{ "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", " \"Open\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": { "image/png": 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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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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.visualize_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Aurora" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Minimal example using default settings and only T1c as input" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 15:54:36 INFO: Initialized AuroraGPUInferer with config: AuroraInfererConfig(log_level=20, tta=False, sliding_window_batch_size=4, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=)\n", "2024-02-06 15:54:36 INFO: Set torch device: cuda\n", "2024-02-06 15:54:36 INFO: Infer with config: AuroraInfererConfig(log_level=20, tta=False, sliding_window_batch_size=4, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=) and device: cuda\n", "2024-02-06 15:54:36 INFO: Successfully validated input images. Input mode: NIFTI_FILEPATH\n", "2024-02-06 15:54:36 INFO: Received files: T1: False, T1C: True, T2: False, FLAIR: False\n", "2024-02-06 15:54:36 INFO: Inference mode: t1c-o\n", "2024-02-06 15:54:36 INFO: No loaded compatible model found. Loading Model and weights\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 15:54:36 INFO: Setting up Dataloader\n", "2024-02-06 15:54:36 INFO: Running inference on device := cuda\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "BasicUNet features: (32, 32, 64, 128, 256, 32).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 15:54:39 INFO: Post-processing data\n", "2024-02-06 15:54:43 INFO: Saving post-processed data as NIFTI files\n", "2024-02-06 15:54:43 INFO: Saved segmentation to output/t1c_segmentation.nii.gz\n", "2024-02-06 15:54:43 INFO: Returning post-processed data as Dict of Numpy arrays\n", "2024-02-06 15:54:43 INFO: Finished inference \n", "\n" ] } ], "source": [ "# We first need to create an instance of the AuroraInfererConfig class, which will hold the configuration for the inferer. We can then create an instance of the AuroraInferer class, which will be used to perform the inference.\n", "config = AuroraInfererConfig(\n", " tta=False, # we disable test time augmentations for a quick demo, should be set to True for better results\n", " sliding_window_batch_size=4, # The batch size used for the sliding window inference, decrease if you run out of memory (warning: too small batches might lead to unstable results)\n", ")\n", "\n", "\n", "# Now that we have the configuration we can create an instance of the AuroraInferer class. This class will be used to perform the inference. We can then call the infer method to perform the inference.\n", "# If you don-t have a GPU that supports CUDA use the CPU version uncomment this and comment the GPU inferer\n", "# inferer = AuroraInferer(config=config)\n", "\n", "inferer = AuroraGPUInferer(\n", " config=config,\n", " cuda_devices=\"0\", # optional, if you have multiple GPUs you can specify which one to use\n", ")\n", "\n", "\n", "# The infer method takes the path to the T1c MRI file and the path to the output segmentation file as arguments. The output segmentation file will be created by the infer method and will contain the segmentation of the input T1c MRI.\n", "\n", "# The example below shows how to perform the inference using a T1c MRI file:\n", "_ = inferer.infer(\n", " t1c=\"data/t1c.nii.gz\",\n", " segmentation_file=\"output/t1c_segmentation.nii.gz\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize results" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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U0uj7LtNdM/5RyI5DxncGpVQUO69Wq+g4XF9fR6HvdruN6WdpINNxoNGdQpZn5bWknoDcVBr3jCS1bYv7+/to+H/xxRdRKMdjXr9+jd///vf4zW9+E6P71GZoEf2Z6/jMbAS1CtJxkCJpOdZUy5E6IafTyTcQCsfLhnNsKiedLVlpI9OXMjIyPkUwy1BWldechVLY6/Uai8UCbev7FpzPZ/TDMNEy+BOoGP2fZBJCczVmGTQQsw90GmTH6UGsv8MwoGtbPDzcYwgBpzqUA9dao+s6HPZ73D/c482bN7i9u8XxeASAWBrWWgunHfBEcN+KsuKAd3ScGsfEuVFae+ciaCBSOOtpSG3XTao3QSmUVRXvn3tH15qxqR36QMHKDkTGn47sOGR8J2Clic8++wxV2BgA4HQ64Q9/+ENMz85F4WWmIdUdpLQeY8wkUyFLt0qnYhgG7HY7/OY3v0HTNKiqCovFAv/kn/wT/OIXv8CrV69we3uLt2/f4t/+23+Lu7s73N7ewjmHuq7RNE10VJjuLYpiIpCWlCmWXZUdpdPSsfIe6GxIJ4oajaIocD6f43nknLFyFIXefd/HhnLH4zFmVzIyMjI+JTRNg7qucXF5iSIY5sMwYLfd4rDfj92S0yIZomJSzCCESkYIQSKjtY/ku+AYkKakNQpdjI3hrIsG9jAMuLu9xW63Q80S3osGRdjL6qrCH29u8O79e9zc3OD2/Xt/rUCnonHf9b13VMJ5VRi3dGas8x2pi9AoTmr1ZFYhBs8wNgxlxoJaDx0cp67rot7DDoOv5oRQMbAo4JzFuusjvfV4POJ0PmX6UsafjOw4ZPzZwMj9crnEYrHAxcUFXrx4gaIoIic/pfekkfgPIX1f9lKQFB8A0RDnuGL5vJBpoB7g7du3KMsSwzDg3bt3ePPmDd6+fYvD4YDz+Rw1FMwE8DoxsiTEzNLpkRoNWVFJ6hs4duksyA2B90i6F8GxpHoG6jPquo5VpSgEz6npjIyMHxqFKWAKg6ryWoZmscDFZoM+rNen4zEGWKJuLQiDZRDpSVD3oBRKp/EXrsGtbfFWHb2oGUGkbF3ULiilYMJnuO76Ds5el3Z3e4uubVFWFW5ubnB3f4ftwwParvWOh9bREQH83kABNMNEOlR7AgDjXOznwD4VmNk7/L1PHQYHjI4DMxbGTM4fM+68F+4l2mciyrKEtRar9Qq372/xsH3I+0PGn4TsOGT82UCn4fnz55GSdHV1FbUMNGJTSOOcoGPBhm7yWACPDHn5OUlh4me4GPd9H4XV1lrc3t5Gh+Lt27d4/fo1bm9vY1+Iuq5nhdqx6U5SjYmQ5WLlv+V9ktbURlHdKPCmU8B7l3Mgr03RtdSScMzOOfzxj38EgNjhOmcfMjIyfiiUVYW6qrAKlKT1Yonnq0vcH3fYng4YrK+UpJN1yndwHrUJDi46AgpAaTUKFYx3pQEHNKrAy+st3NslHpwBQsdmb4wLQ1ms0Q4+E+BCMAfO4fbuDue2RVmWuHn7FvvdDvv9Hn2goxZBgwDlYJ1FAQMHB+28A2HdtO8Qm7v5/WHsIh31e1rFMTlrvbbDTjMvfRB/awamhONhrQVCUE32rTAwqJoSZQhgaa3RnlucTifvBAUaU668lPExZMch4x8NrTWWyyUuLi7w7Nmz2JthuVyiqqpHlBtgLJUqezBI0MBNsxIyWs/3gceCaiWiR2kamJqHtm2xWq1gjEHXdbi5ucGbN2+w2+1iLwWptZgz3p8yxElRkk6CFFdTQC0pSaQa8ZwUTacN5eS/ZdbBOYe2baGUQtM0WCwW+Nf/+l/HrtevX7/G4XDAdrv9E59wRkZGxj8MUQDNZpxhr2gWC/xCb/Df/J/+Hv/pf/wF/qdipPIAY2UkZhyQ7BEIgZcLNPgvrs+PDHCoM5SyePFsi+vel229367wW9VG3UCkjwa6D3s9DNZnbIfQq2Hoe2ijcXt766k+IQPBSH/MFsDEsc1VcYpzws+pUeCtMQqpee9zmWieVwc6FjMsWvmGddJJMc5N9i3SksqiQFVV+OovvsKrV69wd3eH/X6P/WGP/W6fnYeMDyI7Dhn/KFCge319jcvLSzx79gyLxWJSOrUoCiwWC7BLMqv+sMuzpPowCk+DmI7BXIWlNEovnQzpiEinQToeFGgfDgew4VvbtlGbQFHZXAo5PTchHZynaojzHlPxNh0HqdVIsx3y8xynnB86TKSFcWNcLpd48eIFtttt5Ljm7ENGRsZ3DVMUPsuwWuG/u36By0uNxaJGWRqsNvcYNsCXv7xD82aF48LhD+9L/NZtpwUmjIl+g7Mhks4IvHPQugsGNCYFNbwGAFClg1IW60WHvzgt8FqfcVYDIAXUAUoraOepPj0biYboPisSyUzDpJpTHKRwGtJ1Vj2u7CTh3LjvUUjNUrHcLyI1VjgNFH37rIsXXFsg9oTgOK216Poe6nyO1KeyqrACJkVCMn0p4ylkxyHjH4WyLLFcLvHy5UtcXFzg6urqUbUgY4wXaBkTjVaKh9n8jQYw9QdpalZyTyVViA6DdAikoS2N51R4zXKnu93OV8sIzdU4JmoFgMfUIzo5PA+vkR4nj+GcSBoWf+e8kB7Fa/JeqI9IzyF1E4xIkZa03W7jeKqqwueff47FYhG7UKdN9jIyMjL+3CjLEuvlCp9dPcc//9/fA7/ofXlRRslVhfq/3OILbD0l6H94gT98ozGEqLwxGlVZRaN86HuviRD7Q2x0BoDBcuvGdRLw+9BiecBqdcb97RqdsrFMK+lEce02XhvgwtrcDz0UFLrOB7SKsoApirFykzDgAUwrPZGuFI6JlaDCe7NZCZGxcPB9G0gnUso7Y6wepVRwdrTXOgwYHmk3jAmZlNBpuxsGnEMAT2mFoihRB/rYfr8HALTnNmceMmaRHYeMfzCqqsLLly/x8uVLfPXVV9EBSKP9jJAwSiKj69Kgl0axzEKkHaDleQHEahxs8EaRtiznKg1smQmhiHgYfKMcma2QTdt4HToMspxeatjzs9L5oQaB9yNLplKo3fd91ChUVRXPLTc0Wd6VGRFSsUhjKooi9sa4v7+Pn//qq69wfX2N//a//W/x7t077HY73Nzc+GZBoXtqRkZGxp8DSmkUhcHLzz7Dv7p4iX/xf34N9VzDiaaZQAiqBIGv0RoXz+/wz94v8W+OFoMJlNTCQYngC5zzBjgA7UZ6UfzpPO2H4uXQUMGvyXD4m80J2+0Sf2dOwcj25VTjGu4UtLGxit4wDI+pUvAOh7MWVmsYHQTK3JuEQ6C1ngiYXcgixIx62EOYAehFgYxhsOiHHkM/TMpwUx8Ru03TkdChjGuYU2o3OBcWgKbzcD77fdgYrFcrrFYr/OpXv8LpfMZ+t8P9wwPa89nvkTbvDxke2XHI+JNBo/76+hrX19d49uwZqqqKNJm5iLs0fKXRTYPXN9CZOg6EFH3JFLQcj6ywRNBQl5kAeU2eU0b/+T4dkbSEqvw830szDwAm0Xw6K8yKpFkPviYdnlRULR0aOR9SNyHPKSszUUR+Pp8jbYmdrdmjwhiD3W73gaeekZGR8e2glPZ9GZYr/KuLl/jLvzzAvVKwzkK5J+iepHlenHD92Rmvbp9hpyz2eoC1A7Tya22MgiuF57bBBaa9e6TTAIxVmZx/A4CD0Wc0tcbLY4M73aKFjVmQMKg4vqgpmIw5rKth/Cq8FvwTnyXg2h6yD04BsDaOLWoghMEPG/o2BOqRs6MDEvey4BAQWukokAYQy7+qME88r79/F++J/9PJIUW4bhpUZQm3XKINhUSUUjiejpm+lAEgOw4Z/wAYY9A0Df7yL/8Sz58/x9XVVSx/2omFBgDqun7UzVkaznQYGC2XkXMeS96/FBWnkFmAtAcC9QY8/5yjkGYa6ATREZICa1nNSCKWzQvX4ELPbAuvL4XWMiNB6hZ/51xLvQSdBen8pPcu75GORVEUOB6PMdNhjIkVsJqmwX6/z45DRkbGnwXGGKzWK3zx/BX+1f/1BvYzb7NyXfaGLaKxLvn6/csOZX3EXz4ovLl5hgfbQfcDrLbeAQjLrlYKv1xbLFd7WKsxDC5mn+k0RAjdAH+vKotfLk5o7y7Ra79vMVvAtdwf/5iu49dXvw9NrmWMp0iFDtFKia7Vg4vnl/ucCf9rpYDQ04djGcCy3HrS+JP6CAU10TBY5xvdGa1jwzwAsBgdBhcyNtZaf82igDF+3g6Hgz+v9h2o16sV6rrGuarQdrmsd4ZHdhwyvjW01liv13j27Bmurq7wxRdfRCH06XTC4XDAbreDcw5VVWGz2eDq6gpN02C9XseIurUW+/0+NimTRr6kLfGaAKLzMIksBUgdQipeppFMJ4AbgvwdAJbLZfz84XCI4mxpoHNBl+fgNdJ5SnUXMuU99zk6C1LrUZZlnDNCZlfkPfDfacUmUqTquo73wWZyPF7So25DA6S5srkZGRkZH0JZlqjKCtfPrvHfXX+Gf/5/uId5UcCpIXZdZn+E5WKBuq6xCD9lgYeqrFH/iz02v7VY//4Kf3fWOLkhlGVFrH5kjPGVifS4zsbsQoCzY5ZCdo0eDxh1BDT62TeBEfmyKFCEfj9d36Hv+mlJ10Bl8p/zkXxJ7XnkyISxOAR9BddvANZ6bcUkuxLm1ldS8tchtYr6BQDQjho8eHE0g1wiwxEF13aA0goGCnXdxHN0fR/LvJJmvFgs8PKzlzidT7i/f8DQ91n/8DNGdhwyPgpy+MuyjCVXr6+vsVwuI52HFYqOxzGdSR4+OzUzCs/FqCzL2QxAavyndKM00i+Fx7LvgaQn0VifEwMrpeL4WG2IBjjPlYq104pOcuypIyEjTKk+IqUqSYqXvG857qd6V/A+pRhQNoVjpQw5PlnBabPZRCdOOiQZGRkZH4KC8tWT6hrrZoX/av0FfvlXRxR/BVjlYHu/trZdh77rYJ1DXddQoXADewvYoO0yWsO9HFD0FrAH3P76Gc7WU44UZNM0v0ZPKukFsbA01mNJ1wDqHviKs2N0f84gVkqhLLwguu/70EROdLQ2Y8+GKGoW17diHdXJ+j2OESEjIV4T2RVJUYqOkEocodDcQjpPLvw3ZjtsEIObqL2oytKPfRj8+9DQ8fwAjAnPS6E9tzieTtl5+BkjOw4ZHwT575eXl1iv1/j8889jBaWmaXA+n3E6nbDdbnE4HGKqkxF08ukZUWL24eLiAqfTCcvlEvv9HofDIZZpldkGOhtpnwZJFZJGOw1hOiYAInUJmFJ/ZCUkVjIahgH39/eR70nnhudJr8nXZdlYnn9OJD6nReDnOGdpJShZwUlqOaTTxfHyf97/ZrOJmYvtdhvflxQmZlLW6zWKosB6vcb5fI6i7YyMjIynoJRf8y4uLrBerfDZ6gr/x//7W6jrAkVR+zLX5zOOhwNOx+NINQ1UnaauUQTBtNJeG+EALJZLnDYnVH9xwj/FHqfDGA0ntNHw1UfVqCNzYX/gf1FDEZqtUQhtNAozZni7sG5qrWEKA+scDKk/IQBTVaVfE9sWfd/Fe+d1KNyWjgLPP45ZNDQNP31Du1FvEHUSYs8xRkcnwVobms6pabAJo2MRNQzWxSyKpPrWVYWyqlCVJUxRoAsFNZgpYRlcF7IwdV3HztNv374LbIHuH/flyfhRIjsOGU+irms0TYOLi4voOFxfX2O1WqFpmtiT4XQ6Yb/f+3rXduzmbIzBZrPBer1G3/ex7Ckj4Pyf/Po3b95MSrVKoXRaPQgYjWjpWDDjkEbl+Rp1BACiHoPlSqlrAMbIPY13qdNIxdupkFs6D2kTuHTs0vCn08PrzZV/lZ/h57ghSNoVMw3M9iyXSzRNg+PxiNvb24m2QupHmqZB0zQYhgF3d3e4v7/H6XTKmYeMjIwJFBTKqsKiafC83uD/9i9PWG0GLJY7FJc1TBWq4nUdzm2IUg9jqVAVgiWr9TquZafTKfL+m7pGWRRYNAss/uUex90Ju/0eD39/ga4rJuv1pNS2AiZB+CgaDs6FNvH9NBPA/wtTRGNbAShC9raua7TnNoiJLbTy1Z2mUX8F9cR6yX4LFDSzeZzXbrho8MezieCSv57IvvOe1Vj61TswCBkPT7dymGo2yqqC0WOvIlMYLJoFhqZB13V4eHgIVCsLozUGX4YplpRdrdZwDjgeDri9u4u9LTJ+PsiOQ8YjMPq9Xq+xXC5xfX2Ni4sLLBaLidNAnnzXdZM+BHPdnbuuw/F4xPl8jpxWiqx5ze12G6k+FADLUqw0cuecAmBqwKfUno/Rn+hMsAwqxy2PkUZ8qrVIy6XKMrNyTHSGJB1IviafwceQiqPnsh4yYsUu3nPOj7xfZpj6vsc5lOLLjkNGRgZhtM/cLhcLfLm4xl8sVlj/0z+g3PQomwK6Hte/IQQ2urZ91HuBBq8dBu9ghMpvZVmiDr1/lNboXlUoLi30/QnNTQ9z8nSm01HDN1l2Y5BJ6Ug7kpg4Fi6t5jS/rygd1nSjUZQFdGeCNmGezhQFykpN6FKyORwdGPao4L9934kwNwj0KVZDQlifQ3ZDdpzmh2RmmtoMOhKy9KsJlZliIM6O5c/9PWuESY1jt05FClNlNBZNAx30gM7Z7Dj8zJAdh4xHaJoGn332GV69ehUj1az2s1qtYjM3inPbtsVRpKCV8r0Kttstvv76a1+V4XzGu3fv0Pd9dEgYCWfDtWEYcDwesd/v4zl2ux2OxyOAceGnYyONbhrqksZTVdVEI0Anh2OU55JN1/hTVrFINRbSKZIVkHiMLKvKa0snSFKLUm2HLFsrf8qNgZDZBzmGtm1xOBxwPp9Rha6tq9UKw+BrgfO6aYfQtm2j08jnud/vc6fpjIyMiPV6jeVqhevra/xf/rLD8l/eoCgXqMoSVV2jEFXjuO623UhrKcsSbdtit9/j7du3fi3sOtw/PKAwxncyXi5hQnGH5WLhNQZa4/i/O8Jaf679/7TA7r5Ae24nGgejw/WlgDna2Q7W2dj7wGgNowJFNPD8pXNgCoOiKFEWJQrTeqMdnjpktIEpxuyw7zqtwr5gYDHE/gkUZhtjgj5DxxKz1lkM/fA4qCR6CUmKFu+VlZFmg2lKwQ0MVo1BJYq4D8cjhpCpPp1PqMoq3gtCxiFSvqjX0BZd18fA4cXlJeydQ98P8RoZP31kxyFjgrqucXl5iS+++AJXV1eh0YyaVPdp29Yv+rsdbm9v8fDwEKkyNHRPp1OkxNApoNHe9z2OxyOqqkLbtjEDsdlssFgssNlsYIyJadNvvvkGp9PpUcO4uSiHNKBlBD4VSctjAV9pSGo0aPxzgUypQ6QuSeGyHJvknc5VP5LVpOq6jhUzUsE1heSc+zSrIh2QtHoUx2StxeFwiHQo+brMisgMBnUQq9UKL1++xHa7xf39/Z/8fcrIyPjpQCmNsiiwudjgF+sX+O//SYvmiz2G0kwanPmGYRbt+Yzdbofz6RRpPwgUo2MwXIcgNrbWYgi6sqLr/O9VhaqqsFgsoLTGcrVCGbLCWmts/ukZ+zc9fvu/hupJKmRShR2dZgdisMdNqUrG6LH3g52KlIdhQBuy5l3fRzG41l4nQYPcayjGcuIKgJMMKi0atSnErMAw2FFU7URlPDctKS7vITbEo8OiDTQ0Yj9srufWwg4iKzAMsbcEMx/tufVUqHRfDfekDMaeE8xwO4e6qrBZr1EWBe7u7/7Ur1PGjxTZccgAMFJ3SEe6vLzEarWC1joapXQK2GX47u4O2+0W+/3+kUHeti2c812RuRixNCjgnQ/qCnh9ZjYWi0WMSCml8P79+0iDYuT9KZoN8RT1JxU387iu69C2bWyIRqdBdqBO5yodg6QryWtIKhIzDlKsTeE4ObupQyTnKL2/lP4keb8cE++PmRlZ9lbOm/yd52AlLeccDodDdP4yMjJ+XqAQuK5rvKov8YvlBqt/8TtfgSfQaIAxy8BM9Pl8Rtt1vn+A1lBhzTqfz+iTTIQJ1KYyRNurEARhsYfCGJRFASiFwhjs/0LBlQc0v3Fo2wHWThttTjIODhOHwjobqxixOtGkN13cIxCdmrZtYUPpVWYc4v4woSIhNnJLdRTsweCH5GKTN+oRSFFiNsEYg4J9gML7Ds5nMFzQSbjHGQfnZOnVMSAF5yB3GAWgF5q+WJkwPAtmNCTNjE4Ovw9Ka+yCHZAzDz99ZMchAwCiCPrVq1dYr9eRZ5qWOd3tdnh4eMB+v8d2u40GNzA11rlYnc/neA1G1hlF11rjdDrh4eEBTdPg6uoKy+USq9UqRuCdc9hsNrDW4uHh4ZEBz5/ydRrhXAhpMEsaknxPNq+jBoD0JekkjNUtxrKpKWWKkH0g5HusBkU6EPsnkFYkxd6yOZ4UavO8kQIQ5l+KqmU2IXVEyG2VGRl+PnWGnPN9HjjeX//617nHQ0bGzxCr1RJNs8Dl5SX++3+2x+q/vIWpFkA/ZlzpMDzc36MV2rdouFoLpxS0tRgwRvIBb1SXoSz2MAzojMH5fI5BpKqq0DSNp7mWJYpQ/MF9ZnH1r99g/29LbN/Xj8Ydhctq+ppWeppxKAoo66lFpBXRabCJHs0Yg7IoJxkEwBvUJjgMNK5cuE+ZwuB5mWGQORGKkE3ItJRB73c4Hibjd9YBOpwsOB5K69iZm+PtA91oQpNSvjFd3B8+pq8LlC7+Pt6HQxGy8p9//gr3d/fY7raPP5/xk0J2HDKw2WxiszYa7ACilgEYS5rSYZBVlIg5jr7k70v6DEuAymi/5NzzuoCvEsTNRGoEpMMgBcmp8SsF27I6kuxrQL3FMAzYbrfxnqXhnYq+U6Tjlsa5/JxSKlasoiNFJ0B+Pj1nKmiW56fTIKNtBOeZx8iMhOxSnWZp+BqfDRsBAcjOQ0bGzwRG+6jyZr3xujGloAvAFb5Pj1YqRqy5lh+OR/RdF1+XQmQVDG12NmYiYFAKmnTKQNUxxvjoe9gb+q6DDp9V2ndH1sZgsWpgftGiWh7x8MZnSO1gpx2WtZ46EbGyUhAgW988joJoC9FhOWRqm6bxGXVqvqyFDZoAOhC+LKpvwJbCOgcDUQWJTkOkFVFXUaAwBlVZhqZwXgNBox9c3i3gtM8s6HCeiRtChwJjBSciOjyBfhQditSJSF9ncBCjU0RNhy9ZW6Ntx4Bhxk8P2XH4GYNpyc1mg4uLC1xcXEyMZGNMrDJETj5Lpx4OhxjVBkajVhruqePAKLzsAk2OvjTiWW2JtCYaqyzXJ+kyaSUjeW/SYKajMmeYU4fBf8sof1oOdU6gLP89V60oPV7qJ8qyjMLytCKVvJ78XToj8r5TpynVYKTPSlZf4r3L58ZrdV0XnY7FYjGhPmVkZPx0wczzcrXCcrUK1e5sNMQLZl+Vwvl0Qh90AKdQelXy4gnfu02NlX+4d8BXVxrEWmuHAUMINHGfoMahKArvdCiFZrGA/cphsepwugfOJ8DaabZBro2xHKpCbNbm4GJEnkeSksN5aBZNDJpYF9qkBSeGmYKIb7E+usnvU72FKQoUZYGu8/rBYRJEGj9Dxyttchfnm8G1NKgWfjc8Id8TvzPzorSCpnRCYUKvsmHvIhW5rir0fTfp2J3x00J2HH7GePnyJV69eoXVahUNaK19MzSWXaXIuOs6HA4HvHvnG7/QmEyNZGnoptkIKRCmISoFw9wYhmFA0zSxZKv8SaeFjgYdgjmnARgpPcDoFDAbQodhvV7j1atX8R5///vfR2Oe+oPUoGf2Q1KZZDaD5WRlyVVZ8s5aGzdYwGd3KMRmdud8Psd5oxMl75PiZWYFOL45B4KflfPPcRIcJ5+FLLELeIfv6uoK6/Uai8UCDw8PUe+SkZHx08MXn3+BZrFAXVXREVBKo6orVBVQlCUQijy0XYf94YD9boeubUdJwcxaNPYYCAiR9z4IgmMVO6X8McE4pbMyDEOkyABAVZbQ6zWGZoBZHrD/XzTef1P6sqxqhn4z0To8Dsb4jMhYxnq9XuPq+gpN06Dvh0DT7eN4NEYD3TITYW28dxm5j1kNjBF8C3iKkYbPSMA7UafjKUb6l4tFPE/fd15QbS2sHUaHRXndQ3R2Kq/T68P8zQW2+DmeYyDNVfmeF3QMBxvot9ah63tfQpeFP8LzL6sKVe2rEbKUNxvKZfx0kB2HnxloLL569QpXV1fYbDaxKk/XdZGzX4VqFqT0AI8FuXNcSHlMGukmaAhL2hENWhqsx+MxCqpll+iiKGKZVFnJ6al7lePitSWdh7xZCsFJ2QKA7XYbdR7ynmnYk74DTClQEqmuQs5R6lhRACgj/HP3llZyknqNOeH2nEicmQY5FvkseH+8R3kO6h3o/Ox2u9n5z8jI+PFBwReqWK3XWK1XKEyBIQSPFijwhWpQNrtJoEOuN6QW+ZNNm6G5EM0mRWduj5DZXheyDqxIxLWpa1ucTyefKQ7HsAWaWRgUpV8/O9XFe5rco1JozxW2+yVa1U2yIjFyrxSMVp5+U1domgWqqsbpdMJ2+4DddufXTaWCtiAIj8PPYRhGDQQCK0h0dgYwag1UdCMm1KWeJc4RAmLGQCnADhpOubGSU3x24fPSWdMK2irAmAklaZJhkHMTxsyStF5QPQq5/V49PmOZjeApm6bxc6JCr4ecefhJITsOPzOQBvSrX/0q6hlub29xOp3Qtm1syEYqDUGj+EOOQfp6Cnmc5ObLiHUfKlewd0AVxHIcU6yuIbj5TyGlGRE0sHmPdV1jsVhguVxCa43nz5+jbVvc398/EhCTUiT7L0jngK/JuWFUX1a3SDUbsueELOv6ofuSzps8dlJVJHFWOI88v3TapMPAnzJLIq+5Xq9B0Xl2HDIyfhpgmdHVaoUvvvgchSk8FeVwgm17FM7g5Ze3MGuFoqh9oGkY0ONxgGhCfxGvpU5DvLagCE3W0bBHqEAF6voeJgivGR0nxVWBXZ517Lfw1Dp6Ptf4T/oImt4OoXeDBWAQOzOXZYmqrIIuzfckenjwjoOzFs7omDFh9sIFUbKBA3TISGDai8dZF50TAHBBK0HHw5+LjkMo/8rglFKRRiSnm/MYXwtCbyjlNRDic7FBnRp7VjgHmPR9hL2LDpH15V1d3BsNoMJxoaJS3TTQogBKzjr8tJAdh58J2A34888/x/X1Na6vr3E4HLDdbrHb7aL+gLSk/X4fdQZKqWhgs/dCKoQGHmcbZAScRj+1DrJCBT/PLMdyuQTgdRW3t7cxQ3FxcRGdnVTUy7HwHmRVJfkeMC3NejqdsNvtsNvtsNls8OzZM/zqV7+CMSaWEpQReRrVstmdpPvw+vLeUw2CdDgknYm0IOlgkDcqtQjMALBUrtRvyJ4ThKRW8dq8BrUK0nGg88ZNU2Yw5LOmo3U8HnE4HOJ3KCMj48eHqqxQNw0+f/XKB1JWK+y2W6xPCn9V7mELB6N7OGfQth3UUY8UJqVQhkBMVZZ+3eSJZ7KfTurfGCwJa5jMRANjlTwDQFcV6kDrtNZiu916x8ZaLBcLFGWJMhjYphhpoRNhNMZSpbKCUmT7aFElyVocTyccTyecz2c8f/4cz5916LoOu90Op/MJQz/AauspQtZiCJWZ/D70ONvBbs6cmtgF2oXGdBYxCyGrHtlhQBf3tnFu2E8idn5WvlStDfPXdX3MIPj9yEwzDkgrPAXNhx37NTj+dBZ918dMSBE6e/NMUx2d36tOpyPac4u2ywU1firIjsPPADT42WCtLEucTqfIsZfRc2DK4+e/uTDJvgbyf/k5GcFO9QfSeJUGNGlDjP5XVRXPEcVo4rxPZTWkGJqbUJpxoIEraT3stFyGTY/HSAfhKX0DIa/zIdpSKnSei4illCMpAufzkNoK6UzR2eO1eA2p9ZA/+bt0HDheSZfSWseqInRyWGmkbduJw5ORkfHjgIIvg9o0NRbNAmVVQWmF9nzG5VFjMXQwixYmiBacG9fCTgQLtNYwYl2ivkGuYzGoJNbT1IilAcuMBbMJOmSbq7pGVZaxdGuvFFzXRYqPA6BXJywvWuz3CtYme0UohVqVHb7slnivOrRqGKPu4njvVCBmmU/HI85t68W/pO44B2W9YJzN3J6ebDUqogXNiFWYNDSstmNfBlK7MH7MORevFT8fnR5faSoWKgk0Je+YBc2CFiVkgwOl5PnZBA9