{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AURORA \n",
"In this Notebook we will demonstrate how to use the AURORA package to perform segmentation on cancer metastasis in brain MRI.\n",
"\n",
"---\n",
"## Getting Started\n",
"\n",
"### Setup Colab environment\n",
"If you installed the packages and requirments on your own machine, you can skip this section and start from the import section. Otherwise you can follow and execute the tutorial on your browser. In order to start working on the notebook, click on the following button, this will open this page in the Colab environment and you will be able to execute the code on your own.\n",
"\n",
"\n",
" \n",
"\n",
"\n",
"Now that you are visualizing the notebook in Colab, run the next cell to install the packages we will use. There are few things you should follow in order to properly set the notebook up:\n",
"1. Warning: This notebook was not authored by Google. Click on 'Run anyway'.\n",
"1. When the installation commands are done, there might be \"Restart runtime\" button at the end of the output. Please, click it."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install brainles_aurora matplotlib\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By running the next cell you are going to create a folder in your Google Drive. All the files for this tutorial will be uploaded to this folder. After the first execution you might receive some warning and notification, please follow these instructions:\n",
"1. Permit this notebook to access your Google Drive files? Click on 'Yes', and select your account.\n",
"Google Drive for desktop wants to access your Google Account. Click on 'Allow'.\n",
"1. At this point, a folder has been created and you can navigate it through the lefthand panel in Colab, you might also have received an email that informs you about the access on your Google Drive"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Create a folder in your Google Drive\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Don't run this cell if you already cloned the repo\n",
"# !git clone https://github.com/BrainLesion/tutorials.git"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# make files from the repo available in colab\n",
"import sys\n",
"\n",
"COLAB_BASE_PATH = \"/content/tutorials/AURORA/\"\n",
"sys.path.insert(0, COLAB_BASE_PATH)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Imports"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from brainles_aurora.inferer import AuroraGPUInferer, AuroraInferer, AuroraInfererConfig\n",
"import nibabel as nib\n",
"import numpy as np\n",
"import utils # local file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data\n",
"\n",
"AURORA expects *preprocessed* input data as NIfTI file or NumPy Array (*preprocessed* meaning the files should be co-registerend, skullstripped and in SRI-24 space).\n",
"\n",
"In this example we provide sample data from the [ASNR-MICCAI BraTS Brain Metastasis Challenge](https://www.synapse.org/#!Synapse:syn51156910/wiki/622553), which is already preprocessed in the `AURORA/data` folder in the form of 4 modalities of the same brain (T1, T1C, T2, FLAIR). To get an intuition of the data, one example slice of the 3D scans is visualized below.\n",
"\n",
"For your own data:\n",
"If the data is *not* preprocessed yet, consider using our [BrainLes preprocessing](https://github.com/BrainLesion/preprocessing) package (or its predecessor [BraTS-Toolkit](https://github.com/neuronflow/BraTS-Toolkit)).\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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+/Hk89NBDWF1dRT6fRzqdRjKZhG3bACCRHq/Xi26368jW5PN5NJtNlEolRKNRNJtNJJNJVKtV5HI5fPd3fzdGoxHC4TBarRa+/vWvCwU5EokgHo8jFAphMpmg3++j1+shEAigUCjg/Pnz+L7v+z7cvHkTV65cwe3bt9FqtVCtVo1ja2DwKmCGNp1Ow+/3AziS8+FwCJ/PJ/JGg0XTn8LhMFZWVvDkk08inU7D4/HA7/fLv8899xwajQZ8Ph+SySQAyPt0nHm80Wgk2d14PI54PI5sNotGo4Fmsyn/GjaGgcHJIOMiHo9jMpnA7/cjEonA7/c7sqd0cOncDodDeDweJJNJ9Pt9DAYDtFotDAYDdLtdTCYThEIhLC8vY3FxEdFoFPPz8+j1esKcajQaWF5eRjQaxf7+PhYXF7G+vo7t7W3s7OygXq+bDK6BwetEMBiEbdsSbE6n00in02IDk43BTGu/30epVEK5XBbb9yS7NxgMYnl5GQsLC8jlchiNRmi324jH4ygUCkgkEmi32yiVShgMBpibm8PDDz+MZrOJYrGIW7duYWdn5124Iw8mjGP7NsKyLCQSCTz22GN4//vfj/X1deTzeUSjUfj9fmku0+/30el0MBgM0Ol04PP5RDlaloXxeAzLsrC9vS1RqF/4hV8QxddqtXD79m2p5xuPx6KUvV6vGNnAEXVxOBzC7/cjEAigWq0imUziwoULWFtbw927d3H37l2sra1JBujll1/Gc889h729vXf5jhoYvLsg/SiXyyEWiwEAhsMhAoEAAoGAyBmpwh6PB5ZlScM2Ron5rzaew+EwyuUyvvGNb+Dw8FCMaDqxzPx6vV7J/Pj9fvT7fUctoMfjQTAYRCqVQrfbRbFYxP7+vqnBNTBQsCxLsji2bQsjgjIWDAYRCoUkO0t4vV55v9VqwefzSRkAacksQVheXsaFCxewuLiITCaDfr8Pv9+PVqsl+rRer2Nubg5erxeNRgP9fh9zc3NYX1/H4eEhbt68iXK5LPJravkMDJxgz5pUKoVcLidlfslkEslkEvF4HAAkaZROpxEOh1GpVCQoHAgE0Ol0cOPGDbTbbTk294NUKoX5+Xl4vV60223EYjHMzMwgkUggEAggEokAAHZ2dhAKhbCwsCDMy93dXXzjG9/AN7/5TdO89R2AcWzfJti2jaWlJXziE5/A2toalpaWkEwmpVkUa+4Gg4HU2lFpsR6ATu1kMkE6ncbly5fx0ksvYTAYIJFIwOfz4eDgAKVSCSsrK3jooYdEoWrKYr/fF+Fk5geAZHCLxaJEmkajEZLJJBKJBGq1GnZ2dhCNRhGPx/HVr34VxWIRrVbr3by1BgbvCsLhMGZnZ5HNZgFAqL6BQEBkihRhQsszFRrl7NatW7BtG8lkEqPRCOVyGU8//TSuXr0qAS42oAIgAS5GnVnDSyVJx5Z1eh6PR5RuMpl0MDGMcWzwoIJ040QigXA4LH0vKEsMPA2HQ6EjU3YZnKJzGwqFUCqVJAgdiUTQ6/UwGo2QyWRw6dIlLC4uwuv1YmtrC91uV5pGApAsb7fbRa1WQ6VSEdkMhUJIJpN4+OGHsbOzg2aziUqlglarZTqjGxhg2uOC7KkLFy5gaWkJ6XRaauMBSElBIBAQ27hcLqNer8Pj8WBhYQG2bWNrawsHBwcYDoeYTCbw+XwIh8NYW1vD+fPnMTs7i/F4jHq9DmBaUtBsNjEcDhGNRnHmzBmpsyX7Y319XTLJGxsbaDab6PV6b6iZpMHrh3Fs3wYsLi7isccew3d913dhcXER6XQaoVBIMjedTkeoS6zr8Xq9oqjG47Ej00PaUzKZxPLyMjY2NqQoPhwO4/Lly1hfX0c4HJbaAZ0lIiWSEWmtFFnH0263US6X0el04PV6HTWAxWIRkUgEuVwOm5ub+Mu//Es0m8138xYbGLxj8Hg8SKVSWFlZwdraGrrdLu7evesYwcOmMpRlUoSBqcNJdDodXL16FcFgEJ1OBx/60IcwmUzw3HPP4a/+6q9QrVZFfgFIxojHoXNLsAuzjgQzaDUcDjEejxGNRhGNRmHbthjQrOMzMHgQQCM4EokgEokgmUwiGo0KRRGABINZ825ZFoLBoMi57kAOHDEmstksBoOBMCXYIOrSpUvw+Xy4evUqLMsSg5rNZ7xeL1qtFizLwtbWlhybMsymNufPn8eHPvQhNBoN3LhxAxsbGzg4OEC5XDZ19AYPLGinLiws4OzZs1hZWcHMzIywL3RTtm63i0gkglgsJmV+ZEky8TM3N4dLly5hd3cXgUBA7Ol8Po+HH34Ys7OzGA6HKJfLUmbQ6/VEbnXTOTIviNFoJP0wFhcXkUwm4fF4cPfuXezu7uLw8NDRkM7grcE4tvcQPp8P6+vr+OhHP4rLly9jaWkJ0WgUo9EI3W7XYXRytiyphu5GEWwfTqeWn1taWsJ4PMbm5iaCwSAKhQLm5+eFhgxM6Y+EztROJhOhTPIc/X5fIlfxeFy+2+l0EAwGMTMzg1AohHQ6jUKhgNFohM3NTdRqNRSLRaNcDU4tWON+5swZzMzMIBqNolgsHpMxLafMllLeGbTS8t9qtVCr1cRpbrVaePbZZ1GpVBAIBOD1eoX+SKOZDeCoRAndhZnvj8djcbyDwaCcNxwOIxAIIBaLoVgsolKpmMyPwakHqcPBYBCZTAbZbBbhcFgytAAcgSNmafk6jVbKNo1hvp9KpUR/0rHtdDrY2NgQmmQwGMR4PEa5XHboatbr6SA0jzs3N4dgMIhSqYRarQafz4fV1VXMzMxgb28Pd+/eRbVaNQaxwQMFUn0vXryIhx56CLlcTvQc7WYtTyz70+M1Q6GQjMHs9XrweDxYXV3FBz7wAVy9elWaRTEAphsy6swvAAlU1Wo11Go1jEYjpFIppNNp+Hw+bG1tod1uY3193dFb55FHHsHBwQFeeuklXLlyBeVy2ejjewDj2N4j2LaNJ598Eo899hgeeeQRLC0tYTKZCEVBZ3c0FVj/q7M/+jUasYz6LiwsoN1uYzgcIpVKCRWSBi7rhLSCBCDCDkCySqQnTiYTxGIxx9o4i7PX68Hv9yOdTkstwY0bN/Dyyy9jMBigVCoZYTQ4daDyPHv2LOLxuBi7up6WDAhSjZnx0UqVnwGmDWgYZKrVanj55ZdRr9el3icQCEiNPZ1UKmRSILVhDEzpx6PRSKiQgUBAKFiTyUQYImwsFwqFkMvlUK/XpcmUMZANThOoC2nIzszMSEkQZYUBKWCqKynPWtbIeOJxGcwCjgJg1PcsHahWq8K+4rkmk4njnMzwWJYlTCse79KlS8jn87hy5QoqlYqciwb6zMwM5ubm8NJLL2Fra8vIrsEDgdnZWbzvfe/D448/jpmZGfh8Phlzp1lS1HuUW+pQlgJwqgHZVs1mE16vF+vr65hMJqhWq8LoYDM4NqeirOmkFPcJAIjH48jn8wiHw9jZ2cHBwQHS6TRmZ2elhw7ZkWfOnJGa4C9+8YuoVquGnvwWYRzbe4BYLIYf+7Efw+zsLM6ePYtCoXCsm6GutQOmBekUOkaVtLOro0wEjdxcLodWq3XMYAUg0Sca4oPBQM7B15nhofEciURkM9A0SBrlpEOOx2MsLi5iaWkJq6uryOVy+OY3v4mNjQ0jjAanAqyVW1hYwIULFxAKhVCv1+Hz+WRUViwWk87FunSABioAkTW34UrZZ2Oag4MDdDodeR2YdkFmhFiXLOiyBR6DlCrK6EnXpINrXOP6+jo8Hg82NzePNc0wMLifQWOWNXiLi4sSNGKfCMoBjVsdONKBIXdAiaVEmv5PGWU2hiVHzCSxblezNyiTWieHQiE8+eSTOHfuHJ5++mkUi0X5LnC0r3BMSS6Xw9/4G38DOzs7+NKXvoTd3V3DoDI4laDT+bGPfQyPPPKING/jqB6WCFAmKbusk2UJAP8dj8cIBoMyNaDf70tgmrW0zWZTqMs6oK11OUEb37ZtcX53dnZw48YNRCIRZLNZWJaFTqcjFGn2xMnlcrh06RK63S4ODw+lv42ZTPLmYBzbt4BQKITz58/ju77ruxCLxbC0tCQ1bIzg6GwNKYY6KqwdUne3NGZfgWm0mE6qruPT1AtgWgdEugSPoZ1kKlFuAO55m3o9dI55/E6ng2w2i+/8zu/E2toaVlZW8Mwzz+DFF19Eo9Ew2VuD+xbsenz+/HksLy8jHA7LLGnOk6WyJCib2vClAcssrnZy9XfpkOoIsP4MZVh/h7JPx5dGNg1abYTzvLrhDYNUw+EQtVoNoVAItm3j/PnzKJfLUu9nYHA/gxma2dlZLC4uwuPxiDNK47bdbgv7iQYrWROchcnjMPPKLBAzr2Rs0BnWDAttbIfDYfmddYD8TK1WE71ZKBSwtLSEra0t7O7uiqxqx5b7Tb/fR7VaxRNPPIGZmRm88MILeO6551CpVDAYDN7N229gcM/g9/vx0EMP4a/9tb+GCxcuSCCKFGDtYLI+no6jbduIRqMi85wlDxw1hGSgiHqR3dB10ohN5ABI93MGsCjftK8p+xzRyY7KXq8XzWZTyhK5b5AO7fF4cPbsWQk2X7t2DV/+8pelmZ3B64dxbN8EOMbnO7/zOzE7O4tIJIK5uTmEw2HJvFAINMef9W+As55HZ1OZqXUP7KbS1VlRnUXVziQNX0aVKGxuo1oLJI1gvUnwfW4UnJfp9XrlOhcXFxEMBhEOhzE/P49nn31Wuj8aGNxviEajOH/+vNCR2Dmx3W4jkUggFothOBw6nFFmbDX7Apg6t6zL07RD916g64B0VpZyCxwfTE6Z17X4oVBIZJwK1g0yNcjEoHNs2zbm5uYwHA6xu7trGBgG9yUoa9FoFDMzM1heXhbjUGdfNT2RupTMCo/HI1keBqR1N3IGiNkdVffN0BMIGBAejUaIRqMiezweG9wwCOb3+2HbNsrlMnZ3dwFMs8oMSnGfsG0buVwOAPDKK6+gWq0in8/jYx/7GDY2NqTEwVCUDe5nMIH0vd/7vThz5oxjdjv1LWW10+mgXq+LfmaD1VgsJrLOADVlMBAIoN1uCwMSmLIr+P1gMCj2MINXmjXFqSa0DZj5jUajAJw6muP5QqGQ7AnNZhOtVkuozoFAALlcDhcuXMDTTz+NK1eumIatbwDGsX2D8Hq9WF1dxblz57C2tobZ2Vnkcjmp2dFjerRzqh1Tzr1kHU8wGJTv6RoeTVHu9/siTIwcM0PjdoJ1ZpbOLCPOOhurFbGelanXPB6PhTrh8Xhkc6ABwDm4TzzxBHw+H2KxGF588UU8//zzxrk1uK8QjUaxvr6O5eVloQhzPmU4HEY0GpXZtb1eT2jAzPjoWjzOs9QsDF3r6naKdTbJXZP7WnPvdCd1ANLBlUpZN6HiHtTr9cSpHgwGQrMiNWt5eRkAjHNrcN8hGAxKTe3KygoWFxfR6XTkfcodDWPbtqWTMfUcAAlIWZYlrAnNatI0R8oX5ZafB5yNHDkSiLqb/Ss024rZIa5HQ5cxhMNhrKysIJPJwLIsHB4eihPr9XqxsLCAcDiMq1evygxrA4P7CV6vV8ZdPfXUU1heXnawB3UJEGtn2RyRbAqyGiaTCaLRqLAwaHNT9tgFWY/Z46g9XVtPZ5kBLh2E7nQ6jrFfuqSPMk+/gCP4gsEgDg4OUKlUJCvM8/l8PszPz+MTn/gEEokEvv71r6NSqbybf5L7BsaxfQPweDx44oknsL6+jrNnz2JpaUk6HQIQZ1I/zAAk0qtf54wrHlc7tDyeFiby97Xzqz+nMzM680ol66YXa0FjLa6mQ/LYLHIHjmiRbJJBSjQpIdFoFBcuXEA4HEY8Hkez2cTLL79saMkG73n4/X6kUiksLi5ifn4egUAAh4eHKJfLkulJJBJCPWJmM5lMotvtolqtSpM4d307gGNBLtIdda0sg17cJ9wyfhKLA4CjCzKNek2NZi2Rnp/r8/kQjUYlS0W55vH8fj/W1tYQCASwvb0txr6BwXsVNBZDoRAymQzOnDmDSCQitEEdxAWmQR7KSTqdlu7E7H7KZk+UJ+pFHWimMeqebeueNUu6I2v5NEVZO8HM4uhGdAxOcT9hDeDy8jKq1SoODg6k4UwgEJCsUCKRwPvf/3584xvfwPb29rvzhzEweBOIRCI4e/Ys3v/+9+PSpUtIJBIyXYROJ51MJpWYTU0mk9KkjSN92AA1Ho877HGOAmIwTDMmydYApk0a6cySjcFMLM/HGttwOIxeryf7DwB5X3dZ73Q6ODw8FMebpU7ad8hms/jwhz8Mn8+Hr3zlKyiXy+/OH+U+gnFsXycKhQLOnj2L8+fP4+LFi5ibm5MH+9XG9TB6CsDhkPKzmqKoDV23EUtH9dWcTx1Rco/8IUVCCyCVq55jyZEiulEVvwdA6vAY5eL3ubGMx2PEYjGsr6/D7/fjox/9KHw+H65du3Ys8mxg8F6B3+/H4uIilpeXEYlE5FlmnToNyna7jb29PfR6PeRyOXFc2Wm1XC7j8PDwVQM5un6PASHKqMdzNP+SBi8DUhp6P6CBTlnmcVk3xBpBfpafGY/HsG1bGm3okglNsxwMBggGg+LcbmxsGOfW4D0NNnRbWlpCNpsVeaKcaTZFOBzGcDhEs9mU2ZLj8Rj5fB6zs7MoFouO2lY6zTpQxUCUe+QXZVCP69NONJtW6Y7pmh6dSqUQi8VQr9dlnaPRCPV6XeSeznuv18Pu7i7a7bZ8n9cDAI1GA8lkEk899RS+9KUvYX9//538kxgYvClkMhl85CMfweOPP465uTlHUojOKjAt59MyPB6PxUHt9/vw+XyOPjRsCAdMg8ndblcavVGXkplIe1zb87SRNfOJ+pe0ZNbNUzY55cC2bdGzbHrFTLNt2469xePxCPOKQarBYICvfOUrZoLBt4FxbF8H3ve+92F9fR35fB4XL15EIpFAs9kUx5GGqs6u6IdOKy/AmcHRWVNmQ7UTDOCY48woc7vdFgHQzq92lrk23YCC0WgqbGZ9qDR1tojF9KRs8dwUPlIZKbx+vx/r6+sIhUJIJBL44z/+Y7z00kumkYXBexKpVArnzp2ToI3H40G5XMbe3p4EfizLQqPRwI0bN5BKpTAejxEOh9Hv92UMUDQaFdnSJQKURSpGAI7gESO46XRaqP00UoFpIygayIRuTMVjcOwXv0fjmrLKGdWcs6fXob8DQCLcMzMzaLfb2NnZMQ0sDN6TiMfjyGazWF1dFWOU+o3NYljyw9rZVquF4XDoaMxSKpWQTCZRKBTg8Xiwu7vraP4GOBkUutzAPc1AN3vierQMc28gLVIHhgGg3W4jHA4DgDSWYVaYr7NBFGt2U6kUwuEwSqWSONKDwQAzMzP46Ec/is9//vMolUrGIDZ4T8Ln8+Hy5cv4yEc+gvPnz0uQiGCpDunB7t4VAMTpZWdiTfMH4AhO0f4dDAaoVquyF7DMgMFt6kI6y3RW6eiyxjccDgsbs16vo9PpIBqNwuPxoFqtikxTn3P/iEQisG1bssQA0Gw2ZbY1neZ4PI73ve996Ha7eOGFF9BoNIwsvwqMY/ttQGrR7OwsVldXpUuqbsSkhYeKUDeN0h1TtRDqzCyjS+4W4u56XX4XgHQ1LRQKjqYS2qHlD8+tjWsa3KRQskOcm0rN4fKMWtMoZhZIN5Xq9XoIBAJ46KGHkEwmkUwm8dnPfhZ/8Rd/YQxjg/cUYrEYVldXEY1GEYlEEAgEsLOzg62tLdTrdQwGA0ezJxqnwFE9LmWAchOJRBxD3JmRpTzp/ULLOVkPbjnVDA9gmrXlnqCbVlEJa0qx/j67Qh4cHAj9mOtxG+38DumU+XxehsybUSIG7wXwuY/H47h06RKWl5elyRswpSazsSEAxxxqbZjymR6Px2g0GhgOh0gmk6IXAWeGVfe+cNeudrtdR5dlyiDlkfRJyvBkMkEkEpE5ll6vF3fu3IHH40Eul0MwGESxWHTobV5Hp9NBu91Gt9uVWZ50btvttuwjrVYL58+fx/z8PP70T/8UV69eNTW3Bu8ZWJaFaDSK97///fjwhz+MmZkZkQ86gcyoal3FZ5gdzKmn+V3qZQa4dB8Z3eiJgV/dxwaAZHPp7AJHjnOn03HU3uoJI9wzLMtCPB5HKBRCo9FArVZDLBY71sOGvoGev6tr7NnJmeeKRqM4e/YsOp0Orl+/Ls3rDJwwju1rIBgMSi1tPp8/xsHXysmdldHOqdv5cxum/Awjsjw2/68b0/CzwFFUiso8Go2KsexuQMPjUbgZIdbKjQpcZ4uZwWU2iLQOTcngOnnt/IzX68X58+eRSCQwHA5RLBbx3HPPvX1/LAOD1wkavYlEQtr5x2IxdDod7O7uolqtAoAYv1pW+v0+SqWSNE3TVKF4PI5UKiUZ3mazKY4qWQ0nNYLSIwu04eoOTJEmfdLewtd0rZ823jXDg4a+hh5oz2i17tSay+UwGo3MnEyD9wQCgQDS6TQeffRR5PN56SysGUwM8vR6PZGFRCIhdah6ogDLAGhMs0u4m2o8HA7RaDQcZTwAHDqX+tjn80mgi3rTLbu9Xg+VSgWBQECo0TSKvV4vIpGInJvMDF5nvV531PLqmkJSL7lnFItFrKys4Id/+IfxJ3/yJ3jhhRfeob+UgcFrIx6P4/3vfz8+8pGPiCzTtiSrQjusulxPB44oW3qmLTsM6yZPlMV2u41SqSTBMDq3/LzH4xE9ns/nJYOsx25px5tTCXQTKO4t1NvaVqa9zGPoxnRs6EiHlvtNMBhEoVDAE088gVgshueee07sFYMpjGP7Krh48aJEg+fm5pDL5eSB1xRDN+2YAuduCEWDltlXd6TGXVurj8+MsLtGNxwOi+Alk0kRfBq37swvX9MOLQVOO8+6JokbAjcanl8LICNlesYfo11nzpzBYDDAxz/+cZRKJWxtbb1dfzIDg28Lv98v1B891244HGJ7e1vqZDWrQmc/qagY7WVzNa/XK50Wk8mkUPOZ9dXZIp6Pyi+ZTOLMmTOIxWJ46aWXRNHqOnxd20OZdQfT+B03W8SyLOnWyHIHwBnw0nM6WbPEEQd0CrLZLPr9Pg4ODkzGx+Bdg2UddR29ePEi0uk0Wq2W6B8dKNbZWcov5U+PyvN4PDJfkvLMgI7uUUGZZ7d/ygv3Cu10ejweZLNZKdfRNgPB73c6HWxuboqM0yH2+XzIZrOibymbk8kE1WpVqMjU+4PBQK6DepgdXpvNJjY2NmDbNr7v+74PAHDt2jUxug0M3mlY1tHM+MuXL+ODH/wgFhYWHLWyblaEbvymKcWaLanBYBdLdKiPdbkAnWZ3GSHPRQYG9wM9txqAyH8gEJAAlrYVAoEAZmdnJfDE71JuuTfpgDfXw3vB/Yb7QzKZRCQSQSQSgc/nw9e//nXj3LpgHNtXwcMPP4xkMomVlRVpFqObPVCItCDqBizuZk6MxvK1QCAgzWp0pEnX7GoDlDUzdJh1/ZBWTBQYGu06a6uzyTrjDACJRMJxHGaIdGMLvR5er85ak4JB2mO9XsdoNMLc3BzOnz+Pp556Cn/yJ38ihruBwTsFr9eLXC4ntbC6mQyNv3a7LQ4o68hpSGoKIo1PNnHhoHga12wCUa1Wj83GDIVCWFxclNfa7TYCgQDy+TwCgQC+9a1voVKpSHSYClXXvhPcDzT9mJ/nd6k8qRx1gIv3hXLOej0Awk5hzZKOFrMTtKnvMXinYVkW0uk0zp07h3A4jHq9LkEZBpCYjaW8AUdGZi6XQyKRQL/fR7ValR/KLevZAIiTyw7FJzWLYukB4fP50Gw2cXBwgFwu5wgykyXBzsh0chkUJrTzrI1o2hXs3MzRIrp5pcfjkXVT/5OhYVmW1NcGg0F88IMfRL/fx82bN41ja/CuIBAI4PLly/iu7/ouLC8vS8NDv98vzzEASbwA01I8ZmT9fj86nY7QfXVn4kwmg0QiIYwNdj4Hpt2NWWLEYLXuM8GAEHW+hg6KAc5Z9HRS6chy9BjLgHhNOlvLdfV6PfR6PUcWmXXFDJKxAR7t+06ng2effdY0aVUwjq0LlmVhZmYG+XweDz30EBKJBIDjNTb68zrTqakRuiOiVl5UZu12G7ZtS+RF168CcBTHcw16LQAkA9NsNuV7Wgh1Vllnhd0ZWQqYrgPWmVqujcYvnXdN62CDGj3GqNFoiGL/4Ac/iI2NDTz77LNGmRq8Y7AsC7lcDufPn0ez2ZRMh87u+P1+ZLNZVKtV1Go1aQRh27bUr/GZD4fD8Pl8iEQiSKVSDqow5fckp5aGJ5u9cEwQALzwwgvY3NzEwcGBrIlUJCpADa1U9Xs6a6Xpi3ptusMr9wLO4x0MBtLgQs+h5nFSqZSUP5hOyQbvJGKxGPx+P1ZXV6WMQNPzSSHWdazUWQy2smnUYDBAvV53jMoheyKZTIq8sgENmRfMzjSbTXi9Xti27XAwORs3kUjA5/OhXC7L7MxmsynGurYj9OQEvSc1Gg3cvn1bAmm0IzSjg5+lrmaQjQ49x5SVy2W0Wi0pk1heXsbly5exu7sr828NDN4phEIhaRTF7vsEdQ3gtKkpG8yMMpBVq9WwubmJ/f19sUMjkQhmZmawsrKCfD4vQSbOptUsKJ3koc4dDAaIRCLI5/OIxWKO4BfXQLtWB6c05Zn7TKvVQiQSQTablRFimoHhzkjzHFyfZn/RHuDn8/k8vuM7vgPNZhMvvfSS6WPz/2EcWxc+8pGP4MyZMzhz5gzS6bSDouBWPICzuyGdSDeNgsawpiPpxjGMxuoRHYDTKXXTDmns8uFvt9vSvZjUC2aeKGR0QkejkdQBaF4/32OEmALPNdCpZWMKUq+o2Fksr++Vx+NBr9eTzeKHf/iHsbOzg52dnXf072rw4CKZTGJ5eRlerxedTsdRJ055DYVCyOfz2N/fx2QykQBNJpNBLBbD3t4etre3xTEFIE1mCoWCI6PK9znwnUwNKh0OY69UKlKTd/36dRwcHMDv90u9PBW3dlR1/a2bYUF5dQfRLMuSiC+PqSlcujss32fEXEeViWg0img0KvRHA4N3Al6vF4uLi6KX2f9B02mp0/g6jdFut4tGoyE1q5FIBB/5yEcQCARQr9dRLBZRKpVQqVTQ7/eloVwsFoPH40GxWBQHlCM9aCTTuea+8YEPfADr6+vY2tpCOp1Gt9tFq9WSvUezQjQ1GZiWATHrTAea10QKNe0Byiu7u9q2jVgshvF4jEQigWg0ir29Pce4IADY3d1FIpHA/Py8OPsGBu8EfD4fHn30UXz0ox/F2bNnxXljYIqMRtJ7GXhmzTtfZ9mAZVkoFArSB4K6is5qOBxGNBoVW1lTiRn05WgtTRW2bRvz8/Pw+XxoNBpiV2vWE+VGl+GFQiG5Hh00JouCAW/qT+4jdLhpT7Nel1llNsPTNjdnztM2v3XrltHJMI6tA+FwGKFQCEtLSw6nltBZWx29cWdxteGpHWP9eTq//X4frVZLorDJZBLZbNYhRJpuBEybOgWDQelwyq7FVOyaJqwjQzymuzbY7UTrLLGmGjPqS+XMTFY8Hodt2w4nWFOuUqkUKpUK6vU6PvGJT+CP//iPUalUTK2ewdsK27alIUWn05HOxm45pmzOz89jdnYWwJFMrKysYDKZYGtrC61WS7KUpAC9/PLLaLVaSKVSYrxS6WSzWYRCIRSLRfkOjVVgWkNLY1cHyIApTVrvATrYpMH9hAYvv889QDev4l5F41lTkEm9pHJ01xpz72EH11KpZNgXBm8rGESdmZlBLpeT/hIMJvFZ1XOcaTDSUKVu5FiO+fl5LCwsiHz0+33UajVUq1UUi0UUi0U0m03pZsoMC7Ml4XBYnExt5NLArdVq6HQ6CIfDEgzWTdd4TZQn0phPolxqQ1yXPnE/YJA6lUrJPUgmk/D7/ZKR5f7AzG+320UwGMTi4iIqlQoODw9NUziDtx3hcBjr6+v40Ic+hLW1NUfjRN0fgjqFjAnd18W2bfR6PWE8DQYDcYRp9/KYnU4Ht27dwp07d5BMJrG2tobZ2VkptQGmshgMBh3MLB6LvTMI7Qe4k0aUIY7WI1OKepY6nTqWewoDZM1mU8or6GD3+30ZCwZMm9jpwNa5c+dk/7hz584D79wax/b/IxKJ4PLly1hbW8P8/LyDmquVgs/nE+48BfGkBjNUSISujwWcBfAcW0CF1ev1ZGasFnZ3bS8bW+hoD51cNwVZR7LcylFnmSnMep0AJGo0Ho9lbYyu2bbtqGXSzjQN9VAohPn5eZlz+/GPfxx//ud/bgxjg7cNgUAAc3NzQtHTTh/lSTeFmUwmiMVi8sxzRu2VK1ewsbEhwScd9Gm327hx44ZEYilj3CtmZ2clcEX5Z8SVCo5RaCouvUbd+IZwO7daRnVZgaYbA84uz6Q2UTEPh0OJatN5Z3Sbn9HHY8aW9U0GBm8XgsEg8vk88vm86DvqOGA6li4SicDr9crcV3dZDZ2/hYUFpNNpR8kO6bvpdBrLy8vCpGg0GqjX69jZ2ZFALBu/6Xo8roPn9/v92N7eRrPZRLPZlPo3GtzMsvLcdHJ1UJlOtM6muvcC3YAuFothMBhI+dTdu3ela7K+BwxitVotJJNJLC0tSU8AU15g8HbB4/FIR9+1tTXRd26bmLNjaTfG43Fp+sSGbqwz12U+OgnD16kru90utre3RR6Wl5fR7/flPDrQRJ2n5ZLjhHTTOcova3TJzORnqW95HdS5vFYAIpO0Hzi7lrqXJRDa5tb+B+2JUCiERx55RPajW7duPdDlBcax/f+IxWJYW1vD8vIyIpHIseHPOtOhs5rayKVAuQ1BwEkVPMm51XUFPIaGzt5qJxtwjgvRYzt0DY6O8riL4U9yZPX1umnVpBeT5kH6MY8NTB1hHX0j3ZN1Qo899hiefvppEWYDg3sFj+eoKyllmfRb/UzztWq16qhriUQiiEajAIDr16/j6tWrkmWlLGh56ff7jmwH36vX6ygUCtLkRjeE0jV7+nvuzKw7mOWWU65Hlynokgl9bDf9iQ49xyv4/X5R3NxbKPeagcIMEc+pG30YGNxrhEIhZLNZ0VvMoJDmp2VJv69r0did9KGHHpJsiltemNklksmk/P/27dv4yle+IvKhy4OAaRdmTgNgNokUf1KPtWOq7Qc3FZjH1mNDeHwNHpN7SywWw3A4xP7+vmMGJ+Wb59dBq7W1NdnTDg8PjSwb3HNYloVkMolz587hzJkzMs5K0/FPYhPx2WYgyePxoFqtolQqiU5mgofQzimdTdu2JfBcKpVQKBREd+sOx3odumkqj6ltcx5f1+ADcCSlNHWZWWEyJsieILOKOpnQmVqPxyNN5XSXdX3PYrEYHn/8cbHPH+QJJMaxVchkMjIcmg80Hxw6jCz+DoVCQhcG4Mj6uB1W/XNSTY1b2dEJZZMXN22Yx6Uy5v/p4GpnkhngTqfjUPpa8Wsh0T86wwQcZcBYM8g6XdYTcCOhc8/7RIOYxoXOYj388MNoNBr42te+Zhxbg3uKWCwmozI0dYg/uqHS/v4+Dg8PAQDZbBaxWAz1eh23bt3C9vY2Go3GsUwJ4TaOdekBGyxFo1EUi8VjNCvuM+76d8A5V5YGvVbYwHTv0GvQNfL8rqYRU5lzv2q1WgiHw4hEIg6nVu9/OjAGHNHJuIZoNIpcLmdq5g3eFni9XqRSKXn+mQ2hnmHdKoO6fLaZgWUDuJWVFemkrPcDAA651dByVSgUkMlksLu769CP2snlOjhLVgeD9Pn0a7ZtIxwOS3BXB9i4Bp0dpi7Vx2SGJ5PJyCxu3UtAO+2a4UU97fF4cPbsWQAQiueDnO0xuPfw+/1YWFjAuXPnZMoIbVA+wywLor4jvdi2bQBAp9NBqVTCwcEBms2mPMsAHAEfLd989nWwptlsotFoyIhM7Vi7g8rUmWQ38TP8vO5ZwWZ2nGfrtjv0592JIK1rWTvMJpVcf6/XE1uBe00kEpH7N5lMEI1G8fjjj6PZbOLP//zPUS6X35G/73sNxrHFEY9/bW0NCwsLMqrD/XDreXZuvruu53HXwbkzte6MC+GmSVIpuZ1h3XVNK0LtjPP1brcrESl2lKQz624QpTNDXJ9W9qRTsHkOnVRuRjpr5Hb+KYSBQADj8RixWAyLi4vodDpYW1vD9evXpQ7RwOCtgllXPtNadgFn7SqbNZBS32q1ZOROrVZzsBTcTjJ/ZzDJHdCi4c16N77f7XalpkZTqNyKTge93PuDpiLpdQHOzshcOxWiuzyCTi2PqQNerD3U1CyOLeF9HA6HMt/W1Mwb3Et4PB6k02mZC60ztQzQ0IHzer1ot9tot9vSCbjf7yORSGB9fR2FQsEhE692PkLLInAUzKFjy/disRgASN8JHQRyO888Js8RDoeRz+cxGAwkS6qD0VqO9LQCvUbKPWuKx+MxisWiY+3syMy9hFRlZp/ogLP2cTgc4tq1a5INMzC4F+DzRRubeoZlM7okZjwew7ZtJJNJpNNp9Ho97O7uolQqoV6vS7aTE0Gog4Epc0InfegIUheyUzHl1+PxSCmgDggBcKxTN11070PsxByNRsUn0GP39A+ddvdMXUIH7mhLA1PnndcYDoflHuikUjQaxfvf/34cHh7iG9/4BhqNxgMXqHrgHVvLsvCDP/iDSCaTmJ2ddWQqGAXmQ6xrz6gkNH1AO4o8tjtqo8+rjVbtRGu4Kcj6R9fM8nu6TpcGuy5+10LiLtrX63LfA54vFos51qMj0/xdz9E7KSLm9XrlfrdaLayvr6NSqZjOjAZvGX6/H/F4XJQWoRUelSL/r7sR3r17V2Ra180DzgwO/9VZGGBKDeT5Wq0WvF4vQqGQ7B/M8mgKlVaC+thaMXN/0Apa1xK5g2rawOa+RjA45h4tBkxnBHKdutMj9xYeg0ZFNpuF1+tFuVw2VEaDewKfz4dEIiE0Wt1YjQYlR2exhp0duwOBAB566CHMzc0dm/VOaEdXlxtp6qH+bCqVks6tfr8fkUgE4/FYZtmSOuzWeTyHZVlSL0wWx0nBIGZWNRtDZ7O0jcLmVeVyGXt7ezKuiE3yuB7uSQxGs5Ee94nBYIB4PI61tTXU63Vsbm4aOTa4J/B6vchkMlhZWRF5JmOK+pM6l887HdtGo4GbN2+iXC6LnFBf64DuSUkgHUjSc2YZ0NHN5di46aS9gDqd8sBj0fEMh8NCrbYsS0qTgsGgo/EcZVDPttZsKDI4uGY2a9XUZp47FApJTwHuDfo86XQajz76KA4PD3Ht2jXH6L4HAQ+8YwscKY0zZ844IjhUbrrGFpg6kaTyaePX7cDqKOtJ9MGTnGBtnOqMqD4mKVd6fTrjysHSwWAQ4XDYsQbdyRGYGtQ6CgU4M8ra6Wb2l23WKciMtLFezx0x4/H4us/nQz6fR7VaxQc+8AFsbW090DUBBvcGZCboDKmuP9XBKtu2EQwGhX5Xr9cd9aTuYNRJWVu3/BJ87tllkdS/yWQiWRQAQpvU8g5AOjxSXi3Lkvo/GqJs0EbH2b23uINkPAe7P2oHmHuCZVkSFGNneDoQeh+hIuV1hEIhMUSMQWzwVsGMKEdfsa5b19bSMCXDADiqb8tms1hZWZEaWa17eWz+63Y8NXSw2LIsmTdPWWk0GqjVagCm2RTKBD9H2WVwaG1tDePxGBsbG+IQA3CwJGjsaiaIm5mhA14sM2q322L0JhIJ2UMAOMajcNanvg/j8dHc3Hg8jvX1dbRaLRwcHBgGhsFbRiaTwWOPPYbZ2Vlp/Oae3sHnGIDQ88vlMu7evStlQizP0cxEQus8d5AZmO4BtHM5goeyzdpV6lZNQ9ZMKcppt9sVuePcd9rAdETZS4ZBYcowe8+wXEI3eCOFmSUCk8lE9hg64HRqKbfcB8jmpFO9srKChx9+GJVKBdvb2w9Uud8D7dhaloXZ2Vnk83nMz88DmM6jopFIRaqzo4z6uGl9OmsCOJtDaOfYXRvnNkB5PH5On4sCclL2lkZqrVbDZDKRaBEwpRVS+QWDQTFAuVkAzuZRbkXq/gwVN8HaAa6fn+f6NRWUQjw7O4vDw0OcPXsWBwcHZuSAwVsC604YyXRTkKmcmH2p1+solUqOBmZu+TwpEOV+T39HyzWDPZRDGr4nBZQo86yV19QsLed0SoFp9tfNtNC1S+7Am87iaGYGr4usi9XVVUwmE7z44osYDoewbVu6qlLh6z2ODfiuXbtm5NjgLcHv9yOVSkkfh3A4LAEg6l/tNLIWb3FxEevr6zLOQ+tiLQf81+3M8nUdpOJ3dcOl0WiERqMh2VutSxmMJj2YwaSzZ8/Ctm1861vfEiOeJTqLi4toNpuSmeJepJu4nbSuyWSCTqcDn8+HWCyGXq+Hvb09md3JZjWTyURm6tIWIauKDu9oNEKz2UQsFsPy8jIajYahJBu8ZSwtLWF9fR2pVAq2bTvm1lKn6TE4ANBoNFCpVFCpVABMndqTdLP7X913RieoGODm86/1mK5x130mdICcPTnYkZnBcU31pz2sr6Xf70vpnradtX2t7QOW7+lRYnydnwGm01eYYGP/Aer9aDSKixcvolgs4vDwUKY6PAh4oB3bS5cuYWFhAefPn0c8HpcoJh9+N63QnaEEjlOKCf3waeeW772aY6upg/r4OmvK42qBoEFar9dRq9WkMJ7XRIOYiphCzNlaFHxtYGs6o84MMzpEBUzDguujoPGa3U69vr+xWAy5XA6Li4sIh8PGIDZ404jFYggEAlIHyueXssLnLpVKIRAIYGdnB9VqVZq+aSNX/18bkyc5sfq7mvLszhbTCKe88D1mc/gZUhFpGNP5ZYaWkWXdIf0kY/2kvYL/Z48AN51Zz689PDx0jDzQ90JTITlD2+/3Y3Z2FgcHBzg4OLiXf1qDBwgej0cotT6fD5FIxEFD1gFVZi/ojK2trSESiQBwBofdsn2SQwvAoafcVGSem3pTB6y0DOnAExvgrK6uYnFxEVevXhVaIPeB1dVV5HI5bG9vo9PpiJOp16uDT7r0iYZ4u90W55byqhvQcYY8G/HwuKRl8jjsIUI5ZmdlA4M3A8uycP78eczNzSEWiwmzSNu8ZPDR/hsMBmg0GjJGTmdq9XHdDAx9PHdGVwe2tL1LncopHwyW0fnWAabJ5KghZLlchsfjkZFhvB5ShwOBAFKplDCwaHszOEe9TzuaSSY9s5o2gG6ixfIp6mw9MpC6WF/bcDhEKpXCuXPncPv2bVy/ft1hy5xmPNCOrW3buHTpElZXVwFMaUDANO3P16lYdB2AWzjd2RztnGohdDvAbpqRpi3oz+nOqIwchcNhUbakR2hqBKM/rVZL6m70BqHXpNdNI9cdVaLg6U1C/4zHR/O9GG2igOp7SEfb4/EIdcy2bTz55JP4/Oc/fy/+tAYPGFKpFDwej8xi1U6tRjweRygUwu7uLg4ODo7RFAFnnflr0RhP+i7fO0lWCO4trFU9KXLL+jcqTQaMGDSi8azn5rn3Fh2B1sEywDkigWUVAGSUQDgcRqlUEnmlAtVj0HgOOsPD4VDojOwCbWDwRhEIBKRzKkd1aKouHTCyM1KpFLLZLJaXl2VMF3B84oB2aLWufrWAltaJ1P3MtFLnsnETMNX3g8FAMjk+nw8LCwu4ePGiTCegTvT5fJifn8fc3JyUFlGf8xw0+imX3NM0tZL7TLvdljXYti16fzAYIBAIoF6vo9VqIZFIyFo0G4xB61arhWw2i7W1Nezs7BjH1uBNIRaL4dFHH8Xq6ioSiYQEqKhP+Fzpchg6gr1ezzHWhnDb2G7d687OuhNDzA4DkPPpCR6A0/4FIEkbluhMJtPGqLRxuW6dOHInhbgGUpM7nY4cj7YG7Wc9ypNONu8dWWCcTMLr5Q87MzNwls/nkUqljvkUpxkPrGPr9/tRKBRw8eJFeL3eYw1RtHEKTBUboypaQWoF+mpRJS1kVJhamLQxTdoB+fI8v24aoevetHDQGacCbDabqNVq6Pf7UrDPbCnvAwVGKzl9PVyX3hz0mrTxzXvDrJl22t1F7gwSRCIR5HI5qaUwMHgj4HPIujI+n5ouyyxlLBZDpVJBqVRydA/WlFz9zAI4Zvi6jWPAWWOnwTr3er0OwFmjT5miAqeyZ5ZE7yWUSyrikxrqaGiDndfCWXtUjowo626PunM675+bPaKhA32j0QjVatUxksXA4I3AsizkcjmpZ2WWB5gaoszY+nw+xONxxONxzM3NIZ1OA3h12rE7OKWzoPz9JMOZTI9GoyF0PrIl9MgcGp+603g8Hsfs7Kzo4VQqJUFp1gLrmnftyPI82rj1eDwyHxeY2hu8L71eD4FAAN1uVwxx4MjRjUQiaDQajs7JOkANTB3ldruNM2fO4MqVK2aUl8GbAu3rfD4vcuym3fK5JQMCgARdqI90WdFJuljb0ycFqLkf8JnXNj6DRbSpGXDSJURuajCvhTZtp9ORentmedvtthyLNcWs3+X+wGA1MA1263Fl/I5mU3Hvc7PA3P1xGMweDoeIRCJYW1vD888//8A0kXogHdtwOIxHH30UTz75JDKZjBiWOmKjo7XA1MjTc+t0NAiAQ2C1cUynz20Uu2tS+VnN2adQk2LAh1srIGarGOmhQiOtidfMTC7HFXENzLDyGnk+ZnU0lZH/nmQA63VqyiIjWbrGgRsNr0V3lTMGscHrBec3JhIJmVsJ4JjssR5mMpmgXq9LtFh3GwacrfZ1wIbHPEne+T0dnAIgSpBKSdOpaBhTxig3VDxUorZti4Li90ajkUSMGU12r4t7wEnNX3RJBGvsqMw1KOv8nF47HWV9z8bjsTSVC4VCD1RNj8G9QTQaRSaTgcfjkeZR+tmkcTiZHI274LzqQqFwYkBFy6U7MKN/18FqvkcwYFupVKQZnKb/AVM6ZSwWQyQSkcBuJBIRg5lzKdPpNDKZDJaXl9Hv93Hnzh0JVDebTZmDy3Nrw3g0Gkk35n6/D8uypKyBGWUG83S9H4NleiyhtjH0nsBsUigUwuOPPy6zew0MXg8syxJnanFxEfF4XJ59d1JI24ZM5DBRo4O27uSJWzfrY+okjLaraXPq15n51EkrXXqjSwktyxJ9PBqNUC6X0Wg0UK1WZcxOOp0WRpXuCcBMLr87HA6FnVGr1RxNJKlftX3NgDbvBZtwMfur9yImt/h/7qUzMzO4ffv22/zXf2/ggXRsc7kcHn30USwvLzsiOYQ7E6npCvzdTZHQERO3EtWOstu51TRdKhk2ddDH5gMPTA1szpUdDAZCwWREh8rR5/MhmUzK7DA2baJj664JpIBrhcrr0k4AlSl/uCZNq+SxuGYaJ7qjK//lmtLptMncGrxukMqeTCYdjpSuQ2NEMxgMotlsynD3kxgVgLP04KT9QX9eG9LuLBFHgrB+RxuQLAmg3LHRS61WE1r/7OwskskkNjc30Wg0HPKr6+jca7MsC81mE3t7ezJ6K5vNijGsxyWQFkmDQTMpGPTSBgb3IE0H5Xe4J41GI2QyGePYGrwhBINBFAoFee7i8bjDuNMBVBpriUQC2WzW0SjRHeQ5KXtLaEP41YKqXq8X3W4XBwcHDlaTXosOTNFxZekAM56hUAgzMzNYWVmBx+PB7du3cfv2bZRKJTQaDemBofcb1t/HYjHJGjcaDaEakwVF45lros1AZ0LX7TIgxkw4MGVuMWhA++Ds2bMIh8NGlg1eN/x+PxYWFnD27FmxPdn4SDuXwJQhQJtbTxrR3c7dMu2mGZ/EruJn+bpuNsfzUncxCMy9h0FnymU4HBa9yV42+/v7ODw8RCgUwvz8PLLZrCSXdENIrk1ngf1+P2zblsRatVoFMA0668wt7xkAKc9g9lsHs0iL1kF53W2af4MHAQ+cY+vxeIQexOgL6QOauqCdW7dC1UbwSdkSNwUCOD5agALnrl9h5FdHmjQtUv+fXHoa7drQpZJl5pWzbN3RWQo2AIk0ceA8G3PoxlAavHf8Lj/DCBNf0/eWdCk6t7we27Zh2zbW19eNY2vwuuHz+SQTS+OSMqGzlZrGpxkaJ9F4ATjkXh9bB3H4Oz9PWdAUXl1OoGvkCWZc2LH0+vXr8Pl8iEajCIVCaDQaODw8xGh0NEOack7jVO9XVNaNRgN7e3uoVqsOBzqXyzki3vr8wJTOyPcY2NL7n6aDAtP6XHeDD9MEzuCNwOs9mm2eSCQAQBgJutGhlkdS/CORiDRxAY6XCmjj8tUysu5Mrn6d36vX6w69xCAw9wbaEDQyk8kkNjY2ZLyO3+/HysoKFhYWEAqFsLGxgRs3bqDZbKLRaByrd6UBHolEkMlkMDMzA9u20W63sbm5icPDQ5lywM9zDWR1AUcyTHmlM8s9RHdcp12Uz+dl72PA3B00NDB4LdCOm5mZETmmTtH1p8DU8dSNEQFnoshdrqdlRH/GzdTg67qZlG5mqruXUz70DGkyHQaDAXK5HPr9PjqdDmq1mgS55ufnMTMzI0E4MpsYaKL+DQQC6Pf7qNfraDabUmKQyWSQyWQkEcXrY5KK18TSCz2ZQM/u1t2ZO50OyuWysL94nZzv/SDo5gfOseUsOXZcPImiBEwdTG3Maj68pkgQmh6hj6mzmN8O/B6jVpq2q5tGANNolx4fQqUUDocl6sRIk5s+TKWsaYSHh4fo9XriGHA9pEyeRMvkOqnsdVMAvVbSTHREmddg2zbS6TTS6fQxp8TA4CR4vUdDzknNBSB158C0k6EOymg6vM5UEprmBJzcgEbLgc6uuBkZNCrJnNDN6DSbg0yFRqOBcDgs2ZLd3V0cHh6i2+0imUxKKQFlmeMH9Lr7/T729vZQKpUclEQa5ZQvTdukEueepyPoepwAA1HaANf3Qt/3cDiMZDIpkWgDg1eDZVnSHZ96QTdbOUkfMFgbj8elXs19zJOYU4BTL/H3kwLQ+t9isSjzJIFpEIg2AnWl1nO1Wk2Cy9lsFvl8HuPxGNvb29jf30er1UKz2RRGB2WK64xEIigUClhaWsL8/Dxs23Y0n+p2u6JP3WwTHof0SgYCdFaWcs/xZ4VCAQDQarXQ7/fRbDbh9/sRi8Xeyp/X4AGCx3PULXh2dhbRaFQyjjoJEgwGMZlMHCOvxuOxPMu6rwPgpAMDcOwLOqGk5UezKrQNz+/we71eT2bB08alvgacHZl1jxvKE/W1thOYGeZaeL3NZhOlUkm6PnOEXjKZRKvVQqlUclCQ6XTTzqE8k7rMoFM4HBZHXXdVJ2OS30+n0wiFQsaxPW0IBAL4oR/6ISwsLIgy1I1RAKcTSsNYP6TaMdQP80kZzZOixDqC7M78AtMZr8x26rpTnSkaDAY4ODjAYDDAwsKCCC2VLClMzOLSqdXXxGMPh0PU63XJ8jADw8yXZVlS66Rna7mvlUawrmOgo8sNRGeQeE/5fVLKUqkUSqXSvfvDG5w6WJaFVCqFRCIhikzXoJykZNwRXn0sHcQ5iVpMw1pTjHguHo8KWWdAPB6PBIoAp1NLRzeRSGBpacnR4I3lD8PhEKFQSBx3Zmu14tfr5Pw/7l86eFQulx3z+XT2VjvsXBfHF+jz8Pp1fbzbuCCFKhwOG8fW4NuCxnA2m3U0N9G1ZoFAwFHTzeBMLBZDOBx2MCl4zNfK0Gr5ZzD41TAYDLC/vy8zYDmag0Yr18qmT61WSxxcykiz2cTBwQF6vR56vR4ajYZ0KdZOrdbPuVwOy8vLOHfuHGZnZ2FZFlqtlpyn3W6Lc+uuXeR1AZARaFw79xgGrNkMZ3d3VxrThUIhoUjOzMzg+vXrx2rwDQzciEQimJubQzabdVCJgan9rO1OOpWaIeW2L90OLODM4mqHVtu2tFW1o6vH40wmE9Gxtm2LXc1zdTod1Ot1R5d2Bm0ZRGaWlzqZDibXxmM2m03s7+9jf38f/X4fjUYDo9EI0WgUq6urSKfT0hRO71X6fnU6HbRaLXi9RyMLtX3BbDLLCBOJBDKZDCqVipQ35XI5JBIJaWR5mvFAObaFQgGpVMpBXaIC1M0aGKVxUw21oUhoQ5fKRRudFEAtqO7Mjgbpfyxi15QnvR7LslCtVtFutx11OXSGKYScf6UFhN/n5lKtVrG9vY1yuSzKmNegu7PpNuk8HgWZTi0bZfA6dWSbjXT0tehGWKRlLCwsGMfW4NuCtSZ8ZnVkmEYx5YjPsztwRLjlUdOe6OydVIv/amB9LQAxzhnUoeNK5RsOhxGNRjE3NwfbtkU5kYqoKU66E7LORluWhXa7LcazNtZ5HxjA4tgFXoOuKea1MxjlplrncjmkUin0+32Uy2UZVq9ro3SE3Z0RNzBwg/VmBJ8ZUgR1YNZNoY9EIo7g6ElBLP6u4f7dbTBrPdtqtbC3tycUStoKZFa4KYOVSkXol2QvtVottFotMeaLxaL8rh1byk4mk8H6+joefvhhnD9/HpFIRMZpWZYl2R+O8znJMR+PxxIU0/M2Q6EQ0um06OPxeCwUSRriHBHU7Xal1MPA4LXg8/mQz+cxMzMjiSPNNGQghfLKelAGiQBnfxtdf6vlXv/rDqy6nWOdGKJOpR1PvUW6NI9FRkSr1UKlUkEymXT0t6Cdy+Z1lA82aCPNmI2d2u029vb2cOvWLezv7wM4GoU0Ho+RSqWEyhyLxYRxpm0XJpQY+I7H47BtG71eD/V6HY1GQ94LhUKOvZSzgXu9HpLJJAqFgtgIpxkPlGP7nd/5nY5GDIBTgWnlpkfTuKmGumGLznrQ8XNnfdyUKLfDrCNO7sztqyktUhUrlQqefPLJYy3Ag8GgOLU0XN1UYtIj9vb2HE6trmkiPZLGtjb4dYbL3Y6dRe3MMNGw5/Hd95VZrbm5OczOzmJzcxOVSuXe/OENTh3cLAb+UEEB0wguMJVd1przdU2LPylj68786Odev6bln44sMyssCxiNRo4GDlRe3W4Xm5ubUlbQ6/VEbunI8pg608r9giyNw8ND1Go1xzVr5c4aehqu3Mu08cDr19lYZo/ddfTu8SuTyXTc2Hg8RiKRQLvddlA4DQw0/H6/zJbWek4HY2jgMTOiG7BQttwBW+B41pbHdWds+T13xpc6sFKpoFgsSpOZ8XjscFwpm1oOJ5OJdAan3LHmnZ2P9Sg/gs7o2bNn8dRTT+Hxxx9HLBZzOAAMRmcyGRwcHKBerzsYJbw2Ov7cm1geoOdktlot1Ot1yQYBEF1NxONxZDIZE2w2eE3EYjEkk0nkcjnJarp1iZ62oRMf2rF1yy/1sNb17uSQ1l3AdOqAO/vJuv1er4dmsyk2AdfCEodWq4VOp4NmsylBc14LAMd8bY7W4jooz7SJ9/b28NJLL2FzcxOtVgvBYBCNRgPj8VhGfiWTSSndod7XJX28LjJE6vU6qtWqZF9Ji2bQnMehH0GZn52dxcbGhnFsTwvojOlW/DqTwIfRze/X2U83P5/CpD//WplZt/C6qcp6Xh3fd9M0dE1drVbDnTt30Gg0MDMz4xjTw+wOj0NnVTePYoanVCpJ4b7OZLHOJh6POzq06fXpbI++Hp1t0nRIUpY1lXs4HMpGEo/HsbKygps3bxrH1uBVwaANlR6fffdzriO7NBr1eCtdNwMcjwjrQJDb8X01UFZ0jRuVlA4yUVEya6tnZAJTJUbwenX9PdfVbreloYy+BncWi3uIDgq465kYHdb3gbJfr9dRq9UcGaZ+v++gSFO5cq+t1+sm42NwIphR1LVsrOfmj6YUchIA4GRXueWX77tBWuJJbCngeKOa0WiE7e1tVKtVofyR1stgjw7cMvs5HA6RSqXEwOz1ejg4OHA461yjDtL5fD4sLCzge7/3e/HUU08hGo06ZJH060QiIQ3maKhz/dqu0XsFM1E06vkeGSNskMPa31arBdu2kc1mce7cOePYGrwmIpEI8vk84vE4gKmu01lbYMoCZHCIulvbuQyQ6gkk7nI8bXcS+n3uD9xD2GBpPB6j1WphNBoJBZnBMk2fHo2O5k3TuWXwjTbtYDCQOmHdMEqX8xwcHOD555/HrVu3RObG4+mc23w+j729PczOzkpjNzZvpW3MoBT3w3a7LUGufD4vvgnXwJnAHDnEunqv14tsNotUKoVKpXKqmVQPjGObz+cRCASQSCSEmgs4KYfM3tA59Pv90mSFhrCm3GmasTurS2Wis0d8n7+7lbF7JqWbFqWhFdnh4SFWV1fFsNS1tjo7qtc1HA5xcHCA/f19qTOgwavPyUix7nLMyBvXrinJmhLKe3NSZo2v8dg0zieTCebm5kzDCoPXBCOUgFM+qEA1tQg4CrT0+33Yto1IJCJOJBWpZmwAx2UaOD7GS7M99HEsy5LGGXT8uCZ+j/LW6/WQTqdx7tw5DIdDfP7zn5caWd3qn3JEZgOvHYBkiViv567L5xr12B6u013uwLVpg0TfE3fjKDrhulMy3w8Gg5ifn0er1UKj0Xgrf26DUwjKHLM7Wub47OlxNrrMBphmRCgnbpyUsXVnfAAck139e7fbxcbGhjRU4jHZ2Z8ZIK6TDIx2u41sNou7d+/C4/Gg3W47gmm2bctn9WSEWCyGD3/4w/jwhz8sAWV9PcBR11nWxTLozgyzex/ja6zt5b3k57SdwxnChUJBGs5VKhX0+33k83nTDM7gNRGPx5HNZqW3i1t+WVrA2nTqEwZndH05n0/9vBKvxtDg7+5jcC4uHVNmWDmGiCUBZDdQNwNHyR+O/HEHygeDgdgTlUoFzWYT4/FYRms2m01cuXIFt2/flnPQIZ5MJqjVatjd3cXu7i5WV1eRTCYlm81r0XRsdjT2+/0y3pP3h2uiTuffAIBcM/eSbDaL3d1dR/+M04YHxrFdXl6G3+9HKpWSlD3nxTKaQUGgsuJDTFogndqTHFo6eJqupyNQwHREAI1M/Z6undP1aXrGls4CMVrc6/VQLpeFvgg4Z4NROLRR7vF4RKhYs8PzaWOWhgQwNSJejf4xmUwcs8oInQmnIeyue/B4poX47XYboVAI3/Ed34G7d+/i4ODg7XgcDO5zkAakoWVYb/jEaDSSDsTlctlBt+OzyWdXB3H4urv2Xp+D56WiTiaT8l06m4we83idTgfJZBILCwu4e/cu8vk8zp07h9u3bzsyQdx3uE4tc16vF9VqFeVy2dHsjXsP5U0rbc1C0denFSGVILPgjBwDzkCC/j7f43gT27Yle21g4AZHyVHXaidOZ3ncARbKke4HoYM4wPEglDvw7P7/ScEpr9eL/f19bG9vS0CHWU8yEwBnUIfH2Nvbw4ULF+Dz+WSUj86+hMNhyQQBU116+fJlfN/3fR8ymYyjvIjn0bRHPeWA90jvX2wwxT1AyzHvoQ5OcZ3Moq+vrwMAKpUKgsEg1tbW8Oyzz771P7zBqYRt24jH42Jfu9mL7nI1/j8YDMooGv2cavtTB210UPak6RnafmbZTTgcFtllGY7H4xF2gm3bCAaDsqfQCR8Oh9K5PJFIiCNsWZb0qmBiCDjam+gvbGxsSKaWTCp9DT6fTxo0ttttxGIxSZ5RN9Mp5X0ia0vfU56X94k+DP0Bzt0le0T7GKcVD4xjG4/HkUgkZBakfkDcIy4AZzaG/2rH1+2Y6dpYbXi6o8DaeNT/p2PrbtBEhc8id7/fL5GhM2fOYDAYyID3eDx+jIoEHI9cs8sj24bzfRrsABydVzV1kXDXMOhMMT/n/peOgc7qamefGwk/wyYdBgZuhMNhaargDrBQzpgp1bMwR6MRkskkIpGIBHV08EU7hVoJaEdWd1p20/vH46N5caxLByA0QOBIrlk2cOfOHeRyOQDAc889h8XFRczOziIej4tipQLkWsg24fWORiNp4qTlUTeoopNNBamvSTuxdHhZc6QDZNyXaBwAzhpewBlhZka5Xq87ZN3AgGC9Ozt+a0dOB4+pFylrNE5Zq6plBHhtZoXOcrgDsDpoRNy4cQPlclkoiNpwJCuKji1Lb6rVKnZ3d/Hwww8LzRGYGp+kQXLv4tqy2Sx+4Ad+AGtra449jIFsjvLgPsagmWZKaB3OzJB2ZnlvtaOt6w55XHZXX11dxeLiIvr9Pi5cuICbN2+amnmDYyCLgOO3yAoEpvJHZgD1jLa5bduWLKPW5e5gsC7HAZzJGMq8ThpRhzKIphs8cR2TyVGjKOq24XAoHcfH47FQiH0+H2q1Gnq9njDCOp2OlCiwB0AwGMTOzg5u3LghNjavn7qSWWtg6qCybEkHy5ksa7VakrxyM0G1b8L7TVucsu31etHtdmX+rnFsTwk8Hg9mZmYkS6sdSLeg0WDTRiCzJ7romkKpa9TcClU7sDqDys+6HWLthHKgMylPjECRUpTP58Wo3d/fRzKZFGXGegK9CTDKXCwWsb+/7yiK15sC/3W3Lz8pA62jR8B0ADffoxKmkAJwNNAhOBeMM7gWFxextLTkqOczMACOnsNEIiGOLeBkQ2jDzc1cIEUwn89LNkMbwvo51edzG40MxPA5113IORqAzzIwHZIeCoUQjUZxcHAAn8+HaDSKV155BXt7e9ja2pJGElRA4/HYUUvMLBHX2mq1UKvVHFHoQCCAUCgkWWc2otBlEO4GeFwfr4XZVn0PeZ+5D1BB8r7wHJppwjofbegYGABH+i2VSh1rHKWDxcFgULqL6lrT8XgsHUHJZnLrMh2U1s+wdmIBJxUZONLbPp8P+/v7uHbtmiOQxeeb+wAdVI7ToKHc7XalRrVUKon+prHcbrflGLQ9nnrqKXzwgx901OuOx2NxavldHQh31/DzWHy91+vJvqC7Smv7p9/vo91uOz5DO+nGjRvI5/NIpVJYX1/HwsKCNL4xMCCi0SjS6bRkNWk70plll2DqL3dpQSQSQTQaRbFYFIeWASx3uQG/q+1S/a+2ucl8CgaDkixhI1TqRcpAPB5HMBgU2aVObTabqFarWFxcRCKREPnl3qN7YrBr8q1bt6R3DdevJ4lwooMOjpGNQWZIIBBwNFzl+3RmdW0t7Ra+zvvBAEEikZCxoIPBANFo9FT3vnggHFtGhbPZrOOPrY0y3ZFYO2Sk2DKiyYjpSUpR167wQdORZx5fG8R8MPUga3ZN006tpmsx4lStVoU6VKlUUK1W5bMsitfRLxoHmoKs16mNVq6XCpbXoI9HaGf3pOyZdo71Z91RJuCInsaI8SOPPILr169LPaSBAXD0jLz//e8HAHzjG9845oDpLCRlhs4qFeXs7CxKpZJjc9c0Pi3PWjb4OV0zrz9DOhb3D9aQc49hbXu5XBYlv7m5iTt37mBrawsHBwei0OjUUtFp2eJ7bBJBI8GyLBQKBeRyOZRKJTSbTQBTpa+7FrudZB31dhvCDJDpKDr3CB2I4zHcDaXYUMfAQIN1ZZxnSUOXDY1Ia6TBpmWgVqthb28P586dc8yyBZxMK3dwCzi5ySP/T0P0+vXr2N3ddXxOlyMwazMYDBCLxRx1r8ViEQcHB1hdXZXxHPv7+7h+/brj+rknzM3N4fu///uRy+WE6TEYDFCr1WR2rdsu0XsdnXH3HsXPjsdjoTgC0+yuXgfllmuiI7K3t4d2u421tTVHDaCBAcGOyCwRYkdulv+RzaBtbuos6rdEIoFIJIJut+sIvADHmznq51frY52Moj4iDZm62M0MiUaj0uiQ4zMpB5z7ev36dSSTSQSDQWmipllYdDJ9Ph+2t7dx9+5dafLEbK9mWtm2LR3d6VgzEKx9A35Pr5kBPr7HwJYOvlN/W5blaHJXKBQwGAywt7eHYrEoxzpteCAcW9KQ4/G4gxanjVJtzGqlwYeJgkfnFpgqQa1M3QrT7QRrIaQyYUbGsiwZZ9DtdmUOJiNHjASPx2MUi0W8+OKLqFarWFpakogOZ2vp+kN9PeVyGcVi0aHgGTGn0+6+H/patCGrr10bB4w068ix/pzuikwjmXUKpGfEYjGk0+lTT5kweOOIxWIoFAoIBoO4evWqUAV19FTXyNIYJJugXq9jdnYW2WzWUeemnVdCP/c6S8Fz6YCY7rLIxgy2bTuyL6x7A46i3JTzhx56SOSenVEt62hWNY16TZ0EjhRcrVYT5TSZTJDNZnHp0iVEo1HZq+j48zisT6RS1MavbswDTOuUdEMNTevWzAwADuMagLAwjBwbaPBZZGaQMsLeF7q0xU0l5s9gMMDt27fx6KOPIpPJiJ5x04wZuGVwiccCpjRAXUrg9XrRarXwrW99S6jOPA6fdd2BnbX7ujSCmZ1MJoOZmRk0m03cvn372Nr4/w996EN47LHHRF9a1lEHcjZ3TCQSmEwmDkOU90zLpc7Ici18ne9pg5mOhXt/05ks0jLj8Tjy+bxktQwMCM5zpR07Go0QCoWkg7jOpmoGIeXJ6/UiHo8jlUphf39fnF13gFnLrw4Ya5mibFLHRaNR+Tx7PtCJ5Cgrn8+Her0uzAU63Zw3WywW8cUvfhGFQgHJZBKJRAIAJCMbDAZh2za63S5u3bqFSqUidjubPWlbhMennJHOPBgMpKcGj0mmR6/Xk+BaIBAQ55jf1cEsYDrJgNNNBoMBfD4fZmZmUCwWcfv2bePY3s/IZDLIZDKIRCJSP0bQkCM9gVlKPpSaTsw6AkZHtMLVcNNztYPI1+kEU+g1NYJF3tFo1KF0qPg9Hg/u3LmDvb09MQoSiYQMZ6ZhQOVGRdzv93F4eCgPOLPROjrGOjx34wpe60lZMa00ATgMeUbN9LXTSPZ4PFLLMx6PEYvFJDMeCASwt7dnsjwGxxAIBPCNb3wDACRbyUyCbuSgAy2aKUCHL5fLYWdnRzIkOuikjWBtjGpZdBuobEzFz9DJY22Ppg3SEJ5MJvj+7/9+XLp0CeVyGYPBABsbG6J0Go2GoyGUlp1OpyNNsPj++vo6VldXce3aNdlHuO5QKCTGajQalbW7qddaQXLdNIB1bR/3B71X6PIM/h3IltHUbIMHG+zszfpaYJqdIW2PZTfAVE/rII/H48H+/j42NjawsrLiqKUHnNmdb1dioPcKv9+Pl156CdevX3fUs2nHWutBMsIqlYp0UA6FQlhcXEStVoPP50Or1UKpVDoWVB8Oh0gmk/ie7/keRKNRqZWv1Wq4desW6vU6crmcwznVzC13HwoG8DS0DqVDyz4jlGM3e4rHYDdzr9eLg4MDJBIJhMNh49gaOJBMJoURSbosMG2mNBwOxVGlDnAnSGKxGDKZDOr1ujB+3DYoA7Raz/A9yif15GQykUyxpvQykEXHkLqOQWA6xgcHB9jb2xP5ZokOdSdpw5FIRGp4d3d3sbOzIw1fvV4v5ufnkUwmhfnA4DaZIbwu3ctG18Dzh/YD1817TRtb2xQAJIDN+lzuocFgELlcDvF4HK1W61QyME69Y2tZR6M3CoWCI5qpM4hs7qLpS8C09oyRn2AwiFgshna77aDHUjHoH60k3NlMdw2RFvBarYZut4toNCoPPh90rpMRVL/fj6WlJaytrWF+fh6zs7PHlDSPQUpCq9USQSVFgoqPTj+dAz3egOvQlEXeK3397g6pvC5eA4VwMBjg4OBAml6l02kHzcnr9WJhYcExt9DAADiSS85s1RFbPqdaBvm+26it1WpIJpPI5/O4e/euoxzhpFIDnlcHeLSxPBwOkc1mEYlERG6Aae28mw7NrFAwGMT6+joeeeQRMYhfeOEFfP3rX0e5XJbRATwnFXO/30e5XJb2/4xMDwYDbG1tYW9vD+PxGLOzsxgOhyiXy2g0GhgOh8dGnmn51ddOx8LrPZp/d3h4KI4G19LtdrG4uIhYLIbbt2+j2Ww6KFK8R9oRNjCwLAuhUEieMerh8XgsupVOLPUCGT58jXrkypUrePjhh7G4uOgInOhSoJOypPy/Djx7vUfzab/2ta+h2WxKp1RgSuOnjqMs+nw+xGIx9Pt9dDodaa40GAywsLCAra0tFItFh4OpMzaXL1/G+fPnhQlWLpexv7+PVquFarUqziQDATSAOcJHQzNWeD46FXocIOmZ+n4wCBcKhdBsNnF4eCj7CgPgpHgaGABHz04+n5dMZjAYdDyfjUbD4ZxpxgUD0rQ3PR4PMpkMqtUqSqWSBHABiFOns7NuuxuA2PHMYDJ4w4Cs3keoA8lKsiwLyWTS4SyyOVQsFhP9zvp2y7LENiWtuFgsSrY2EAhgZmYGs7OziEaj8Hg8uHv3rgSMO50OYrGY7CF69CWTQmQzapYjWS3cK3mfNCur2+2iWq1KPTzrf+m/+P1+pNNp6eVx2nCqHVuv92iA8fLyMubm5uR13Z2Xhqo2frUBphutjMdHzV/YtVRngnTG0q0otWOrKX4srNc1NZ1ORx5Cfo7UAwpnOBzGysqKCM7S0hJmZ2cdEVh2aaOBTxozDWyt3PV3uHloihPr+3R0W0fHdJScCpVZHW2E8HvNZhM7OztotVpIJpNCEdf0UUbb3ve+9+ELX/iCMYoNjkVkgeNt7k8KhFBG+UM6/GAwwNzcHOr1Omq1moOhob/rDlhRRnRkNBQKIZfLiVLVwShGbinrrKnv9XoyAL7ZbKLb7eLw8BBbW1sIhUJIpVISbdb3gIqrUqk46nvo8NdqNYxGI+RyORQKBezu7qLZbKLVaiEcDjtGJblrltyGPuWyXq8foyJ3u12EQiE88cQT6Ha7eOWVV9ButxEOhyWYRWOi2WwaGTYQ0Ihk0AdwUhPp5NEg1tlK9pGg8bq3t4eXXnpJyhO0rgKcTWW0PNNQdDOzXn75ZbzwwgsOfcoGVswEaYbCeDzG7u6uXFM8HsfMzAzC4TD+6q/+CpVKRXQg16GbyFy6dEn2LepHr9eL5eVlpNNpNBoNqbVlR3eO72g0GmKLEDoYx3vI10lvZFd5GrvcPxhcy+fzmJ+fl1Ehmm5tygoMCNbQJpNJqQ+lvUjnVvd5YKmZZiqS0QQc9c/IZrOoVqtSluMuc9FBWB0g4uuskY1Go5JdHQ6H6HQ6wlZksIwOI21PyjVlw7Zt2LaNbDYrAWHazjwGdftoNEKlUpHGU5FIBKlUCqPRCMViET6fD4lEQnQqG7tFIhGMx2MZ+wNMs9PcG2n7U/fzPVKrJ5OJJLy4J+3t7WF3dxepVApra2uIRqMSKA+Hww7/57ThVDu20WgUS0tLmJubQyqVEsGiA0vuOruEaUXnNm6BaXQ3Ho8LTdD9GX5Ov6ZrfHQGlCMxKOTVahWj0UiGL9OppnFMh9GyLLmmXC6HdDot0Vc6woSu/+NDb1nTIdEnObjs/kxlxmPToKXjq79LZa8dYm46vCekWjNrPDs7i2Qy6ciW63qKVquFa9euGYPYAMARo4CNWNz1sIzOsmU/Mwvc5LWTyf93u13EYjHMz89LtgWYNkDTxz+JgaEpwix1YPaJtF/WrYdCIVH4AKTOhzJdq9Vw8+ZN+SEjQytxYFqjrmlLfI+NL5hlGY/H2N/fx+7urhgd0WgUoVDIQTfm/eP1aRYGo9msGaZM6+jx/v4+Dg4OJJimM+inWXkavHmwCyqfY92YjEEh1rdSP/K5YkCY/SZGoxGee+45nD17FmfOnHHU9Lmhn0Wt6/msl0olfOlLXxLmAZvI8FnWQSadCaKcA0ChUEAkEsH29jaq1SqA4/YB15dOp1EoFCSoTHmmDmfzLGZnOp0OAoEADg8PcXBwIDRDzb7Sjea0wc9Mz2g0clzfZDLBzMyMjA68cOECHn/8cRlZ0mq1RO8zo6ttH4MHF4FAALOzs1hYWBCZtCxLHKdut+tgS7E7MgAJ+IZCIWEeBAIBaUR1eHjoSKLoYDKdXB2oor3c6XTg9/ul1wxLj3q9nugssjFZdsiaW8oQ5SWdTkttOfUmANl7mL1lYIo6GIDUHFMH1ut1eDwexONxtNttDIdDYU5wjbRZGDR218zSidf3i/eBewqzuAycRSIRB+06EAiI73FacaodWxq76XQatm3L5kyDkY4aqUOMnOioEDCNlmgqTy6Xg8fjkUyP2yHW33crU/L7WXsAQLqihcNhqX9x04qBaR0so8LxePwY7VErTipJnVXVYzm4VgAiRBR2r9crUSpgGmnWGSy9PnedgM7CuiNh2WwWyWRSKBraSGBEbTgcol6v39uHwuC+BjdoRl41bce2bczOzmJ3d1fkUteBMyjELCgVWjqdRqfTwdbWlqNjOWXGHSUmKO/RaBTZbFbWYVlHMylHoxE2Nzcd39ddicfjsSjwP/uzP8OLL74o4614bF26wO/QmGVAiFksOuYcGTQajbC7u4tyuSwGbzwelwivdmr1/kCZ5r3SGTDN0mDm/NatW+h2u9Logj+U+fH4qH6e2SUDA2YJSbfj80gDFTjSu3oMjabT0himzrh79y6+/OUvy2gaLUMabmOYYLD3K1/5Cl555RVx+vSzrNcJTB1byh/P1e/3sb29jVKp5NCp+lzA0V7GplBssMbjkdHBmfV0Ami43759G6VSSYJjOjCsnXE6yPwum9Pw/gLA4eEhKpUKOp0OIpGIlEPs7e2h2WxKsE7X/BkYWJaFWCyGubk5ZLNZkSE6t8yeEnQEafsyyeTxeKQJEieBJJNJCeToUV7uzuhap1uWJYmqZDIpndLJhOSauRbd84JzbOkIA0d1w6lUSgJp2oHW2dJwOIxUKiW0Xl3+R8deB5WAo1Ioj8cj45H0PFyv96gxnp5aoEsSeQ7t9DLzHQwGpZ4/HA5jZmZGgu7cxxj4Zvmfu5zhNODU71DstsaoiJ5hRYFibatlHdX9MMOi6U+argAcRU/y+Tz8fv+xBi7A1Oh1G6eWZQklAIAYh4PBQGgPrJnT2SbtMJNioduHa0dW06upcEkH0RREN82y3+872oYnEgkkk0lHK3NeB8/tLnjXxrGmgALTCF0sFpPsGg0V1g3qzYPRZAMDKi9SgWjsMfo7Ho+le6jX65Xop3ZkCbeDO5lMsLi4KDUwZDO4M7MalNtIJIL5+XmEw2HJarJ+lnU77PzKY5AGzSzus88+i2q1KnsTI9N6v6EsMQA2mUyEOaKzPYuLi5ifn5f622q1Kk0u4vG4OLa6Vlg7oe7rdJdoaCebCpiKUZdPUO6ZgTNjQgwIUuF0