZ5bt/7MEMhjPADAhSMhWu5zkPcM7s8u19zn6/9a31rndRznUjcOhsfhDk64ydV9t+PoHesvAdfgFt2EtGysZ63DfctCQef7l9cvde/JrO8YlxnhkaWPNp3tbUyv1/+yWOHDkCgN1cS2XvZjB0WsMx3triteP78rnDVFwHBcEHWzwe+rMzowwVs2wPJmg0gpiuw2OZCdoxqBU6lpQckUVaiw6a5dA7Mow7O4cAAoEAenMt04kg6nQGpWwhdRW7Pr4wNjfrMTuU6Nr7vgrHJXFiBP9sHlfA4MAgxUwO4dNIvHMPgbYalMcuehWvisC9pZ14UVkC8i1mgFDZa+w91qKxr+zRKEf1EsVsgcoJb6IKtseo2tXAzrCXwH4s+zw5t8DHWt+Loej0F4Y5MOvd1321O2gJN1K2y3x/8NElY96Q6KIhXMuJ0yc58+ARVGeeOrmrgJJ8lamTEpThyLwQmUAJmkR2DKFFX3lu/JLTLlS9JherXkOvPJNHugrF3htxSzFUvUTL+idR9euTUCjMbaOY8pyq1qYfEwmPkLtC8fLr9srZzx3QK6k5fM8/i5LPIYVA7tyG3LqRK7lXTZEo79zgebR/fXDtzSkSmRxnn/wWmXQaoaqYO9ZhdzcvnOej63eiKgrPTw5zdNYLo9xc3URjIEzernD/2EVUBG+MeSuMp7KTlFybPSIOwAlKmNKlYTrH2d5+TNNECojEYoT9AUabPa9fH/W8IaspCepiOEqWvQdSBNbWdUsrmCSPDWPkTSSSof5BioUCelOC5Lv2oBkGyg/PITJlpK7g3tpJIuUSGp8H+U1xmioBIkVP4XewVWVvpRodhRnVZCw7gzjlxWJjrUmcHX7eFPeK0g4XTtNvjnBn7X7q/TUU7RL3j3mAHtZDvLXlNgAeHnlqWc/XW5pu4OTJk3znO98GVyCqLPSdRYTvVaZOVhS0s1ULmvFGY4rwpjHEdXR+WotJCW5/55KqV18s86qcpzSwGydXi6JYNK97Et13fZNJKdtFbtoToGus/QnJ2PlXYqgATDkGJWd1OMs5rynB3lfMfn6AXkq0vosYxw4jXBcZDOLeth/qaq6626/u3oumKBwYHuToxBqKS6QkeO4i6vk+MlJSU1/HyI4unHh4YZOb6lrYmKjFdGz+4byXJPUrKnc3eO3bfjDWR9GxuTlSS0wzyNgVns/N0IWPuNAoS5cTbpGGC+P0XRxCSonr1xE9zURmyliGSj4R8K55Yh7o6xNLhil8OtJ2oLI6yyQwkSF5egxhu9i2zfDwMMVS0QvV3LoBMVNEeeSMp0IZ1HFv7yY5ViY4WUYCqU1xmqwAsQI4CvS3Kuy2qwlIlYyocCE9jn7OCy9Vt9Uyu83iffFb0YXGsDnBwfwJOkMt7KvaAcAD44+Rtz1dlre3vomA5mc4P85zk0eWjDuih3BGynzv3vuQUqI0VtC2F1916qRI+dDOViEsFVSX0MZR/M3pV/ek8+YOteJOzDf03nDqVal6BTBHt2CnWkC4NPY8jT+Uvr7jFZrIjns9A2qSR6itOrLKHq/bK2k/H0BfqeB78SDaqBcWkC1NuDfvA//VvdmmSJS3dnuFH39zaPXG0UqpTPjwcYwZj19/++2309tTj5Nb5Nv7VI0P93g84/sHzjJreoD1toZOIrrBRLnA0zOjBBSVW+ZbAz6WmcBFslN4idSjZpbg8bPYkx6Iq9Uxsjd203LBS36m68IgBEq+jFowkUJg1y1l1gifgSyUcdN51Nqlk8DCNrZD/Mw4oXHPIywUCoyMjEAySM0HbsNoSiL6ZhEHvGbeMhHAvbWLqr48gRlvhTG3JUGT6See96QN+loE290qIq5G1ilzerQPfcq7Bw0dTYxuzvG2+K3EtDBZJ8+PM88SVP28o/EOAF6YO86FvBdy64q2zYuWufxz/8PIy8vXJLRMV3Hvj+71vpsWE21r6dWNx0tQB2Je/1YEarhMeMcQWvinwwN3RptwRz1NpHjPWYL1r06hkjnZTWXS6/VQ3/E8odj1sWKschWZsbcgUYlHz9NU95PXJYx/yvaaB3plbhbfc894DbwVBbl7O3LT+iuGai63j2zfhaooPDs0wOnpq/+Y9clpokeOI0wLw+fj1z71KczWOn5weKlw1jvbN5D0B5ks5nlg0GOWVBuBBdGy742cx0Vyc6QWv6IyUSlxvJiiCx8xoTIxO8PEkRfxlyoIIahvbuL87kY0yyWYNZFAptZbPahzXnDTSYTgJTpAWns9lbkspSePojbXoASX5ie0VIHkkUEMWyKlZGZmhun0HJFb1hG+sQchBOKFYZSzXiJWtsSR+1qpOZXBl64gFZjZmqSl5COR85qH9LXAJqpIOAYzmTn6BgfRKw5CCDrXd9HXPcveyFZafPVY0ubh9NOYssJ7Gt9BWAsyWZ7l0SlPVlgVCu+eFy17bvIIo8XLvh8XAhdgfGwIgMYtNcy0Xnh1waOseqGarOc8+JpnCW0cf8XFyK5kzkQ97mA7ANHOC4RehYbeANZcE+aIF0OvbjlKrHrwuo5nVyKkRu7GdQ3CwWHaGn/8Osj/DOy1C/RSol04h3HymBeqCYdwb78ZqtfWQKM2FOId6z39968cvUoHItcleOYCwYseUyRUW81//w+/T7S6il//8XeWbFrtD3JPq7dC+PqFo1jzMgPvbOpGVxTOZGc5nZ0lpGjsDXtsmMcyHh9+B34uXLjA2XPnUKVE8/vobu9guiGMqyokxj1QL8b82D7va1PnPOkDJxnmpea/aTP2wDjuXI7Cd55A39iGMDSwbKJTBao1P0IIKpUKo+NjiE311O3fgxryQclCeaoPMTUvrbClHrGxjpqjcxh5G1cTzG5L0pI3FkD+YgtsEEmqTI3+kQFmp2dQgHA4zLZd2zgcu0ibv5EdIS/5+njmeWbtNDdV7aQz3ILlWtw7+iMc6SVQb67bQ22gmrxV4IeXiZYpJQie9SpdhRC87W1v4wXfDxCvvMy6ZxKUiRB6fwxpqwjVIbRlFF/DKx8Xv5K5M9W4fV7YL9zaR+RVkjawc9WUB7zq4njdeZL1Z6/reK7t90DeCeL3TdPZ8iCK8rqE8c/CXptAb5r4Dj2PNj4KgGxrwd2/d0kB1Gr2kW270FWVF8dGrhibV4olIoeOoafS3nnWtfJHn/19aqNx/ubYATLmUnbF+7u2YKgqp+YmOTTtHbM5EGFXog5XSv551KuKvTlai64oDJsFLpRztJYlZ48dYmbGi7e6TVVsrm5GUVVGo56nHpn1wh/Z6uDi+PLe+Z3o4meXTBg6wXtuovCdJ3DnspjPnMAwDJqamgjOi7flCnkyLUGi99zmATzAWBblmX4vHq8ruDd3oCVDVB+aRSs7OIbC7I4qWtPaIsg3Q5eSIJJyONV/msp8sVlnZycbNm7gWeU4fs3H7VGvIO3F/Cl6zWEa/LXcVuN99qPJp5mpeKGqkBbgjiaPMvnQ0BNehygJxjiELkpwBEIVfPD9H6SmI8Gjx9Orft8vx0RBQ72QRMn6FhQnIzuGUYOv1qyy3NxMFOdCDyAINQ4R7eh9Vc7jFUTd6BVEJYapbT1ynQVRGqnRt+JYcQw9S3fr/ajqT+++vW5L7TUH9MrMtMeqKRW9UM3eXcj13WsK1VyyhD/AuzZ6TJu/P3JoxW2M8SkiR48jKjZS16js3cRH3vp2aqNxxvIZftB3Zsn2XdEkb2hoB+AbF44vfP7O+QrYQ6kJxkp5woq2oE75ZHYSYyqFc6yPmUoFoSoUdrTTGk6g5iTTQYGpCfSyjb9QQQL55GVAX/IeHBlceYJTq+NEPn435tELRDImNRgoQuAKyLeHcTZ3Eb4U8nFcxLExlHlmjIz7cW/twnAF1S/MoNgSK6Ayu72KjlmV+Hyv1wst0C6iKP1znJ3wYsaqX2Pfrr3U1NRw0D1FXpR4X/wuNKEyYI5ysHACXWi8u+lOVKFyOnuRo+nF+/nm5jfg1/yMFiZ4ceYEogyhc6DPAQhE0ubWt+5n88bNvDh5bb0C1mQVBXU4ijoWBilAdQh2T+Fvm/nptBecN1kI4p7bsKhf0/Pq6Ne4lo/ixf3zBVHTNHQ9d50FUYL02J1Y5TpUtURX633o+usSxj9Le01xjfRzZ/E/+agH8tEI7tvfgtzQc00gD/CeTVvxazqnpiZ5YT6Bu2CuS+jEGaIHDyMqNk4ySvmuG6la3827uz0Fx7898Ty2XEqju5SAfXKsn/6c55n2hBNsilVjuy4/GPOKfC558wPFLJNHTpB44Sx2pUIkGsV80zbsthrqC95DNhbxQDiU9kroS1Efjr4YixeWtwyW+pXna1UImowwdcKHIgRWdYDcWzpwtzcu6vvPFVEeOrsA8u66aty3bSRYdKk5PItiS8yYzuzuarpm1IXE6/kWaDR9lI4NMTEP8r7mEG9545upqanhpHuRESZ5c/xmwmqQlJ3l0cxzANxZdzNJI07GyvHQ+JML463yxdlbuwOA7w88ij4B8RekB/KKVwSl35inrd4LZUwUXvL9XY9ZAnUgivFCPepoBKRAr80Qv+UCgY6fMsjnQ7inNiNtHT2aftX0a7yCqEsdonI09fzkusIrUkJ28g2YhTaEsOlseQC/77VdEPXXf/3XtLe34/f72bdvHwcPHrzq9t/5znfYsGEDfr+frVu38oMf/Owrf19THr1+5iRC03A725E37QH92lsC6YrCezdtAeAfTyyleCmFIpFDR9HTXlWptb4Na1sPqAof3XwDuqpybGqUg+NDS/bbVd3AhkQNFcfmO70nFz5/x7w3/8zMKDOVEkFFZXeoimw2y48eeoBQyjtPe3s7vi0djPhKVBdcDBdMFVIB78kOZL0QTTG6NKEqdQ1KFYS1ctl7YDJL4swoSsVFKoLyxirM7sTixGg5iBMTiNMTCAnSp+He2AotcaK9OaIDXoy+VOMnvTFBzwhESh6F8nyLpHbcpjA0gZQSoSv4tse4o/FmNKHSJ0c5yyA3R3bRZNRScS0eTj9NRVp0h9vYlfBWVN8fe5Syu8haubP5FlShcHTsFFMHhgnNAAhE3EbbXlzQq/FrntRA0cpf7etem1kK6mgYbSyMtL3JT40WCfZMYtS8Ase/RnNzYdwzmzyQj2So3nrkVdGvka6g2LcPt5i4rEPUdRZEze6ilNkIuLQ3P0w4OP7KDPZnZN/61rf4zGc+wxe/+EX27dvHn/3Zn3HXXXdx7tw5amtrl23/7LPP8qEPfYgvfOELvP3tb+cb3/gG7373uzl8+DBbtmz5GVyBZ68poJeainvzPmR3xzV78ZfszV3rqAqGmCrkeaxvMd5pjI4TOXrSU7Y0dCr7NuM0eV9kV7yK21q6cKXkb08spWEK4APznv5DQxeYMz3ve1O0is5wnIrr8MMJL5G7N1zNYF8fTzz5JK5lIXWNPdu309jQyAOaR9GsK3gP9GRIQc5fYzDnAWExupQuKueTskphKb1PWA7xs4u0STvmo7irHjc2v7+UMJxGeWEYUfR49rI1jru3FaGrJE6kCE55k0u2PUyxLcL6IQiVvWKoi3U2ydM5KvMTkF7tR+wKcbt/L5pQGZczHJHn6PG3sS3o0fQezR4g7WQJqD7uabgdgOdnjzJYXMyPVPkS7KjazNmzZ/nRD76PUcGTMlg33wXqMo/aULxrseV1aLtYCurIPMA7qheHj5QIdE1h1GV/6uwQ6QrcqTrkYBvS0TCiaaq2HUHRXnn9GmnrFHtvxMnXIBSbpnVPYfivb1IrpLaQn/X0iJrrnyQeWXuf5X+p9qd/+qd86lOf4uMf/zgAX/ziF3nwwQf50pe+xO/93u8t2/7P//zPeetb38rv/M7vAPDf/tt/48c//jF/9Vd/xRe/+MWf6tgvt9cW0L/1DmR93eobXsU+vN0TGfvOyeM40gXHIXTyLIEBLwTgVMep3LQNGVr0nj+62fvxPjncS39mqUb9TXWttIbjFKzKAp0S4K31Xpefn0yPkLUraK6LfeQMj5z1GmzYVWFadm+j0VfFlLBIKw6KK0kWPaCfCnuoptguuuktpcuhpbF4qy6ONp1FH5ha0LnxzeZJnBxFM20kYK5LUt5QBfN680zmUI6MIqbne8uGDNwbWqA5hlpyqH5hBr1gIwWkNsaxqwNsGIBABSqKZDBQInYsi+tIFEUhuC5OodvljcoufMJgTmZ5Tp6gSotxW9S7b4fyJxkwPUB/S90bCGshZswUj08vnTT3JrbzwPe/z+l56WIRddC2F1Ciy73ZlDlDXaiJmkA9velrlMu1FNSRCOpYCC4BfLhEoPtnBPAS5GwVznArlLwcjC8+S3LLMRTtlWepOOUQpYv7cc0IimLR2PM0gfDaey+sZMX0RnJTnlR3ffXz1CRPrLKHZ66rIeVPn4mTzS7toevz+fD5ljpSlUqFF198kc997nMLnymKwp133smBAwdWPO6BAwf4zGc+s+Szu+66i3vvvfeVGfjLtNcU0BOLXtfu+5pb6U5WU6hU+N6ZE6i5PJFDx9CyOSRgb+zA2tq1RNlyZ20Tu+qasVyHfzi9lIapCoUPdHnLsQcGz1GwPe94fSRJZziO5To8OjmImitSf7SPC1mPImluaMLc0MwGJw7ABcVbBSRKEk1CWYWc4aGNUZrXmddVXH0pV95qq8F/ahgtVUAbnSWUqxAZ8h5YJ6RT3F2Pkwx4idb+FOLc1CLAqwK5qQ65pQE0Bf90meSpFIotPWbNtiSKX2djP54KpeIwWcwQHvVWD+FwGP/mGFO1OW4Tu4mIIAVZ4hl5DE1o3BV/A7rQGDLHOFTw1EDXhTvYEluHK12+P/boApUSIJDWOPnCIa9blgC1q4zac+UGIWP5QTYkt9MWXcdz44+t7QfwEoCHeQ++ewqj9mcA8KaBO1WHO1kHFQ9kFL1CpL2XUMPoq9Jq0M5VU+7dh+v40IwCzeuewhe8PqpoMb2R7OStANRWHaK+ZvXiQwBXqozP/AJWsQSs8Tu8gk24Bnln9VBu3vV+UC0tLUs+//znP88f/MEfLPlsZmYGx3Goq1vqXNbV1XH27MrU04mJiRW3v5TD+lnZawvor9Pet9kLsXz/3Gms3n7ix097oRqfjnnjVtyG5UqPv7LZ4xU/2HuayeJS9aXbGtupDYZJmSUeGlrU7bjkzT89PYLVN0zVqX4sVxIMBoneuJVzCUG9qxNGxcRlUPHAs6rkea4zIWUhNKVXvGW75V/+VUm/TqWjlsDANDUnxlDnJyizKUypJYxIFREnxxHjWURlPnErQPbUILc2QFAHVxK7kCUy6C3bzZjO7LYkQUehZwA0BzJWiUImjc/yuOtNTU1YnSqj0TluEltJiiimrPATeYQKFnfH3kBUDZGxc/w4cwCJxFB07qr3uncdmD3CWNkrxMKBQC/4R23y5IklYhQ3jaDEr+7lXUid5PaWt9OT2ExnbAN9matwvm2BOhJBG/VCNOABfLB7Er0291MFeClBpuO4E/XIVBIv+AeKViHUNEy4ZfBV8eIBKjNtlId2eiye0AxN636Cpl9fVW9hbju5aU+zqCZ5hMbaZ9d0P12pMj79HorlHkrl9HWN4eXY8PAw0eii4/hSb/7nzf6PAfr6cIRbWjsol8t843//LZFeL27u1CYwb9oGK4h/7W9spydRQ9Gq8O1zx5b8TRMKv9DhFVzdN3CGius9nF2hOD2RBLlikScfeIjo2DTgeRD7b7+Vvy/2Ay5drhcaGlRMXAFISXIe6OcCi26sYnmfOdoKrq0rMcJBgqEQAnBdl3K5jHM2h/oS3JMBHbmuGtldDfN0TLVokzyVwpfxVg25lhCZniixAnQPA47LdCGDnS8jgGAwSEdHB3PVRUYi0+xU1tMoanCkwzPyGHlK7AltptXX6FW+ZrzkK8Abqm8gqodJVTI8PeNRWtUshM7MywoDu3btIrJF4bnZ1asxp0vjvDDxJPsa3sg9nR/i62f+irny9NKNHIEyGkYfiSDtxRj8zwTgKwbuZC3uVB2Yi2FBI5Yi1DhCoHrqVUm4gqdCaY5uoTLlNYiPJAep7zx43eya/OweCrO7AairfoGGmgPXDPKKsNhQ+53Vd3qFLRqNLgH6lay6uhpVVZmcXFo1Pzk5SX39yn0e6uvrr2n7n5ZdM2Hsqaee4h3veAeNjY0IIdYUe3riiSfYtWsXPp+P7u5uvvzlL7+MoV6fvWvDJoYGB/n1f/2vcXr7vTZ/W7owb9+zIsgL4EMbdwFw38WTZCtLi6NubWynyh9ktlzk8dHFpNOb69sYHR3li3/zv1DHppFCsO6Gndx9992cF0UsXFQJLa53zj7FO67fhoANLpD2Lz4tiust36Wy9AnS8ia1B/uI9s8ggErST77ej60LpKYgwwayJoS7pR7nrvW479mK3NbogbyUBMeL1D0/jS9jeZWuWxNk1seoSUPPEFhlk8nZaez5oqyGhgY2bNhAqrrEUGSaDaKNLtGMlJLn5SnmyNJk1LEn5IWynsoeYs72QgIJPcYNSW819fDEU9iOg78fooelB/I+l3e89+285S1vYah0Yc3f6RPDD5AqTxPzJfnk1t9lZ61XZIXrdXrSDzagDcSRtjqvSzNIbP9FjLqfDshLCW4qjn12A/ah3bjDbWD6EZpFqHmQ2huepWbnIYJ1E68ayDvFGIUzb1wA+arGkzR0HbhukM9N7V8A+YbaZ2isvRaQf+8CyG+q+wYx//XJLLxaZhgGu3fv5tFHF6WxXdfl0Ucf5aabblpxn5tuumnJ9gA//vGPr7j9T8uu2aMvFAps376dT3ziE7znPe9Zdfv+/n7uuecePv3pT/P1r3+dRx99lE9+8pM0NDRw1113vaxBX6tpQhAdneC3/9sXqFQquAEflZu24tYmr7jP/sZ2OmJJilaFey+eXPI3VSi8q90r5X9g8NyC1EGdL0j21AXue/xxXNfFDfpQbtrIm3r2IaXkSMkTJWtyfWgIcjjMCC80EzW9Y+R9AucyUHfnpYcVZz5eKyXhoTliFyYRrsTVFUrb67CaI2u6F4rpkDiTITDjAbgZN5jbEsfxqTRPSuqnJdlslmLRc7OVgEpPWzeRcITx4ByDkSlaRB1bFA84jsrzjDFNQPFxR/RGhBCcLvZyvjywcM431d6IKlQu5gcZmB4mchq0HFzqAOXfarG5x5sgZi+FdNZgllvhq6f/gnd2fYSO2Hre1v5BQrO1HHrhRdz57n1K0CTYPYXRkP6pefCyoi/G3l/qvTeMEqiZfNWAfWEMEioT6zDHN4JUUbUy9R0HCSfWoNB61eMKshO3Usp6fRWa65+gJnl8lb08WwT57gWQjwf6yf4L1qP/zGc+w0c/+lH27NnD3r17+bM/+zMKhcICC+dXfuVXaGpq4gtf+AIAv/Vbv8Vtt93Gn/zJn3DPPffwzW9+k0OHDvE3f/M3P8vLuHagf9vb3sbb3va2NW//xS9+kY6ODv7kT/4EgI0bN/L000/zP/7H//jpAL3j0NE3zN/f+xAAbkM15X1bwH9luQQFwYc3ed7KvRdPUrCWcotva2ynJhAiZZZ4bN6bF6ZF8vhZHh32ZBkqzUlKuzq5Le4lffqtHBnXO07bvDc/qJiXQrTETA/IM76laHQpZKNZDmqpQuLkGP6Ul1C16oIUd9QjA2v4GqUkOF4ifj6DYkuvr2tHhFxHGCGhawTCMxWm02kcx/P2jKYgm2rXoakaE8EUA9EpqkSMPcILWZ2Xg/TiiWvdHt073w4wzTO5wwunbfDXsiHaheM6PPLC48TOSa+kVnPRtpRQmyyihpcbqTgm5iWEXqPlKmm+fuav2aTuI3W8zOysN5kGQwFat4YpV58mZ6ev6Zgvx6QEmZmPvc8luLRYFppFsG6cUOPIq9IcZCVzzRCl/j04Ba8COxwfoa7jheuOx7uuRmbsTsxCG+DS2vgIVfG16eG4rsb4zPsoljuXgPy/dPvgBz/I9PQ0//k//2cmJibYsWMHDz/88ELCdWhoCOUy8sb+/fv5xje+we///u/zH/7Df6Cnp4d77733Z8qhh59CjP7AgQPceeedSz676667+Lf/9t9ecR/TNDEva879UirUWk0plogePEIqk0VRFLa8+Xaei6urcvBvbuqgNZogXzG598JSmpgiBO9o87yZ7w+cxXId9JkM8aMXmTMraJqGsXs9maYwihBs8XmrhmPz3rwioVF67IBhZfEagxUP6PPG0rGVw4antZ4uUH8ghbAlUhWUttRQaY+tqZ5Az1rEz6UXYvGVqM7cpjh2WEezJd2DEqbzzOa9hKz0C0IbEmzUOhAIJoIp+qOThESA/WIbqlAYlVMclxcB2Bjoot3XhCMdfpw5gM1iWODGqh3k83nu/9EDuBNFQCCqLfRtRURg/ppt7/s1VB9+NUjZKa56TQvmCNT+GBfHvAlWN1T27buRG/bsRZ8vqJstDTGYOcRA9hCp8itYScsl770Wd7J+qfceTRFq/Ol47wtjkWDNdGCObEG6OopiUdt2mGh1/3WvZhw7QGrkbdhmDULYtDc9TDy6Np684xqMTX+AstmKIirzID9wfQP6Kdpv/MZv8Bu/8Rsr/u2JJ55Y9tn73/9+3v/+97/Ko7o2e9WB/kp0o2w2S6lUIhAILNvnC1/4Av/lv/yX6zqvmskSO/AiimkSjUb57Gc/yx/1H4HC1deJAvjFDTsAz5sv2ksbd9xU10JdMEy2Uubx4V5C54YIXRxF4CVv9r/9Lr6W8wqxOo0oYVWn4FpcrHhgVid1dBSKOMyKxUKYoOWBXlFf+kS6QNGqICsWArCTfq/4Kby6gJtWtIn25ghOel6yqwqyHRHyrSFQBMGSpKPXojCTxra9sbhNGrHuKtYVmhEIJudBXhMqN4vtC1z5g9KjTEbVMDdHvNqE5/PHF+LyAFEtjDbp8q2nvuVN3IpE21BCeUkfV8utkKnMEjOqaAy205dbGy9eZA20c0lEyQN0X/MswfUTXPSdxRo/QWf8JpoiW6gKtFIVaGVX/XsoWmkmCmcZz59hvHCGjHntlZuL3nudx5yR8967ahGsHyfUMIIe/ulqu7iWn/LALuysl/QLRiap73we3XcNk+YVzDbjzI3cjWtH0NQSnS3fJxRcG13QdkKMTX8As9KAKspsrv86Uf8rO9m+bqvbv0jWzec+97klRQfZbHYZ7/Vqps3OEXv+MMKyidXV8mf/zx8xYBWZPLl6MPCG+lbaYkkKVoXv955a9vd72jwZ4vvOHCV44DjGvCb85m1becfd9/CtyUVxrs1+z5s/VU7hzjfNaHA9gB5TKgthG6TEN+8El7VFBPRPZUmeHkPOUyO1oI/cngbc4NX5wkamQmi4QHCyxCVtqmJdgExPFMfv0QsTGZe6cwUy8wFSqYOzzUdVoorudIMH8oE0fdFJhBDsE1uIihBFWeZZeQwHz0u9PXoDutAYrUxyrHhuYQzCgvhFjUeGH/Hex+YlDCIre7d92bPsrL6ZNza+k9ELfZjuVfquuqAOLjYAET6L8JaRBbkCyy1zMf0MF9PP4FPDtER30B7dQ1NkK0E9Tmf8Rjrn2xgWrTRj+dOM5U8xlj9FwZq94mmv7L2nCTaOEKiZRPkpee+XmzXXhDm0A9fxIYRDdcsxEnXnX5GcRKVYT2b0LlzXj89I09V6Hz5jbbz7ipVkdOqD2E4CTSmypf5rhH2vbUmE16q96kB/JbpRNBpd0ZuHlavU1mrG+CSRF48hHBenJs5//b//O7W1tfzNTx5e0/7vW++Jkz3Ud2ZZbH5zopb2SILjJ0/y4j9+D8O0kJpCzf6dvOe2u8laJieyXjLRJ1S6DY++dbK8WHVYPx+2mRCLKwXNXcR8S52XMDg3QWgsDYATMQhoBoYFNS/OktoYx0z4QJ3fy5XoBRv/dJnAdBkjt3jsUrWPbFcUKzI/OUhJ87CNMZAhX/Guz61RcXb4qJbxpSAfmwAB20QPDaIaWzockMcp4+23MdBFk1GHJW0ezy4KPWlzEDoLOTONEILaTTFSrQNXFQV7ZvKHdETWE/dV8wsdn+CR0X9mprwcFEReRz2XRCl4E6bRmCK0cQxFXxlgTSfPxdTTXEw9jSp0aoKd1Ic20hDeSG2wm6Aepzuxn+6Ex9hJm+NM5M8wUTjHeOEMRSuFmw/jjjcgZ6pX8N5H0cM/fT0c8GQMSsPbsedaAfAF52joeg5f4OWFOl9q5VwnmfE3IaVKKDBOZ8v30bS1NT4vmY1MTH8A2w3i1+bYXP8PBPTrq7593V6+vepAf9NNNy1Tb3u16Ea+wRHCx04iJNhNNfS86y666xspWhWeHl5dx3tLdT2bquqoODb3r+DN393czf3338/jjz+OAJxYkOK+Hn5pi+cdPp8exZn33HuMKJpQmLZLTDvzmjBSkJDeLZ9UlgI9eIqQRqroSRiULU/CoCdBeUMVBVtSc3gWvWBTc3QOCTgB1WtvZzpcriorBRTrA+RbQljRxRCParm0nSlhTWepSAkK2Jt9yDaNqnJ0RZBvpZ4e4a2mXpCnSOGtAAyhsy/sdSI6mD9OzilcVvzknS8Wi3HnnXfyuPVtxCpsPsut8ODQN3hv56doCLbyke5/w8XsKU6lXmQwdx5XuihDUbShKEiBMGxCm0fx1a0d1BxpMVE4x0ThHEen7p0H/i4aw5toDG+hJthJ3NdA3NfA+uQbGRsb4+CLzzE5tsjP1yMZQo3DBGp/Nt77JbOztZQGdiOtAOBS1XiGqsZTCOWVGVMhtYXc1H5AEIv00t708JopmfliD5Oz78aVOmFjlE3138BQX91Q1qRjkFtDZWzR+T+zvdU1A30+n+fixYsL7/v7+zl69CjJZJLW1lY+97nPMTo6yle/+lUAPv3pT/NXf/VXfPazn+UTn/gEjz32GN/+9rd58MEHX7mrkJLAhX5CZ7zqVLujicoNG3nbOo+7/eTgRUxndWGo963zvPlHBi8wV14a22xC58l//C6Dgx7n1+yqo7y1jSp/iO5QEldKnk+NLmy/3hcH4KyZXvisSmqIeVplSSw+kK7w+Lmzs7PUnPe2d4I6xV11OPONRlwVpvZUE+3LERovotgSrbT44LmKwKzyUar2Ua7x4xpL5RKiaZuqUxkqpfkEcETFusEHIYXqYpTujAfyU5eBfIIIu4WXeD4t+xhlEfB2hzYRUHzM2RlOFC8sK37ytbt84M0fQNVUCkNr489Nlcf4xoW/5Ob6u1gf305PbCs9sa2MTY/yyKOPkJv1PGdfXZ7gpiEU3/VVkHrAf5aJwlkOT34PXQlQH9qIv9DK5DmL2ek04FUDd3d3s3nzRvRoisn8i0wVjpIzh+DyPrY/BZOuSnlkC9a0p4yq+7I0dD1PIHzlkNM1HV9CfmYfhbkdAFQnjtFc/9Sa9enTuV1Mp94CKCQC59lQ+x1UZfUG9a/bq2vXDPSHDh3ijW9848L7S7H0j370o3z5y19mfHycoaFFGd+Ojg4efPBBfvu3f5s///M/p7m5mb/927995aiVUhI6dZZArwfA1oZ2rO09GJrG7W09ADy8gnf+UmuLJthT34IjXf7p/FJesDGVQpzoZ7Bsovt8pHe2YTd58fcbE00AnMvPkrY9z90QCh2Gx2s/dxnQV8+HbWZe8sNXcyWGh0epzIdSzLYYpS01oC+NdUhdIbM+RmZdFKXiohVtEAI7oOIaysoMHClp6C2jD2UW+P50+bA2aiAEVaXIAshf7sn70LlJbEOdV6M8LRepcEHFz9Z5VcpnM0fw9UsCg9JbSvhc9O1Fko1JdF3HdK6NLpmx5vjB8D9ycPpxNsV34wwZHH7hCI7jYBgGt956K+vWraPsZMhb0+TtWQrWDEU7RdGeo2inKdopbLm2EMNltwlzxk//URuZn5/QhEt1q8XGLe201W4g7GsEGqkKbmYTv0LZTjGVP8JU4TDThaPY10gNvVZzilFKfftwTe+3Fa89T03LMRT1lZFMkFIhM3475Zz33DTUPEtd9aE1xfqlhNnM7aSyXgisLvIi3VUPIsTPbtXzui3aNQP97bffjpRXnt1Xqnq9/fbbOXLkyPKNr9dcl/CRk/hHvCKQyo512BvaAdjf3EnI8DGRz3JiavUikXd2ezzXA6MDi5o2UhLsHSV8bhgLaG1tJX9DNzPMFxMh2B1rBOD59GKz5nY9gioU5myTWWeRQhmXnpedusS2cSWR/mmifdNUJKiqSmlHHaWW5T1gl5gQuD6Vik+96mb+gkP9iSx2voQLKD6Vyg0GMuHtV1OM0ZWpX2DX9EUnF5IFe8UWgsJPVhZ4Xi4tGNsWXI8qVHpnB0k/N0HgsuInbUsJYUiydgpb2vjUAAm9hpT1EnmCVWwmNc2zzx9EyXhJz0S9nxtv3UVDoh4hBAEtTkCLU0PPivtbbmke9OfmJwFvIihYsxTsWYp2ConrMWjmkjgjLVDw7rtQHIKNI0RaBlF9Jn2Fp+jr/ypBvY7a0C7qwrtIBjfh1xK0xt9Ea/xNOK7FTPEEE7nnGM89j+W+cnF7jzbZjjm8DSk1NL1IfedBQrFXTijLdXXSo2+mUmzB48g/SlX8zKr7eeNTmJx9O7mi9wy1xh+jJf7UmiaImdI+CmYOeOblD/51W9X+RbJu1mS2TfSFoxhTM0ghPP349saFP9/R4bFjHu0/t+riOmL4uL3FWwovxOZdl+jxXgKjXh/Xm2++md133s5/O7lY3rw+XEVU95G3K5zJzSx83u2LAXCxspSdEJuPz6eFg1YwSZ4Yxch6XqA/Gqaxupb+qMp1E+KkpG7QxNefwZ4vflIafZg7tIUEbk0xRnemAWCBJ38J5DfSQZ1IYkuH5+SJJbx4TWhs8ndx4cIFDh99Ec1hSfHTJbOlxUipl/bgenbEbuGJmXuRawlzzDfj1vpinsKk6hBaP4FomeNg9gXIgq4EiOh1hLQqwno1QS1JSEsS1JIEtTiGGkJXAsSMADGjYcXTOI7Nxf6znD51lvz8d6CokkRLhkDzBaSWXrZP0ZpkIP0QA+mHEGgkgxuoC+2iLryHsK+JurA3CWyt/3XmimcYzz/HeO45TPvld1iSrkp5cAfWXBsAodgY9Z3PX3fx0+V2OUdeERU6Wh4iGl6bLIHj+hiffg8lswOBQ3f196mLHF11PylhvHAXk8U7KeQzwP+8vot43a5qr0mgF5UK0ecOo6fSSFXBvHk7bmPNwt8Dms7eRu/BeHTg3JUOs2B3ta/Hp2pcTM9wenYSbIf44fP4ptNIIXjrO9/OW29/E1+58MKS/XbGPM7ykczEQhIWPI8eoK9yWaJQQliqSCkxhyepuziOcCRSUyhuryWshlFTguo0pGIv985AMO9SfzpHJVvwvHhdwd7hw6pf9P5rC3E6s15tw3hwjoHo1ALIVxFjk/DUNw/Ls2RZmkRrcms48JNnF2RXX1r8dLmdzh2iNdBDZ2gjqlB5YuY+bHmVeK2pop1PoKQ8NpaWKBDeOowaXLqP5ZaYMweYMwdWPIwmfAS0OEEtPg/+iYV/A0qC6ZE8p0+dWSjE03WdDRs2sHHjxgW2V8XJULBGyVsj5K1h8tYQhcoILvONWrCZLZ5ktniS09NfJWw00xDZR0NkPzF/O9WhLVSHtrCl9hPMlc4ymn2KseyzWO7ak5JOOUSp70bcUgxwqW4+TrLh7Csq5WBXYqRG7saxomhqkc7W+wkF1iZDYdthRqc/SMWqQxUmG2q/TSK4OulBSoWh3PuYK3v9Cuq1V6Hv7+u2xF5zQK+UykQPHELL5ZGGhnnrLtzq+JJtbmzuwFA1hrMp+tNXT1KpQvCOLq+t3f0XTyJMi/ihsxjpPFJVqL5jL2+9/U0U7QrPTS/mHgyhsCXidaA6nFmkAVapPiKqjiVdRqzFh9pA4JRNTp87RyDleXhWTZDirjpkQGe6IqlPQTwPgbKk5L+2p9moSBoHK8iRNJVLXnytgblLh8uKsBrySdpz3rgvyRpcAnkNlb1iM0IIBuU4QywNDeiTULgwRdZyEIpA3VBYVvx0uY2XB3ls+nvcXvNu2oLreH/Tv+J8/hjDxYvMViZwLq0UJChTQfReT4AMxSW4bgJ/2+zLAjVbmuSsSXLWIq1XugI5XYsz0gSmN5EoukNdu0Vzl04kkKIoe5F2HX6tCkONYagxEv5NC8dwpU3BGiVXGSBnDZCr9JOrDCGxyVdGuDA7woXZfyKo11EfvoGGyE0kgxuoCm6iKriJzbW/ymT+BUayTzGVP4LkygQBK92AObAb1zFQ9RKNXc8SjF5b+Gs1q5RqyYy+FccJYOhputvWzpE3KzWMTX8A24mhqzk2132dsG/1UJLj+ujP/jK5ynrAoV2/F5/z3HVeyeu2mr2mgF7JF4gdOYlaKuMGfJi370bGlsez3zAfhnlq6OKyv73UbmxspyoQIlUu8vS50ySfO4lWNHF1leLNG/jwDV5y6dmpQUx38cHcEK7GUFRmKkWGy4uee4vujWfUKix6+VISHs9y6OxZbNv2JAw2V1PpiC8kUE1DkIpKkllPIvh0h8TRVkc5vympnZEERvIUcl5cWGgCe7sfq3FpDP9ykB8NzTIUmV4k8ANbRTchESAvSxyRS4ufgufBmAIHh2QyiX97hdng6iGJwdJ5Hp78R95QdQ8xPcmO2M3siN2MIx3mKlPMFiY5f7iPzHgBCfhjLjU7CqhhHUdW4WLjStuLp+PiSnfh/2thvEhX4E7W4Y42L2nuEW4ZINQ4gqI5jJWBy3K3qvAR1BoJ6U2E9WbCRgthvQ1DjRIx2ogYbcBtALjSIlcZJGOeJ22eI105T9GapC/1AH2pB/BrSZqib6ApeisxfzuN0f00RvdTcXKMZJ5iKPMoOXMxTCIlmGObqUx4oUd/eJqm7mfQjGtLLq9m5XwrmbE7kVIn6J+ks/V+dG1tyeRiuZWJmffhuH4C+gyb6/4Bv55edT/LidCb+QQluxmFCl3GN4ir53hlWP+v29XsNQX0sQOHUCW4kaAH8qHlBVeGqnJjUzsATw+tvox8W4dHH/zuwWeIPnMc1bRwgz4KN28gmIyxM+nF/X8yuVTXY2vUC32cyC4tBmvSQ4AH9ABKxSZ+ZpzgZBYbCEUijO+two0slzAYbIBQCfwV2DAIw3WSbIhlbBrdkiSyEM9BKGOTTqcpWPPhjVqNyk4fXK6ZI6E1V0PTvMjVSHiG4cjMkmPWkKBLNAPwojyzEJe/VPykmICQ9GzsYeeWXTxVuhfWSKiYNIf53tjf0B7cQHtwA/X+FgJqiNKkxfHnzmOaJkIItm3bxpYtW5aIRK1mrnTmJwAHiYMrHVxsKnaZkcFxhvsmsE1vgtZ9Cg3tOlXNClJtw5E12LKA7eaxZA5b5pA4ONIkZ/WTs5aKbvnUKiJGOxG9nYjRTtTowFCjxHzdxHzdtHI3UrrkrAHmyqdIlU+SMS/SO3cfvXP3EfW10xy7jabILfj1JJ3Je+hM3sNc8SwD6YcYnTtCsW8nzvxknKg7R03LsVeMG3/JiukNZCffAChEwwO0Nz+0ZgpkrrCRydl3INGI+obYWPeP6OrqE0TZrqE3/UkqbhKNHOt8XyGkjK663+v2ythrCuhFxcKpq8K8bRf4VtZ62d3QSkA3mCzkODs7ueI2l6wuGGFHbRPHjh3jua9/B9V2cGJBCjdvQAYM9tW0oSkqA/k5hgvphf00obAp4ikunsgtjWc2ah7vfdQqYKSLJI+PoJUtENDe1k5NWxOjkZWX4LYmuNAq2dAPwTKsHwRTB9OQ2F5eEn8FfBZIKSkWi0xfEnzTwN7qQzZpSycGCe3ZWhqKHh10MDLFWGhphaKCwh7hyS73yVGmSS0rfhIhB217kc3Nm1AUBcG1xVRcXPqKp+krngZb4O+rxZ3wvsNgVGfLvnaqkyEK7iSqNFCFDxUdIVRUceWfqSJUQEUVHnXVtm36+/vp7e1dEMbz+/309PTQ1taGql6dqWS7BSoyg+WmMN0UFTmL6c5gOjOUnWlmSi8yU1psKRlQa4n6uon71hH3bSCkNxI1OokanbRH34HjVkibZ5ktH2O2dIzTU1/h9NTXqA1tpyV2B/WRG0gGN+AWqxk434pTKiMUh/qO54lWDV1lpNduL20WkoydprXxsTVTIFPZvcykPYHCquBp1td8D0VZvT4lX+mgL/0xHIL4xAzrjC/hV15+gvp1u3Z7TQG9W5vEeuMe0K887P3NnQA8s4ZK2De1dvPII4/wzW9+E6TErolSuHEdGN7xb6zxErrPTg4s2a8zmMCnaGSsMkOlxYWnjkJC9SGlJN07RM25MYT0+rfKXc20q21UVnmoSn7BiR5J4zRUpz1Q973E2XIch9lcGqc0L2FQ7UkYEFjqCStS0JVuoLocRSLpi00wtUJ/0PW0ERIBirLMMTlf/HQaLjlqSquJtrGE0GDWGadJ6aJJ72LOvPpEupKJlA/tfBLX1ACJv2Maf88Uvcpheq8SHhYo3kuoCMTCe0WoCBSQGtZ4gvJwEml5YK4HbGraSiSbsqhqhnHrJKodQCOAqoTQRBBNhNBEGE2EUYSGpoTQCIHauOI4Km6GsjtByRmn5IxRdEeYKr7AZPFZAAwlTtK/iYR/C0n/ZnxqgqrANqoC2yDxy+Qrw0yXDjFVOsiLY/8vhhInmLuD4fMgXUk0GuWWW25Gap1MpL5L0Vz9d7wWk1KQnXwDpYw3oddVH6Sh5rk1c+Rn0neQzu0DoCH6PJ3Jh9dURJUqb2Uw+yEkOiExRI/vK+ji+oXWXrdrs9cU0Js3b0e7CsgLYH+zxxh5ZvjqEqrClRQPHucff+Jl/CvtNZR2diw0Bq/xh+iKVuFKl4MzSz2rS978mfxLwh+aH9d1eeb55wj1z3P7G8MUd9bhU3WPGigFYr626Epma4KhBhiplYRLoNte71ZHSJxciWB/BmF7sivuJgO3XV8W3lFdhQ2pZqKVIC6S3tg4M8Hl0VA/PjYIb0I75pxHH3AIDC0tflJqFr22QescTXoX7fpG5pxJRu01ApEjUAdiqKMeI0kJmoS3jqAn1vbQL8Tlpf3SP+Bmozi97VDyVlOqv0ikrc/r3KRIUg6whpoiVYTQRRRDiWOIBIaSwKdUzb9q0JUohhLDUGJEtfWLQ5AuZXeCgjNM0RkiZw4wWXweiUNQa6QqsI1q/w5ivnVevN9ooSP2C6QLgxw7fpihSQ8wkzUF9u7bQCKWBG4hGbmFbPE4E6nvki2+/DqUl+rIt9Q/QXXy5Kr7gdcsZHL27eSLHmGhPfEjmmJr6ws7VbyZ0fw7AYW4copO41uo4tWpkp2uBAhUVld0LVUqq27z82ivKaBHvXrstitRQzIQomhVOD515fifsGyaTw3x3KinzFjZ0kqpp34JWO6t9oSizqSnyFpLOcvrQl6s++xLgD7mKDz22GNMTU0hBZ5mfGcchMCULhYuOgoRVyOrrr7kdVVBdj7XrFQc4mczhKa8pJwbV3B2+iG8/J74bZ31qWaCtg9bOJxLjJK9glztetGKKlRG8uNkT00TyAMIlMYK2mav+Olym3KGmXUmqFLr2Rt4M+NWN73WSWac8fkE6XITOR3tbNWinHDLrMeN11beXsWHhh8VP9r8SxUGKj5UDFQMFAywVaYHKqQnvXui6QrN7XGqattRlC1ertYB7z+Xkrge6rtUkMLCpYJLGRcTlxKOKFJxipSYwiaPZLE5jEoAv1qLX2kgoDYQVJoIqM3oSpiA2khAbQQ8r9eVFgVngJx9kXTxAiO5R1AVH1W+HUSVnWTHA/T3D2LbAiEE69bXEa8/w+D0HzORrqE+8R6SkVuJBrcRDW6jUL7I+Nw3SReeX/GeXclc209q9K1Y5TqEsGhv/iHxyNp15Men37vAke+puY/a8OrdpKQUjOXvYarkJaxr1QO06t9fs4zC6/bK22sL6FexPY0eOB+ZGMF2VwYRpVgm8cJZKvkShmFww7vfxg+c5SGIvTXesV7qzUc1H7W+EK6UXCwsxhm1gknpaB+5QglF18juqcOuCy3uKCCtWdTYPhK2sSagv2T+6TKJM2nUiosU4K4zcLt1UJa7VTEzyLpUE5pUqSgWZ5IjFK9QXBPAR4dsZGh4iAu9FzxxNX2++KlxZc9LIvlJ8X7WGztZb+yiQe+gQe/AkiYpZ5qSzFN2i9hY2I5NdrBEtt8ECZpP0LI1SKKmFpXtHmiL5aAuriZziZefmJ2dpbe3d0E2or6+nvb29oVmI2uylXDnJZ+5mNhkvZdIY7sZTObIixeweBhXlNBFjKDaQlBtIaS2EVLbUQmimI3oxTj+4iacYp5cYY7egonrLFZqhyM627ftoaamDriRutiHyZaeYyL1A0Zmv0Jd/N3UxN5KyN9Nd+Pvky+fY2z2G2SLh1nN7Ep0niMfQ1VLdF2rjvzUBzGteo8jX/ctEoHVJwhXqgxmf5G0uQOAZu0h6rW1Vcm+bq+e/VwB/a56T2XxxfGVk1h6Kkf8xXMopkU0FuO3fvM3+d/jx+EleaFaf5iWUBzbdTk8u3Rl0BmMAzBazlGep1v65gpUHRvCtlxCoRDJmzcyt0KYZFatUGP7aLT8DK6hIYSwXeLns4TGvG1lWMHe6YP4CglFCc35Kprz1QgEWb3I+cQo1lV0UFrNOo6fOU5qntcvauaLn/xX97wkLmcrLzJq99FjbKdObcWvBKnVmhe2yeVyHDt2jGzGm2QaGhrYsmULhrH68ho8wTGHMjZlHExsTBxpUjbLTPaVKM55E7kRcKjvyROITzHHEaRwYJ56eekqvMTxfFxfagguvbyVgYIPBT+KDKISQCWESsj7DB8GNRjULJ0EpDfhVOwMeXOGkpkiZRapmOewy324leCCpPFSUxBCEIkEqGvK44s+R8q5Dyezn3jwjfj1NuLBW4kHb6VsDZIq/IiJuV+nLnEPtfF3EvavZ13TfyFbPM7ozJcpmCs3U7fK1WRG3objBDH0DF2t9+H3pdd07z0d+V/EduLoSp7N9V9fk4687frpz3yMvNWFwKZD/yeqtKNrOufr9urazw3Qq0JhS62XQDsyObLs776xGWLHLiJcia86zn/63f+IDBicP73cm98+T6k8n52mYC+N6bUF4gAMFNMABEdTJE57SddwVZy7br+D58UEK9XCDBlF1pth6mw/IUelcBUQNtImyZNptLLHxnc7ddwNxqIG/eXXZut0pxuIWl6MeiqQoS82gbzSUlmCMQmz50dxHAehgrqxiNJ65eKnlSznpjhcfgKAuFJDVEngE0FKww7TF9NIF1RdoX1jkmSjTlqcwXVtHCqXvco40sSeB3XvVZoPsVw2ZAnuZD1ysBXp6CBcIi0DRNr6cRSXvNQR0kC4BkgNIXWQKkh1Hugvga45fwtcEC7ggrCRwkIKC4SFVEwQDkLqqETQiKG6MdxCFVYhgl3yYZkKFdNe6K8LOrC0pFkoEp/PRA+k8AcqhEMJouEO4pENqOqlfgt34rhpStYhRma/iKqqJIJvIhq4Gb/eRkP8U9hOllThh5we+rfUxO6iNnaPF9Jp/VNmc08yMvP3WPZiYaCZbyEz9mZcqRPwT9HVej+6trZcSNlsZHyJjvzXCOirM2QqToze9CcpO/UolOkx/oGounr+xkVdK0v3dbsO+7kB+nVVtQQ0nUy5xODl1bBSEro4Qvi8B/5WQ4IPfvxjJJNJHuw/ueLqfXvS00c5NrdcDK014DUTGSimiZ2fIDLgnavSFGHn/v34DT9meWUAL6oOk5pJve1nYznKodAKD5CUhIcKxC5mvaRtQODs8COrV/biGwpJWvLVqFLBFg790ckVk66XTFQgeA6MGa/4KRqLUN4xhghfnwJi2p0mXZhDO59cECLTq3OEt4yQ9tuk58e7ZpOgSD+aG0IU4pQHqnAL8zH+oKCuKYbf2I+YeRNI3zXTPVc/vY1DibJZoFC0qJQEciGDbi3ZUjdsfH7w+QL4fQn8vig+nw9d1xHzM6dLClfpxxIHmCx+E5/Wgl/bQUDbjqrECRt3EjbuxHYnyRcPMJP7HOHAdpKht2FotdRE30+V+w5SxUc4M/RZ6hL3UBW9g6rIbcRD+5hIfZeJ1PcopLoWOPKR0BAdzQ+iqmtLgBZKXUzM/AKuNK5JR75kN9Cb/lUsN4ZOhnW+LxNU1lAli59hfpWiNQc8uur2r9vLt58boN86782fnB5bxBPHJXpiUZjM7K7H3NbGvmavcvbgS2iTAIai0hP1dHNOpJYuVwXQ4I9gWRZTzxwhMuEBdXl9kvKGKpRVONoAZ/w5avM+mq0Ac2aFPt9lD5IrSZxJExqf7/HapOFs9S2RMABAQrIcpjlfTcj2QDVjFOmNjWNqV36o9RkIngXF8i6mq7OLULvGuevt4SlBGQ+h9V8SInMJrR/H1zJ39RWCFGhuGMOJoblRdCeK7kbQnQiaG0FIldnZWWZnZ5FSIoSgpqaGRCLhAehL5iaJ43nkwpr30ufpNsKdD+RcHsxR5kMrXjjHWwUYSFejYlYoFouUSpcKgea7SgmxAOC6rqNpGrpRRDXSKNosij6Dos/MA2sDjmxDkW0I2YhCAsVNALvAAdceIy/OkFEexafFCeh78Ws70JQ6or53E5HvpOwcZ2T2b/DpUZLhtxMwOqkKv51E6C2kCg8zk/2PNFX/MpHAJhqTHyY9uZ7x+W5u18qRz+S3MTV3N6AQD1xkY+23UZXVGSq5Sjd96Y/i4scvJlln/D0+ZXUZBYsYg3waUzRS1F8ZLf1/KWaaJvv27ePYsWMcOXKEHTt2XHHb22+/nSeffHLJZ7/+67/OF7/4xVd0TD93QH98XpJYmBbxF89hpHJIAeUdHVQ66+iJ1RDzBShYFc6mlnsd3dFqdEVlziwyUVraMCOpB6gUS9x3//2oUymkIijurMNq8bx8d16+WVwF3TKaxTl/jo3lKNtKMcKOxslABiyHqmMpfJmKl3DdvJw2qboKVeUIDYUEwXmAt4TDYHSK6UCGKzq1NgQvwqUwqwg7dG/uoDXczoB2YvWbezVbJkSWJ7x1ZKkQmVQwnBiGk0B34hhOHN2NYTgxBCtPjuVymfHx4YWip2BEUN1movrPYypFpFKaf5WRwvTCLThL7oF0Bbga0tWQrjIfyhFLua0CEC6urWOnGrHTzfNdmzzTjRKhaJZg2ELXDaQbQTpRXNvnNdqVMRwzhmO2XTZ6F0WbQzEmUPWnUYwpNDWMKjtRZTdCNqHIRhTZiO7egWunyFVOklH+Bz69lpBxMz51PQFtBwFtB5Y7zlT6YRS1SFXkHQSN9VSF30ncvZOZ9H1MpR4iM3kLY6NeIV5bqyAZfpa1lC5LCansfmYztwNQGz5Kd/X9KGuYIObKOxnKfgCJRkTpo9v4GppYXaqhTAOD/Dq2SKC5WVoLf7fqPq8l++xnP0tjYyPHjh1b0/af+tSn+K//9b8uvA8Gg6/4mH5ugH5jlackeWp6HDVfIv7CGbSiidRVivt6sOviAOyo8RK2x2dGcFbQ1e+Jehz5s5nlCn6Joss3v/lN8vk8rqFS2NeIU7UICuZ8YD6wym095/M0aTaWo3RWQiQzkr6LvbimBRo4u/3IGg3NVfE7OmErQLQSJFEOocx7l7ZwmAilGA/NYV+lRF5LeV68WgaQqB0m6voyfsc3jwMvM+SxkhBZzwThFhOf24BRSuJzEhh2At2NeR70CuZiY6lZLCWLpWapkKUwqVEZjwECoVWId58jUDeBI8B2VVwziDSDuFYAWYnhWn6k7UNaPqRjIG3Di+PL1VdYV7tARfVWB+Wygm2DamTQ9EnPiw8V0A0HVfEh7QSuXY1rVeNaNUg35L23q7HxNNoRZVRjFNV/ANWYQldr0dyNKHLdvLf/BnDfgGtPk64cQWj3EdR3EdRvRlcaSPg/guNmmc38mFnlQWqi78Gvt5MMvp8TJ46QTk8Dkq1bt9LW1o5t7yU9/aeYl1XxLrtCKZhOvYVM3quUbY49TVvikVXzNFLCVPF2xgr3AJBUj9GhfwdltX6RQIFuhvgkrghgOJO0Fb5E2VmbWuZrwR566CF+9KMf8U//9E889NBDa9onGAxSX1//qo7r5wLoq4NhqoIhHNdl4Nx5qg6dQVjOgmaNG10E4x01HjPk6PTyhC1A93wx1MXsUo68fyqHefIsZdshFI8yfkMSN7SUQZJ1vaVuVFmlsbmAc/48KdWie0ww0juA67r4fD66u7vxO36YYMW4c1EzmQ5kmAymca6mgeJAoB/8w9I7YcDxip+qvIexINPgthJzqxmR564N7ysK+oUqxKzfEyKLKLR0NRD17ULNrsyqcYRJRU1hqWkqahpLyVBRM9hKnksNb91cGOdiz0Lhky+WIVSTgXIjxfPrcMth5PxK5ppMuF5yVXFASKTEmwQcDZZMQO5l7wWuY+A6BvbVpN+Fg+4r4PNnMQIX8PkPYQTLqEoI16rHrTTgVBpA+nHMLhzTCxuWlRxqoBfN/xyGHkSVm1HdTSjUoDhvQToupcpZ8ur/xm/UEjbuRFOqifneiysLTKcfRkqbiYEtFAplFEVhw3o/Id8/YFsfR9ObqG74Avn0P5GZ+xJL8wrzhVAz7yJf2gBIOpMP0Rg7uPz6XmJSCkbz72S6dAsAddpPaNEeWhNHPsNORvkIUmgE7X5aCl9GkyVeWbm2tdkliepL5vP5FiSqX65NTk7yqU99invvvfeavPKvf/3r/MM//AP19fW84x3v4D/9p//0inv1PxdA35P0YurfefD7hJ47hZASuypM8ab1SN8ir9qnanTHvG2PzaxcUNUR8TRh+nLzcUMpCQ/NEjs3iQRaWlpoum07o/nzy/bNzLevq1bW8CVJSXF8lsELWQTgjwXo7OzCry5NLFYUm7xeJmcUyfgKFDRzVVBW8p6EgVYAECgtJtomT8JgYayKt8xPuPVstG5kXO0jr6SxxXxcVgoMfOjSj18G8cswfhnCmVaYGpjFth2EEDQ1NdHQ0OCFq6QXJ6+oaSrqHKY6R0VNUdFSOKK48rglUAzjDrXjzEUBgRDg8/nR3QjWZPPyfRQLxVdE0UsIo4TQyyiaidDLCK2CUCsIzUIoNqg2IHFtFTubxJrtQuYauDQYoVQIRocJxoYw/DkQEkUoHpdfKEjHwLF92JYfx/JjWwEsM4hdCWGZIaRUscpRrHIUL+PM/HFt/MEU/nAvgdBBfAEJTh2O2YZjNiPdCHZhB3ZhB2VRRgtcRAt8DUOPoLl75sM8m1DtTdj2JDPmvRiGRsR3F7rSgE/ew/nz57CsMrrmsnXbNmKxKqTcQXruu/j9dYRj7yIcfy9GYBtzk/8dx/bCmo7rZ3z6fZTMVgQ262u/R3Xo9NV/VIArtXmO/HbApUX/AfXa6p2hJDDLG5kU7wYgWjlOU/GbKFeRab5WmyjF8SurU3fL87IhLS0tSz7//Oc/zx/8wR+87PNLKfnYxz7Gpz/9afbs2cPAwMCa9vulX/ol2traaGxs5Pjx4/zu7/4u586d43vf+97LHstK9nMB9O3RBF/72td48MEHEUClpZrS7s5llbQ98VpURWG6lGOmvLzVW5UvSFAzsF2H0WIWXEn87DjhES/pWrOujXff9U4O5AdWHMeo48X065QQOgrWlWKkriR+LkN41KO8ua0aua0Kx5QBj/roarhIbMW5Nk9bgm8Egn3S6zhuuGjbiqh1yx+ovJLmgnaYLnsHVW4TVa7X+9bFWdCSudxs22ZwcJDZWW+ZHQgEaO2uR4uWSavHPUBX56iomXna4hXMVVCKcUQhgVJMILMRykVroT2lpmn4/X6E4qL40yj+HKo/h+LPo/jyKL4CqBZCeDH4StGHVfRhFQ2ssg+7HMEuGzgVbf6lo6tBIpHIEo/NNE0KhcJ8wtUPrFtxuIrqoOs2us/C8FkYvgy+wBT+iEmk1sTwgSJ8WGYEsxTFLMYxi3Gkq1PK11DK1yyUaRiBDMFoP6Ho8/h8fpxKO06pywP94hbs4hZMJY8WPIMRfARDbEJ196BQh+G8B1nKMlv5MdLxMznUg+PMrwK7/Ajnb7HMt6L7thMIfxi7coa5qT8lXvVJDF8PtU1/xdzU/0M+d4ax6V+kYtWgijIb675JPDCw6k9rOUf+21StIb8jEUzwC8wJr0o2af6E+tIDiJ9yU/WX2vDwMNFodOH9lbz53/u93+OP/uiPrnqsM2fO8KMf/YhcLsfnPve5axrHr/3ary38f+vWrTQ0NHDHHXfQ29tLV1fXNR3ravaaB3phO1x84BGGznj66eVNzZgbmlZslL0+7kkLn02tLMbVHIoDMF7K4VYsqo8P45/1dNLLW2pYt3cXqqpScVeORWalScYtE1P8tKtxLjhzy7YRlkvV8Tn8qYrHj99k4HZelnQVULmGqtkFc71YvG/SO4hSa6FtKyJ8V36gJrV+CkqaRrubiEwQkBGUy5KjEpcKJrPpGcb7J3EsF4Qk3J7H132GmbWMU4Ioh1HyNSj5KpRCAnGp05ZpYlmehyUUSbg2RaBmCiWYRvHnF8IB0hWYuQCF2SBmrh4zF6CSD2AVfVxtJvT5fMQT0YUiLSklpXKBUimNKysIIfEHvZgzCFxXIF0Fx1G85C3gOiqmo2KWr7ysF0ISCJUIRYuEotPEG/IEguDaUUqFKkq5GiqlOJVSjEopRnpyPULYhGIThOM/JhBzkZUurNIGpBvGyt+Alb+Bsq8fPfwNfFotmnsLCnGc/B1MTk4gpUswUKa7pwddjwLdFAuPoZefIxD5ZTRjI6rWztz03xOJ34nPvxl/5Hc51/c8lqVhqFk213+dkLG6MF3Fic5z5BvmOfJfI6quoUoWnVE+QlbsAKCu9H2qzZ+sut9Pw6LR6BKgv5L9u3/37/jYxz521W06Ozt57LHHOHDgwLIJY8+ePXz4wx/mK1/5yprGtW+fJ6Fx8eLF14H+kinlCvEXzjKULaDrOnVv2supq/DB26NeWKY3M7Pi32v8nmRB38QotQf70QsmUhUU9jRgNyw2OFGukq06a8+yz2hih16/DOi1gk3VsVn0ouOFiHf5kfXX/xWICoRPgJYFhETbWLpq56fLLa+kOG94LRJVqaGi40G8i21bqH0J1EnvvqihMqGtI+jxVfTHXYFSSKJk61BzNYjLWCwAlixiliyk44FpsGGEWNcFFM2bOCpFg/xIklI6TCkVxswGF4B32bWrDkbQRA+aaIEKuq+CJiIo5RawvAdZCIdYTS+J+jNITCxLwbEFjiNwnfmQkxQIRSKE1ztWUeT896zguhq2pVMp61RMg3LJh1n0USr6KeX9uK5KMR+kmA8yPVa9MDbDbxJL5ohVHaeusYRCiGK2nkKmAbsSIp9uJp9uRgiHUHycaPIBfAEfTnELjtmx8Kpo0+iR7yPtBlKTXUjpSS/X1flxK19Cip0I7TaE9iYsdxYr9T8JRt6CbmwlEPkkhdyPmZsbprcvjG1rBPwum6u/jF9f7oi81Ep2Lb3pT2K5CXSy8xz5NVTJEmSYT1EUnQhp01T8FjFrbSyUf0lWU1NDTU3Nqtv9xV/8BX/4h3+48H5sbIy77rqLb33rWwvgvRY7evQo4FWSv5L2mgV6NVckcfAMarlCOBLmd/797/AXg4cgc+V2a+1RT4xsMLsyb7faF2JkZISnvnUvetnE9WsUbmzEiXsJQFt6IQntKlosJ6xJdun11Koh2tQYg47HKfbNmVSfmEVYXhGUvdcP0ethhXim5D2QV8uA5qLvLqJUv7zYpyNsnPm4qZjzoZ+vR1Tm5YTbZwj2TCLUK1fbimIcNd2ImqlHOIvxUikc3PAsTmAOK+3Hna0CFFR/kcT602ihLPmpGIWpGIXpGFZpufesaDb+WBFftIgvUsIIlzDCZTSfF8ZxLEFhsg53ZhOKEwe8piS53DhT0xMUjrrYVtPLui+KIvH5HfxBB3/QJhTOEgzb1DZbhGMWPp/Aqvgp5ILkM2Fy6TDFXJBK2cf0mG8B/HXDIlmXoqpugEjUpZRvIDfXQqUUJ59qJp9qRtXKxGp6iVUdQFrrsQpbce0a8lN3YJpeDigSSlNd0wMiTMH8FSr2YYK+P0cxfhGh1IHyKYr5H+EzzuILvZeiuYfe3otIaRONRti6dRuqHcad/jzIK0/aeauNvtQncAjiF1PzHPn0qverQpJBfp2KqEdxi7QWvkrIWZuQ2mvVWltbl7wPhz3HsKuri+ZmL880OjrKHXfcwVe/+lX27t1Lb28v3/jGN7j77rupqqri+PHj/PZv/za33nor27Zte0XH95oEei2dJ/HCGZSKjRsJ8N//8L9TV1fH1JnHrryPUKgNehK5w/mVS7pLI1P8/Y+ewLIs7JiPwo1NyMDiLSrNs2pCV0n6mDictKbYaTTwJqOD75ZP44ykSJzNICS4CQXnBj/41t5F6YrXNAuR0xJsgQg6aDcUUMLXWVDuCNS+OOq490NdVU7YMlBTTaipFpTKYhJaaiZOdAo3MokbnsNNx3D6uubb+UkCdaNILc3EmTqKsz0v4ba7+GNFgskc/kSeQLyAHjS9uLyEUlYjN22Q6w2SnzUws0HqqjpIJpMoeHr9U1NTTE5OYtuXJr3F+62oLpomUTWJEPKSMjVSgnTBcQWO7Xn9UnohnVJRo1TUgJVDOP6gTTxZIVE1S13rGPGqCtLxk01FSc/ESM9GsSo6k8O1TA7XIhSXqtoUtc0vUttuU0y3kJ1px7aCzI1vYm5iA5HkEInab2MXd2Hm2wAxX6QlMJQvgbKdinMLlrOLbHEDAeu7GP4eFP0tCO0tmPYA04PfZGK6B4B4LMCGpqfR1E0IfS+i9o9xpn4X5PLq14y5if7MRxZ05Nf5voK2Bh35Ek0M8evYIobupmjNfwm/e+19C34ezbIszp07R7Ho3UfDMHjkkUf4sz/7MwqFAi0tLbz3ve/l93//91/xc7/mgF6fyZB48SzCdrETIUJ33kBdXR0VxyZvXZkHVxOMoAqFkm2RNpd7McGRFIfPnEZKSbCpmrGdcdCWgnHK9vaLa8tbGF5uB60xWrQYVSLAln4Yvuh59W6ThrPdt6JezbWabwSCFzzqpEha6LuLyySFr9VExkA7V4Uoez8Lf+sMwXUTCG35cUU5jDbViZKtR8yLd0nFxo1O4iTGcEOzIEDaKk5vF3Laa48nNBPLzTJ5IQosxkiNcIlwbZpQbYZgMocyL2HsdUXSmbgYITXmJzNpYJuLK6Hq6mp6OprRNA0pJbn8OBXZT6y2SEOnTSBoe554wMHwOeiGy+UFzNIF24HL0y6KApoGCLAtgWmqVMoqpaJKuahSyGsUcjqFrEY2Y1AqaJSLGhNFjYmRxcnOH7CpbSxT3zxM5+YSjhVgZiLJzHgVxXyQmYkqZiaqUFWH2uZpmjoeQ8gYqcl1lHJ15GbbMXPrCAS831soOINQGqhYTYxOfYhI6BjJ6P+H6bwbR7ZQtD6E5R4l6PsrhPErzM2FmZ31QL6mKkBbx2YcurBnv4iW/FWEfwtq3Z/gTP17cBfJCTOlvQzn3gsoxJQzdBn/uCYd+TwbGOYTuMKHzxmjLf8ldPl/ZkfY9vb2BYLBlT5raWlZVhX7atlrCuh9E3Mkzg4h3PluUDetpzkeByBVvrq3UT0ff58pLWfbRPqniV2YQgI7d+5kbmuCsexynv3cfB/YOiOK4MrSLTYuDxTPsem8w/iwR+MMrIuRXWevmCS+JpMQuAj+EVigTm4psYqy76rHVIYjaANekZLir3hefNVyT0+UQ2iTPajZxQIPN5DGSQ7jxCdAWURMdy6B09sNlgFIKhWTcraC5xVLglU5IvUpwvUpjNDiJO3Ygun+ADODAWaHA1SKS0NciipJ1Kk01nXiU+MAGIE5GjoP4g+lkRKKBUjNKqTnFEaHBbmMoJDXKRYEpYLANAUV0zvXlUxVJYYf/H6JPyAJhh1CYZtorEws6dLaLUlWu2i6IDNnkJ71MTdjMDflJzXjo1zSGOoNM9TrrY7iVSYtHVk27B5D0zSmRmqYHKmhVAgwPljP+GA98eo0rT1HqWmB1NgtKNITSjPNMkFfHy31D5Ep7CdX2E6usJ1iqYvaqvvwa52U7buwnB1ki02UZp4lV/Ca8FRVJWmJP4hi2UhjB5XAx5Fzf4ee/DjCtwG19o9xJv8d0i0yUXgzE8W3AFCtvkC7fu+aZBRS7GWMXwShErIu0FL4GuoaGPKm1kRF+1kw6f/PstcU0EePXUToOlZjkuLeblAVQrq3lL6aNw8Q83le0RJvXkpiFyYXhMk2793Ju+95N18eeHrFY4xXspRdi6BqUG9EGa9cwVtxJP6TU4xPlxFCsGPHDlpbWxmRU5ySveR4ma3UHI8fb8znktUNJdRO8/rmDktBO5tckDAwGlOENo0teNSL2xkewKeaEQgkEjc2gV3TjwwsvQ/SVnH6O5DTHsvJcRzK5TKO42CES8Tbpog2zaL7F71E6cLMUIDJi0FmBwM49uLMpWou8UaTRFOZeH0Fw27HmtiAlCpCsQnETpBK93HxUcHMpJ+ZKQWzfP2rJscRlApQKlz9WIGgpKbepbahTH1jgU07XQIBmJ32MTkaYGwoyOykn/Ssj/SsjxOHksSSJp3rM+y4ZRizGGa0v4Gp0WrSM3HSM3Eam6PEo56shyKmKJd9jJfXMz3XRmfrYZpqjzI1dw+WXc349AeJhQ+TiP4VBesjpDMGlUoHIGmqyRNOrqfAxwjmv4seKiJ9+7ECn4C5r6AnP4rwbURU/1eGep9ntrwXgEbtURq1NVTJAjO8mSnxdgBilcM0Fr+DsoaWXkVjPZPxT1LQZoCvrbr96/by7TUF9AKotNdS2tWx4BmHdC9eXlwF6KO6l1DNWfPegytJnBkjNJoGoLS5mu233ogQAvUK7rGLZKA8y4ZgPRuD9SsCvbBdqo7N0ycVkLsDmA3gSpdmUUuzqGVOZhmWE0yRIsPyFcaK125B6AToGUCRaNuLV2wOsmYraegnq73OT4pLaNMYvqbUsodbydaij2xZSLA60UnsuvNI/3KP381Ecc6vA8vrnVupVDDNMpHGOZIdkwSSuSXHt0zB6OkIo6fDmPnFn6MvbFPTXqS6rUS8wURRwS4kKA/spVL2vNxCcYIjR06QmisDL8mbCEk0JoknJdG4SyQqCUclwZAkEJT4/J63rusSTVvoIOldgwu2DZYlqJTBLAtKRUEhLyjkBNmMIJtWSM8JchmFUlEw1Kcy1KfiyRVDstqlvduhc32WO3akcGyF0YEQQ71hxoeDZOZ8HDng49jBJJ3rc2zc0UfX5n5Gepuo5HcQj3qhrmJhgC3rH6GtMcKFgb0UiknO9+0nGR9mXdfXyRVuIp3bSya/i5LZgGCciuVNsNFojJjxJD5nmKL6CxS19xEo3o9Pmrj+N2IFPoqY+ztE4tfoH42RLu8FXNr0+6jV1lAli2Cc95ESXpVsdfkxassPr6n0IxfYw3TsIyBUdOvnS9TsX6K9poDe7K7DuQzkATTFW9ZbztU9CEP1LrXsWOC4VJ0YITCVQwKlnXVU2mLk7XlWg3blMvvj+TE2BOvZHWnhqczFBSYOeO3+qo/MYeQspAbODX5ktcIxeYF+xthCF/VUkRRRksKLT1vSJkOeHEUKskSZCiYVLK9HEzYOjmljHLNQC4Am0ffkF6QMXq6JrIFxqgppaSj+CpHdg2iRlyyhXQVtbCNayqsidP1ZrMbTyFB62fGkK3AG2pATjXicdJdSuUC0ZZzmrnGM4FIlxHJeZfh4hLEz4QXvXfc71K8rUNdVJFKzSA+Vjkb2wiZkpgshBKZpcurUKUZHvbCYpksaml0amh1q6l2qa10S1R6Av9QsS5Kec8nnXPJjklJRYpqSiilxHK9BNwI0TaBp4PMLAkFBKKzQ2KoQSyj4fJdVLldgblphekJhclxhbEhhakJhbsZ7HX5Ox/BJujc4rN9a5A135XAchaHeMBdORZmb9nPxdIzeM1Fau/Js2NCMbXggPzU5xsxskaGhG9m4fpAdm3/AxNR6+oZ2MZdu4fDxKjb2/ITGmouMz/wCFcuj5KmiTGNylLJyI9OV91Mlf0Ao8FUK2q9QUt+JKH0PQzyJ67uNov5hRk4/T9GMIoSgq3qcRH51kHfRGeFXyIltIF3qS/dRVTmw6n4SSIfeTCr6TgBC2SP4R7+66n6v2/XZawvoN7WivcTd1OZdMUdePY54abtyqUz14SH8qYKnPrmnAavRi6FmLS+sE9WvnGw9W5wkZRVJ6EF2hVs4mBsEQC3bVB+e58gbAnuff0knqCwFnpXH8aHTIutoENUkiaELjWriVBNfsfanUChw9OhRymULwzDYumMLvrBOuVKgJPLklFlmlTHcNQhKXTIxE0A/m0S6Cmq0SHT3IIrvJZRMR8XovwGlFEcicar7sesugLI8MyFLAezTG8D0EpGVSgU9Pkb7vqElsXcAx4aho1EGj8Y8DjsQTlZo2ZajtquAetkvUkqYPFODmtmNzwgihFfRePr0Kapqy9z0Roe2LoeG5qUJVm9fyey0y0CvzeiQzeiQw+S4Q2rWZQUtu2uyWFxQ16jR0KzS2q7R2qGxZZfC1vnfZrkEQ30q/RdU+s6rFHIKp49pnD6mEY647LrJZtueLF0bs0xP+Dl1OMHYYIigvhe71IiUksbax+lpu8iho+sZHa/h1NkORsZquG3/MXZvHef0hVspluIcO/1mutrOoggXZ/66XKkQ058krE4zU3kHs9bdSH5IOPBl8trHKKrvQRS+jmtHGByPUqlEUYVNz/otRCJ7YOgYZK9c2LSUI2/RXPxHotbqzcYlgtno+8mG3uDdx9nHSU4/SE5en9MCMFWMYYjVtWoqxauv/H9e7TUF9CuZXIM0MHgSwvl8nue/+4AH8pqgsK8Ju2aRJTFtehIGjf74lY+D5JlsH2+v2sKbEus4W5ykmM1RfXgWzXQ9jvyNgRWbdgOYWFxkhIvSS/bGZJgoIcIECIoAfk9hBh2NUqbImWOnsW2bQCDAzp07PQaGhIAMk6AOnC4cbGaUUQb1k1SuJhMrQRkNo/XFAYFekyWyfXh5k25XwRjc7YG8WsFqPYobXl5cIyXIqVqcvk6QKq7rYpOldtc5QtXLw1rpCYMzT1RRynjhjXhDmbadWZLN5SXhHNeFwRMa5ZEtNNV3guFNeFOzR2hsn+CmtziEIsvROjXrcPaUxbmTFr3nLDLplRFdNyASVQhHBMGQgs8vMAxQNYHi1U/hOGBbknJJUixKCjmXbMbFLEMmLcmkLc6fXgydhSOC7g066zfrbN6us24zrNvsIF0YG1E4d0Lj7EmVfE7hqR8ZPPekzu79Fnv2l7n97kmmB+7ArTTiui6nT5/mxUMmb3uzwm37jzEyVsPBIxvIZMM8/Ohe9u89ye6tD3Ch/0bmMpsoVu5AURQC+hSaUiJntnF68iNsrv8Hao0SU5UPMGfdhSa+Q8j/jxS0D5GWH2B2eADbraBpGu0NBmHzxxB5DzT9eyj3QWW5HlSFBEN8GnOBI/9lQs7Aivf5cnPRmUp8jKLfWwFUTd1HLLVyLux1e+XtNQ/0lfmQja5cvfgom0nzF//0F