vZsuFSDY84EN1GgM81nSHUF7vR6++tWvIplM4pOf/KToca0fNbvB7dR6vV5885vfxBe+8AWp+dPZYsA5pk8znqgb2QG80Wig2WyKo8r6QR6Hn0+n04hGo2g2m6jVao7pCKQ19no9YTVx/M7LL7+Mq1evyp7B69RBOM0Wo97WTDWunY4xux9ns1lcuXIFpVJJ9g1+h7M+TQM4A+DomYhEIshkMhJspkySTk9mEnF4eIhgMChMBADiaNHBJCshn89jd3dXkh3UOZqNQQePDCw2Y+NEEQaC6/W6ZCq1Ta3H5WnbgtlaHsOd6GKAJxQKYWZmBslkEru7uyJ/3H+azSbi8TgikQhqtRpKpZJka9PpNGZmZqSOn8d12wC67IHZWvd+BkD2iEAgIHtGPB6XLLSur4/H49Kp+TTiVDu2Pt/R4OdYLCYKiNFRcuD5gFrWUXt9GqKc48bs4Ul04lAohNnZWdi2LTOh3JRFYFo7xCYTpFKyDpXv6QYNFCRdx8coTjAYPEZHdF+3zt7W63WUSiWHY8rzkmrIDC2dzGAwiEwmA9u2hYqsz8XNwW0Ua1oXv8PP6wi3biBAB9zj8Ujk2ufzmfm1BgJGJBkt1cZmKBRCKBRCvV7H7du3sbCwgEQigcPDQ0cNjrtGlDLYbrcRiUSwuroKn8+Hra0toUHqTIjOcA6HQ9i2jcXFRaTTaYfyZmdzOrY666OVkdfrRa1WkygqWSU6Y6r3CCriyeSogyQZJltbW2i327BtGzMzM6jX60gkEshkMtKJNRqNCp1KOxDuQJzeH3jdul5RU8B09oYRcJ3t1sPk9T5h8GCD+o0BGRpe2glkdpHPXblcdgRUmbUl5Z9y/Cd/8ifodDr40R/9USSTSUeHdF1GQ9CIffHFF/EHf/AHMgqPBjPP6c5yamZUNBoVRkKj0RADW5f6aAOSTi1th06ng2KxiGQyKc4Aa+9TqZTYJYVCAXt7e/j617+Ozc1NYXdQl2rn1n2/GUjn+6PR0WgyNoqiUd1sNsXw1tfo8XjEWTcwAKad9vlsTSYTycJSJtnPod1ui824s7Mjti4boumpBsy62raNubk5bG9vSxBb631gWsbHgC+pwzx/s9lEp9ORvUI7p8ziMpHk8/lQq9XECWY9KwBJ7mjmgm3byOVyUovOrC+TU7ze8XiMRqMhDjubRp09exZzc3OiY3WJj7uHCPdF6m7KJvfObrcrQe5QKCS1vMzw6mC0ZVnCDD2tOvnUOrZerxeZTEYGp2tFRWrQaDRtjc+sLiMbVG46WqIdTRqdXq8XqVQKtm2jXq+jXq9LvY2O5nJUECNLOhvD42nKEY+vqU7AdJQOAMk46Si025DudrvY399HpVI5ZtRqWiTvGR2IWCwmD7/O2Gih0llpXo/uOK0pS1T0OgKlM1R6/VxLs9lENBqVTJjBgwvKAJ9ZreDYgTAUCqFYLEoWUWdITsrc6kwjAyrz8/Pw+/3ScEk7xDRUfT4fstmsdO1utVqOzzBwRcNdR5pJxWWAiowKnU3h9VLetANOmaEipXHB2tp6vQ6fz4dz585JdjadTgtFUxvaNHK1/OugFMFr0w0/+JruKqkzQVreycYwMADg0MNaV0wmE5mZzNf4Lzt7A0Aul5OgMzuB8/kfDAb44z/+Y9y5cwef/OQnceHChWPZW63HJ5MJnnnmGfzu7/6uNHhhQIp7jg6EAdPMCR1Gn88ndezaoaUc0HagjLOun9dAw5yyyzmxZIPdvHlTAnfPPfccvvnNb2Jra8uhF7XeBKaBdd4bBvK5fzJDG41GZewHAwsAxHjX+5GmNhsYMGNLB0mX+nEkFJlJwWAQ7XZbsrma+cdmqWzK2m63ha0wHo8xPz+PTqcjiQ7uH269ODMzg1QqJWPl2FzNsixpmqR1md/vF1kfjUZotVoyZcDj8TicWuppMiTY72N5eRnBYBDPPfccnn/+eVSrVbleyhpliU228vk8crmcjCgju4v3gvqYew/vA21sOui8f9wf6Xdwn2IGWjfgI0uSlOfTilO7SzEqwajkZDI51gSJDzH/wJrmpKmImnJLg5DnoJL0+/3IZrOIxWKo1+toNpuS/aXyGw6HqNVqjk5mOqLiNizdCphGqI6yaCNBO50U+sPDQxSLRTEw9X3Q94kZF9IUWGiuI90E16BrdWkkc64u16ydVV6bjhzp+iD33292dhaPPfYYPvvZz57ayJLB6wMZEm7HFoCj1qXT6aBarTqcUMoWg0S6dpZRVa/XK23wY7EYAoEAKpWKzNTjc5rNZpHP52Vwu24aA0ACaZVKRRxWndnkmhgl5rOvM7V6/6Ecs56QgTHOxwyHwygUCuLc7u/vo1AoYDQaoVwuy2xobUTroJuWTV3awHusg2y857wfOvCnnXCdadblCKeV9mTwxqC7kjLowQyJfq6YzdV13a1WC5ZlIZPJSHMV0iA1C+mll15CsVjE5cuX8eSTT2J1dVXqzJhBuX37Np555hk888wzGI/HSCQSjp4Z2jDlWtkQptVqSSa3Xq9LZkbLLDANiPO6WffGJm6PPPIIstkswuGwNHgknbler4sx3Wg08Pzzz+PmzZs4ODiQOZjaXnCXTOjAM+nVDKjxuhqNhhjiABz0Yx5DB/W5n+l9wuDBhMfjcWT+yNhxs3Sot6LRqARZ6vU6isWiOLVk7AWDQaRSKaElM7nB6QVsjEQ5AY5645B6S9qxbgalbXqPxyMlicyqcn0MvurArGZQ6oRQLBbD8vIyUqkUrl27hueffx5bW1syqpM+B7tGM/sbDoexuLiITCYDAOJMU5a0X8CSI10Xr5Nlek1sBsXv0K/h30GzIzUj9LTi1Dq24/HYET1xN3kgp73f74sTB0wph6TmMEuklZY7a+uOnrDYnMa2ZVlSwM4W3zoKTOHhdwFnHSCzUqwZ5AaiZ26R2uWmDjGyy+5rutZH0w1J9QiFQjIKgO9RkE4yuLXzqjM5JylAChIzau7vuJVlo9EQB8HgwQaDRMFg0JGNpWIidYlGrna4tKFMZasDNfw+Fcp4PJbaGc59m0wmMorA4/GgXq87nE1di1qpVFCr1eD1ehGJRISaxXXQWNf7hw76uI1jZlEYaWVHxnA4LGwU9hAIhUJIp9M4PDxEu92WTDbgbC6naZKkQPF+6Qwu772mUlPp6iwY7yPPQ+ggAlktBg82KKeUXQZNGFjWzZZo9NFwozPGZi6UF51RYaC41+vh//7f/4vnnnsO586dw0MPPSTP4LVr13Dt2jVUKhUUCgUUCgVpsqb3FwZxaDACEHuCtamvVXOqnU6OBEskErBtG5cvX8bc3Byq1SoODg7kPgwGAxSLRTQaDRQKBXg8Hty4cQPXr19Hs9k81oCNBivtD60vNUOLdg+zQ7yfvV4PwWBQel+QmgzAYTxrGMfWgKV+DMpQd1I2qT/0pIBkMikywVnJnNNMncjsrR7dxcAtky9slMTA1ng8RrlcRrValaATE0oMDNOO1kwny7KkNFHLsWY9sr6XejgWi2FpaQmFQgGbm5t4+umncevWLUwmE2FJUbcWCgXkcjmUy2W0223J2Ho8R41ndf8ABu50ozd3Mo3sDmAqm/QTWE/LMgbeAzJQmczTe+tpxal2bDkcmtx8PgRUTDqLqSO0fMjZypvK9iTeO6EpQAQ7CnL+Gx1Hzb2nkU1qBB9WUiB1xokPO889Ho8lO6QpFexMd/36dZRKJWlSwag4DVn+UIA4BF5nq3X9DrMwOqOsjRBt3LuNYx044HWQWhKPxx3XZFkW2u02Wq0Wrl69ek+fC4P7E8y46kyIrkWhfDKry2daG3Xa4dLZUTqXNCyZ4dARXdacj0ZHo3loQFPe6DSSfsxINNfI7JOuSdXZUrfyouwxU+zxeNBut9Fut8VhZndJ3hPSjBhE0+wMfb36d77mjt5qx5qf11lZt+OtgwX8m/Bcbpq1wYMLj+do3EU2m0WpVAIAYS3pmln+UK6pR7kPtNttR+ZR15qSvkeWQrvdxs7OjjSUuXv3rvTEmJmZkSaQmnHE85NeDEBKldipmJ8BnGwk2hOa8WDbNlKplIwOuXTpEhKJBF5++WVxahmYbjQaMg+60+mgVqvh6tWrwvbS+wbvqa49pp4HpuPBuF7aNu7Mrna8M5kMisWi7CGAcwyYm6Vi8GAiEAhIdhI4etbcs2zJatKOJQPUk8lEGq2xkRF1nk4SsXY1FAqhVCpJEDuRSGA8Hkt9KXWx1zttGEvd1u12JQlE2dR1v9Tn7hpWHUCnjTw3N4dCoYCtrS385V/+Ja5fvy6ZWWDaDySRSGBmZgbD4RD7+/uIRqNiQ7BhXK/XExaIthW4Jp0FB6Y29kn9fNidmeOEOJIrl8tJFlr7PdVq9dTK8al1bAFnTRyVDA1MNmCiQuBmrwvZKQBaSRG6cZPOOgIQhUuhI+efzm04HHY42m5h0nV9fIC1oPGBLpVKjvpe1gXs7OxgZ2cHpVIJMzMzKBQKDoowr4ORKF4bDXF3gwxdo0gHGpgqVHe9lKZ48jz6vKQ9c73sKs3I22QykYyYbspj8OCCxippw8C0vpPOJOt5GIwC4DA+taOq69R1J3CeS2domJXNZDJSHxQIBEQ56RpaAA5qFQ1j3RyOskIjnf/X2U2v1yssDXY3brVajmg2HU1dTqGDTW4asS4Z0LRhTRnWAQPdUI5gRugkR5gGBJkx+no8Ho9QxwwM2ImUziJpg3RuaaySIQBA9LXP55PRIFp/Mjis9TKPSQObZQZ8JovFIvb29hz1bfy+dmo1a0k7vhpuvQhMx9vZto1MJoOLFy/i8uXLAIAXXngBL7/8svQI4HgT0iQPDw8lQ00dqWnZPD7tA77OPSEej2M8HksNIuuQud9x79FO+nh8VNM4MzODa9euoVqtOuiP3IcNHmxY1nQusqYRk42nqa+k5dLx7Pf7aLVa4szWajXRjVpfsdSAz18kEkEqlUKj0ZByI46YY/CGjaMYoGbtKW0H0nQBOBxZQjMygSkbgsHqfD6PbDaL3d1dfPGLX8S3vvUtzM/PY2lpCcDRGB+/34/5+XlEIhF0Oh3s7OzIFJVgMIhGoyGzoblP6JIFJqZ4Dzkfl2VFbn2tA+fs/ByLxXB4eIitrS2MRiOsrq469krWMb8W2+R+xql3bKnwdA0ZAKEo6wYJwLRroNuRpHDRgNOZHmBa36KzsKRPdTodaRjF2jhNUeT3GJXSmRtuBjpjwrX0+32Uy2XpSrezs4O9vT2p8Q2HwzL+hHV2NFZ5rTrKq5tJaYox1+KuNeC6AoGAg4qiP8vjuTO9pF/4/X70+33pXsdNheNKDAwACA0JmBqQdHIpM/q55jPI55rPM41DXUKgsxL8l4Yejz87OyvMAtYKsRlctVp1nIfKUJcT0NHja9wv9H7C/w+HQ7TbbRSLRYTDYZw5c0Yay+h5dJQrKnJ3xkjvF1oR6uvWQTRtMGt51gErrlHXAjHg5c7U8l7yvrsdAYMHD6TD6gaKtm2LU6eNUrdsauoyA59ap5N2R/A9Brv29/exv78P27axtLSETqeD/f19aaREJ47GutfrlfpZ7TRyTXT0tEzzdTKjAoEAZmdnpZaW2ZPr16/j2rVr0v8CgDjz3ANarZaDGUHnktD7Fe0Y7h0EHXkGiGmkEwzy8Xw0pJeXl7GysoIXX3wRe3t78Hq9WFxcxN7enpFjA4dtre3jcDgsjhupwHzP7/cLfZ+sKNrKnEzALGs6nRaHmHa6ZVlIJpPCSCqXyyiXy1KPTluajSA5o7VarcLj8UhfDDq5wFTnndR/Q4NJn3q9ji9+8Yu4ceMGNjc3MTc3h7m5OYTDYTSbTaH002FncIo9ATiaTCeoeP8YOKPdQZudI5N0rwy9fk5TYGkUmVypVArNZhO3bt2Cx+ORhnWDwQAHBwcSlD+NONWOLR1DrXSAaSMmPkyaFqizuMDUCdPGGr/vVhA6C6ujwsx6sDED39MGJRVOp9MRxUjlrxttkErEphX8f6/XQ6fTke+TisEaX7YBpxAARxksZpPp1GojVjv4OqNEAdLZcN4Tblz6HmqqmK53pNMQDofle6ReFYtFXLlyxUSHDQBMuxgCU4POTfcjdFCF39UUXO0A6qylptrTuOR3aHR7vV5sb2/j4OAACwsLyGazokB1tlMfi/KvFRIZHGxAw0wNz1Wr1VCtVpFOp0Uxk+nBa9TXrdetDWF+ng6BlnN9zbrRhN7XNJuEgSZmiNkAi/eF/2pD4aSusgYPNhg00vIXiUQcwRE3U0oHYJhNJZtJZ1vdewHljjLIjBKN52w2i263i1gsBp/Ph729PTGy4/E4qtUqbt26hUql4gjc0CDXHUbJOPL5jro1z8zM4PHHH8cTTzyB+fl5/J//83+wvb2NZDKJ69evo1wuO6ia1O06K0pZ07R/yrX+4Xkpj7w34/HYMY6Ix9VBKv13YRanXC5jcXERFy9exIULF+D1Hs2f/53f+R3j2BoAcAZFqDtYDqObOwHT4ItOMJEOfHBwgGq1Cr/fj2g0ikQiIUFkYDqOB3DW9eoEz3h8VJbn8RzVrna7XUQiEdTrdWxvb6PT6UgtPWVEy7Om6Gpdx+P3ej3s7OxgY2NDJozkcjnkcjkJBrE53Hg8RqlUkj2O3ch1aZROGLEMgr4IoUt8GNBmcF875LzvfI207GAwiLm5OQnE7+3tIRgMotVqYWNj41QzqE6tY8sIjTa4+KDwYdIKQ4POLR84d/ZS147pujOdBWLkl8Oo2dRGKy/dNAqYNsLRTh7XowWs2WyiWq2iWq06lFmxWJSGVSwc14XszK5wOPZkMpE6A02L1s4t7wPpmRwLoAWRGwSFkpsGjVo3dKbY3aQqEAjg8PAQpVJJhPm00iUMXj+Y4Xdv/m56vXYmdcZH0xP5ozOaOuMLQOSG36/VapK5YFOmXq+H2dlZrK2t4ZVXXkGlUgFwcg2+z+fD7OwsDg8Ppa4olUohEongzp070lSJcs73SqUSvvWtbyEQCMjcWt0EShumvEadodYBKf0ZGvjaIXYfh/dI1yBr51TX7/LzevZot9uV7JeRYQMADpnUz6SmuhLMXugAEzCVeT5n+tmjjnN/ns8uA1ac18o9ZTKZyDiOVColMhIIBCQjU61WJdtEyr1t2ygUChgOh9ItPZ/P48yZMzhz5gwikYh0Pv34xz+Ora0tfO5zn8PW1pZknbWzrY1r7mHupjb6/8zi0LFndhk42n9ID+VYFt1Z1r1/cJ9oNpvSef3OnTuYmZnBmTNnYFnWqa7LM3hj0LYqZYg1oVpHMajkDvjyh2wsPsNMuHS7XcngatowHUkGm0OhECKRiMhjNpuVGfakNDN5UqlUpC+FHrFjWZbU4HLP6XQ6aDabYm+Xy2VprMbpIclkErZti28BTNllbqYobWjN9GRGWifCqE91zxndb4fNsaLRqNjmwHQ8EP8mzN7GYjHZQ9rtNvb397Gzs3Oqk0an2rGNRCJCeeBm76ZP6LoVfk/z7HV2iAKrM8G6HpWfc1OY+fCSWsEIkzas3fTm4XAozS40dYL1CaTvTiYTZDIZDIdDHB4eIp1OS7t01vrpOX6M6HCToPOuaZG8H7rLos4KswZIz/2lUHEj6Xa7qNfr8jlNnWQNpHZs3dH4VquFSqVilKiBQMswo6p8jQEYOqSacaEjpW6asHb+AEj0mVFiHeip1WqwbRuzs7NSQ8OIbSgUctTp05mbTCZoNpsyT6/VajkUZigUwu7urszhY93uxz72MUQiEXz2s59FrVaTDpF6r9BBN03zd9ObdRCKhgQNamCavSVlWgfuNCWZeyfpktqB0LW4+l7Ozs4ilUrh5s2bJmNrAMCpKzWdltBy7v4cgGO6mUYgKcWUFRrT4/FYAso6y0SdzOyLzmBSDtn9OxKJIBaLybghync4HEY2m4Vt23jyySdlFufy8jLi8Ti2t7exvb0tZTeNRgO7u7viYJIirINGmm6sg2NaxvkvyyT8fr/MCaVTQAOd9komk0E6nUaj0UCtVhPHwF3SwAB7r9dDrVZDs9kEACwuLh7ryGzwYEPrBcqWmxGp2UAMPPGZ1IFpfr/T6YjtSCq9LmcZjUYyEou2MDsc07mlkxqNRmUUEANf1WpVqMsAhDrM2tZGo4FGo4HDw0NpzMqsKPvZjMdjGSeqA8OU4ZMYjXR2uW8xMcYAFRuqsiSAx+FxyegaDAYSfIpGowgGg7L/AZDgApvsEez9wyy5cWzvQ/APyz+4Nrx0lFJ/Vr+uI7xaeN1ZHj5sWhnp+jmdneSDp+fI6iZUOvLizhTzc7qBht/vl8L0UCiEVqslzrBW2prCoA1evfHwGnmd2tnnNehMDEcIkR5JZ4AbDx17zhPjiIZEIuEwILTxAkw7UtNRMMawATB1vvh8UDHSIePzTdlxfxeYZnV10xTt6PKYlD3d+IJ7BLsYUslxJp9ucqajpvqnWq0CmHZN7Ha7KBaL8t0LFy5gd3cXvV4PH/zgBzGZTPDFL35RGlLofcEdqCN0SQWvXdf48jtstDUajWTEgM5QE9xDGXBiIIv9A7ST4aZ5cx2tVktGJhk82BiPx6KX6DDp+jKdtXQ7vTpgw+8BUyOy0+mIM6sbqrllkYZqr9eThmyUAcom6cFkNTF4BUAa3TCINhwOsbS0hPPnz2MymWBra0vqf2u1Gsrlsoz42d3dxeHhoSMzpK8NcE4QILQzq0FH4fz580K75L1stVoyC5QNfQqFAhKJBGKxGPb29hwdZVn+pO0R2k68hybQbKChSwp06YC2vd3PrC5X0TYuP+v3+4UZwDIBOqa9Xg/tdltG5VB3ahp0MplEOBwWvUNGI+3KaDQqTt1gMECtVnM0fKzVahLUajab8Hq9sG1bamRpc9AOcDvqzALThuD16Saq2n6hjvb7/SiXyyiVSohGo4hGowCcNG7KarPZxN27dxEMBqWTOcsMWX6gm3lpFlmr1ZIO66cVp9axHY1G2N3dlYdZZ0wpPBREZkT1w81Ojbo+TlOCdFaWyljXlVJw+VlGebWDyAea69WRFq3INJWP66TADgYDlEolzM/PC9UZgDS/0I1l3NkdfS06C8S16Wwyo0qs0WOzj2QyKZEgOsmkOGr6BZtzDAYDFAoFR30AMJ0XSJoUm2sZGADTToHJZPKYUgSm0c9utwvbtkXZannX0MpW1++6M5a66yiNWFL++/2+Q8EyK8MsrR45RIdPKzn9MxwO8cQTT6Df7+O///f/LtmearUq5QwMiHEv0EamDk65aZ28fjrm2pgYDocol8tCa+KYI35fR9I9nmlnY+6rukeBmxo6mUxw+/ZtRKPRU61EDd4YwuEwZmdnJWvJ54ZjZKh/tUOrodlVBHUmHTXKNI1BZnCoHxkoAo50GY3q0WgkQSuWHTDT02w2RXZpT+gSofF4jFQqhVKphDt37iCdTktWNBaLodPpYGNjA41Gw9FoEXAGqNzsKV6fvg+accbyoMcffxwzMzO4cuWKOOT9fh/hcBjBYFD2q1QqhWg0islkgu3tbQkCcDyiXhfvVSKRQDAYxNLSEra3t03m1kCyh8yY8rnhM8QAL8tjKM+0pTU7SrN8qOvH47EEZuLxuDCd6vW6NEil3U1bkjY8S3fYXbxWq8Hj8Yjc5nI5sSP4nk6mVKtVYXMCzrIIj8eDaDSKSCQiDulkMhHd6A7U6dIAOv60zWkjDAYDRKNRxONxkcu5uTkZIaQzwh6PB5lMBl6vF3t7e9JbJ5PJSGkFm1nqUqPxeCwZ4dOuj0+tYwtAmrDQeOTDr7shU/h0l0XW8+nuZADEENSGrq6B0YakrgPSEWb9gGqn0+18cr3u7CaVTKvVkv9TsFjT6/f7EYlEHDNzdSaLD7k7kuau39GRKGA6uoDrJy05lUo5jAI21NA0FMuyUKlUpJB/fn5eHGJgGvlj/SLpIQYGwDSjwa5+OhgDOOvtdFBJ16bwfd1gRn+f8sVjk+2go638/P7+vszhJMiMYHCKr7FBlM4GA5BmGaQVUYGn02ncuHED169fR7/fRzKZdFyDuzyCUV/eI+5dXINu4KSvgQPtmXFm+QM7MdJB1qUZrFWiA8GItV4f75nXezRPkIPjDQwAoNVqSTdgjumgngIgjiMZTlqetOwQOvjC8gQ6nHxdn4vH0XVwOlNMaBuBYPnNZDKddV2v13Hz5k1cunQJqVQKwWAQOzs7eOihhxyO9sHBAfb29mS+pJZj/ug6Qq6Ta9T2Bd+bTCaOplDve9/7kM/n8fTTT6PZbIrTS8YE7+nFixfx+OOPY2VlBZubm5KZIrVT2yF0EJLJpDDCDAwAHLNVCeofOr8ApJbVHTimLNIRGw6HEoiik1ytVkVPsoyGzCPd2FF3RKZTyhIFdw8c6iQmnGKxGCKRiIzJaTabIu9sKMfrIAODmVnA2SmaGWZgOlIQmMo8WU86m+zz+ZBMJpHL5VAsFvHKK6/g7NmzmJubk2CftlNyuRx8Ph92dnawv7+PwWCAdDotJRO6Xl+XapCVcRJD67TgVFsb2oDVNABN7eUD1+l0ZFYUjdNEIiEPKOt2eAzNldcRKm18aqXojt6439f0Pf26zkhxzZFIBIlEAu12W+gKk8kEsVhMjFJGrnT2hMIDTGdz6syWrrXl77oJABV5LBaTSHu9Xken08Hs7KzQE4FpJztmxkm/8Hq90s15ZmYGiURCBK/RaMDj8WBmZkYiUQYGwNSJowLUdTv80TUtOqCi4ab06c8wekxZO6l5C2t4qFR1pkXXp+lglpZtd3mC1+uVbMjXvvY1BAIBBINBXL9+Ha+88opEnvV+w+PoNel7oQNh2mDXY8Oo2NjhnKO2qGSpxLlO0qEikQi63a7UA1HhMwOkvxMKhTA3N+doYGdgwOwnZUU3h9J1eG649ZNm/JxUq0sjWZfZuD9Hh1AHkPU63efm2uh8+3w+ycQ+//zzyOfz6Ha7KJVKEjAajUbodru4efMmisWiZKa1Y6ttEq5HZ7LcZUEEKdjValV6ily+fFnqeTc3NwFMSxOGwyF2dnYwGo2wtraGQqGAM2fOYGtrS9ghvV5PWGzU4cz06PneBg823BRkPhu6my+fazZb43NMtgT1DR1Td8kLg7RMolBXafuZeo72Iim4ZCjxGaZDTLYG7VlN2c1kMlhbW8POzo70wAgEAqjVahI0i8ViyGazwlbkdbtLhbg+zaLUPWl0tpq2SywWk2Dw7u4uXn75ZXg8Hqyvr8v+wz2N9fWhUAj7+/tST8v76WabkXmSyWSwvr6Oq1evSjnIacOpdmyBI8XF1t/6YdObM4Wk3W4jHo8jGo2iUqlgc3MT4XAYqVRKnELtxALOLK42hHWUWVOL9GuarsvX9O96fdoYpnBpZUNefTQalW7Impaom+W4r59RbV2HrNejaZQejwfJZBKj0UjatHMeltfrlexSMBh00LjZmY61D4wmx+NxuWc+nw+ZTAbj8VEDAc5EM3U9Blq2yATQwRKdJWQwhd8Djjek0RQd/b6OYp4UdCIY9NG0Xp2N1TU3lC/tQGt2RDweRyQSwc7ODgaDgQyA73a7ku3U+wmP4b4urom0SDrRVGjaWdfZGH6eDisAKdug/NLo0E4qaZ767+HOorMLdKvVeit/foNTAgangGm3Yv7fzRiKx+NSckMdx+eXhpt+1rT+0sdyO7buIBPh7pPhXpf7e71eT4zTbreLF154AZlMBoVCAZFIROwAr9eL3d1dXLt2DYeHh4774db32lagY60zttzjdJ8Ar9eLO3fuYH9/H2fOnEEgEMAjjzyCVquFz372sygWiyKzLFfa3t5GvV7HwsICFhcXsbS0hFgsJuVbDO6zRIg0793dXaOPDQAcJYM4a1nLl9Y11BetVguNRgOhUMjRSdnjmdbGAs7+F9QvtNuBKbOPe4fu6cLvMqFDfaWbNLn77DD7SZZhs9lEMpnE2toaDg8PUa1WEQqFkEwm0Ww2MRwOkcvlkM/nJcBNFgSvR/fScV+Ptlu4n/Bz/X4fsVgMmUxGWJl7e3t4/vnn4fF4pMs6jz8ejxEMBqVBY6VSkTGBvV5P2Fe8f16vV4LQoVAIt2/fNo7t/QrW1ejMKZUHIx806Fgv4PV6pUU2hy57vV5Htoh0BzdFUVOqmBHRAsXXteLk991ZHsBJsdT1bKFQCPF4XLq7jcdjJJNJKSLnhkIuPzAVPDd9kcfUilJHe3heTdPUnZgnkwnq9Tq2traEfsj77I5gkQoejUaFpkUKNdu993o9Rwt3AwNCyxEdOd3oTBuBmlEBTOvw+OxTPvSzCjib1eiAjqY16joZyq2uC9SOJXA8M0zZc5cI7O/vY39/XyKyXD/Pqx14TavidXGv477C69PGqM7sRqNRoSqyVpDKnMFAOhH6XnEP6nQ6ksXWUXHev06ng/39fVHGBgZ6jAUwrRsDjgeeAAhbitkKjvHjs6cNRW1cU5+7g1InlTAQmuXF93VAnOvleWgvjMdj7O/v46tf/SrOnj2LTCYjBvtwOMTm5iY2NjZkvN5JGWL3OV+NteUOvlmWhUajgWeeeQbBYFAyPhcvXkS/38fnP/95CRYzg8xsFhtOzc3NYX5+HisrK7h9+zba7bbcb5Z/kL1mHFsDAJI9ZYdxLRc6gEraPh0xy7KkPpbMnmg0KuwDZjSBKXOBPSIYcNF7hzvgxedzNBpJaZ5unqrXBkzr20nFj0QiWFxcRLPZxJUrV9DpdKTp6Xg8xuzsLNLptJQeAdPaYJ6DP5RZfT4ADl+C66W8JRIJLC8vi3wWi0W89NJL8Pl8yOfzMiuXNonX65VZ1ey5UyqVpFyRrEuPxwPbtiV7e5rr5E+1Y9vr9VCpVBxtrfnAMerDphHsjEjasWVZyOfzSKVSElVihIqRKBaPA1OHVjulpFxx5A4wpR1p4XM7nhQSbYByw9COIjcEdlvlzCpGaWjgujNK3Bh0JpiRZSp2Lfz6fumoUy6Xw8HBgWRsy+WyDM/Wjbq4IdDYZoSMn+H169mho9FICvgNDPRzCxzJjR5VBTgdUkZK6fxqx5DQDAod9NHn1J/TlEGdGdLZ1JPoizpqy4CYdkIpi7ZtIxKJYHt7G5FIROZpch26OZ2bmqy7q2rnQJdNcN3j8VhYHOwi6fV6UalUJKPGRjI8F4+t9yQG28jACIfDUteo/2ba+Tcw0LVfwPFaU8rrYDBALBaTuZOUm0qlgkwmI7qZThvZS1oGdfCWzzGNTa7ltYI/Olvkdnrp2I5GI6Hi7+zsyMxY4Ij5UK1WcefOHRwcHEiARzuoWsbdjrZej96/+F0d+N7c3MSXv/xlxGIxnDlzBqFQCJcuXcLdu3ext7cHAA75BI5spMPDQ5TLZdy8eROrq6soFAqYTCbSvZmOOMcJGRgAU72gnTTu9dR1dKACgYA0VAyHw1KSxtnvkUgE8XjckdkkGFAGpvpNZ2UpG0xA6XIBPruaBqwTUjwP9wxmXKPRKNbW1tBut3Hz5k30ej0EAgHE43FhZLDXBNfAc2l7nmumfcF7MhqNxE7vdrti97NL+5kzZ6ScoFwuo1gs4tq1awAg44t4bFKQA4EAwuEwlpeXkclkUCwWHTOsLcuS7+kRoqcRp9qxHY/H0r2XypRpfyq6cDgsjSiYvWVEGIBkDSeTiQgOBZMGKTOypE5QOKnIZmdnxaDkuB4dodb0KO3Y6ToFKny/349WqyWCTroBI9msGaBBTRqi7pAGOI12/qudWJ3RdWd/gOmYgWQyiVKpJBHgw8NDqU3WNGaem2tj4w46BswWcTM6aWyLwYMLPl9aaWkFCkyNUTfd391siv9nCQGbr+kskjvzS2eQcqw/y3NTZt2yRGXGwJcONHENuhETAMeaeY3aqKVzyQAY4V6Tzu64DXPeQ0Z8ucbJ5KgrZLfbRS6Xk6wuDQ7dVG4ymSAcDkvNrXYQNE3cwMANGqF8PijXwJF+YbMiBmVarZbMqNzf35cSFzZ3oYwSmrVBWdC1bcz+nJQ91TKngznuPUEbpGQc3b17VxhJ7XYbN27cENYC9SH/dbOz3PqScK9PH0ev+fbt2/jyl7+MSCSC+fl5pFIpXLp0SSYokEGmjXDWGrbbbbz00kvI5/NIJBLS9I7Q2TADA8AZ3NEUYeod6qdIJCI150y+RCIRRCIR0TV0TqkvWbqms8C6qzntRh285TOrGVJanth/BoAElnXwizW9tVoNgUAACwsLKBaLKJfLSKfTKBQKEgjWzem0rcu16eMCU32rm6rq8gnaKqQMr6+vo1QqYWdnB+VyGYeHh7h79y5CoRDS6bSjQSRLBuiAx2IxLC0tSbJO+y8ccXSag1Sn2rEFpnMUGe1kRhaAI3JJBUEFyWyQVnDsMqwjrVow+GABQLVaxfb2NgqFgjy4zLjoCO2r0YEZzdGO5Xg8lmYvNJKDwSBSqZRQenVGSWd6dP2bjojpSBXXws9qeqYGNzE66bZti2HOeiM637yXPId7w9H0Rkbb+e+rUbUMHjy4nVgaWRxrxff4/PO55CgeLc+6zkU/Y255JpURcCol7RTzeaaMannRcg5Mm87pwJU7U0RaL5UQP6uVn1ZQ+nw6aGVZ0xnVer/Qe412IizLQjwel5nT4XBYaMma7s1j0QnXytlNxaaTzIZ2p5n6ZPD6oRsSar2jWT00UOPxuLCp2DHf4/HIs9psNiUjw6wM63G1w8rAMDMW1E00TCnbWhb5Og1md3dTLUvaQd/b25NM7e7uLsrlsug0HfxyO7k8rj6/lmltB7hBB3k4HGJjYwM3btzA0tISPB4PUqkUzp07JzPluV/RAXDXHZbLZbRaLaEek45M49nAgKBjy3I+3ayNQRTasgDE8eJonUwmg3A4LHKsbVA2Z2M5Ybfbhc/nk9F0zWYTnU4H0WhUekswe0xdxeAv/6/3G7ftraefUObT6bSM8LJtW6aQaKYnr13rd50wcgfOdKmirkdm0Jj3LhKJYHZ2FslkEvV6HQBQr9dRrValI3K9Xpd1cH8YDAbSCC4YDEoyj71vNBOG2d7ThlPt2NJBY70I6Xc0sHTmhbx+1gxoBaiVhs7O6ggu6cPs7nv79m3Yti1cfP15Gnxuw1dHvTSVAsCJn2cEOplMivFO51Zfv1uQ9XpOojZpSrA2kmkIUCnSgAiHw3IcGhjMsAHT+V2sldAZaN3YipQyPfPWwIAYj8eIx+NCmwXgcO74rFJGaBDrjoxUbNox7ff7EmV1R55JNSJ9KRQKSYCLyo/7BxUya2VeLeMKTEcAcC/gWkKhELLZrDSfAaYBIf6f18rzuanOBM+vnWI6ptqw57FpcFQqFczNzSEej+P27dsol8vCBmEdrXZuaRBoqjPXSgfZOLYGwFTPaEeRWU8adppy6/f7kclk0O12peRGZ2Bs25bj6mytlg/qmng8jnA4LKUzhM7I6tfcxqjWh7QLNDNDlwPs7Ozg6tWr2Nracown0ewnyqaWwZOgA268NzrLrf/v9R7Nkb97965QP3d3dxEMBvHQQw/B4/Hg4OBAGrrR2aVO10wYNsfiPd/d3RUD28CApXZ8Tug46eeGdjXlnUkm27ZltBQnbQBO5hMAx9x1fo56/fDwEMFgELZti+7hebWc6aA3AEedrrbrGczmmmlfFwoFdLtdhEIhR0YZcDam4z6js9Wa2UX/gNdF+4Gf4/gf2s7UrYlEQurmg8Egms0misWi3DPOuee1sjkXbRCum++NRiNUKpVT3ffiVDu2fHApQDoDorMswJEgsGNvr9dzOIiaFkzjTjuY+uGu1WrSYp+zWrVTyWO6I78nZV7Y+EJndzV0Eyt+Tyt3nR11Xwd/19QqHTXiGrhh6OwxmwZwtphbqPX53RsMAGkEwOPqDBKFbnt7+9RGkwzeOOiYptNphMNhVCoVR3dFrUiB6bPNBkd8jYYhjWtgSpkFpvOldWCGwRh+30051spLy7Oblqu7Juo6HNYP8nc67/ocPLa+Du3IarnT5Qu8ppOaazASrvcMBrDm5+dx8eJF6XwejUZFOXa7XVkHqV06G0xjnVQuGicGBsD0OeZMZK0bdc8JdillF08d6NUZU9u2pZmUztbSMOQM1kKhgGKx6AjsAE696c6waP17EiuDv2uZBI4M1xdeeEFsD57TLdOEDsjpIJZmNRHudfDfcDjs6NTaarXg8XhkMkQ0GsXy8rLQP/lDiigzWzqDTGeZGTLKvoHBaDRCo9GQbCufVZYL8HmnTRmNRkVGNXuBepEOMeeua31rWZb0tCmXy9jb20MgEEA6nXYwKWhvc56tLilyJ4e0nGtfgEE2BqnT6bSjCZSmH9NJpuPsZlm6dbfO0Gq9y32P94L17MyucloLadQHBweoVCoIh8OIxWLweI4mpUSjUSnN0OOP6Pz3ej20Wi2xn04rTrVjS8N3MBig2Ww6MhN8sHTXYo75qdVqEgkGpsXfzNZoo1Irs3q9jtu3b2MwGODs2bOO2Y5UnrqxipuOqLMr+j3A2fTK4/FIVpRCotdE4XLTIngs3SxDR57dDaP06zqKxuth5IgRLl5jKBSCbdvHjG4axe7ier7Hv9nh4aGj0YaBwWQyQaPRwM7OjkQqCU1BJkgjjkaj0vGXcvxqdak6e8KShcuXL2MwGODatWti+LmVI8+rM5faUNVBIt1kQ7+n/69lT18fj6FpVdo45/fdNEye9yTKJY1/MjBYBxgIBJDNZpFKpVCv16VbJOW6Vqs5Zloyws218FzD4dCwLwwElBfW2tEo1YFPzVZiVojPLRut8DPpdBqDwQDFYlHKiABIwJeG3+rqqozHA47X31JnAnDIljsgc9Iz7qYPsyyHNbbuhmo0/gE4grd6z+CxTjLM+R5f15/P5/MAgHQ6Ddu2xRF17ync38jM2N3dlTInDWaVEokE7t69+0b+1AYPABhAoR2t2X3UwaTVstEpnVvKqGY7ANM9go7YZDKBbdsIBAIOG/vcuXOi3/WMdsuyHAkl4Pj8eq2/NT2ZrzFgDkBGVbKHBBlL9Bv4fV0mpQPoOviu16MTTdoGCQaDqNfr2NnZkeunnmZWF5ja08DRPlKv15HNZmVEIH0cUpIBoNvt4s6dO8fGjp02nGrHFoBEgSzLEkoclQKNMT4cfr8fqVQKu7u7CIVCSCQSwtmnQceHUWdVAaDRaOD69evo9Xo4e/YsEomEZC1ozALOmZhcB5Wkzvxo45jOJYVBf47H0dkbCpSbnqWNaHf9nu4Wp6kbFNyT6NsejweNRkOc2vH4aJYuI8eAc4j3ZHLUwa3dbku0Xmeb6fSSKmWyPAYaXq9XMjK63kx3ENfvkeak5Yhy5W7kQNAwHY/HeOSRR/DYY4/hmWeeEUWsDVt3nRoNcUIbvZQ3nQV2N54Aphlcrlc7u9pxpcGpqZta1vhZHVHWjgOVLenQrVbLwWyp1+u4efMmvN6j0WfdbheVSgWDwUDqjBqNhtCdtLLlT6VSweHhIW7dunXMYDZ4cKEbwDGTwKCRpsSS3dBut+HxHDUeZCYmFotJ7dne3p4jI0qqI5vPLC0tIZVKYXNzU55Dfp6yQnk+iZKsg78nObI6q8rP6rpDnWXmMXVmmXA7tboG3s3acjNE9Hg/jv0LBAJot9toNBoYjUao1WrSQAqAOASxWAzz8/PY29uTzBHtGsuyEIvFkM/nT3WzGYM3DyaOmDmkTcma906nA7/fLxnHZrMJj8fZUAqAOF+UzW63K05xIpHAeDyW7uIXLlxANptFr9dDu93GaDQd7UMZoW7Sc2IBp92tEzZavnW2WbM86czS7uB18ti6IZ3eX+gIM7DOz+tSCR6X+rTRaODg4ECO6fP5ZE8j9VizOgeDAfb394U2zT2TPggZMHt7e2g0Gu/oM/JO49Q7tjR0yfNnQbplWfLgU4FaloVwOIxAIICNjQ0kEgl4PB4UCgVpRe4+7mAwQKVSwd7eHnq9HpaXl6WuVlMBqfzoWOsaPBqnOtLjpkTxgde0LX7PTY0k3EqT69BNNDRVWI9P0YYq4T4+aRHValUcWQqorpfi2sbjade5fr8vHS81fbPT6WBnZ0doFAYGBINQmnqsgzM6sMMShF6vJ7KtGQuEdg45mmA0GmFubg62beOrX/0qbty44ZBfHms4HEo0lI3jqJy0I6cpSvpZpyFKBUpH112eoMsFeH3MqlJmTtofdCZZB7/03sRz9no9NJtNYa5Q+XGmNNdQLpdliH00GkWr1TqmxHXQYW9vz5QUGDgwHo+ls2e9Xpe6PBqpANDpdKQjKg3f2dlZ5HI5GRe3s7MjeldnXMgYCgaDWFpawsrKCq5du4ZarSYGoC4FcssWMM3kuBlNbkOY0A1h+DprV7lX8DzuxnN6Hdqxpo2g9xIGpfQ6afRyH9N1x3RkJ5MJarWa1NbpetrDw0OpX9TdpRmAYBMb2gwGBoDz+aejx2ea+ok2LcfY5PN56TIMQIKpfGZ1oyg+y5lMBgBw8+ZN7O/vY319HefPn5fgKvWuDrwwEK2dOs2a0BlTt52t9wbdpwaYsqfojPLzdHzJxtK6V1OWdU0t/89mkNpZDgaDMj+6VCqJPR0IBKSJlR45RD+g2+2iXq+jXq8LI4aZZk1RPu2B5lPv2Ooh7ZoepzMeFEY+HKRMNBoNLCwsIJvNytwsAJJ5KZVKuHHjBvr9PlKpFBYXF5HNZsXIplAR7gwOnVlNM6IBeRIdyk19PokS6c70EJrGrP+vnQG+R2HVGxPXTAEMBAJIJBIoFArSyIdURq5PGwP8nVE598xgGvflchm7u7unmv9v8OagMwnujKuucwPgcK5Ik6IsaieYck8WwZkzZ0Q5PP/880IntCzLMf+Oik1Hefl/zYLQ+4oGlaZWtu4Mjt4r9H7gDpDx+9pRdv/ozJLeb2jgsn52ZWUFjz32GK5cuYLNzU1Eo1FEIhFHUyzWDEajUVkTjXVGp4lms3lvHwKD+x50VlnrRfaOdjgZxNKZHj3f8cqVKygWi455jJRxzlJfWlrCmTNnUC6XsbOzI7r/JFYFs6K6HEcHmtyBJ23gUvYpA/p3noPr0060vh86q3uSjeA2qHmP3DTlfr8vo3ru3r0r+xodWDoOABxOum6Sp1lp3NO+9rWv4caNG2/L82Bwf4JBIgDCaNQMP4/HI2Ov+v2+NB7zeDy4efMmrl27Br/fj1wuJ/Z1p9ORwA1rRrvdLjY2NrC7u4ulpSVcvnwZtm1LictkMpHnl0EzAJKldQe0NbtRO7WAc9oCj6HtBQZ7uGfQKdXNmjQTi0E5OrHuhmw6wMV1kklq27Zkw9mwkj04+DuPTds6Ho9L7Xy32xXWBvdGzdw6zTj1jm29XkepVEKv10M0GnVQaen0MppDJRGNRnHx4kUx3txNK/r9PkqlEp5++mns7OzgAx/4AJaWlqS4nRQAzb9nFocZWUZy+LrbiHVnW7luRsV0ZIjZJu1EaxoTr5eC5DbOgWl0l7/rNRE6m+vxHHWk5DD3Wq2GTqcj3e5CodCJWWR+PxKJOCjTvOa9vT2hTBkYaGgjD3BmRygHpLfzeQYgNW903rRTSvkfDoc4d+4c1tfX8Vd/9Ve4e/euozsia1wohwxaaZoS16KZDxru7IxmXehgFeCsq6VB665N1+fWn9N7Ffcb/brb0bZtW6LfqVQKDz/8MJrNJm7cuIFOpyONe9x7T6PRkHpBHWQjGE02MNAgPZEZFk4iYJbFzSrwer1YWFhAp9NBuVxGv9/HzZs35dniZ4PBIJLJJNLpNJaXlzE/P49Go4E7d+5IN1ZN69VyqJ1D6nsdiNbfIegou5kiOrBL6CAWz8ljcB/Q3+WxdXlBIpHAZDJxdCbm+7y2er2Ofr+PfD6PZ599Frdu3cLjjz+OQqGA/f19KefQtok7Y6XXzntgmjkanAQd+NV2rnboSBHm+DgmLyzLwsrKCqLRKABIl+5gMIhEIoFAIIBSqYSrV6+i2+1iZWUFly5dQjweF4o92Uq6xID2vA4a8186n7rnBNfOjKhO5DCArhNF2l6lTuTxqW8BZ9khz0sbHpj2+tHHpGPs9XqlXvbOnTuOZpnxeBypVErus9b3k8lEWGRcB20f7ZCfdpx6x7bb7WJnZwetVksaG5GTr5UCU/wcV6MbyWiaEiMobG60traG5eVl6WSqDVwKEqGPw+gwaVg6esMHVBeVvxpFEYDUyAWDQUdjHe2Q85zESfUFOiqslbq+Hgr+YDCQOuT9/X3s7+8jmUxKgw/OwWN2SdM/eQ5SwGkQ9Ho9KWw3jq2BG9zYdaSSckrnkPIMTOtadZdvPsusc2PjmslkgoODAxmCzu8DUwWkv+tWYFrxuWt2KbPauCUoT9yT+L52XrWM6oCYzqrwfZ0x1gwVyqCuFaIiJ1U7mUyiUqngS1/6Eg4ODkSWdcSY5yJVcTQayVrd5Qum+ZvBSRiPj8a6uTtys6MvM4exWAyJRAKxWEyaOpbLZbTbbTSbTUemlhnddDqNM2fOYGlpCVtbW7h27RqKxeKxbK0OIAE4ZuxpCrA7gOT+XRuwlmVJtod6VGeA9fcBOPYVQrMseEwA0iVVd0/V5QekGt68eROZTAaLi4t47rnn4PV6sb6+LlkcvVdqp1aXVNCpJqvttNfkGbw5WJYlsuz3+x2JFAaGqWMYQI5EIsK8IOuHFNlQKIRkMgngiHr8wgsvIBAI4IknnpDeNYPBQHq16GcZmFKZ3QEjbesCU3ua+l/b+dRbDF7TNqWfwMAug+fu4LKWXcDZCVnb3bSBmWGmPHMvisViWF9fR7FYxObmJiqVigSXgsEgMpmMo/keAHFsWeZHBguD+p1O54GQ5VPv2ALA7u6udDrWDaQ0rY/RGT1M2p1N4YNx9+5d3LlzR9qNM6urKcB8cLWxyuzPSRFjXcfG97QhDcChxCi4dLRJ7U2n05JJojHtpjFSeCj4dBaYZXVnUXXGWFOWaYBEIhHEYjGkUimk02mhMHPNo9FIslg6qs37wM2hWq1ic3PTZHkMXhV6rh0wzShox5IyxGeOtGDdeVVHeUOhEMrlMl5++WVEo1GRC6/Xi1Ao5JAhLYukIGk50UaqO8rLf3UQSa+FcsAoLPcEHp+BMD0fT+8RJ90LfU90YwuuX9fa0iDX5RHsasysLX94zpPkmff4QYgMG7w5sO6LFELLspBKpTAzMyNU2maziUqlgv39fbRaLWlWpmWX7KdkMil13/F4HPV6HS+88ALq/6+9L2mO7LyyO0AiEzkPQGKukWSxOHezZbUkh2Vbctub3nnlhSPstTeO8P/wyktvHY6O6KWjoy231G6FJWpgU2RxLNZcKAwJ5DxnIicv0Ofmea+KalGqKhLEPREVVQXk8BJ497vTuee2Wo/RnDVhfFJSyS6sdnoABIpZRJhdpeMHhULBuqN8PgAr2qof1aRX/S3tfjqdPrFjqkVhBtiHh4f47LPP8Kd/+qf44Q9/iLfffhvpdBpXrlxBr9fDwcGB7bHlmcCYQeOA4XBoIjW+v9bxJMxms8DWAcadLNiS/k7fVSgUzOYosNZqtTCdTq0xM5vNcP/+fXz88cfo9/t4++238frrr5uIYbfbRafTCcy18r359UQiYfe0atEwwVS7pY2FRdr4Ofie3W4X+XzePgsZX6QIM1HmGUJfTPtWViYQ3F7A96cds+h85coVHB8f4+joCM1mE6lUCu12Gw8ePDBGKWMbLbjn8/nA7G0sFkO73UatVkOz2fwK7pTni3OR2FYqFVQqFVy8eBGTycTkuzXxVJUxfp2VUTXESqWCvb0962JoN1KNjDQrDYjDlSP+zRuTRqE0B60QabBJkGrN1x4Oh8jlcvaavG52W5XSGO7iEvwcmlwrjZHvxYR6Npvh4sWLWFlZQSaTCciL81DT6+EhxqF+rmAol8vY3d19Wr92xzcQurYHCCoEAwgUbGh3pBHrzBqrxycnJ9je3kaj0cDBwYEJ0/D5OkerSRwdCf+tFVNgHuDqe/K6NAGNxWKW0EYiEYxGIwvG+f58fdqUUp/VcQLzZJM/p3BCrd0ddoAZaC8vL6Pb7dp5wtdi0s3CHyvMOtKhtGeeV05ddHwRSA3m/GxYXInJKABTRw0nlWrbV69exQsvvGBnwa1bt0z7QW1D9R4IvjcAoxbS7sLdF/13uHDF65nNZkgkEvjWt76Fu3fv4tGjR0blB+bMBp4RYbVh2huv40lCjkyKtYjMzzIYDEzQ8cUXX8T+/j7K5TIAmAgUO+DtdtsSY45s0K5J7x6Px+ciGHZ8eXQ6HVQqFRMUpJ9oNBqo1+sYDofGhtQiDQCzcTZ22L09PDzE7u4uGo0Grl69iitXriCTyVinls9hh5gxNZNMFpbo/xgX0wfyjAmzJAk2uZi8lstl3Llzxxo46sf5d7fbxXQ6NX+ulF8Va2M8z+cyLlH2F1+fDTjSildWVrCzs4NMJoNOp4Pd3V2srq5aR5aP1w7yZDJBq9WyUaNarXYuGkfnIrGt1+t4+PAh/sk/+ScBWqJ2H4fDoTkQ3og6m0cDYYU4Go2anL/SBbVrQYfFro8qIeuNz/9rIKwzAJp8apDc7/dRrVYRi8VMIILXnUgk0O12LTlXNVf+n0kqO0O601evS7tLPEh6vR6Ojo5Muj2bzSKTySCRSFjXmxRI/sz5Ofg1BvIMaI6OjlCpVJ717eA4w+BO1WKxGKAyqi3xb71vaTcMGpkMDgYDHB4eotVqmUPjuaCVYL5mOp02SiCLRWGKU5hSxPfXYJrJJVUQKaCzsLCAXC4XWIHAYJzniSbW/D9tVTu5SncKd7l5TVSC5uMZqHBlCKvIAIwmxt2gnNfjXkKlifO1HI4nod/vo9/vo1gsBlhN9+/fNyXudDqNWCxmNHiODjCAjEajiMfjuHz5Mn7wgx/YPtt+v28dRrVfnTMnnkRPZlFZC2Zh0MY1yGVRDABeeuklvPrqq0ilUrh9+zZ6vV5A8E27OkQ4uNZYQW2d769KqSwgM/imoury8jIODg5QrVbtdXi9LJaR0qnjC/TR6XQa1WrVis8ORxjdbhelUslUeBkfRyIRm4FlwYXxJ2POaDRqjZClpSXU63Xcu3cPpVLJ7j+yCsNjSOwK07crG4v22263zS5VqFTpwHrfq1+PRqOo1+u4c+cO7t+/jwsXLmBtbe2xQjafw/fW7iz9J2nByrDiz2VhYSGg/xGPx2212dHREdrtNjY2NrC6uoqdnR3LPfr9vqmYU8hKi/mkKbPQVa1W0Wg0nvPd8dXgXCS2JycntmM2mUyaQQFB0RnKhmunRqnFFD0qFouYzWZGkeLwPGnNSnHSrooGm+FOqQakSl1isMrX4mPH49N9r8Ph0FTSmHxXKhULiDmrxNekw+QhQyNXqjDfO0zV0oCYCcZsNjNnysSWSbNWrsK0xbBwxXA4RKlUeia/f8c3B0yYuNeO95LaiCa7DCZ1llsZC8PhELdu3bIkuVgs2v0bTkaBOX1Ik121ozC9iQmudlb5GIpcMHhfWlqy/ZwUyaFjymazjxWa6LjYVWJwSoRn5TVwZqeVPwsmDel02oIJJvnKXqEjb7Va9hr8OTEAIT3tPFSGHb8fxuMxqtUqtre3rUCsnRgWj3Q2XZkF/JNOp7G1tQUAdr/RV2tHlUVppfmGFZLV96ptfBG1nwEubYVMj0QigRdeeAH9fh/Ly8u4fv06Pv30UysQhV9XzxINuPlZWRTnY9QPc0cor2NzcxPZbBbFYhHtdhsPHz7Ew4cP0e/3A2cDPwMLUhoH0dbJSKtWq49pAzgcRKfTscIw7YuxMpMw3msUitNCq7KMqtUqyuUyTk5OLNlT9hIpv3yO+lXV2tB4k00r9YPhkR3aHhmdZEJwz+7a2hrS6bStDNPOq+7H1ZEAQt8vXJAmi5JrDMmI6vV62N/fx97eHkajEXZ2dmzrynQ6tTVJjGvCRXw9n/j4SqVybkYKzkViO5vNsL+/j1qtZjcGHR3/kIJDI6GT5Vwsb0rOzKiT4E5WTdYABFRVdS5IXw+Y0ye1y6SBNQNYHgij0QilUgmNRsMCYRoZnR2TeFIU9HrDQTsPDZ0fVMplOLkdDodotVqYTCZmXACsgs7PwqpxmDrJz6QzBv1+H4eHh8/wLnB8U1Cr1bCxsWH2RnsMd1zCHUre0+oMuD+TnVeeCyzK8P6k/ZJey68pZVELYZy9VdvTeRo+X8cMWDQbDAbY2dnB8vIyPvjgA/T7feue6mjDkwJuvi7fn1/j5+fz+bOgPSvta3d3F81m05ywziQxAWHAoTRqvg8TXIfjt4G7LIF5YDkej627ws4Fiyta1NFxhMPDQxSLRRSLRZRKJUSjUfs3n0d/86RZurB/UzqfBsC0Gy1Scx6O1MVYLIaXXnoJxWLRxK42NjaQzWbx6aefYm9vz6j89NN8Tx3VITNMu9l8fw1gtUgfj8extbWFSCSCcrlsSqqlUsn2Auv4lCbIjHUSiQSA+fxjKpU6N10ex++HdruNcrn8GNOQcaXuVVYm1OLiYoDht7i4iPX1dWxvb5twYbvdRqfTMXo/u7HapaW9UvQsvB2E9zL/r35RE2ftto5GIzSbTZRKJcRiMezs7Nh+90ajgXw+j2g0imQyaWxJXT1GUMyKsTGp/Zp/KAuT8XO9XsejR49Qq9UQiUSwurqKYrGIRCJh8QsL4kpd5ufQUStg3hA4L8yLc5HYAkCz2cTR0RHeeOONgCNRzj8wFzJiYEhDoDEqjTESiWB9fR3ZbNYcrlZPtBKrfwNBkQh2QtRZAvPlzhqEjkYjHB4e4ujoCCsrKygUCla51nlbvkcqlQr8HPg9GqO+Np00n6t/M7FmcK/Olwar3eon/SxovOFEYDY7XRe0v7//1H/vjm8e2u02BoNBYM2MJrEMXGlHmlhy1ob3ICk83//+91Gr1bC/v2+VZjo43r98Hc6lsruiowoAHusEsZPDoFSvKxKJoNFoWGI9nU5RLpcxGo3w6quvIplMol6vW3ELeLKSq3aIeV38fMlkMtDd1Z/VcDhErVbDdDq12XxlWCgVkz8LpTSqejmvh6wYh+O3odls2q5FUmnVH7H7TyphKpVCPB63YJGdoNlsZvTjSqWCa9euYWNjA/v7+5aUqXBU2LcBj++I5/81AA13YThuwwAzGo3i2rVr+JM/+RN0u108fPgQyWQSvV4PV65cwaVLl/DJJ5+g0WjgwYMH6Pf7AUaFFsV59jAJ5fslk8knMiFmsxm2t7fxwgsvGOXw4cOHVojjKpVkMhkQxOP7hBWmc7kcABiN0eH4IozHYxMl2tzcNJtgI4hxNDVsZrOZ3cNavOE9yaSxWq3i6OgIu7u7uHTpktH86Y95VmixBwiyM/h/dlLJXqQfJOuIfiwej9smgOPjY1QqFezs7CCVStkmED42kUhY4h6LxdDtdm3dFq9L9/xyhvhJMT4T8ng8jn6/j1KphKOjI0ynU2SzWdMAYsxMBXnaMOnM/D87zr1eD41GA+Px2ATjzgPOTWI7Go2wu7uL5eVlq2LoLBqrJrzJWRFmx1UDxn6/j8XFRVy+fBnb29sBbrt2N5Re/CTqg9IatauiTpTOUwVa6Ng5U0NaFpXPWJ0lvUPBz6G0Dhpi2ODVyerPkZ+fcu2cu2MQrPOMNG5N4pVqzUT54ODAO7aO3xm9Xg/ZbNaKPXo/a+eDRSNSben0ANjC9NXVVbz22mu4c+cOjo+PA4mf2oV2iRiMaydJA1O+LwNGzh0pc4OUXc4TJRIJDAYD2wn985//HM1m02j/uVzO5nWUgs1ElJVqOlMmu0q/pv3zMazq5nI5HB4e2jiAzvDR/vn6vAa+niYIFObz+VrHPwbaB/fLM8gFYFRE+r14PG6zo41GA81m0/QdKOjS6XRMwfThw4eBIE4TZWUWUDGVtqJsBhV6Y/AZHjHSLs8rr7yCb3/726jX6zg8PLTzYHt7G8Vi0RRW33///cdYXwACaue8TnZh4vE4stms2Svtj+dRKpXC5cuXLSnNZrOIRqP49a9/bT9PFuMABIJg7bApayWZTOL4+Nht2fGPgrtpL126ZL6OXUX6HjY/Op2OqaIvLp4q+JJ+y4T35OQEzWYTmUzGBJMUyl7QkTndV6/2TpvqdruBGWBtbEWjUSQSCdRqNRwcHCASiWBzc9M+X6/XMz/dbrfRaDSwvb2Nra2twFiOzgOzC8uutMbDmqiS3QmcagIdHx9bIs3NK1R5ns1mAV0cADYGSd0aFtwBoNFo2Hqk8zIedG4S28FggA8//BAffPABisWi7criTa8d2uFwiMFgEBj21q5NIpFAIpGwJdIAjMqrMzrAfB5WK1J0pNoVCs+06qyrUpHUsfF1OdfK73GehlQNvicTZnXgfF86NSYJNCA6Ojp4UqdIfUgkEoHdv0ymtbOt3V46aSYbrAg/ePDgXOzXcjwdNBoN/LN/9s8wm81w9+7dAHVQnZVSaAHYvUoaMnB6Nnz22WfodrsB+rzO5NH26aTZ9RgOh4GdzdrxYddHu6d8Xdp0v99Hp9NBJBJBu91GJBKxlQe3bt1Cv98HADx69CjgDPVc0iCZNqU2Hu7UaiALnFaTC4UCgDk1kzO/nH8Mn0eatJPVwur1ZDIxRVqH44tAW81ms+h0Oo8VYdVfJJNJFItFLCycrrNhoYrsgE6ng1gshnw+j7t37+LBgwcBP6nzu9oxCQs4Mdkl/TF8LXwe/T2piFtbW/jud7+LTCaDGzdu4O7duxiPxzg8PMT3v/99vP3221hcXES328WVK1fQbDbNRrTATbtUphPPNdI9gSCFejabGdvi0aNHloRXq1ULfvnaDKB1fpEFKy3O82ezu7v7mGqzwxFGrVbDhx9+iO3tbVy7ds0owCwcKbuo3+/b+k02ZWiHmUwGjUYDjUYDKysr+O53v4tXX33VYk+l+9LfkqKsMbiyJfkenPGlJo2qlLNJk8lkTOU5l8vh0qVLVtxtNBp47733jIqcSCSwublpcQH/aELL6yDLS+MH5g5kZlAwijPtGxsbSKVSWF9ft24vi8oqWqm+nLEAfTbZLmSsnhecm8QWAG7fvo2bN2/i29/+tlEkSMdrtVrodDpWkYnFYlZVolANHWM6nbaqiVZhNGl8UgVUZ3WUghQWugAQSCYJ0q/oaBiwM3Btt9uWUIbpRbqjkq/P16ATDVektfNMI6LhnJycBFQg9XMCsIoZd2nxMGPgTip0t9vF/v4+Hj16FPisDsdvQ7PZNBVvvc/p7NhFUfYA2Q3A6f2aTCaxsbGBdruNW7duGd0HQEBEjkEhbZy2EmZg8HVpB1oVpj2H1weNRiNTMddknOIQ/By1Wg3ZbNZo0nxNnknT6emObTo0Bqw8k/Q84d907Jubm0ilUrbSg4UuYC6iowqL/Bn1ej0rFOj5t7+/bwm5w/Hb8OMf/xjf+ta3bGZeizD0xel0GoVCAYlEAtVq1SjItE/qW2xubuLg4AD3798PKB0zoWOQTbBbCcwLYJxNA2B2Qzuj/SqTKRaLoVAo4PLly8hkMqhWq6jX6+h2u3at7LYuLi6iWCxibW3NZln53rxWzrrSppVh8aSCFjDvNJFCycId4xc+nkk7adMAbFSJ5wPZXLFYDI1GA7du3Xo2v3jHNw6lUgnvv/++2cPCwoKt56GdnZycoN1um0gTkz/6GHZ6FxYWcOXKFezs7Jhv4/2pM7pa/An7KBZxJpOJrRej/er6MD5udXUVkcipknO9Xke/38fVq1dx6dIlALCmT6VSwWg0wtbWll0D/TSLRbRTMikpAgfME2kAgRwgEolYZzWVStkqtFQqZfEBi4FMtnXndLPZxGg0soIB6cetVgs3b97EwcHBc70fvkqcq8S21+vh/fffxxtvvGE7t0gdYCDLFTl0luwi5vN5LCwsGJ8emCeorEwB88RPu6BAUPlQ5wNoXDQEFZjSzgq/z0XRmjRT0VmpV3TOupOT16wrE1jd4cFAAw07UYKBuRqxBgC6LkVX+rCaRfU3quWVSiX85je/wd27dz2xdfzOmEwmuHHjBrLZrNHyAViyqGrBdFIUqmi1WrYjulgsAoAJMjD4A+azuWFboA3xzAiPHlCITh1ceMSA50az2TSmRbPZtOSaRSo+V7tPs9nMRiR4TXwcK9fhgP1JtkVHvbm5aeruWqwLnxmDwQC9Xs+q1NVqFb1eD/l83gKT4+NjPHjwINDtcji+CIuLi8jlclhfX7fVdTpmw7laJmAUalxYWLDiyWAwwOLiIlKplHVnleZLf8V/09epwByvRbumWtDlc/k3v766uoqrV6+auMxwOMTOzk5g5vD69esWP5ycnBj1Wm1S4wN2e5Q2SJ+qIwjAvAAHnHbCGANoAq4z85lMBleuXEE8HjefrfPH3W7Xzsmf//znj4nhOBxfBN5nHAdg7MekdDweo9PpoFQqGVshkUjYSFE0GkW328Xx8TEikQgKhYIlq5rM8n3oi5V1yISR/1ffDcAYG+ySkkJcKBSMer+/v49ms4nJZIJOp4NkMolUKoWDgwMrqnGNkepnAHgstmchSdkQKtyqdq/XyJlcYB47aIeZxe9arYZoNGojTe1225Tio9EoWq0WSqUSyuXyufLJ5yqxnUwm+Oyzz3Dr1i3jzgPzORU6FF2/wSCZM0CslNK5sRtEB0EHq5Qeff9wgEuny6RweXnZgl5NcpkkdrtdjEajgPgTMN8LCMwdtIpa6GNZedYkVanKdJRKdyJUfXk8HqNeryObzWJtbc0CcK288Wc1GAxsrgc4DUaOjo5QKpVw7949py46vhSm0yn29vZw6dIl23OpM910aL1eD51OB+PxGPF4HNevX8fe3p5Re1lo0delHdMBKf2Xtqhzq8Bc2Vxfi68HzGdy+dqj0QiNRsMoj9Pp1Dou0WjUHqtBNF9PKYX6HlpE0jl2INiF1a4tK8lUnwROqck6G8yf5+LiqYrl6uoq6vW6CXGRQjoej034yuH4XTAajXDr1i1sbW2ZeirHgFKpFPL5vAkv0V5JRSY9sVarod/v2w7bWCyGdDod2CLwJD+us7PKSOLXgaDYlI4Z0NYXF093uF+5cgXpdBqdTgerq6tIp9OIRCK4dOmSzR0yWGcnhXjSCBKT9XBBSkWfNO4g8yMWiyGbzdpjGVDzMfV6HQcHB7hy5YrZPWdyubIlk8mgVCrh4ODgXAXDjj8M/X7f4tZOp2NJ42QyMRow76vFxUVLumazmcXMXI81Ho+xublpNg7Mk0bdRMBGUpgRyc6mjh0A8/EHVSLO5XJWLDs+Psbh4SG63S7S6bQ1vZaWlkyADYDN0VI4VVlQkUjE9vJqsZwzv3qdHN0jmAOw062fkzP6/BlkMhkb5aO+AM8EdqgPDg7w+eefn7s5+XOV2M5mM7RaLXz66ad46623TGCB4k8LCws2r8pKzGx2KhalnRjeaKzMaNeUVSO+JitOpO5qlweAJcaEBujq2ML0QRoNr4eD4QxAI5GIURJI3+BjVRCL10sqkibcSsHSShRpETSgdruNbDaL6XRqe75okAwmeA2ZTMZoTrVaDY1Gw2d4HL8XqEKYTCYD82+8j0mFj0ajWFpaQrvdRr1eD1RyI5EI4vF4QDiOHQtSfHgWAHMRFu3sKsNBE17aGW2e1zEcDq1Dyx3YegawSMXPoWMNfD3aslZ+aaOawCoTRAtWdPCRSASlUgnVatUKAJcvXwZwOsfMz6nrCFgd5uv1ej1sb2+jUqmgWq16MOz4nTGbne6Df/jwIba2tgK0f87DzWYz7O3todfrmbLpo0ePkEgkLHju9/uo1WpWVE2lUuaDRqORFW6exFzQjguDTd7DyqjSZFeDVQo38TlaUL5y5YrtoKbAS6VSMaaGvge7VsoI0Zlb7fTwGvhvnhm5XA6rq6tYW1sDAFNEJZ15MBhgb28P4/EYKysrAQonhWoGgwF+9atf2WiCw/G7YDqdYn9/H+Vy2dZqLiwsYHV11XbUZjIZXLt2LcAM4iw4O5RcdQfAkjVgrm6sqt06jqMsRxWGYgH3i/ySjsdVq1VUq1WLScnopG9jjE2fnkwmrdgEzM8SPkaTcNXa4bWoeB0bTtTLKZfLphq/uLiICxcuYDQa2bgBZ3xTqRQODw+tqbS0tGRzyru7u7b27DzhXCW2wGkiub+/j8PDw8f2a6kQFEGxKII3IKm1DHSBuVNkcExj06CUgarSJ1TIQt9DE9dw91Rn95rNJtrtdoAeybkbfT0g2PHhQaCVIVavw1Qufr5oNIpcLmdUYs7yfPTRR8jlcibmoRTN2WwW2FdGgZvFxUXU63VbSeBwfBmwkML5O6X10DYXF09VF+lg7t69a8ks7UfFUpjcsZDFwgxFkXhv06Y5P6TdUyaODBa1osyuk4owAQhUelutlhXT+Hno3HRX3XA4DFARdXRBnbi+D4tmfF12hulU+X0KYqgdA6cdXKo2830LhQIymQzu37/v4wSOL42TkxPs7e1hbW3NiqwMAskM4Dof+o3x+HQ/azabNWYVbYzzchSBolASu0jaraFf1Xk7LfwwMGagSvvS4HRtbQ35fB6VSsWK2bFYDFtbW7hw4UKAQkzFVd2HTbDwpbO8Sl/k9YXPIfrgWq1m41NXrlzByy+/jP/7f/+vJdSqigzAAnOyRVZXV3Hx4kX86Ec/wnvvvecFKseXwmw2s/v70qVLSKfTWF5eNt+5tLRkvpg2QdqyNk7a7bbZBW0+lUrZmMJkMrGOKL+mbEO1DWAu9KiNFto/GUuMhdlooV89OTmx8T8mmsCp3ebzeaRSqYCgHF+LvpzsK/r3sMisnkOMFwqFAhqNBur1Olqtlu2z/Vf/6l9hY2PDCnk8n7gJhd3jRqOBUqlktOrzyKA6d4ntaDTC0dERDg8PceHCBat8agd1NpvLadMQaIiahNIAuFonXC0C5vx4/gnPvLHapDx6dbbRaNSU0NgxCXd92WlikhzuvCotUbtAmmCH55C0Q0UHy6BDKYzsTjNgp2Hz50RVVc4ms4tGVbf9/X1XQ3b8XiBTod1uW4c1PFNDZ6KrO+gQdWZVq7Dc96gFLWAuTkXan87Sa3c0zHBQyqBSo3SkQavOnPPXgJhFIT6X70eb5rXR2bELoz8Hfl4G7SqMRTp3r9fDw4cPrcuknWEm8lRip1otKVzlcvlZ/8od30CwODscDu1+ItWPK7kYYHIfJX2hMpzoxxOJBFKpFDKZDNbX1zGdTrG7u4tyuRwo0uhZER4bUtvTgFj9JICAjbPIxWA+mUxidXUVwHwHNDtafA/aoPrc8PiP0qQJ7dwuLi6a8jFwmiDn83lsbGzgn//zf45PPvnEVoqp2nmn07EuGf1xo9FAu932pNbxe6Hf7+Po6AjVatWE3chEYBLIBI6J35PGdzgr3ul00Ol00Gq1zHZXV1etkBwWLA2PAPI5fB9tHhEslLFLSxtm8bjdbuP4+BjNZtOo1twkwMSVxSiKNmkhmXEy/W6YUaXjTZPJBPl8HlevXkU2m0UmkzEbbbfbKBQKpivCxHswGNj7U5uArMrzOiN/7hJb4LQKdHBwYAPgqlTKZJbdTwaAAGwNEG9MIKhorHOlrBBpd5RBrSa2Oq+jXVUNJHVegAprCwunMv6kN/OmVvowX0eD8PB7Ka0RmDt7DWq146NJgD6O78t5gdnsdE641+sFqFBK8To6OsKjR4/OZUXJ8XRAOnw2mw3YqnZVtLCjQSNpyrFYDJ1Ox2hOmvhyJo/Brdo+E0q+H20uTBHWZFRXCak4FRVgFxYWTN1Y143xfcKJLW0+HGwrS0P332nRiU54MpnYcnh+diDYveJn5XMZmHD9wt7enndrHb832BXJ5/NG/+O9ycIuE8FwMkpGA2dyl5aWsL+/b3bGQFkLtwTtR21WbRqYz92HC0gsrB0dHVkBl/aRTCaRyWQCHejhcBigOWoXmHhS0q3+lrbIc44xghauKPL2xhtvGL2YDJZYLGbXNRgMUKlUkEqlkM1mTVDz3r17z+A37DgPmEwmOD4+xtHRkVGQGaOyeMtCM+9Zfo3+kfc5Vb3X19cRj8dNQJFCcsC8iEzWBhAUeaMNLy0tGTuBbCNtELFJxQIynzObnY4vspPLWX2uEAJO/SjF3jj7qnZM9hOTXJ5JPNPo55mELi8vI51OI51OY319HQcHBzg+Pka32zV7jUQiNs7E7i0bY/w5cH3geaMhA+c0se31eiiXy2i1WnaThLstdJaU6QdgO2JpJP1+H71ez6qyNFylFIU7HpogMjgNB63hKrHSjhmA8vtKdWZlCIDd+Or06CzD3WdNtHmt0+nUns+EVIN6dqH4ucMB/Gw2CwQkTNB5yPF3wGqTw/H7gA6QazU0AARgXQo+ll+nI7t+/ToWFhZw8+ZNK1qxWMV7XoNpHRGgM6KwA4NHrRirKBudotohr4vVXl4j7VuTWzp+JthKweR76kygFpEYAKvjU7ojqWKkPPPaNRnmZ+bzGo0GlpeXsbm5iePj42f3S3Z84zEYDFCv13Ht2jXruFJARZlODG7pi3VOleu8+Frqx/g89WH6byJclOLjaEM6W0/7L5fLqNVqAWYVu1U8E8bjsYnP0HaBoCCVqqgTmrzTx4YFc9Q+2ZVqtVoW2CYSCdsBzLMsGo2iUChY53trawtra2v4b//tv+Gjjz56mr9axzkCx4MODw+xs7Nj2hUrKytWRNaCDn0JC8mDwcDsZXl5Gfl83uZflfVEe+D9Tj/J7im7tMps1G5pIpEwHRx2Pln0YbeTsQS1PLQgraNH/MPEmDu2+d7K+tTr0fMFmCfijLfj8TjS6TSy2awJw3LGlj8rrvjhz5YdZuoRnNfY+lwmttPp6QqQRqNhAR2px5yX443PRBGY75/qdrs287O/v4+XX34Z29vbAQesiZ92cwjezDTCcNVWKzr8Gq81kUjY/CAw5+kr/ZmBdLfbDagRMyjna/Iz83BgcE1HqYcJg+3JZIJerxegammHTIMPdnRI7xiPxwF1vPNYTXI8XZBhoYkrALOV5eXlgPIgH8PHs1uhe2AJOky1T2VgAMFCFAArMtFp89poFxo88xrIxFDGgzpwZWIoI0Mp0Lw2Pl87PGqPfG1di0JRHgBGReTMbbigxU5Vv9/HtWvXcPXqVTx48ACHh4d/6K/ScU4xnU7RarWsaMyRAM7TsWCcTqdx//593L17F8B8ZVUmk0Gz2US5XMbKygpSqZQFmOyk0g6BoHIqxVqAx2nAQHDXuya2fPxkMkGj0QicEdxFy+J3IpEw22OhLUyh1P8TWhijr+SZpGwxPdNIR1QGGQNh/nyph6HnxN7eHj744APXvHD8QaC4YK1WM7seDofWyez1ejg4OMDJyQleeOEF26jBVT/dbtdW8YU7nITSfYHgPlj6OvWzyvxg4YyvzQSXZ006nTaFcDaUWFBSHQqOSfA9Vf+Cdshrpa3yfRiz81zjPng+R2d8mfiTzsziNhCcH9aNCFRPPq/x9blMbGezGe7du2fKnrwhWWVNJpOPDXlzro4BJgWi1tfXcXh4iKWlJduJCczpS3QamvRqIsjAU2dreY1KCyatl5UoVo1UNIcOj3NIXIZNzr12Yvi6SpXW92YQwM5ru90OqC6T/qAdHhrzZDIxahaTZVaGB4MBhsMhWq0WarXaua0oOZ4eOFKgc9zj8djm3BqNRmB/MnAakHY6HbzzzjsBMQsA5ujUQYUTTKXlkg5NhFkY/BOmCOsZQAVzXqd2dGhP0+nU9k9qd0cdrzo/LXbpWANn8lilnk5PZ4kKhYIFwDqvCyBQKdefTb1eRy6X846t4w/G/v4+ut2udU263a5R7dLpNHK5HMrlMu7du2fztpFIBK+88greeustDAYDfPzxx9jd3cX6+nqgAKyJIzDvlqg/VgaS/h0e42HBiv5vYWHBknJgXmgbDodWrGLBKhI5VWBNpVK2QYDQzo0WxbVApZ0qYJ5AM2HN5/N2lqRSKbvWlZUV2929sbGBSCSCTqeDjY0NJBIJNJtN7O3tnVvqouPpYTabod1uW7GHfojU3X6/j8lkEohLuV2Da/BSqRRyuRza7TYmkwlyuVygoKRsIvoi+nEtxtJ+1JaZ2NL2KURF35hKpQL7oPV1gLl9d7td1Ot1K55Tf4MxhibYfG0d62FCq4k2P0uv10Oj0UC1WrUVn+x6019rd1YFWafTKY6Pj83fn0ecy8QWmCugDgYDWwxP4QrtljDBo1Q+l6Czs8O5tGaziaWlJeRyuUCnVSnEOrNGqBPTr9FxAsG5Gwa6Olure68Y1EcipzvqWM1m0ssqkTpUfp3JuHZoOZNQq9XQ6/VsRdLCwun+r0QiYV1cTeYTiQTS6XSAssGfBbu4Sot0OP4QTKdTXL58GYPBwApW4/EYR0dHtrJHg0Sl85K5kclkTCldC1h0Qko7UrGHJ3WBSJHi47XCrFRkBs1ra2uIRCKB+TulJXNuTgWflCaswTjHKIA5+0OvpdfroV6vYzQa4c033zT7LpfLgb18LJABc7aKOmTu1SuVSmg0Gs/z1+34BqLf7+PevXvI5/PWdT08PDS7Ojg4QKvVQqfTseA1m82iWCxiaWkJOzs7KBQK+Oijj3Dv3j2srKxYYklbpy8nyJYId4QABHywsrfUjhOJhKkvAwjM0zIhp+2lUikUi0Xk83nkcjkr8tLfU1xH5wy1sAQgoI5+5coVvPbaa9bxAk6L2yzkjUYjlEolK2BxXy1VqCuVCg4PD1EsFjGZTPDOO++4P3Y8FdRqNRwfH1vSyMYG7+tMJmP/b7fbphfD+5vFoPF4vvOZolH0iTqGwESX78Wv0UeTtaHJMM8EJpS0XaqqswCVyWQCgm/sOjOx5Tws/Xm4w8uYQEcAGYuwGF8ul3FwcGArhcig5M8jn88jm81ieXkZzWbT5vr5GipS12q1jB12XnFuE9t2u43d3V288sorVhmhWiADWu1OUJa81+sFVNCUb0/JbXZOlNMf5tNrQKy0ZYWKX3BQvNlsIhI53VHLeVsmkbpGhK/darVQr9cRjUYD+z6VzqgVLVa2lb5FCpV2sjjPRCqHdqS0OkbwEOGckR44DscfilqtZkwL0oU498YCiyp907ZbrRa63S4WFk6l/zOZTGCGloEwKUOa3Grnkq/NohMTT2V5hKvJLOzwfYHggnalK3GXHivK2k0N05OZhLLTy+viOUahLF57IpGwTo86Z+1ia0Wb3VzglAqlwbnD8Yfgpz/9KdbW1vDCCy/YGil2gOiT6XdJuU2lUtjZ2cH6+jr6/b6tBjk6OsLW1hYymQwajYbZm1L0aKPsuLBIq51cAAGdCRaj2CXNZDKIRCLo9/uW4LZaLQCnq7D4mvF4HC+99BJqtRqq1ap1o4B5Z0j9J8H31a7R0tKSzcj2+30MBgMcHR0hl8vh4ODAClcMqjnqAJwqzbJr1mw2MRgM0Gg0cOPGjcDIhsPx+2I0GuHRo0fY2Niw2HkwGFiiq00N9Z8AzHf3+30Ui0Wk02lrhmQymYD46eLiorEmGPtytEDp+RwzSqVSSKfTFiMwcWTBt9Vq2YgOY+tcLheYx11cXESj0cD+/j5WVlaQyWRsdzXfl/G/JrqabPK6I5EIjo+Pcfv2bezv7xttOZPJYHV1Fdvb24GVRnx+oVAw2jTtms06AMjlcud6pODcJrYA8MEHH+A73/kOLly4YBL9S0tLgTUDOmPKJI4UJzoBrRJpFUkpiSqeFJ6vI/TrOp9Hx9NutxGLxZBOp5FIJAK8fNIZAFjyvbS0hOFwiFKpBOC04pVIJAJqcLzG8KwvnT8DYq734HPYqeZn55/w/KEGCNy/1e/3LdDwYNjxNNBqtVAqlfDiiy9iYWEBDx48QLlctvuT9qdFHDoyzskA88RUE7gnCT5Q3ILqogyG+Vw6YnZ9tHg1nZ4KbFQqFYzHY+ssTadTS3LJCtGklYvZgTldWhNapUyqXYWp0ADMhuv1OuLxuKlB0nmG6dnhlQxkheRyOVSrVU9sHU8NP/nJT/Ctb30LyWQSf/RHf4RqtYqjoyP0ej1TLmdx99KlS/je976H69evG6W23W5jc3MT9XodtVrNfBc7QEBQOEp9lPpd2isLt/qcxcVFJBIJbGxs4NKlSzYC1Ol0EIlEUK/Xbcc2A1N2ql5//XXbz3n//n3r0OhZoUwPYF4kZheI506j0TB2VrVaNSYUC+FhKjbjGX42Fpl1/t/heBo4ODhApVJBOp3G7u4uIpEItra2jH7Me41F0263i1KphAcPHqBeryOTyWA8HmN7exvxeNwYllwzpwxLZQxqsksmIzugZCTRHjgqRxG43d1dtNttrKysIB6PI5PJIJ/PI5/PB2Le0WiEw8NDJJNJux6OBbAYp+KupAozkeY1ArAiM4vLXDXIYpvqhMxmM+TzeSvEsxinBXduiSiVSufWL5/rxLbZbOKjjz5CsVhEMpk0afJMJmM0ZKqRMenVmbdOpxNwPEw0ldKgNEEGiQyWGYjqY5QCzA5Lo9FAo9HA4uKiVWh0tiYSiSCdTluirfNA/X4f9XodwKkTI6WBgSsD/7BD5bUofUOTV76/JsdMClSMg7N9AIzO3W63cXh4eG53bDmeDX7961/j9ddfx8rKCo6Pj00JtN/vG9MhnU5jYWEhMJNCB0PHRdsNB7tkMSh9iXZAVgPtismuzp/TPrgipNfroVAoYGdnx2jIpFcy4NSkeTweo1arYTwe23L4cCFJBS5oX0ppVjYFK9dMZFVpVelZLMgRDBTYBW80Guea9uR4umg0Grh58ya+973vYXl5GblcDhcuXAiIxC0vL2N1dRVra2tIJBJot9smjsb7dX19HXfu3LHZUU1qyb7g15gA0oeTaUF/RntgsYtJ7WuvvYZkMolqtYpKpWLFZzJBSJNOp9PI5/P2vD/+4z+2IPzBgwcWZ2i3Vv0j/a5qf/AMK5fLVshmksqfla4gUrDIF4lEUKvVsLCwgJWVFRwcHDzLX63jHGE2m+Gjjz7Cd7/7XVSrVWNGrq+vB+ZQqe57eHiIarVqyaiKJjHGZMxLmm44VuWWDX6/2+0aW4IrerS4TduuVCq4ffu2UfO3trasgZTNZrG+vo5MJmO2ApwmpLu7u2aPi4uLyOVyVkRjQZ32yEI0k2NlfCWTSaTTaROWA2CfJ8wA5Ugju8DAnGlJMI45j0ktcM4TW+C0a3vlyhWj9lA8igEtENwLSUNSWo86U+X1K+8/lUrZja4y5OF5VuX6DwYDmymiM2XHlf+nw43H41bJYRDMrtHCwqlkOakK2WwW2WwWGxsbFsBrIqqCNwDsuvlZksmk0Yh1bpYCAZroMhDRQkGj0XBFZMdTR7VaxY9//GO88cYbpnDI+46Jm1L5OBtDFgEdEJ0CbZROSotPpOUy0QXmhSvtvgDzjik7uZVKxVQi19fXkc1mzU7YCV5bWwvMu7MAdnJyglarZV9Pp9OBM0k7TmrTTLz52fV6+bnCao38Oaid6pjDeDw25oXD8bQwm83wk5/8BH/6p39q3ZSlpSVLXieTCdrtNo6Ojux+ZfK7vb2N1dVV1Ot1dLtdbGxsmFCajggwOQZg9y9tkAUuAJYQKzspkUigUCjg9ddfN0ErzqtGIhFjTHU6Hdy/f986xpzhTyaTuHjxIgBY4Hznzh3rSGucoQGrztHrPP/a2hrK5bJ9TvXbTwpsNWlQKjRHLxyOp4VWq4UbN27gzTffxMHBAT755BPcuXMnsLaSNlUsFnHp0iUMh0M0m01rHI1GI1Pq5z3KJE8TPjIqyW7S+Jqjc/SjjMljsRgajQY+/fRT3LlzB9lsFjs7OwERtmg0ipWVFaysrKBer1ucMBwO0ev1cP/+fdPBuHDhgok86TgQY/bw9dI+ed18LHfaj0Yj9Ho9ex4QXD/G4rsWxCaTicUz5xXnPrEtlUr4zW9+g/X1dVMIVIofgzydj6MDpCgTk1tWmtjJYEeHM2h0mGFno5Q/3pTtdttUE8n1ZzWHVR/trmjQzmCcAbnSLPv9vgnUsJrMxJ0JKDBXfqNhVatVmyeiOA3n/obDIVKpFFZXVzGdTu3zhoU6KLxVKpWskuZwPE18+OGHqNVq2NraQrVatflarg7gPadVT1ZaqSLOghGdi7Iy6BgJVodpYxxhYCKsgSJFmjqdDlZXV21+iFC6bzqdRrFYNKdOO6ZNtlotq3ZzjELPEb1mDY41UWAizMdzTojrzEj5jEQigS6QrkbRzrDD8bRQr9fx+eef45/+03+K4+NjfPLJJ6hUKtbZ1MA2Go0ikUjg+PgYJycnuH79Ol544QWjAgMwe6GaKWd2VYyNtsXikvpUAFbULRQKeOutt7CxsYFSqYRyuYxSqWQ06V6vZ+vw9vb2LH5gIY02RYrl+vo61tfXce/ePezt7aHf7wcCVtWqoIoq5+LffPNNLC8vo1wuG2Wa51c6nUalUsHx8XFgTYmOGrAYPRwOrfjtcDxNVCoV3L9/H/l8Huvr67h48SLy+bzZMEdhABjrotFo4N69eyYed+HCBbNHFpva7bZRidkBZnzLxgttmfbMgg7j/Gq1ihs3buDzzz9HNpvF5cuXkc/n7TlkRUWjUWxsbKDT6ZgvZI4wGAxMqb3RaODy5cvY2Ngw3Qz6SL7mkzRuGPMvLCwgm83aqAWpy+z8MrcIsykJUpHPu5jjuU9sZ7MZPv74Y7z88su4cOECer2eiUFQ2YwGpVRi3qTkwzMY5EoeVluIXq8X6NLyxtb5uMlkgk6ng1qtZoI2VI+Lx+PWXQXm64S0+8IqFF+Ls8J0Vjpcz6BYE3l+Rh4KJycndlAwMSe9k1RK4HRQnfLpQFC9mUnzZHK6EqVSqVhi607U8bQRiUSwvr6OZDKJfr9vARwdhM6h8v6jU51Op6a4qvRkngMqOMPnckSB9kymB22NwXKn07El78ViEaurq1bo0oIU6VWTycSS2/F4HBCCoK3zzCkUCrb2S5N1FpZY4OJ5oeqSOitbKBQsaVaxOFUw11GFWCyGdruNWq32fH65jnODbreLH//4x9je3sbnn3+Ovb099Ho9u7dV5IzFJdKBS6US3nzzTbz55pvY3d21M4CCSaQlchcz7Y1FXgaH+Xze/CtFZC5cuIDr168jHo9jd3fXlEy73a7N3nW7XbRaLbO527dvm9/VVTzA6fmxvb0N4LTATcVyiliyeESKNItPm5ubeOONN6yLRBEs/ix4/p2cnBjVUuMXdqC5y5ZFZ+/YOp42JpPTPc+vvfYaXn/9dbz88ssAEFiRRxtkIYorv5aXl7G3t4fBYICrV69iY2MjIN7KGDeTyWB5eTlQ+FI2JBNFMrcGgwF2d3fxySef4OjoCPl8Hjs7O7b1g0kwBeEmk9OtCVeuXAkkzb1ez1iTtDH6Z87fZjIZ6z5TqE7ZZPV63QpajK957nQ6HROZW11dRTKZDIwoMannjH+320WtVkOz2XzOv+WvF859YguccuVv376NV155BblczqgRSidU5TWl2pL+wMoRV4cwqWUwTGVTGsGThBq63S6q1Sr6/b6JVNER8j06nQ4ajYZ9ja8JwCpLCwun60OWlpZwcHCAdrsdoCWGRTLUofOa+b3pdIpsNhtw8uxiUy1OkwUeCAyE+TPirO/9+/dtTtDheNqYTCaoVCrI5XJIJpOWjFE8grYSpvqxuJRKpYx9QSYCC0ra3WTxhp3OsHAa2RF0TMPhEMlkEuvr61at1pk5ngdaZFpaWkI2m8XCwgKOj48t4QTmIla6X5u2xtlhCsxQUZGFqnQ6ja2tLXS7XXP8JycnRmekY+bPKLyWi1/vdDo2E+VwPG3s7e3hJz/5CdbX1y1w4wgAwX/T57bbbezv7+PmzZt45ZVXsL29jWvXriGTyeD4+Ng6teym0DZoOwyWAZjNF4tFXL58GVeuXMHq6iqazaYl20xC+/1+YK+8dkcHgwFu3bplBbKlpSUbA1KBKgbCDL7DhWsmrcViEX/yJ3+C7e1t3L59G6VSCc1m08Yn2LHi2RKOM3SUKZfL2ewjFdQdjqcNdjxJ/U0kElZMofgS710WeC9cuIC1tTXs7+/j/v37ODw8NNtNJpO2p5ldXnY41acxjiXlv9/v4/DwEDdv3sTdu3cxmUywsbGBzc1NS2r5HKo5A7DiUj6fx4svvhho/jAfoFjr8fEx1tbWsLOzg1QqZaJRTLRZeJrNZqjX6yZ0WSwWUSgUTF2ZhWsAlrgrs4QFe25zabVaaLValiSfZ3hii1OnUSqVUKlUcOnSJXMm7KbwJqaTUBEL3tQURqJxcYGyBog6c6dzM+zwUB2RCa0aL9+3UqmgWq2iWCwGlJc1qGbnlkkuRS1UPINVYx4mOsjOa6LiMqtpTFgpha5JgkqbqzIjD4Rut4vj42PrRjsczwLT6RTlctnElXgf8h6m+q8+HpirmKdSKcTjcXue7prkPT+bzQKdWu3WUpiKi+Y5g5rP57G1tWU0I52bVfaGVpjZNSXdcmFhAbVazZJYirjxvOL5xLUoTOT1+qbTKVqtljE7hsOh7b1jN4jiHAz4da6WDJNoNGrdKR8pcDwLUCxtdXXV1lfQlnVsRscA+Hev10O5XMbFixfx0ksv2djN8fGxrf6gTbEwo36dZ0ShUMCbb76JS5cuYXFxEQcHB3j48CEODw9RqVSMckzmhHaK1GZ6vR5u3rxp40qvvfYaVlZWLDAfDAaB+VgirNLMRLvZbOLRo0c4PDxEo9EwjQvSkDmPzNEg/rxUhIdClEzMvdjseFYgC4LMPcagLDzzHtVRPvqwq1evYn19HYeHhyiXy+j1eiaAGolEAuM6ZF+xgMWRwUKhgNlshvv37+PTTz/F/v4+YrEYtre3USgUTPVYE8pEImE+joXs2WyGbDaLl19+2c6fbrdrvnh5eTngQ0mRZkytWjqdTge7u7sYj8e4cuUKtre3beMK8wduQeFGEhbVOUqk7MtGo2HF6fMqGkV4Yos5BZE3KB0eDY3OAAguYKcCmyaupDwyoWWwyXkC5cPr+/MxsVjMElpSMfieFGtpNBrWSQoLYuh7RKNR5PP5xyiDXDyts7cqJENjIehU+T4qpEOHGa5Qc0E9A3SKfTQaDe/wOJ4pGNiS2seEVAM7BpC0cdonHRLX77Ar2+v10Ol0kM/nA+IzSvufTqdGyeduSVJ/dd8dMC9u6YgDk0g6LqUoZzIZrK2tWZDLQJTONFzY0gSXYxFUU59OT3f26cgAfxY8Q1gsI+WK3R8W+Xht3uVxPCvQz7LAms/nMRgMArvkgfmOdCaJtM9Wq4WbN29id3cX29vbuHjxoo3NLCwsoN1uW2LK+1oZTUwiV1ZWbD5+b28Pu7u7OD4+NqEX+j/6axVVDI8O3bt3D71eD7VaDdevX0ehUMB0OjW/riM6LHhr17ZareK9994z4StlWvG809l3jhIwfuE8shbDWKA+78Gw49mBRaqdnR1Eo1HbN53P582eeY+qWCP/HYvFcPnyZRQKBRwdHaFarWI4HCKfz1vzhMKvHJ+jn2KTqFKp4OjoyDQumNBms1nkcjmzGe7c5TkBzBkh9PXJZBJvvvkm0uk0Hjx4YPEGFZS5LohxMRld7AInEgmk02m8/PLL2N7etkIT6crJZNISVN1IoNo/jGXo3xuNho0InveRAk9s/wG8gdktZUeExqarM1hZPTk5Qa1WQywWw8rKCpLJpDk6OhC+bjiw5g3K9+ZMHatV4aXTfG92WBKJhAXgTJ5VfIbOPR6PmwIduyzcZ6vdWV4HP6euONCuNPC4giITX11KTUU4Hk48vLjGxOF4VqAKMANi2pIyMLSbQmYFq71qR0zySCW6cOEC2u22zb2opD5tOh6PI5vNmnhcPp8356QVWwanvV4vkPDyzFAxKAAmVjebzYyFQbVHTdYZEHNMgaJT/J5eA7uvukKBZx6Dc70G/p87Br1b63hWICWeIz7j8di6Ie12G/1+32xFBdROTk6MIkxmQqfTwd7eHnK5nBWGyK4A8FhxWH10s9lEt9vFwcEBHj16ZEG1Kq3T5mlDuk5IBaAWFhZweHiIn/70p9jf38eLL76ITCaDXq+HUqlkRV8dT+AZxuI2A29li2icwcK82jlwqhfAdSRKReZ+UIfjWYEr91QAif6J9zdjbgCWlPKep1+MxWImPkXhNgBYX183f6+UXz6H9rS0tGRF5lwuZ0Ue+rzZbGa77Tc3N823sljF86HX6yGZTOLVV1/FxsYG9vf30Wg0kMlksLm5ibW1NaTTabNnjcd5/nCsgIJzLISpSJayNXRkgoKuZJjVajWUy2Xs7e2ZOOx5hie2OHU27HrwwFeHpMqf2hnh3B7pjRpEA3hiRTk846egc9ZEVquoNG4OqrNKpXMFmqzy/3zfRCJhlCV1fkqz4PsyuOfjlZ4VVoXlz5DXwIOCjpfVufX19cCeLofjWYAzbgwwdc6dCr9a6RyPx0gmk8jn8+h0Ota1AeYUZc7OsaOizAgVWarVauY0lVKl1GM68Hg8bmqI165dQ7vdRrVaNYemDg5A4Dyi+BQwT8T5uixE0REy8FYbZpGKYwQ6I8zzg3bPxwHzcYpqterURcczBe+5drttia0WXvl/3u/5fB75fB7lctmKL6QpcgatWq2abzw5ObHX5WuEZ++Pjo6smFwqldBut81mlNnAmIHqpzx3VNBN2V2kJrdaLWxsbGA8HqPZbFqCqV1Udm35Whx7UpsNb0kA5l0mgsFzNpvF2toa4vE4Op1O4GftcDwLjEYj9Pt9LC4u2nw7GRMa95KGS6E3Mh/plziqx5lTCjutrq5awYsUZACBFT/Ly8soFAqBET8daWDsPhwO0W63AZxuJ2D8n0wmjRHC64zFYtja2sLa2poV2y5evIgLFy7YHLGeKdwqwq0nbH5xTpYJOc8XNoOUwcXYgUyTwWCAdruNTqfjq/f+AZ7YChgIMvBlEMnqEbsV7IAsLS3Zug4mhjRGdlYAWFIbnu1TKqLSC6iuqAE2A3Dy9lutlqkUsyqtFGF2jXWBMwCkUikziHCiqp0iXhsrz3xtdYC8bp2xZTA8m80C83/ZbNYU3Zzy5HiWYJCqKuK0Z+3EaHeUaujhAhYrvoQ6TF0hoPN5JycniMfjpnyqCoa6UoTO79e//rVdK+fdeQ26ykCTXVaadcfmk34Gatu0Zdqg2j8/C9+H16IdrHCQrXRQh+Npg7Or7JBy1p2FJbIN0um0dS6m0ynS6TRyuRxqtZoFfExetegcZlzwXleRuGq1inK5HFiTRz/HM4XsrMFgYPN83LtJv04/qcntycmJCVCRtqjXE17ZxbU8PGcYn2jnmPEB7Zc+m36Z8/9Uc02n00axdDieFaLRqCkda0c1lUrZqA9tkknwcDi0xhH/hNfTra6umm1wTEF9Hn0352TX19eNqsu1PSrOSptWHQyN8ZkMM4FkobtQKNhKwZWVFduUQhskc4rU6EgkglarZdf1JMoxacmEKsKTWcprXFxctBVJ5104CvDEFsBc3IGVHnWApB2rOBK/pnRizgMxOARgXVFNGPlY/p83Pb+mjk0VlHX+jXNy9XodnU7HDEXnbXnD6/UwmGV3iVVkpT0ohYPXoI5cxaEIFdXSTpcm83xfD4YdzxrKsAAQuHeV2q92SMVgra5q55OPp/0xiATmdkXny+AxFotZUUyZHkxe6bS3t7fR7XatOwTM6cTKulC6lCqn8hq1u6rnip5peqYwIQ4zNfiz4tlAmhh/bjwPdIWIw/G0weCOe12ZnAIwWh+DXfpldjT5GBaK+T3e1/TptC9NFmlLnHFjAAwEC2QaBPMsiMfjRpNk0UmvmTODGjewy0S/rPRhAPbZSLXUjQsM9DkCwQIVbZk+PZzA81yicJz7ZMezBJtAFDejHdBu9B7k18PFFo2Bgbk/5rgbGVi0D9WgabVaxnTQzihfi2NDbMYsLi6aH8/lchYj8HqpPM7r4Otns1n7PwXclD3FZJ1jhNTKYHzAphPPKDbT+Bi+p8YnPAMpRufwxNbAlj6HzindrSt6eJPR0fBmUxqQJrKaVBJ0hnQ2/BodEP8NBKnITKTpSLnKhLOrnAHQ6jBfOzwPy9fm94H57tlwV1kdniapmjxoFU2D7jAdixVjd6KOZwntjigtj2qMfIzO0XNuBUBA+E1tQO2Pzka7JQQLTzrrwgBZC0I3b95EMpnE66+/jlKphPfff99eT5NVFtKojKi0SaX9AwjYsFZ41YGz6KSfSztZ6mjDVGgARoPUQoDD8bRB5hMAK7KoryUDiIXWTqdj9zbHghiQarKoSaWeFWE7ImsqTE9+ErOJ5wJnbTlLp35bA2GdXZ9Op4HZWh3rCY/6aLCvCbkWrxizxGIxnJycGLMjPD+s8YvD8SzBZFV9CVlOYfo970n6u/DKK2Ul0lfTlvlHxwIZI6vIo9qsPp4JZzweR6vVwuLiIlKplNknr4kUYWBeSOfIA+nVTH753ixcMQ5RFXRNZoF5nM7EnEkui1vKBGHMHW44nWf4ifYPoHPhyp3FxUVbCwDAbiYAVhVWg+ANxz/aYdGkUqvEDE6VFhx2aNq9JTWR834MMBlEh+d3eZiEZ4doCOG5WnWaGsBr8MqgmjNO2tnRrq1+NnazWdVyOJ4lGOAp3ZYFKzpX3uu8H9UuAATsT1kN+jeDVv5bC1PhgFQLY7yeW7duYWHhdMVQo9EIXC+dNqvQHEOgXdLutaikSa3ODmkhjQWn8NmjQT/pYDrrw8doEOEzto7nAa7f0kIOg1bem/y6dkU5q0eqbbhg/EUFVg0kCZ1d11EHBuBkTZEimE6nbTaOr8mzgN0pLYbp+2rAGi5I8/qBeTGadkxfy+AcQGD8QOf7w+/rcDxLMP7jvavztDqXDsy7t2FfTd+lTASF0nK108kGFe1Di7V8TdrJ8vIyVlZWMJlMTFSNtsTEkYKQjUbDOrI8Y/g8JrW8Dl4bX4NnlXaceX38HsXyyJji+cCRptlsZho7Ombg8MTW0Ov1sLe3Z3LcrNAwyNPkkzconRrFY3T/Ix2RdkIZ9OqsjQaVAAJBMKG0p0Qi8dg8Dh2hBuk6C6fUYgbh6ij5GrxWHg5hhBPkJ8318aCisA0deafTQaVScfVFx3MB51OUBkSnoQEjnQFtVxXCwwUqQtkVSh/i8/j+el4QfLwyPv72b/8W7XY7oE7M4pEW0bi6KJ1OB6q7OhrBM0UTaz0XNDCnI1dKlNKftasTZpnw5+BwPCvQhtUOGdil02nzo5zVo6bEYDDA7u5uoKNCW1G7UbvWe5mPDyefqhiuFGZ2nbjbWpkiyoQgqKGh3WF9XDgB5/eVbaFnjtKOOc/P9yG7i2cCzzplW3GW3uF4VhgOh6hWq+j1erbWRme7GWerXfFeZ4xNyi2fq/PjZCcwKeZ5QZaUFrYWF09nVNkgUj++vLyMjY0Noy1zhjYej1scO51OA8Ujnim0ISbjnK/VRJXnAuN5TVi166xxBxNvTX6BuX3z2lUl/rzDE9t/wGQywYMHD3BwcIBcLofpdIpEIgEgqOimlR4KVrDqo93Y2Ww+SxeuOgEIOC/+P+zUwtRgGuTq6qrttwXmHSo1dgA2OJ9MJgOULv1bO0qafGvFK9zR0cBeX5eGqQI4PLA6nQ729/d9h63jmYOHPKurSr+ncATvf3ZVCoWCVT4BBOZtwmACqPN2StsN27Z+jZ1YVogjkYhRpUhzog0qzZAVbs7NaieZAT9fX4N3deYq7EYwCGdxjt0ufk6eC7w2Pp/fczieFVjMYXDLIilXZNBHabGHK0BIS9aAUwvESgPm9wjtiBJMdnVOnRiNRuh2u3Ze0Ea401bpyxS3CbMdNLlVX6x+VymUev08C9Tm+fq5XA7pdNrsl8k+i+/8mhepHM8ag8EAnU4HKysrAOYz50BwDZ3uel1aWrL97+xs6gwtgIAvYlyqySoTTPpKLR6Hk93l5WUrEPX7fesqE+rLqaEBzJmMylxUMAeYTCaBwjUAG+nR4jRjF+YVjO/J0sxkMnYOKDvFWVSn8MRWMJ2eLkqnqpjS9ZigsXKUyWRsr2S4qxOeKwWCisP6NzCv+IQrtVq14tdjsRgymQxmsxna7XaAfqw0C1aMKJyh9AulTSrVWGmVGtTS0LSrGw6OGezrz42GdnJygmaziVqt9pgggMPxLDAajUyoQYszuq6HfxeLRRQKBbtfWSENjw1oUUe7OTwjVIBNqUZa7NLZHuDUFlnBpsPTCqw6KlKeuPdWzxitPPM66ChVwIaOl6/H5+tMLe1fZwE5ww/AFB1VsdHheBZggJfJZHBycmLBLpkGTCZHoxFKpRJqtZqxMMhUUqoyMC8ah/0Y8aSCDW2LQTHtUm2QlErqdTC5ZYzAoJxUQmV1KSOMX9ORivCogF6XUiwVGsesra0hk8kEfgbD4RDNZhPNZtMTW8czR7Vaxd7eHlZXV+0+ph+mr2m1Wmi1WjaiQ+Em3svawaVoHG0tXLzlPa16EuontdhMf7u8vIxcLmcJbTQatTOI40wE1dA5xw7MKda8Fn2P8PiPjjmq8Ctfmz8j3cer63+y2ax93larZavLHJ7YBlCr1XD37l1cvHgRiUTCAj7OuMViMaTTaVsvoFUfNRylB2sHlc5U1dj0OQACSWXY8dIwSL2Ix+PW+WGXVGcY+P6sGivlWN+XhsZAWK+VFSHSmPg8Brw8NJj4A8GZPla9yuUyqtWqd3kczwXD4dC6NuyG0oHyXo5Go1hbW0OxWDRbY5WUyeAX3a/aGVW6s9L4NSAllLmhszMqAsXOlFKO+DUAgaRWi0lh562dXE26gbl987PweTqrqN9TVVXSotyJOp41uBJjZ2fHuovUjqCPrtfrODo6MqrjYDAIFJtUkA2Y3/u8f7XTqTakiaJ2enTmTrssKtrE57MLBMzXjzBQBmD0S14XQVvUgjdBnxzuQmmBnJ+PgXC320UymTQq6OLi6Y7eXq/ndux4LqjX6zg4OMDOzg7i8TgSiQRisRg6nQ46nY7FimQlZrNZAPNxIdojbZDqylooUr+onVNtLPH8CMfmTJCz2ayt76ItTSYTNJtNK0xxLIGMMC2Cs6FEGw8zIvWsUFvmucFrUtEpxiMskDG+4TlTLpdRqVS8QPUP8MRWQGUzGku/3zdlX13uzIFuDQLD1EAgSK9gsAkE98Zq8qoOVztD4ceH1ZRZISJVg0ZMWlS4m6t0R60k6QoRpUaoWI4uv9bOD/+vHWMm6ZVKBTdv3vT5WsdzRblcRjQaNSqRMiGWlpaws7ODQqEQKFxpgvmkjg4dEe95djK1+6nFI+2uaNeUlWCt7tKpA8GZPKVS0wbpJAEEWBvhsyb8vkp51M/NhJqfhauAGLzr3OFsNrNVKA7Hs8RoNMInn3yC733ve0ilUmi1WgBOx2uGwyGOj49RLpfRaDSso6IFWt6/9Nk6GsQRAO2kELy3VTwNmO+k52P0OQxEWXRmsMrPwbNC12c9KakkTfFJasbAaWBPm9XPqQE2wZiGr5fL5QKfoV6vO4vK8dzQbDZxfHyMra0tYx6enJyg2+0CgLGntHjKuFKZi+Fdt4xdgeBWBI1R6fv4WPpL2pnO7KqqORs0nE/XJJnP57lCn64sKF4z7UyZWYyrtQin7EeyzKLRqOUe+jyO9h0dHaFerz+n3+LXH57YhvDgwQM0m01kMhkzjkwmg2w2a/QH0gSYRGplV4WaSDdgp0XpjbyRgeDcqnaC1EAJPo43P42BN7omojqfF0aY+qwdJz4n3HHme1M5WitSSvHQDm+/38fe3h7K5bIrtjmeKyaTCfb29rCysmL33tLSEpLJJHK5nNEblQasVVVV+AYQ+Ld2NMOUJoI2oA6VHWR1uLQZdldUjZhJuVKKee6oQBv/Ds8F8rn8P88TVsdViEMT2jB1Sj/TgwcPLMFwOJ41Dg8PkUqlcPnyZdy7dw+j0QitVsvuQ13Tpz5UxeIGg8FjfhiY23TYR2phiI/h5gP6S8YBek5QiIn2S9unb9VRBPpu7drS7sKaGLRhssX4eVmkS6fT6Pf7j41BkbHVarUQiUSQz+ctoRiPx+j1el6gcjw33L9/H/l83na4j8djdDodRCIRrK2toVAomBibrsNhTMtCNe97FozoC5WKrLEoE1eOMGhjBwiOHZJaHIvFjAECIJA8q9Ai/abO/moBjeww7dxGIhGbi9ViGD8vZ3153TzDEomE/QwYo7Tbbdy7d89HgwSe2Iawt7eH999/32ZpSYmg4iGAx8QW6NTojGgA6mTCVAoVgSFIUQhXc2msGhDzGugcdUZHO0phCiGdbLiapQl1WOENmIvM0IlPJqey5jqITwPnfG+/30e5XMaNGzdw7969Z/Dbcjh+O2azGTqdDorFIlKpVKD70e/37f7V5I/2qh0WYG7nmuzRdvhvZVNMJhMThlDb49c0UQZgFCMK0nFlAM8d2nqYMaGOXBNvnc/je7PYpUJU3W7XHLlWsfUM0ZngZrP57H5hDkcI0+kUv/jFL/DDH/7QCqVHR0dGUdRZdL3/ldHAQJaBphaalG74pPdm4BkeIVIboZ3SngjOw2u3VZNcPjccZPO19LxRkSwWl2mvyWQSa2trJnrDghpflwFwPB7HysoKDg4OUCqVAtfqcDxrDIdD3LlzB4VCAel0GsvLy8hkMlhZWUEmk8FwOES32zVWkuo60EfRjln0ZUKZTCYDNk7/RmowG1M6PhjefMCuK58DwJibfC/G9tPp1CjRukKLonH0u08SlmUndjwemwhtLBazuJ6FaxamyMgYj8emct5sNtHv9/Hhhx/i4cOHz+13eBbgie0T8Hd/93dYX1/HxYsXkcvlLNBlBYV/eNOGd8UC804Ob2Iaqs7uaXWZ1Rd2eLULA8wdLN+71WoFKIcauLKaxfdTahNfU983XBVmsK4JsHZ/+D3OO+lAPyte3W4X9XodH330EW7evPl8fnEOxxNwcnKCdruNdDodUDlmAYr2zXtcHV248ATM5+Bns9ljbAmtEDP41LMizJLgeywuLlo1mbYFzPdJ8/o4U6+voY5Wv6c0KCAoYKGfTc8LMlF0vpcJ+9LSko8TOL4S/O///b/xR3/0R8hms+h2u9bRIXtBC1T0XzpfR9vQQpT6K35NA1BC53QVKvCyuLhos6vNZhODwcBshQkozwL1/UCwO8z/60oegsE5A3+lKw4GgwALhdeguhiz2cw+8+eff47j4+On8rtxOL4MKpUK7t27h5WVFeTzeeRyOUsGqWDMsSA2dXjvszCkRR3GzHyOdmQBWFKqrxvWptARIh0RolAci0x8HXZNe72eCdqpQBzfW9cHauGM+QA7sLRTriCienomk0EikQgoJzPuAE6p3Xfv3nW/HIIntk/AZDLB3/7t3+Lf/tt/a3M45Px3u120220sLi4im81aNZYOVQ0FmCekGgxrt/RJiS3n17RbSgoT6U6cA1baIo1duf2EUpj12vhHX18dqqotMohm5YzXqrvzODzfbDaxu7uLX/3qV05bdHylmM1mKJfLtlidNkubUxsFTu/zZDL5GGWJtkEaEL/GwJZ2R6rveDxGOp1Gr9czOpJWoPl6TFgTiYQlyAyYSZMmDVJtUxPt8MiCdoR4viiNknv5dK5H9+ApLRs4dbiVSgWNRuOZ/74cjjD6/T7++3//7/g3/+bfBGbttGjLIjMAo/WrqAy7qrRBJnmdTgfAnO6oxVvaB30ezw0Wo+j74/E48vk8lpaWrJPC+T+qngJBwSkgOD5Anx/uAAHB5Jf+NjyCQEpyLBZDMplEuVwOiEMtLCwgnU6j2+3i448/ts/tcDxv3L17F1evXsWLL75oQk3D4RCRyOkavkYnBwAAIK1JREFUTWAee1Krhp1L2ibPAfpgHY8DYNRjxqRa7KUdsuPK5w8GAywuLhqToVAo2K5n+nntqJIdoWJUao9MlHlO6Cji0tKSCeCRRRKNRpHJZNBut41RwZljgmdQv9/H3bt3US6Xn9ev7czAE9svwPHxMf7f//t/yOfzODw8xOrqKjqdDprNJmKxGDY2NowyGK64anUmHGyq+JM6NP0+HTINg85Vn6NOXQWhlJKlybZeo3aLwp1jDZy1kqWzBKRFMWDQHVqTycQ4/7/5zW9wdHQUqH47HF8FxuMx6vW6OTIt6oRpjDr/xucq1ZDJsBaDCGVpMBimSivVmZmgKuU/m82i3+9jMBjYe2sVlkkvnSgQPAs0yNXilnZxCZ0PpIPWDhMwV55k5XowGKBUKrmCquMrw8HBAd555x388Ic/RL1et3s8EolgZWUFKysrGA6HKJfLFpjyMaTT8/7lOaBdGGU0hP02O0HhkR2ylpLJpI0s7e3tmT3xPSgOx26Ojho9qQitzBIFbZmz+nz+cDhEu90OdMEWFxdxfHxsQX0ul8PKygreffddLzY7vlKMx2PcvHkTb775ps2Hx+NxJJNJYxxMp1OzqcFggHa7HUhWVYcmrFBOH6hsy7DAFOnMnJ9XlfX9/X0kEgkUi0UsLy8HqP8akyvLCYDFCGFhWSC46zbMyNDiOjVAKpUKHj16hHa7ja2tLWSzWTsrut0ubt++jc8+++w5/+bOBjyx/QLMZjN89tlnSKVS+MEPfmCdCs6opFKpxwbPVYRFaYZKGVY6Qjj4pAHQ4BgcU42NSeyTVpHQ8bLrq9cQXiUSFoOik2VAr0Eyq1ThAEBnADjH2O12MZlMUK1W8emnn+L27due1Dq+FpjNZmi1WmY77NYozYg0JXaAtCsCBOfVlfVAKE0oGo2i1+uhVquZA6MohVIl1QmHk2Sl96uIVLiboyyQMMWK/+b5wuq3agJwhpDJNAUzeN31eh3NZtOTWsdXitlshjt37mBtbQ2vvvoqjo6OTFRqbW0Nu7u7ePTokdkc7Zp0wvBYAfdCarKoCFMPVTV9PB6j0WhYIDqbzZBOpzGdnu6UZCen0Wig1WpZ8E07ZZKr/jV8psTjcZvV03MmfJ0sSFMVdWFhASsrK7hw4QLi8TgqlQoWFhZw7do13L59G7/85S+f8m/G4fjy2NvbwzvvvIM///M/x8rKChYWFlCr1fDw4UMsLCzg0qVLpovBQhF9KxAcqeP3tFmkzEh+jcVhLTYzDictuF6vo9FoIB6Po1AoIJFI2K5n7Rj3ej3z22Fl43BRWTV36L/JwqJPn06n6PV6iMfjKBaLGA6H2N3dRaVSwcnJCV566SVks1m0Wi28++67ePfdd31G/gvgie1vwWQywa1bt3DhwgXs7OwglUphc3MT6XQ6kOAxodVZNp27VbrjcDg0B6kzeaw2Udab4jY02HAVKtz1CdMfFHxvBrvqsPk59ZCg4dLo+TnUUFWynIJX7XYbrVYLH3zwAT788ENbqu1wfB0wm81QrVYBICD6QEo/Z8W5coeBZ7izA8xX8GgxKlzUCndlFxYWTPVY51tpR3xtOjomv7RbnfXT1VyawOq8bZiOzNdS5UiKY/H7ZGK02230+310Oh1XW3R8bcAu6VtvvYXV1VXk83n0+33cuHEDn376Ker1ulEKAViXFQiKKtLWdf972G8qZTgWi9m822w2Q6PRMNEm2jyFoxjk0ofqmBAwD7Dpd3XcR1kky8vLNmvHM4B0S53D1a5Vq9XC/v4+JpMJ1tbWcOXKFWxubmJpaQlHR0f46U9/6n7Z8bXAeDzGO++8g+FwiFdeeQUnJycol8vI5/N48803USwWA74ICIqZMt4lNV8LvozHwzEuk2QmqolEwp6n64WULUmfmUwmEY1GTaBNu8Zq0/TLbDDxcUzI+X6qkaEzxq1WC6lUCisrK5hMJtjf30ej0cAnn3yCVCqFu3fv4uOPP3Y7/i3wxPYfQb1exwcffIBUKoVIJBK4mXSulDepdmp1HQ6dExNhBpbhP0xudb+lvld4NpcOk0ap8zlhsQztxOrfwHyeQWcAVKBCHasG0lo9rtfrePfdd/HBBx88rR+/w/HU0Ww2TUgql8tZIqv0Y67DAWAiD2Eb0CRShdlIReIfVoHp9DRg1vl72rKu3AHmSTTtTe1bwTOB0DlgZYU8qbvLDjXXDvR6PVsp4nB8nfD3f//3+Pu//3v8i3/xL/Cf/tN/wnA4xOeff25JbZhZwEBV6YoMcsOUY4XaH8UQaU/RaBQXLlwwARkylVRnQ4teTDy12K0+HwiOD1EdXcVy+DrxeNyYF3y+Msb6/b6dX2trazg5OcFf/dVf4Uc/+tGz/LU4HF8as9kM77//Pm7evIlEIoGXX34ZL730EtbW1kzxXFdmsiDFxFHF2JSNCMztV4vEtC8K0OVyORsTIGtL13BxfAgIisCpz1f/re8R1r5hbM9zge+pyTW/Dpw2j/L5PEajEbrdLj799FM0Gg1UKpVn/4s54/DE9nfA3bt3sbS0hO985zvI5XIBkRU6k3CQGP4ejU6pCfy3BsU0LlajdC6HlR8aMgUyKHIDnFao+fo0onAgC8zn8viaTIqVVs1glxLnDHI12e73++h2u9jf38dvfvMb5/w7vvagAFSY3cD7mkGhdmJUrIJBJQNk/beKsXF2Vc8L7bDw/wACSorKsADmAS9tWoNaAF8YqPO6NHAGgtVrfq7w7P7S0pIprzscX0f89Kc/RSaTwZ//+Z/bvcr7lQVaUoiVYcE/2kVVloX6ac7otdttsz2u59BRBXaCuO++3W4b04rvrUF3uNhNARztKmUyGZvv00I2VxHyNXguaFzAovS7776LX/ziF/j000+fzy/F4fiSoIBbt9vFH//xHyObzSISiaDT6VgMTRtZXl42hhGZgmzqMDZmbM3YlfZHJsfy8jIKhQI6nY6NDnDkR98rnDizOMZVgLPZzOJtKrQDMH9KW1bGiI4gkVWSTqdN+Vi1dOiHk8kk4vE4ms0m2u328/71nEl4Yvs74vbt2+j1eiYUUSgUTAhGqbyqmsYgURNLpQDyeeGZAVaEWfVRQ6V6HI2aRsbHk/4APE7bCAe9Gojz9dXw+DiuQ+Dj6Yz7/T5arRaq1Spu376NW7du2Sygw/F1Bp0Iq6wMQsNrNMJ/gPlsjCaO6sCUvUFaks6vU+wlEomYowUQsB1ek3aRdT2RBtSsSIcLV+HOUXhWj2eRCtnwee1221cIOL72+Ou//mv82Z/9GTKZDMrlcoChwOISV+QA8yKQBsRa0NWRIqURDodD1Ot1zGYzdLtds3sWmYB5ZziXy6HT6djqEh0DABAItjnrq3PwfH8WlxXD4RCJRMKE3cJr/fjvXq+HW7du4fPPP/cdl44zAXZSe70e8vl8oHCsRSJtIjHRpJ0C83nW8C7n2ex0jc7i4qKtGKLNsztMH7m0tGSjONls1mJ2LVyzGDUcDgOqyervNT5QxpZ+pul0GihMhbV7+H48Rxz/ODyx/R0xnU7x6NEj/M3f/A2SySSGwyHy+Xyg0hOunNJhalKrc7IATCRKl78zcVQOvlKc+v0+er0eptMp0um0dV3UKNXQn9TdCXeQn5TQhpUbw9XnVquFTqeDo6MjHB0d+foAx5lCr9dDMpkMrAjQ6q7O2qjTCRebNLCl/egsuj6XNsm5Xs7cxuNxNBqNgIgMr4UibWGxOT0TNKkm80MZIVRR1RkgJtJ00Pwsk8nERSkcZwbj8Rg7Ozuo1+uoVqt23+u8fFhwjbN7T6IMsuBFG6PfGwwGKJfLxpCiYCO7SLTvZDKJZDIZoD4Dj8/WAnN/HC6KEVowY/eY/p5+nmt+WCAbj8col8uo1WoYDAbOunCcCUynU5RKJTx69Mi6tvRbjJuV7qssJS1Y8X7X8QOdo+10Okgmk0Y3ZrOKPp+vPxqNUKvVbOWPsqpox+G4QBlg/JqOAQFztiaTXF0LpnO+w+HQzikKWmnx2vHF8MT2S+Lg4AB/9Vd/hR/+8IcoFArIZDJIpVK22gOYS/GzIsTKEcEqDp2e0g7pyJQSwcdoJ6nf75uB6CygUhnC3Rr9W7+vlSAeJgyg2a3VeUJSR2q1Gg4PD/HZZ5/h5s2b7kAdZwqTycRoSDq7Ruepq4GA4Mx6WJlUq8jq7HT/nD5WE+R4PG6BNb/PTi2Dagat4TkiHW3QcQMVvdKqL+1YZxE1CV5YWEC9Xg+8h8PxdcVkMsF//a//Ff/xP/5HrKysIBKJoN1uYzgcYm1tDclk0oRigLn9cG6tUChYx5Tf599q01rkpaCjzs5RpOrk5MTEIXXESINWIDgP/6RglWcHx380wT45OUEymQx8vdfrodPp2PdZdG42m8/k5+5wPG3MZjPs7+/jzp07SCQS2NjYQCwWM2HSVCqFRCIRSECV/gsEd7qTDcnurRZ4lSnJ/dccL6AAHNWTybZgEwpAgKbMeECbWPw8ACxJZvLK77OZpMrsBHOG0WiEVquFBw8eeLf2S8AT298Du7u7+Ju/+Ru8+uqrWFtbw/r6OlZXVwOBrya1NCT+icViZnB68xNKZeb3NAGloXPWQJ+v87IMbGmkfD6/T8MOUxL1e+GOFIU0qtUq7t27h1qths8++8xpi44ziX6/j3q9jtXVVQsi2QWhDapYk1J8CdqFVm7DM7JkdtCOWazSzitfi1BhqiclmjwL9Ho0SdXukI5DAPNqsnaVxuMxarWaL3x3nCmUy2X8r//1v7C5uYloNGq7LwuFAqrVqnU4VUV8Op3aSM/Kygra7bYVsoC5bQFBSqAWg3TzAf1ss9lEsVi0a2NHONy1DX9NRdr4eqPRyIpt/P5sdrrahII2PJ9YhOZOec4oerHZcZYwHA7xySefAAAODw9NLIpjBcB8Dp5jePSdpBKHC1VhUTidZSfrApgXh6mLoUVixtBsOIVpwTwLmPxqg4i+lXZL7RyeGbrzmo0jnjedTgf37t3DwcHBs/3Bf8Pgie3vif39fVQqFVy/ft0U1lgxZmJI2hDpBsC8I6ozPdrB5feUakEopUGdLL+n3HwNtnkIqIFy8J0UKhofE9swXZlfo2BVvV5HpVLB/fv30ev1nu8P3+F4iuj3+2g0GkgkErYEnc4vvFpH7SEsPsUqK7s1fLzK/JPmxOCWjnQ4HAaCUHWgYcesRS4GvKw661wg3z8WiwVW+vA1+D4cb+h2u2g0Gh4MO84UxuMxPv74Y3z88ce23mYymSCTyRiLif4vPMdGe+RYAAs+TEjpk79otp2q51wHVC6XA35XfaieKQBsRpcIzwf3ej3rJCmNmQG9ngsUnXwSQ8zhOEtot9v47LPPcOHCBayuriISiSCbzdq9TRvU0RrGr81mE7lczvbfAnP2A8H4mN1evgbt5uTkJMDyoB1TRBV4fPsB/TXjfmVgAvORJBbZ2AXm+1LMkvRjMk/u3LmDhw8f+naCLwlPbP8ADIdD3L17F/V63YQcKOzA/Xg0CAaZdJCs+DJB1SRXKz36BwiqpQHzZJdGR7oFHSqdISvQ4/EYvV7PnLuqQepjaHgMBmj0/X4fx8fHuH37Nm7cuIFSqeRO1HGmMR6P0Wg0bK6UxR46MdKEVdxJKcBKVVYasybIDGLpyFQUI0xfBvBYVwcIKrrSJilQw/ODTpML6MOFsXDyzOpxo9HwGR7HmcfBwQFOTk7w2muvmehLq9Uyu1SGBIPSVqsV8MUq/KZsKS00hW2Ldsz3oB2pX1VGBzBPRoGgYjIfP5mcbh2gqrN+nWcVE17SHame+ujRo+f1I3c4njqazSa63S5WV1exsbGB0WiElZUVo+DTDrQJRGViUvUZvzJW1u0GOlZHuwzTf3WUIDzGA8zFHGn7LCxp84qPjcVi6PV66PV6SKVSdt3RaNTEp2jL7PrevXsXH374IdrtthebvyQ8sf0D0e12rWPLBDSdTtv3yaFXWkP45mfXhs4UQCD5VcVDPp7dGaUbMrjVShPVH/maDHpPTk7stXXwnpQIvh4D8Wq1airIv/zlL3H37l1Uq9Xn/NN2OJ4dRqMRKpUKCoWCUYeZ+IVn7sKUYXZpgDm1kFXkyWSCeDxulCrtCjG5TKfTiMfj5uDCXVogOCdPB64BNABzrkqNZpdHr1VxdHTkSa3jG4GTkxMcHBxgNBphZ2cHyWQywHxisKqBKEFGBb+vwSmLwGEWFItgDKyVTaX2FL4Gvj9X8k0mk8BMLZ/P2cB4PP5YHMHX5RhQIpFALBbzzQSObwTG4zGOjo7QarWwtraGdDqNbDZrY3wqzsTkkAXo8Xhsj1MWJP0uGRqMn8P0Yt03Czy+Ik8fxxGGcKFaC2Bkceq4HwvNvGZ9/K1bt/D+++97Uvt7whPbp4RKpYK7d+8ilUqh0+kgHo9jOp0avZEUZVVnUwoDMA9OtXvDBFc7tjqTQ5lxYB5wM0FWsQqlLuofDZYBmBw6E9rxeIx6vY56vY5ut4t79+7hgw8+sGTZ4fgmgcnt8vIyisViQNUYeLK4DJ2RBsm0D014AQTUTFUJNZPJIJlMBmbVw/PzDK5ZrNK5Os7u0GFSJEPBRJtnx8LCAu7fv28BucPxTUGlUsGvfvUr/Ot//a8BzNfq0EapSs7vKXuJPpRJsFKH1W+yEByNRgOUZmVV6Pw8A17Si5WGHI1GUSwW0Ww2A0I3fJ5uXOA18f1PTk6sMPbee+85bdHxjUK/38fBwQEWF0/X9GxvbwNAINHUcZ5er4dMJhMQT9RZWo2nW60WBoOBCVPx6xSt0vE/FoyYgC4uLlqxGpizt/r9PobDIVKpVKBYRaoxY3/1w9Pp1JglH3/8MT766COPsf8AeGL7lDCbzXDr1i3cvn0bqVQK3//+961LQ8PiHByFpSaTic0CsGoUFpmgiASdHB83GAzQaDSQyWRQKBQA4DHBKK1GaRDMZJgBsh4QjUYD9Xrd5nrq9TqOjo7Q7/dx69YtlEqlr+xn7HA8D0ynU1vtMR6PjS7I7qoGvKpyqsJNfB2CTiwej9u8q87BKjTh5XtrlVgFoHR+D5hTH/Ua9PVJUa7VaoE5Iofjm4TZbIabN2/i888/x9tvv421tTUTl9Hd0CzecoVPLBYzYRfVwqBvJQ1Yd+B2Oh1LLIFTm9NxJPXrjAN0Pn82myEej9vqPga4wJzhVSgUzGdTbIaPyWaz6HQ6+OSTT9yeHd9IsHv7/vvv4/j4GK+88or50eFw+Jh6ca/Xs4KU6t6QQcniVCqVstegFgWTTu5yJ1OC58DCwoL5ZRaxdG1Ys9lEvV7HxYsXkUwmrdu7tLSEWq2Gfr+PdDptXd5Wq4VWq4VyuYzDw0Mf73sK8MT2KWM2m6HT6eDv/u7v8Pbbb2NxcRGlUskc18bGBpaXl41aRMoEAJvLA4L0RnWMDGIrlQru3buHtbU1bG1tPZbU0nhVDZVfp2oiuzfs5jabTbTbbTQaDVSrVYzHY9y/fx8PHjz4qn6cDsdXAlL8Dg8PA1+nHSeTSStUAQgEsLRBUp+Gw6HZGRNj2iI7Q5VKBf1+P9A10u6uJqwavGrQzfOChTAWszgmMZ1OffbOca4wm82wt7eHjY0N5HI587dMaBOJRIA9FY/Hje3EDiw1KQDY/stms2l04UgkYitC2u02MpkMEomE7ZCl7TNx5vkAzBPdZDIZEKviOcDgnN0kjjUMBgPs7++7grnj3IDNlVu3buGjjz7C5uYm8vm8MRkWFhZsfVe/3w8wI8LCU4yL2XjS+VsmrZ1Oxzq6LBDztXQGX0cEaec6N8sYgKrp1WrV5mwPDg7QaDRwcHBg7+P4w+GJ7TNCv9/HO++8g8XFRWSzWeTzeaRSKbTbbRSLRSwvLyOVSiGZTNqsDatG4V2TDJoZqPZ6Pavs9Ho9MzQANuvDNUMMtvW5rFyPRiMkEgnMZjO0221UKhWUSiXcvn0b9+/f91kdhyMEdkuA00LUyspKYBZeZ2wI7sNjx5f2TNs+OTnBnTt3MJvNkEqlAMy7wwsLCzYzBMyFLOigSW2iU+Xs/WAwQKvVAgA0Gg1LgB2O84bj42P89V//NYDTAtTm5ibW19ft/y+88IJRiYF58Zidln6/bwEsC1r9fh/A3B51Dd7a2pp1UUmRVFoyk1oG3olEAoVCAdlsFr1eD61WywLipaUlpFIpE5XhtRwdHXlS6zi3qFQqqFQqga+lUim8/fbbWF1dtYKUFnwTiYRRhznXurS0hGQyaZ1cTYYHgwFqtZrt0KVwFZkYuolAV/f0ej3TsmGBGwCq1Sr29vZw8+ZNRCIR07VQf+54OvDE9hljOp2a4igAPHr0CC+//DJWVlYQj8exurqKbDYb2KGn8zU0jng8bgHy8fExKpWKGSerVTrgTsVUVqOY6Pb7fUt8h8MhWq0W+v0+fvazn6Hb7aLdbrsolMPxO2A4HKJSqQRoSJFIxERcWN0dDAZWRGKBSfdfdjodVCoVm/NhB5YUKVVzVajgG5NtdoD7/X4g+AbmM/wOx3nFdDrFwcFBYC/kSy+9ZFoY2WwW7XYb7XYbw+HQukFUHM7n81hcXESr1QrQ/CORiK3AazabWFtbw2g0QqfTsc5NNBoNdHkSiQSKxSLW19extraGZDKJRCJhiTPXidy5cwe3b9+2c4L6Fw6HY45ut4sbN24glUohHo8jl8vh+vXryOVyFlMnEgmjGlerVRQKBeRyOWNxcL6dBeV2u43RaITl5WUsLy8bG4qd3Xg8bkkxm0OHh4c2nnB4eIjBYIAbN26gWq0aI1LhSe3Thye2zxmtVgsfffQRotGodWWy2SxeeOEFM0JdrL6wsIBGo2GGORqNcP/+fbTbbUynUzSbTbRaLZM3J6WCas2cD2BwPJvNTETj/fffx4MHD2ye0A3M4fhyeFKA2el0AmsISCtOp9PGqGCndjAYoFKpWEWZYFLLQhWLUUx6WXWuVqtW0HL7dTi+PP7P//k/FqxGo1FcuHABb731FtbX10348fj4GOPxGOl0GqPRCPl8HuVyOSDsxK0B9Xodg8HA/C+TWgrYkKW1vr6Oy5cvY2NjA4VCwWKB1dVV/I//8T/Q7/dRKBTw+eefB2zc6YoOx5PBohRwWmwql8vY2tpCoVBAKpVCsVhEOp1Gq9XCw4cP0ev1sLm5iXQ6bU2kTqeDZrNpnddIJGJaOBR/W1paCoz4kU784MED7O7uolqt4uOPP7Y4oFaruX9+jvDE9isA+fdEvV7H3t4efvaznwXWfFy6dAlvvPEGLl26ZEPsf/EXf2FU4uXlZas+R6NR6whxXxZfi/SIfr+P3d1d/OxnPzO6oq/4cDieLujsFOPxGI8ePQrYt9KkmKienJzYjA8wF7LqdDqW2LKbQ0ELh8Px+yPcQTk8PMT7779vM3v/4T/8B/zgBz+wFVu9Xg+XLl3CgwcPUCqVkEgkcPXqVfz6179Gt9sNKKazIM3kd2VlBTs7O7h27Rq2trbs/f/Lf/kvaDQaKBQKiMfj2N3dNXq027jD8eUxmUxwcHCAUqlkYwTJZNKE3gaDAY6OjgAAr732GmKxGN577z10u13s7+8/toMaQGCTSafTQblcxv7+Pg4ODnD79m1TRKY6s+OrwcLsdywjPGmvouPrg3/37/4d1tfXEY1GA4Ixw+EQu7u7+OUvf2nURMezxde9Mue2/PXFwsICUqkU0um00aM4p8f5uq/7/fVNwtf5Z+12/OyxvLyM73znO/izP/sz5PN5Yz8Vi0VEIhH85V/+pXVZ//Iv/xKlUglvvvkmfvCDH2Bvbw/lctlUVDc3N/HGG2/gypUr6Pf7+Iu/+Av86Ec/QjKZRLfb/ao/6jcaX2c7BtyWvyosLCwgmUxidXUV7XYb9Xr9scdsbGzgP//n/2yMq16vh93dXezu7uL27du4ffu2F6CeI34XW/bE9huCbDaLa9euYXNzE9VqFTdu3PBE9iuCO1GH45uBr7Mtux1/NUgkEvj2t7+NwWCABw8ePHGM58KFC/j3//7fY2FhAb1eD/V6HblcDi+99BKi0Sj+5//8n/jFL37hjKnnhK+zHQNuy193/Mt/+S+xvr6OxcVFHB4e4t1337WZXMfzhSe2DsdXAHeiDsc3A19nW3Y7/nrjjTfewLVr1wAAP//5z1GtVnH16lUUi0X88pe//Iqv7nzh62zHgNvyWQEFHL07+9XBE1uH4yuAO1GH45uBr7Mtux1//UFRqpOTk6/6Us41vs52DLgtOxy/K34XW178Rx/hcDgcDofD4fhSoKK5w+FwOJ4PPLF1OBwOh8PhcDgcDseZhie2DofD4XA4HA6Hw+E40/DE1uFwOBwOh8PhcDgcZxqe2DocDofD4XA4HA6H40zDE1uHw+FwOBwOh8PhcJxpeGLrcDgcDofD4XA4HI4zDU9sHQ6Hw+FwOBwOh8NxpuGJrcPhcDgcDofD4XA4zjQ8sXU4HA6Hw+FwOBwOx5mGJ7YOh8PhcDgcDofD4TjT8MTW4XA4HA6Hw+FwOBxnGp7YOhwOh8PhcDgcDofjTMMTW4fD4XA4HA6Hw+FwnGl4YutwOBwOh8PhcDgcjjMNT2wdDofD4XA4HA6Hw3Gm4Ymtw+FwOBwOh8PhcDjONDyxdTgcDofD4XA4HA7HmYYntg6Hw+FwOBwOh8PhONPwxNbhcDgcDofD4XA4HGcantg6HA6Hw+FwOBwOh+NMwxNbh8PhcDgcDofD4XCcaXhi63A4HA6Hw+FwOByOMw1PbB0Oh8PhcDgcDofDcabhia3D4XA4HA6Hw+FwOM40PLF1OBwOh8PhcDgcDseZhie2DofD4XA4HA6Hw+E40/DE1uFwOBwOh8PhcDgcZxqe2DocDofD4XA4HA6H40zDE1uHw+FwOBwOh8PhcJxpeGLrcDgcDofD4XA4HI4zDU9sHQ6Hw+FwOBwOh8NxpuGJrcPhcDgcDofD4XA4zjQ8sXU4HA6Hw+FwOBwOx5nGwmw2m33VF+FwOBwOh8PhcDgcDsfvC+/YOhwOh8PhcDgcDofjTMMTW4fD4XA4HA6Hw+FwnGl4YutwOBwOh8PhcDgcjjMNT2wdDofD4XA4HA6Hw3Gm4Ymtw+FwOBwOh8PhcDjONDyxdTgcDofD4XA4HA7HmYYntg6Hw+FwOBwOh8PhONPwxNbhcDgcDofD4XA4HGcantg6HA6Hw+FwOBwOh+NM4/8DAQl18dFJHtkAAAAASUVORK5CYII=",
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