2Smpj2J4ZuacBJLQzRDRS9W2BqquuqxXswNsSPcTLMvzltEGwcOPYGwJDI8D/KBtVNgMuQX4/SX4ZI+A+FTnmaNiNm4e6Y47nsUVeoY+PC7YYIySpXbSECGqXPbSJh1nDEOkFNWqHiUoPbGUce8WgJf6yyhDWPL2ToS9KHtKIUkUrGodBxalmyF+VDNxW7kjBdmsG0bLTpG264LyxK5UkLfwRiDRz3RMiNos25/iprO0rJ8wOSA4MwT1azr2ElVvbfSKpT76Nx+hF3J5TmJckly8BmT554qMzK41DNUVWhu02huU2lq1WhoUqmpU4nExKqOwZWsWHCZmnCYHHMYGXIY7rcZHrTJ5yRHX6hw9IV50ax2lZtu87P3Fh9NrS5NrRVuuwvOHNd44Rmd2SmFA48bHDvo456334pPb0HgEPY/QbFYIZcz+OY/tXPjnhluvnGKqmSGnxzYxsxcnCee2cENO8/R1DCLaiQBBdM0CXOULW0HOTP5IdLlLk5PfJitDV+m2riPmcq7mKq8n3rxd8jKT5hKdSJlAL+SpqV1Pbq/CjM/hq9wHBHaBq2fh97fALkYcvN05D+NLeJobpq2/N+tiSPvKGEmEr+GaXQgXIua8a8Tzl1nH4TX7ZrsNQ/0puM9/H5Nv+I2WsHkwtOP4RRLhKIRxm+owo0sL3oaK6WpuDYhzUdzIMFIaeXCKgn80/RR3ik7OfToTxC2hLjqVbv6rp/tYYxC6LzHkVdqLLRdBdDAwsESJmXyZBVvUhqQJ4jIJF3WTsIyzubKLZw0fkJeuWzsjkA7U4Uy54WkguvH8bfPrMioUDL1qLk6pHCotL+4MshbGs65DchsbEGzJtrRS/W6sWXHlC6ceTLJxHkPtBvW5+m+KYX+Eg0e14HjT6g40xvZuaUHIQSuW6K+83kStcsbxBTyLk/8qMxTPy5TKl5a1UFbp8aGLTrrNum0dmoYxivbYjAYUmjvUmjv0rlU2G7bksE+mwtnLE4ftxjstRkecBgeKPCD7xW57c1+bntLAH9AsGWXzeYdNudOqTz3hJ9tW96IT2/EdW1aGx6kpmqQ9haFx39Sz8kzCZ47VEOhqPHmN45x520vcujoei72N9M/fAtC7wAEPmWE0RnBDJsJ+dJsrP8mpyc/RKbcyenJX2R7499g61HS1hsZLXyYSsVCIjEMg+pENaHUX1Kp/32c8K3YqS+jG83g74S6j8PE//LuN10M8SlcEcDnTNCa/xKGTK96vyy1monkv8LSalGcAvUjX8JfGnhFv5PXbXV7zQN9Zr4sPGqsHFfXMyVqjgziVBxqa2t578d+iS+c/8GK2zrS5XRmlB2JNnYl2xkZvXJT5NLYLI+evAguNDY2suP23TxWPEjOWb3H5hVNgr8PAkMAAqXZRNu6CkdeQE7Mcdx4gk3WfuJuLZsq+3nR90McYUNFQTtZg5I3QHEJbxvGV38FWqiroE14Ko52Td/KSdeyD/vMJigFkVJSLBap3thLsnO5Z+e6cObxKiYvhhBCsuH2ORrWLb8/pRy8+ECCtrpdxHo8Rk0oPkBD54uoL2mNWKlIfvz9Eo//sERlPtxaW6/whjv87LrRRyS69tWUVXEZHTYZGSozPVmhXHIpl10cR6KqAk0ThMIqiSqdhiYfHV0BfP7lx9c0Qdc6na51Om99F+SyLocOmDz5ozJzMy4Pfq/EEz8u85a3B7j1zX5UVbB+M9TGb6NSbMS2bR5//HEqZpqPf0SlqdHhrXeO0dxU5IePNnLidIJKReHut4ywd9dZAqF2AsFOAALKKXa1fpeQso0Tg3s50ncT4UCWjXXf4tjYpyhZ1Zybfj+b675GptyNWakCVGLqeaLJLUitnrz7BkKpf8BKfoxK7EOok3+P0vzvoOq9kH2WbFFhhF9GCn2JjvxqVtZbmYh/GleLoFlz1A//b4zKz0+TkdeS/RwAvcdJT/iXa8D7ZvNUHxvyPO5kkN/8zd/EFwygXlCumLw9lBpgR6KNvclOHh4/vqJSZXC0QOKMV+2qNwa49c23E9aDfDDwNl7In+BE8QLutfa2X6I+CWpPCbVn7Rx5Vzic1p9lR+UOgjJCq72R/soZ9JM1CFND6DaRXYNXljLA8+YVK4jUyjg1A8vPkQsjz24Ey8CVDsVCiWjLBImOlZfvQ8eiHsgrks13zFDbuRwcLBMuPLqBLd0bUBQFiUlT9wtEkssL1rJpl//95zkG+7zEcXObylveEWDbbgNFWf1GSSm5cLbIC89mOHU8z/kzRWxr7ZlZRYGWdj/bd0XYfWOMTdtC6Ppy4I9EFd54V4Bb7/Rz5GCFh+8tMjXh8s//WOTcKYuP/V8xijN3USm2oIgKVdEHsa0sqbTKF78U4bf+VZbqKpctG9MYusMDP2zm3MUYkYjFju3NBIK7ABgfH2diPENPtY+NzcfIlWIMTK3nuXNv5O7d32Zj7Tc5NvYpsuV2Lsx9nJLrhSQ1TSOoFUnm/4rZ2H+m7LsBI38UpXQMN7AdM/Am/HM/QCTvZi7ym4wX8yAUIpWTNBe/sSYd+aJvE5PxTyAVH0Z5hPrhv0Vzcqvu97q9OvaaB/qZUh5XSvyaTswXIDNfEOWfzFJ1YgThSqzqAMV9jSh+HV1RaQolGcqvrGB5Mj3CjJmj2hfh1pr1PDK5tCFDeCBH/KL3g3VbNYrbFP45/Qhviu2jyahjf2Qn24LrOVI4w5lSH84aCkeEBaGToKfx1Ce3llBbVm/M/FJzhUOfdowt1i2EUrX4Ls4hbQUlaBLdPYAauvox1bwHBE5idEmFK4A7m8S5sA5cFWEUKcw6qP4ydVsGVpyMihmNgRc9Cun6N8ytCPJOKczM4T20t3iqokZwlJb1B9H05cyIyXGH/++Ps6RmXYIhwS9+PMT2PcaaYu1TExV++P0Znno0xfTk0nsQjqg0tfqpbzAIhlR8fgVVFbiuxLIk+azN7IzF8ECZdMpmsK/MYF+Z+787TTiicuudCe68u4rO7uWOhqoK9tzkY+deg+eeMvneNwqcPelw4pk30tLSgiIsutruIxwc57f/teB/fSnC8KjG334lwm/+qyzBgGRdd463M8L9D7Uym97DdGo7AE3Rpxnpy2PZSR45tIVfuPUQe7qfJpWvJlOs4kjfTdy4/gm6qr7PQPaXKLnrAajRXiSv30JG7CfuHCVS/A650IfIBX+J6pk/wmz8Q1z/OqzUC2QqA0zNFkEoJMznaSh9b0068rnAXqZjvwRCJVA4R93oV1Dc/zPZLv9S7GUB/V//9V/zx3/8x0xMTLB9+3b+8i//kr1796647Ze//GU+/vGPL/nM5/NRLr8yZc+W6zBdzFEXitIUjpMxSwRHUyROjXkFVg1hinvqQVXoy06xJdlCd7TuikDvInlo/Di/3H4zd9Rt5vnZPnJ22auivZglMuiFHpxuHXeDAUKQd4vcn3qcDf4ObghvJawGeUN0N3vDW+ktD3OhPMi4NY1c4SFRyhA+BmoRjyO/q4BS8/I776TVSQYnLjLVl0JKBS1eILJrEMVYfcJRCh7gvpRh44w14A7Mx4OT02SmJVL6qeoaR7mCmmXvwTiuo5BoKtGwfmm4RkqwZtopDW0j5NewLItQ8jDtG/pXnDRKRZe//EKGbEZSW6/w65+JUlO3NuXPxx6e5a//3yEulVn4/Ap7boyyY0+ULTvC1DeubbKQUjI3Y3H2VIHDz2d58fks6ZTND/55hh/88wzveF8Nn/i/mlY8lqoKbn6jn+YWnZHzd9DS0oNt23S13k846En+BgKST/xyjj//n1GmZ1S+888hPvpLXpJ+XXeOm2+qobrWA/mGyDO0Jx8hdkOIr/3wFgYmarkwUs+6lglu6PkJjxx7F4PTPXTUncNU1qPrXv5KsSdo83+XCVzmuI0xPkhX+Y8o+/ZiaV1kA+8kMvclzOp/w6S8i+ysd/7qqipqJ46sCeTToTcxF/0FAMKZQ9SMfxuxBmfndXt17ZoVUr71rW/xmc98hs9//vMcPnyY7du3c9dddzE1deXYWzQaZXx8fOE1ODh4XYN+qQ1lPWDqiNcQ7p8hOQ/yZluU4g0NC52mzqY9utj2qvarHu/Q3AAjxTlCmo+PtO1HuJA4k1kE+U0G7kbfMt2as+V+vjHzAE9lD5F18vgUg03BLt6VfBMfq3k3d0RvpMffRlDx2D5qDiIvzoO830W/KXddII8EZTDKZO8cUkqSySQN2+SaQB4Ae75Bh+GFd6QEp78Dd6ATEIQah4mtP0Wl4I0/1nKFydKFuSFvm659mSW3SToapf4bKA/tQqAxPT1NrvJjOjauDPIATz9mks1IauoUfus/xtYM8j9+cJa/+CMP5DdvD/M7n2/nq/+8ld/5fAdvvqeKhibfmtk3Qgiqagxuvj3Bv/ndNv7uO1v4/B91sf+2OADf/+40f/fXo8uErBauWwpiwbfQ1bUe27b5zne+w/MH+5dsE41KPv4RD1xPnNKZS3m/20xuJ9W1+wGvIUU+dRAhIBktsGeDJ/975Hw7AFWRaTrrzwIwmP0Qs+UbAZeKWSRnRkhZndTxALqcwxJVzHErsfzfgrQxjT1Y5VlSU+fIZr1x1IaL1NXXIzo/fdX7I4G58N0LIB+bfZya8W++DvL/Quyagf5P//RP+dSnPsXHP/5xNm3axBe/+EWCwSBf+tKXrriPEIL6+vqFV11d3XUN+qV2ITWJlJLykfPEL3jx4nJPgtKOOrgsdvvijPdQbE40E9SuLDUskXxt4Bkqrk1PqJbNF11CY0UkYG/34XZdeV8Hl1Oli3x95gHum3uMM6U+yq6JX/GxLtDOnbGb+GjNu7mjspv4EQWlAkrExdifQ4leh8SwC+qFBNqgl8yMNwu6urqoquxaKgF8NbuswbN0FJxzG3DHPb2VaOd5Yj1nsQpeUYoWMFH1lR/i/IyBYytoPodI9WKoxCmHKZx5I3aqBXA5c+Y0zz33HJt2XDl2a1mSJ37khX3uemdwzcnWU8fz/M8/HQLg7e+t4Q//Rzc3355YMZn6ckxVBTv3RvnsH3Twr/+9Vzn8wD9N8+2vrZSU1kiP3kU5143AoZC9n/7+fr53n0WlsnRiaG5y6OmykFLw3As+MvntTKXeBoCZO8apU6c4eHKxucn27iGEcBmdSTKT9phN6xtP0tjYgO5vABw69W9Sp3lVq/3F2xGyQh3fB2CGO8HJECo/jJSSMeWjZEveJF1VVUWi/BNwyhDdDDVvWvFeSGAu8gukI944E1MPUjW9tnaBxeQ+SrEdq273ul2fXdOvvlKp8OKLL3LnnXcuHkBRuPPOOzlw4Mrlz/l8nra2NlpaWnjXu97FqVOnrnoe0zTJZrNLXlezczNjfPWrX+Xccy8Cnm5NeXPNMo97vJhmOD+Lpqjsr1t/1WOOlzN87eJP+O53v0t6aAKhCJw9fmTrlWmcL7Uxa4onsgf58vS9/PPcIxwunGbKmuPixYscefYwruNSV1fHu9/8Pt5c9QG2+W6hTm1Z0s5vTWYLtFPVqBNhQBLaNIq2+QyuUsZw48TLW9Z2HMVbTchiEOfUFuRcFQiHxKbjRFoH5xt8eNE+Vb/yyqOU87YJxe2Fr8DO1lI6ezuuGUEzivjij3PxYi/RuEsscWVAmJtxyWUkqga7b1y9+fMlO3Qgg+vCzhsi/Oq/Xjmk8krZm/9/9v47zLKrPPOGf2vHk0Odyrm6q3NQB6lbEeWAyGAhghHBYDIGgd+B+V4MYw+DGT4z9gwOIIJkQOSMQCAJ5VaWOufuyrnq1Mlhp/X+saurutTVuWUjje7r2pfUdfZeO5x97vWsJ9zPq2q55S/9CfGhe+e7vTzXYHrgVVSLHQhh09n6Oy65cIBgEDJZyfDIsZP7hnW+P7tqr2E8/SoAmmOPsbL5dwD0DM11O4sEq3Q1+c12ekfrcKXOePUmIpEonuehFbeQ0nbQHtqCgk3eaSbntBLjWYKyF08EmOQawqVfU8xPU7UVkB4N+mGi0ShW/RuRgz/2T9b5HlDnZ7dJBJPxt5KN+JNAavRnJNPH7wtxNIp1V5LteCfZtref0v4nwnglylg5dtJtvBI963O9GHFaRD85OYnrusdY5A0NDYyOHpvrDLBs2TK+9a1v8ctf/pLvfve7eJ7HxRdfzODgsVkVR/DFL36ReDw+uz2/Y/s8eB69f3iURx55xBck29RJdUnNcXf/47Bfqn1963knbAmoWC4j922lv78fwzB4801v5o3nvxrzFDrNPx8Syag9yRP57dz19B94+umnkVKSao+z9tKV6LpOVE2y2FjNxaFX8arIu7ggcC2NascxTbqPQVVF21bvq0+qHtENfQTa00hhMxXyWwQmyxvQ3MiJxwG8UAbXdXH2dyMLUYRmUbvuGUL1c1aqEfJjK3YxcFwpATPkW/rVsn/t1vgiSgcuxnMNgpEJOlb9nliN7/Ypl8QJJQkSyRmJC4djrN8TobnVX3lYVfmCkvwRpGp9AyCZmjMErFITU/2vx640oioVlnT8jETsMLom0GbmclU79tpCQcmyZctYtfpqAJpiT9BV83uSMX91ZDsKlj13XH3SN4SmCwkOZd5L3l4K0mZoaIjxmQxhQylRZ/qJBSOVdQigHj/NOM0l9PNurJm5OxoOkJj+CcKaQBp12I6A8iAYSWh98+x5JQrjiVvIhy4G6VE38gPimUdP+qwkkG+8kVzrTQAEh1+ukH2hcW7WsSfARRddxC233MK6deu4/PLL+dnPfkZdXR1f+9rXjnvMZz7zGbLZ7Ow2MDCw4H7Ccal9th9jLIuqqnzgAx/ggotP3J/x0dF95KwSdcEYVzavWnAfteJQ9/SUL05mQPPVi2hpa2V5bBF/uegtdEc6Tv0BHMFM+mRwJjyhLqmQX93HQ5Wfc1fh2zxevpseaxdlr4AmdFr1xVwUeiWvDL+DFcYFmOLYrA5R0NGfq0cpGgjDJr7pMEb9nBskbxygrA2joFFfvOKkLhxHFCmVSkhHQw2UqNvwFGY8O28fI1wFIfFcFSu/cO1CIOozRrWgUzy8jsrAOkAhVttD6/L70fQq0ZgEIbEtweTYCRp8BwTRmP/59mdOPRNpyXK//8Cu7QW+961hbOssO2+dAAO9ZX70Hd/QaWox8Vyd3NglpAdei2sl0bQiSzp/SjjkT5jpaY/STBJSYAF5Fo/VXHHFFQghaIo+yaKa3yEE6OrcPZSPar6SCJfQNI1I3Q0U7UWolOlQv0e5XGaqVIc702+3KbAVgPHqSjypEmYfQXkYhE5JLEVIi4RZRA9EKCReiTF0OwB2/avwBn/qn6z59WA24qExlvwLisHzQTrUD3+HaPapkz4riSDf8iYKTb6scfjwb4gc+s2pPuqXcYY4LaKvra1FVVXGxub7IcfGxmhsbDzOUfOh6zrr16/n4MGDx93HNM3ZLu3H69auWA51T/cSSPu6Nctf/wo2bNjAZc0rT3h+y3P4ea//Qv5Z14UkjPC8z7WiTd1Tk+glBxkQOBeHOKAN8p2+n5O2ssT0CDe3vYq3t7+WpsDJmwYD4EBkO5ijzKRPltCWzum72FiMOL1srT7M3cXvcn/xpxywtlHxiphKkOXmRq4Pv5115isIzBC+SAfQt9UhLA01UiF+0SG0+PNSGAWMhx/BFVWCTgPJ8rrjXqI3UYs15Pt+FUWhpvsweujYnHuhSCINvpmY7lk41mKGXeL1Dku6l+JOLwIkta1baex6AkXxyUo3YMkK3/J/6A8nXiVddo3vM/7Jd4uMj55acK9jUYDrX+Oni/74O2Pc+pf72Lf75MVs0lPxXHOBzZjZdDxPn2kYrvK7X07zXz/Ww/ioR3NrlDe88Vome95KKeO7y1KJHaxY/F2CgTkp3jt/aOG6sKRboTY1f5LLFVcTCN+AEILC9FYWpX47+570zzRpDwdtouE511nFibF+/XoCwRo0Ciwzb6PO2IfAQ6Jguf5sEtcGMJQ8HgYZux2XEC4zBoSUtBa/S13mewCUo5fhlUdR8ttBMbBCayCzFRQDr/O9jNV8gFJgLcKzaRz8NpH89pM/WxSy7W+nWO+vVKL7f0Kk9/enJGv8Ms4Op5VeaRgGGzdu5L777uP1r389AJ7ncd999/GRj3zklMZwXZcdO3Zw4403nvbFHoFasal9phe9aOEZCsWLWtmlZfCkx9JkM83hGoaLx+9w/8DwLi5tXMbiWCPvWnY5/7Tjt0hAz1nUb51EWByjWzNcGecbh3/IZXUXcEFyDZ3hVt7TdRO9xSGemd7B/nzvgkVSouqTvFYAVIm2oYhaf+LMmow3QaY6wa7q4zRpnXTra0lpTXQZK2nTl/BszxNM7M2AFGg1BaLr+1D0hS1WR80zGdpCQ/FKkpV1VPQxyvrw7OdSgjfUgtffCYARrmCIWqyJ5eipUYQ41l2SWjxKYbSG7EAdqe6RYxQqpRVmcedqFC+C67rUtT9OqvnYVdkrrrM4tE+l54DGjmdd1mxY+Llc95og+3bZHNrn8LWv5HjnB6O0d5341RVC8IFPdLLhgkZ+dmce6QX44TcjtLUn6VqcpLklQSIZRVNDeG4Azw0g3QBSnnoMBmD9clj/5aP+YIMHmMY0rY0PEov0zz0XKbnrbpsHH/Hv8z3vmJ/1kyuuZGzq1Qgh2LVrF6/d/Ot5YaZdh/xAe3drYTbHwHLjeOE3EdEieE6R5eGvE1R8n72hWlTdAFXHJKj7ukI1+kFGq+uZsleSNm7CEo2+ToVQqGhtxCr3ECg8SSWyiXzqzSSGbqey7Mu4ic04g19HRFYxWm2najYg3AqNQ98iWDp00uckhUam411UkhtAesT2fI/g6MnlkF/GucFp59HfeuutvPOd7+T8889n06ZNs41tj+TK33LLLbS0tPDFL34RgL/927/lwgsvpLu7m0wmw5e//GX6+vp473vfe2YXXKxS+0wfWsXGC2oULm7FixpkqkWeHT/M+Q3dvKprI7ftvOe4Y0jg2/se4HMb/4x1qU7+bNGF/OrpB6ndNoVwwYsruJuDx+jW2NLhj+OP8XR6B5fXbWZ1fAmd4RY6wy0UnTJ784fYnTvIQGkEiUQpzuTIVwHDQ7+giJI49XQziWTY6WHY6SGlNrLS2MzkwSwTh7KAINJsY6zuRSwgHXw0CuZhQnYrUWsJjfmrGYrdhaWlfWGyw4uQ4/5qLNLaR6S9j+Lua/FKSapDKwm0Hhs4D9bkCaVylKZiDD29hI5Ld83m0zuFGqqHLkTxAjhOlX37DnKoR3DdGxXMwPzJKJmSXHCJzRMPGfz+FwauA+s2HUv2iiK45QMRvvK3OSbGPL7yd1lueF2Qa18dRJ3pvyulwCo1Y5VaqRZbcO0Y0jPpqIdPfHzh5+JV4fTL0k4MXSvQWPskqeTueS34KhXJ179V5eEt/v295kad7sVz7pd8cSVjU68FFHbv3k0pfQ9NdXPvynja5JGt/gryvGX+ispyExyY/gCqFqdcLpOs/ohg1Cd5Twpsz5+0NGXumSaNXsbtjVSCr0ARATQvR6ryIGOh1zBlXkqq+jDR9E+phNZhBVdg5ZrRJu7GqX8VldTryAzsx5JBFAGNg7edkm6NpxhMd70fK7YCPJv4ztsJTJ58BfAyzh1Om+hvvvlmJiYm+Ju/+RtGR0dZt24dd99992yAtr+/H+Wodj3T09O8733vY3R0lGQyycaNG9myZQsrV57YxbLgxebL1O8ZQ7Fc3IhO4eJWZGjOAvv14ac4v6GbK1pX86P9j5K1jl/uP1hM8+19D/KXK66mM29SvzWN9MCrVXEvCMACQbIjyDkFfj1yHw9MPMGG5ErWJVYS0UJsTK5mY3I1JafMM4e3seu55/BsiQi76JuKiNCZ+4mn7FG27HwYdcJfvnd3d7N06VIm5S565T24nLjycDz8CJoXJug001i4lsHQXVgH25GZJCCJL9lLpMUPkAc7nqV8+EKssWWo0Sn0+PxAuxDQvOEQPQ+uppINM7qjk6bzenDSbVT6NiClihlK09zyKPsO1JHLGDx8dyOX3ziC/rwG5pdebWNZguce17n31yb5rODiK+15uvQAyRqVT//3OD+8vcjWpyx++7MyW5+0uPbVIZYtPY9SZj2es1BGhYemVtC0Msgy2VyByckcAwNZBocyFApFCoXCvM2yrGPkr4XwFS8VBZZ0B1m3NsiG9RE2rg9j6MpsLwFF2POscNeTPP6kww9+bDE6JlEUuOVtBjdeP/fe5osrGJ0h+T179tCz/z4++4G52IjjCH58bzuuq7C8M8vqxdlZkre8FOVymb07n+Q9l8y5Q4tWBE+qqMIhZMy5rAJahUQigaKqaO40ncWvY3hpMuYFVNVGpszLqK/cQyRzF4WaN5BL3Uzt8H/Hil1AuqjiyiCKImhqasYsrYC+3hO8deCpQdKLPoQdWYxwqsR3fB1zev8Jj3mx4tlnn+W//Jf/wlNPPYWqqrzpTW/iK1/5CpHI8RMhpJR87nOf47bbbiOTyXDJJZfwr//6ryxZsuScXpuQx6vw+BNCLpcjHo/zjve8E1PRcRImxYtakOax89QXLn47S5PN3N37LN/cdd9Jx76wlGLosZ1IKantamB0RQGpnp7XUCDoDLeyKtbN0mgXQz2D3HfffbMZShdecz5TDDNc6WW0OoArT7MoylbQdqdQsgEQkuiqUZa0raVRnI8QCpbMc9j7HRkOn3AYxTNoyb0GUQ0zMNiHVXUQip8+GaydX/xU7l+HPbEIhEuo+zG02LEFcYXxOAOPLwMEtS0qJjMrg+QATYseR1FdpicN/vDzVhxbIRq3uOyGUZKp+Xa0lPDofTqPP+j76mtqPa5+dZWOxcdOjFJKnn7M4qffLRIO1fLa17521sgQokQy1ks00k8oMI6mlVGV4+sFFUsu/f0WA0MWw8MW2ZxLoeBRrXooqk/q8ZhKTVKjvk6nq9Okvd0gYJ48tJXNetz/kMM9f7QZn/B/YqkawUc/GGDViqMt+eWMTL4eIRT27t3L9ufu43MfmiKV8O+9UlW44zeLODgQxdRdPvmOPYTDYQ5MfxDLq6FcLvLcc9s4v30XlyyZ+/73TKzi2eFNpIIT3LDUD3ZWaKCPD+OIOI7j0FX4GjH87ICsvobB8DtQZJXu3P9Ek2UmWj+HazSh55+hpLThKFEURaHJ3o655LVgF+Ghj0J1YfE/V4uQXvxRnFAbwi6R2PavGLneY/bLlWySf/krstnsgvG4E+EIN7zuR3+LHjp+Z7gjsEsVfvnmvzmjc50Iw8PDrF69mptvvpmPf/zj5HI5Pv7xj9PU1MRPfvKT4x73pS99iS9+8YvccccddHV18dnPfpYdO3awe/duAoGT38+p4kVF9LfccguiOU5xczPoC+ear0q18fkL34LreXzq4dsZLBynH6WURHsKxA/7WSrnn38+r3nNa9ibPcSPDt9FxT0zbY7AAARnDKuWjiZuvO7VsyXoAI50GKsMMFg5zEDpIFnnJP0yy6ovTFbWEapLZH0/Rq1ftRihmcXKqwgKP+g44j1Nv7wfeYJqRCWfwtmzEtfxUFWF1Ood6MnhY/aTnqB8eDNOttkn+8WPo8WPLQbK9tdR7ttAKOSvNBL1e6nv2DqPXKfGTB76fSOlgo6qeVxw2QSLluePIeC9O1T++FuDUsEn0qWrHC65yiJVP/8VlRKmx1ZSmb4IRdEolUo8/PDDbN26ldYWyYUXaKxdo9LVoaDr/3Ghvqm0x85dLo896bB1uzsruxCJwI3X+1Z8ODR3PcNjKyhUXjdL8oOH/8CH35qlrsY/MFfU+NYvFjM0EcLUXd75msN0tKgzJJ+iWinw9DPbqA2N85bNT6HNuM9cT+FXe99EyY6wufVRulP7KdNKn/wQrhLGcyqkMwXWKj8gqfgxBAn0RD5MWesgUX2SlvJPsMwuJhr/C1XLVxBVsUnWNqGVhwiaOiLRDcOPwNZ/OOZZuHqSqe6P4QYaUKo5Elv/Gb147HsGLw2i//rXv85nP/tZRkZGZj0aO3bsYO3atRw4cIDu7u5jjpFS0tzczCc/+Uk+9alPAZDNZmloaOD222/nLW95yzm7vheVqJnVGMa5qGVW0mAh7Joa4MnRA2xqXMIH197A3zz2/WOVKj1JYl+WyJDv2nGX6lirNTwhWVWzlE+EG/hl373snj5w6hcnfYIPzJQHKB1VJlbt4Uej/bQEO2kOdNIc6CKixWgJdtES7GJz8mpydpq+8gF6i3sZf15HH5EzMHbXIC19wb6uBYbZ7n2bdnE5TcoFNCnnE5cdHPR+Q4kFKjQzCZx93UjXwzBVWls60K02ytW7cc35dQ1CkQQXPTFL9qWDF2G27MJoODBL0J5topVWEgqFkVKSyWSYmtYxwnGSdXOuh1RDlRvfPMCj9zYw0h/m8fsbOLg7zoZLJqlrnLuf5WtcOrvLPPpHg61PaOzf5W+d3Q7nXeCwaJmLkAGyo5djFTtRFIiEe7BLd4OXQ0qXvn7o67f44U9B06CrU6GrQ6GjXaWtRaGxQZBInHnjEQDXlUxOSYaGPfr6PXr6PA4cdJmcmj8hdS9WuO5qnYs3a/P6zA4MqWzbtYruJa9EVRUOHNhHQ/A3vOeDBRQFPAlP7Ejxu0ebKVc1IiGbv3jdIeprDQ5kPjBD8kWeeXY7ppLj9Ru3zpK8lPDk4MWU7AhBrURn8hAluujj/XhKkIAzQCE7gZRtVJlzdQmgsfxreqIfIWOcT8zegeEWsCpFUAwEkoah7+ImP4SMtGNPbMGIdUHzpTB0P0w8OzuWY9SRXvIxXCOFUp4iufWraOWF5TJeKqhWqxiGMc9tHQz66cePPPLIgkTf09PD6OjovALUeDzO5s2beeyxx/7vJfryhkb0E5D8EXx7132sTLWxNNnMTUsu5gf75woyhOtRs2Oa4GQVCXhrTLxOnWemdjJWmeSt3a+jNpDknUvfxP5sD7/pu4+xk72kLoT3gOHHwVCXl1EX+S6DilfkUHEXh4p+UDOupWgJdtEWXExToIOYXsMafTNrYpspOFkOFndysLCD3GgJfW/K7+saLRPd2IsaONblI3Hok/eRdXtZpNxISNSxWrmFAfkgI3Iuq8Ebq8c9tBhQMBJpapfvQy3GEHYDwenXUY0+ih3aOq9v7RGyr/RtwE53UB1ag1usIdjxLJ4doHTwYqQVRlGrxBueI52po1IK8Nwja2lZNMzilb1oMzIJZsDjyleNsPu5BDufrmFyLMAfftZKW1eBtZvSJGbcOYEgXP0qi7UbbR79o8HBvSq9BzV6D2q0tddx41zsLQAAcM1JREFU8cWXomthhHBpaXiY2uR2RAdsOj9IPi956lmHp55x2HfAJZ+HAwc9Dhz04ChpXdOEmqSgJqkQjwvCIQiFBIYOui78CmDPb4ZSrkjKZUmhKMlkJNMZn+QX6kUvBHR2KGw4T+WSizTaWudWndUqbNtpsOWJAKrWzbXXXouqqoyP7uHqNT+jvcm3mvtHQ/zygVb6R/0VUmt9ibff2EMsGuBg5v1Ybi2Vcolnn9uGITK86fzniJj+s5MSnh3exOHpJQg8NrVuoaL4DUOkMAg5h2kvfJs98gb/tX1ehlHI7SdZ3cK0eTHDkXdgGAZSMVCkjRGMkmt9I8kDd2Ct+ih23cVoI1tQWi6Dle+Fh/8KPBs70ES6+2N4ehy1OEZy61dRq5kT/37+E/D8anvTNDHNk/ecPR6uuuoqbr31Vr785S/zV3/1VxSLRT796U8Dvpz0QjhSZHo6BahnihcV0XMKmuMAk5U8X9/xB27d8Fre0H0he6cH2TrRi2K51G5NY+RspALuxgCyce4RDBZH+ccd3+LK5gu5vGkzS+Nd3Lr2veyaPsBDw0/QWzi2mlfYEN4BehY/R/68EmrLsS3vjiDrTJHNT7E7/zSa0GkJLKIzvIz24BIiWpx18UsIjKR4aref66/X5omu6z+2r+vzkOEQ271v0KXcQEoso0NcRVJ2c8j9HaWBKN6gX10cbBgmuWw3QpGUzJ8SyF6JXllBIH8ZqtVENX4/UpmzsoUiCXQ+gxqepjK4FifTQj6fQkgN6WnoZp7WpQ9hBPPUNAxwcGcXw71NDB1uZmI4Rdfyfpo6xlAUiRCwakOGRcvybHsixaG9UQZ6Igz0hGluL7FkVZbmjhKKAnWNkte/rUpmWrD9KR2ntJ7ly9aiKArZbJbt2x6koX6cJYsNuhfZxKKSaFRw1eU6V12uI6VkbFxy4JBLX79veQ+PeExMSqpVGBmVjJxiTv5C0HVobFBob1PoaFPoXqzQvUglGDySBQTjEwoHDuns2adz4JCO4wg6OjpmST6k7OQNF/4UkBwciPDgM/Xs7fVTKE3D5YaLh7l47SSujLE3/SEc6Qden3tuK42RYV6zfjshw3/Xqo7J00Ob6c0sBuDCtkeIxeP0826k0IjY+2gr/jsKNsqMa89bQGqjsfxrKsYSZLANKQRGuZ+GkTtJL/kr3EAj+dh6wsN/xGm+ikqgnWAljQg3weI/wxp8lPTijyL1MFp+iMTWf0a1/2M06IslHY2Tp8Y6Jf/en19t/7nPfY7Pf/7zx+z/6U9/mi996UsnHHPPnj2sWrWKO+64g1tvvZXPfOYzqKrKxz72MRoaGuZZ+f9ZeFH56E/VD3cE719zHde0n0fFsfjcPXdQengfWtlF6uBuCiJrjq8pU2MmeGXbFayuWTYrlTBWmuCpie08N7mLglM6VmJ4YxGl9szUJ1VUWoPdKIdiDB30Z/MlS5Zw3vkr6K8+Rn/5MexT6OoDUCfW0imuQUiNffv3MjnhxwGiHYeJdh6a7xuXoJfOw8xfgkDFU0pUYw/gBI7NjXaLCYoHLgbX/w4UtUrrsgcIRuYH49LjCfZu7aZS9JeuZrBC57IBmtrH5skaZ9M6255MMXB4LishGHboWpqna2meRMrCtUNkRq7GLvtaMtPp/dz3x2eoVOaTdKrGpaPdoa3FobXZpbnJYaFYlu1IJicl6bRHelqSy0uKRUmpDJYtcRxffVNV/J6zgYAgGBREwpBIKCRigvo6QTIp5jU7qVRhZFRjYFClt1+jt08nm5v/A1+zuo2LL7kBIVRqwztoi/6SrfsSbNley/hMm0eBZMOKNK+8ZJh4xCGdr+VQ7gNoup9CuW3bs6xv2cPFSw75jcwl9Gc7eXroQipOEIHH+S1P0FAbZJB3gFCJWjtmGob4z2y78ybSchFL1btpVub3bvUbhrwXqei4rossTdAx9i2EEWVqySdA0Qmmn8BoWIsMNqCVhzBrl2JVyqQnx5CqiZbtJbntX1Gc42e9HYEXqCFXskjdcsdZ+eivuf2LaKfADU6pwr3v+gwDAwPzznU8i35iYoKpqRPH0RYtWoRhzBX9jY2NEQ6HEUIQi8X4wQ9+wE033XTMcYcPH2bx4sU899xzrFu3bvbvl19+OevWreOf/umfTno/p4qXNNFrispnzn8j8ZLg67d9nVKxhAwJnM1BiJzaLFsbqOEVTZtYn1qFofoWgyc9nuvZzv2/ug+nYvsSwxcUzk590hVoe2tQpvxKxbZVETavvZKglgDAkRYD5Sc4XH6QqndikTcAw0nC3vUUc1WEEHR010DzH7HFwnLSil1LIHstquNXx9rmQarRR5Cab5FJCdXhlVijy2eO8ADFFz2rP0hN0x40Y24l4LmCod4m+va3YlX8H5ARqNLSNUJzxxhmcC7zJp/VObArxuG9MaqVucm3vTNGd9cahBJAUSzaGu+nJrEPy4JDPToHDmkcOKQzMqoiF5B3iMc86utckkmXmoRHPO4RjUgiEY9QUBIKSkzTT3k8HqQE24ZyRVAqKRSLglxeIZtXmJ5WmEorTEyqTKWPNRpUVdLV4bCk22bZ0jaqzhuQaKjufg7sfYzdPTFc1z+5qbtsWJHmFRvGqU1YTExH2XZ4GYGaVxMOh6lUKkz138Nli7eSipSQEsaKjewcXcdYscm/38A0F7U9ghLqZpibQSjErWdoKf0YMVPMJyU84byXCknOU384G4wFKATWMZ54JwiNQGE/RS+IpdeiuXnax7+LCNYy3fU+EArh9GOobZeDGkCpjJOx/N+lPn2AxPavoZxCMoMbbqS46VayU5N0rt38H0r05zoYuxC+9a1v8dGPfpShoSESicQxnx8Jxn7qU5/ik5/8JODfT319/TkPxr6kiR4gNmVTs2Max3FobmlBvSjK4erxBdWOh4Bqcl5qBefXrcGdsPj5z3+OZVnU1dVxzWuvZIJB+gsHGCr24sjju24WhKWg7apFyZsgPCJrBzGbsggUmsy1dAUvJ663AOBKh6HK0xws/ZGKl1lwuKP7uiqqx4oVy6lJNiBxyYknSYs/IsUCP0SpYBQuwCiej0BB4mCFt1ENPkNlYDV22tf4STXvJFrTx8TAeopZ39IWwiFed5hk4z6MwFzetusKhnub6N/fSrVyxGKSpBqmaeoYI9WYRp3RcHFdGOoN07M/SkA9j46OTsD//vfv205daoK21iItTSXq6yqzBF2uCPoHfEt6aFhjcFglmz11BVBVlei6T/hHrGTPA9cT2DYLTiILIR7zaGl26Gh36Gzz/6sogsGRFVTd1yCEyvDwEE8//cxsnn5jbZkLV0+ycUUaRRHsH2hiZ08rE9kG1q9fTzgcxrZKtMg76Ej040lBX6aLvROrSJf9SVkVDivrd7CqfjsZ5TJGxRsBSFYfo6n8i1m5YE8K9rmvZEyuQuByofY1TOF/V35XqLf7JJ57jvrhO3GVIH0N76JiNCGkQ8P03QR0hVzHnwMQy2/Frr+IctlfaZqmSfzwrxD7Tq5d48baKZz/cQhEyQ3so/O8i170RP/Vr36Viy++mEgkwj333MNf//Vf8/d///d87GMfm91n+fLlfPGLX+QNb/B1+7/0pS/x93//9/PSK7dv3/5/d3rl6RJ9eLBIYm8WAXR0d/LB934ATdf4yYHf8vDQmZVfG6MQ3gtIaGip5+Y/u5lQcE4vx/EcRkp99BcO0V84wFh5CHmi/rElzU+frMz0dV3fh15z7JK3Vl9Cd+hqagy/KbQnHQYqT3KodD8Vby7Dxe/ruhzPNlHNCqk1zxEIK6S8VxLBF3FzKDAt7iEvts7ToD8Cxa7FzF+KZrXheR5T6QmsqgN4NHQ9TaLOz9eWEkrZRiaHV1MpHNFI94jWDJJo2E8wMjmXoeMJxgbrGO5pJJuOz55L1Rzqmqaoa54kWZ9BVQSZkauoFvz7LOQOsW1HD5XKfLLVNI/G+jIN9WXqaqvUpiqkklV03b+fclkwNqEyPqGQyShMZ1RyeUG+oJDPK5QrAts+9cwbIfwVQCgkicc8YjGPRNwjVeNRW+PS2OgSDEimsyaTkyZjE0GGR4K4soPzz78QVVUZHh7m6aefpqGmxIquLOctzVBfU2VgPMX+gSYODDZiO9qMHtQ6wuEIipdjVfBreE6FQ9NLODC5jLLjv2+qcFhUc4CV9TsIG0UmuZZx4YuFpSoP0FD5LZYMU5AN5GUDk94SCjQAHivU39Kg7AEgG7qMqbivShnNPEHt6I9nJwdXBBhOvZ5c2NfuSeafIGq4viiZ9AABQqCrglRdAzgV5G8+DqXjuzucmqUUN3wEjCBMHqb467+n7ZM/edET/S233MJdd91FoVBg+fLlfOpTn+Id73jHvH2EEHz729/mXe96FzBXMPX1r3+dTCbDpZdeyr/8y7+wdOnSc3ptL02il5LYoTyxXj/f3GvXUM4L89aVb2BTo9+O7dmxnfxo/28o2CcXuvLHhEAfBGeaAinNFtraEgE9SEd0CR0Rf4saiXmHVdwyg4XD9BX205vfT86e82eLrIGxO4W0NZSgRWxjD2rkxEX5NfoiukPXUGv46VqudBgoP86h8gOUJzW8/UuRnooeyZFasxXVnLPcg7KblHcjBj4pW4yRVv5IiT0coywlQRSWUOxZi2P7Ur81qTCx2p3o4W0IdS5eICWU8vWkR1ZQyjbN/t0I5IjV9hBL9aGbc5NXKR9kpL+e0YF6quW579MwVTo6WtC1CODS3vwHUokDeB6MTQToH4gwOBxieDREtbqwxR6N2CTiFvGYRTRqE4vYhMMO4ZBDKORgmi665geGHQeqlsCyxKxv/oj1rqq+hW/oEsOQqCrYjkqlolIoahSLGvmCTi6vk80ZTGcMsjkDz5t7kHV1dWzevBlVVSnm+oiK37C8I4uuC/pG6+gZqaNvtBbLmQsi1iZsVq3ZiKKl0MkSrvye/nQ9o4UmjnxJAa3Esto9dKf2EdD87LFxXs2kuNZ/jqVdVEtZcrIRi/nVwgo2K9VfU6v4MZiR0Bspx68EwMn2ISa3EpRZQl6auDeMiosEpqIXM5a8AYRCsNJPNBrFifqBX114BCJxgqqHGowhh59D3v+FBb8fu34tpXXvB81AjOxBuf8fyefztH7m7hc90f8p46VH9J4kuTtDeNQnIneZgbdEn21CcnX7Jbx20bWoikrRLvGTA7/lqdFtJxkTQgfAnKn3UBdVUJdXFqy4TBq1tEUW0x7ppi3STeB5jRqmKuP05Pew58Buctsc8BTUeInYhl4U89SzQGr0xSwNXTtr4R88dIBdO329cbNmkpqV21G0BcaTKnF5IQn5ClT8a6swxLTyR8ocmCV8txyjdOBipB1C1WxStTF09YjOv40W2o0eeQ5Vn2+5VUpxMmNLyU21I705AgtGx4nW9BNNDs768qWEXDrK2GAduXQrjfVL0DQNx3EYHBzEsbPUprLUpTLUprKkkjl03UVKmJo2GRsLMDYRZHwywFTapFw+tSQyRfEwDA9d99BViaJKVEXOTXbSd9u4rsC2FSxbwbIUjp0Nj4Wuu9SlqrS1JWlsugaERtTYj249xPBUnIHxFNP5+SXx4WCF7pZRlrZlyas3U3WbkG6FgYFBKkfJK9eHR+lO7aM93ouqeEgpyDmNjIo34ui+BVgoFGZdKT48QqQJiwmSSj8pcQhTFJHAQOTdONENALOS4EdDSIeEN0yDs5d6dx+F4DKGat+IEUoSCs3JZiueRSSWQKg6wYCBUDS8R74CfVvmjWc1b6a89t2gqIiB51Ae+GeEZ5Or2C8T/QuMlxTRC8cjtT1NIG0hBbhrzQU7QrVGmnj7ijfQFvWtz57sAL869AcOZHqPHdSF8C4wpgAk2qoyauepSWEJBPXBFjoiS+mMLqEp1I4iVLZt28Yjj/i5/fWtMVLrp5mw957YxXMc1GjdqP2rGO71c/3bO9poWjbNmP1HbJk97nGKDBCXlxCXF6Lg+86rDJMRj5ItjlA5dCGea2AEsrQuewjNKOGUl2IXzsez5ySpFWMIPbQLLbgPocw9F8/VyE21k5vqpJyvP+rMkkB4inBihHB8hEB4mmqxjdzw1XjSQJAhm9nD6HgYxzmWuKOREolYgUS8QCxWJB4tEo2U0DSPUlklm/Wt61zet7bzBZ1iSaNY0iiXVTzv7FLdDN2dXSFEwg6xmEUsapNM+P/1PJNMfjkuVyKERi47xb79h+f1khVC0pDM0NU8QVfjBJGQy0imm6x8LaoWxXEcBgYGsG2bmJmhM3mYruQhIkaBihsjbS8ibS0mY3dihmpnSTefz+NWpoiLIWJimJgYJirGUcX8mJFEMBR9J1ZkIwDW1CEC00+h4mCJEGWRIK80UFXmVgOaLNPg7KOmrhGr4XIAKsUcQS+PjLYQwMaIpdAVMIJhZGEM+euPgzeT/tl+OZVVbwOhIA49ivLoNxAzhYwvE/0Lj5cM0SsVl9qtUxgFB6nit/2rP76FpwiFa9ov5frOyzFVPzVq3/Rh7ut7hN1pvyJWWDMSw3lAkWjrSqhNpxloPQqGMIn2t5Lv8Qlx9erVXHbZZSiKQsXN0V94lt7846Srvac0nnQV3ANL/ZZ/wOJljaxatgkhBJ60mbQeZ7R6L5Y8vr9UkWES8hJichMKBvl8np6ew3ieJBiZomXpg6jaHIFLCZ7VilVYh1tZwlxLAxsteBgtuA/V7EEcpZhoV0Pk023k0+1Uiql55zdNQSAQBQTBwAjd7b9E0yw8TzCdjTAxmWBiKsFkOkaptHCjE4BAoEokVCYcqhAKVQgFqwRMi0DAwjRsTMNG0x2kJ6laim+pWyqOK/BcgevNdboSArQZS1/XPTRVzoiaKdiOTqVqUKmYlMomxVKAYilAoRCiXDFpamqitbUVIQSZTIYDBw4gcKlPZmmuzdBWP0Vtoki+XMdYtpmxTAvFag2tra0EAgEcxyE9tpfm8F46Ej3EzQw5p420vZi01U3RnZs0w+HwLMkHC0/QYN9PiPRxtX1grvVfPnSR/91M7mHp5DcW8txREkkm1W6GtLVYSoS6ujpqavxVnZUZoeCZCDxqwjrSjBM2FVQzQtDUUTQDb+udsOtnVBfdQGX5m/xnu/delCe+O6+f7MtE/8LjJUH0WtGm9tk0WtVFmgJnUwASp5Z1ETUi3NB5OZc2X4Cq+MeMFMf5456H2fOHbYiyBN1DP7+IUnMWHe1dgbavBmXS/2GGlo7SsbKGtsgG2iIbCKhz1lPOGqUn/xg9+ceouAunUkpLx927AlmIgvBILt9JqGGMmLaCJvN6oprvw5fSJW0/x1j1Xkre8bONFBlEm76Eqd4YUkI0GqWzqxWp7cJVnsITvccEbj03jFNaiVNaiefMNaxGWKhmD1rwEJrZg1Dn0i5tK0gx20Rxugmn0oVp+oFFy7Iol8uoik00MjmzTREJTRMM5Pwq46pOJhMhk4uQyUbI5sPk8iEs63TaO0o0zUVTXRTVQxESMbOBT/ZSClxXxfUEjq3hyZOvAoQQdHV1UVvrPwencoik/iC1iRyGrpMrp0jn65jINZAvJ+eeu6LMkjxemQ7le0T1CaadxaStRUzbXbjy6HfeI6YNEQmHsQ2/73FT6afUWE+cwp37rf+KwY1IKUmn0yyaupOU13vC41wUJtv+Aq92PeDniVcn+6gPupQSy1CRxGNhhB4kEjLRjCCBQADPLlPZeRfVTr/RiNj2S5StPztmUnmZ6F94vOiJ3sha1G2dRNggwzPNQkKnvzxPmnGuaLuQi5vPZ3Jkgu9+97uUSiXCsRAtlycYlPtPX3XyCOyZ9MncTPrkmkHM5jm3ikChIbiczugmWsMb0Gb60nrSZbi4g0P5hxkt7UbOWEGyHMTZvQKqQYRmk1q9FTORmXfKiLqYJvN64vqcHHTeOchY9X4yzg54npvITrdS7jkfUIgm8nR0dKKJuepBjylc5TlcdStSzJeEkBI8ux6nvBynvBTpxo/+FEUfRQ30opn9KMYI4JEbu5Ry1r+2gNmDVS2RK9TjuseStqLYhINZQqEMoWCWUCBHMJAnEMijqQ5VS6NQDFIoBimVApRKAcoVg0rVoFwxsCydqqUjT4GwTwRDtzEMm4BpEQxYBIPVmdWDh1SuwvVaAI+wsh2rOk2mmCJXSuDJY42OWGia+vgERnQTDvUolAm7O8jaDZTd2nn76qJIjXGIGuMgSf0waeU6poRPno2lnxG3tyNRUGUFhYXfUQ+N8eR7KAXWgHSYmJymXC5zSelf0TlWTbTohZh0U6SdJMmlVxCoWw5SIg7dQ0+1hqoWRUiXhpCHG2nG0BQisQS6rhMMBjENHct2qFb9ZADl6R+i7Prtgtd2Loj+0q/9PVrwFIi+XOGR93/6ZaL/U8TxiN6cqlC7Pe03C0nMNAsxzk6tMJTWCO508Vy/mOHP//zPiUajVJ0yBzO72Te9nYOZ3Vhu5eSDwXz1Sc310ydTx8/00YRJW2Qji2OXUBtYPPv3oj3FodzD7B98jsrudqRjoAZKpNY+t2DLvyMIKq00mleR1DeiCJ9wql6aSetRJq3HsGUOa7KTSt96QBBL9dC46EkEEiFb0bxNqN5aBHPP3RPDuMp2XGUXUkzMO59P+o04lUW45cV4Tv3zPreoWgUc2wAkzQ2P0pB6duYzQbEUJ1+oJVespVCsoVhM4snju+A0rULALGIaJQyjhKGXMfQKul5B16pomoWmWqiKjcTDdQWOo+J6Ct6M1S6l8Pvpzlj2c1Y+CEVBCAWkhusZ2HYAyw5g2UGqVgjLShAILUHTTDzPI51Oz5LbEehqlZrIJDXRCVLRMeLhAiWnjdHSa3GJIaVHuVw5yo/vW+01xiFq9ENEtRFcEaJMK5NcR0n4WuXCqyKV+dWcQlqEnD6i9m7i9nNosoQnDEaTf0nFXIbwbKLDP2OndxG6LHFJ+bZ5x087cZ4obWTKrUEIwerVq6mrq8PzPHbv3k1hvJd2ZRQ10UYm2AlAfQhkuI5wwMAMRQgFAwhFxZ0RBFJmLPnj4WWif+Hx4tK6OQrBsTI1O6cRErw6Fff8EzcLORUYI2DutfEQiDobdXOWnfknWGVsJGYmWVW7kVW1G3E9h/78IQ5M7+RgZhfpysSC4/nqkymkpfnqk+f3okVOXDHoyCo9+S305LcQ05tYHLuUruiFhPUU0dx5VHcWkZ5HMF4lvupJVOPEMYOyN0hP+d8ZrPySeuMV1BoXYyo1tAReQ7N5I/v7nmaoz594EvUHqO94ZtbHK8UgtjKILX+N6q1C9dajyG4U2YziNqO7N+AxjqvswVP24YlehPBQjVFUYxRiW/DcCG6lA7faiVNppVxS8Dzfag8EguSKN1CuXoBpjBIwRjH0MepqR2isP4gQfpFPuRKlVEpQLCUoVWKUKzHKlSiOE8BxAhScAIXn+f5PBEU4CMVDCM/3FQtAgpQKEoHnqcgFrPDnQ1VVamtr0TQN13XJTI8S1CZpiGWIBTPEw2kiwRKSCEWriYLVwXDpEnpyCQKBAKqqIqWkXK4QUCZI6r0k9R7iei9SiVFiMXmuYIwuLHFsf955JD/TDlAKg6K+hKK+hHF5Ha3FO8nFb6RqLPJb/w1+k4IlwITA8yqs+60WthQvwEVDU2D92hVEa+qQrsPwzkeZnipjE2Kvtwg17bA4vJtifAXjJUGdlqNIDE0rY+s66szjC4VCKHWtnKJZ9DJeILwoLfrQcInk7gwC8Jo13PXmKQueLQgJZj+EZvo2KK1VtDVlxOxKX9AS6WBpci3LatZSG5z/o5uuTHAws4fDmT305vZjexZiKoC+J+WnT8bKfvrkAuqTpwIFncjE+Uwd8C+ora2NSy+9lKocY6hwP6PFR3DkyXVF/DvRSOrrqTcuZXJQ5fBh/6Zb2xppah+l4j6J5Z2ggYkMoXqrUb1VKHIx4ihbQVLFE4dxlYN44hBSjM369V07QnrwRlwriSJskvEJPGqxnZoFT6MoJQx9CkObQtfT6No0upZB1zKoij9ZOo5OpRqhaoVmN8sOYltBbMfEdgwcx8SZaeh9ZvDQVBtVs9G1KrpWxdDL6IaKFBuBAIYyTVfqN2iKR8VJUbZTlOw6SlY9lnus1XiE5IW0aVB+T52+A6nGKLGIEospshhXLNQty0fE2k3SfhrDnUSTeVRZBiQeJrYSo6AvI2P4HaNM00BRVBS3ROPAbQQq/Qxo6zlkvII6Zz+rrN8BPsk/XPQDtC3mFCvXbsSNLgK3SnTrNyhP9uKiUNaS7BeLmcSfWGuCEEw2oagaqWSMVF3jrGaMrutEIhGk61C8/f3I/MIG0csW/QuPF51FHx4oktzn+7e9Ng33PJMTphmcDBKChyEwI/mhLq6gLnt+jrxkqNDLUKGX+wd+RTJQx5LEapYkV9EeXUwyUMcFjXVc0PgKHM/mgSfu5dndO3zBsFNUnzzu5UmwD7czNeaTfLJ9mu4NLQjFJay0sDT55yyOv5nx8pMMFx4ga524TZvEYcp6iuHeEtaoH8zr6GxmUdcyhFhJlKtwvCnKzjNUnGexvB7/IR2BKOGqT+KqT4I0Ub1lKHI5qrcUQQRVrkB1V8ycq4gn+qjaI0yNNOM5AXQtz+L2XxIM+M3bXTdIxWqiajVStRqo2g3YThLPC1GphqhU255/Cyiigqbl0NQ8mlpAVQsEgyUikSKqkkNVKihK1d+EhRC2b6m7Gp6n4nqqb73PWPAzF+tb+UiEcGeybDRARUoT1wvieiFcN0Sl2kSxvAzQEDhYXox9E+845jqPwNSmiRgjhI0xCt5Gqm4YlQr1ge24yhp6eC2emE9SQtoE6SNEDxZJcuJ8ABrLvyJVfWSh06BSQfUqBKrjxOzdDNZ+GhQVKT1qh+4kUPFf8qrw8/hN6esYVT2dJ0p+Pv3S0CCday7HCXfg2RUeuf8P9I3FgLUAGMKlwRijJTrJpNFBuhwgKsdI1DYRT9ZimiZSSmzbRp9Z6aiqhrHxjVQf+Npxn9HLeGHxoiL6cF+B5JAfOHK7dLxVxlmTfGj/UYVQy8toi08uxjRdmeDJ0ft5cvR+DMWkM76URfEVLI6vYM9z+3n2EV8RcM2aNVxw2QoGi9voyz3DZLmXeaR5sstzVdx9y+b6unbvI9Q6wP7M0xzK/pDG8MW0hK8kYrTTFL6UpvClFO1hRooPMVp8FMs7No9eSqgOrMWa8LNy6tqeI1D/I6YqywlpFxLQ1qEpKaLGdUSN63C9LBV3OxVnB1V3D/Lo3rSiiqtux2U7thQI2YQqu1G8bhTZgSCMXV7ExFgYz/PQdZ3mphRSuY6qM4QqhlGUEcLBw4SDc6sIz9OwnBS2ncKyU1hODY4Tx3aSuF4YTx7xk9c///aOCyFsBC5CuHDEZXPkmSBAKkipIlGR8tStfznzExI4BPQMAS1NUJ8kpE8RMsYJ6Fkcaqk47YwWL6M6E6jWAwmyyhWz4yiyTIgeQhwixGGC9CPwGFPeRE76JB9TRhHJ85lUXoEUKiBQ3SyqPYZe7SdQfBpFWthqitGaj4AaAM+marlMh84jUvIlDyzhZzqZ0nfZ7akuw5ImtcEKHeddgxNsxqqU+cO99zE97b9DhnDxAEuqDFTjDFShxhihJlVH2UlwXkcn4bD/PU9PTxMMmFi2jmpZBINB9FXXYD3xfWT55IJ8L+Pc40VF9PHDeTBN3CU63rKzJHkPQnvBHAOQaGvKqO2nVgh1NCyvyv7pHexP70A9lEAd9pfcqzcu4borr0NVVGojnaxreB1FO01f9hkOZx5nrHSAE5G+tHRfmKwYmenruoNg7dzS15Vlhgr3MVS4j5ixmObwFTSELiSsN9OdeAuL428mXdnBaGkLE+Vn8KSFlPhNRKY6AajveJpkg9/3sOrupuruhqpOQF1FUNtIQFuLqsQJK5cR1i9DSgfLPUTF3UXV3YPt9c/dg5BIMYzDMKgPgVSoFtaRGd2IlAqmqdHQ0ISiqlhuC0d3OxTkUJUxFDGGqoyjiAl0bRJT34sQ81dCnqfjuDFsJ4bjRnHdKI4bnrW2XS+I5wXwPBNPmhypZpVSR6KfzjwL+KsHRakgRBWJjuMkAUFQH6cl/ighPY2pZVEVF1vWYXn1WF4TVe98Jt1mbKd21sJ1HN91Z5ompsgQkj0E6SHEYUyG8ZRabG0Jln4pabWLnN1IueK/k8FgEC248pgW8P6IawDIeW/ByD9FXl2KqybQrElqRn5KX/0t5EPLcZUAqlc5yqIvUPEM9lW6MU2TNevPww2kKJVK3HvvvVRzU1wVH2RlaArLlUxVNBzFYNKN8myxkbRlUM5YvO41FxCNx3Fsm8M9PQQDvlWvajqGYfhWvW6irbgK+9lfnN4X8DLOCV5URA/grjDwuk8nb3oBeDPVrpP4zULWlVCbz7wQCgnqvhrUcd9SCi0fZqRuB3fu+T1t0fNoj22gNbqWsF7DytprWVl7LUU7TU/mSQ5lHmOyPN8nLssBnN2roBpA0auk1mzFiB3fEspZh8hZhziQ+R4NoQtpDF9KwlxKKngeqeB5OF6ZseLT7N7Wiz0VBTwaFz1JvLZ3gdFsKu5WKu5WqKqY6jIC6hoC2ho0pR5TW4ap+S4fT5aougew3IP+5vVxhHrK+S6yIxsAhVikl67W34II43htuF6Lv8kWpKxBEsPxYsAS5re79RAiiyLSKCKDIrIz/85jGHkCYgIhehGUEGKB7lvSJ3hP6j7RS3XGap8Jvszo2viTyRGXjYsQzqzLB1RcL8F4+nqKZT82kwiNUBefxJEXkPZS2JUUHuFjzj97F25+pspX0mI8RJ3yKBpVbK0TS1tCWf8zctoSPGUuLbVcLlOu+FIGEb1E3NmDmp5AdaZRvALMpPp6WgpHb6ASXoet1pExNgGgV8do6v9XNDePaY1RNRooBBYTL+2ategNWaTH6kAPRtm4/jxEIESxkOcP99xLrT3I9fWH2ZYO8I3BFL0FY87NBXRHh1jV0sDK624iGk9QrZR58qmnCZs6bjSOquk4tu27cHQdVVXRV75M9P9ZeFERvbfKPHuSdyGyA/Rp/GrXDUXUhjPMjwfwQNuT8nXkhZzJkc8AYLlFDmW2cCizBUVoNEdW0RXfTEd8A2G9htV1N7C67gZy1TEOZx7nYGYLmaks3p6VYPvpk7XnPYsWPLWGI66sMFx8gOHiAwS1BhpDl9AYvhhDpBjYpVOcjCKEYOWaGMFEHYXqMFKeaBXjzlr6WeuHqKKOgLoSU1uFqS5FESGC2nkENV8oTkoH2xtkbHyQ7EgAECTj++hovmeGTLMYahbUnbNnkNLElQ14XgOurMfz6nFlLZ6sBQykTOLK5AnanR+BhcC3vAVVEBYCG3AQuCBc5moH/OIohACpIqUGaL7LRupITKQMIAngOAq5XG42VTASiaAF1pBxjl1NamIaXZnAVEYwxBimOkTFjtNX8pUhGwJ7CUeayGj/D47aBuJ5mT3SQXd6qZQLlJ12AOrLv6Muc/9J797IPcZI6q9ACSCEwNQ8FOnb/6FqL1WjgbLRNkP0foWxIUuM6JvZsGYDhmlSyae5+w/3o1WnuSp5mDsO1tBTmMvsiesORUfBkQqTagOvvPYdJBIJCoU8v/vd3YQDBpVAiHozSLVapVKtohsGxsym1nai1HXhTfSc9H5exrnFi4voF9CtOR0Ie0bSIAeo0q92PcOOUIBf7bqrFiUTAMUjuq4fo37h1mmedBjMb2Mwv41HhzRao2tYFL+Q9vhGYmYD6xpeR4O3ibse+Q2e7WJEi9SseRrVOH13EkDZGaMn9zMOZ36B3XM1lUwURVHYtGkTjY2NwDV4XpVidQf56jMUK1txvOkTjunKCYrOgxSdBwGBrrRhqssw1MUYSjeKiDI1bjI+7BNJXV0dra2rEVwI3gDSGwI5BN4Q4J9LiCqa6IejGmCAn1MvieLJJJ5XgyfjSJnAI4qUUTwZQ8oQkjC+DIOBxJiVMThdF81CqFar5PMZpPSVLGviDmGzH01k0UQGTWTQlSl0kUZXJlGEhUcYV7TiiDYK9nUM5ToBQTgcRktcQ+kod6PiTaPbBzGcgxjOAXSnlwzryYq3A1DrbiURUbCSb0bqSaQwfK0Yr4KojqBUhlELO7GUWkZrPopUAhjVEdRwI25gEfnmNxIf/AGh6gDT0c2UzVY8VFwxo21kNtO96gp0XcfLjfDr3z9CpVLm9cnDfOtgipGyQUD1uK4py9JomVzVxXYFlXALbTe8k0AkztTUFL/80Z2g6pTMIHW1KsViEVVVMU2TYDCI4zi4roumaejLLqf6MtH/h+NFRfRnA2H5bf+0AqB56JuKKMmzkDSwFbSdM81CVJfYhhMXQh0NTzr0556jP/cc2qBJe2w9sfJKnn3kIK7j0tTUxPU3XEvG2sVg7iHGCk/jndDyXhjSUygdugg3F0UoDs1LH6aiPcNUYRPRwCYMrY5o8HyiQT/YV7H7KFa3U6zuomTtQcoTBaYlttfv++nte/xqyskrKKR9t05jg0ZTcy2KYgKLQFk0r/RdyirIUZDj4I0j5STIqZktjRAlBDkUkQOl7/hXIcWMBR4Egkhp+v/miHWuAyqgzLhsjhRHHQnI+o3DfavfQmCBtJnOrSRX8H3fMbOX5Q0/xlCLfvYOCTyRwhW1eCzGEhdRFk24ohFP+PIGjuMwPj3uJz2aJsmYgeHsQXcOoTuHMZweFG/KTxFWU3jmUrKBaxku+iqUsViMSM3rOdm3blfzTE/nkELDLPfSNHAbdqiD9JK/olT3CkKTD2LafmzH0mqwZwTsggGTcsv70DWdYjbNvgd+QaUSYVVwknsGAoyUDaKay3u6x9k64vLZrQolW6O1tZWPfexjBCJRpseG+NUPvsNg1iIaChCJq+TzBRRVIxQMYlkW1WoV0zRxHAdN09C6L6L6yO0nuauXca7xfwXRiypEt870djU89M1n2fbPUtB21KEUDb9ZyMZe9MSpuVeeD0dWOXh4P+5+P/Mj2SC45KrlBMwQjeYFNEYvwHaLDOe3MJh9kHR5puvJSTBH8g0IxaZ16UOEYhOUrTHK1j7Gc9/B1NqJBs4nEthAQF9EQO8goHeQirwGKR3K1kGK1i5K1d2U7YPHJX4pBbmxyyhnfZJvaXiI+tRWqAo8UQeiHaG0gdICogVEA0KYIDqADlAXkMOXFZCZuY0cUuZBFoAiyCLIMkKUEVRAWkABP0ZwKua8wH/9DRAmYAJBHC/B6MQmyhU/v78ukaUxFaeofIq8qMGjBsRJfjbuOFOTJTxPI6BkWareiZEZQCCRKHhGJ154M3ZgBV5gBVKrw7IsRkdHAY9QKEQyEZ+12oU9hbCnEV4V8JBqGM9somp2M11QkEJD11Tq8o+ieBXMwj4CmeeoJNZTqr2M8PCvAXC0GFUlQigUoqWlBaEoTE9Pk9v6a/bkZsTR3CwH82EMxeONrRP8/x+XTJZ9F9PaZV28+/0fIRAM0dvby1e/+lXKpSIrmhOkS2AYRfLCX70UikXMQIBAIIBlWTiO46+MEk0otZ14k72n8B2dOsplgcrJJS7c8tkVVb5Y8ZIneqUMka2gVvB7u24uoETOguQrKvr2OkRFR5g2sfN70KInT8k8HrzxOtyDSwBBoG6M4LIdPDb0ByJGC62xy2mJX0ZIr6cjcS0diWsp2RMM5R5mKPcI+erClq70FMqHLpwheWeW5J+PqtNPtdDPZOFnqEqUsLmGsLGGkLkaQ6sjZC4nZC6H6JuQ0qVi91K2D1KxDlK2D2M5w0gJ2ZErqeSXAB7tTX8kldx95Ep8i12OI72njzqzihS1IBpB1COUehCp2U2IKEIE/M+Zk0Q+1Z+olC4+4XvM1/RRZjZ1Jkd+PsrlMsMjwziOgxCCxsZGYrFlx1rV0kVhGkVOospxVMZR5QiqHEXxxujJvA3bWYpOjiWBH6IGm7HNK3DNpXjmElDm58y7jsX42BCeJwgwTev0bWgjvYgTtKS01Aamaz6O1CLowiGRrMNOfBh1x/9Eze4jOLWFSmI9lfh5RAd/hPAspGJQTZ4/q66Zmxxh2859tFaKeESp1Uo8NebHwC6vz/G9nR6TZUEqIHnP1Uvpuv7DCN0kP7CX/K/+F4t1yXapsmsow5JmhXQ2T5NhkMvn0WaKpY5kG7muO+u+0To3YB0heiMM1ik2/3kZZ4yXNNErRd+SVywQIRd9cwEROgvnbUnzSd6a6Qh1QQ9q6Mx86ADuSCNej69nE2ocIrFs92zGaMEaYu/kneyd/D6p4Apa41fQFL2IkF7HktQbWZJ6I/nqIMO5RxjKP0rR8osBpBSUezbh5BpPSPLHXIuXJ1feQq7sN4vQ1XpC5irCxipCxjJ0rY6gsZigsRjC1/vHuBV27tpKJV9GIOlq30Y8evgUDGoX5Ji/AfJ5HjSJDqIGRMLfSCBEFEQURAQIgwgDARAhwECIuSC9ECq+u+bU4Hk22WyaiYkMUvpdpTqa8oSMQRQ3i5BZFLKocgpFTqOQnm22PXfNCp5oZLD0LvJ2J0JIWtu7ccP/eGwg2S2gVvejVPcgyvsZsK7CoQPdnaKj8FU0eYT4FNAioBj+Zk+DW8ZREoykPoynRjAqAzQO3IajfgA3tZ7K6k8R2Pp3mPl9CLeCZyRxg21obgERaMRuuxEhBKXMBNt3bMeTOpMV3xKOizw7Kjqm4tE7WWIgL4ibks++YQXqRR9E6AbPPPMMX/jCF7CtKpubDTbUJHk2a9IznqO+zmA6XwTNIBaNUqlUqFarWJaFbduzRK+2r4enf+bHG67+GLIk4b/8+pS/r5dx+njJEr2ah9g2D2wFEXXRNxUQgTMneZHXMXbWIm0NNVwhekEP6hlKGgC4gy14/Z0AhFv6iXfvO05ZgGSqvJup8m52jH2Dhsj5tMQupT68nqjZyrK6t7Cs7i1kK4cZzj7G7uemcDIphHBpWfIwodj4GV2f7Y6TLY2TLfkZH5qSImgs9cle78bUOti/v5f0VBkhBKtWraau7ir/3pxRPHcQ1xnCc0f8zRnF8yZ5vmrmcc4+byLwn8KJIWcCsv4rrc9ktCzUFcqdmVkcwMbzJBPT15Ar+plDqdBultT9Ek2pslCqj8REqm14ajNSbZ3Z2pBaB5NTBdJF/3m3trYTDEdBOihWP0p1P0r1IGp1L8IenHHjCAa5hbLoQJUVOoxtaO03QbgLAk1gNoAy/yfqVbOMjk7gugp6dZymgdtQ3SLq7v9NZfWn8JKrsJa8k+DWv8PI76OaOI9qdDmmaaKHwwghyGazFPp3Y80Uhg2X/ElyquAACitiRX63RyCQfOyGZagXfQhN19myZQv/+x/+J3WGx2AVHhuyYGiM61fUsacYpJDPIxHEIhEKxSKhcJhKpTJL8kcyl9SmZT7JX3AzonUtyuTJDZGXcXZ4SRK9moHYDgmOgog76JuKCOMsSD5rYOyqRToqaqxE7PxeFOPMArlSgjfQjjfol/ZHOw4T7Tx0SrVfnrQYyW9hJL8FTQnRGLmA5til1IXXEjU6mTowTGUKFEWwZkMIPVxPoTyJPIXkxJPB8abIVx4jX3kMKSE/cTGl6TWAZGl3gURsCM9VUdQaVK0RVWtEN89/3r27SG8Kz53E86bw3CmkN43npZHuNJ6XQXoZpCxx+mkzHhwtnXUKh9tOnJGJN1K1mwCPjppHaE7uR6jLcJUapJICJYVUUkilDqnWg5JccKzp6WnGx32Sb46nSVUfQMkdQrF6EcdIBysQXM64eDW5cisCaOtajhneeJxbs0A6SCXIWLqE5SqoqkpT5ypUroGeXyI8G3Pvv1Le/L/w4stwY0sxioeoJs6jVLMJI9gCgJvuZXSiSngmPcmQVYqeDkgOZ/yXcGDKjze94dIV1F31QTRd5/EtjxLZ8q/8+DUxhBD0ZR2+v6fM/f1V7tk7wcbFTYwVisQjQQqlErppzpL8kc11XaSUCD2AsvqVcN5rAajc/bI0wguNlxzRa2mI7pDgCUSNg35+AXEWWZkiHUDfnUJ6ClqyQHRjH8pZ6NZ4/R14Q60AxBbtJ9p+/IySE8HxSgzmHmQw9yCaiOANXkFm1EAIwaWXXkZbWxvwZzhugWzpGbLFZ8iXtmK7J06hPBUUpjbOkDy0N99DSN9LMeN/JkQURWtH1ZpR1FZUrQlFbUJRGxBCR6j1KOqJpQv8CSGPlAWkV0TKIlJWkLIMsjqTsWMhcWYKh1ykPOKPF4BACIHvvlERQgcx494RJkIEyBeCDAxJXBc0TWHxosXE4puPo+b+PHh5hDs8sw2QzbuMpDcBgkbtQVqsu5nv2Fcg0A3htRBZD6HVTOcsJod9d1tzSwvhoAH5fVA8BMXDUBqEyghYacBDApPxt1EOXYSQLo1xAy0YhRXvgmAd7P4mipVBG30Yp/kq7NYbMPp+A4A7Q/Llchk52QM0zxY/6TMB9ohSZcQTRDWHXSMOixd3c9WbP4iqGzz5+GPUPvlvdKcU7jmQ4d6DWZakAnzwvBSGCr/vqbJ7cJJUfSNTuRJJ1SQWjc5m3RwJxrqui+d5CCGQ59+MAKpbfo6z7+RNU17G2eElRfT6BER2+ySv1NloG4vH1KScDsREEH1vDUgFvS7ni5OpZ7Yy8Em+fZbk40v2EGk5fsen0xk337cEe9IAPJq7n6aq9jKZ20w8dD66FicVvZxU1O/zWar2ki9tJ1/eQaG8G8c7Pe2R4vRqilO+pd7a+ACpxN7nXU8e196Fa+963pECoSRQ1HoUJYWiphBKCkVJzvx/AkVJIJQwQqgINQEkzuiZnAhSSkZGRhgaGgL8dnyLFy+eVVzEKyC8afCmEN40wptEeFPgTSLcMYQ3jpCF2fFy1aUMZN8NCOrUx2nV7vaDrcFlEFoNoVX+ps5VzhYKBYZnSL5OGyDR902f4E/Q2CYbvspv/yc96ofuwNy3CzpuhJV/AZ2vAtWEHf+MNnwvTvNVuKn12OmDcwNMHqCspDAVE1zwZqUhfKNFnentGtMsGhqb+PCHfJJ//PHHqd7zf+gtF/jwj4cYzs3NYF97YpS3rqtjQ0OEZ8dsGpwK5bJCPBajUq1Sndkcx5kXkHUcB6HpOD3bqN7/3TP/Mv/E8IUvfIG77rqLrVu3YhgGmUxm3udTU1O8/e1vZ/v27UxNTVFfX8/rXvc6/sf/+B8nVNLs7Oykr2++QfjFL36RT3/606d8bS8ZojdGIbxXghQoTRbautJRMsOnD2UkjHbA1zUxGjNE1g4ilLMled9dE+/ee85IvjJwHvZkF+DRtPhxIsl+MsXDZIqPAQrhwBIS4U3EQusJmYsJmZ2EzE4akv6yuVTtpVDeSaG8h0JlD5ZzfH9pKbuU/PglADTVPUZdzfbTuVqkN43rTZ/EkaQjlKi/iQiKEkaIMIgAQgRn0jIN/79oM9kzCv6XreD7bGa+J+n4DdelhZQ2rmszMJQkX/D1iOrjAyyqewallEUU8+BlZ6ppTw2Z6mp6s29HopE0R+loakKEvwrBJcdWvbpFKO6gktvPQGY1CJO49Rx1me+f9DzFwHmko68DoGb814QLM5No32/BLsLaj0LbNZDejTp0P6LQT9VopNL06tkxlPwwxFNI1Sf6IzIQ0vOfleP6hK/oQT763o8SDIXZs2cP//aPX+b/t0HhzT/pwfEgEVR59fIaHu/Pc3CqwjeeHOP9F6roisbgZJbGRj9//uhA7NHW/JE0S5wq5Z9/xdfRf4nAsixuuukmLrroIr75zW8e87miKLzuda/jv//3/05dXR0HDx7kwx/+MOl0mjvvvPOEY//t3/4t73vf+2b/HY0eX8Z6IbwkiN4chNABAOFrya8tn5XemTIYQTvs+2LN1inCq4bPTj9tsHU+ybcOnPlgM5ASqoNrsCcWA5LGRU8SS/U/by+PYmUfxco+hqa+g6bEiIbWEA2uJhpcQ9DsmCX++oRPCpYzRbFygFL1IKXqYUrVw9jOFJV8F7lRf1VQV/MsDbVPnfU9LAwb6aWR3oyM8bka1YkzPPFnWHYUgcPi2rtojD53midQQGtC6ItIVzbQm20BBMlkkkWLNiKUoywLexyKu6C0C0o7oXIYhzD9fAJPmIScHppLPzppymhF72A8fgsIhdj0o8SnH5q/w/CDEKiB5bfA0rfByKN4mUNUYgkA1OIobrgRYfjVylIzwQJvxgqa4Xks10NVVa5709uoqalhamyYv/3bv+UV9XDn1gkcDy7qiPIvr19MQFeQUnLHM+N86YEhvvvsKK/Z2MWWIYuQsKlUqwQtazbb5oh//kijFQC1lEGWXlpKlv/tv/03AG6//fYFP08mk3zwgx+c/XdHRwcf+tCH+PKXv3zSsaPR6ExF+5nhRU/0Zt9cwxC1s4q68ixIXoLaF0Pt98WlAl0ThJaOnhXJu0PNeAMdAMQW7zt3JD+0CmvcbynX0PXUcQTK5sPxckwXHmW68CgAmhojElxNNLCKSHAFIXMRhpbCiKRIRi6cPW50rI9n9vvSyw11OTpas7h2HG8BGeQ/RZQrrYxNvgnbC6OrBVbU/4BY4EQrKhW0BoTeDnonQu9C6F2gdyAUk/HxcfrG/KV0bW0tnR1tiOphKO2eIfYdPtEfBQ+dft6LLVIY7iRtxTtQTjLL2GqSscRfIhWDYGE3qbFfLDwx9P4GOl4JwTqsRW8jH/YziHRNxRh/jmLXK8H0LUBPDQIOcqaO4Ig9bbvwyle+kpb2LkqlEv/6D/+DXC5H5+IQ33zYn3Q/cnETAd2fIIQQ3LKxnl/tTrNnvEy+UAQMCuUqpmbNWvBHXDVH9G4ADMNACR/dV/g/Hrnc/EnGNM05991/EIaHh/nZz37G5ZdfftJ9//7v/56/+7u/o729nbe97W184hOfQNNOnb5fvEQvIXAYgkcahnRXUJc+v2HI6Y13tMxwcMkowUUTZ0fyI414fV0AxLoOEm17vsV9ZqgOr8Qa86tQGzqfIlF3go5QJ4Dj5sgUtpAp+LnzijAJmYsIBZYQNrsJml2UCxGee3Y3UkJTUxMbNrwKId4GgOfmcOwhHHsExxnFdUZxnQlcZxzXmZrJnvnPRa6whvH0jUhUwsYIKxu+j6kVQa0DtQ6h1YHagNAaQGtG6M2+1X5UXv7RGBsbpr/f9+/Xh0dpd7+D2HMITiAXIREM8XbKohPVK9Je/BbaSZ6NJwKMJj+Aq8UwKkM0DH/3mNz9uZ1t2P997JUfJB3bBBI0XALBKEKbcSEFEr4lr4eAHHImbfNIULZ7xVo2bNiA53l84xvfYNsB/13NlypUHcmS2gDrm+crdCpC8OGLm/jILw7zxOEpIqkmpotVaoN+rOGIb17Xderr62cC5H7nKamcW6KvFEE9hdXZkVbPfrLCHD73uc/x+c9//pxe0/Hw1re+lV/+8peUy2Ve85rX8I1vfOOE+3/sYx9jw4YN1NTUsGXLFj7zmc8wMjLCV77ylVM+5xkR/T//8z/z5S9/mdHRUc477zz+z//5P2zatOm4+//4xz/ms5/9LL29vSxZsoQvfelL3HjjjWdyah8Sggcg4P/eTrlhyInGU/fXoI75L3J4xRCBjvSZjwd4Yw2zxVDR9sNEO86NkFN1ZBnW6HIA6tufIVF/6JyMC+DJKoWK76sHsCs1ZAZei+uZJOJ5uruKVEs2mtGJpjeiqDEMNYYRWLHweF4Fz53CdTN4bhbPy+G5eTzPz6bx/1vC80pIr4yUVaS0fEVN6fhpofKIHo2fTYMQCFQQGkIYfiaPCCCUAEIEfJ/+jF9/ZKyRsbSvvV5bo7F8ySZU40aEenKSkV4VnEGk3Yu0e8HqYTwTZTDr1wo0ag/S6t6NOIVmqOPcSE6sR0iHtuK/Y3qTJz43CmPJv8DWm1HtLI2D30TxTvx+u+PPMt0wiZSgV9OEy0N4sUtQAv69usEUWAWkaiKEwFNmJjKhkEqluOzKawD4zW9+w549eyjb/qQynvfPu7ohNEvUR+PSzhimJpgs2rS1CAozPnjpzWXYrFixAlVVcRwHZca9JVQNVA3csxAVPAsMDAzMC4Aez5r/9Kc/zZe+9KUTjrVnzx6WL19+yuf+X//rf/G5z32O/fv385nPfIZbb72Vf/mXfznu/rfeeuvs/69duxbDMHj/+9/PF7/4xVNehZw20f/whz/k1ltv5d/+7d/YvHkz//iP/8j111/Pvn37qK8/Nm1uy5YtvPWtb+WLX/wir371q7nzzjt5/etfz7PPPsvq1atP9/R+w5B9YI4CSLTVZdSOM69OPZHM8BkPOVGHe8gn+UhrH9Guc0PG1dGlVIdXAX5nqGTjgXMy7kJwrDjZwVfheibh4DDtTb+gkHE4km8ihImqN6PprWhaI5rehKrVz2x1KEoYRQmgKC1oessLdp0LXrvjsGfPHqampgBob2+nq6trHlFJaYM7Bc4E0h0DZxzpDIMzjLSHwR3j6GT8idJFDBaOInnt7lNa7WXYyKS4DoDm0k8Juyee8CUwGbuJsrkc4VVpHPwmmnNiF5kUOtNd78OVfsPyZMTEHdyH134JxFrBc0A10Nwyjhr0SXemWEozAlxzyVVomsa+ffu477775o09lvd/W62JhQnF1BTWNYV5YqBAQJVkq75Z7XkenudxwQUXEIlEcByHfD5PPD43yQojiCwvrPb6QiMWi51Sz9hPfvKTvOtd7zrhPosWLTqtczc2NtLY2Mjy5cupqanhsssu47Of/SxNTU2ndPzmzZtxHIfe3l6WLVt2SsecNtF/5Stf4X3vex/vfve7Afi3f/s37rrrLr71rW8tmO7zT//0T9xwww389V//NQB/93d/xz333MNXv/pV/u3f/u30Tu5BeDcYE/gNQ9aWUFvPomHI0TLDYkZmuOHsXjxvKoV7oBsQhJsHiC3ef1bunyOojnVTHfInxtrW7dQ07Tv7QY8D1w6THngVnhsiGJhgUfuvUJX5lpeUVRyrB8damLiECPjFU2oCRU2iqAkUNYqiRFGUCIoSQShhFCWEUEIIYSIUP8ddiCPZNMeHlK5P1tJCyiqeV0HKClY1z+69OUolEEKytH2C+vg2vMkseFmkmwZ3Grwsp1qUNVm+kMHCGwFo1B46ZZIv08owbwWgtnI/CfuZkx6TC72CfPhSP41y+HuY1aET7i8RZDpuwQ4vQtglkrVtqHo9suRnT3nJRWhjh3CirZhUcQiiCw8H0DSN1edtIBaLkctm+OUvf4k6c1+KouC6LgHDd/2UrONnxwRn/PZHJ7lJCevXr6erqwvP8xgeHiYcfl5zFnlqz/8/E3V1ddTV1b1g43ue/1yr1VP3SGzduhVFURY0rI+H0yJ6y7J45pln+MxnPjP7N0VRuOaaa3jssccWPOaxxx6bt/QAuP766/nFL35x3PMcyb89giOBk/BuMEr4DUPWl1Abz4LkHYG2sw4ld/oyw8eDl07i7l8KKIQah4gv2XtOSN4aX0R10G/OnGreSap590mOOHN4ToD04KvwnCimMc3i9l+gqWcgkSwruM4wrjN8hlciOJI2KVABiUTOyBf4HaGeD9cNMjj+Niy7AV0psKLhB8SUQeRZzN2T5QsZyL8JOELyvzul79QhSj/vRQqdiL2H+srdJz2mbCxlKuZPKDUTv51LozwBCk2vppLcCJ5DYsdtaOY7oGEVSmoRVPNgRtGdAg4ww8eYiksZweLFi6lvaMRxHP74+7uoVCqEDIVyFWIBlemiS8T0Lf+R/PHfgdKMm+foSHFnZydXXHEFAIcOHcJ13QWI/qWTWgnQ399POp2mv78f13XZunUrAN3d3UQiEX77298yNjY2u8rZtWsXf/3Xf80ll1xCZ2cnAE8++SS33HIL9913Hy0tLTz22GM88cQTXHnllUSjUR577DE+8YlP8Od//uckkwtXaS+E08o0n5ycxHVdGhoa5v29oaFhRmL1WIyOjp7W/uAXA8Tj8dntSOBEn2a2YchZkbyloG2rR8mZCM0ldkHP2ZN8Jo67bxlIhWD96DyBsrOBNdlBZWAdADVNu0m17DzxAWcBzzVID96IayXRtTzdHT9H185MfvnsIfETvu2ZqtjqjBSxy/FIfmj8rT7JqwXWNN1+ksyak+Nokm84DZL3UOnnPTgiieGO01r8/rxm5AvBVmsZS/wFCJVI9ini6ZN3lSonNlJofCUAsb3fx8gcRPY/DoBovwhlyi9m01T/Z64avmqmrilEIpFZl8MTTzxBejoDQNjwbb+6iO+qCQR8X/6Wvhy2e+w9FKou20b8307JEaiqSiKR4O1//ueoqkpfXx/Dw8MoinKMj1/apxDgeBHhb/7mb1i/fj2f+9znKBQKrF+/nvXr1/P0075yazAY5LbbbuPSSy9lxYoVfOITn+C1r30tv/nNb2bHKJVK7Nu3D9v2+c00TX7wgx9w+eWXs2rVKr7whS/wiU98gq9//eundW1/klk3RwIUR5DL5XyyVyX6pgJKzVlkV1dU9B11iLKOMGxiF/SiRc/uhfNyMby9K0CqBGrHSC7feW5IfqqNSt8GAJKNe6lt3X5Oxl0I0tOYHroBp1qHppbo7vg5hl44+YF/AnDdAEPjb6VqN/ok33g7IePEAc+TYbx0KUMFv0ipQXuYtlMkeQmM8meUxSIUWaa9eAcqJ36/PGEymnwfnhrCLPdRO/qTk+bX28FWMu3vACDUdy/B0Sf9DwYeR57/bkTdMtS+J/CaL0AJ+9r6MpgEu4wWiNHR6EsVDwwM0Nvbi6v48hm67lvwyXAAyFNwVGrDGpNFh4d7slzVnZh3HX/Yn6HqSLpqAkxVJPF4gA9+8INEo1EmJyd56qmnaGhoQAhfluJIMNarlMB7aVn0t99++3Fz6AGuvPJKtmzZcsIxrrjiitlaA4ANGzbw+OOPn/W1nZZFX1tbi6qqjI2Nzfv72NjYcZP5GxsbT2t/8GexI8GSo4Mm2gVnSfJlFX1bPaKsowQs4psPnz3J5yN4e1YgPRWzZpKalTvOuIL2aNjTLVR6NwKCRP0B6tq2vnAkLxWmh6/FLjehKlUWd/yCgJl5YU52juF6AYYmZkheOXuSl1IwVHjV80j+t6f87NNcyrS4GKRHa/FOTO/EyowSwXjiltkMm4ah21FOIIUA4GoR0os+AKqBMbWbyKFfzX1YnoYJ35JXA36qsIy3g2uBFkRVBIn6ZjRNo1QssGvXLiKGTwOGYVARflZOeSa99MkRmxuX+xPF/3p4mOnS3LVlKw7/9KjvmtvYmQLgA+/7C7q7uymXy/zud79FCN/KP7LNEn3pxVGD8VLBaRG9YRhs3LhxXmTe8zzuu+8+LrroogWPueiii46J5N9zzz3H3f+EFxs/cwtAFDX0bQ2IqoYSqhLbfBg1fBbZOoAshPH2rES6GkYiTWrVtnND8pkmyj0XAArx2sPUdzzzApK8IDtyFVaxHSFsFrX/ilDg7Kzh/yi4XoCh8bdQtZrQlCKrm/79rEjekyp9+ZsZL10BQKv2u9Mi+SLdjOL72BsqvyPqnDxgPh15JaXAWvAcGoZuR3NOXC0qhUqm6314Rg1qaZz4rtuPcQvJnocBUFo3IPLDoGgELD9dOBmLYBiGn7XR14+iKBim79KJB3U8BKGAQcZWaYqbFGxJd2OSZFDj4FSF19y+mx9um+AnOyZ5308OMl6w6UyaVIXJ1VdfzTXX+66kn//85xQKRb9PrK77OvRHEb2bHjm1h/oyzglOWw3m1ltv5bbbbuOOO+5gz549fPCDH6RYLM5m4dxyyy3zgrV/9Vd/xd13380//MM/sHfvXj7/+c/z9NNP85GPfOTc3cVJIPI6xvY6hKWiRsrENx9GDZ6Fjx+QpSDe7pVIR8eITZNa8xxCPfulqJOtp3J4E0iFaKqXhq6nXkCSh9zYpVTyixG4LGq7i0joxfEDdD1zhuSb0ZQSa5r+nbBxZtr7ALYX5mDmL5mubARcuvQf06Q/dMrP3qKGAfluECpx6zlS1QdPekwhcB6ZqE+MdaM/JlA5eUFdruUmrMgShFMmsf3rKM4CMZT+LUjXRiQ60DJ+MZ2u66iqihGKIqUkPdKPbdsETQOpmWiaNkv49TFfLqGtNgHAj/ZV+MIrF7E4FWCq5PD5ewb47O/72TFawtQE77u4jWKsg0984hMA3HvPPfT29mIYBrquz577aD+9mz5+jO5lnHucto/+5ptvZmJigr/5m79hdHSUdevWcffdd88GXPv7+2dnbYCLL76YO++8k//3//1/+a//9b+yZMkSfvGLX5xZDv0ZQGQNv2GIq6LFS0Q3nrmW/BHIcgBn12pwDPRoltTarSjnguTztZQPXYiUKpHkAE2LnkCIFy4FrTC1kXJ2JSDpaP09sci5qdx9oTGf5IusabrjrEi+7DRwOPMeLK8GlTKLje8TV0+9RsHFoJ/34ioRAs4gzaUfn9THXtWamYj7PvZY+kGiuadPcgQUU5dRqnsFSI/4rjvQSmML72gVYfhZaNuMpmnYgIw2oXn+VeXzeZyZDlzRgE6+CLFQgLTjYJoGlSroWp5R26S7LsTBiRLf3G3xtTct4Rc7J/n5zilqwzqvWBRjeWOMbx3U+Mr//jymabJz504efOghUqkUgZmesQtZ9PbomVVzv4wzwxkFYz/ykY8c1yJ/4IEHjvnbTTfdxE033XQmpzorzNOSrykQ29CHOEMt+SOQFdMnedtAD+epXfssinb21X1OoYbywYuQUiOcGKJ58WMvKMmXplfOyg23Nd5PMnbwJEf8acD1DIbH30LVakFTSqxuPDtLPltdTm/27XgEMMUUS4w7CCqn3vFIAsO8japoQfPytBfvQDmJqr0rwowl/xKpmASL+0mN/+aE+wNUw93kWt8MQOTwbzCnTpx6Kfu2INo2IxpWQSmNo0UQAl8quJQFVccwdCwiqGqBUChIOlegPhpgoGqxqDbMvtEc8UQNrRWLwbzD//Ngnuu7YvzrTXUULI/tEzb/e2uVz/3d52ZjcT/+/vfQDJ/cA4GA39lqIaIfOrfvmzNeRZonX365p5Gv/lLCn2TWzbmAmAyi7zk3WvJHIKuGT/KWiRYqkDrvGRT97EneLSaoHLwY6emEYqM0dz+KUF64jIRybjG58csAaKx9gtqaFy5l81zC8wyGx2+mchTJR8zjWLUngZQwUX4FQ4VXAQpR5RDdxp1o4vT0eSa5bp68gS5PUsWKwljyPThaCs2apH7o34+vYTMDR69huvN9oKiYY88Q6rvn5Bc2+DTSLkGkAac8U3Tl2ti2S8DQKFckUV0wZUE8HCDtukRCQQolMM0KuSrUhCtMFC0Wt9Zj948zVnT43u4y39s95y5673vfy8aNG6lWq3z961/HRSEWicxa86ZpzrpwNE1DURSkY2OPnDvpjpdxcpyFYvufLpSxEPruFEgFozFDdP05IHlL90m+GkANlKg971lU4+z8/ABuKUb5wCV4rkEwOk7LkodRXkCSrxZbyY1cCUBtchuNdS+O7j6epzM88WYqVhuqUp4h+TPz83pSZSD/ZwwVXgMo1KlPstT49mmTfI7VjItXAdBU/gUh9+TdwqZib6JiLkW4FRoHv4XqnbhOwVMMphe9H2lE0fIDxPd876RuIQDcKvQ8RLlcxtP9QiXNMBGegwglURWBEoqjqirBcARFUUjG/P3qE74+UCSeJKir9BQ1mpoaecvaJJubDUwVGsMK73/j1dx8882An1pol4vohkEgECAajRIKhQgEArNEr6q+u8jq2wX2/52W9X8WXnIW/dENQ8yWNOHVQ2cdzJwl+UoQ1SxTu+4ZVPPsX1S3HKVy4FI81yQQnqR16UMopyLBd4awynVkh65FopKI7aO18cEXLNB7LnGE5MvVdlRRYXXjd86Y5G0vTE/2For2IsCjTf8tDeqjp/0cKjQxxC0A1FQfJWk9edJjcsGLyYVfAUD9yJ0Y1olXIxLItr8DJ9SGsPIktt+G8E7duKhOD1Ot899TrTSFkmgiYOcomzWEFYecpxI1FTKuRjISZCrnURMNkc5DSzLM0HSRproa8pkpJkqwxYoSMCO8YoVHoLaVV7/74wD8/ve/Z7z3IFILUBOPzRJ8KBQiGAzOc98AVPed/Fm9jHOLl5RFrwxH0A7UAAKzberckLyt4exeBeUQilGhdt0zaIGzr+hzKxEqBy7FdQKYoTStyx5EUV84JT+nmiA79Eo8aRAN99PRcs+LhOQ1hiduolzt8Em+6TtEzTOTVSg7jexPf4yivQiVCkuNO2jUTp/kLZL08z48YRK2D9BY/vXJz60vZjLu+9iTE787NXmDhhuOkjf4Bmr11Pv9utFWyot8hdhAIEDA8XUgtEQTQgi0WB2qqqKHE2iaRiASR9d1gtEEhqHjBWI0xAKUpYYRr+eCliAxHSquoN+O8Oa/+AiBQIAD+/byxCMPUVVNapMJNDNAPB4jGo0SDAZndeiPWPRSepS3nbzq92WcW7xkiF4ZjqAd9LUfAp0ThFeeXVcoAOmoPsmXwihG1Sf54NlLAniVMKX9l+HaQczQNG3LH0DVzt4NdDw4doT04Ktx3SChwChdrXehiD/9qkTfkr+ZcrUTVVRZ3fgdouaJRb6Oh2x1JfvTH8HyajDFJCvMfyGu7j/tcWyi9PHhmQYiE7SWvndSH7vfQMSXNwjntpKYuvek56nEz6PQ7Ld7jO77EUb21LNUpBaitOGDoJmIiYMEAgG01jWQGULoJoGKn1MfmTEsEgEFhKA+HkYoCg01Pvkr4SRtNSE8BINegnBtE2vba/jkRz5AY2Mjmcw0P/7pz3CESmNNAj0QJJVMEgyGiEQisxa9YRiz1rx18Dm83NQp38vLODd4SRC9MhKeI/muCULLzq4rFPgk7+5eBcUIim5Re94z6KGzb6ThVUMU91+GtIMYwQytyx5A1c6ucOtEcJ0g0wOvxnPCBMwpFrf/ClV94SaVc4U5d00HqqiyqvE7RAOnT/JSwmjxSg5n34mHSVQ5xErzX04rs+YIXIL08SEsUYfupeksfP0UGogYjCX/Ek+LYlQGqRv5wcnlDQLNZNrfBUBw4AFCIwsLBi4EiaC07i/wwvWQH0e59yu4fc8iVA1jRtNeq2lBSBc1ksJQQQTjREwNzDB1sRCeatBcG0fTVBwzTldjDa0xDVN4rLrkerqWr8a2bb7//R+gC2iqq0UJhKhN1RAIhUgmk7Pum6ODsQDFx0+eYfQyzj1e9ESvjIVmfPIQ6Jg869Z/ANJVcPesRBaiKNoMyYfPTvQMwLOCMyQfwgjkaFt+P5r+wgWlPNdgevBVuHYcQ8/S3f4LNO1PX0jK84wZS95316xq/M4ZCZR5UqMv9xZGijfiB10fZ6nxLTRx+qsyhxC9fIiqaEbzcnQUbjuFDBvBRPzPsfRWVCdP4+C3UeSJJ1lPDTO96ANIzcRI7yN68OendZ3VJa/GqV8LjoX6wP9BWEWqj9yBlB562xrE5GGEqhFy/QkqEgwghCAYjaNrGnokQW0shKsGaKqrJR4yqQgTN1zHhk2bufrqqwF47IH78FyXUCyOagZorE0SCIaorUnO+udDodCsf14IgTM5SHXPqU9aL+Pc4UUdjFXGg2j7Znzy7VOElo+cO5LPxxCaTeq8Z9EjZy/u5VkBSvsvQ1phdDNP2/I/vrAk72lMD74Sp5pC04p0d/wCXT/7yeqFhusGGZq4marVPBt4PRNL3g+6voui3Qm4tOu/oUE7M3EohxB9fIiKaEP1CnQUbsP0Tu5+yESupxhcD9KhYegONCdzwv0lit9AxKxFLU8Q3/ktxGlI+dr151Fd4rt7lMdvR6T9Ajhvshd7170Yq68jkGyg5NqoNS0Y06NYRoi4XSVTVUjEIkxn8xBN0qgIxrIlIslakpEinqpzzXU3IIRg586d7DrYgxkIEA8F0EMRNE2jNlWDYQaIxWKEw+FZa/5Ir9jCQz95yUkTv1jwoiV6MRFE25cCBGZrmvCKc+CT9wTu3hXIXByh2tSufRYjevYdcDzbpLT/MrxqBN0s+Ja88cJZ1tJTyAxdh11pRFUqdLf/AtP40xeRctwQQ+Nvw7Lr0ZQSqxq/e0aB14pTz6HMe7C8FCpluo3vEVPPLG/7+STfWfgaAe/kuftFcy3TUT/1snb0pwTKJ28lmWu9CSu69Ch5g1N3Fbqhekpr3wOA2P0HlEOPzvu8+vC30TrWo8TqMQZ2YNcswoylcPI5CCeJupPk0UnGImTzeaxwghYjwHQuT0VVecUrXoFpmqTTaXoO7JvthiSEIBwOEYtE0M0A8ZkgbCAQmM24EUJgjxyi/MzvT/l+Xsa5xYuS6MVUAH1vCqTAbJ4mvOocZNd4AnfvcmQ2gVAcUmufw4idWGDqVODZxgzJR9GMIm3L70c3X7im2VIKMiNXYZXaUITF4vZfEQz86Qe/bCfK0PjbsJ0UhppnVeO/EzZO349esps5OP1+XEJnVOl6NHyS/zAV0XpaJF/VmhlP+KmXsfRDxLInTycspi6lVHf5jLzBv6MVTz19VKompY0fBiMEY/tRnv7BAhdVpHLvVwm94b9htK3BG9qHm2glHDQpVF30WC2xfJocBvFEDdVcmhwBEqkAizo7iMfjVKtVtm7dimoGMTWNkApGOIJQ/SrYSCSMac65bY6kVErPI/vzfwLv2NRhc83l5MdLwNll4thjJTzj5KsF1/rTd12+EHjREf0RWQOkwGjKEF4zeG5Ift8yZKYGobik1j6HGT97C9hzDEoHLsWrxND00gzJv3DuE1+k7DKqhcUI4dLVdhfh0J++eJRlJxgafxuOm8BUs6xuuoOgfvrN2Y8m+bAYYIl5B7o4s+c9n+TzMyR/cqkFV4k8T97g5KmX1cgScq1+4ZEvb3DqlcoSKK19N160GUrTqA9+FSEXrsVw+56j+vgPMC98C2bjYsoTAxCtJ+JmKNgSLVpDojBF1lYw4ynqrDJmOEqqrh4pJYcPHyYajRKNRmfHNE2TcMBANXwL/sim6zrmEZfNAz/AHth7zPWojYsIv+6vkP9fe2ceJVV55uHn3tr3qt6qd5qGBlrUBkERjHED22WcISJqJjNBBqMy6jmKkxlM5gQx48wkczLmjGISEyJGQ2I0Ix5iAkmwATHgAmnCUXaB3ve19qp77/xR0AMCXV1L21TzPefUOVR13e++fen61Xff73t/bygMj//7iH9nQfJkldBLfUYMx05WvHr7sV/WmL7Ia6AcmoLWmwuyQs5l9ZjcfWnHqsUMBA59ATXoRmcIUjatDqN59Bp5aBr4OucQ7K8GVCpKNuG0N47a+TJFJJpzUuSdmPXdXFr4M8yG5L9kzxT5BqaYfopeSm0NJFWR15Bpdydpb2DMpXdCkvYGpxGZeDOxolmgxNBtfQ4pOPy1i+z6BXJuGYaqa7DkFBIa6EG1urGH/QRCEbDn4omFCfoGUR3uob4R3W0t6CJ+nMZ4e0e9TodstiLp4h42NosZvdE0tJ3SbDYjyTKRhv34trxyVhySxYHzy99ENpoI7hm+GYcgfbJK6A37c8EoYygYwF7TgJTmniFNA+XwFLSePJBUcqfvxexJfiZ51riKHv/ha+Iirw/FRd4yut3u/T0z8PfOAKC86B3czgvfSyQcKaC1415iqh2LoZPLCl/GqE/+yzCzIm87mZMvRa8OMmGEIg/Q7byLkKkqCXsDU3yHjdGOfqBh5PYGp2LNmUJoatz/Xv7w50idI/k/1whtfhbJZEdfXoPZnU+opxXVlofVYCbS30FYb8PqMWOzWZEkCb/fjy8cxejKGxpFlmX0ej0mgx6DyYwsy1gtZnT6eBpHlmViXU30vrr67JSNJOO46+voPIVEO1vofuV7SfzWglTIru2VqowhbzBuUJYJkT8yGa0rHySVnOl7Meemn8vWFB2Bw/NQAzno9GHKptVhsqSf6x+OQF81vq45AJR43yXXM3rNwzNFKOKlpeMrRFU7NmMrlxe9lKLIF3G094GMifzxkzN5fRIzeYAB6zUM2K4FTaWg5dUR2BtI9E/4KjFLCXJ4APe+5OwNVJObwMwHQNYhHX0P6eA7Iz6WWITgW08TPbITSW/EnFeKYbANSdZh8hRhN2hYLWZkWRd3u1QUPG43bqsJt82Mx2HD7XZjt9sxWayYTSZsVisGowmzyTQk8t0v/hPq4NkTJ+uNX8FYNQs1EqLzh0+hBrKjZWU2k10z+hwfjpltaXdx0jRQjk5C6/QCKjmX7MOSl35XJU3RETgyD8Wfh6yLUDq1DpN1dHe7BAcmMdAed6L05n1AQe6fR/V8mSAYLqG18x4U1YzD1Mh078/R65JfJAvGijja+yAxbNikxgyI/CND++QrfD9K2AZwKA7jZLqccRvunM7fYfPvT3iMr/AWQu6ZoEZx7fsJunDfiGPVJB2BKx5CM7mgpwF557qk7gQAUKKE3v4O2o3LMV5Wi7FwErqBDsIKyBZX/DyahjrYi0HSoRqMaHr9UO9XnSSh0xT01rgB2ulFUdHWT+lZ981zirxx2tVYr7sXgO6f/TfRJuFL/3mQVUJvr2lA0hnSGkPTQD1WidZRCGh4qj/Gkp+6n/nQuKpM4OhcFF/+SZHfitnWl/a4wxH2ldHfegMgkef5C0X56TcRHm0CoQm0di5G1Yw4TSe4pHA9ejl5cQ7GijjSM/YiH9Xl0u66P25v0L8HV0/imXXIVYOv6A4AnAdfwziQeOvlGcdX343imQQRP7qtzyEpKVZWayrhLWtQTuzBdONydM4CDNEokUgENC3eLNydx/k+cZIkxVsF6nRIJ50pfTt+zeDmn0Ls7LsTXW4J9i+tAGBgy68JfJjEXYggLbIqdZO21bAG6vGJqG1FgIZn2sdYvenvShkS+cECJDlK6ZRtWOzp5/qHIxL00teyANDhcR6ktHDrBW9S5g9OoqXzHlTNiNtyhOmFr6Yo8oUc6XngMyKf2ra5GPaURT5ub/A1VL0NY7CR/LbXRmBvUERf+RIgbm9gaU3OJjpSPIdIxY0AyO/+CGkw/UlK7MhOAq88QvjgjrjIAwajEavZjDHsQx/oQx8NoldjGNQoRjWKRS9jtVoxGo1IOh2RpkN0/+RfGHz7R+cUeclowfHlf0W22Agd2kvvGy+mHfeFxjPPPMO8efOwWq243e5zvufDDz/kpptuwu124/F4qK2tZe/evcOOGwqFePjhh8nNzcVut7No0SLa25Prw5BVQp8OmgZqwwTU1mIA3FP2Yy1Mvz+qpkoEP52DMuBFkmOUTt2OxTG6+9ZjERf9zbVomgGn/VhWOFEO+qtp7bwLTdOTYz3AJd5foJOT99yJi/yDxLBjlZoyIPIPpyTyGhId7q8SMZSgiw1Q2PwSsja8+6iqs9A78UE0vRlD76Gk7Q0URwnBS+PtB6W9G5CbhheIZNBUjairNP7vvjakwU4knQ5DjhdTfgkmdx4mhwujw43B4UY2WdCiEUIHP6B77Uq61zxC5Oj504b2Lz2GvqCcWG8XnT/+t3Puqc92IpEIixcvZvny5ef8uc/n45ZbbqG8vJz333+fHTt24HA4qK2tJRo9/2fh8ccfZ+PGjbz++uts27aNlpYW7rzzzqRiy6rUTTqojWWozfE/ZFfVfmzFqbkgno6mSQSPXUWsvwhJilE6ZTtWR2rFOSNFidroabwd9aQTZUXp75AucCfKft/ldPSc9Jux/YWq/A0puWcGY94zRH6qaW3KIh8hhwYeICwVoVf7T4r8yNdpeu23EjDXgBrD2/QS+ljizlK9FctQzAXIwW7cSdobaHrL/ztSNu9D3rthxMcmRJKRbnoUyZGP0tOCf+3XGQwH0OUUYaysQefKR3bkIBmMqP5+VF8f0ebD8QYiscRpI8sXFmGa/gW0WJTOF1ejDozcbjmbWL16NRBvwnIuDhw4QE9PD08//TRlZWUArFq1issvv5wTJ04wefLks47p7+9n7dq1rF+/nhtvjN/JvfTSS1RXV7Nr1y6uvvrqEcV2UQi90lSK2lQOgGvSQewlyRtkfZa4yM8m1leCJCmUTNmB1Zn+bfRwxE3KbkONOTAZe6ks34hOHj0P+0zQNzibzt6bAfA6djM59zcp9cKNi/xDJ0W+OS2RDzCBBu1rKLIDvdpHhe/FpETeZ55Bn+NWAPLbXsccStxUfbB4IRHnJaCEce/7MXJ05IVcGlK8KMrmBV8n8rs/QNIy109Ymn03UsllaJEgwde/A+F45bbS00qwJ727XkNlDdb58VRVz2svEPk08UL158HAwJk74UwmEyaTaVTPOXXqVHJzc1m7di3f+MY3UBSFtWvXUl1dTUVFxTmP2b17N9FolPnz5w+9Nm3aNMrLy9m5c6cQ+lMozcWoDRMAcFYewl6W+EOZCE2D0PFZxHrLQFIortqBzTW6FaiaqqO3uZZYJAe93sfk8g0Y9Ol7448mPf3z6O6/HoBi55+YmPP7lFJMZ4v8T1IW+QFqaOLv0WQD5lgz5f51CV0oTyesL6HT9XcAuHq24Rj4KHH8nivxe+MfVNcnr2LwJXc3GZ50C7HCmaBE0W19HimcwerqiquQZvxNPM6Nz6N2pv/5OIXsyse+6J+RZB2+9zbh2564SjhVlPYQmj7xl58ai68JnZpRn2LVqlU89dRToxHaEA6Hg61bt7Jw4UK+/e1vA1BVVcXmzZuH/Po/S1tbG0aj8aycv9frpa1t5JozrnP0SmsR6omJADgqjuAoT9zTMxGaBqETVxDtKQdJpXjyn7C708/1D3/OuH9NNFiMLMf9a4zG0S3ASgdNg66+64dEvsy9dcxFXgM6qKVR+gc0yYA9up8K3w+SEnlFttOWc9LewHeQnI7E3uoRSzl9ZfEvBtvxzZg765OKO5ZbTbhqIQDy+68gdR9P6vhhcRcjffEhAMI7NxDbn8EKVb0Bx73fROdwEz5xkJ5f/E/mxs4AjY2N9Pf3Dz2efPLJc75v5cqVQ1tKz/c4cOBse4dzEQwGWbZsGddccw27du3ivffe49JLL+X2228nGBzdSdu4ndErbV7UY5UAOCZ8irMiuS1s50LTINQwg2h3BaBSPOlPODzp5/oTnXOwYx5hXyWSpFBZ9hus5vT3/I8WmgadvTfT75sNQEXOZkpdqXmQB2MFp+XkU0/XqBho5m8ZkK4AICf0LoWhtxPaE3x2jDbPAyi6HAyRTgpaXkl4vKJ30lv5IOgMGLv2Yfv07eTiNufgr7kfZBnp8Dbkw9uSOn5YDBakBSuQTBZix/cRfudsm4J0sP/VP2IoqULx9dP5w9Vo0dFrrpMKTqcTp9OZ8H1PPPEE991337DvqaysHNE5169fz/Hjx9m5cyeyLA+95vF4eOutt7j33nvPOqawsJBIJEJfX98Zs/r29vYhe4qRMC6FXm0vQP00vrBhLzuGoyJ9OwBNg1BjDdGueFPpokm7cOSkn+tPhL9nBoG+SwGNCSWbcdhG/5ypomkS7T23MeivATQm5f6GIufulMaKi/xDxHCcJvLJz3qiuGjgfkJSOZIWoyi4YUSNvE9HA7rcXyZsnIisBPA2rU1ob6BJOnon3o9q9KDzt+H6+GdIjDyvrsl6Alc8CGYndB9Hfj+TQiwhXb8cyV2COtBF8H+/l1GfePPsWzFfcTOaqtD142dQekZ37Wo0yc/PJz8/PyNjBQIBZFlGOu3W9tRzVT339Z81axYGg4EtW7awaNEiAA4ePEhDQwNz584d8bnHXepG7cxHORoXeVvJCZyVRzJifBZuuoxo5yRAo3DiBzhzM5fLPB/B/qrTrA2243EeGfVzpoqmybR1LTwp8ipT8t9MWeRDGRL5IKV8yhOEpPKhhiHJijxAn20BPsuVoCl4m9dhjCTeWTVQejdR+2SkaCDuLa8kdycSqr4HxV0JYR+6uueQlAy2f6z5a6SKK9FiUQJvfBctkLnqbX3ZNGy3PQhA35trCR3Yk7GxL3QaGhqor6+noaEBRVGor6+nvr4eny9u8bBgwQJ6e3t5+OGH2b9/Px9//DFLly5Fr9dzww03ANDc3My0adP44IP436nL5WLZsmWsWLGCuro6du/ezdKlS5k7d+6IF2JhnM3o1a48lMNVgIStuBHX5EOZEfmW6UQ6qgDwVnyIK/942rEmIuwvpb/tOgAKcndTkJu5PdOZRlX1tHbdSSA0GYkYUwveIM82srzlZwnFCjg8JPItKYv8IJfQxH2okgmT0ka5/yWMavLb+vqtX6TXGe/alNf+JpZA4rtDf+61BPLivjeuT15GH0xuy22kZC6RCdeDpiJv/yGSP4OputLLka68G4DQphdRWw5nbGjJ7sFxz5NIegP+3dsZ+P2vMjZ2NvCtb32Ll19+eej5zJkzAairq+P6669n2rRpbNy4kdWrVzN37lxkWWbmzJls2rRpqJFLNBrl4MGDBAL/37Pi2WefRZZlFi1aRDgcpra2lhdeeCGp2MaN0KvdOSiH4iJvLWzGVXUgI0VE4dZqIm1TASiY8BHugtH35oiG8ugfqno9QHHBewmPGSvi/V0XEwxPQJaiVBf8Eo81tVRZKJbP4b64yFvSEPlerqaFu+O2BNFDlPlfQUfyFbj91uvodt0FgKv7HZx9idcaIrZJDJTGhTTuLZ+cwZziKCU4Pb54K+99C7llX5JRD4MjH657BEmSifz5D0Tr/5i5sWUdzntWonPmEWk5TvfL/5W5sbOEdevWnXcP/SkWLFjAggULzvvziooKtM9snTWbzaxZs4Y1a9akHNu4EHq1x4NyaCogY/G24J76SYZEfiqR1moA8sv34PGOfuokFnHQ23QrqmrEbmugvOSPF2zVq6Kaaem4h1CkBJ0U5pLCn+Myp5bSGhJ59XSRT74TVw/X0CrFhdYV+YiSwBtJLbqeot/6xSGRd3dvwdP524THKAYPvRWpe8treuvJoigjUlM90t63ko77vOiMSPNXIFkdKM2HCG3KrAWB7Zb7MUy4FDXop/MHq9DCF/bW34uNrBd6tc+NcnAaaDKW/DY8mRL5tirCLdMByCurJ6fwUPqDJkCNmeMFUYoVi6mTytLfplRB+nkQU2w0d9xLJOpNq78rnC7yTixSK1NNazGkKfK5oW14Q28n7+rImTN5d9cf8XT9LuE4mmSgd+IDqEYn+sEmXPvXJ3VuDYnAjGWotgIY7ER+98WkFm8TIV27DCmvAtXfT+DX3wUlc4V2ppobsVwdT291/fQ/iXWM7k40QfJkhdCfupUJ+s9ckNKiepS95WhKGHNuB6ayTwgG0v9wxHweAocnAQFyiz/G5DiA73OwzO5vnUfYZ0Svb2NC0YYz8nQXGi1d8wmG7Bh07Uzy/hIt0slACjvoNE3iUO9dhBQZi3SUItPLBGNBkp0PBiniuHQb4CMntANLeDOpVBqE9BNotdfC4CCu7q3oev4wonEG86/Dr+YgdbeR8+c1DIaSK2qKFM0iaK6Avm50v/8e0kBfCtGfh+LLkL0z0Pp6Cf7qP1A6kzPEGg7JbEN/7VcYGBigf9Mv6f/o3aTH8EXjXzqfTVkkw6lCqEy9b7whaelc3c+JpqamsyrZBALB+KKxsZHS0tKkjgmFQkycODGpKtHCwkKOHTuG2WxONsSsJSuEXlVVWlpacDgcZ+xBvdgYGBigrKyMxsbGERV7CM6PuJaZIRPXUdM0BgcHKS4uHiokSoZQKDRkrzwSTvW0vZjIitSNLMtJf9OPZ0Za1SdIjLiWmSHd6+hyuVI+1mw2X3TCnSzjrmBKIBAIBGcihF4gEAjGOULoswiTycSqVatG3Tf7YkBcy8wgrmN2kBWLsQKBQCBIHTGjFwgEgnGOEHqBQCAY5wihFwgEgnGOEHqBQCAY5wihz1KeeeYZ5s2bh9VqPatxsGB41qxZQ0VFBWazmTlz5gw1eRCMnO3bt3PHHXdQXFyMJEls2LBhrEMSDIMQ+iwlEomwePFili9fPtahZBWvvfYaK1asYNWqVezZs4eamhpqa2vp6Mjedndjgd/vp6amJi2PdMHnh9hemeWsW7eOxx57jL6+vrEOJSuYM2cOV155Jc8//zwQ91EqKyvj0UcfZeXKlWMcXXYiSRJvvvkmCxcuHOtQBOdBzOgFFw2RSITdu3czf/78oddkWWb+/Pns3Jm4e5RAkK0IoRdcNHR1daEoCl6v94zXvV5vUja3AkG2IYT+AmLlypVIkjTs48CB1JpuCwSCi5essCm+WHjiiSe47777hn1PZWXl5xPMOCQvLw+dTkd7+5kdltrb2yksLByjqASC0UcI/QVEfn4++fn5Yx3GuMVoNDJr1iy2bNkytHCoqipbtmzhkUceGdvgBIJRRAh9ltLQ0EBPTw8NDQ0oikJ9fT0AkydPxm63j21wFzArVqxgyZIlzJ49m6uuuorvf//7+P1+li5dOtahZRU+n48jR44MPT927Bj19fXk5ORQXl4+hpEJzokmyEqWLFmiAWc96urqxjq0C57nnntOKy8v14xGo3bVVVdpu3btGuuQso66urpz/v0tWbJkrEMTnAOxj14gEAjGOWLXjUAgEIxzhNALBALBOEcIvUAgEIxzhNALBALBOEcIvUAgEIxzhNALBALBOEcIvUAgEIxzhNALBALBOEcIvUAgEIxzhNALBALBOEcIvUAgEIxzhNALBALBOOf/ACGgUx48iv3OAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_components = 1\n", "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()\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Run PLUMED simulation" ] }, { "cell_type": "code", "execution_count": 10, "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_deepTDA.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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = load_dataframe(f'{SIMULATION_FOLDER}/COLVAR')\n", "fig, ax = plt.subplots(figsize=(4,3))\n", "data.plot.hexbin('p.x', 'p.y', C='opes.bias',cmap='fessa', ax=ax)\n", "#plt.savefig(f'{SIMULATION_FOLDER}/sampling.png')\n", "plt.show()" ] }, { "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": [ "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": [ "## Analysis" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3614585/1670163758.py:47: MatplotlibDeprecationWarning: Unable to determine Axes to steal space for Colorbar. Using gca(), but will raise in the future. Either provide the *cax* argument to use as the Axes for the Colorbar, provide the *ax* argument to steal space from it, or add *mappable* to an Axes.\n", " cbar = plt.colorbar(mappable=sm, fraction=0.050, pad=0.02, format='%.1f', ticks=[-1.0, -0.5, 0.0, 0.5, 1.0])\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load data\n", "data = pd.DataFrame()\n", "for i in range(0,3):\n", " temp = load_dataframe(f'input_data/supervised/state-{i}/COLVAR')\n", " temp['label'] = i\n", " data = pd.concat((data, temp), ignore_index=True)\n", "\n", "# create figure\n", "fig, axs = plt.subplots(1,2,figsize=(10,3.5))\n", "\n", "# panel c\n", "ax = axs[0]\n", "ax.set_aspect('auto')\n", "\n", "# plot fes \n", "plot_isolines_2D(muller_brown_potential_three_states,levels=np.linspace(0,24,12),mode='contour', zorder=0, ax=ax, alpha=1)\n", "# plot data from different classes\n", "for i in range(3):\n", " data_red = data.iloc[(data['label'] == 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", "\n", "# labels\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "\n", "# visible legend \n", "proxy = [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, [\"State A\", \"State B\", \"State C\"], title='Training set:', prop={'size': 10})\n", "\n", "\n", "# panel d\n", "ax = axs[1]\n", "ax.set_aspect('auto')\n", "\n", "# load data\n", "data = load_dataframe(f'{RESULTS_FOLDER}/data/COLVAR')\n", "\n", "# plot\n", "plot_isolines_2D(muller_brown_potential_three_states,levels=np.linspace(0,24,12),mode='contour', zorder=0, ax=ax, alpha=1)\n", "cp = ax.scatter(data['p.x'],data['p.y'],c=data['cv.node-0']/10,cmap='fessa', zorder=5, alpha=0.4, s=5)\n", "\n", "# visble 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', ticks=[-1.0, -0.5, 0.0, 0.5, 1.0], ax = ax)\n", "cbar.set_label('DeepTDA CV',fontsize=10)\n", "\n", "# labels\n", "ax.set_xlabel('x')\n", "ax.yaxis.set_ticklabels([])\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", "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,-1.2,1.2, ls='dotted', lw=1, color='k')\n", "ins.text(-1.1, 16.2, '16 k$_B$T', fontsize=7)#, font='ubuntu')\n", "\n", "# label states\n", "ins.text(-1.25, 1, 'A', fontsize=8, fontweight='demi', font='ubuntu')\n", "ins.text(-0.3, 1, 'B', fontsize=8, fontweight='demi', font='ubuntu')\n", "ins.text(0.7, 1, 'C', fontsize=8, fontweight='demi', font='ubuntu')\n", "\n", "# labels and ticks\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.text(-1.2, 19, 'FES on DeepTDA CV', fontsize=10, fontweight='medium')#, font='ubuntu')\n", "\n", "# panels handles\n", "fig.text(0.03, 0.98, 'Supervised setting: CVs as classifiers', fontsize=14, fontweight='demi', font='ubuntu')\n", "axs[0].text(-1.7, 1.9, 'c', fontsize=14, fontweight='demi', font='ubuntu')\n", "axs[1].text(-1.7, 1.9, 'd', fontsize=14, fontweight='demi', font='ubuntu')\n", "\n", "plt.tight_layout()\n", "#plt.savefig('muller_experiments/figures/examples_supervised.png', dpi=300, bbox_inches='tight')\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 }