j9iM+F+smDAE6DbxWYQro0LwVvf9oVVawg0XX98g9Hn4ayI7DTxxKKaxWK6zXazx//hx1XcNai9vbWxwOB5xOp1ljHkCMRsusgfxfRrklX54ZBUbCuWlIw1Ua4awuxHGu12ssl0s457sqPzw8xHFJag0w5fjz/ZTjL6NXBJ0g0p7O5zPu7u5wOBzw9u1bPDw8TOqPp5F5Gd15Sow8956cp6eEavJzc+JzmcmgVkQ+D+mIpPedzr183jT8mbGR88jrrVYrAF7/we7Sy+XS0wZmmtdlZGR82lBaYbVcolkssArZ3q7t0PZn/EV5RLE8RI77GD0fBbxAKKnK9SfsCZLqqIOBaeXaE8TRcp2TmVFSYaDGUtMsY11XFcqqQmEM+r7H4Xj0a2s4R/tZC9W00K83sDaUtdZ+zR6s3yOq+oC/XHc4vl3j5LpJGVJnGZwxKMrQtPR8xvvbW2y3D9g+bMdqR6J6FCPzQNC9YeymPd0jML6mRufB6w/MWKpWwTsTwbj3L7IKVbI3xOc5VnrS8OVaSXOiA8HP2nC+eGqQchQchmR/GIYhzJ+nhenJPfngH6teeVrTEOnGbddh6HOlpZ8CsuPwE0ZZlri8vMTFxQWqqkLf99EIJ8Wl7/tHVBrSb0hVkjSd6+vrGHWu63pCQeJ59vs9DocD7u/vY1k+ee40AkVHhM3fqDegCJpGqdYaXdfFbEnbtlG4nUbPAcR7S6lEdBbYRwEA7u7u8ObNGxyPR/zt3/5t7FMhtQcUA/K1VG/BTADxlEA51YpIpJqFNKsjIbM/c9WR0opVY73tsboSsyupIyGpYOwczqyQc75+++HgGxItl8s417e3t09+HzMyMj4t1HWNpm6wXK1gjEE/DOh2O3w2NPhidYTSxzEYgzEgwjWnFJnhqizRLBa+83Po72CKAmVRTIxna31jUK6xpL5SAB2vIdY0E9bfRajwVIaiFusQyJDdp3sW8zhaKKXh7Wg74dmPWVih6hVrcVEUcexaabTtGdvtFq/fvMHd3R3evX2L4+kIrTRMYSL9h06TVlOKrjSwtR41Y1HTMfNsJKUpfpaOhjifMaOeg7fhEPYOjkNkjm0QNkf9G7VtIVui43Fj2e0JdUyNFa94HPtp8FqFMeiUgh0sqrqO193v9lnv8BNAdhx+wtBaR9oPqxPJqjkppSiN0kuqCjspX1xcxIZsXBSlMQ0gViI6HA6xOhLPn0bapSPBkqQsv8pjpHPCsUl6zOl0ioayjOin1BzeD8fK8ZDTv9vtsN1ucX9/H7UNNKBl5Cym4tW08tEcTSkVKKe0qfSYVIwsHTIpvpZZB0lh4v3K/+kYyOfNjUBSk+QY5rIdHAOAGEXinDOTRa1DLtGakfHpozAFqto3+tygxKL3pU5X6FGUB9hhpDUabaKB6pwXxxpjIjXGhop3AFBXVRD+jhz8IvRIsMOAgzHo2tYb+YFelBrvKWRBC+oY4n0EeibXwLIsMTQ1Lp71OGw1zicd78XTrahBsFgPCtAV3uHkjXAxZsAbvMMQSpLv99jvxz5GzgAGIfusxR7B/U17/UJcSx0rISX3BlFNKaFtAZg2YFNq6ohQIxEO9w3fQqUm5cu7klLkr4Eo4I4BLFKsnItZiCHsEXQMpsGvQFPSCq6bUpdkI9KYdQr2Q3tugQ7ZefiRIzsOP2EYY7BcLmM0Wkad054KACbHHY/HuFAPwxCNejoN5LnTGL+4uIhG9uvXr6GUitHnNLouDXkZSSeHfrVaYRiG2EdAcvgp1L6+vo4Rfxr+sYSfm1YIkkb+ZrOJixppWsMwoG3bKJRmR2xJy6JOhJ+VOgf+P0eTkpjLMABT50DqF/ge35dZFT6bNJMhHYK0YpJ0prqui6Vv0+9M6tTxd84371U+S2pn+r73osHgzGVkZHy64NqmtcbzvsTLZ+9hBx+dHwY38v2V7yBNo5vlu7XWcGosucoMrqwYx7V70TTQWkeKI4tPxK7HIgDDdVAFI5kCak8xqmMmvA0BHkb7GWFv6hr6SmP4V1tU/8HizW/rSJFRTonmZD2+eH6Hw2GF21ahqmrvlBgTeiUMQAsUhe9YfTqf0J5bn2E1Jmg6TAxuVeH+qX+ItyVoTJPAENd9IU5+5DwxCCVeMjOZbeobCFK3wuOL8MLnMcvg3FQcbe3Y1I2CZvozsXGeLAHLwJYam4oyOz8EgbgxBsvFEkPv9/XD8Zj1Dj9iZMfhJwYu0peXl9GYAzBxEIAp1z2t/sNU8vl8nrymlEJd15OSpDy3bzVfRW6r7AYttQE8ns4H64Bba/H111/HSk90TLi5SJoNMylN02C5XGIYhljZRzoOMsVKWhWrcQzDMNFwSCcDGPtFyM/JqlBz9KFUEyAxp4OQuo10niXtKZ27NMMhMywyiyB7MfA6stGeC5uYPJ900vie3Ohk1kV+l5qmCc2RRnrYw8PDt/jGZmRkfJ/w0X9fcrVZLGC0eRRRBhCNa5YRZfdlvwb69ZM9Z/zxNkbqdQgu8LxaKd+wLUbxvbC6D/oAp3xFIici83EtVApoWxz2e6+TsBYmGMXn8xl91wXhrTeIlaCVLhcLmF/2+PJyj9f/foGhD+uW4Aj5vcLGrIgOe9Iw2KjhsFK/FeagLMtQ+rWI1Czfa2KseERE/YKY34nTwPPGN70zNigbBcwx6+BcNOKh1Ng52tqJoxCfphvL31rry8RaO4xzz4CeG6smSS2DPJ8CYkZBaeWpYGq0I3yGyUC1jwuDVFWJwQ6x2tXxdMzBpR8psuPwEwIFvyxp2oQIDw3GNOIPTGkp0niVDeHSBmDAtOKOTE0Ow4BTKF1Hus8c5FhojO92u+h0AGPmg5WfOG42IHv+/Dmqqoqdr5l14FzIqlCEzLjQYJeReakXkOVNU2N9znF4KtPwpyLNTKRZhfRY/pwTjrdtO3EcZHduYKplkPS0VLeSUsWkIF06G8xIAZg4fHmDyMj44eH/Tn0xiqZpPDUHChtbotQJfUT56Lz/NdWmWU9loUYuGLWGWVjtG6LxPSU+O1jraUpPURq53gWDV4XPtF0HdTxOCkCcgkar67po5KugxaqDDgJrg6LSMIUGL2e08VWDBjs2OYOKFZKsDeuWC7TO8L/CNAMyrpXJ2MM42Cl6LKT0gT3iAzStD4KOF/CIAjUeQjpScObs6IjEvhEiKx0pseE+lALsYAM9SQunwTewkyJvXs/fL6L+w2iDqvRUtmEQmfHguGX8eJAdh58Q6CwsFovYCZlGcrogpCJeuRjTeCddqa7ruOCxvr9SKmY0WOv/eDxiv9/jm2++wbt372bpKnRSJH2JkZCHhwfsdju8ffs2jkNuLDIKfzqdolPz2WefwTmHtm3jmOkQyPO0YbOSRrHMPlBnQf5+miWQY5FOxVyFpFQ3IsVlqTaClKM5J0tmG+ZoUGnmgvQBUooofpbUpbZtIwVLNtjjuGSDuFQwz/uQ3w0KxOnQkdLma3ifcDqdfPfQf+jGmJGR8Y+Gz9QuYx8E6hEKp/HXl3toPUxExFr57sQKCtpMtVTDYKG6Dqfz2Uf3g4MwWAsXnImofyvL0PFYYbffY7fd4n2o6te109r+0gCNlYXC713Xoe86nI7HeIwMlET9gFLoug7n0wmL5dLvi6sGda19s7rOj886CyhRTGMYgNPJlzBVU83Y0PewZYmiLFCURVhfH89xXOO176Wgg6EdnYJH6zdiqVXr7EgJwih2hlIwUP4UM2uodTamF4wQXk8v4qlTsRS5VqiKCqfzOdKSKJge+n7UpyTZZv9TR6fBO4kqVqECgKH3e62zFkXhszIm9Huo69rPYXi9Dc+z7docXPoRITsOPyHIjAMNzLRijhTXys/J6DENw/fv32O/38cKRxQWU2zNzacOVROOxyO++eYb3NzcYLfbPYomzUXRU4M7dRbSxUQKjFldid2w1+t1rPTzIUhDOBVS0+hmHwhJ40oNeL4vnR9paMvqTryGLOPKTVhG76WxLildaXYjFWLLTAp7YdR1HbM1Ussgy+mmehNeP3VmWAqRjsd+v4/UJn7fpDDRhFreHNucKDwjI+P7hQ5UEmZVv7ALXFUdtApRX/knqvCokhLXm/0f12h2HR7++QPKqozN32IBiqCb0FqjrKoo5t1tt7i7v/flrtvWR7tnItVAoMZwDZJBGTfqACQ9B+F4GsrW+apxTdPALAu8+C8e8PAH4M3v9SQ0H9deadSrUYDsxLWU0jDaxMZncc1MYv1ahai8CMb5nz5rAe1LpkYKkbOif4ICQv8IDVkQA9DGZ0ooUqdD4B2m+WdOmpR1Dv0woA77NxutDsOA4+k4Hq+VzxLI4KIW/RqgoqNI505pT91CWO+ZCWJlLa1G4btSYzENzzboAn0qOw4/FmTH4ScCGS1OK0x8zGCb4+W3bYvtdhuj9Cxd2vf9o00E8GLbw+GA29vbKDCW4mFp8MsxSSEukR4z5+w456IGgoYuHZjUGE+vIcefLlZShM1/y+tyo5AZA15zbr6l8Z/Od6p5kPMETBvezc3dnNNF3Uhd11itVjHzkIrMpdOTVouSkNmIoigiLYBN+SRlSzoZdOYoXKfDlDeHjIwfBjT4jB6ppUvlsNnsx+zsTGFQr1mYrg3HXYGhB9Rhi6rv0JUl6qA9MGIPYlTawQdQ9vs9Dvu9L9Mt1hZ/bUSRNUGq0uS1xLmY2x+sc1AhC22HAUo54JVGve0gZcaTgIxcjyE0CMMQr+OpNyISHwx2pZklGXVjWo0dlV2YW8+IcoC13vCOFCIhalZTrUM0uEPmQkGNWYTgIElxOa8XMzBaw8kgXjDm66bB+XzG6XyO16fOgzSrqHEBfNaJ1+YeFSlNgdbqWP476AflXJHtEMbk9YYDiraE1h2U0pmy9CNBdhx+AuBCtlqtZnsv2GSBJo2HzobsVUCaUt/3OJ1Ok14FReEFdZ999hkuLy+xWq0iPejNmzd4/fo1/vjHP8YSrDLNOSfq5Zjk//L4NEMiP991XdREMOtAQ1l2Pk6vJw1kRtwpxKYBTWObBjuvz4ia7N0gswxzToK8/ofuUwq/5XxJnYF8lul98d7oFLA61WazwT5s1KvVKvavkCVZZVZFOg9SAM/X2TRQ6l+YpWJ2gcdvNpt4D13X+U0qV1vKyPjeobVGUYbePKU36gc7xIZshFKeiz7YIQYVlBJUJeUpPv3Qw51buO0WxviKRiXpj3WNwhg0YT1ht+Xddot3795ht9+j77qxgzFEokMYyhRVy+h/NI5ngkpKvO+sRW9tzJivug51VcGWCsYkFYkSX8lnC3TUAPh1d4gZYwborLVRwxA/V4iSrGZs5DallM6sf8HI1/Je+VZwOLQIhskhc46cw2TPcs5NnC6e29sLGoumQRv6aPR953tSGB0LqvjqShbaMAA30pM45qgrMf69ru8x9D36zu8bsoeFhaioaK3PfBgTMy1eF3kSFa8yPlVkx+EnAB24g6QQSQrKU6DTMFclh+eUImJG9GWk/f7+HsfjEbvdDm/evIkahdSY/lOR8v1TY5sgBed4PGKxWMT7kXoCGbEHMHFmpHMlDXVJ05EbE+dKRs/T/z809jRLk0bKUkdFjkniY3PLJnnUn1BIzs/K3g2SpsYxcG55T03TAECkhslqVHQW5HzJ8VKofwydXQFPacu0pYyM7w/e2PUcfaMNahj8QjdYLU6zx8ugCNcIuTZtnu+hVnt0zmIYxvKrbAKmtMbQ99jt9z5wEfaJ3X4fdQ3R0E/XgvDaJMDC44HRaXjiXp14v+s6tOczzm2LuqpC+dSwP4YTDEEIPfQWqhxLXDOa7td1b8DHbHWgGvnrOK9JCJH0STENeCfGC62F6Fuu/dI5mlvvvUp9FHEHJ8kpNs1TcQp5Ps6twqgVIS3MWYuhH3A6+2df1TU26830foNwXAUalgrPhD0erCi3W5SeisQS310o80q6k7xv/rRAfBZV7ZvTIjhofdfnPg+fOLLj8BMAdQ3MCgB4tPjMRafTSDM/N2cYUwTM99q2Rdu2uLu78500gxiaXHpp3H7ISEyN7DmDXb4vwUyBFEqnWQaOn4Yyoyk8JtUncA55vLy2FPzx3LJiVfq/3GyfogLx3HPlVlMnIp2HNHPBObfWl9PlnCyXS1xfX+N4PE5KtQKPHSk5rwQ3Wva6kFkFOY90nOQ987u5WCwAIPbnyA3iMjK+PxTGd0E22tNQSmfw7HIHqGG022nXYSygIfeJqHeAQnl1RvvcAsNoYLMRnArG6TlkLG9vb2O57DMzjolT8KdipA5xTPOQFQLZlI5ZBjfecBSFGzc1iWKpVNJsQoO4QlTtIxjNV0poG+zYpVk6NEj2iElmRe4RkpZlHZx2k8wKwr3M+l8z8+GP86Vwz6fQ5NQYrNYr9F0fDX+/bw4oRFDJwUVNBcXUKuhglNZxnn1gaXQMJ45LMkilfWngsio922HoJwL9jE8T2XH4kaOuayyXS1xcXESRqqyeNAcZfZdCWQCRl87ogdYaFxcXuLy8jOVd3759i/P5jPfv30faCqPQXAwpBp7TOcgxpPSdp3j/wFQYzf+HYcB2u504DWkGRXZGlq/T6OdnmFVpmuZRpoJOBc8tG6hJg5vn4thllSKZaZDZiUfp5Zk54k85fv4uaU7GmElHbVKWXr16hTdv3uDu7g5ff/31RKuSPjN+N2SkkRkIWcZVUprkmBhxk+Vzr66uJuWBzyFFnpGR8d1BKY2yKGKxBGPMI3pSarlLoW9KYTTawBTG1+Q33jGoqgpVWWJzcREcDOD1mzeRmtiGQMFg7aRBmTSgI9UovObHIceEaPRHCo6IrMtoNpSKjoVzDm3X4Xg4hApyCloXcNoLkv042O/HJob6mCmwznP9fSnbHmVV+SpMHF8QC/s+EBrOwVN2QjW7SUM4PdKbVKANaW2mTdrCvbDS0nhfTjhwyfNSYzZiMq5wLzroW6yzsL3FdruNRU6++OJLHI8HHPYH3NzceOeBe0Go1OQGT5lirwzNIGOY/7bvYnfuSflu+V1TYzlbPi8dgltVWQlNhYrN5zI+PWTH4UcK/sEzosvSejJSr0MUgP9OIdPQhNRDrFarGLHW2vcEOBwOOB6P8fe4MM7QVOZEvGkm4alxpe+nwmD5OWY6OB8y20CjeE7EmzopcoOU/5YOA6lQssHa3D0w2k+9hBzPpISguN8/lZaU6iKYbaI2gc+ERv6zZ89QFAX2+z222228B+n40JHcbDZxrtjIL63AxO+PdBLk3En6VqywEiouSXF2RkbGnx/UZOlg7OuQXXw51NgoQOkkADwToqaxGbOIRYfNywfYlc9CL5omdnJ21uLUtjEL3Hcd2tAzZpJ5Ttb0CRIj0/9I9hSRZZCUIOk8yKg8M6hD38PZkc7anxZ4/1D78TrAlKdptF+cP2YEZBY5jmPUDdBpcDY0WmOmQmkMCPRZ63zmIuhC0nuQFZbiPCgVo/sp5DqavksjX8FTg2zIlFhr0cPvEdY5LFcrLBpfXn2330Mdj2idF207h6B58UMx2kQnFBjLgFvnomPI7Et0EpzDEMTzdB5SCpMO2YcYsILKWodPFNlx+JGiLMtI/yCX/dtQgyTSfgYAJlFiOifL5TIa56Qk0TCVRvAcPeoph0H+/iE60lPnY4QcQKzyQ4FzSpuh8U/Deg7S4E0pXFIQDWDSF4FjAaaRd16PjkxKmWLzOWYy5hwH+VzmnArgcbYBQKSLMXPE8rJXV1coyzJWy0rF3NbaWGJ3s9k8Kr0KTDtHy7mSzyelZKWlbjkeZh8yMjL+/CiLMq4JrJvv4PCscLi82gJ4TG9JEdcWbeDQo6hadH+xBwAYGJRNg7IooEOm83g8+sDS+RwzGzLLkBrm0RrFmPiIkfQnjv3gHsHPi8i7ZePLvkcBhbJU6PsSx1ONX6sDet1DaZ9NicLkmYmR4uJRjyDXRP+z7wLVJ8m4s98B59UE54EJE9v3I62J6z6Nb4WxBKvcL7X2xzo361TI42AtTGEm6/0wWOgQPGrqGotiifX6AQBiidRIow2U5aIusWgamKIIjfw69EMIULJRoFZR88EmcRMalsgSST0mHVxTFNAhYJWdh08P2XH4EUMpheVyGRuxSYM5dQTSyLjsw8DX+76PGQwKYruuw9u3b7Hdbh9VxZHG7hzFZk6/8LH7mfuc/ElIR0T+XlXVhNLEe2UfCplClULqVJ8AYOIw8FjqBxiFZ1SP56MBTy0Fo/8yAyBpXDLDkdKyiFS4LudARvt5XFmWkUrlnMP9/T0OhwN++ctfomka/PVf/zU2mw12ux3u7+8jnerZs2e4urrCarWCcw43Nzd48+ZNvE7qfHG8aaUnKbDmPdJBaJoGv/jFL3A+n3F3d4ebm5tMWcrI+I5A8SkzfTTCJvou9m8QSyz7EMiM9PoXb2CvLJQK2W4RqGi7Dvu9L+s6BAMYCHtEElhAuJTzB8RrxteegnAaZvcSpcZyrsn7lnvC5xZXV+/wH/8ff4lv7N6XMg2Vf4qymOwP7H6tfGrDU5rinLkQTfcVpYzxVCPLTMMwoB96T/OhAQ3AwRvfpjDeGbMWFn6foKMBiMw/r6P0aGw7N86dtZPSsRJxBsT6rLWBNjZSuDg3b16/xsXFBTYXG7x6+RKXlxfYPmyxPxxi1mK9XqGpG1xcXHjhedvim2++8doLB+9AhowCgNi7gVdXibMgm+X5Skp+77q69OyJh+0W+/0ex+PHezNlfL/IjsOPEDSCAcTOvcDjxXTOCAVGbUMq3pUGtnMuVtDZ7XaRlvRUtaYPRYE4hlTXMHfMhz6fXkvSo0ibSXUJjNrznqUYmMfwtbkMCjdOGvvp/UsnKnUaeL6U6sPPpfOROkEfw1OOmcwISGfn9vYWi8UC6/UaVVVhvV7HeyQ9ieV89/t9dD6YESEdjuNn1kDeQzq2lHZmrcXl5WV0uthRWoqxMzIy/uFQatQZKa1Rlb7cdg2DF0OFajE2+5pY6sF5kE4DAJRVj3pzBDYOqgnUzUA1advWl/QMXZ0n1YMejesjewQwoRjNHvPUHjFDcZKvxzKnxsHWGj0ceu2gndAasOmZ/Lwa9QjeZp/STLU2sbyrA6JOwoUMgIPvJ+FEcMcUJmYPuK/IvUWpkaLDvgnUgDga3+pD+YVkavCYwiTLzUIp9KHpKwAsl0soKNRNM1KttMZysURV1zBFgbY9RxE1u2TLoBJ1IXAu0pOeeq5KaSjtvIOjPf2N53IudAzv8/7wKSE7Dj8yaK19J8ywMdDQo55BOgtziyw/JwXRjAqzCzQNud1uh9PphP1+Pzn3U1x8Ql53TtPwlK5BjntOd8H7l5oBfnauapGkH0nqFRdpOhoyyiMpSFIgLLME0gmSmQM6DbwGsw3ScZjLHqS6gKfmSGLOKeTY0pK0vK83b95gsVjAWhurcNFRLIKAkh2fHx4eorPIaCV7ZMhrcx75bNJnwt9ZqcpaixcvXgAAFosFbm9v4xxlZGT842G0Rl1VoQOwjo0xG1fgy+d3ABys9WJdKRAeBbsq0pO0ViibFu5/s4UJgZeqLH29/q7DYb/HOTQJHUQlujQC/oh7z59poOSptW/GGeCxzk3JLDrZS3isX48U4ISoWY3aBWNMpA4Ng43n8fuKP34YrG9cF9Z8rTzFKWZvEsfJWQerLZQby7gWRek7XjsXje8hlDD1czU+B9Kh6ARGCtPjGXoMOQ45P3osIgLn4l5xOBxwPJ3g4FCYAlVVwpCOajSqqvbOhrU4nXwZ9K7vvaNa+D4h/jvlAFJQxX450TWI5yQZAP3QY7FcYrlYwBSF70J9Ok/mJ+OHR3YcfkRYLpeRWlTXNeogSgNGHvkcXUn+YaZiaADREdFaxyzDfr/HbreLwieeZ85wl0ivK681l2aW50uNYEnDkZmFlFMvBeKS9iKvLTMOc9QaycOXBjwdBhq9PF7ScLjpSLEYS44OIZLDcywWi0lFotQRSasVpe9zHtM5S7MkjOhT78DndT6f8ebNm/i9kZkQ6mSUUpGOxTHJzYYOEH+m3wcpnJaOFZsm7Xa7ib7jQ9qTjIyMb4/lYhk7/FZ1haocs4TOOcgypFZ06fWGnfYZB/5NK4fNX72GulQwdR3/zql36/reN/uU0fIgxCWtJjX1XBgHS7eCmQB+BtN94FEQJZyTr7h0fwivk1cfM6qBN29eG9z+Zo2TGgAnjGjhPChMm7SxIpJzNuoNODaIPYLiYCv+l+umEnsLqUnDMKCnuDhkcMuqmmgtwmPz3ZtjMAaxgpF0juK8yX8nAUStFEBN3DBEKpF1DtpabB+2cbzWDlGXwQpKWqlYNhXAmFEQz11mM+hE2mTfh3BceF7jDLq2BclJ2vjStzxvxqeBvGP/iCC7PNNxIGR0JeWdy8ivBI05Grx936Nt26hlkOVKJZ0mRWoEP/X+3Osf0jV8cAMRoPE5R0P60Pgkz1d2BJXXkVoR2RSNNB2pUeBxMfIU/m9DRM5ai8ViETez9J6+TZZBOlAf+gzpZtLA5zmYcUm/J/JZy6yLdA6k4ya1HXMOY6pv4GdkedzUKcrIyPiHQ+q4qrKCKfyaeG1rbJwGFI3g1Jj0TkO6rpilglsoX5EnrHttqJZEY9cKw/VjVCOCRjd/Pnkcf5F7QfKaC+fjtWXnZRrbzJYoa9C1BSybH4jhWudgEmfHOwMuZiW8HkIYys5nbZhpYGSckXef40i6LYeGcxRC26ALGeyAAoXPMLBk68RR+ei0RofMyYOTDyoAOsyLdRbaTo+PWZOEmtsPQxQ4p06DdGi01r7BW/hczGwktDEX8lyTsYXvmd8vB9+ELu8Pnxyy4/AjAukiTdPETtEyRQpMRUcSc398RVHEbAM7MD88PMQqRTJanJ5jLhLOY+aM4ZhSnqEupbqCuWPTbANf55zIjtk8X9rcTNJs+Br/L8syzikNZSmcZs8G2TgtpRXJ7Ig0zKXjAIy9Dvh7SrOamye+PgxDvKYU8qU0IekMSQeJn5VldNPsgJzzOceB9y/x1PeE/+a4SVnKjeAyMv78MMagKEuUUq8Ghy9ri9X6wVOUkoDBU6BgGJUXD59FqdUulFml6Dg6DUQwwF2IPktIZ2HWJOQaJNYTGa2Wn5lUYpKOSEJRKozxzg+4Tqt4j0Co0mctur6Phi05+hRC+x4OJdpiqonDoEKfCt/1mGPlGinv1xvkLlZCcvBretu2sM7GHgayrwNVFnKGJ+7NxInxY1YK0cGJ5yHVKYxHGwPtXOhp4SbOGSs7MRtgwrMYJItBjRWU5NiUQiz9K19UKRWL5VbD87JA1Iv0fYf23E56ZWR8OsiOw48ILMF6eXkZjTPJDZeRZEIaeDRQi6LAcrmMhvLxeIzUJNJq0vNI41gaq09BOgDAlGok35eQRivPneoCpIPEczRNE3n4/LyMvEmKlRwT78GYsS61FhEPahOo+aBhzfPOGc/yvuiMMTuxXC4nVZjS6P1cpkXOvaQwAZg4H+kcSsoVz02nJ6VZybnl+CV9KM2OyHHPOZCSziWdM2PMZAzn8/mRM5iRkfEPR1GWaJoai8aX6nbOoR8GODcNakiLW2Yb+Pe4uWqx/KsDzOUS0BZtcBjatkUXGkxKnUL69+8N3Q9nUWUUXrw4dSqS8wKBDpV8NqUzxZ4CIrjkHREX9AkG2o0NzFQ4bywZOtlDx4yFpBD1w+CNZGfRdf0jQzt1mKQzo5TCYAecjidP+3EWdd08ypyrQBlig7l4KjvjSCUBLGWmzdYirSveV9g/GP0PWZIY9GLwjY6UpJcJ3YdCqC4lysXKe48VtiZTEZqNkt6VMhXC/Ep7I+PTQXYcfgSgIdc0TTSS4x8eRsqHjHQ/ZaTTWKSIF0DsgcAsgzzfXPRY/v5tqElzouqnjGS+J3UGH5oXSd+S55NGceo8SD2IjNzz/VTXAGASjU91F3NzzBKsfd9Hh0RWJaLh/iGn5mPzKgXe6XynNCKOg5F/Oc88lp3CU6foQ7QqZmbka6ljJsfDcafZl4/de0ZGxtNgJaWyLFGVVczslU7jypYwxvdtocEpxdDT84TAQe2grg1UAQyDD5z0ocraRADs3MSgBZIsQmKEzx0jswZz6z0dEaRBH6UwlzeRnbGVGsulAoBtC+x2DSw6vybRaYhWsMgMOBbqMFEDId9nZ2Wn3aPMqdyfOQ5pdPusKzPaoc9GcBomer44viench4hm+GASTlW+XGFUe/g6UUW2gLMxxhxz0oBcMKGUN5Z8M9hbOombnj8NXHuJpRh3qccevh+xW7XotdFxqeB7Dj8CGCMweXlJS4vL3F1dQWtdaTN8A9wTo8gf5dGKjMOgDfi9vs99vs9zufzxCieyzg8ZcjPGX0yayHpOKmgd+78kj4jzyevXxQF6rqOlaVSgbA8Nr0+DWhJG5IGM6tMSArUWCLO4XA4xDHQoWuaJp7/cDhEKs56vY4VnXgfUlQ9lzF4CnL+5D3ws6nRLkXQXdfNRvd5jMwySK3HpMye2ITmdBLphinnnMez+ZwxBk3TYBiGR1SpjIyMbwcF5bPRTYP1ahXFtV3XYT0U+JvPdoJXb+NnZLZBrgt+3ShR1SHD2fc4HY++CzR7NMhMMkadQepEELN/1YLO9Gh/Ce8puUf4A8Z/aw0tnBjHcQknoAoBsjIUFTndL/Fvzx2csdCYroWxrKrzTeN4HtJxAIQqQ/44FuLQRsNZ5yk7oR13L/o4GGN8ydKijNcY+h7noCMsyhJ1qHIHhICQjOxrPXXyPhhc4iEuCryNFplxabDrcQaMNlBQ3nlIz6k9dcromeqGSfbBubC/CQdL7veODo0NCgfSmkRQTmoIC2NgY4l4xMxZxg+L7Dh84iClaL1eo2kaaK0nnHn+TwoIMDXuJbWGv5PPfzqdYrnVlunnGWOe55GLe2owPuVQPEWFkZ+Zi7ZLhyONqPP45XIZexIAiPMyl+HgOaVxzcwLG95JupOsikEDXJ6P112tVjFLw4pUzODQsVksFhPqFR0UirplJOZjGRZZRUtqMBjZ5znk85mL6qd0tnT+pbYhFT/LLIwcQ+q4zIECfGt9SVjS7y4uLrDdbnNZ1oyMPxHUvDWi/n3X9/hrW2O5PMOxio9cR8MyY531fRvUqCsrTIHCWFSl8gGQUDAjdRqAeWdhLrL81KqWZhnk8Y8yF8nxcR1XiQZCGPzNYhGrD/ZdBzvY2GwsniueL8xJ2AdJ82EWpyzLUK5VjdWAENZPoye0oFJrrINDoI1v9NZ2nrcvHbAmdGAugnMBeBqSzAaTPhVvUQW9gB7LsxLRAQhzMgx2FGeraaPWWNpVBNomZXTlPppQpegw8J5VeB5DMOyZMWAgKTYetI/3B2pIrHMYQoCLwSRjDCr40t3n83lSJTDjh0N2HD5xkIpT1/WEUpJG4ufEtPy3NMzlIuGci5mLNNo7R0sh5jj4czSV1HDn+0/RXuauBYzOQ0oHomFehHrPXdfNGq8yIi/nShrv/J/X4rHS6JaUotVqFQ3e4/GI0+mE+/v7KBzk+amdkI4bn4HUNaSQdK2517kgS4Hz3PxF6kGgLsjnIJ9HWn0prRaVnltGhqRRMuf88DUez3EwY0JnNmsdMjL+NCgomCKsY2UxGrXDgOViQLM4efuP//sPRZCXLtfvqulQLByU1his7zHQs3qSiFhPxpFkCvh7ctB8tPyJABVm1p7J2v6Bc+mwdsXCGUqh5T73KKYuuhwn+5df/3Us6Soj+gBiiVUa3KTwFKbAcrlAU/viI4fjEQhUry5kXBUQnQYGZ/w5gzGuff+EuSxOFBbPwBvyXoQNjBnup6hgdAIezal41rGaUjDyoUR/iZkxSKeBuokn4cbu0s7ZKDSn5kQbnwHruv7pc2R8r8iOwycOLl51XcNaO6nso5SK3jn/DUyj/KmjICkzbdvieDzGCLD8THoeIs0KSArUJMIkFyPM93x4yiGhkZmmz9PX6DgwC3M+nyeOyZywWkbo2QSNfSCk4yDPz6yAdLwuLy+xXq9xcXGBd+/e4Xg8YrfbxUwQM0XUo/CzzGqQz/qUsSw30JQrm74nDXA+B3kOWbkpfX5SPC2zKnwvzUJxDqVwXNLk0ntIM1PS2WjbFk3TzDqTGRkZ3w6+Co+PjPdDD2dJFwz6pq4fezaEP7FRyDoNRgAW6392D1yUcLaO66ps7ibxSAAMjDQmIEbuaXxa8X7s+SCOfXRv6fkFFSkasZjqHeSY4jprDIbjEYMdAHiD1Dk3OUeMkofreoes9I3wQh+Iwox0IgaVZNDDwWsiqrLEZr1B3TQAgOPpiK5tY2CJ2dayDOdjRSVqEONa/MT+EGg+0Bo2qYY3WeOtRe9c0Hn4pn5R1I4xs0MBtp7oIVz0HeiIGV4jPAvrvNCe7gOrMfWyLK0QWz++kWR/CHuG13+cURZFrNCUd4dPB9lx+MRBI1NGmaVxmxqC0mDmoksRrYywOxcEb0mJ0rmI9dx1gPlqPk8ZgB/KPqTnT8/Nz3Pc0iBWSsUodt/3k8h7Sq2ScyqNbGZc6EAsFou4YabCZR5/f3+Pw+GAN2/eYLvd4nA4RMeMjl4qzqbTJnUVaSZFGtE00Eklo3FOZ6Ysy4lugM0B0/mVGZcPZaTS8rWcn9RBkP9ONQ3yWUaeaphXOiLUOJDSJalOGRkZfxrG9cxEKogSvHPZ6I3WIilK8eW47miYwvjSncDY2GwmE/AoMyD3iPAzVikSr4FrTnIfT0WvOb4UqdMS9VShshE58gBgO4vhPza4f7+CQhvH4MjHV16gy5VMh/lUChiCPsRZizJk/8uqggn7Q6rds3ZA2wEP2y2w3cJai12gYTogBqlMYSbaBe5JkjbkgkMR5znus/49Zy2OpyOGfkAnSoUXYa8HRODJOegq0TsoQU+y1jdl4/MAJo366GDEY5WCRggYwhv7zDTIKk2Dnck2hH3FZ1VMrFg1DEMQR1t0bYcOgAn3mXeHTwfZcfjEQQORRvO3qb/9FGjESQO8fyKSNGf8z1GU0vc+5Dg8dV55jjRT8dRnaIizG7GkwEjqjTT65WfTCks8lo31mBlI6UScf4qjT6dT1DYwiyGdA5m9kZvMU9mW1HFgVmi328VrM5shvxN0DucyCx+aR3l/0sFIaVJ0GFJNw1M9Q6RzycyNFGjzWpJqlTMOGRl/IkJkXAfDy7mnCCxzn328JsR1SwQN/pQ9R15bhfHF94Tz8chpEPcjPvDo34ySPyqbOrN+KIz9BNzgcLhdYHcooVQXOfVzKw7Pz/eGYWzwRoOca7wsDRuDS9ZhsH3cF7qu80EoOjNFARMCTNL5kvuDNjOZhske5m13ay1Op3MsHw7nYAqDqqwm54+VBIUjEE9r7dgzI72meJ0dyZ3UV4Rn4NxIT7LOwrkxg/Mx+KxNER1Zr50YqVPUfOTd4dNBdhw+USilUFUVNpsNNptNrIHP6j40LKXoVkbjZZRbUlFo2Mooffo5Xh8YDdo5KtNTjsSHRNMfcjA+ZDzS2GclC5aTpUGacv2lsFmOSb7G+++6DsfjEZvNxgvqgtgw7dMgwWzNdruNVK/lcjnrPMh7m9MjyGyGvI/dboeHhwe8e/cOp9MpPuP9fo8mpMDLspw8D5ltkueU8zqnneAcPfU6ncxU2yDnlLQAeQyfUVEUkWbHY3kP1lqs1+u40eamcBkZHwerHy0Wi2goSn2VUmPltmEYEMsfBeuba5Kkmxrj/zadHjVJU1H1NFsgKx/NCZSlsQux/s0emxz/aCdQalJlCW7eRRqGwRvmxlOGuN4N1kZnJPYW0NMSq9GoVqy+54MdXduiK0tAKZRFgbqqxr4PcTgy4+Im1KS26+JYirLw9CfSg7gPUByN0WdSEBmbYJA7a2Fg/PnPp5jN6EO0XhuNwhRwcL7MqxEN65zzFZvE8/M3P2/gy2fgXKAvyf0dgMXoYFpr4cK/J30tYjZFT/pFaK29gFxr/1oQPzOIRyekbhpY5zWZnm6W8UMiOw6fKEh3WSwWscznU5iL5svIfZoZYBWmufKX0oGQ9JE0Yp/Sa9LPfwhPUaPmHI+nNACyUU6q8UjHkUbzmV3gPMifPJ/8d+pQpYYtDWepk5CbcnqcjARJZ4K/s/LQ3d1dLOsqtQYUgd/f38fqTjTY6Uym1Cc552kvh/TZpP+nDgPni/cyp9WQNKfT6RTHzaoYpFfIykxN08Bai+12O/vMMzIyRvjCGaUX4BYf3sq10p6ylCzNabDGWQcE41QGo4CwlgDT0qtuLKmKdF1PHYJgDX/bPWJubZRGvr+vmfNEJ2ja4Zn9BiaW+cz4+G/y9/u+803a7FgxKGaqRSCMjs2A4ZF4mQJrUxSxytHotIVhC41DvC+RVfF6B0/ZYXPRw+GAtmsjTYjPsHM9DocD6roB6nqkbFkLpTCWouUzmXkG6czG88vvRKAoSaeB/Sk0HYYgKqe7qbSCtuO9tV0bx80gHDMuahjHxmDT4XhELsv6wyI7Dp8oGPlm9FtScdLj6LmnYmC+LzEnWJVOwocoSmm0XC7sc5+fowh9jMf+sU2FRrEUpMlOymlzNwn5bxrPdKCYeaFjIBdH6QBIgzqlIZFSlkby5Dk+JIjm59q2nXTyZhSR79OQ3+12kce6WCwmY5P3m86F/J7Ie5hEjcR3hNeT1AXSmUgXk5QveT90DLgh0OFI+2xY68uzDsOQHYeMjG8Bow3KwpeTphEmixlLYw3BWEy1DSN1SEahx87LsmTnU3sEnYZUBzEJ3AgD+CnILAZ//kPoKSoYrBPHYbBwzgAQei88HZiyzkE7P2ZvCNtodMON88OMBbMwDiKjy9e1hsEYLFF6zGpIx4dicakLkfD0Kv/6+XzG8XTC8XRC3/WT8rIujM0XC8EYzArZAqcUrLYTOpC8HulMTo3fChWoSQ6ImRs6TZbV/YKuAXLfDHqL2LshanCUd66sF+8PdoAdLPrgcFDwr6DCXu17aJRVBXU6fuyrlPEdIzsOnyiqqsKLFy9i/wbSPCSPf84IlUarNA4/5FCk2YmnMhjy9zlqkzRCgceOBjEXyaJRyvNICk4KpZSvfx2MT1nzmdV+5DylHHvJv2cUvO971HWN6+vrmOGhcyHnM6XyLBaL+CzYwVrOzZQGYB5FwVJdx+l0wsPDA+7u7rDb7SIlChiF8izdt9/vAXjNAzMOvD6N+vQZpY6c7NEgqWspJUk6EXRqSc1q2zYKnekAVFWF5XIZReYyg0Nnh/Q7Pos2pPYzMjI+jrqusbm48JV7nEM/+L9N/oXz715SlbTVkab0aO+AinQZGryRw/+BfUEBEyMTwKhHEJ8Dj5EZhHBs2j9AAaMGgce6sQpSLIP6xB5RBJqS0r4hm+st/v72GW6LE0pXjGVCnUPJcttGY+gHDHZ0EhwUzqeTD95Zi9VqjdPx5BuTOQfzhAOilAJCwY2YmS2KSNVhwF9WljKhbGzM1jo79j1g0GgY0J7PuL+/x/l89r2LYsYdKEzhz+kc2rPPRMA5rNYrFEUJZ/xz0U4DRmQBxPOL3x+E5nYiAxX/D8+D8yidKetcpBKXZYGu69EHuhf3qLKqUIXqjqfzGTZQrTgnLGsbKcYhY0ZnKOOHRXYcPkHQKCMHXBp0dBZoZMsF6ykK0Bxk34IPHfsolT3zV/ttMgnA1KGYG690Xuai/Vy0Uh1B3/djJYpkvLxOavzTOJbZivV6jRcvXuDq6goPDw+gPiA9t6QwsSmfjKDTcJevzW3U8nWOZbfbYb/f43g8Pmpmx3NLR4u0Jo6T8/ShrEZKZeK8SkoS7z2dR9nTguM7HA4T/Q2bUV1dXcXzrtfrCS2Jr0sdCTNr+/3+W32fMjJ+jlBQqGpf3acqS1g7hBKsQfjqXHQAPHd8zEhLQfSjdRIOzoaIM0bKjJ5ZU6cDeuw0xJ8zBun4sSn9CBjLqj6VbXhEgUrOJYNCFCAXdwrt2wqtshgUADu/P1BPIBuuyUBRURhcbDY4n89YrVfAmyltxxv3gLLj/lWEcqtGi/1Bu0DjGZ0GVsGaZGnEOQGfJW/PZ5xOJ7QhoOR1Gcm9hJ/UGvisukVhwr5rLWyYIyiH5OlNnDg6DQ7whr0IeEkqFp0HpRRMmENnLbqu97qEsOZrY1AWBaqyjAGvxXKB9uwdIH6XrXMY+j44Oj5jVBi/t7TnM1tUZPxAyI7DJwatNVarFVarVaRuSM69jGRLA/Epik96DI9LOxc/5RCkv6fZgjlDXX5GGu3phvXUBjb3b0mdoeMgMy5pBoR4KrIvsxKAd6Q2mw0+++wzPHv2DG/fvn2S+kOkDgzLjDo3lmWlYZw6aHK8dEbO5zMeHh4iRUlSguTn5JhYpajv+5iNYFZAfido9PPeCZlVSLMLKaRDBCBmEna7XcxwLBYLLJdLLBYLXF1dxWdER4iCcnJ0ZWZosVgAAN6/f58dh4yMGZDCsVgsUdWh0EU/THj3NIKV8tkFrTScelwp7YPX0dobgKHC0pPHyT0CiNprGrDhIP/zI0EnWRY1HWV0GOQ+l2Q1pM5CaV+KVWsN+1Dj/vUleuUeey8ImQ1+LoxXaRWoNewO7XsgbC42OLct1us1jPYN8qzzUXajFbTSGJSN91yYIq6NMlrvg1hmUjaX1KFpQC08P+fQDT1O5zMOx2PUvfnsjKSZycAcgvHewVqfSSkQbAIeIJ9NyORIoXSkJ7FMqp0voMFxS7H3YAcMXYfT8ejvL9B5WTBjuVrFvbPrOthhQD94R6M9e+H3mNVRsf/UbreDCnqKjB8G2XH4hCD/sGgASmqNXCBTLrls8vZUiUxgjNqz83HTNJHy8m30CCnFKH2P15j7zFOUn9Qwl06RNJyttbHhDueISKk1qYHdtu0jR4i9G7iQUaPAeWHzNp5Xjo8bATAtKcrnQIdM3pe8X0bn+Zy32y3u7+/x/v37R8LsuTmW983viRSMS6E0PzeXQXDOxUpG1FKkzyN9VufzedIDRDpkUgC93W59VLSqsF6vY1UvHnN/f4+bm5uo52C1r8ViMWl0mJGR4cGqPBS79n2PthuVDTTafPMuGw1lSVuSwZ8Y3DEqGqDOAUap2LOAkW5plD6KjPsXJ8Y7349RdSA2DpscE35aRAbPpKGbvM6E8up8D+ioiQhGOfeIIhiaPMAOAyxsPA7M3PLzYh4VFAbn58nTaryTVpjCR8yrGqYwcN3I23fWxWwCtAaMiXNCWhSUip2ijSi5mkb9mUkoTBEptg/399jtdjidTtPKRk8G7hCzDl3XwWgDyznhXGFKG0vLp3Kuht7rEJwdMw2zBVLDfbIK4DAMsYyrUso7BwpotcbpeMQwDKirClVVwugGZej3M/Q9trsd9rsdDscDDvtD0N5Y1FWFM7xoPeOHQXYcPiHQ4JyrGCQj1jTkUoeCxvBcJZ/0eJbIlD0dJJ6iPblkU3jqPj50TBr5n1v4UvEuNzsa+lVVxfmZc0LSeXkqcyB7H/B1zr/UI0gURRGj+hwrnQZ5rrmMjbx/Okbn8xn7/R6HwyHez7ehf0knMqU1pZ+de01SntJMEt9PKU18FjK6KTM/FEI756s+8XnxmTVNE+dPOrtt2070FTnjkJHxGCpEqn3DrNB8i0EGmZm0bkIn0SH7wH/LNZMiVCA4HPCRY9nL5qmuv/7CKeVp/KmCYZ5mJhJ+TcweWIzOD3stAI+NY1l1KH2vKIponFtr0e8L3N4u0NkWDtNItVKjQFne46T7tGjMxjWRr8U5D06BnzvlhdUJuEaaoGv4UGcCeX/94J1Dlnb9YDlSkUVgZSf/HXEiGDU9fNLPI90jIKhJdtr9OXavZsBQOIQ8SpuQWQn/HqwFBoWubXFUCm0IIhmtoY1B09TxeGpZAISAoH00howfBtlx+IQgq9RILj7fI1IupzSOlVKx14F8X34WQGx0xsh5SvWZcxyeMjwBRCMwNZifchzSxT6lz8wZ38550VXTNLETMQ1OSd+SzggNdNnxWIqG6SBQjG2tjYauzBrw+lHoFjYRvi6dIemspZDHAIi6BvZsSPtRyKhgOn/ScWDWIH1PHp9GGjnXdASkUHkuayTT1FK/IeeCGR9WhpLOCbtyX11dRYoXsyX7/T46vmk384yMDA9y4zWdbiAKhtOeAtGu12pipKbZas/tx8TiV0qhKn0PAKXUtIOwmpbvVMJYfWx4IjoGamZN51gnEMdoYYw+MhiTc/F9GXwb+h7b2xr/S78PwnE3ERxzfgDf6C3OM7PZ3CPCnuyNZeWFztpgUMPojIUIvtb+sybZsymEjnSeJzMF4r6cFzmfT6eoJXPWjVWOkv1BKTXSjnzKIdLYWJ0ofheSPYXPyopu1c6nmfy6zCCmUrPGuxNibiXmcDLvzF4MA87BTuHnlFZo6sb3JQk0PL83eRqvFXuMzb0cflBkx+ETAqlKspEWsxCr1Soav+fz+UkaDM8jf/I4Go80tGnIyUgKMZfNkOdIzysdlNTp4XFzHHuClT9SZyQ9V9OEhaWqYo8DCoNTg1c6CHP3Rt4/m70Nw4Dj8TihinFRJo2Gn4mdQ5WaVLvi/c1lHuS/jTE4HA44HA64ubmJjeTS58DzzWUviqKIwmh+du65z0FmCNJMg3Qk5bEySyIpZOmY+H4bNwYXqVBsaEcR9THwdQ+HQ3yGX331FW5vb6NAPSMjw8MYg8IUkebirIVWnv9dVpUvjRmoHkrN/P27D6wPCnBOYfe3V6i/AvBfe7pSFZqdPRUQimss4Ck6wtgHMFYO4l4hIvxxn0n2rEcdh1XQPoTPDG5KDZX6t0XToAprOimPw+DLoDo37QGhgi7BBeeL7410HMCE/UBphfbsKwOVYZ3zOgMFW3ja1DD4MqcsQ8r9g83ZeG92Rnie7hXW+h44u90u9GuYUnPo69nQ02AsvasmWR1nvdFf2CEmJMaMPiYOzKNg0wztWWYWIJ6nUhrKIGSP3KR5nYKCMhiz+NaO1CfO4wDcn+6x3W2htUEdaK1d3+N0PsV5ub66ilTXrHP4YZAdh08IMgLOxfApJyBFmoWYg6zew3PXdf0oKzF3bl43zT7MRZDktebGlDoO6b1JfYI0bJmRqev6kSFNg1aec85pSOeLZVQvLy+xWq2isLeqqhgBn6MsSQeA2ountCVPdaAm1/90Os1G2Z/KNMxBZhI+FtVL5+5D55XgM5XOYjpe6bylv3N+WLqVOoku2RCpL5HlWjMyMuANNa1HIa0w0Mitd87Bpn/TDpPjPxRQaM8FhnYs8mCCkTtnoqWZURVeG+R6k3yG4uA0OxEzJu4xHWW20RtvzY10LQbftFJQVqF4b9C1FZRK9hzFOdOjoT05J+L4CmPQ1DWWiyXqukbf93F/GJ2HYJE/sV4rBf9skr0vDc6k99WGrtNt1z2aL35+sm+Ie2EWwdv5Ng5R6Zn9Id70lEIlHYunMg2E4XdPnOOp56a0ngiclZiboR8wwGcV7GAn1CznfKUq7svsH5Hx/SI7Dp8YpBHf932sJCDfk1HdudKZcjHhgk6HxDkvhqVYmJxzyVuX1+M50tfSqHR6nITcXNIItxRCcyGgwc5IPyP/UrjMsXIu0uvPZUokZYn3UJYlVqsVfvnLX+KXv/wlvvrqK7x//x6bzSZy8WksS6qONJylE5GOQdKapDbFWovj8YjtdvuoupB0yuaM9afmWdKonsqypJmqlHbF5zOXFfoQBYvvyzHz33T6+D2lcO50OsXnXNd1/D5x8+cmnZGR4eGpLuPf9tAPsS8KINZn56BEo7cJRQfTAA3tROomhmHA0Fv0nS/gUIb+NDZU2OHnOR5/ATf2cuAaNpOZTPeMR4avG/sBhAMQ6TcQASlrPV8e3jgdQvCGgSVtDFQP7P/zK9zvV9DmMHEGwqmjoe2CIxGzJcJ5YWDp5atXeP7iBcqqwrltUZQF1FnDCZHuuM5O11p2fYaM9POZGTMa5VyHQ5bifDpFbcMEMnDnwhyJ6H+cUzct16oCleqRQZ8GlqKz4CtyMfil4Clws5WVuA8+fieca5xjCsVH+lfQf4TKSsNg0bZdPLYw4z6vtIpZfzajy/h+kR2HTwg0mNhY6xjKmNHY5++po0BIZ4KIf/DB8KaDwMo3Kdc8LR+aGrxEapTKaLcUzqaORvr5lM8v54Ln4tgvLy9jNJqcflYnIoeTnwV8ZFvSv9J7KYoCV1dX+PLLL2MZ1ouLC3z11Vf4wx/+gM8++wxff/11NK6lU0eDVwqjU41Bet/yXtNsw5zBnhr7fO6cVxoM8rxpJkAa4zKTI19naVvSnXgNjkfeP+/pY0jHwDkDMDF0SPOS3ydZPeuRYZGR8TOGNtrXs29q9F0feefO2fH3YEw59/jvlLSWScYYCkabQLEZs9J9b+M6Y4oCNqwPkp+vlIolO2HttBGcElqrYDDy32mVOj+2aU8EIn7e/2M8d7wnf966qtAsFj7Y5hzsscff/XGDnel86VQ2Kwufd9ahGzpPKdK+fGsPjCVTlYIpDK6ur3F1dYWLiwusVkt/zWHA1dU1hsFit/WFMrQxMfPgnC9HysyQrxLluzePc4fxnsI8Aj76boPW63w+YxD7AzBKUZDsD5NMjVJehB26VPt9KgR/xPOjM8XsBJ8nnSmlvJ4jeELhWbvoY1nLDtlAAR3L2H4Qysu2U2eJ2QovjvYCdO6zw0y2oygK6LbNPR1+AGTH4ROCMSZy+JVSkxKiMtqdGqKpYfYUpHHGuv/cGNIokPyd10jTm3PGP8fK9xml/mDtZ6UevS8NT0aSSCHS2vdM+FBNaY5DOg7Ud8gyonVdx0Y0XKiXyyUuLi4m/RxSh4BG9TQdPeWqPhXx5zhI2ZGGcfr7U+egsyJfT52Yb4N0nukMSTobzymdyaecQP5Mf6cz8G2cAJk5ycjI8PDGVIGyKlFVNRQEJ9+OXXsBrsEG7KTGMpqza40KnH4RJfcRbzv5W+xoLabR6vC6A6D4M3H441omjd9wLqOfqNrEYzAVRqf0VxrC7EasjYHaW9g7jVu0OMPC4PE1LAMjZQkTKjG58xmQARql0TQ1itJ3dW7PLbRSaBYN1us1DqGUNI3naJAHJ8pqr3lQijWO/HEpOYqia4I6lX7oY/ZmMm/pvCLZHzCKkv0ciUxx2JdT/YLi+eVr2vd1MFrDak/r8h29/T6mWGpVj6JwpRP2QeL0OcfaXdPsTgx6WetL2crn5CyMmLOPZb8zvltkx+ETQVEUWC6XePHiBV68eBEpHXIxYKQmNcyeKqc5lxXgH5xv3T5y/FPnIcXc4iQhxyNpN6yMMDeeuSo/PE5GpSkOv7y8jJoM2a8h1VLIsZZliWfPnsXeADLCT6epKArsdjv85je/wZs3b/A3f/M3+Oyzz/A3f/M3+N3vfhepNTLqLsveSichpevIY3lPfd/j4eEB2+02VhMipDPylDNGR4oNAlNjnAa6zIBIjUGqaZGLsDwXI4/SAZTP6KlsEb+PMksmq0VJehnnRVKSWOo2bwwZGSO01lgsl7i4uMTl5QX2u32MjpO+5CaCUxpnmJbVTPYIvmf0GDiA88UN6rqGAlCV5aQAQ4p05yBlSYKZA+cc7DCMVYaeCFoxk+Gcg5YBorCmcR3h74sQdDNao//jAje/36BzPaydDmVC03EOy9UKdVWhrCq421sc7QDXj8x5XxjDYr/f49e//jUuLi9xsdng1atX6NoW729vQ4ZnLLUKhEyIZXnbMctAR4JzYq2FhliD4WKDzOPhiMFa/3mn4IbBdwJX03LlNMapX2ElKM6jv+/R0Zr0yVBq1Bi4sfpTfDv8uxTXCVPnnY/J3sfnrx71e5h8zlrYYYAO59Mss1oUMMKWiLRX6VQNAwZlHwn2M74/ZMfhE0FZlthsNvjqq6/w6tUrnE4n3N3d4XTy1QTS6I3MPsR0noggSHGw3Cz4h3Y8HmM0/vr6GkqpWYHuXET/qc0jjQRJqstc5Dylz8jjJC1G9m4gfYVRdVKsOE42HKuqCqfTKf57zsGiY8PStIfDAe/fv0dRFNhut7i8vMSzZ8/w8PAQDVsa9qT3yPlVYkPjXFPEReN7v99jv9/j3bt3sbxeasTPOXxyg6Sjl9LAZClT6TDw+nyPDmP6fFPHgM6S/N6kzzh9pnOOa0o743OQ4n/OGcfDZ8aGcd+GHpWR8VOFgkJRFths1njx/Dmunz3zmdeuQxtop/zbu3Y1Pi8tyvIw0XOlVMgY+ACzDN6A5d9o27Z+rSlLrDcbr41LMqTMNEyQviayFHPrh7P2UXdqOhks9RoSJ9FpkOsk9wOW0dZa43h3id9tl7DqweshQlSbgQr2AWrb1hdiKAo457tA+yB4CIqEPaIsC5jC4N379yEAdURd11iv17jYbNBNmnZ6I90IQ5pToKDGUq/+wfi1Wnvjfeh7X0lpu437w+R7oBQ09CSKHyP4LnS4LnyTOlbeGsJxNtDZTFH4Rnsh20P60hC+A8opIDgLkj7F+VAYsxNaPAP57Pz+I55pyFJIxyOeS2k4WKiUAuVGHYQ8t2/yp1FXFU7Befxgb4uMPzuy4/CJoCgKNE2Dq6srXF1dYb/fR3HonEBUOgrSeZg7ThrNNASlMbZer2MtfVKA+Nk/FdJZkWN4inLDn/L41IFgVoDGOueLEW0a81rrSGdiND42AQrUIDkeaYiXZYmHhwfc3d3hm2++iV2lV6sVuq7D4XCIc8n30nKx6YYm74X3eDweY6dkzrVcGOe0ASkFKm1QB4z9E0h9ilEn0W9B0qvSZyKvI8eRfgfmHAT5XpoBkkgpa3OZKGYaIrc6OIjZccj4WUN5mlJTN1itV1ivVtjv9yhIIRKoncZm/QDrLKwdqUtzAaT4t+f8/yNVUUE/DMByXFcPde0pTGI/SqkzHOvktbl1Ro2c/ugU8JzOTZyNWQqNzFIAMcJuigJKa7TtAm/NGbZzY9YiBMqqqkIdCmxQ8zH0/aTXABAi89prSgpTQGuD48E7Y/3g56AIfYVwOkWh7mAdnAYK50W/Svku1NN5F3MTjGzuLefzGafzCW3XxQ7S6X3HgFUwvuVz5bhj5S09rrV2GIJj52Ip2Gn/DwDKeYcmce4413LekTh8PHdgvj2CpCc9ep5umqmYo6/5PdDrILTx9kw/DEB2HL5XZMfhE0FVVZFbv1x6AdbFxUU08GVZyz40UJmLRqS/07mg8UxDVkbqP//8c1RVhb7v8fbt25iS/pABKI1vSathtGrOOOU558TTfJ+vyd/X6zU2m02cF0bM5TXocD179izSvO7u7nA8Hn29Z3EfNLjX63X8nxqI/X6Pf/fv/l3MRGw2G5RlicPhgO12i9PphO12G89V13UcE6/Be4wc3GAw7/d7vH79OtKUJKWJn2ckLKUJyWzSZJMQ1Ck+U1bjkvQzUod4HUbmUkcnBTMFvCa/M5HSMIO5Sl+8H5ltSJ0B+Uz5HZf0sIyMnyuU8sGSummwWCxR1b4Hz3K18o20QiRWcufn/sbmKKaDC3+nCsDg/w4P90u4uxrr1RHF8xqb9Rpd20Jpjd12G4XMMTIsBwphNHJ/EO+FC48VhiACEeE+nHOTDAOAqKFgxD5mYcvSV9ura1ShCqHPtOp4HqU1nj97hmbRoGkWMWuw3/e4u72N53MYo9xlVUX6U1lV0Eqh6zrs9nu8ft2hqRv0fY+LywtUde27IZ9OOO/3fgxKxQpPk0CMCzQyBni0z04cT0fsdz4bfTweY1CJDdLivhcEyNa5OB+xEpVSk4g+4OlTfk3263dVVdBsameCbkGsycwAGTjIrs+T7xHXZLF3ObjQ3dmOGaOZzzogiqwppObv1trogD367mrvYBUA7NAGWtXjsuAZ3z2y4/AJQCmF1WoV+wiw6Yvk46dRWRq/T5WrTCNLwLiR0GDs+x7H4xHX19domgaXl5d4//795PM8x1N8dr4/57TMUW7mPjOXXeA9F0URHYemaSb1/3nv19fXePnyJV68eBHv6e7uznebFNmTNApPw7uqKjx79gxFUWCz2UBrja7rPMc0NIS7uLiIFKbT6RQN8/TeeN60s3TbtjiF7p+y0Rvnls/04uIiPit2XqYzJh2vVDgsry9pTHyPzz0VdKfnmMswSOdVZhXk90o6SVKHIx1YOq/SCZZUCmBaBUw6VRkZP2do5aP+i6bxFI3jCefTCV3bRsNyQjXUvo/BtylMASBGiZl18BFgX4TCdRqr5RKL5RL9MGC33U7+vt14wtnrpA6Av95TEWn5wXknRBZpoN5rtVqhrutYcc9ai77z1My6rtE0DZ4/fx7X0uPh4MtB9/2E9uP3RgUYE8etjcGi8WLoL7/8Mt736XTCdrdD13Wo6xpt28W9w1nrsx9ze2ZiUFvnI/xd68uktwzOgPQeRFpRXdde2wGEfbDzzqK1sCGL47QOXayDL+jsJMqvgqOiwiNLO3Sws/VjAbd4xiJbJANCvFf5nZNaB+n0xHOFZwLnvBic3adFhSbrHLQFlA7fO62DXgaYqx6W8d0iOw6fCJqmwXK5RFVVeHh4wH6/j6JcYF6MS2Mz/UMFRmMudRwIZh0okqaBLnnz0rBNjfw5x0R+NsWc05BmK+aiy6ymtFwuY9lYGqC85uXlZcw43Nzc4Hw+Y7vdRipTFFjpsfMxx8E54sZzdXWF1WqF7XaLm5sb/O53v4sR+qZpIic2dRxIA0uNckbemQWh4yPnl5sfnwE/R+dIZnBkVoM/08hiKhCfy1Ckz07eRzQIwmdZ+pbfEzk+jkHO7ZxWRgrZOT5WspIVnGR2I73njIyfK5T20esyRIt3ux3O53MwUsc1IYpwMe0Bk/5NAcmaHCgigx1QIvQOUgrD0cIcB9gLhypkYaFU5NZPqKlij3hkKAtKjJ3ZOx6PJ3lf7HnyPAw2NcFpMKqE2w1o27FSX1mVWIXMctf32O93OJ6OsQu0zIQYFahDQXNAakxZllgsl/gsBJ6KosC7t28x2AG3tzpo7zTOIag0DAOKJNMw7ncIc6iiIJkZ4a7v0fedmCNRNSr0qChDVlr5E0/uwdOyxiwQZ9S5UeMhu1X7Y3y2YkJbEs5ULLHLoJFzMMFwB/c369dwfu9iBsGJc2sdHaFJRSc1lnB3Ngj9+f3FmAVxeqwSBfh5cSGTkvH9IjsOnwg2mw2qqkLbtvjmm29we3sbKTFcUKWxTCObxlqqceDCwOgz/81zMKrP1u1VVcWMBx0KNp+TjoPcjKQjA4z194nUCZCcdmlgp04Ijc8mRHnW6zWapomLa9u2OBwOsZTqV199BWMM7u7u8Hd/93c4HA44HA4Twa00iiUNarfb4f379+i6DtehXvdisYiZl+12i9evX2O320WDuK5rn74W0S3eL+daGvJt2+J4POLh4WEiZLfWoqoqfPnll1itVpOOyTzPbrfDVkT4gJF+1rbthFYmK2TJ+5bfGZk5kJms9CePo26C13z58mU0+N++fYvj8Yi2beP3bLFYxGdIh4kOUNM02Gw2uLq6AuAjZiwAIL/bcu5khiIj4+cKpTSWyyWUUmjbM96/f4ftg28eKdd9O4R1QsH3ZtA6GHCPK9hJY47GGjAGqbTWuPuPz3Hxrsdxc4AJOry6qnC0Fi5QXyfZVv+LaHQmeto4N6noMzFSg+MRezkwqoyZ7DdG6iOrKTWLhc8OvHf4f/8Pv8T7ow8cNU2Diwtf5OJ0PuPh4QHvwrrlxDXChUBqE/0g5xy2D1tcXlzCOU/r9Wu0z9jf3d/j4eEBh/0evdBiVVWJqq5hRZWruD/wvqwvO+oDYT7Dzf5KNJatUri8vMRyufT9nYyBCc7SbreL+4O0np0Le0QInFG/UWgd6EnG9+sYbDyeZVcnWWDnvGDZqYlzpVToB+KAYRizyNY5rNcrLBc+M3U8HnHY79F1nf+uBQE7MVhfWYn9NZQCNusNmoXfB9u28w3wzifY3mdlIs1pEjjL+obvG9lx+EQwhD+0b775Bnd3d9iTJ5lE8bmoc0GWlB4aX9JY5GfT7IP8/XQ6QSnfRZpiYF5fQmY65jIOxFxUW0am5OYlxyszJ6QQUX8AAOfzGefzOVYioibEGBM1CBR4u8lCOt14JJeejsEf/vCHaBzf3Nzg9vYWf/zjH7Hf73E4HHB3dxe7bDdN84hSI+9RXlMpz4s9nU7Y7/dx/ACiMJtOgzHGCx5DFanFYhFF3TIdLBvGyUxAKph+6vnNZXvS78bcnEmHSzquKS2KZRLpMPR9j9VqhaurK7x8+RJFUaBtW9zc3OB0OsXnRQ2OzHqwUMDc9zEj42eDEOk9HA4AgMP+gJYZVUND1K+te9Xj9dtLPL88oCi6IIT1HYBTJzxdiyV8dFjDDn7tXYS/+WaxQNt1nuaThnu5pnwoDKwUUlY6jWmdRND94Sry94EprbFpGlR1HffC9myx7U/o4Mu9stQqADw8PMRMTQx+qWkTMl7PBIfKDgPu7u9jxruqaijlO3a/f/8ODw8P6NoW+8MBcA5lVfkKTHq6DquQNYDYH0hFIq3qdDqFhm9DdJyKcI91XcMUBl3Xo7WDH4fWaJoGp/MJaEfKk7UWPUaKUMwI01GUUhM7FUGrkG0h0v4PSvlKV1EPAsRSsTp8ZzivOtljSJdS2jfWG9pxD6uqCnVd4/nz56HClcPpeJpoMalxAUImJdgApi2w3++e/r5l/NmRHYdPAFz0DocDvv76azw8PMQKQJI7LuviywwAMUdbempjkJGF4/EY+0is12ucz+eJcyDH+W1453OGp7yeNLYlL5L/ttbGxXK1WkVDlKn5rvNcUjoO1lrsdjvc3NxMRGXpWCUlitdiFuAPf/hDHPft7S1ub2/x+vVrHAIXdrvdRn5p0zSTMaeZF56biya7RDM6L/s6VFUVHRI6MkVISdd1HZ0OOncAouMkDWxp0EtI/YE8Ln0OHzQghHMhv1/8PLNXMvMhm9P1fY/1eo1nz57hyy+/xOl0wv39Pc7nc8yacB6lhqIoClxfX8MFgylTljJ+zrDDgP1+F9eSIf4dhr9nA9i+x707Y6d7XPYGRdmNhqB9nNEDgoFpMTEYgfBvC1jr0B46NI3XFCwXCxyPR0+TggiSANFoHJ5YS8aTj85FGrSgMR+Neoz8emYjoHxnYVbQAwDbWrgWITMMFMZgtVqiKEs4Z7HbbrE/HOL+Fo35mT2CAux+6EPQyFOhlqtVzA7cvLnxjkNY35VCyPiW03U4RNslRYi6FKUVrLO+rG7nG4L2Qx+6efu1tWQZcih0bYu28xSrwowVAYfBQolmcYO1cFbHuTPai6rntAvpc1HucYBRalJG6lI4BtO+EPH7FeaXHbUdAs0pdCoH/PdnsAPKEEB79uwZ+mFAF5qjskkqocP3wDoLpYBFyMIc9vsJjSnju0V2HH5gkF5irY2aBtn4jYYfOyaT/gFMS2bOGX4yes+fczoE/nEOw4Bnz54BGKMzsg8BP5cacB+KcnNs0iCUkWop7pYZCWo+1us1nPPiYhqazjk8f/4cn332GTabDd69e4fXr1/j5uYmGq6ygZwsnyqzDRQqd12H3W6Hu7s7aK3xm9/8Bm/fvsU333wTMwCff/55LPWaZnd4L0VRTETABLMW7MnB8TFte3NzE+d2v9/H5/vq1as4F6yGweclDXV+P6QomlmC1DGg4ZAKmFM9ATdWPiNqEW5ubuL9ckGX80HaUtqVfL1eo6oqnM/nmFW7u7uLz1N+x5h54HnYuyM7Dhk/RxSmiGvL6XSGMf2043xYg2LkOAkepc24Up0D1zBGwAlqJw7bGuf/X4mL/6aDem5wdX2N0/kMG7LksWEYAwthDAxtk6P/FNJsQiwnqrWPblsLCG7+YH0n4yaIxbl/9n/X4N0fl2j7DlVToWkWuLi4QNt2uLu9w+3tbVynjDHReWHGQYc1iO/1fQ/bDei7HsfDBQ7HI7bbBxwOB9zf3eP169fYH/YY7IDNeg1tNKqqRlkUo+A3QCuvmeAebgeLwQ7QVqM9+72tazvfFE1pT0kKPRkO+z3OwSZgpmf7sPXZlKDtIO2oqmq4sP+wt4MK6yupa3w8OnR95jw4o31SANRETKsjTcTRwcErwvNzcMDgy42fzidoNVYCNMFxiLaLc1CFd4yc0SiKEk0IlPV9j+1ui/1uP9KDrYvPRAHorXcajDaRfisd0YzvHtlx+IFBxwF4XD5vLoItq/XMHSePmeOG09BMHY0+NJ5hw7TNZhOF08BoeE74rCLtmlJ05LXkv+W9yHuS96+UinoLGYXmdYwxuLy8jDoDUoBkp2QJaQRLx6nv+4kG5BBqdP/xj3/E7e0t3r9/P8kOpE3TpKEtwXHyfkjHoVPDzABrihtjYqUoagL4OWYfiKIo8PDwEKOOfBYUa8tmc9JpSB2+uYwSzyV/fyqLEfnRamwUN/fs+XrbttjtdnDO4eHhIXKMOUY6GExdP1U1KiPj5waWzgR8pJq60sn+4HwVHUZ+lVa42zfYDCVW610oSTquuf5cT/xNueQ9pzD0Bv35ANW7WKq6bRq/R8TjXHQekK7DdCTkGhGyCiloyMfPq1G0S2670RqLpvGc/bCWHe6WuLldQ+m7kK329KLT6YzT+TxtEibXOXENVusBAGsHDIONgQsA2G53eHh4wPv373D/8IC+6+AcfA+JQAPi+KNw17mx34FzYBUgBe8EMcLODJIp/B7h+0eM2VsvQB5GIXXbeuO9KNCEoJY2Bl0IsvlnEwJBxqAI+rlYNUnoWtKeCUoljeaSeeOrKjisGqOj6ayD0/53Y4LGBoIdITJJSoXmc9b3r9jutjgcvPPB0rjsiq7C/Co7TClUYV4zvj9kx+EHBA3Suq7HxSHpcUBjqu/7Ca8cGLsqpxF9SWOa47TO0XeoayDX8Pr6GtvtdpLhICTlhcbxXCZDnl9en/cpo8xa65DuHUuwLpfLGM2W2ZO6rvHs2bMoFmQzNRm5ls4CgEcN2+g40OjW2nd1fv/+PX79619jt9vhcDhEwXLaXyGl5siIvXQs6JCRV8tnzSwBU83yHilI3u/3cR42m010NrTWXpAX+M5KqRh54vvMrtAQl8+GTdXSZzNHVeLz4DOX3y+eX+oaeB3pXHBuT6dTHLeseCUzE+l3SIq5MzJ+blDK89zL0NjM01sEDVTQi7imGucwWOA/myOetw3+t8oAvj5NpB8ppR5pHpx1UMZTZ7TT/qcw0Nq2gz776kpNaKDGDClFxZF+xCy3MBJ5JmmkstJPHIN4j5kIufbwHqkB47phB4f379b4tTpAGYPFYon1ao3CFLEbsyzzCTCgBCgnMvLKVz1yduxJUJgiZCOAu0Bjvbm5weF4hFJAUZQogkHu3OjcxN4KCcagvcIQSqqe27HCE69njEZRlpE2ZdvWnz+s6W3bQimFZtHEz5RFgfP5jIftFm3XAr2/fhGy3HRKlPbX4ZwPdohjlz0aJt/FR3fiXyuMgeXekQT4nHMYMEALgbUVe6QOx3VdD2tHBkAnimUo+EZ7pMIxuyLnONOUvl9kx+EHglK+WgJrTNd1HY1aafzyD4wVfWjIAeMCQoOLXHMenxp6/IxcgIHRAGTvgqIo8Pz5c+x2O2itcX9/P2tUSgN5LruRcv8l750/+R6NW3bPvr6+nnTOJt+R0a7VahWj7qR41UEkR3qLzBCkEXjO12q1wnq9xn6/x9u3b/HmzRvc3NxE4R1Fy2mEXs65jJRL45zzLJuZzc0jRdC8T6VUnAdWlZIN2/h8T6cTVqsVFgufkm+aZrIJMy3OsUlaEg196RTOZYcAxLlMS6Xys+n3UR5Hx5jfxePxGJ0kOmOpwFpGRPu+x+XlJaqqmgjYMzJ+6jDa+BLddYWqDNXSXOj6GyLjUtybGmMAsHMD/v37BX61cFguj55nrnxFHK6L1tpYWQlAfE8pBWgvkFVaYfvrZ1i+7XH+r84xU3o8HiPlcw6xShIAuUNE6mSSmYiZxkAh0mIt4P2t1musw7qtlYJ6sDj8hyu8O3gjtSwL1CEgs9vtvB6jbWPWRgHeEVMK2mgYHebN6DgHDs5Hy7XGYrmEcxa73R7ffP019oc9TsdTnAMTqhRFxKi8yDSEexhENkWpsUKUpyg9LlQB+ApNCp461Xad1wSUJRbLBVZLX8XIFAWM8d2iu76HsxZd58XrdV1HWpdWoziafRKcc2OFJQBa+WwIwpovMakIFUCanOzRoLUen6Ed58DTs9zEefT9LvzvdBrsMETHxj8b/71IM1TDMKCqa7x6+Qq3d3do2zMyvntkx+EHgIzEsj8AjS9mFoCRYpNywAmZpZDGOek1aTWlNBqeUkJoqDGqv1qt0Pd9pJiklKSnxLQp0uxGyqfnWMqyjIJnGsoyQyIj+vv9HsfjEfv9fsJbldx4qe2Yuy6NX5YF3W59eUNqEKgrSe/hqftOo+IplWnOgeP4JJ+fAuzNZhOdQampYD8IwIvxFotFpG3RQJdzl17/KYrVhzA3D3P3zPfmDHx5bJptempeZffsb/t9y8j4scMb8jpSVspgpA7DADfYUeiqdcgwTGmhgDeyejj0xuLh0MA5heXqMDoLIvsQ4bxxJ4M8TnntQ98ZdGeLsu99oCuUQu3aNnDRR1Hs3Jo/ub9kLXz0ulLQYu0agmGtQqahDkESBwBHhZs3l9i5Fi6wobquw+l88iVO23aS2dBaj2Ll0I0YcS/y16MhrZQ37NtzCzt4+ugwBBpmpCepyMSa3psO6hJJ+xopW46UJr49eQ6+D4ITe4R3CDWAMpQEX6Kua+8MDkM8lgJqF4KQdV1HR4pjHf9PKErhZ0pdAkanYQ4KgNYGDtaXcIWCU4B2auIwGgBOOWBuf8DoUNAxjp8TNCctbJZhGMK1p9WiMr5bZMfhBwANRec8X3S9XscKOikPPaUd0YhOOyAzw8BjJX+ckE3kKBhOF462beN5Ly8vASCKWGnESSNeUoLmsg6SvsLzSqqMjNQvl0tcXl7i+fPnk5Ke8lzD4LmQX3/9daQA0dmi4yCzDfKzzAAwIk5tATn3PNdqtYrnSRuXAWOGhvM493zl59JnKbNC0umRjtPl5WXMqkg6QN/3eP/+fdQ/kMZEEbnMQs1F8tLMiKSdPQW54UrHU2pl0u9pWZYTOpcUY9NJlteVTq50mCkoT/uUZGT8lBFplSFivGgaFMb42v7hmBixNxra+mNZE984H+022huK/xknrE8F/tkq7RM8ltx0dsxmyMDS9O/Ooe8HlJX/O95cXPimZYE6w3E5sU7M0Zb473BQfF3uabxPF+goKgTZNmG/9GO2GA4F/rY7o1VtzLzsgu7teDoGGoyNdCKttRcwE2EYNlQ6sm5KfGGHbihfIc8YjapcjLoTa0MmSEXjVUbco2cQnSnAwc+RZbO2xOqVtFXOqc/eNnDW4vrZM1Rhn9sfDmC/CN8/4YDD3tNYi6LAYrmMgSVSeygwj89CZEzsMPZLoPD9Q04DwvtRQB1+qpAdY9ZFKcCF70CstCT2LGLiJAh6E0X2MTOjVewDITtOZ3z3yI7DDwApiAbGUqs0tLhg930fI+90Dhh95h8azyMXeC6+NCCl0QY8jhbTIaHxyih8VVW4uLjAF198gdvb21gWND0Ho9wSaaZDQvYkoJG5Wq3wxRdfRCdKVo6Si6e1vmnd27dv43lk52XJlZdjiZ0pRdaCY6FRTc2B/LyMhsf0chIhk9oSfrYVAjVml0hfktoIALi9vY3P6NWrV7i6usLFxUVsBPjmzZuJ00jn7urqCs+fP8dms4lzIx2MlKbG8UptghyHvBdp0PO68lzyXuX3qizLR9kh6Tw9VYFLGiv8N4DJ2DIyfi7QxqBI/lbYYCyuX+FvotBFELp6I3VggMTakbakFE7G4j+8X+MXDbBe+2pAVoVsrh0j4w7TdQFAELhanI8lzN8+h/nVEfaFpxtebDYoiwL3oTTpMAyzVZTmotg8Tov3pTHJqHwVmm5eXl7GbIO1Fu//x7/CHx9qADuvMRgGX+3pcMARo+HNCkWM3E+HIKpMhS7KEGMdol5L+UZzSG5PnlM4Q/L81g5RiKygMAw9ur6PTo3WGkZ7XckQnADrLPRgcDgcYYxG3/VYLpeomwbPnz3D4XDAfr/HzdsbDP0w2dOsc1iGAiPr9To6OXKfbtt2SrEKY4vN4egA6tAcLhxrB/uIsuTpbvI8iGVbpatqjPFZBzHfQ7iWnKPJmLQa6U3CydSybCyrQ2V8L8iOww8AGlBzNKL035IixEwF9Q7SAI5lyQJkZJ//JqQTIUWs8nVZTWiz2cTeCby2jBBIozIVTD8V0ea9aa0jLYclO9NIvTRcpbCZoLEvtSG8hoQ0/nmsrKqUPo+UnjRnvKZOCa/LeSLlqe97X3tdbP68h/1+H8eyXq+xWCyioFgKiekYMBvCjto01qWIWM5ZqjXh79IBkkL7dO5kluHbGPCp4wWMju2EAiE3Z5EFSSl1GRk/N8TynUpNjFEZC3fOYrC+aVqsz698mcvBWjhnYd14HquAe9Xh+rxEUSxQVQdvEw42lmL1hrMXSY/X8XQlWGAYFM7HGsP9gKJoYa9CsAC+SZwC0AIhmj46AsATzr+Itusn9ig2OiMlUykFcwCG1w2+eWjwtT7A9VJwbb0xGs5hjPElTvXYBE1eh1DhPxrOWo28eqXG9+JnIzVrvIdHQSsle1GMdCjrxj3SFF7UfFIKPgERejxAoe86nJWnASkAZaCmamPQD4OnrbYjU6EXjlLT1LFohs9yuIlD49QoNGbFokmuRamR0xTuP96D2B9cuCnHz4hn65/jeLo4T2HuFVTMziht4PT0s+M1wr4kxoO8N/xgyI7DDwDJaZfZAWBceGgkAqPAlEYXG85QeMtKSDREpehNpptpjPF1GX2W71GkSwfn8vISxphYxacNnFZJtZkzKmXkWhre0iFarVZ48eIFXrx4gYuLi9hBWxq8afScRjcj+TSkpROQjoOOFQ10QlZbIuSczGVS5HOS4LgYdaMjwGPv7+9jZkkpFZu6bbfbSE969uwZhmHAdrvF27dvoyB8tVphGAbsdrvAb13g+fPn0cmgo8KxSeeN406j+dJZlM4j52wuwyLvVf4v5zqlsqX9JPhTZp34WekQymefkfFzgv+78X87XGkGa2MfBoA8/EA5CVV4Ku0pgtra2CgMw4BCaCR+Z054dyrwzxclBtsCSlRnCn9qDA5ppQE9LeM9DAPuvt6gvh3Q/IvbWM0NAA6Hgw92BF2BzByke0RabQlifafhWBRe6Pz82TM0iwXquvaU0t8u8f/8u2totQUGbzCzCpOzwXHh+sdgUdgr/L+D3SkCLHK9Y+dnpVSoRDRmX+jMxVVJ0D4n2QyZTUG4nnNxf3DWYrVcoipLFKbAbr+H6zv0XaAdW/+Mz20LrTU26zWaUGb2dDxit93i4eEhVlMqigKHwwEqULE2602wG/SkEtE47CFqaWBtdBlYYhXMNggwI0BnQSk1MfIV79uxDwQmziErIMktRSsFVUitJSY0L3bEhnNThzTYTZMyuxnfC7Lj8AOCxu5chDY1piicTQ0wCpnJiaeYmaJhOhRSU0BIgywt3UmHhoYgK0hUVRW7/ZK+FNPTM4h8VREN11p7gVtd49WrVzHK7oVnQ2wixnuXxuWHotHSUE7vkXSm1Nid4+9LA1sa43M0G3nf7GrtebC+KtN6vY7dn1MDOhXIk6JFXQM/v1qtsFqt0LZtbFJXVVXsc5FmS5iVkNeYbNjJc0+1F/K+ee+pE5VmxtLPyO/vhyCdhxg1EwUC0rFlZPxcoJWPRsdmZQHSyJdrtlJAWZQ+wxD+pgbl6Up1WF+apvFV6M4dfn1b4rNywGr1EHoEeMG0jDpbZ31VHE2twegMtGcF8+/XMF/sMTz3Ve0KY7BaLn0n5PMZx0BvpcHHCLx0IhTXDq7LIduyXiywXCw85Wa1glIK51OL1/+vL/HmoYEtT48i4AqYRtWTOU2dF7m+e7G1G41dzjfGjIgVBm3MJjCrLrND4XlQM6HgqTiD9cE+hOs1oReFg88SaBrtYh5MCHaRltz3A07nM6A8dWq1XPru0qHHz9ggrxkdoKgzGYXfGkJDacZSsmnFJN7L+P0LjsZMgG5y8+FZyPmaZA74OTwNajI47/67E/YW8J70VEuS8Z0jOw4/IGRfBilWpcFH+gb1DXQy2EWUtCW+RkoRdQBSJCtpS2mUGMAj44+ZCpmZYGSJGgiO4XA4RANfnlcarJKyxK7Qq9UKV1dX8b6YwZDZlm+DNPo/l/1IqUbpuJ6i40gKVqrrkNFzFyJJjPzzufI5y0pPkh7Gea1D50zSmjhP5PU2odkSaUt0OuV4pFPCazxVAjbNBM1pN1LYmQ1lwrlOnkE6lrnnkB6f/lvO+YcaG2Zk/OSgFIweG3bFpllIjPsQaWfZS60UnFh/qHUoiwLLpefonwC8b7e47GustYJyY4ELRe648/9b+L4OBB2IoVc4bBsUixamOsFtNHRVoQRiFSgAUcBKh0GLv2FZgtRhFAGzVDbpSdXJwB4t7FbhP99XuNF7aGdg/4zRZhrsCg5OLlEMXsxkTR6dI2HQSJrSYH0X6iFkwMfgSMgwaU+poj6AtCqjNYqyiPtDUZhYUtaG6ods/ta2LYaQSWBnZQcHpTApuUsnARg7SKe9EEhf8mMcK08pFcTP4qYVps7AUz07ItIgE78HmNnPxbi0UugHUtgEB8qxUIuOjkXGd4fsOPxAUErFKHNRFJOKFMDUgKXxToOyqqroVDD6z/4LjKo/PDzEa9HgonEoG4JJw5jXZaSfxiiNeRqz6/UaxhhsNhtst1tsQ8qUY5lrGmeMiUKtL7/8Mi52bCLE7sq8pqS8SK3EnHGbio/5WpqlkJ9/KoOQnjN9neDYJLVrv9/HDYEOwNu3b6MzsVwuYyM4pcZuz6vVCs+ePcOLFy/wV3/1V9hut7i7u4uO2uXlZfwOLII4j86IdDjTzJXUFMg5kfeWGvXpvUqtCoAJlUjSo6SAX9IS0upS0lGhw5iKpuU15LO/uLiIJXgzMn7qUPD6LVYDghAdK4eRAwPPi+/63mcotO80rfveR2lDoKfrexRFiab2H9rvdmNnYaVhYR8559Q+pFH6wQ6wzqJQBR7eXMC8X2H5X7+FqU3MOqxWK3QXF35vCNmHLuwPVj/uXF8Ygyb0pGGW1TkH1zu8//8u8frrDf7n8x7K7KGcr6gj13M6H7IqEmn12ojAjzBUeT/WWqjQBI2Yo73G/UF5I1w7JdZIHjNKAwBPCeq7Hu3ZU3x9FsmvedvtNsynRd3UGOwQe/lopVCwnGpT4/LqEs9fvMBqtUJZlNgfDjifz7jYbPx1AjNg7EBdTKL88TmOCQ0o2dfB+iNjh2bpTAi6kXLTDAXpSbFLNLMMwNRBVOMzk5oav9eP1+C1mWnT2viKSVrHruisoKS1hgq2Bunc+0PeH75rZMfhBwAXqtj1MomgPhJYhUWWxrzsV0DD/uHhAb/73e8mTc9kEzLJYacBLQ1FSdMht1Qae/zJkrFcVFerFZqmweXlZawkdDgcIv2Ezgz7DZBW5ZyvDrTf76NmQtJSaNwyu8KIPjMqnJdUK3I+n+NmIkv7fWh+5TzPGeDpZzh/fI6snsQFv6qq2LCOfSGcc9FRlPPMsS4WC1xdXeHVq1exY/Y333wz0ZHwpyw3mxr7aSZAOqLyHiWkoZ/SkSS9SzpvdBDS7y5pcU9lJ4i0ahivw+8tIcvn8jlnZPzUQftVS5qSMN4ehbYDhiHoIMTf0RAi0c45vOH5nTee38Hh/O4an1/fwxga1uSuA1CiXKvzlZUQYkLcTzz1RWH4uzVUoTEUCu1fn+GMD0ps1msMiwXWoYFZH9bxaOAGuqYJ/WvqukYVMtt47bD/usKvf3uBO9cDobws1Cis9R21R8ojjVOlAtVHm5i5saF0JzBG4H1TNK6jH34u0kHg8SYIpmVFIKVGms3QD3F/sNaGAiBAP/Q4n8/heN/JuSordOU4Ny44QUppLBa+VPfFZoMhzOV+v8N2tx2NcBcqaQWnITIY1LiPaXhKlsXUQaDega/xO8b55vdNfu2Y0SCcRqTJWUF7smEswzCMlZQ4pyKjw5PzNVnCnY6zUtpnG8J+RY2D1nrS4yHju0N2HD4RSLpJmgmQxl/anZgG1/F4xPv372OUOqWvAKODILMXEqkAORXT0gHhcVVoKtM0TeTgn8/nqKtwzsWMCgXcHDMzDIfDIRqMrKjEa1LXQYeFRqkU3aaCaCmmncsqSENbGtZSCyAdg6doUGm2oW3biWEsy7GSm8pUMxAqkIixULOwXq9jFoZ6h+PxOBGC877lfcjnxN/nHNLUAeBzjUZAYtzLOZMNBzkXPEcqvE+/O+l3TDYt5HF8XlJwn0YUP0QTyMj4ySAYjLLXAUHaUjT4dKioFP5+BwUYN1aYI+XUWt83oDBhzQSwNR1OSuELZaC1/zsbMEC7kJ1UOnJS4t+jRqQu+UgwYAeFw/0q/A0DF8+3UI2/tlnVqHy8xOvY+h7n4MgAPhBShqBAURQoUUK3Pgh0uinx+ndL/NEecTKeuy/XsKIsfPUhSEqUjYZvIfr78B5YcUkpBaMKwbmZfwaM/nPuAQBKwfE68iMikg7H6HsooR7KrALUdg1ouy6WzDVFoANXJSAqJSn4tZd01mbRoG5qKAX0Xe/F1HqswKWNF9bH/SUZ4/i6my9/Kl6LWZOZEqz8d9SAUIRNDYSgacXERXAaJoyESdlfvz/YMD75rKlB4fw/GrdScy9nfAfIjsP3jLquHwlJpZGfUmQkZP8G2WGYhtbxeIw1/hnJLcsyZgnkHyDxoWg8nQdpBEqx8vF4jBGixWIRS4NStFuJSh6n0wmHwwFt207E1BRwk8/Ka9Z1DdJ5SIOSPRGWy6UoNadihSmZlZGZiPTe54zSuXmQjhTnUfL62duCmQ6KxWW3bY6laRo8f/4c5/M5vq+UigLoxWIRszB3d3d4//591DRcX1/HzUNqJeQYZZZBZkTmniv/l1Qi6UzwuPSz0nFNKU/yO8Zny9fo6MjvHp0M6QylDi0pX13Xxe9PRsZPFUppFIUZo72YioaNt+5RMjvIzEP4mxv6HsPgqRxl6YXSVVnGdft0OsMY/zdWxGhuAa26GJWeCzpMxziuidb5DAQdDL+GKLz9n69DxB94/i/uoC+KGGRyzqERne611j4L0fc4HI9wf2/x8HoNazVubjb4T/aEoqnQlH69H/qwZoh1cDgefDah76G0j7iXZYm6quJ60oeKRdTvmVCNCGqkx0CsX7GfA/cCPToNgDCwwzNgAz4+N+d8wQxmWEjfOR6PcU1zcCiKMqx/ZbyvUyjdPdjBa92aBk1dQ4cg2m638//vd1BQqOoKTd2gqsqol5hbv6fBwZB5EvcE+Mi/UoiOaMw08DvBfw+DzySI7wa/EzYJXLrwOQXvhDk10loHFsMQDpq/ns9wxf1baxgARo8ZJWsMSpToWhYmmVbly/hukB2H7xGSZiR/TyHpITTspEFGY0vSeVKaCY17OinpIpJGk9MxSSOShjkXHWmMsmyr1jo6BW0oH8eMBA1EGtWSliTvKeXPA2PkngYlF3xG72WEWikVHTM5L3PR6vT6wLxAN83+cF7pxLEK1Ol0mlCsTqfThE7G/5ummZTPVUphs9lE0fmbN2/w/v173N/fx26fAOJc0gBPhegfwpwTJDME8vuRfiZ9TQrXpeOQ6lr4/ZJNC+X3XTocc6J6Od/8N/UzGRk/VSgV/q5ioGNaUSkepz3lBEi614sggnXWV87RvjqTskFAHQzluAYwg+HsZK1MaZoxg6GNz3KIPcLCRr2FUr4kKoIot/vdEkUJqLJA17boet+krSg1itoBf9lDf6PRPhj0bYnjvcH5ZPHm/QXuMWDQzjcNsy5WBLLWAn2Pnpnfzus5uEf4zLunsZIy5FwoSGLY00GP2Zowd5M9ItmbnWNGQWQVQGrXeO/WWdjBog97GouJkIozhACcbD4KjM9da6+BGAZP9eGeAQC7/R7H0wn73R7OAU3dAPBi9KIo/LMRz+WpPSK+TscT0386NzpOzrmpsBniKyleln1AeBC7QPMZjJ9X0MbAhZ4bsQhLuE86ED5DMQgHxMXnpMM5dBhbPwwY+uw4fB/IjsP3jNRxeMpA4/vSSJM6BOoXZNRmrsLNXNfo1IjmeLjo8n2eT2v9iFoi74eGO/UN7MNA2hTPKYXTsqIUMO0tQYeEBqc0yik8rsJCKY1hOg5y40uN5pQ/nyJ1tiQtTDo5dIBkCdZUUM4ouhwPDX/ZHXu9XqMoCnRdh5ubG9zf32O73aJpmgktjHMmRd/yO0PMOQLpPcrjpPGeOkkS6bVTmpikTFHfIildUgSdOmUpLYzzJo+XGbeMjJ8iPG/fTIwjIPx9y793KE8Zgo58eFl5abAWhXVw2sFoDaVNEJk+7k0jHXcZpEoDLZ7elDRBc1Pq5iM44OHtwlcM0hrHo0LXabRdi8JoNKsB64sDhq83ONwv0HUFhkGhaxX+oE7olI0ahgGYGPr90GMYbMw0AIhOkte++YyLskOMois1ljzlvyf3qNREU/Ko27XzrgPUWLaVDgufwWBdLLs6DMPEgXBw0NpXg7KDfRzAMwaFUijLwjtKgcJb1zWcczgG/eDxeISzvgQuFKlOxYTN4Jix4vdFPLNZKAXlvJg7PLroNMw9W/l9e/TvMCdRQ+IsJit3tG8AYAxyyvm31kJbwCnAxZ4T4zMixWug3m6mKEvGd4PsOPwASLn5aeUZ/hExWm+fWOxpeEnqinQUeE6+xmtLx0AKp2WfCGBcYGj0pTQnmSXg7zTwKHhumiZWYmI2IM1qkGIkq+Wk90vaEak6FBzPUWFSShLnKdUwzIHzIp8Fz8OxHg6H6ACxIzTHLsXaZVnGcoJ0vjhfzCCUZYmqqqLDJcXAi8UibuqpkzQ3fklZko6ANAzS+5H3KzM+c8Ly9Dyy54fMJsjvLOeh67pJ2V35+Q+BokL+zBtDxk8dCqPQM2b0QvSXNfrJpddFWPetfWTkeh3EaMABiFVvIPYIbSkQHgXHDl5QSyExMw2sTjQxTq0D1ONCEnEPGkIAyunYMZmC4cMROPx/VqjKCsb4gMqbd1f4Wrco10AZjN+h9wY4NQG8v3HSgp5BUGS1UjHToLX2GRrhHEwoSWG8KArvUEDNRtkdRsEwy7PCOQxxPnzDtqHv0Ycsfd93OJ6O8TxVqaIDVganoKpr2KCB6K31VZeKApXRKEwBpTXu7+9F9sShKP0+w/4YRuzNdqYkadwfQmM2qdF4ipoWHVayH0QVLpfuD/xF2B4aGk7775IyCijL4Ij4e6UGJfYi0SpmWqy1cMHJI7RV8X6VVhjOY/CuH/rcDO57QnYcvkc452LJ0bRazRxozJMOk0JShmgYy2h5Wk0pPTbt8yCjxzw2jUSlIIWJ/HRmKGRpVBqcNJaXy+XE8aFBvd/vHxmUkuYjnQ6OSUa8+Nr/n70/65IcSbID4auqAGxz9/DYcqnM6upmb+TM+Z5IPvMH8D/wZ/KdfOAzm9Mzp/tUV7Eq98wID19sg2FR/R5Ur0CgBo+snqnKiKiE1MlyDzMYoFCYq8oVuVdEv5dHtvP39LzRqCvQ5+YY67oWGtFiscDLly/lXNQtAJDeDBqM6TFoQbJ27jXt6g+lIuXn5rl+zMnmNTg+LaLU/TumNDGaosR/83utM19aSE3QoHUyU3Q9DYy0IP5fMx+zzfYhmg8BbdempmgpEsusWyZmZTSXlZfyv/cobh74+MYYBBvBBKBAhAFut09gE7Xo+bMDnPMINoyuKxx/jAstUPz62B7R9R2st/A2BTNsCuL4lMFtDbwDrHF42L9Au7JwhY0UFGZQirj+Nm0zjDuZVWu44R5mBipRGvDAzUdIRYKCzDkPQQjyWX2NSM2yMAjwyKiiJgqlg49r7vF4hPc9losllpsNfPCoj7UACmBYL8tyEKprCz7WPQoaDDAgkxz+0XL4iA+hn9f4AmGym/T0Z+P/cb/q+x4duqGqFbMEnEf1WYJU0rusc0D6XgYbRlmRCE4Y6PQJkBq4ifPxux1Bc5+yI3/Q7cz2R7AZOPzERoEvAQEju1NCJk3VOKuvrRypqfRyCEEcwdzhysWtPFZH6pn1yNPYueXZEj1WfbxPXM31OpaUY/RYZz6okZg6nxY755QZnUXQEXENoPL5y8W8mhKj3+f8EDQcDgfc3t6KIPwv/uIvRNfx8PAgnyGdilSyqXnTgEU72nlmJwcFfG3qO8Nz5SVR8+9I/vk8W3A6nQTc5iV+9feG98LvkwbEWsvC45jZ4HWmRNMa9BBozKBhtp+DheDRtrHyESP1dGbHx6VfjEkVdCAZidFxyQG26VhjjDTnChaxd4EFvgwxMOVg8dxXgG1jNZ8irYlhHHTKaYb8ObnWdT1604/WDOssXHADRz4A3jt8U3kUywKX5YUEcBhcOiWqaxd6mQDpp6CCSsOaivHcmSFbwEkIIVZjAhLF0gZY0QDHuXfOiagXxiB4BjK8lDDtu6RpaFscUvZ5vVrjyfUTFC52dO76Dm073H9RlFLhCkgaAYqSQ4gOtpfBSGYphEH3lTdtkzUd5uy94RiVLVGfIwCYgiDWGHibqiWlDFAIYSj7mnorWJuyOs5JpoJOvrExK8LKWD5lyWzKjhB4+b4faSKo94H6vhnE/ajruwgw5v3hJ7UZOLwDo4NF54nlUwGc/THraLum0OgFcioCT2MUeIrGAowpKfqY/Fgdfdd0oCm+PB1nirqqqsLFxYV0i/7FL36Bp0+fYr1eY7fb4eHhAff399JEjX0gOIbc4c/1C/o4DQQ09YZjZK+FHGRpgKWdWFZNYpO7w+GAm5sbXF9fw1qLp0+fiq4CgPS0qFI1D515iRGmUq5J0KT5//l8P8Y31j/ze5yy/H7z74H+TunMAAC5P91IcCqLowEYz6e/H/o7q6tgaQoZMG4AR4A5U5Rm+zmZTSJe7704Z30WQKex47C1Fi5RcwAIB9zq9SMEBL2WJL6+dYU4jP90sDChRAjA3190WCwasGLSICSG0I5kDQmxbGdOWwomozWlMbsqOvqucFgtVwDWKNsKF5eXuLy8xPXTa/RdDCjd3d8LHfSw30v5VQ/AqjbPYVTCc6xh0IEUI70pFNAyJmoPZF7MUIKUjcpStSRnLXyIgKY/nbDf70Xjt9vt4IoCT589S0U8FjLX1lqsN5uhTKxzMEqoTsHvUNY10Y48JPOk/eSo2RhrGDjvUxBAgGhmI8c8HhgpTV7tDwk8GJhIjUtruFVUVWoRcj8kmIFilAO5dDl4FcDk+QFIJ+wBOAzjkjLt3s/g4Se0GTi8Q8upRvnv2rSgOj9OR47zSH9+rvxaPDf/nTuEU+fJaU98LQc2mvvOaBPPf3V1hWfPnuH6+hpv3rxBURS4v7+Xe9AUpilnWDvUuYZDO8Aa6EzNsXZkNUihw7rdbnE8HrHb7XBInTpDCNjv93jz5g2+/PJL3N3dSf8KZhn0GKbmXlOENODS70+NU88v708758xa6GeRjyH/vuj39HPjvDJzoKldHK8eS/790T9H0cZMa6IzDPz3VCZmzjrM9nMzEbeOnHa1PhMIGJMqKE2vN+rFMwcrdzFrE7nswQQ87DeoTksYY3F5cURRpvXYQLIFjG5Px6rHmgftvEcdh1VRd0V3sRZPrp4AiNVygOi4tonuY7sWbRsb3nnvEbgvaipXygYwOxBpUtPrcj6tZxWVfNJaJAfVh4Cui+U/T6cTDvt91GKlfj6m73HY73F7e4eqjOVCgdgdO+8tMRoHx5IyJWRPwWBUlUiPlzS0fG3X8y7/pQxUSJSn0VzxpPr7of+dficY9YBU4+p7jLI7liABGCqA+UEgLfcaQtJLhNj/IV1HAlAcsw5QxukQkT6/V/P+8NPZDBzeoeXRXmCadsL3daqYpiPUOe9cn1dbHsme6sbL6PeU45s7txyH1i3wHHkUm3SkzWaDjz/+OIrhfvgBy+USd3d3o/Kluj8C70XPE+dCp7Q1NUg7rPo1nWXRtBqpgtF1Ej16/fq1ZB30PN/d3UnPBUabdC+LqSxBTj/SDdWmNpEpkKe/C1pUpuefjvZU2dSc3qQ1MTqrQMoRtTUaFPCzpBlRxJ9/J/LKSHT+9ecooteUJFbO4ncwL9U722w/FxMeenK0KIAdVcnxXrj9jEprAXGkg6RABDBEsTE4nSNLxxkY/G9bw4SYIfj/dUtU1REeiU5pLLzxSTNgMOCa82CVdlwlKJJKuhqbVBchRpDbRGW8vLpEVcXeBXRYm1TW9HQ6wdkT9oeDUGIwWi8hvPy+HxqvWWNinwwkjYfB4LByXg0z2pDjSBHquz5Gw73H8XBAXdfYHw441fUgOk4dnO/u73FqGjhrsd/v4ZzDcrmU6kfa8T+bN2Ok8hOCEsWHIFki/fxMOj6ovV8E8f1QUpW6meBjGVT5rtj0xVD7gzUWHl4E4UZlklwqc9s3Tax2BY/grMxf3/fSc6SAQ49e6Ew0rUlxzsEE6t6oubOieej6Rqo7GUCqSMWvTayo9Bg1a7Y/vs3A4R3aVNQDGOg4nRJS6SgJfz4mGp0CHzmfXTt4OdUJGHcJlooHCjDw5xQAybMM7OGwXq8BALvdDl9++SUOhwPW67U4j59++umoQdrhcMDDw8OoXwIdWXaVttaOmr59/PHH4mze3NyMuPJ0QD/66CNpNndzcyPlT+m8sqs1Oz/nQl7SjU6nE25ubuSeN5uNVI7KMwM6Yq/LtD42n4+Zponp6/DzpD5NAQcNqvSz1uPisc450Ztop11f+zFOs/5O6fNxE9ffaz5DApO+71EUhdCjvvnmG+nKPUeUZvu5mY580xED0h6heOxWHas55wAkassoNoDRZ+MhWZbaGInsmnTd39YGV4crfP78Vhz+AkUUp+bUFLW+5EEvcuGtjb0Ugg/4+rsN7ooAvzbS7PHrr7/BoqrgigKnpkFZlnj+/DkuLy5icKdpsNvt0DZNygCkda9LnZRtrLQUx+PhbIHVconNZiNC6/1uHx3stE/1voezDk+urgBEYffNzQ2aU4OmbdC2wzXqUx0d264TIbWzFsYkuk3XYb/fwVoHg9hrQTekCz6Ic2/UfANAURbSkE/Pp1HP78z0/mGimDvPLvk+dqxmGVsgVkOKdCMr1yTI02aNBVI51NakRm4ICD6jFIE6Rz+MwRjoeqz8rEn7qjEGzgxauhBItbMCgtumQed7VGUlzf2++eYBx8NBgN1sP43NwOEdWh4J1tF7Gh2qPNrLyPdjWYG3We6APUZt4kI/1cMhX8joSGqQMxXZp85gu93GxTUJl+ksEhBUVSUN0I7HozSB4/xoTQOzFPwsnVMCEn6GmQRuMN57HA4HbLfbUYlVdiimiFeDLpZb1VF96hm0E5z/p20qG/Fjljv3OYgkQNMgj70hdDbgseeXj02DDW1a2KzpSjpTxOto6hcbGOXXm/r+6++OfoazzfZzs1En3RCETuJDkBr3xgzBJgOkDMM4ep3/ZEZhyh6D53vTwlhgu91gtTzBFW3MGoTzCnBa9yD3wrXBYgQcYIAGwIM5YRVWQKIB7bZbdEknRy0EHW/f9yirCsYATdOibRocU1a4DQHWDxWJrDGRDsUCG0URS6X2XjRvQCx527UtfOGFktS1HY6HI5pU8jOE2GyuaRu0TSuRfIShWpRoEbwH+qjrKFMGlXqVMNSqEkdfHlfSEWj7Q/YIINJ3RJ9hjEx/zPSQncBjnWQfgvcIxowqaSmcOR4L93gbaWbaSIPq+z52FLcWKAo4+Qz3K0h2BqpIDP836j9hEwPCOaAdru+cizqLft4ffmqbgcM7NEad6fTldJacVgIMJTOB80wEbeocj/2b189f43keiyTlYEM7m3lPBf1ZOvXUBZRliaurK4kCsXHaZrPBxcUFNpsN7u7usN/vUde19Dpo21ac2uVyKaABgESsbm9vR9mIvu+x3+9xkSJWTdPghx9+wOvXr0djprNKChHBG/ULi8VCBNxd1wng4c+cTpU/vx/LKDz2bKwdapQDA4Di75w/zoVzLlbzUBF+nUniePhsNDg1xmC5XCKEIPNKzQc7ZfNZr9droRcVRSHPh6WH8++CBpL83lRVdTZPfCazzfazs0RJkb9P/q2boSmcV38vsm6k91nJRpdjpQmXnZeauPZwcOqFkA7fmgb/d+Pxf4Ylrq76gfKUrfNy0hF+GQp1xPXAyiESNEvrUN/1uH+4R9d1uLi4wNWTJxKJBgAUBVarFapEd9wf9uh9qsjjPXoDoANCVSbQEQM+RVkAIaBpTqJdM3ZoPHaqazjncNwcU5b7hNu7W5lDa22qnhQFucZQKO1hTQQ3XC/r+hSj+mndLZyT8quM6EeQMDb7lv3hMRoYLfZ8iNkGdmWOx0CAkrU2ai3KAnV9Qpea1QUkh9AY0XGMaNGpEzmMSaDBwS6XkqnwwaOuT2ibBqemgTExS7EwkWKn+y/1vkfbdvE6ao/QpqAVCufQ2yEjYoxBUZbTyGa2P7nNO/NPbNqxzLMItLNFGENvAVZhGhbfc+c010BMWQ4OeJwWX/Oa2nREmRkGbggU1U6VIGWmgVFo6gYWi4VQk/b7vTi3VVXJuHIOvi4Zyqo85MsTYOz3e+lUrR1m7z2+/PJLuQc6wKzCpDMbuTNLgKKj5Lz2crkcgYIfA3NTVZxIC9LPNgcSeZaKzruO/mvASbrV6XTC1dUVyrI8u4eprBCzJ845rFYruZ+Liws0TYPj8SjX3mw2cr66rgU0cJOaom7p+2H2hoL0p0+f4pe//CU2mw3++3//73PGYbafjdE5BaPSgc2uhoo1wPke4UMQ6kngemetOG+5gyXVghJnXBurLhl9XBi0FNZZfN1b3N9c4xdPb8/vwZjY7AvjtShG/YdGct++eoKtievCvmhhEMXPIYQY0e+6SK0JQ8W+2HG6kOZ4A3d/rE8AIHuEMamQhPdomwY77HDYH2J5V9/DpOyEUFCbBl9+8UU8Rzo3e0W0bRupSd6jLAqZV4tI9YmN7FJwT2XgK1l3HSdpBNA0JU16SKhMBp8Bf2EPj7O5Z2la69BFzAKf6EXBDd8DOuXee7RNi7quhUolNFqOUWVEfPBAmg9TxMZ0VQpSAcBqtZaGnUA8brlawqbO4W0KyrVtN+ppwVKvA3VLaT+skQaAbdviyfUTPHlyjY8/+gi/+Zd/geobO9tPZDNw+AlN02oAJTRSpUOnQIP+d+6A5Q5pTmeaGkPOPdVi6ikaTe4M6/NrZ5aOfd6dGhgATN/3sqh473F7eysAous6iegzgk69QR4118633ijo/GtRr57rsiyx3W5HXYh5H3R4eTwFwhrMkLql+fiM8Ot54Tkfy9jo97TDzuvxvVzD8Ngz1Vkffk94P6fTCXVdo6oqAV2V4tpq02PIqVH8/nKudYZJP2dSpvTYebymfunvMzM8AHB5eYmLiwusVquz8c0225+1GVVClcLXFBHPQcNoLXiEV0JnevSaHYS5sPasWk/8nAwHwCDSDt7DFgW2pk3OZwQmfRjr4Ma3lKiH1qBtlmhRwLkCuwK4QzOsiemqfddh1KsgDFXXvPdJ9xADSAxQdF0UTTMDwLnpux7WRke7661Qc9q03uTiYgamDqfT0KUZSTeMIFTNOHVKf+KcZBtYttX72LzPWAOXnGykcwkKSM+NoGx4S5XV9RAnfmiWNt2nYaAA6WeZ7g9DBioEiFajbVs0bdr3zKBRsNZG/QMwqtYVAoQK5VwSONt4focAYCiWETtauwR8Iwg82x+MgQshZrXUV1FK0npWbIyfWS6WWC7jf1N72Gx/epuBw09spLtoXv9isRAnWDuSukQnnXFGA3KAoEGDdkq1U03j+fi7jgjrcxhZHMa8+lz4psWv+TnoyNLhZFSdnaJvbm7kvq6vr0cLAkEAswA8D4GWLjtKipOm3CwWi9H9OudwlURvh8MB9/f3cl5SqLz3WK/Xch02Qru+vkZVVWjbFq9evZJqT3x+smGoCJv+neJqvQHq+cpBgd4sOc8668Sf+TV53Ol0Ei0JgRQpQQQQZVk+2tmav+vMAUGmvm7f97i/vx9tBrpCEu8z/37rDBcpZAQ0H3/8MYqiwOFw+MP/sGab7c/ArDGyP5Avz/Kd2tGiV+lDENE0OeQUM+f9G4CYTchde519AIZMA6O+pNQM1ZvGmRFjo7CVzmkcV1Z2NVGTfrdf4N42cIUBTKzHI1Ql7i+JqnToDjjsD7h980bWruVqieVyJffcNjEzoQMPZVXB+145nLEPAsXio+x60kmwD8YiZZW99zjWR7Rc71RpauokXFFEoXHX4+LiIj63wuH+/iHuWX2HZQoqlRJw6YcgPozQf0bBJe/FfzZArFYUhg7X/ApIViL92wQja7VeowVgmIFqFfoedX3E8XBEfarRnBqpYLRYLlC4AmVVoihK0czI106No++i0JpUL5+0IT4JpgNM6qTthYYW1Hxqihr6FAQMQ9fuPJNtrcXV1RVWqxXqun6UUTHbn9Zm4PATWggBh8MB1lqsVqszp14DBpqOmE/1B9BOI1/TTbX0+XNnVZsGD9ryjtI5TYnH8Jz52PQ5OXYdtddj3u12QlviZxnB1k51/hrPkUcyHnOItR6Cn2OmwTmHv/mbv4ExBnVd49tvv8XV1RX+9m//FmVZ4uHhAa9fvx5RevQ98Bz5fOW/6znRY9TPV9+jpqxx3vL3eB59v9KYJ333mqZBURToug5VVQmQ0t2+p75/BFXH41H0IXqeCUiWy6Us8JxTfpbZCY5Zg0idUdLUNS12n222P3cjvYaZaZZf9UE3WgsjJxJI64aK7o548mFwHAFIFJ118PkagFFln0fF0wGACajR43c3l/ho2WG92Y8plGFMo62PK3y7q3As2IBzcEI1ZZeUmhCGjs5c6xg46doujZWOaNYxOwQBDSPnNP1bdyUmABnuOUbXi6KQ+w/eSwlWGIOLiwu8ePkiZnKPNR62W7x8+RLL1QqFc6jrUwospXNRQBzCyMk2xkhqgPM+lf2hxY8N9DOWf42ZiDinvu8HPczE/jA6HzjnNnWD7nDyHr3vURQlqr7DagUZvzwvfT41t+xt0Xexy7e+l6IsUBQlyrKI1aSMkap9PnWLttYCzo2+py2bwCldZ9d1OOz3uG/ZG6OYBdI/sc3A4Se2vFKPptzk1W901D6njExZ7lz/a9N4Oe2JYCJ3Zjm2vGpSTmvS4l19rL6WdlK1IDkvNTsFXvi7jsZpUPHY/RM4aIqNFhX/5V/+Jbz3uL+/x+3tLa6urvAXf/EXMMZIdSBaDhLyZ6P/PeWQ53OmgZe+R/7U2aXHLJ8z7fxrJ9x7j9VqdSaQnjof36OTn1c7IijQlbF4fAhBAEt+Xo5HZ2J0t+6qqkbAYrbZ/pwtIKDrO+H18zWGoMVp02AgOeKRDjQIfc9PPs465P6kUGgeWVsk25Debk2P780J63qNqoxZ4liec1zQAcbgcKzwgzvCmvOKQeOLqLo6WXDMK4oR/63f1xQsWSspsGVWVzUTM5w/3r+8HqlFzjk4axF7m8UoeZGKeXzyySd4uH/Ag33Asa7x7PkzbDYXMAC++vpr6T1hrVMahaEqllQ+0vOfrb0GWZWk9Ghs0mzEalbsowEEk64RTCy9q8+dBdlEu26H/WecSY6ZgaqsYjbGufMvzHDytD/0Q98FgoJAQBpQuAgegPNy7wEJKJ7tfR6+96nkb3yN34GjKtAxA4ef1mbg8A6sbVscj0eJoLASTR451vX+pdaxatamefA6apPTj7TDyeN0tJ/X0wBB89wBnIEEjpvn5zn0T30/2rnWkWrdz4CLVk7J0Y5yTuvRc5NnIfRcaT2DphZtt1vs93vc399jvV7jk08+wX/+z/8Zbdviyy+/xPF4xGeffYb/9J/+E/b7PX7zm9/gv/23/ybnJa1A97B4DDzkz5dRxSmKUG55dkEDKRoBlBahU4Oh50c7/wQ+ueZBX09T1tj/YrlcSvp4u92KhuL58+dCNfvuu++w3W6FLqUzMhy/zhIRROx2OwETz549QwhRTD/bbD8X69oWbXKIQohUoTNQzz1CBZVy0MC/X5YXJcgwMNCrB0FDIHDwHl5rIQA5tzVDVSDrLL7ACV8dh1LMmvYqASJ7AoKiwCI5vXo9k3XSp2j9QItiiiJg3GVe36dNcwK1R0lU3dmo0whjB11nXXwfMzHGGCwTzbWsKuy2W7RdKtzw7Cn+zb/5N/gP//E/4uuvvsK3336Lruvw93//b3F5eYG6PuFffvMvuL0d9lDpjM09jHoBBf44zeLQg/efzYG631zjMGQfxjQf9XWJc+Nj74mAAGNiUNLAxGZvKVNj+qh9YNM6686bxPL7IvuDdTClgU9lZ7meR8ppC2cdnr94jsViiSpl7491jd12i6aNVKmubQdNT6LHxX0LkkWpj0cpxbpcLWOw6TTvDz+lzcDhHZkxZsTL52s0goYpfYH+CZw72AQNWmOg+eZTtCQex/M8Bgb0cXl2gZa/ny9gerGZyiLozMbUefKsC51OvqepU/pe+DszOOv1WpzoxWKB5XKJ1WololxjDC4vL3F9fY3r62sRdQMQihKfEYAREMiFwdpyKpd2pIWXqv7T85aDKH0NHqvnmxF7Zlf0d6FtW+z3exRFgeVyKU3X8ixIDsY4Br5eliXatsVut8PDwwOqqsJms8Fnn32Gh4cHoXdprQrHQNCgtTws40ra0pxtmO1nZ4b0y9hEy01kAhybdlkKVG3ko6f3NaVE8+HBfcEP4mBNe7FAKsfjR64pOwNrp1U0DYjC5AAALpb/hIGUcWUWAUjrXh69NpkzTZCD5EBm+0NOv5F1K4l0ke1xwStdngILUWcwiKB5fUNaZQg4VRWqtkXwAVW1iLTMsoxi6iKWDt+s17FCYH2S2ynLMoK6RL+xyiGGXtunsjxmKIPLqlA5PXUqAcAMi56X/Hi91zjnEMphD+sRnfT4X6TNBQzV+8QXMZpulVFlbewWTXOJelafahwORzgb5+z6+hrrVFZ9v9+hOTUSNGRjuQHMDefpfS/z0fcxCzXbT2szcHiHlleeofGPk06pduQeq07Dn3nEmg6jPh44BwQ5b/4xWg1/Ti3cHEOeaXgsiv6veT0/j6Y66QjUVNQ8v3caeflVVY1EzozGN00jYKKqKikZykg+S8/q6kLaNFCZuq+prInwcP04GpfPz9vOpeeA42JWS1PA2NGb751tDtk1eS/8nrHqFEvhnk4nbLdb0U1cX18LJYy87bquRVieU9l4XmZCWIFrBg6z/RyN9A+E82gvG2oRNGhNgw+xhCvBwij4gFglR7K+ydELXpUANQbW+1jOdTQeJArREN0W03tE0kDklCSCDu1sTq31Ct+kDIdBn13LYIK7bwZxNp3aqSCMzmC8zXRAiBnqMmVvWRoUAJapUamzsWhH8CH1dEgiajc0opNAmWHGJd2ncuqn5gKAZE0EeE1kHfL7l/MgHi9UKWthELUozsaKUAOgG0Ak79HZmHlwhYuZBT1OPZfGwBqHAC/OJQNLXdvhVNeoyhIIAav1Cot+ITfKuWEHb57S+x7WOn4B0XdJ72Bs0lTM+8NPbTNweEem+d/acQQgTql2RLVjqIEA04maNqRLkepFk03TeK0ccNB51K/RQcztbY6rvnYewc4j6JyLqfR2DozY44CfybMneSRcU6J4zpyXv1wu5VhW8vmv//W/omka3N/fAwD2+z1+97vf4Z/+6Z/w29/+FqfTSao/sUpWURSif8jF21OALp9HzhG/F2wIqIGjdt61466zLcYYWagZUWKTNt5/LF/YyXdit9uhSfXTeU86CzKVOdLZjRcvXght6euvv8Zut8Pl5SX++q//GqvVCh999BGqqsJ+v8d2u8XNzY00kdPfef6u37+5uRlln2ab7WdhAu49UCLSkhTdhfSk0XrNzxoVRU/rAzsWg4A9cG10sH6odOa9RxnfiAADKlLNDEWKmPNaVgGXkXM+up0wjoZn4OGR5TGON7DrMdKY7ZnTH9L9+hQJ571PBrmskY/3fS+9KYwZyrWyv4WzFstldG4ZYPnyyy9xOB7xcH8vAbc3b94AAL755hvs93v03mO1XKJKlYnKooArWKgCI2eX4EH2CO4Jiqo10LuiEFx/3hXFkLBJImlWieJcCDCxsXFbh+SQGwNvLRaLJaxtYVja1nt4H2IFJqjvRiqXzszOiAWggSb/bQ2cu0DfRaD1sN3icDhgv9/j5cuXWK1W0l+IRTGOx4MIzIHhXvgd26UKfG3b4v7uXkrJzvbT2Qwc3gPTzq8WQE9HY8YRFN3dmGVdWflGNg1VylU3AGMEXTvh+jraWdXOeD427UROcfbzNKv+zGOUKE3hysXj/Byda32tqZS2Forrkqh0wsuyHDU5+/LLL8Wh3mw2eP36NX7729/iiy++wOvXr0UTQCGw1hHkIEiDBv17Plc645NXhdLzxPP+IcJ3noeiZe+90IB0VoPfFWYT2J+CNDnSsnSKm+Pgc2JzPD6vw+GAb7/9FqvVCovFQjISrMakdTnatK4nz17NNtvPzpgBMEZKdFq1Vk4GJLg/IFZj8t7DIfXAKQq0TYO+TWVGrRcH0BgjHZbpBHYpKy7N30zURghVKUQCUsxCsGkdxHmNw8moLPmYmSnIsgAhZS4GgDH+DAW7AQGhH2cV3rZujJIXiUcPOukGZ70tnHWoqlKA2/F4xKtXr7DbbmGtxWKxwPc/fA8gBj3atoWzFmVVoXAx48CGdZEa1Y/7LAhLS2Vj+Iwx7B2ShU7PljqIs3vSoE0BuWDGBwafdCoqOMhPxl4a8XfvPdrQwZ5Oce80Q68R0n7jfaS9LX1XTQjDd6sY71mn0wl39/c41jWWx0Mq65qagHY9QhgzHjhH1lq4FOTU8zTbT2szcHgPLHd+tUOZO+hTwIHi3NVqhbaNXSAZtWbjMuccFovIz9QOHjMUOmuhHV6tkQCGSL92InOHWI93ivKi389f08fxdVK68nvXzuy/5py5c86543y8evUKdV3jcDjg2bNnKIoCv/3tb/HVV1/h7u5OgAPnUgOHH6MZ5VkYTU/i/E6N+TEwMXWdKbpYWZYCDggadZUlnYnxfmgQJ2UhVY+M/FnyOH7PSEf6/vvv5TvH74rul5FTuPi94vFvy9TMNtvP0aSUpzWD02TGjiJBA0KscNT3PUrEv69FolyavkPbdMK5LzBkuiU7AaBJgaW+6+CKImofuLaESFvS/mgghUntXzoLoUXCtLdlGxhBN2acZRhF50Ok18SPBAEvCEEi41PBqwhYQubERwpPDwnSi2McdSEBp9MJx+MRu/0ehXPYXGzw+tVr+BBw8+ZNDOaRxuoitcexOhJSMz0FhrSjL0E4NgG0aYRhKHma93PQ86XnfXJKvT9vHGcGXaA1Rt4d+i4E9GGoxOecg0/ajVFRkHR9nz0nYyxgo7PJLtCnpsF2+4DD3qUMRqIppT2JlblGzQqT2XTts7LDs/1kNgOHd2DaSSTvnL0XgOnIvf6sdqQpfA0h4MmTJ2iaRrjrWnBaliUuLi7kHIz+slGYdtLojOcVj/jZKbCQR8+15VQlDUrya+RZhfzffE3TqqYoXfpYnXWYEprrjI1JEaUQgpQFvb+/xxdffIGbmxucTidcXFxgs9lguVyOGqjRAdc1p3PR+dQzzoHRlGknm89dgzgNBPi61rfo6kns0H06nXA4HKSRDo9hnwf9zMuyRFVVZ3OXA11mYbTwmecnDYsgQ3eyBiCdrsmrzSuNzTbbz8lCCEm0PHTchcoMk6+ef0Y+lyrk9D7W9rfW4uLyEvxYXZ/k75Z/k2UVy2VGsBA7C/epzCaAWGc/mU20F1rPpl8BMD6CCjcVBMvWOSk3mpxWgwDvYyWpuB45Oe9ZEY7MkWY5WFK1TLDigPMcdNoFYAAjIfKZp8oAlbGwVazm07ZtXKdCQNO0uHnzBt577HY7FGUBZ51o5qRqUSDlKu2BGOg9I/CCQXvCfg3xfhRlMznpIUQsJ+OE2ku5v6XAkw8hfRdCepRDMIgZEQKCRVUJXbTtOvRtm3psOPlc13VomwZlVaFMbAbZH9Tc6UpfZVGmsqyFjKlJ89j7WPLWpiDmKKOUAHDbtvI9O4d9s/1UNgOHd2R0InUfAE3dmHKYtDOsXyP4YGSZdCQ24uJxp9NppI1o23ZE23l7enfcp2HKHuOin3FMs/NMRdtzR1pnPgiGHrtOfr4805ADBu38sjEc9SB0dsnv5LgZXc/nh1G7fC7yDMBjz3kqQ6OfYf6c8ixMTiPKs0Y8P+9FN3Oz1uLy8hJPnz7F6XTCfr/H4XBA27YyN1PfgSnQmWegNJDg6xo4ctMlACIYmm22n6PJGpX1PQjJUbY+IFggX40DyPcfrysE6Pybc9aNOk4HpPW7NdJAjKBDQMMwiMk0AV9mFH1qq5gqBhJ8AKwHSzDF8+h7zn85Bw2jbIJJdKpUhSc/D53NEDD0bqD3HXTFKCCYqC3h3lw4B5/WrrIsYRD7D/C+uH9YY1KWYbhmvCULV4yvPTmv+f3ne7Ost2NKmL43AUiGgCrqRHRX5hCGruBIlC1aWZaRqhY8WsRsQVEWuHryBF3Xom1j6WybstVFUQxAQcBZ2h/SYAkOJYCGAexFIJQ6T2PokUShf5uCovw+Zsyr2X5Cm4HDO7CcYqJFvhoEaFpKTtWhccFklFY7Y9pp7LoO+/1+VA7zD3XMNN9cO9s0jj3nrdMhHAmost1Ej0HfVy541mPJsxdTjrQem/58XqGHNK+2bcXpXy6X6Pseu91u5Oiu12s5Pyk8eowaCNIZ1/Ot70Hfr3b2eS0teLZq49LfA30enVnR96bpXpoetVwuJUNCTYy1Fk+fPsXnn3+O7XaLb7/9Fnd3d3KvOc1qCqzo71z+rJnZ4jNYLBbYbDYSwWL2i6K4GTjM9nO1FGcVx55rgg8B6PtRpR4A51H3LBLrvUfX99GptxZFOTh5MSLdo/VDYQZG46cc/dxIJxn8dmZExnSlkKLKdJAlAdEHGJ8CDvYcbZxlGeIvZyVm5ZqpU5qBEYdUnUB+0HEf9XIIQUqzRrkD7y2gA7MsFgaV0L64X0sQMN0fu3hHqlGaa2tgXQnf99KNmmJs4DyLRICkheXGSD/A4RnoPdGPj+c0hWwuJagT1LfFexjHLuQWvScoqmFMFFG/ePEc9bHGsT7i/u4OLceKoZeG4RcinTuEoUxwxE9RqyDmUnd0ZqBDQOGcZDNCCDgag6Zt0j6SpmlGDu/EZuDwDkxHePPqNdo51zQXYJq3yKh327a4u7uT8zO6S4czd0bJyydYyfmf2unPHUZNgaLjyAxGzpUHMNIEaDHVFHjRQEqDK/6cGudj0XsdIacInOPRDrUeI6slUeBb17VQvRaLBUKImhBNESJVSpdm5Xxba8URzoHXFOjhvHH++XxyJ13rDkII8jtpRnr++T3RlCg+g8ViMQJAL168wN/8zd9IGdRvvvkGx+MRAOT55WDssfvIgS/1NgQsh8MB6/UaVVXh4uICIQRst1vc3d2l6hrHs2c622w/B2tODUg8Mcm5d+rvSd5LFYIsxuBhODA6sD4EdF0s+BDX6m6oQoQoAB7plxAj5sFZoTwBOhOi1twUqR5E20MUXGc7pYQp1zk1XlaJIh2SGYC4Fua3ZCWr4OU1TYVSB9vhfmCiO83rs5ISfdxRpSI3iI5jL4EoIqauzViL1WqFU9PAJy1hWRaoUpQ+eA+bMh50co0xqbJSooSmgF9v1BpqTBrXNBVHxOf8d1ABNOiu2GOfAinS7/g8Q6aVsFa6TYcAAaxR3N1KNqAoCnz66S/QdS0eHh7w5ZdfSXCsahdACRSSdjKSkWGmYfwc1R4CwISY0WiaFj6V4nbOwZQlNpsNirKAsQb73R5N0+BwPE5/52f7k9sMHN6BaScw73bM96d+6mOmqCDH43HkJGt+e+7oayCQnzsfK88xZZq7zlKfud5BZyG0JmCKrqSBQf771DjzOXosO6GN4+Mi672XilNaFMy0M4XFj4meteNMMJRnlXgvecQ+v6c8W6LBwpRznt8vAcUfqg9gxoVdp3keahWAoYQrAROPzzNXOYjT/86BJ7/7mjLH9P9iscDxePyDop2zzfbnaswb9N7DSoh1eA+YDrhKZDo5y9oJr+tT5Oh3nTSL8yFI1SUeZyyjxgAsYGGH1xRAoFMK70X/EFK4Pt8DfN/Dp3VJn8d7jw6Aw1DsA9wzRuss5Lpyr2T25D0jHgkm6c8ZDN2qYcZONIXQ0VGPfRlQGBTlUF2pKAoEBPSdHWgz+jyImRwAQgGKOGvQgvA43qvhv1W24MdsynnWgEPWYGthQ4C3Htb/AdkkYwZxtwKtAJJOoRzrJxLwCj5EIX26AX6fLJR+RLJOZvj+GCPPJFgzMDBS1sPARCBTFDAKgM7209sMHN6BMWpLp4kOGTA4y7njlzuhNF3Lf7fbjTIANDp6jIJrJ1ZTovKMgo6A57QcvSlQZE3wwKiRjnLn0e8pylNOwdFjetsip532x4DDFIVHR/Q3mw1WqxXW6zVOp5NQk0jh0ZQjPX/a2dY8fu0w8xnx2edUq9ymvguPgbrcIacxha4zTtr4fOio04k/Ho/Y7XbSPdtaKxkH59xI3KyzNhyLvlc9Ph15JAjtug51XY/msigKrFYr7Ha7yXuebbafg7EaUNu2qJSzSmOkWUfvg1qLNHhwzqLvo1j6eDgI5cn3PeBcAg1uqNikAh9Sm18i9xxgWsMQYEKIDc3orIaAEIb1r/d9rOPfdej6xId3hXDXg/fy05pI7Skc6bZD5N0wWaBA1B8qkB050ryLLNChzVmHHj3QD+WpqyrSk2L2JhaYMNYiFJHa1Kc9ggBguDYQRdFRP9JKoIXgLgX1SC/S6x73/RwYyR4xZGXyYzRdKY4p7fnGwaOH77xkKqwdyp/ry9N3KMpIr4rU1kMMqqV7ZUDt1DRwfY/OWVS+GoOEYBDMUBwkZnCi+NlZC29jp3LemwPQ+ehP1McabABnbawM5vse+/3+rc98tj+dzcDhHRidezrcy+Vy5NhqgW3uWOcOtH6f1WsoeGXjL56Pf+CanpN3ptbnzYXEmmJErjrpN1r4+stf/lK6LX/11VdC+eG12bSOEWZNTdKZGI6Dx+pIunbMNQh6LIqvKwwRCC0WCyyXS/mdkXCCLlKXeA0NCPIsgD63Hn+eqdHHc4walGmQpTUKOSjQz4GmMyl8Phr0aeN1QgijPhavXr3CP//zP2Oz2eDNmzcy/wDk+0qAoClr/DczNpqKpcGpplppYfThcJCMz+XlJbbbrYA2/T2cbbafg4UAieJGgXIvjhgdfPZogF4LfWzuNuLEpyiuT85dnyL/LBtapP8YuWZFJgCRh250ZH7INsSIukdvouPqlFaAJUQ1FdWnMpuLxQIvX75EmRzAV69fD1ny4GF6E512RPpKXP/13pMqRrGynokViEi30deUyD3YU+C8IRzNKjG1TyCmqGIPHJfmiO9538fqSan5WqBmQoEG0Q6EIM8T3oPN7EhnmjLJIhilBUmgKRd0awBiEhXL85rI6WdD4Q6tZdEAjNchmGMp965t0bUtvv7qa1SLKhXNGPZZqTQF4OROMqe8rlUBTGNiZkKCZBkLwKRsB2++OZ2ked3V1RUA4PXr1yNgOdtPZzNweAdGh4p/ZHSe6fQDQxWa3Fnn78DgdPKPjY4iNRR5BP+xCDffy2kl+ev6WDrR2tEnxeXly5fSqfj7778fOdvaSdZj0o7mVIaC96qdZtqPpaX1XGmqje6irTMGBCc8Tt8zMG7Yp8/P6+tIv27Qp+fvsc/qa+TvaZA0dX9Tls+vHp8GUXTkD4cDbm5ucDwehfqmxdH8znZdN2osSDqb1nhoy7NaGjDlJWSXy+VkRajZZvvZWHKQu76HtUNvBe89eu9hQqys5M35mpqbsQapQ9sINEzyw8N5RSZ9bgOMQ9L8TB7tTrQdccSDlw7Wi+UST589gzGxEZjJPhdALv+QTXEcQ3KI2Rla7ynWxCZnxk90i8bb9wjSg4yBZCIYcNOCbdJmfO/leGttnEszVIKTSkUT1xuNv/ejXgUxgzMxx1Nj1k5zAhgKb0x/IBuPZHAwnIvi5N4PpYCZFQgh4OHhAWVVSYbIpfUfwIiSBmPgvIWzMZtiee00V84NRT+MGji1K2wyFzCUnUfat6UADCJonPrOzvansxk4vCOjJuHFixd4+fIlrLU4HA64vb2VyDwj+poT/1ilGZZfzT+n+wpo+pOOZhOs0PHXzp22fNHVDl3btthsNnj+/Dn+7u/+Ds453N7eivOcR8a52NMB5SYwlXHgT2ZNdCULDV5yMKGdV/6biw6j7JzT7XY7ohrxfLIpqYh5TsXRgmENfnJgN0UXysc/5WDn96I7dU4BA/2ZnKrU9z2apkHTNJKV4FyXZSmiZOo6mHXhsXVdyxwRePE9RrMovF8sFjJnfI66GpXW+Bhj5JosKZxrL2ab7ediIfH9m+aExWKBJ1dXMNZiv9+hr0/CHRdjcEZlC3TWgVmKLoyDI77v0fU9yuSU63Mymo8Q0IfkKKeor+bl8/J0gqONy6sGH8XRF5eXePbsKX75y8+x2+5wd38njir/MxhTOn2qBiWRcLVP8PoulQI1AHoMkXSnstD5fBkDjBsoxHKr1lkUBdeg1PStadC0jWg0AlJZXIIMfZ0wVGbiea21cqyAhuBhEQGGwZBBYLdsTVuKUxMzFQQaQ5Ul9W9VUYrvjwAin1dyuFkF11qbKkkF9KehH5B8T4KHKxx88Li7v5eGduy5AKS9JX23WmaLe4tQpKpZJorGe2uHJoNWZaUSmAh+0N5474Fu/Jx15oL7gz+rMzXbn9Jm4PAOzTmHi4sLfPTRR6iqCm/evMHt7a3UsecfxZQWQP+kaYeai+vxeBxRgvQ5dPSeERbtzOYAYsqByyk8AHB7e4u+7/H9999ju91KqVP+l/P8NbDQNB065FpgrTMPmi6U8+d5D1xcdFSd83A4HMRxJo8/v1/qT3KHVx+bR9i1M8/335YRyClhND3/vK/8GWjwos9D+hCPJ0WM/RlOp9PoO0CaEQEl5zLPNhCcaoCQz7nOnD1Gt+K/+ezrupZz1HUt19HVsGab7edk0Tm32KzXuH56jaIo0Xcd6vo0crZ8140cSUAFlk0Y1e7sU4Ugkzjlfd8DTRPBQGo4Js3SEOApeEWI5UUxjmbzurKec01W9xGgegcYg67t8PDwgNs3t3jYbtG0bQQLdAhVl+V4LwF9N6btagqrjvQjnSd00bnvuXaE6OhHrHO+DhljUForwmhrLfquQ9cFdK1q7Jmt48zcFMxcWwPjQxRDK2Bj1b4SwD0CA8Uq2x5G9y8ibYyfc3ZuHTzSc6c/M6JEuwIdOsCrIid9bB5LXcro+KS1MRhkJlVVynwapfFgIzdr7Uifw4yG6Xu0HLvQlcaTEIGFhe97NKcT+iJWVWqbRtgVXd+Nnv1sP43NwOEdGh0z7YDpKL7+g2CFH/167mRq51NH9JumkYguLacy6c+8LXLP9zV40VmApmkE/Nze3oqDmkfm9bk4nikBNjMWfH+KdpVvKFPUpanPUszN/3iM1krk4IoOus4M5PekAUOucfgxWlUOEs1bNgW+/9i5poBi13XSLyEHLBQ8M4KkgR6PYzlVfnenQK2mzul5m6JZUXjOhnvMhrCD9KxvmO3nanSOXapsE517m6hBySnWzqMdO2f56wBSdDuJjssyRoBT1qGAQ7BjqlJenSf/W2cWIg+L6L/ZEAZeftd1aNpYynO32+FwOMD7Hs4OwYcYQVdr9aiHQbbejbIS6RiueyHI+HO9R35/dOCHMrM+CcqH3hZRE2IlE8B78t7HpnCAiLthInjIgdX4+eJR0CD3HAbQEDURbsiWqOcyOTcYH3NG7zURKDJD49V3oe86dH0/ojaxwRv3tAgK3Hi+mX1I92UT2JT5ToCD/UiCHWhKNtjRs9ET1fsepjeiQWy7LlYGS0B4tp/WZuDwjswYI1V7bm5uYIyRzrnA4FABQ/QdwCiaC4zr8OuNZrPZgHxEHl+WpTiPmlOu+yvo5nO6jCsXHjrZjOZrCktd13h4eBDxs3YceU+5M6vHzQi5dhgJHHjvehz6nNzUSI8JIYjWg9dgNJumqz7x/ARvnCeadpI1mNLAINdG6IzJVHZIj5umBccatIxEhioKpEFFTqHi+RhNYgWv0+k06unA+16tVtLHQhvHxDngd4DvcUz6P226GhP/y7NY/K54HztI397e4s2bN5http+rGWuwqCqcmgYPDw9x/VJlio1V64JzcJZOtMomMwpO8Wxyjq1zWC2XOJ1OaNoWbdMAVYXK2ugwAiKMtaSWpM/2vZffLaP06e+ZayCj89RlMGBx23XYH/Y4nWp0LfehpGcy09F3IAVonIW1DiE1kvTBA30KVsheAhgfO16P9APGwKWMiiscQkgdn3uPYIJoFlq1fskalXj+2kISpg+VpOjQJ6Dm4/Nz2X7n074JcazZ62FMo4q9M3qZW2MQKw+ZeE6t/eJ6r9ddr85nYASA6bHIhAHSq8P3fezQnOYvxIMRQkBZVSgALFPFPRppcDZlrJkpjt9RK9+lgDjPffyiDOOzFmX6funvmRosfO/hbUDfRxbAYb/Hdvtw/kWZ7SexGTi8QyNF5vXr1yNahnasNNVDO6yagkKnTlcOurq6ktKW9/f3aJpGyrWGEOR4csm1I6wBCJ1SbgiyIKSxHI9HHA4HHI9HcaL3+/0oe6IFybosrAYHOnOhNQ46mp8DJO3Qck70YprPmRYta4ediy5BSp750b/TpjQMf0h2RmsmcudeO/E8VoOa/Lx6HPp+dIZgSmTOz1RVhfV6PaIJUTTOa+j75Jg1cKDpzuX6NYK8KXDE8RHIHo9HnE4nvH79GtvtFrPN9nO2EKIDeDgcpKPuKWmTrBvoH3r9FoEvknMboqNfJKFpoTRDFxcXWC6XaJomVTFr0zrvUwWi6GQ7OxSJIBigk8+qQFJWdeR4x4+cTqeY5UzgBE2Lw+E43GQ62NjIcWfzOJ84/QgBwcRMiEfSoIVUXUmxdnRk3xgL61JgyQz6s/hzoFRB7wFpvfPUc3BdzWg+0ikbg/h7qEikXgsewLi0OZBngoc5CAECEkwUegjokQMSYDJhjK40UBidO42DWSdjDUxIGaIso4C0zvNerLNYLpbSPJD7OKtLBQTpzE0QRFCaoz8K8oXWai26tD/0Xdw7nP4c/Rylx+naFsF77He7uRTrO7YZOLwj05H67XZ7JiDWFBg6kDpFqAW8/By7BnvvsVgssFgsUFWVcNrruh74nKmrMgEEx6Svq507/kegQv1F27ao63rkSLIPQl5lZ4qmlDun+T1p2pK+d30+Otp6rPk86mv+ob9P8UV/7JnmVKmz9HD2e55x0HqRx8ad0510hoH3O8X71PPP78D19fUoi6QzKFMAi9+b/L613kRnWnhenT3j89NAERiqgt3e3ormZLbZfrYWYoT1dDql33uJGY9EzzzchyG7kP4NC3EOo2PuxDEsqyoWiyhL7Pa7RM3pYh19R75/pKKwQzWgKDZpHDlo4N93CABMFBZTs1T4KIRum2bQVAgYGUCDMQbBQ1F10loaUhUhcdA9jPoMf8YKS/F8luP36Twjmq4SgePxNZ4R83hJD8PSrXrfUJQqoRdl7+fPbNS9WdOPKHRWrxOsRN35uGgKxkOJn+HriPOmz8NLjQCNMeg5hylDtV6vYa2VwNBof0CqYkXQhpQVUvuBHljMekAyVaTJBa86hAenAFKk4xHMpQq/2G238W9itndmM3B4RxZCwP39Pay1I3qIdrxyGggdRGYk6MRzwWSkmCJYOoZv3rxBXdfY7/dYLpfSv0BH6ulwTmUa6roW2o8GGtvtFnd3d9jtdlJ9h30RgDEFSVfJ0RWTNHig48px5I63Bgr633m2QmdVnHOoqmqUFdBVprTwWo+Z72v9g54X/qcbw+WAhs8zBwI6G6Kd8Fy7kmcy9HxM6VHyudQUKZ6Dzy+EgMvLS/zH//gf8fTpU4QQ8D//5//E/f09ttutPMdc96FBowZ9+ju5XC5RliWurq5wOByw3+9HFIac3uW9F7pc27a4u7sbNTCcbbafo/XeY7/fYVFVsMagrKqBt2/MSHTqfawrww29LApxArVHWhSFCIbbpsFiucRmUUXhdX9C0zZYLpYoXIFKFdQIiZtujY2iVzM4yF3XxgZvbStgwBUOXRv1dfv9TroJl1WFMu0fdE6di+VmnbNn6xzNh9hoziA2ZwsmlvfM+e2aSqozvCFAHNCQqEHGROGulLpNQML348y10KCok7A2ZjSMgU9z33c9vPEjYMbnQtAlVZG0+Fude6RFybQZQBwXry/ladM9Q2kHxJFXmhe5VAJcQkHCoCEhsGTzO2ssfvWXf4knV1e4uLjA//7f/xvb7Ra73S6u9wSYCiwxU2OtFedfvqtFIaLpRVVhuVqi7+N33PexxK13g24nIqV4jqIo5b6OxyOapsFs785m4PAOjVVqdBUlvRhMOZ38XWcgcmoPRaaHw0EW0LIs8eTJEyl1qasE0fLFmmPT0Wvy5Ps+dqpm1aHVaoXFYiHVmzRo0Kn0x/owaCFxnk3RkW8d3dZRDX1sfk86G0InV3i4wNnndLlC/Zqeez13efZgKuOgo/D5sdqp15F7fR49H1NC46nsCIEY6Ud8bsvlcqQ5ePHiBcqyxFdffYXj8YiHhwdpIDjV6yL/vp1v0vHam81GznF/fz+6F33fuYCcYGy22X7WFmJFn7brUPU9lurvS/726dFjHMmGMSKkBlSkGkF4903bAMaga6MTXJUlCudQVpU48XosOf0kIKRMwqABCD6gQ4d2HwWsTXOKoCE5i2VZimBbVzCyyRnPKZk0q9aLYOJ1hvU7y7yodXeK9x8j2zrL24/6ULCR3JDlCMPriNkHzznldYKPHZnDIAQ32f6qswh6Dvle7oDHcwyva1Bytv5LhiPWV2UmYJiT8zn1IV7HpT4hUTjfoaoqtF0HhFgtarla4fnz53hze4uu72UtJ4A0dmApyP6sAJem5zIc5L3HarECqpgJqY/1sOfqvdzEu9fPl1mI2d6dzcDhHRqrybBKjXac9eKXO8PAuAmZdsSAoacDjcCBWYYcMNByR1SLi+k8UgQdI0l7ccSXyyWqtDHQsc51DY85u3mG5W3j0o51/hqP1elb7eTyWjxOg5AcOPB1Hf3Pz5uDh5wKxHFOUZT0WPXnH7M8izB17FT2gaCBWRd+D06nk3zfVqsV1us1rq6uRMis50uX8p0SPxMkaqpZ13WSRSiKAsfjUTaGHOTl3wmdKZlttp+rxcpJvfQOgBk6QAsgmHAgtc6BUdvgw+BMpjfbNtEH7ZhSOuKav2Vsvvfo2mGtcEURO113vdBX2zZy420CJCxbmmfWye3n/eR//8ZEGoyzFr0HgvEjjYEOwuTrx/g4jH4JIQmjVZQ7+quKNivO/WDxvfi7NSZlNHTH6ggwwOyKAZ/Mo2VzBzA44Bqt27DWjp79cI4BNDArEbUnQ2fp0fF+6JtBMFSVJfo0/rKqADNk5p1zWK/XWK9X2O0WiTIX4NL+YtP8wxiwYZymYNHpN26YU2aeXeFgTCwTjKZJ3baDNP3jsx3f71xJ6V3bDBzeA5MmK4r7rR12OmL8A9KOcF4uk7oDHsdswHq9HomnmUkgpUfX46f24nA4YLlc4le/+pWI6P7hH/4BDw8PIoBer9fYbDbSAyCPqOuItV7Qc7pOHnXme5wDDSxI0eJ5dFaCc8HzhRBEpMv3tROsHVk9hxw7gQczK3xdR1Fo+Wanefy8j7wfAxfRfD7ybAOzICxbSkAwpXfgefL7JAjYbDZYLBZwzuHXv/41DocDVqsVfvjhB+z3e3n+y+VSFnj9/eC96e8j53e9Xks51e+//14yXJvNRuaR3z9Ng3LOxQovcwp6ttlGFukyKUik/s75u0s/e++la7Lum2BGa1SKmIcg2olQBKxWqyGijugEsxzpKDOQxNBN08aeEqcTnj69xuXFJRaLBV7fvMbrV6/xsN0mx9TgYnWBqlqgLActHc0ag6IsMkF0GAYLSKMx6imGz1p4DEJuRuc19VSfi+8bY0aOJx1mZi64Jj1WkIJgQvYYteca60XgLQ6/EmfnwUACQd97wKkAlN4f6OjHDyZwM9ZJcF9v2xbWGLjgUBRDRS2dHZH5U36D4BdrsVgsoq/Q93j16hWOxyN22y3u7u+kwEpzitmqAACpkqFzTkr5SobADM/M+ICyKqWh3sN2KxmuKjXba5o2ZRx8LLyUnpsNFr3v016O2d6xzcDhHRsXEzrDmqcPDM6/XsTyijbAOAOhHWvtoGnxGjCm2PAnndTT6QRjDFarFT755BM451LljU5oUuv1WvjsmqaiHf08qp4vnLmDTCPI0ZWQ8nud4sLqc/K8+vccvOSaBq21WCwWshgTuGkOrh6vtfaMEpWPRb+nn5cejwY2GjTwmMeqbGm9hn6+/PfpdBoBCOpU7u7usFwusV6vR/fDjZDZqr7vpbPz1PxqnQzP36RGPRSy6axJPkf8bsw0pdlmG1tApOYEtQ7mWQdxqNPrsrakOvlBfS6o7tK6/LZcT0XTR3+jSi/Qdx3aLjqpm/UGT58+hbUWd3d36PpequsUpaI7qv4EBCMRrDyS3ZBrx4sGg9hULb1mrZXmdiGc93qggz+1nDy6R1CI3Q8UL1Zo4n3znFHXFV/XPQ9CgOhQzp8ln5Oe2/SMs+CRGuAwlrwPBfe0BC7inosBYLA6VBozBfbMYCHEEbVtK/QiNl4DgGNdA8agKEv03XCPUmUxZYugekQxu3I2/jDcP7WO7BsxHBCkWpOxisZFP8GfA6DZfnqbgcM7thw4AGM6CB1o7STz+Klz0TQXnXx27Yhqyk5OBWrbFsfjEavVCqvVCp9++qk4gU3TiOD44uJCdA36+owg66i0tUOln9xh5HWDLHxmlKXQ584zDbkjS5uKGPFzueg4B1Z930tVKp6LTfTy56av/5jDq/mftKnMA4/lT2aFNGjRUfopik+eveDrBDW5Nma324kYeaXqczMzQHpTVVUAIIBDPxt9HxxXTk/SJYa15d+PuQvobLNllhw6771y9sLQqE0oLsPrss71qZJZOlXktavzcj9wDsb3ErEXIGKM1OmXy6T1pGs7VIu4D1xfX8dot3Po2jYKocsSqyywRBN6Eh4Jrii6laydSaNhE9gwLs8cQyg/w17JE76deqWmJP0cyrU6axFCjJx3at6p1wiIpUJ7BWoCophbO7kyxhAAS82DEcrQWNuQQJpaD0OI/rwOtMj3IgEBKXcqt5322OS0y36jMi7Be3SKZgUGpIyJDVx9zKJU1ULmset7abon8809ykQth9wrhkyZSfdYOIeua6OAHgHWurFGBwNQgomZk9Bh3h/eE5uBw3ti2rnTVlUVqqrCYrGQbrpMF5KCoysRMdqrm3XRydMghP/WlYLquhbBNiPuIQR8/fXXeP36Nd68eQPvPTabDcqyxHq9Ho1fC3G1M04jINBVeXRzNwBCjdEUJzqxWsw8FZ3hffG6BA/M5JBmxOPbth05rnp+6Jwvl0usVitsNhuZm2NqwsQx8X50pEs/S50l4DzlYGKKLqWzLTkdSwOHt0XxdeaGXbwJ0PRPTWHj94qfYxnf5XJ5VlGJ90dAkXc7N8ZIyd78e8fP82dd13OZvdlme8SmAiEAsKgquKJA4RyatkHbdrGJF6PLCChc/Pt0buj2W6gAAjPTbNhGB7FUgL/v+ihM7fsIQKxFVVY4HI949fo1bm9vcXd7CwC4SHsEqSm8DisYSRdsRIqVUISy8qlT9FYgioYLO/SW6LsuRt11MAVDhSH+mxkFXfbVgllktTZbg74bB2GcMbDWwaOnny7zXhSJ1tp1ODVNmiMvjfAoSGeGIviAHgyk2QgIVL8Irqe2KGBIBQ3jINOZSDgNygBZF+wIdqjlYHbGOQuksrI+658k88xT+zg/3nu0XRezVllQqlosRCzNzAAb3rE5YfCDZsRZB1MaNG0jPR18iA0BddEMis1ZmGWqZ8VsP63NwOEdGx06Orq50Yler9coy1KoHHVdn9F3NGiYElrrRYb/zqshaGfVe4+6rvHNN9/g7u4O+/1eOk1zYdPjHFfIGKgndJx1hSUd4dcUIt5TnsXIo/tTVKep42ja4eY8a+c+j/i3bSv3u1gscHl5Kb0wCGR4fzoDkGdG+Lt2+kep9CxLwbHngGvKcqCRZ0H0c82zVno8FDIeDgdx8KmB4PdJCyedcyJ6nHJmNKDgd4n3oMv9AhhlGQhaZptttsH6vkc/EVSicd1fJJ1Z4dok2B2v+cYaGGMFNNgU5SYNKiB1JwZGNCg6oz5kFdXSOrXf79Cm7tanlJEuU2EEggZy7SXTwIg60nphLZwxSSyb9gf0sBiLlLlcWlh4ex7RB9TegPM9glHw3sS+ARYq825VUMZaBBcdan1+k84bgk/R+AC3WmKzXse+A4nK23iP1Hog7rP5Gj7aHyBj4PNktH1KBBz1CsMzMoBQ0YZMw3AcAZPMgarkxN99CuKNMk2IImsfgjTn7BJAK1wBOAx7urNn+6uHB0j5Uswtr59TAmMRTMXKVGRaETCwUlXfdej6x/8OZvvpbAYO79josD1Gc9G0IE0zYklVHaGlk6crJ9F50w5cHqGmo0paDCMejLDf3d2hrmO5tPV6LUJoOo/MJOgKPDr6n49NX0//ZNRLlyXVEScNrnJnWlO+9NzlgEFH6tkwj59jBN772MV4t9sJaPv0009xPB6x3W7x8PAgDu9oI82oWdr0HPH+RxG0iewB7+HMAVDZC36G/84pXxwfqWZ6XggMttutvM9zXV5ejipi8ZkT0JmUxtbXz41zT5pTPkf8vnH+mFGbbbbZBmvaZrJ4BC3uESWWqxW879F3fQzspGwfQYcxFqUKAlAMDRNElGyyAEzX93CJSkKxdNf30QlM57+7u4uC19T4c7FYjLIZmn4pwmF1DeHVA9EhNQNNyaOHCQa995CqQSlo5TA4lZrmkwdHRrSldD2EmI0gZYjZDmON0LOCiVx/OtQheFhnZcy73Q7LxRLWObx48RJF4dA0qVx5mieWbvVJe2AwbpqmjToS0p/yCkq5ox8/g8hfSsAPgOhGWEkLSL0p1Ofi8zDwKatDwMNnQZDprEtBtNiLw6dnVlYliiKyAqQkq2FPDgfTGXToxpoE7o3GjPo7hEQ5I6DkrHDvoni963t0bYdHtpvZfkKbgcM7NtbWB6Z5+XVdy+90vJ88eYL1eo22bXE4HMSJ1Y3Nppy5XCehnTY6ccfjEUVR4PLyUrj9r169AjCAGDqkXJg1RSp3mHPdha4gRYc9d6K1xgMYHNC8KZxENrwfgRX+1JutvlbeyI1ZHzrSy+VSys4S1D1//hwXFxfY7XY4nU747rvvcDweR/QrjjXXPeSZhhwM5c8mn7v8O6EF81pIze6sfF2DDn1u3jOf9+FwEB3MarUSepwWt+tmgfo8UxmHHEB576XBIQC5Xtd1UnWJ+pnD4XB2vtlm+zlb07Sjuv6ibeD7bRP/phNgsNZivdmgrCr0XYembeEZ6EgRZ+89zIjnHhDsWGQdUgQ9eAtXDNqGpjlhvYoZcBiD/W4n+xQF0WISyU9BCDM0rZNrqyg4dQJ08NmRGswWIOoPfEjlT7kXpMZ0MVI9pjZx3WXDNpNKycLaLBLugQ4AenhVlU9nEoqygHUOlTFompM0W12v17i6vMRiuQRCwO3tLd50nTjBTu2LUr4UGO0VRu1nMi963c6yD8zASN8IeZYe3lqpiAX1epf6MwCI96jAm7a+j3POLEPbRP2Kcxar5RJFWYBN8Ah2YqO7QWNDoDGclM9qXHq8MAZFAdHStKrTuLEWVRJSe+9xrGuEmar0zm0GDu/YtBOX18vnT5YCrapKnEby9dfrtQAAZgX057VpykhOT6Lj1rYtiqLAxcUFrLXSRI7AYIo2k0fyeX79k47tlBPL4/Q5dLZCn1ODBn0/OSUmf19fU88hMx1sjLbZbGCtxcPDw0jzEULA1dUVVqsVfvGLX0ikjVQsAhctcs/vayrTMGX6Ph/jNef6AN6znjcNGjRgZFlXVjxihoKAIaei5RqN/Lo5RUBT4HRmI7+vruuwWCxG8/LY/c4228/VQvDofXT8HdzQEZiVkbqk/UJ0fouiTLxyC5OceO9cjNh27eBYZwDEez9yao0xkong3ytF0e4yUjiNNTjVtTiPrJ4Ux6Oc+uQUAkC+g8i6EfzQs0LuXVFrGF3ne/7H11HdBC9eOwAh9oRghSK9XtORH1WwSuDFh4DlYinOOGmdXdtGAXHhcHl5gafPngGIFYlIdbLKSZ+693wMP2ZGtBLT6yVfl59y/8PvHI+syWHQJVDLooOL1MeUVTXqWk7QwOt4lf1QNyUD9yFAnqIZ6GukaLXMSPseVQKi1KvMoOH9sBk4vCdGzcJ6vRZHnKCB9CFWNNKRWkZy6TAyAqKNC4Muvcfzc1MgNadtW1xcXODFixew1mK/3+Ph4WGUbtY6iLx6Um58nffAc+T9JzgmSV+rY/OoeQ4OaDrLQGdYR+SnFm0t3N1sNvj888+x2WzwzTffYLvdoq5r7HY7bLdbXF5eSvnZsizx3Xff4fb2VsbHHgR5w7kpITPHmTv7OdDi7zpLovsmaMtpXpyT/D9mGk6nk2RaqqrCer2WGt75fXBs+jnq8eeULc41szFVVckz0I4IKXdTQHG22WaLFkLMLFSoUNgY7TUuOlJtqujT95Fy4ooOXddKIIpFLnzwqI9m5AzK+TEA+hGNKVBc61Gf6kR96rFcLnB1dQVrLbq2G1FcgAHMgI456UdTf+PGRCpNALo2ghBjIm2JugTdQTlGtMdNOUNyesFrpVPHtSh1U+57WGMRbBhKm6r9QeZBfNx47jY1JrPG4OmzZ0LFYva5rusIErzH1dUVPv/8c1xdXqLrOxwOxxR4Ss+n70eVkkT/psXDYdCoab3bmWaDugVEQGCT0JlZmrPO1cbAZfsDvxfM6ghg6LtEuzolIbXDYhEbyJaq9OqIGQATqXJ+mEuhJWHIJllj4Pk9MCaJy4uoK2FgKgT0vYdZxGpOUdj9eIPU2X5am4HDe2AhBDw8PAAA1uu1OIlavKsdZ9KSNI1JAwGekw6ddvo1DSjXNRAEtG2L3/3ud6Jn+Nu//VtxsL/77ruR89tni2CuYZiiL+XUI+10cuxcPKc0Drl4eEorwNfzDAydcH0day1+8Ytf4G//9m/x13/919hut7i/v0ff9zgcDnh4eMDNzQ1+97vfCYXrV7/6FT799FPs93v88MMPuL29xRdffDEqP5oDBg2I9Nw4lYrN70PPBV/XmRRtfH4cg9ZhaBF0nTY5nnexWGC5XEpncc6v1pPocervXP69ysEZN3dWZjLGSAO65XIpTs1j9LrZZpst0nL2uz3spZWKc9HRAwIiZSd4D/D13qPvxwEk7cQB4wizZARMWqPyzGJab5x1sJXD9mGLpmmxqCqs1itcXl1F6ux+j/3hMAAJk9aAdE3x7WGkfn8BjHn63ifaUQoQYWjSxnNYYLTXkX5ljUv6hEHTIB8Cb8UIOJB9QQmvYYaqSzxms9ng8uoK/+bf/BWCD7L3dl2Lpmmx225xu1xiufhWAjh/9Vd/hebU4HQ64dXr13h4eECjCqHI/mCMjFXfE4DULTuKh/0E2At6UvmYrIUdHTcIqB3pXIFBpbQ/GIM2ifCp0YjPzUjgpypLqYo1oiCZQfgeQoC3sU9I7Ncx9JCQC2fmw1CFMGa+U4PTBFIowp+zDe+PzcDhPTF2zc2jucA5l1w7oZqiox3tHHQA0071lCag6zq8efMGbdvi6dOn+OSTT7Df77HdbvHtt99Ocu7pXFLgrMFADh5yJ5jj+UPStbnT/BilZxSJUv/WFkKQHgWffPIJXr58iaurK9ze3o4aqnVdh/1+j1evXqGuaywWC+nGvVqtJFvDVD7v+TEH/w+9p/xefuxcPE/eDI7nY9WiruskU8X718L1fEw53YoAQjfO4/s5AORPghgNSqij0ABvttlmO7eYcWhTiVUlcDWGxf3VsQMgQIooG6Qor0n0I4z3FNJHAiJ4AGL0W/feMTDSOfp0ivz+frXCxcUFLq8uUdenGJ3P1uJcT8FxS3TZ2tj9mutNuh9DMCHryHnCQr83Limk6U7n8yn7gxpX7tfy3CxO8vTpNS4uLnA8HEX4zONPpxMO+z3uH+5RuAJFWWJRVakkbYW7+3tAZZFhYtWiyQxMPlb1TPKx/SFmzn7GqlDB+1RRi3MYs1dt18E5i+Vygb4rZM1nJkgP2yXKVxRTE+hZeDtkSaKPgvg9DWGko4H+rmLc2LAoCrhCVf+a40rvjc3A4T2xpmmElsRohBbd0nLKjnbSqSGYAh85FUb4qsrRraoK3nuJor98+RIXFxf4u7/7O7x69QqvXr3Cr3/969F4tJPKSAvH2ff9qHGYrsCkefO0KbrO2yLtU0BA36Rj/QAAlNRJREFU9xnQNKj8OI77xYsXeP78Of79v//3WCwWaNsWv/71rwUgrVYrWGtxf3+PL774QgTjv/rVr/D8+XN89NFHEuVn1ogC6ykAkFPEcrpVnoHRn5kyzlGevSFI0M3+DoeD0Kl++ctfYrPZ4HQ64f7+Hk3TjL5XmobGMeYVqXLqETNOvD6N4It0LmZkVqsVFouFvDfrG2ab7RELITbMShoD0jactWd7RG503gKC9GLQxopGniJXxIhy5Lr34lhqOsnd/T3atsX1kyf4y7/8S3z2i8/w5vYWx+MRSL0cfAiwwaD3Paw36I2P/RtMFCmPspep54vsfXRSRwEMRIoWIoLInX6TMhyGEXwoOk8YU4BGWWrVmZjeNefLGotPP/0Un3z6CV48fwEDg4eHB3z11VexqqAxWFTVsI62DfquR1mV+OSTT3B5cRmpPSEKjY/HI1xRYGGtZIf0TRg11vTYJ8ESgQsQ9RPBp4pTPJWi/QSQ1hurK7FpnKy7KetOVgEAXF1e4uVHH6FNfsn+sB+Nh2DBWpZPTftUiCVrbbCjOWZWg4CJ1+X3JKR/s9wrgNg3yLpIr0oVvWZ7P2wGDu+JETiw+Zrm+OeReTp/Wq+gRdXa4dYlQ0nL4UajNxyeoyxjI5unT5/i6uoKy+US2+0W2+0Wu91uxGMHcOZg6sWZNZ5zzjzf42e0ZuKM12nM6FqacqTvm9Su3InmfXJsPGaxWODzzz/Hp59+imfPnsFai9epidHr16/Rti2urq5krIfDAdfX19Ip+/b2Fg8PD/j222/xzTff4NWrV9jv96IR4DyfcWizxZSmI/m5aSChwSTLp2r6FY/XoJBOOTNaBDabzQbL5VL6iOj51s9Hm/63/ozWPkzdC58JANzf38v76/UaIQShT80222znFhAkGtz3PVzfxyZlHiOhKjMJ8rdoY5lR+fsrABvc4AESIPQ9LJ055dBSSxHPlfYa57Ber0d/v6zO1nJvUt4unVZdLlUHIkbFF+gQFwUKUwLWAx7iFFsHAU3BD16107RQZgJCiOO3pAOF0V6aJiyunSYKpblmGmPw9PopLi4v8cnHH2OxWMCHgG+/+xavX99gv99hsVigWixgMATiCpcCZDB4/eo17m7v0Pse3333HR62WzRti1XaD02+voZYPtUEFUjyXnprECCcfTcYiFLN06wx6DGAkBAfBIy18CnA2Kn1ue+6SG/zEdy51L+IOpnT6STUMwBCWTrbH1RKgsCAgvs+fWeDD/GZqPs01gLp2R/rOlbzQoiVnFLZ9G7OSr83NgOH98S0s6e7EQODg587n3mEGDjnnWsHms65LufJDUVnORaLhQhlgejo3d/fY7/fy7nzTMCUjiE/VkentQPN13nfP5ZVyF/XEfLctAPP65ZlidVqhU8//RQvX77E5eUlHh4ecHd3h9evX4tYerlcyn2xelJZlgghYLvdSrr+5uYGd3d3UpGKY+K1Oe8aDE45yfq+cwCoxcO5iJwRNP28c4CiQUYOODXAycdOYMfz8HlOzT+Pye9F328IQ9lY/mSfiRk4zDbb40ZA0PtYVtV6IP2fAAFdu98YRKfb+tijIGUTGMmXv0vv0UPRRJITLTQopECNGWr1V2UJn4JCbdtif9jjsN9LUEuHyelMUgBMk3WD/2EAFVHQPC6GAUQA4dxw/FRInvcR0nu8xhRdluOKEXRVIjRVFmQArW1b1McjHh4ecDwc0LVdLEmKIYMREOAKBweHvuux3W3he4+2a3F3f4+TqnrIW2aZVvZHyC2E1FsjOe0hvZYDiPhaFH8Yk+a6H+aDdzaIj8/pZNQ7mAQKNDvAKnDKng3cPya1Mtn+IPv2RCUsaiYk88W9oeujriMF/Ob94f2xGTi8R+Z97Ea5WCzEYct54zqyn0fVdT8FOqzktGuxq67ow586AsSIdN/3uL29xf/6X/9LHGXW+ycfXkfzp0TK+ro6K6KdUU15oU11js6bg/EaurKTbFzZfPEcXdfh+fPnePnyJf7qr/4K2+0WX331Ff7pn/5J5nK1Wo3EyhzbxcUFNpsN+r7Ht99+i9evX+Pbb7/FLtUxZ4SG88J5IhjUvTY47tzp1pQzfZ/amdegMte7aLE7jUJ60uCqqkJd1yNRNr8TzDTo+Wc5WlKMeE4taJvS1uhsmb5/RrGMMTgej2iaRoDXbLPN9rj1fWzwFsoYiTZ97IJMkw7Cdlyhxqo1RAcMSBmh8DZGhI3QliSjK851dAyLskCfnOJXr17h7v4+AgdFj6Qj6NKaMXJ2R1F/BVi4R/RDllwi5oraQgCj94cIgsbzRYqMUU6uFhnH9Wkc3DLG4Mn1NV68fIEnV09wd3+Hm5s3uL+/l+tXi8XofnwIKIsS69Ua3nscQ437u3s8bLc4HA7Y73dw1qGQBpoW1sZmaSE2pUCbAMEoIGgHXUFIgubeq0ISKoAH2cOtiLupdyHYiJSmcSEOhCAUK5aV9SkLTN2D/h4462BT47eAIOcLISAwq6GAiLWxg3hAFO3ThLpkTDwHM19sNGoMur7Dsa6xP+zRNGOx/2zvzmbg8B4Zu0h/9NFHUl1J2rxz0ZyIMAND0zf+getGa3kEmpbrBrSgln0d6HDS+dVRG2YJNF9fU6FIodGv5Z/lOHQZUZ3B0A78VEO3/L70+HKqjTFGnNa2bfGb3/wG3333HV6/fo0ffvhBKgvlZUWdc/L6w8MDXr16ha+//hpv3rzBbeL10mFeLpdCO+M1tdOcp+l1RkNH3rWTrsEBwaTONtA0INOv8VkS0LDkLzmt/H7pTtv6fFr/oOdeAwf9/ZkyHltVFa6vryWz9fr1awGls0B6ttnebl0qt/302TPpztx1XdQtpKgvjIliYzCS7eGDGTnrmtKk16VRN+MU5davBR/Q+05Ki7ZNg76P9Bbhy9MJZ1O3PJiQQIVcMwlrKbym6bXEOSt0JQa1rXPJ4Ywi30m9WN9Hig7Og1p0tvPsaOxFAdzfP2C/2+O7777Dfr9HXdfYXFyM9juCmeVygaqq0LQtHu7vsdvt8Ob2Dfa7PZq2QV2fYrYaSFqVEn0K5CDEMqgEDZpSpecylknt5Z6lAzdUgM17wU7MghDscU7jNeSgWMq3S9kGa1GVVfxuhYDm1EQ9RSpfy8xMzH5EIND1nQACm+ZFfAlmQoaHMvgy6d6pd/F9jyJVDDMpAFofj7g93iY/aN4f3hebgcN7ZCz/uV6v8eTJExRFgTdv3oyAA4Cz33VUH8CoslHujGtNQE4v4vnowLEfBGk6OsOgx6Gvo6lGegHMdRr5ApkDi7fRlfJr6+P1z5wmBUCc8aZp8Pvf/x5ffPEFfvjhB9R1jSdPnuDy8lIyNnTQy7LExcWFlDL96quv8MMPP+Dh4QH7lJ733qOqKhElM0qjo/F5RkbTfriBT/VomKId5fObz6s+Xjv5ReKu8j3SsvSYNGgjaMzHlIvi9bxrQMhx8TX2wOAGfX9/P2cbZpvtD7Suj+vLarVClaLX96kogzRKC9ke4QcHUgK+wUiZS4DR7XNHegQk+FEwih11U6SYMgo9XrsgTmYIgDPpjOono+OxetAQXvchyD+NsbBu0DoI5UqNic5t/HiQngzee5gwrhI3CYpCiI3hUsDo4f4ebdfhy6++RNsOHZeF36/6GVTVAtY5tE2Du/s73N8/4OH+IeoWuw5d20awY6302+j6Ds6zyMR4jxhRuJKjzxKpvfc5O0vmLMS0BDwUlRnjOdWAjBkJCZal4Bqz0QxohQBYN6ZzSQakj1kMjlcyCwRE2d4MpKyR13046D9YuHR9a2Mj1vu7+3l/eM9sBg7vkbHs51/8xV/gs88+Q1EU+Id/+AeJaJOGpB1xLYDV5TTp9JdlKd2QSVvSZq2VxaHrOlxdXaGqKrRtO4qka9qJRGXUQkBnm04hHdyc+85zPaZVoHGh0NH/PNtBYxQeeJz+w3MURYHdbofb21t8/fXXePXqFbbbrby+XC7x/PlzLBaLKH6rKhgTG/Pd39/j9evX+PWvfx2FgGmMnBPtuLdtO5orXptZIZ6Xz11rTfTcaGCYgz3tmD8W6dfaGf3cDoeDfE9ITdJOPb8rpCkR0OTfnxACDocDqlR6cL1eC/2o67pRN+qcSlXXNfb7/VnDwtlmm23a2rZF4Qp8/vnnqKrouO7/6Z9F3OqcKmUaIrddsIIPcMXgnDdtA5OE0+v1Wqglmk5C8yGg7zoYa7FaLtHbHmgN6jDw9i2DP8ZMCmeZWaZg+yw7GkJs0pZKfNJh1oCAWQkfQmw85/2oQ7XeQ2LxpaEs91h3NxzWq8AcaVUP2y0eHu6x2+1x8/q13N+paaQcNxvBxT4HCcTd3+O7777Hw8M96lqtazqbk9brru1QOFZRdLExHQNcQucE+t7Deg9nLXpEXQT1GwEDBWwUKNPgIKKns2cqz5VrcvCiZej6GCQ7qUIszjqh4DLz0ae1nNmdPt2rNjYZtc5huVzEPhinGl2f9sJFhQJFBCJpn2m7Dk0Tq1A1bXM+8Nneqc3A4T0za600HePvdFDzbAGju3Ts9EJMWhFFXmVZxgY9qiTn1LVzoWwejX7M0aeznke89eenwEIeHadpkfGUAz0Vkc+vTwCjo/ghRO7m8XjEzc0NjsejHMPKPsvlUqLp1Jt47yU6zupSwt/M5ogggI62BjP6P00ly/Uij2Up9Fzxc/lz0KYBlB6T/i7pPht6rvPr51QrjuF4PArN68mTJ2jbFrvdDiEEARTsU1LXdUzpN430vphtttn+MGNUvq6PUrrylKL+fJ/0FpvoQ9Y5iej6EIBUscb3HmXpUDiH1WolVJlDauB2du0ECFwRqxAV3sMHD2fc6Jj8M4+9x/E4eR+DGBt6j0gZBa37ssOxw3HDup/bWTaiT/uBYWnQWImJ52iaBtuHLfaHA/qkk/B9j9OphkGMjAMAkq4thAhAttstjscD2iZ2i84zNobCZUSKkfc+UsuAs0pDApxS9oR7i2g/GLEnjUjviRhE4meidGuA/rzoSAgATIz+971HCIpilp2b2Y1RQ0E/FPRg9SRg6Hi+XC2xXq3RcH9AQIECRVGi61r4tAeTfVAfa3TdnGl4H20GDu+R0XlkBByAtLXnv7W4TWsDCB40bUhHgVk+j06hzlToFK7uHKxfzx3UqbEDYzHzY+/n73G8+pqahjMFHHjfU5F2/RrvlRtr3/dSXvb29nY0XkbZ1+v12bi7rsPDwwNub29R1/VobDQtAufzyKssaQCjnXO+TzH1HwIaKGqe2qzz1zS1S2eRdCZDZ0xy2lOebeD8EwwA8ft2eXmJm5sbqZi0Wq1QFIVQuuq6lnvU5X1nm222Hzc6gbtdFNt679E2TXIsnVCNWAGJWYBYnCZSSvTfHLnkXPNC+puOEegMPBgKcGMn45xeat+yP9DY2yFgcDojRcjFxmSPNPoK3o+7JHsfS5di3HeCTdWiXmOIvOd7jl53e+/T3HiEpKXY7/fY7/c4HI/Cw7cAmlMj5W2ttShVb4umbbHdblHXJ9GU6RbOsp8m8BcSYLFhoGoZM4CmYX4iqIl9E2zSDfST96XnS+jDOXjJaF4EH/KMeo8enQidnVPl3kOAS3OdC9ZHhT8wlERvmxZFUaIoSmk82ve9dAOneLrrOwEZ1loc63qmKL2nNgOH98y89/jNb36DzWYTxUGJg64bqNFh5OLFOvy73U6EuezB8OTJE3zyySe4urqS7MPNzQ2+++67UdSc576/vx8JpKeoMXR4dXSc49EVf2g6sq6dZDq4kurMxjIFRjQPXwMKHQVnJiYX//V9L5mG3W4n5VM5Zi58bdtiuVyiqioREt/e3sbqIXd3Z/fGuZlywDVNiHMHYFT5KKdh6fPlQEyDOJ2a5vg1Z9k5J1WwFouFvHc8HlGWpVTP0uPiuQkMdMdngiBgaAAHRAficDgIkHj16hUeHh4kBX48HmVOP/roI6xWK7x+/Ro3NzczcJhttn+FMbL91ZdfiYi0aZtYsccVQzlMQCohFaD41MvfYkDAerVG4Rw2Fxs8e/YsOcGR5rTf7bDb76R2vqYe7bZbWRusscJ7N+radG7p1PMcrijiTeTZAh+rRHnvxc3VYmk6qcxwRIGulUkJKXJPDTgrJYXkFNvgRIgcUiO8+NEUwEl7UF2f0HUt7u/vUad+AlHUPOjQXFGg6ns461BWJVbLJY7HI7a7Le7u7oYouc628J6sG8actAAGvWguQlQ6o+tbGR/n1jgrp2UmI98jdLBvqFpkJTsQErXLwAzi7hBQlZXsw03TwLqYiaoWC4Qw7A82XYcZF2YvrImVtphlkCCai30/uq7FbrtF33U4NQ32hwNC8GhOkf1A7cr1k2vZe3a///1IWD/b+2MzcHiPjIvYdrtF13XYbDbiAOpj8ig8jU4qwUPTNDgej7i7u4P3Huv1eiSs1Y4rTTeM05x8bfycjmJP0Zam7i8uOm4EgvLPvY0SpU0vmm/Lhujrs/cCuftTtCE62pvNBkDkaO52OxwOB+Hj67Hm95xH66eqP+nP5uJifT79rHMaUW45bUqn7heLhYzjdDrJuQgGyF3VQCwHKXxfj53lVVkRrGka+em9F34rn3lVVSPR3WyzzfavsPT3udvvUFWRJkPuubFGRKfeWthU158mgQAfQUS/iH+Hp9MJu+0WZcpQiyOqquFoukvvk+g1NegSUJFlRaVcZ4iOZaQF9YlnBNFCyK15LxkFAQbJwebxJqPyAImGZIeofTxUVNVynLbx3gGJt3vv0bbdKOMiazDG5c9js89SipocDpGPHwLX7yG7YGxa52XoioqFMGRUsvHJGsxyuHqfkAyGCq6leQnMzGTXMtbCEDxQcoEAVxQwKQPQdh1ciGDKORcbAjoHeNWPSGVPrDHwJpW1dZBnyP4MBBmk1EnBDe8RXEDTROF4UZSRBgdIZ+yA82c327u3GTi8Z+a9x8PDA9q2RVVVQvXIuyHTucsdSv2HWde1ZBAeHh6kkU0ukn7MydcR5hy8cAz89yj9rbIC+r70+3lEPY+ga8d7iirF7EI+pvx9HXknHYngIaf/EDRRUH59fY2+77Hf73Fzc4PD4SCCb45XU4UeK0uad8bOy55qTUROacrvTz/vfP7yOTLGSLaD5WQpetfgUM8ZnyMpa1PghufmcYvFAnVdS4UVzi9Bp7UWFxcXAiBmQfRss/2/sxil7rHf7RHW0SFfLBaphKgRWo2jw+0hVZAAVQXHx34QdV2LcJedkLu2lSZzwJBtECCh1tpSuiBne0gYSsNyTOTVB4Qz0JAb/eIQxn6/sUOGQ1OpdKZFv9brD8saymsk51xRefquixWPug4haOosUinaVB2uqrC5uIBzsbjIdrfDYb9H18bPAZCo/gjEpHEHNY7gA3r0AgwICqwlSBg33RQwwttKv/vgRQSt50aqbRmIky/362Mp26osEVAieI99s4+UNuclG1+EAFMW8GGopAdAqFMwRprZ6Xt1AKoyVhtsTicc0/eu69qYyQgBrkm9q0zsEdG0LZrTaQYN77HNwOE9NIp0WY2mLMuRMHW5XEoFo7IshU+53++FUkJRL+v0b7db3NzcjJw/OoeMMpFyBEBeyzMeWlitX9e8fn1+/tQOqgYFGgjp6H3eKI20H4q+9bW1jiCPYnNMmgqlX9eOPx1lNnpbr9f47W9/izdv3uDVq1eoE+eSY8izA7qCEMesm+cwas/5pWmQQUc7B2WaSqQpQho8klbESlkES5eXl3j58iWapsHt7S3u7++lqtJut8PHH3+M1WqFzz//PFbSOJ2EIseKS/q5aQBLfjSzCcfjUb435Kcyy3E8HvHNN9/g9vb2UYH+bLPN9nYLiH9PJkX5V6sVAEUhdRYwLjbqYnAjOZusmhZC7HIcENA2DR4eHqLegT14ktNWpEyGtQ4BXsTW0au3CDZIXwakaLQu7aldeWtUZ+sucui9tbAhoCRFlfcYxqJoupD6fNQvGGvTcRGgaC0ckNbnNFe6I7XsQeLIDz0PQoji8UjxUV2sEedwtVxiuVigPp1w++YNXr9+jSYF5KSnwSjQEgXVunIdEKsIeWNgesg8WmvhFBCKYzaDfsVaGLXPRa3EeH/z3suzNMZIr4tOZb/7ro/gyBq8fPERQqIn7/d7tF0H3zQ4nU5YLZd4cn2N6+trWGMlMDQE5qxkl0JCRBq4lGk/tKkvlTVWNBEEh33X49jXePjyS9T1Ec2pmdQvzvZ+2Awc3kOjk8wINzAdYc9pK7rrb+6s592jHyvvydfziD+vqS3PMmh7W4aCRieZ58mj6I99fpTCVSldHaXXVX8eowo9ZpwTLqKHwwHH43EEQHKaGAGbpmHRcrF2nil4233n+o+pe9CULz0n1CYsl0tcXV2ldPpB3tfCcWstVquVUN34WWYJ8vvV30fSnABgsViMwKZuBtg0Dbapk+q8Kcw22/97Cwjouhankx2KJFgz6pxMko924lzSMQCRGkLOPSlOrfeDA6voKICiV3oP42yMGCdKUh7t5zlH6QI38PthY1M2+RSdeb3HjVBCej8DI/IZBoS8B3clln2Vzw+pBlhr4vhJiUm0GGZVRnsLxuJhk85NYXosGdqKdmRIJUQgw+ZzNlHKRLjOOUvABYlihhBgQwDCIGIOCDBTovGpeVaW73Mm3T8Qsw3MirB4StOchv3ee3S+R9/HwFEEPLEkrU+AylkHiwgg494Wn5v1w/eOmQgXYk+kPs1rp/a8ECJAPB6PqdnbLIp+n20GDu+psUvxs2fPsFwupQEZHXqtVSAoWC6XI+dZc8uBcbk0Hd3nz5zqoisvadNUnNyZ53XzBUtXEJri5z/mHD92fTq7eRlR7ezS0WfkOxcjc27oBOtxETTc39/j4eFB+h3kEXct6CZY0wJvPkuOka+TQjSljcjnRGc4cu6rnns9F3yPNcevrq5Ev8H7jnzeVsa3XC5xOByE7lZKLfGhylbeuRoYg6aiKKQRnsk2hrZtsd/vZ9Aw22x/BIuU015KPhdF7EbMMG7fxyhzsFZEzlVZwpgKQBJPGxsdO+UsAhBu+oiClNYcp6kuqatwCGPs4FVQyYcEEPRBIXWYVsu9rpwkgZVETfKphCwCzoCDHre+pvVAsAMQYEM5irS990M35uzz1BVYnDcR5a2cUpW43X6PpjnB916ax3EMdOidi9WJXFEkzcPQTI0ZA04Hu2qDWgLOmUn7JwY9g66eFJvvJVxmBsqTHMzMSxZALMsSm/UaTdvAs5lf18Fbi76LtDWEkICmTdfs035SwqjnRXocrAIPCSQVCTT5FNhsVBlhZnZOdR27oM/2XtsMHD4AK4oCz58/l8Zau91O3ququAlI1Mmc6wv0eegIaqf5McdVO9+8ho7kk1IFABcXF2eOsz5nHmGn5YBCC62nsgJ6zLqx2tvuO3eoeVyuSeB77ENwOp2w3W7RNM1ZfwvOtW5yl9+7zn7kc8jf8/ORFsQx6QVez1EuINf3qZsFWmux3+/xu9/9DnVdY7vdikCZm0bXdbi/v8dvf/vbERWL52PVLi7ynAtWaiIdSwMTCqnzEsGzIHq22f645oNHWVW4urzEsT6ibSOfnM6vs26I/iaakTWD46pNMqYpWm/y48IQew8YMo8sGQokHj2GLtcA4Kxa35jZVqAkZMiD15VyqqpMK499LGfMBnIRGMW+E8ys2DQno+OzjAnnxloLD9KVggR+gKiF2G232O52OKVy1NYlQXfKrFhrpaFZsFai+zb9DiQQZC0s94J0LasCLpwP2FihyHgD71L5WAw9JaSClToH7ypS1eL4KWyXbDACfvjhB/S+R9t28TvjXCrxu4CzDnVd49WrV/HzKaDomK1Ke0On1vbCOdjCwiHSkHyaY+ucgCMA6H0fKWYhIHRBgOhs77fNwOE9Nzpeq9VKouS73W7kiJ2lI5XDOiWgzak0+nNTWYHHIsTSdEhF+fPa3nlkWv98zHJhsH596h51x2ztXOuO0XoMObDR56QYjBqBqeo/efRfv54DsTwzkF8zv+epzE9+zsfmJX+Pz4JAiKJ4ggVqPHTPkPyz+hoayGhKlu6SrXUmuQZmio4122yz/X8zcuqrqkrUmhOa0ylGsfsAKVuqzGiqDMPUb1mXWSEH+m9YRZl99hp/1X/ulsEXfZ10UEi0JYNIR0KirkxZSA5xTlsK6fPUcwBck5041xyTZ9ScAuh0TYINrU/QmQMd9ImahvZsfzAialavmUHDEC83zDnpQ7KOez/QuvQ9p/FBAQ+k+5X94pH1Ne+PYRC1CXytrmvxNZx1CIXK4Kf9IVbIOy+W4YOXUq+cS3nfGPSp3CyzIBFIDXTWHj0cDIK3M2j4QGwGDu+5Uay62Wyw2WzQtq1UXcrLojJSDAyC4ceoPzp7kAt1cyoSI8c07SQSLKxWq2EhUOlH7cjnzuhkejhzujWNiCCJiw+dXlYMYkUfXVlKR+c1cOJrebUjCtGZRpUunSEgd+71XGgKUA5UchA0RUmiTWUt+B/nIdeP8D5y6pDWeDBrEEKIXWLTZ3TlrqZpRt+fXNdA02BNP6McvOXzrTU3s8022x/BQkDTnIAQpHs7y0ZL5Tzl4Ac/RJ3p4E1pFFjpJ0bHMeq7oOkxABIlyo+0FDFjEZ1kZx2qqsKiqqSjsM/Wv+ADAvxkFgQYIuaACjzR8WZmIkXajbXSCI79CIqiSCU+e7SpcpIEl5JT64GoiTBD+dPgQ+TcpPO51PCt9z36tkXXdgOwMEb0DOLYJ2BgzSB8pu5CB8jknriGJloWfzdIwCLpHmL/BM51fEba5db7flyPs8qG1sIqTUdd1/JMqqpKAvtILyrLMoJS72OVKhPnBu6cIga13suzFFA26E3YtyFSp/oEVnCmJ5nt/bR5J3/P7eHhAWVZ4nQ64fLyEsvlEuv1Wig0rKhkjBFhKjDQVd7GJ9cCaf05zasHcAYI6JheXFzIebTuIs94aE68doBpUg1EOcscwxSVSV+D4+JcsEfBY6ad+6lsgR6Pvt/ciZ7KDkzRsnLTYmeCBP5b05n0Z6cyNXkEPxcu52MgrYrPlY3f9Pg1hSs/bw6O+Hw49xyPbgzHjudFUeDJkyejEsCzzTbb/3cLCNhud7jYXKDtOlxcXMCHgGoRdUZd3yEk2YOBQZmorUBaz0MYlefMzabAi0mgP2BML6HI1ye6zdD7wKIoC9k7bKK++J7vjzMDvBdqHHzwo54NujSsHM81KukfmDSJ/QEsqK4OiGVUm+aEvhs6Z7P/gzi/6QTMUsg10nl4r8H7EVgiJYnABUgC4aDAgwIEb826hjgHXdtJ12Z+znsfsw7JcadeYaAj8ReCCztkILLMegSDsVLW0MchrunGGhQoYKpxsRQ6/lPZemsMkAT6hE+evkTqiWFTcM7bqPXom1iSe7VcYbFcou86fPP4zMz2HtkMHN5zYxO34/GIy8vLUblP7/3IaauqauRcTjnZNB0V1o6qpvjk0e4ciOisxmNOuL4Wf89/5gtp/t4URUk7vMwwNE0zcGonqjrln3vMcuH3FE3oMcrQ1P1M3Zemhenzvy1TMTUH+Xn1uac+w991iVXaj2le8u+Wzurw8/o7w+zIer3Ger0WsDLbbLP98axtmljVJ+0FZVmgKJJWqvfofS96hZLeNQCE2MjNTqw14pQn51NXgxtlDJhVQOqZMFovUkMwxMo6o4Zy1E+kf/sQ4JCtZxQBBzxKpfLBD8dkZhIlKJZp9QIaonOc6zaYKSComTiZnp+UdRHQkaLqErA5H076HGlZj1NxAwIsIigI1sqlfQiiJTcEB4/tEer8QiXL94fRs9K3amFsBEQBQZ4VgCFDhQEEyXNlJkLNjxaeewDOGFjEZAkfaVlVWCwW6Nx0tmm2989m4PCeWwixjOX333+P6+trXF5eSsZB1+oHoiPPUqw0CnsZDeY5tbOnaUjkq7MzpnbAyZG3WeSBwII2FdXPneRcIKy1GrnTq6+nOxBzbGw+xm7F5NlrrQM/m+sntJPL/3TFqvw4/W9mJXjevOxrfu95JoHn4TPgcXTAqUXQGQlSvvT88Xugn63O4mjKEq+pe0Dkz4Tnncr06Gc2okM8YqvVCk+fPkVVVTNVabbZ/gQWUl+Hu/t7PH/xAoWLfXxCiJH2vuuFZ+6cQ1EWMImSgxBr+4/oJQQNIQBpzfDKWWxTFSfnLKqyivx8H8XRvCZ1FWdaAUCE0XrtBRRASGZN2j+M6g8ACB1IG8GPMQbWWRSuGITM3sN3PvYmSJQmKJpvn14z1sCE8wIbou9IGYXeDwUfOBJjEOGABHUgOo2ARAFWAEWend4vdNZEASVxxoOX+7cmjbNIGheCljDQt0hf6nsvIm2ksUjpWRUw1J278++CvKblKQkEnQFJayJg6PuY8fJjfchobq3D1eUlXOFQH2eK0odi807+AVjXdXj16hV++ctf4vnz51gul+KI6YgvK+JUVTVyLOlokr+vm8nRiQQGp5ObyGazwXK5RFEUuLu7w/F4HDmKeSUnYKAx6RRnTs3RqU4ek6c/NT9+ikqjsx90YDXdR1NztDOe0314TZY01K+x+zHnKNdu6HnQ1YOm+P76Pz032kHXpt/LKzfl2SF2hM4/q00DCK1J6fteqmPlJWKnQIOeA865/s4QvHVdrKhS1zWOxyN2ux0OhwOqqpJ5nW222f44djqd8HB/D5+oJouqgisKuNahN0O5zi5VrbHWSdnPgKGSUOFcrI6TnFBNV83XAmst1pu1VNfZbrdoDOAbtTaGQZNFLUXk+ruhHGmIwl/vY9Oysyh6wMjhVj7qoElI7xlrh2yGJa2oF2dfHOwEmqS5pjEoMHZsTZqT6Byndd0OAKrrO3jPYEzsSyGRfZiRkx0btPVSIhcWoluQzIpnxiH2mYjYw8NjoCsZlZUJPmoFhoAQhCrEY9jpue+HTuAaGIoWxBi0av93qYksP9u27VBaVQGIXK8SwWaQuSWly5DOJU1Bfewe7X3sC1H3qOsTirJAlxrTzfb+2gwcPgBjTwc6ZbkQVzuSAEZZARqPPasAkRaCKUeuqirpIUGHs2maEVjhuXMKkY6kA+PICh3Wx9KsOT9fj1/fM51WAoQpytWUEz11PS2i5mtTDe6m6Dv8PMfBLER+fE5DmtJM6PvXWgtdxSh36nU2Qd8Tz6NBA8/H7BQpXhoQavCUz13eP0SPVdPZOKau66RrNHthzDbbbH9c67oW+8Mefd+jtGUEDSlqPM4k9skhRaxepExKlaqlJA/eaDMwKIoSi8UigpLUQ6Lvz9cjggaeZnS2BF5kD+H6w6xAnmFQ0XgNGliGVbIPSFo536NrO2nyZmBS9iB1XE4O9OP7EZ3wcWUiTxCQshXMioQQpFKSEQpTKp9KXUTqdSDnC4MDzqcV5Nr+jKUVBkVIXHcFlGUUYT+AHu3gc36l4Rz3TWZjUgCQnaYJiFw6noVeJ88ZBuBAYBV8H59HArZxXFGA33UtmqaN3dCNhTE9wrk7Mtt7ZDNw+ACs73vc3t5iu93ieDxisViM9AU6a6Cj3rr6DYCRY8vMQFmWo/erqhIn+HA4YLlc4pNPPsGnn36K4/GIf/zHf8Td3Z1U6cmj+Lq6z2OmQYWOlGvevXb8ddRLV+fRQu4pXcJUJF9HyXNQo0FUTtUJYYhOcUwcC987HA5CicpNj2MKNFFEPDXuKZDIe9E0JUDXVR9XWgohjLpfX15ejuhWBIZ6Dmn6PDo7wfmjKJ8ZJR5f17VUvGLX6jrVPJ9tttn+eNa2Lfa7PY7p76tgo7GkP3Y6wp9oKT2GtcVZGx0+JR6GiVWJnBsCNcCgH+v6HvXxiKvLS1w9eYKXL1/i9c0Nbl6/xsN2O5TD5iAAibaH5KAa9R7NJOF0j6hhYLlZ8uupOQ4+oA99zDykrAd7EBgbq/NI1DtF9kNg5H5wqkfGvSeVamWWwifn3er7wOA4M/Ku6aBCyUrVmZq2hTudUC2q+DyCPbs2kJp/+3g9yWjAoCgHdy34AcQ49q3I9uI+jadT2YacdkUqWh9ihr1pGznvYrGQ+fAp2AT1eT1uggtWq+oSaAg+nAU6qbngvtX3sQP3qa7RNs1cVekDsBk4fABG2gwdr4uLC+nqezgcUKS0IkujctGiE6urIml+u359ipZCHcVyucTLly/hnMPz58/FaWya5lHazlQGQ3cd1lkJOrpt28rYcj0Bf+poOKPe+np5NkCPayo7oalIXNw0kNDaBB3t1xoRWl3XAgB0Uzp+Xs/tFC2IYG9Kc6DvRQOrHOAwg8BrXV1dyXl2u50AJ93YTgOwKdMiaF3iVgM5TUHj76vVCmVZwjk36lA922yz/XEt+CDZvUVVoVpUKJxDCJHGVFULOGAU2OBaY+3QW8EzqgwIhQVQAalsrd/tdyhuC7Rti2fPn2FRVbi4vMThcAAAochoF5mR5thkDKMMgqyrLmVLQkAwKgiigQaBUSLnGP5mjPi1okdggzruE2zAZq3oHXoJKFGvATUPAzDJjV2feT7dfVuAhondtJu2Qdu0QAUUCQjlpWkRQioNO77PEJK+g9kbhNgUjp/XewSGjLU6OdqkPWCjtapaoKpKeVbBB9nbD/v9WPOSQNTZ/af9l0Jon8T41ljAqcBXKvFqQry3oiwjqHV2oFDPoOGDsBk4fCDGqO12u8WzZ89E48C+BboBGzcHDRK0MTqcC3N1ZNlai91uJxHixWKBy8tLXFxc4O7u7kygmwtreZ2cWqPBiy7tqWlGOXjQgEFfg4vNVIYjpzvpLIP+jL5Orp3InfWp+9H0orZtY9QmOe4axOkxanrPlN4hp3tN3Vue2eHcMlNEe/HixajnAhC/S9SrMMOk50iPERhE8U3TjJ5P3rk7f17U4lhrJxvpzTbbbH8cY3T9eDhguVxgs9nAFUXkrjdt6twcnTQ6ccZYTFVUImAQPn9y9L0KWDjngBBwOBwRAtCcGlxcXkrAoCiKUQSeTjR/xqhzLLlqTJQ7mxS1JpUqZhfMOMqtgI6Ahnz8wBAFT/QgXdGJ7w+3e64Zkz1Ava+pQOeatPh/pCjFeYtlYQf9g0fXRu2XtVHAzbkegQfORfq3zc8n+gkL4LzgRuCxGjiEKAL3CRT0PtKBloslyqKEsRZNQ/1BBKH1qY5jTDa1hwEJnPWxIR7NlrFGlnVDgGkE+Gws/mHNUL61m/eHD8Zm4PAB2T/8wz/g97//Pf7Lf/kvuL6+xi9/+Ut8//334jTqyjU6CqypLEwbamdVi1WZRQBipHm32+H3v/89Xr16hadPn+Kjjz5C0zQoimJEMwKGaJaOfk85z3oBYllZHTnnvUxtCEN6s5fot3ZYtU051qfTSaLfOaVIgwCOWd/P22hZxhg5vzEGq9UKVaqZrp1/bqS5gFxvVhqUEeTpYwhMtCN+Op2kWSB1MFVVSUUj7z3evHkj97xcLs8yG5rGpWlQnHNrLdbrtZyb4+Mz5DEETRcXFyiKQoAKgcdss832x7eAgP/r//q/8Nlnn+E//If/gOvraxgAd3d3aQ2DVEGiGJoAgXQgAFGgbAeNgA8hClsRo/J9aqAWK/b0eP3qFb7re2x3O1xeXGC1WsX1U2W19bk5Vu991CTYWAFIU3QQgmgwnLXwybkmgLB04s24sGlAkL4Bsq+kKH2+negMBF/o+j5+njSrR0qEeu+jU+xZPdCnsZgIVkAHPgDWC12pCz1OqWyutVb6ahA8xExBD2PHRUf4DByitsIVhYxdj7HvegEIQ0AO6PoOXdtFKlv6XJmaf15dXcVr9LHXBalU7BjN8bF/hy6w0nadABRjIp2qKErJYgBROK7PE8GhEW2MDwFt06Cd94cPxmbg8AEZU4jH4xHOOVxfX+Pjjz/Gfr8flcbUXX8Z2dd8fh1V1g47QYR2ytlU7c2bN0JtyUW3OZ0nBwa5w60zDzorooFITg/Sn9VOdJ5tmBJW83xd16Gu6zPaDDULOpug6V65qFzfo/4sr9E0Deq6lrHozTMHHtpIk5rSZuT3p5+dTknrzJNzDrvdTnQsxgz9GzjvWkOir6lBE/9NShzBpx6/Bjo8F0Esv4ezMHq22f601vUdmjYKTReLBS4uLvD02TOcTnV0XPtemnU5QJxdHfUOCICHcNFHWcgwVJuj/qBpW3Rdi/v7+2HvyBzyMY1mqP0fDKSyj1GHs0cANRCucECv1nuukYGgIAvoEDhMrKMyHE3x4f6XemKM94dBdyHrWxJZWxP1IZ0CXpKR9rEPA0LK3qj5k8wPs9yaIsuZUHMPQJrPjcqkpuOp39Bzo/tgsHSqNQawNt0P0HYtDscDrI0+AjMM1rmBssbnExIICrHrtO99pBkhnovleYuygLNusmmfiMUR4Iwq+fpIdn2299Nm4PCBmfceu90OT548wdXVFT777DO8evUKP/zwwyhbAAwN2ugkaj1ATknROoPT6SQdmBlxZjnWqqqwXq9HGQFW6ZnSSWgHPL8POpca3OSCZOC8vwAjHgQPWhdwnkIOkg1o21Yi38yG5NkEAgBNFWLWJs9s6DHyNVYaOh6Po7FPgaDc8Z4CYfl18rnRoIHZCQ3W7u/vR+I0/b7+bnCzo1FDo89ZluUoU6HvQZ9Pg1YeMwOH2Wb7acz3PY51jYvNBs45vGwa/PDDDzilBpnMKAQfnUggcvetj5FtOplT5Tsptu2Scx0Q9wyfKv9RSLverAGkPkFdF51gzZfn2g5I5oOZEGAAF8ZGfUFRlLAmFdMIicajzyFrJVS2Ycji8vzMMgTlnENlfduuQ9s0YJM4ARgpMzOUkKXUQFVwCkrrAKSezPH3IaMQUhWhSDlyzsEVLt5Den5G72dqfWUPh5DmJ17HDACB+0fKXMhzFNrVsNbz3iLV2UsZ3hFgYEZaOfV9D1gTYkYEzFhHWlJZpmpead13IfXIUM9noHEFmGLQeBBIzfZh2AwcPkCz1krTs48//hhVVaEsS7x69Uqi6ezSq51EHUXRzbjIy2/bVgS0uvGYtRaLxSJ2d1TiWx6jnVhdjlTTpfSioI9vmkYEtGVZjig42pnVEX2dEeH5cuCgdQjee6HyNGlT0HoC3p+mDjnnsFwuJUvBz+lnwJ96fvWYmAWiSFjTk7RpbYeeL51dyedPC6RDCLi4uBBAdDwexeHX4EoLmfW1cwCUH8NMlh53LoSmcUxaRK3HPNtss/3pzRiDY13DGODps6fwweOwP+Du/g4d4lq1WC5gegNTJICf1poeQ18HYOC8t12HrmtxqushABWiYNZai0XSM0XqSTs4scHDGJtoNgPlidWPctCgLZZ29ahS1rQoChWsUEkDG6v1IAyVfZhxMEgdsHsFhBj5lrW0F2DV9Wlf63vJhBS2iJoRzon3KFcrOCUMhvfwSkvBSlbUdIQUpe/aDn3v0aUMe1lVqKpydDznPUD1v7BRcBx1FwMIGyV3dL+LBL76vkdZVSgRu4yTXmSdk/dDClaxsZ98j9gTAip7MLHmDxmYAWx4pD1NB5rSYLu+g+0dIAVJMMuiPyCbgcMHZl3X4V/+5V/w/PlzXF1diVN6dXUlglc6vnQ+NSUop+iQ/kSHPHf06WwyAq3r/mt9QU5zeUzYS9PjOSthl1GG9Hi1MDgHCfxdH6/pQ0yx6/9YAYmcfT2OsixRVZVkG/Q95uLlPCvACicEbhyvjuRP2VTGhM8pd771PbMkqn4GuTBeV9rS95FX28ozHo89R53ZyGlvnANmUh4Tsc8222x/XDvWR3zzzTd4+vRaquZU1SKVBG2EJsTu0cGn8tLJKeyTw+0A6QEwBFsgHZbhfaw2ZElVSWVa23bUFyCKZAFg6G0DpH0C0+sgMM6CjKirSbQdKyidi5SZLRmtpfp3Hf1OoKHvhmBHCGodDgFFiqSXZTmiXfF+Y3EIHj68H4Xnw/W0cxy8T7SyRgBPWVWw3gNJ1E5az4/Z29ZVitGZZQKzRkiZDV0l6hF2QDxRyopjnOGBMVGiPbH/5oBQBO4hidaDR9+n71g/9HyY7f23GTh8YHY6nfA//sf/wL/9t/8Wf//3fy9C2CdPniCEIPx6ibgoygi79hJccDPQnP+qqkYOIRcS/lvTfIAhQq3Fxtrh5O86+sz3gCFK3/e9lJQFxiCBRqd2EH2d6x9GgrJ0HDsYUzisgcdisZBGd/q8BEvsQ7Db7SZpTTpirzdEAjKek+fnuXXGh+fMwQfvQdOk9GaoxdTr9VqAIsfArI+ec12yl9fk53SFK35HON4p4/mstWjbVkAI/9Pfs7ZtZ+Aw22w/gT08POD/+X/+b/wf/8f/iSdXVwjeo6rKKEw2JlJxUhdjYOggLJlOas3C0JugaaNw1ZgosO5MF6siYbwWeu/RhXFRTUawgx3WbGfMiAIj4xgFOhw8eqAfghCuKOCMAiATfjX7M2gnnsfriD4pPX3vhaIUS4sOTcyMjetfVZYoylIFuaLQm/fmbOzQHcK4shIrIAUKsdMYAqLIua5PUdCcngWzGiEPoKXnIffEfQJh5HBPYSVjTAQl1g6gMT0X6e8RKDg3Qj2SPQkATIANIYrU0z7BCxhrkXcuIv2I549VnnoBopx3A4/Wx/nXAv3Z3m+bgcMHanVd4+HhAS9evBCq0uFwEAeO1JjVaoXVaiWi1vv7e+x2O9ze3kqEhdFq7Zzq8pmaduO9F0oRqzgViteoqT50SHWWQ3PdGfHXIIaRfk3FAXBWBUlnI3REX4MNCsl3u51QsFgyFYB0xd5sNiOaFMFH3/dYrVbi+OvsiM580HRZUt4PtSJshtY0DapUzYLH08HXDn2ekcgzKnxGnE/SyDRYywGc/qw+LqcldV03agxI04CMz1IDHt4zvxOk1B0OhzOq12yzzfantfp4xGq5xJMnT4TiU59O6KyF8R4lK+CUJVbrFayNtJKHhwfUdT00jASwWCxHTj31Db4fqJlN08RIevAolONorUvlX8+zC3nAxLpYNtYmKk7k5dsB5Pg+rk0wahxJC2CHHgr5NcCMsffw6d8MKh32ezRtg7o+SY8DNjwryxLr9Tqus4l2I4GeRM9ZLhc4VlXcE7KMPoXmSJkSa9yoCZv0x+ljpaqiKNBWFRbLZeL9O4nca32CAJPweFLCey9i6jhnwAlDYEsb701E3OmaUb+hjktBJetyqIBR9oL6FGZN4lhS5sgaLKoKxsYKVMe6RjcHlj4om4HDB2p1XeP29nbEqScdh+VSNXd+4C+ORar8PS+bynKrjD4z6szshKbuTFFvdHSe/9av0/QYtU050PliN8WZ1/SppmkkA0OHmADEWovNZoPlchk7ZGbX5bww67BerwV06AUuX+zy6NtUtJ0OPoETx5NTn/J71c9ai5I1zegx0+/l2Rr9nj6Xzhbl1CVd4ldnXDRwIGDSZV5nm222n8aOxyOWq5X824eQMs4t+q6PlYqSsadDHmTQjiOdRWtiR+kQPDp0AiBIPTUhVv8JxgCWlB1Vxx9Q/PxxBD1SpMzZ+idFJjgavWbxlH7IoPDco4g9YoIihAATohaC3ZLbppUSpgEB1jlUiwpVtYjRel4v26eYda2qCj540Q/ItXyIna4l8IMRvSf4IbvRopVofMx0lChLwLqBukTdic44GAPpXC3vhQFR2PQMHystm00nfPCwGBrjEXjx99F+bwatiB6bTyVo+Rz4XAi2iirSvlrfxi7m3s9UpQ/IZuDwgdrd3R3atsW/+3f/Tl67ubmRqkGLxWJUhrOqKokisUMzQQIwpKnzjYMOt+4RwddYnlPz5nXkWZdcBTC6Vq6JyGlN+j2+lmsbaDkooR5gv9/jeDxK5IyfXa1WWC6X+PjjjyUyrnUW+iczNcwiHI/HEeUpp/TobEU+H9RaFEWBpmlEo7JcLkVLop1w7ahrEKdN04X0HOh50aYrN2kxeE5N0/QkLY7m+XXFJC2KZ3ZmtVpJFSuOewYOs83209nt7S1gDH7xi19IIYqH+3t0fQffx4wxo8A6eNG0LXwYXqND6lKk2xqDwppECRoyytWiQt/FykS90oVZG0uWOmdHDq5PGQCeF0B0Qn0AxhVHR8fE15NTm4t0ldMuB2eAxYcY/W7bFvXxiObUxK7H6T0Dg9VqGQNLq1XswI2AvvcodWGJVKWoqipcXl7CFUWkPTFQpIIlkuV1427RLDsLDzRtC9O2ODUN+q5DmSoYFq6QdZ5lV1nBKQRVWYl7n+JvURPChn+juZkwVmIKCNLLIw/i5Q3dhLakn2E/7EEUqbMRn3GxSSCzM7Kv5036ZntvbQYOH6hRfHtzcyNNubg48XdW2KGTHyTi1I2OfUysq0EHOwBba7Hf70XrwHPnfQ4AjMTWuT4hF2HrhYnn0gJf0n60KJv/MZNAB5VZF02RIa3n6dOnePHiBS5SoyLORy5azoXHTFfvdju8fv1axqId4lzYnWdXeG/8j8CNwEHPh6aL6Yi93ojYS4HdoqeqH3Hh1q/l4IOAh8946ntAI/B4jHbE8fA5cLyc59lmm+2nsa6PDSnv7++j8xtSedPgpHxom3ousKpOCCF2AFZR5NKy7n+WVTYxMu4QHclqsUDbNDDG4NC1o4ACjAH6sRAXIZZVtVyfuEeEANNHUGDTteVjiJkFrqou6TZi1N2jV3QhvRb3nsGsCC6atkXXtvGnCnStlktUiwrPnj4TXQDvqSiUJkNRqwBgs9lIsO7h4QHN6YSmbRH6XoCKMQls2SCA4QzXAAipnG7XdSJshjFwSYRN4BEFxqmiUwgS0RcH3FAM7dE0g2BdP0URwQcAJmYDRGuQlnhmotiJfDRg/Tz5bEI4DxLpYFZ6Rn0fm9UZY+BTKdzZPgybgcMHanTQ9vs9jDFSfhUY0450hRsdIdeOai6WzR13YCjfqnn8PFbrE/IxaqdaO720kQBMLUjaCdeZCB2N5wKlq0IRNPA/LfquqgrX19e4vr7GarUazY+O3OdRf2stqqrCxcUFjDGo61rGnlepygFDTgPiPXCcZRLcaUCl50+fJwcEPB+BA+93SguSA5icbqU/o8eQgwY9pqmMBl/XPUP47B87frbZZvvjm/c9uq5FXR+xXMT9gSUzg7Vnf9t0OqV3APeIFLVm9JmOMJAqM9mhA7QlHdaojsfew/T9OLOAQZQt2U8g9U+I13JpfXOPUGzI9SeoCYBkFDhW7lGd0i5Q7N33XnpMGERa6mq1wnq9xmazEVFvb62IqiWwk+aKzjhLy678KgKNdF9dir4PQCEMTCJM++DUSnQmgr+u71FQr6DmIiDSimQ+9Dl0WVbvBfxI/4yU/TFEDSH1tmCVKrWHeWs5u/Gzoz1N9aggaFBj0uPQWRY+kxAGnyCEOSP9odgMHD5Qo7Dr9vZWgAOdezZkMyaKpCl+1tx6vWnoNDWP6fteBNZ5upURckaWT6cTNDc+7x2hnVSegz9pvCaFwrwXWfiVI8rxU3Ow3W5F36Gj9JpC9OLFC2mYx+7Jh8Nh1GtCazx4bYKTvu8lS7FcLvHq1Stst1uhY/Ez2rnmtbXpeWGzPdKXtC5lJBi0QxO6EIJQpXie0+mE7XY7avKmxzJlWriuqQr6OenUtH4G+pgcmJBWpY9/rCrTbLPN9qcz7z2aU4PtdofCpSIWRRG7eCHSf2yqDFQUpYhY8wCQsbHSjrWJP+SBHj2MAcqiGKhHfiiaUFalRPd1J2lG6IXqqCLQAJITa8ShttYiGBM58yG6r6w8xEZlPviUUehHnaKZPWkZSGpbqeojPYgQqwstygUury7x7OmzSE8tS3Rti1YVitAag9gVGqNrOetwcXGBwjnUpxPu7m5x2B/UPKZKgiqybu2EyDiBM9PHPa7vOnSJEsXnYdh5Owy9FYwBQgv0fqhQxCDO6XSSeTfGwPG6ITVpS9kJAQUm5pd67+EYvEqvq5sWEbUF0HLvUx2reczoufgw2quLiUIcs73fNu/oH7B573F3dyeVH7TTqDMOrLRE0869pscA08Jb7RjqxnL7/X7ULE6DFD1GYJxx0NF1zbenQ5/fI7MlpOZ477Hf73E4HES3IVxKlR6nqPnZs2d48eKFgCseo7Mt+dzk6VbSbKy1uLq6grUWFxcXAID9fi/Vk/Q86t+1hiA/t9Yd6PuYyjYMtcaDjLPrOux2u8nu0Jwzjl0b6UkUzevx5Nkq/qc/q0EEQR3BTwhRGK2pcbPNNttPa72PpaRXyyWWqVIPgOgkKv0YnVkdIbYq0j7OFKgotzWwYeC2I3UephCbmVVG76uqOqvI8zitJdKYvPdCkznLaqfsBx1llhPltY+Hg2gu2IyOugyT1srrJ0+wXK1weXEhdM2emfmUnZH7pV/trFSU4jz7EOBCSMAjgpvCFTjWRxz2h/GeoO4z/jo8D2OtaAQ4P7E3RQQTBrEaUVDaAo6L4InVlOIcBZxSaXBWajIYwFtsBJcoQ3pyjUFZFAk4Kg0iQWCiXoneb0RXhtCnkMaDEKLWQtHkolB/3h8+NJuBwwdudV1LZ+Mpao8GAcBYSKw7FU9FprVQWItiGflwzoljSEdVN1LLwQKvqyP5+bW06bHqhcV7j8PhgN1uh9PpJOVV9WfY2+Dq6grPnz/H5eWllHmlk5tfV+st9L+BoRISAAEk1tpRfwdy+h+j8uQARY9Zz0lOyZo6lufgsbpiFI2ZginqkQaNU9mGHDTpbMNjQmydTWLGgRmV2Wab7ae34AOaJq6RuowpMET7Y5ffMb2Ex+kmXj6cO3fSpyB9ihHroigizafr0HoPEwI6a1GE2A9Azg2cn5cZjL6PJVYRYLyNHYun7hFZTdJAKugpVnVLWVVdWYmgYblcYHOxwWq1xmq9kjmL2YhMgKDuGUh0n3RZ33tYB4RghsDN2qDr4t7UNu2oQIemAo3Oneb7fN0fbpH9JwjySNXi2KkTKY2BN0YarMUO0RauiNkmNspD38dqUSFIFofPnLQxq6tiZVkETbXlcw0Y6EvDmAMo0GZ2K/bQaCe/W7O9vzYDhw/Y6KyeTnGBXKXSe0xLAhBRdO6Ys6mYdhi1Y5hX3dHUHwqJm6YZOYmk07CvBHsj5Jx37VznwIb3xfHlWQ+Knu/u7gQ0aAe6LEtsNhtcXV3h888/x3q9xmq1OiuLmmsR8hKkeiycE95jXddyf+yN8fDwgFevXomjnIOiPHNDh133QmAmhNd9m2hdm/d+lK3h/PF3XlsL3KfuNT8/MzcUgmvNhwY3HIMGDrTj8Yg3b97MPRxmm+0dmA8+VjpKEfjFYgGkwgVAooimzOSZ9T1Wqb4/MAhfadQ1sFdBCF6cS3ZZ5t4AQLoDB5cqt7mhORidXZ8Es/GCkUbjtNZCAmAevSdTxgLGA2GIrtepmt7pdBIg1PvYQ8BZh6urK2wuLvDk6grL5VJ6CoyoNqnCEBCBhlyL958ExSGkLEGImQe0cV7LqsL1k2usV2uUVYX9bieNSAWYgOBLrcfMIljdgBXibJt0jIFJXbvTnEABMt1INZWX1Y5/72P2wvcxM2EZdHrLvjPcuDqPoqT6RHkKClSIhiFV0yrcENQ06Ttxf/8wom/N9v7bDBw+cGOJz+PxGGtJZxQXbXnkXkfReXwupNUOra6GBEBKtK5WqxFNhk7xYrEQalNd19jtdgI2dFaEIEE3X9OgheCEzr+uMqQzIUVR4NmzZ3jy5AmePn2Ky8tLcfi1PkLblCM9BbT0WDRtqaoqXF1dSdfr/X6P3W43KgH7mPBc6yr0fOux8bVcK8Lnx+cwRa+ibkQ7+1OCeC2U19qJnDJFvYI+hmPj56uqErG6/v7MNttsP72FAHR9h6ZtUbQtirJAr7OiKrvAD+g1iH/jEuAAktZg+DwdbK41jFZzPZDmoKRRpnXNFQXKokBZlejamNXcHw7DwBnA8B7Oe3jjpQqPcZa0/EQ/itFroap6lldlhaEg5cPX6zWur6+xWCywWCziGtX5SHvKAt8GRug1pATpY0wSFEtJVEBAEDDQQa+urlCWBer6hN12G6vOdd2g7VB7j080I2PsmaBc5iad24DdnQe6Fo3jsNZhUZlRwz4+D4I2WAsTolid9DTJNkwACV09SYueTYDkrjQtjNdzRSGAI6hzzfZh2QwcPnBj2UtdqpSO3GMgQH9W89unItkARlEjOrPOOSyXy0knm9cyxkj1ImMMDofDW4+fAj05cOHvOmPALMhqtRIR9PX1tTjOOgMwBQj0fY0iahPUIg0cnHNyXWo7dL8LVnbK75HOOsHO1Lhyy6sSaYcdgFRn0uAEwKS+QAOlxzItes7z1/X3it8NDRh5nAZss8022zuwEB3KrovlR/t+IY3OouOYKuukY4N2thEj6EZFkHOBrNT9TxQZMHuh1pZS0Vf1uOKpDFbLFRobdRDY74HsGnIdO/B1BOyEoa9BjMjHykmRbjTuL1ClvgiXV5e4vLyMa68xsWuxqhSVX9uYoRyt1oAQRQioCBjoPyGgN4ids53DKhUUqcoKIXic6hPM6YRGAbWg5r8ARhkW6gJMDvTG05m9NmQgTJmKjbgwohD1nEPvY5aC955AibFREC5aFwxUKR/86LvC/htSmCllGagncRjYDAFDRps0ptk+HJuBwwduzDgwBZpX+NGOeN6kDRii5nRACT6Yyvbej5zfqqqkKZqutnM4HOR30oe22y2AwamlFqOqKnFW27YVYTSdby281Y5nrgHgz8vLS7x8+VL+473UdS0O8BTtiY3w+FpehSjPQuQZCw0iAEipV+89fvjhB7x58wavXr1CXdcjyhDnnFQnHdHR18npPXnFJP06MC6Zy3nTAIHPjNfRr2swkI+B2QzOKa9JWlJd1yI8Xy6XknH45ptvzmhbs802209nAeyQ3KEpWixJKwkhCo+tlSpL4qj6oTRr3zsY9OJk+xDQJ066T4LXPnHoQwhS8WhRVTHzkITG3Bd638P3UUhb13USS1t5rWkaWGfhrKIxJfqMY+U5RY8aRa5DEH2CbjJXpUzDJ598EsutbjbxPe/RtTmtdAAJffDSERvcI3RU3yjRuKydGAuTk74DABZVheUyVm86HI447Pd49erVWY8ba2LPBpfWaxEx62DaI5lcoZyFoUcGVNbCOESdCLPYYRBSW2NGpVYDApxlQEg170ufEbCIoWJU1461diZl/I2Ne02Z9qbaezzc3+NY15jLsH54NgOHD9ymnNnHquiciZiyFKR2lKlhIIhYLBaScqXDSI1B0zSjqkI8R9d1uLu7k0Uk784MYKQV4OsELXRs83KkdKCZZr68vMTFxQXW6/XoPnMRtAYI2jHWnP2pLE0+Zj3v2tmmAJH0rc1mg91uNyoPy/c1+ALGlaby6+jxa5oRK03lAIPzpkuhalF0Tgej6ayMpmZJ1YwEUgEI4OD42rZFCAEPDw/SIJBlWWebbbZ3ZyIeVntD8B7BWYCRZuio/SOOnIqwc9nokwDae48yOcaLxSJGyL1Hx07IfT8uQ5poT23bYvuwlXGSfiPrVYpUl2UpFaEIWOKQYvzdGoOO94BYYrVwBarSY7FYYLVeSbUjocpI8GkYE0GDNFhL57Qe8HYoWzpMrspShCQ0Z/Y6ReCRMhHwkebligJlWcieqik/BoArYia7VPsD79vCYqQQ19eHChD2semet1kLbvUsrbMCLISalMAD58Goy3h1rZEeAwOYYb+MgBRcku9bwOlU41AUCMGjaRs5drYPz2bg8Gdk2uHV3Hr9vnZQNb9eO9b8NyPqbdtK/4LLy0sR2jGDwAizMWbUg6HrOjw8PIx0EbkIj8CB1Zh4Te+9nEvz7zlmagqMMdJfgRoPpkCnNA1T88DfHxNG06bmMhcKc6zUd2w2G4nS930vVCYNHLQ4emoc2rT4uCgKoZvpBZhj0noE/Qxy4DAFWHQGRAMfgjrynvlZfieMMQIkZ5rSbLO9fyZc/N6frcdQayadSL02WGPQY6AK+T418vIe66JAVS0i9aiJjuGpadASOKRItLUWRVnA93Gt3u12A33SjqP4oskqHGzKQvRdK9HvqixjtDwdz/XTWYdQxPtYrlZYJYGyNXFt7D3pTEj3CrlubNYWQQO7VEeQhSHLEMK5Q54507Er81DtqEefOm0XcNahrCosljH41fU94H3sFF0UqMoyzpUSp0sVrNTnIlbDwjCWLPAH9Z4IzkfDTUGoBHgMKyeZCW3DI/c6yu74+Iw7VeXQuHhO7z180+FoDvDBx8xE183Zhg/UZuDwgZsupZmLlnXkOM808P3cYeT7OgJfVRU2mw3KssTd3R222604wyzPWqaFjhF1AGf6Ah0p54LE5jq62pH+qcEDQQazDKySxFKrvYpgEMRoShOzJzxn3rWZlkfntenz0qnWmYzT6SR6E2stLi8vxfHuug7r9TpuDIr3O6W/4HOh881UtqYeMftAOlkuvOY8Tjnvuku2nv/8XrWo2jmHTUrzcwz6e8LnrXtrzDbbbO/ORg5g+nsuUCDYIBQcABEwJHoSkP72UzfkYT1EZNhna6JzDsY5LJZLeO+x2++x226H/SY5wGWiMrlEReK626pMBCv7cE3hXkUKkIeKfocgtCY4J8GNKunOeO6yLFGVJViJKQqsAWMNCtiBfhM8+i6OuSijcx8wZCWYueHtU9uQW8ymJO2F96IVILWnro8xmxEClosljImN+LquhbPDfqrPHZ/NkPGIHbsRMyF03vk+UqbGGNgQ4I0BErjzIYjg2hqDFoDRznu6P1Z04mtT7j31D9aPRdhxT08ZC2tROI+eGaq0R9en01yC9QO2GTh84Jbz44UPqZzHPB2ouzPzs3m9f0bPeTw1CsfjMdbGTk6wBi7aydcReV5DN1ubqmSk74ngQjvV1ECEEMuy8jr6mrnl+gg9DtJvvPdCcyIFK5/bt52X48vfY2bh4uJCgIMGLfrYvLoVf1LgnT+XHNxo7UIuQM/PNyWE1ufSv2stA8FbPg4+Kw3UdG+N2Wab7d2ZMUYajgWEUbUcWq/EwdbZIRrNzALpOlz3pEypgUukltjMq0fbdajrWgJJOqtRZL2DYnlU1TsgUWs8o+AELiEgGEh0HBLcimMyRmWzjZG+Bbym5v7H8Q/9JwQ0MftgLaxhA8zI2y/KAoUbAmK6UhCBwmMWr6H3B3kwsp5aY9B1sdla4Qq4wo3E2FOCaJ5jOG8Q8Tr7b4QQRBPSx8HLIAgG8p4d8j99bp0JN/ETJvXt8GagacE56dMRD42UKCB1yU77Q991czWlD9hm4PCBG/+YdeQ3p8DwfQCj6D0dv5znrx1snod0pDdv3ghAubq6kmvpMp/AWNSsI+TAdAlUXQlKb2gUTwOQPhUcIz9LsXVOz8o5+jSO5Xg8SkbkxYsXMk+6+lMuJub4aSFbJHNB8jJV02ApWX6egmOdtcif62NASJ9fZ1Q4jxpo5ABiCjxosKH/4/n1v/X3jT81SNXPbc44zDbbuzdjx8EZqQKk6Sz6+AQa6OTDpCZiE0EeZ51kM5pTg2Mq0oEQUFVVLJogQlkzHA91aTNuNgZjUlnQ2AUaSMAlGMCkaLra1yjudYUTh7ttW6Hu2LSPxWulOQgRPAAQ0BAkgBL3ybaNXY2btkW1qLBcLdH3HuF0wqlp4piBScjAuR2myotDDhOiYNnH/js2ASwdbBlpG4LKSNO5j6hHAQsMQEFllwjCnB1A4JmuQAeW1O/DM2JDPCTAgOF4awXkaRE2wRgAmH7cJ0Sor3MlpQ/WZuDwgZsWoE5Fk7XDx7Qv6UW5s6mdVU1FIRVGi5b5mvd+LPBSfHldsUfz67UDqhexPEPBLAfHfXFxcQaUAEijubyKFE0756wrbozB8XiUykqfffaZUI2++uor6TexXC5HzjRNzymBgAYDGohxzrUWQYMyvWFo0KPnLQcoOTDUoG0qu8L3c72IPmeerSAI5bnyztH5XPDa1L/MNtts79YCArquH5xiTa8JQRxRZ1luJ9J0rLWJqhOP61RGOm80xpKbzN4O14Y48NZaGB+pUDpAZBCkEZw4pDoQQRqOBIsAa1g+HGhVXyBSfHSAKpRlFByntXeIsmM0TuoACJaMteh9j6Zt4X2P1WqN58+eo+1a3NzcoL47yr3ozD1Ge4QVuo5LXH9jkLQSg9tsjYEpnNCQZA81BoVzUf8QzougyDNIzjsYOJPAXAJHKetgEGCDHWkerAKQHK8U7NCAMo0tQAEl7ivMZqgxeX7XFHOBe0xs0neaq+19wDYDhw/cpiLqfF07nrmDm3/+bZaLf1nNh69r4KGd0zzCPeasnnPv3xYdJ1jh2Kl10J/TWZf8dQp3y7LEcrkUsLNPdcPLshQdAXUKnLcc7PCcdKwfozPl96Kdaz1HnMsf+zxNgwl9z3kFDj1+fT1aTmnKr6mvN0U7m8qU6CzPbLPN9u4tpHr7j2UAdSUgiqGtGTfgBHD+N52cSaH/KGd0aAKWykonkEJajziTybE2GCLqzg1UIRH/qmg4ryeZE44FzB5EOpYzxSibInStECP+snIlR7rvOjgbnWf2HyqLEofjIYqViwJt18L3Hk3TAmGgBjNbMgIQaZ03GH4iX285/gApecrXCWCsyrDbqfWazwHI1neM7t8ai2DCuF8DICAjp68JsHyLGTPQ3oaMjYEjSMjGJKf209/F2T4Mm4HDn4GRBqM3Bk3b0VF/LYrVjqeOXE9tFBqI6Kg1m3zxs9bGikLAOBKdgwqdHciBhqZcUWgNDPQXa+0oy8FIV66r4HWYSeDnrq6u8PTpU/ziF7/ADz/8IOCh6zqcTiccDgc0TTOaP60B0fQd/Xs+r7xvWu7cjyJvGdjRGhNeQwuZ9Rzm8zVVUUpHfbTl96LHSuOY8yaAHIumpeWZn9lmm+3dm+/PS1/2fuhR4Oj4Jo49wMBEP9TvB8TBlPNynRFnXuse0j7U99IhmWs9sxryGQ0abKxF5NnADWPnlmasRZllP/veI1jAWQvrBq1d7/uUvYi6CJecYmMtfNo/mraFSfvX9fW1zNv3P/yAarFASNWATqcT6uMxCX8HXUUEXIMw2nLPcw7OpvK3YXh/uJFBMxCsAg7pdcfsgaoAddbxW81heniq2pEXcFWWpfRu0FQhAT25k895wpiSxWfm07OB9wI+gQQeQ4ALQZ69+BvZtWf78GwGDn8GRkCgy93RdFSZYEJz63lMzpXXDiz/TeeUEXv2UWDJVn08gLOx8P2cXqU58jnQ0IJblvnUTjQwdEfOI+t0Yjk+a2MviNVqhadPn+LyMnYQ3e/3KMsS2+0Wt7e3OB6PUl52sViMaD/6PvhTqoNMzIHOFuTag6m51s8in7s846HPz3vO9Qr5WPNx5QBDfy7PdExltaayXbPNNtv7ZTpgQxqMjuAbM/Qe8CYFJFSVJR7X+3AW9RZQYS1scgiXy2Vs2Kborlz/eDyzGma0Xw3rpM6a6i7KdG4NEBvOJWe9a7sIkLoOnmW8uQ/0Xq4ZExXDPXTpM33XwadM9nq1wnIVKx6VZSk6kf1+L8VBonBbATBE0EQqEsXfxqfeQQAM/JkDznvinKtblGO1UDqEROudyF7kz0TPn7zPsWTZhbPAkUIrIcs+cP6sMQjcbxWAHE476CNm+/OxGTj8mZjwB1WmYSrqm0edctCgF2u+r2k5RVFgs9lIyVdmARiNzrMI+bX0T447d1D1uPRYtKOruz7rz0ydR98bHXw6+ZvNRnpA7Pd7GGNGNcdz3QY3X44HGEfZtbM+5bxPZRZ+zH6MCpWfV4+V48vnZmoc+XXyYzg3tJmWNNtsH4hxrQoBJkWrY5+BczvbI1LlIdEapNetdiyT1LhwBUxpsFwtpftz2zTxszpsnsZksj0inmy4Fkx0zqei4XrltMZKp+kQVDCDDu0jRnpNQJBIfGxk1sH3HmXpcHl5GfVrCPjWfjsEdmBTWVUPhHGjNQMD2CFDEhvADeVSZd1XlCl5zZhRNkEDCm0iSjZRTP6vKW/KalA8T7zsIzSoOAh1b4+/p8/H5xiAUTftORv94dsMHP6MTLd6z51e7dzzfWDgoOZVkHSknz0JqqrC06dPsdls4JwTASzf1w6kzoLQNMWGpqPl+j3Sj3yqPEF9gm5EpulDU85xTpvh/bAy1OFwwOeff46PP/4Yv/rVr1CWJW5ubuSz+t40kNHdmHl9NmLTWZA8m8LP5NH+tzneOpOQgzr9uXyznzrmD9EzTAEKPY/5mPNNIBdIzjbbbO+PsReCMQE29UzwgDie+RoODJ2aez9Qh5xzSsfg0fcezlksF0ssV0uslitp9NV1LayPjeNo5MXb3LEPA8VmoOuoLKiAg0HgazAIutmgznuPzvcpw2CEpnRWZjSBheAHAXbXtrh9c4vj8ojVeoXPfvEZrq+vUS0W+Pbb7/Dm9k2cE67LvUdv4r+tny6X3fd+KHdqhqyBQxjfXyoTqytenVGb+HwIGoxqBKfe0/M6lQ04s7cEqIwCfTmIC2keBSgk8MXxy3EZrXW2D9dm4PBnYJp2xOzAFG1J00q0A8jX9Kaho+yr1Uoal5VlKVSeuq6lgZp2klnZQi8Q2qmfcqTzcWqHPRcSa1Eu39di7Xxe9LXrusYXX3yB7777TrIMdV1js9lgu92iaRopoarT+5xPrRmZyupwPvOsxFRWRc9Bno2ZqpCkNyRNN+P18qZwj2V89Lh4f2/L+vCcAEbXI+DUFLjdbjf3cJhttvfMBPxDdbzv+8jD105q5vT1sl/4EW1JaDgmVl8qihKr5TI2e7MOh8NhaHypKskB4wpwUzaKhJsxaACio+pVVsHZJCpWDu2UZsuaobmcBhM8iuvm4XDAl199hcI5LFcrFEXUBWzWa3RtCwODsirhrJMeBTJ3NjZeEwrWZNY/zan3CCZlJsx0z6AhmKdOFcLZfilzl9OP1HOP77sRbSkHbSMjKMmew2h81E9wr+z7pHvxoo0RWrKJZd2beX/44G0GDn8GRvoNo9603InOhdD8bA4YtACXYEELb+u6HtF9tDPNf/Ncf4jlnH4ttNWObX5PueWcfX2stUMvBQqlrbV48uSJCKZfv36N/X4v951XIaJzrp3s3OmeuucpytKP3Us+D7wHPV+PZQP0eB+bm7fRn/Ks0NTx+pr6OZ1Op/M64bPNNts7Ne89ur6H7/1ojyBdiVQdOn0GRjIMWutAvroBAA+4wgzdoIshuHA6nSS4kJf7NPYRxxWKfoNUKlQtO0J3yT5DKo/J/V4MWgj+DOlejayX+gNDsYdT08DZ2OvnzZsbWGtRH484HI/o+h7OpnLadtrhHwV4kDI6APLKUKQlCV1pfGNn5z17TWdo8uPU+ixiahOm5z4hk6n9Ic9eyL/fsn8FH1Q2JwElZ9F2MQM124dtM3D4M7DT6YS2bXF9fT3qSgyMMxCa/sPKR9pBZASbHT8vLi4ENDRNg91uJ5GkEGKPAwIKXf1IR92nHG3tkOssgQjMzLgSFDMPjG4zCp5HyfPIfe7cauDALMQ///M/4+uvv8Y//uM/Yrvd4v7+XrIdupEey9hq4TUpUxx7ngXRnbTzeZ5y9LVp4TrnkXOn5yEHgzp7k9O33qZ9mTJNkcqzOfxOcIy83pxxmG2298/q4xF93+PiYnNeWjrE5mrBe6m+ZK2FK4ozgXQA4H2PwsW1bb1ei9i6bVqcmgZdKllqnY3HqUwoHWmEVG3HmLFwFwo8GIMQYldrYzA42MbAhFQlUKiccVzCp2fU/5EACasr0cFGGlPXd+j7VL4bMUP9L//yG3z5xZdwhcPt7R3atO5piq21VnQDsg/4WM0p+IDAiHy6DlKmZ2iON5QzpQP/GEUJUPt2CKP50nShIBmVdB6CBp1JUOORrEIIZ89j0kyqnMXr5f09JgJIp9MplrKd7YO2GTj8GRidu8PhAGMMlsulvKd1Ddq0A8keB9ZarFYrFEUhdax1hoHn0k3k6BjraLi+5pR+IY9m5xtZHqGfco753pQTnB+b95aoqkqc8a7r8PDwgO+++07usyxLLBaLM67qVAaCjnmvNlxrY0k/3RTubWPMnwuB2VQmiBoPXleXnJ3KTOgSqhpQTAE3DYr0GPX582tqYOK9l4ojs8022/tjpCjV9Umi5fGNILoH7SDmOoAu0Zqi1m2BRWqkCaQmpL6PVY1CjGzHSkTRMWblI2utOJk6K2lVoIuWR7RZjlWPz7DKECCVghDC2djVh4bX/fhemQUxiE41m9JZY3Cqa+y2W/R9j+PxCBiDUjc2TfvVqOsyM7w+yNwLvQsxS2Ns6mGRacb5vCaNBwu4GO7TIFZ44jzAGMQ6VwMI8b6Pzn7K3GiqMftpyJwZM5wfGJVg1c9J6FDysbFofngWQNe2c8bhz8Bm4PBnYiEE1HWNqqrktdxR15oBfoY/GeVfLpcoyxJVVQkd6Xg8ysLHKHpZlqJloHOuNQWPiWcfG/tjkaHcgc4pP9qJ1pbzPvlfzrMlzevNmzdo2xbee6nhnVcnyq+fU6LyqHwe4X+MpjQ1/ilgobMUUxG1KeoSnXg+3/za+XWndBRT95UbjyGwmW222d4v875H05ywXC7kNTq1jk6vNTBBlUf1Q1Ucm5qgLVKHZhgDnzLZbRdLodKRJn3JWqWzUw4lgQHLnALnlJgfM4O0tmYRcvldRe4BwITpKHp0+ocxxj4UTpz8tm1xrI+ojzEoUlVVBA6KciURe6uurbPMjPr3MTvgAkXRnOdziqsMUTnyo/fVe8GouYDaUzimPr3uA/z/v72z6XIjOa72zSwUgP4gNSLtkbz1yv9/6V/ybryQz5GP5BmR7GZ3A6iqzHwXmTcrKlEgRh6NTTbvozOH7AZQX6Cq4mbEjUDxJdjnBRJcERA12OduwaF93Zkwg7m+a8dpv04KRjXP+PaRcHhFfPz4EV3X4V/+5V/qDWEYhoVxlgHey8sLgBwovn37Fnd3d7i/vweAWpb0/PxcP2s7G7VZBuBy3b1dpV4zdNlMALA0E1uTNAP9dsXfChQbqLfZge12exZk22wEy65ijIsSLSuqKLzsHIq1VX8KLBt4k9anYH/H36+9b01E2N/bcxuGoQbwVji0188eE8/DvsdeX/t5a5C25VMSDUJ8vcQY8fj4iLu7e/iuQ0p5vkG9P7lsdnYoZZ3MMHcd7u7v8eb+Hl1ZfDgeDnmuTums571Hv93WzkbV89YEmfyv7jMkxM3S1wDYWQ/W72CalLplpzmW33DVHJj9DPWWVEwQzCrwc/xz2/eYynNnjGOdTN33fS1h6roO/TZnpDkoj+fPDlAhhEWJF30dgdfaOUxhWhiO7X3cOYcUcV6GxGvI8+U5NiLFXm9mPezXEGJAKkP5aqcsc/3WyPMastDzRpy0zzZXzntKcZHNqGVbmujwKpBweGW8vLzgz3/+M/7whz9gs9ks5iswqGZZzc3NDe7v7/FP//RPNWPw+fNnHI/HmmVglyQ+CKxnwQaJa8ExsN5NaG1V2/682r3BiJDW6Gvbsq69bvdr29Ty/Tn9vq3CYM3IbM+xXX3n721ZUmsQbq9ZKwbsQDwr8qzXwV4Lezz0U7RisS0ZWhMZa+fcfjdW3HEfduXIemiEEF83T58/I4aAH37/ezg330uYLYgx1tas93d32O33uLu7g3O5I9DpeMTxdEJgGWQpyczlPcsZBDbQbQ22QMlwtAfo8iTrlObP09zLkhl7Z44p5SDaIc9KaA3UJgCvGQFT8rPYtc/lPd52fXIOnc+LZ8F7bDb92X2Tx1ifEUWwuOLNYPDO804xezzG5lrkE5y9CkjLdrm8dpsyVyLFXEbWXsOanUaq58TvOYRy/27ndXgHF+dZE/a7ij5Ph0ZySMaFbq+rd3kBKZSOSjXT47IxPITYXm7xjSLh8Mo4HA7461//ivfv3y9KU6xJ2pqbf/jhB7x//x7DMNTWpIfDAcfjsa6y2yyDFSBr5TXA0g/QrvzbEpu23Mdu21JXLcx7W+qDz+ynnYwNLDMcNmtgTcx2tf9SaVR7Pvw732NX3/metlSoFQD8e9/3Z2brNrOytm0G89M0LYbYtcfN7drv014764Xgz3wPj6Wdgj1Nk4SDEN8Azy/PmKYJ7969Q/IOHLBQ77OYV7Bvbm5wc3uLt2/e4OXlBdM45WYcZaibL4tJm66b729rO2UUDdTymdr1qHmOMNiGy3JhUX6DXJbTQoM3XMoBrtktA26+x/vzkqkaZJfBbR3vdXxudB6b2MFhmRXxgBlshnzMCzN5LvOpp+5dbVOKYg5PZRs8fmdFQ7nGbQlX/p7y/mLxNdR3lHt6TJxz4ZbdFsdxYYLnd+bC+sJSBOBjRCyZD9sdKqY0iyzzuRxjoO4fKWWhKeXwKpBweGWklDAMA/7yl7/g7u4OP/zwQxUKXIn23uP9+/f48ccf8e7dOxwOBzw8PODnn3+uHXF2u10VDAxkgfU6fmDZBYhdndpyGxuc8rNtcNpumyU/3E5bkrQwd5XfMXCmZ8HOcrCG5YVBz5Rx2UDezi+w7yX2vNfKqCgEvPeYpmnRfeqS58FeKwq3tizLZgOsx8R2m2pnQawJqNbHYYVQKyBqX3Zjkuc14lwPIcTXDbOSP/38M/b7HXa7fS6dAZCmXIve9z1ub2/xw+9/j67rcDge8enTp9xuOYZampPLWDd1SnTZQS2hoaGW+2XguNn0i9eAEoTaxZ8SdMeU4PNid143t88I79DB1V8xeK95DD474tyGNqaIUDoMhhgWcxW6rstlO1xEaq4dy59ijIusRFu37+058zis4ElmArf3i3atyS+zJfwsu0VFLJ8X3aar2RkrhDo3d2yyx0MzuF94WSKiKeuq4o2vGy+Kcx7BnmMp0WL2o2ainIMvJvOYIoZxXF30E98eEg6vlM+fPyOlhLu7u0XQuN1usdvt8O7dO+x2O0zThE+fPuH5+RnjOJ4ZidsV97Z7j30o2KDUZhRslqEVD9YfYIPetRtMG5zbVXBgLlmiKBjLjepLcwUu7edLrImg9rN2tZ/vbTss2Z/XTM52exQCrbfCXrP2OreeE7tNngP/s9e27a5kp31a8zvPa5omHA6H3HFECPHVE2PEy/Nz8SP0i8C373vsb25w/+ZNySaOeHp6wlAWYvLQt2KCLrMZAMwr92me0swVdQDLlp156llZ6S+CwBnvQYHlPVzdh1nY+HuCUGe2kWNrZk5N9pT3wEbMdM1+vrjbEuQzU3DW9rS+rTxPTbbaYc6AcBo0y8cALPwHvL62HKhmZ9zcthaYO1IllkG54mVxc2emhDwBG8A8p4PXznu4YLLvCDUTAQCOwg5mIGlKVXzEGDAOI46Hw99lfhdfLxIOr5Tn52eklGqHILLZbHB/f4/379/XQT0fPnzAMAwIIWBb2uy1puW2a05b+96Okrer1TZAZUDalvesseZT+NJ7ub9L/3HVvy2fsg/N+uBbKVmyQsieFz/fbofXpC31sdenvQZt1wl7nVqRYedK2O3S22LFXCse+F4rEO13af0sdjssgbJp7tPphJeXl2q4F0J83SQkvBxecnc804nPOWC3vcPt7Q3evLnHNAUcjyc8Pj7Wmvh+u10Mc3NFHKQ0t+Zk4Oi9h0uu1uNXr4KfV+BTjEDXVXMuBUYVJG6u+Xf29zyXtPxLMt2K5ogZi1V+Tp7O9+jlVGw4V0uVgEagXPpd2Q+zLMCcQbDiod6PmUng31HEg/FnVFP0yrPKegiyEFiKLIoweg/mUqzy7Empfp95fkesMzpaXEqwxmmH5eTwxDImACnF2qLVdbnF63DKbc6PJ2WkXwsSDq+Yw+GA//iP/8CPP/6I+/t7vH37Fv/8z/+Mt2/fYhgGPDw84PHxEYfDAc65hQnaZgJsOY5dvd9ut4uVagaZDH7tNOloUsVrgiClVOdJXJp+3aaD+XrbcrT1VthMRysKGAQDqCZpdpDi6wAWq/382Z4Tj8/ux26X13fNt9B2VbLCpC2dIl/KCrBUrM0OWYHTGrqtB8Mek/0cgCpImFF5eXnBn/70J/kbhPgGefz8GS+HF7z7/Tvs9nvs9zv87ne/q+24P338hGPxNLBklSZoIAewYxwXJTIMhDvvkXxq7m8oIiLAI8G7ZvJyDbCx7MDDhYspLESHfc2u7EfzWg1kmZH1s+jJK/seztdpB3DMSHCfZYibK4sy3vvaXcpmCOzPABbPBpYa2cnYCfnZ5Ytosu+F2b/dvj2/s3KoFjcP0FuW35Z7u332dX7OOMRkhA7gYpmUzd1jzkL4rnZ6zccSImIMCEWAxBDx008/aSjoK0PC4RVjg1dmGvq+R0q5e9LLywtOpxOA5YAwAAvRYCdOE7bgBOaVb5tJ4P7blf1LaWaKCRvIAsuVdvs5W+e/MHnZ1ZsiGNpVfNuBiH6Izpj7rH+izU7Y62r3aVf2L30Xa0G8pTVAX9qOFQz83FpJk810cL9r27XHboVe+++hzcZwkrgeCkJ8m6QUi0c3L2zsd3v4zmMKE4ZhqJlox5IZNwsGAPUZEVNarNw77xDYKbUYoZ13taRl3v+czY0pwaVoD27xPmLLlsA/L2QFzjLIpYwnlwbNk5Jt+9RqbCifm8JUjn/ueAegrtjneQ7dcv8UCnxGFNHA42/rnWJKc4lQIxp4nm2ZjxUh7b7b68efnSsZiDJFumbCzdsCQjZq2+sP1H8HLqcccvcqvh7n6xxDhHceQxn2Rq+heD1IOLxyWIqy3W7xww8/wDmH0+mEjx8/1n7/1hBrS3msydgajLkS3hpxGfSvBcCtL6INfO1quK25t0KjfRDYVXau/rcBtP0M4d9p6J2mCW/evKnD7Xje0zSdTX+2ZU+tWOCfrbmY+2Rg3t5E2xKn9prZ1y5lYOz14jHbWRI8njW/R/t9taZ0vsbrwu/+w4cPeH5+PtueEOLbIM80yCUlu+02e+JCNrIeDgdM04gUU12lRlpmQEPIq8sxZKNx7ZSUPHxp2+mjX4iHWrYUE7LVoQSuMc6mW7fsJGTvRW7+ZS3TqfX9K8+JuZVr7lhUP+fnhSWusjsAiEB08zPmeDxh2/fYdh367XZRjpXPL7+/vT7Ju7w/c7z2WAAsBuBxgrcNyIkVEotnRCsOeF3yaZz9DmYhaa4AKM9m5xAwVxfEZJ/RIQuOmIfH+c6jXYKqz2TkZ+AwnPDw8CjR8AqRcHjl2Hr1/X6Ph4eHOqsBOJ89sBbQW0Muf9+272w9C9aoC8yr9Cxhsh6I1tTLOntuuw3IAdTuPvbzIYTFNGuKJpZA2SCanzmdThiGAT/++CNub2/R9z3+/Oc/1+1vNpu6gr9WZrRmHrfXxO6X5TxtRyN+rhU5bYZg7Rz4PmI/y25HhNfdZnHsML9hGFYFGv9tcOVoHMeasVK2QYhvl9y1KKLrPLpNnlXw6dMnjGNeKfZdaZ6AHHAHDg0rRGYb2kWO4lsAMJt7+Sccoo/zin89lvI5n7sMWW8AfRQORljEWM3O0QTGDrm8KMaIaZzLWL33iD6iS13pNORr2ZPzDi6kxTRmXp/TKQuH3X6Pm5sbHIqfK1GAANj0c5eoKnIi4FhWlWZPAv0BvBb1WsZYPByzEXr1GVGuk31fPV4rsPh8cG5RusX3dJ0v3+mcaWFBUggBSEDnO/jOo/P5OZr4PaV8DMk8//isiSni+Sm3dg8qYX2VSDh8BxyPRxyPxxoAMyhe8xLYFem2PAlYtu1cw5bGtMKBf1J4XAqKv9QFidtopxTzc9w/A36ujvN82hIpstvtsN/vsS1GQZ439xNCWMxhsD4QKxDaLlH2nBc1r815r53jGpfez8+sCYv2O2jFgzVH2+yDFZJWqNEMfe17EkJ8/aQEHI8nhCnfPydmEVi6yGRDCXxTWGYcSM02NMHsYvBa/Z3pFsTjsAdUxIEdfObKe1pj8Vm5DnLpTAjLZ1cIAa60IOWd2PlshA4RcNnccP5sS7mEdtv32G23GIZT2XcEUj6XaRxr21NmFZzPQ9NqiZTxbdiSLu5jYQivF9WUDNm/8xrZ0iQ0z4fmtfyruVCMXa/q95CQM0DJZ0N0ve5lUW/hgyhlWOX7jykhMBNTmq6M06RJ0a8UCYfvgJ9//nlRJsMAkLQr+Ze677StOxmgt4PNLrVVbb0LbbDK7EZrbrbbZLnMMAxnq+V8jcdD8bDdbqsJ2k7S5nH0fY+7uzvc3d1hv98v9j1NUy3V2u129ZxYzsOVfR6jPRdb+rPmM2jN0e31sOe+luGgOLHB/prfwWYO7LUHUK8X983t2barFBEs7TocDnh6elr7pyaE+MZIKeLDh7/h7vYWP/74I1LMbUqz5yC32rRMYaoBJGHQXIPnlGpQ3i5ULLLRXI0vZUJ8WsSU8vRoFPHAhSWWCLlsbG4z30gJU4x1nkBnGj6EMMHFiBQ9XM9SpQ6+i3V7NELX80KeRdCXNua3t7fVF5ivHTCGCbF4yrrNvDjkna/PIl/mQ+QypTAH8CX7ECKwweYsCxNjPMu8IC3D8UXL15IBSeaa2m+KGZX6rHYO8L5mkVJMNasTS5anttD1Xc4W8XuIEVMsg97KYt4U8vPycDhINLxiJBy+A2KMeHh4wL//+79XT8Mf//jHKhB4c4sx4unpqQaZ+/2+DoCzNzMGmgzM18zDa+bmNmBtg97282vioRqwYh5StNvt6jHwtZoyNcG27fBkj4eiwu57v9/X0ieutNtj574YSG+320X5ld23FQxtl6m2ZS3/bs+lFV/tQ2XNB2KvF7s/tRkRnvc0ZRMkxVf7PVJYnE6neQCUMg1CvCpijPjrX/+Kh4cHTGHCbrfD/d09AoDoctAI5Pv26Xis92jbvrveH72Dd10WDXw+8D61li01v7dPEtvdB8AiDHVYlvHUzSCbktnSdbfd1nvk03NuvRpigJtKRsOb+7T3wFT8Cjwe79FvNnluBeYhdbv9DtM4IZb7dFjJeoQYgVLK1XMfvFdjXrXvYASWMVPzutmsSiznXkuWUspGZXsRzPVKNiPTlJTRd+JLSimYhSjvPTbl+44hYsKEMIWF7wEAQiifSbnhyhQCYggSDa8cCYfvhHEc8d///d/1Zn86nRY178B5CZAN3u2qOB8UDNgXdaqmJMkGvVZMkDXRwH2022vNzy3tKj7Pg7+33TDscbWdkepNc3P+fw0rUOyKvC1NWivhstfwUgam9Y3Y0q21kiN7XS9dw7ZMqy0Ns9+dFVxALt0ax7FmXFjuJk+DEK+T4+mI4+kI5zxSAva7fckadPMU5zh3Gar3U2aYTd0+A2H6EdpyJPoV8g+p/q7OLgDOzNEOOCu9qe9L89TjhPNBoZYUE4JbTnRmOVUrbqpA4b23LkaV51/K8yqQurovrurnNqjhzES8Cu/H9jjT0gS91rIVWGYUWjO2fd/ZM6L8Lzksy528K/4MU4oU5u5ZQPZHeOcxhhGxZPOH2kRFZujXjoTDd0ZKeV7Czz//jNvbW+z3+zNDNIA604EdeojNNGzLag5/3wqBtuRpLai2NzM754GftyvvrYfBtlK1QS/3yw5RPJ/Wl8DAmr87nU6LLIXtTtQG9mxTaAUIj8kan22J15oYsOdrTehrBmVuzwb9l3wNtkxq7brbNr1AFlo8f+893r17h8fHRxyPR/z000/KMgjxnZBSvhc+PD7g9uYW3WaDrvTlDyG3XPVluFdXZhDUe2MJwrtNl421djHFuXnFO5VZCyktAvWEleeEzVh7X1fj7ewIGpWBXCLkvYeLHqdhWIgREmtAHOogs8XClMkMdCYjP4wDJjufB7njVOdn4QDkQN+N4zJYd1lQoWQJIsu7yvFawbQ4Wj4PG0GT/R4RyQxSoHizHhLrCVl77tQp1eXPFGItC7PP/uPxWMXD7373Ft53eHp6wtPzc/V9iO8DCYfvkBgjnp+fsd1uFyvStuNRKwqAecXdtii1N0bbgYnv5+fXgle+trZqboNm2yKW+2fWhCbvVkxw/7YrEDC3m7VeDxvUc5W9NTi3x29FxFq5ls3MUGjZ1750TdpuVvY6t/MZ2laql4bn8WfbTtWeX9t2tu97jOOIjx8/SjQI8Z3BNqS3N7d1pZtm481mk8VEM+DMTheumVyY+1BKiMZDwFKZ/PfrTTeSCYBr/b5ZXKrH4OaOesPptPg5hJwJSDHOfoyYAJ/nWXAWhfd+scLOazCNxR+Y0qIc5+z+X86JfgGbfbHv8eW+6908XwJtdr7JgtRnYznWhDnbgilfh+jiwmhN4/WiA19TTlRncSRjoG48JDFFIKQqlJ6enjAFdU763pBw+E5huz22HG2FQ1uqY0UDaYUDg1IGsXZI2qUyHmJXz9e235YDseyH/gP+np2A2rao1hRtxYQNuFs/QXt8La2oaL0I1tfwJaFg4Tnba2mP2ZZTta9vNpvFNV9rY/slbKaE7VetEVAI8X2QUsQ0ZZNx1+XsAaNTTo/2nV98xoqGGrS293QT6HIYXL2PXjoYE0zboHYuceIAt4hUfALee/gmW9ttNjmoLnMnXEpIRez4CMDHxSAzlmbxGGrQnZYD49qOUWSt21Nd+S+iqfpD/Px8+CX3a4qGtsNULU/CPCGa7+Px2Knfa1x8Dro88yO6WD0awzicv0+8eiQcvmM+fvyIz58/41//9V/hva8iwnYrWvM5ADhbDWepElfy7STmtRIkG0y3tftcEW/3SeznmH3g/AYOdJumqXZB2mw29e+EooMr7ff39wCyoFrLVLTHwhUp6wuxN1saprfGnGd9BmtGZv6e2Qa70s99sTSL525FBQWF/e7s9vk5m80YhqFuh9cwxoi//OUveHx8/PI/ICHEq+bjhw/Y39zg/ft3+RflfpoHgLkapHfNivqi/LWWyZSsRcqtO/O918+D2UxWofU71D9LCQ2NwzmYXZYJWXI5lcem22DTdQjThOE01Mxzt+ngfT6OTQmHarlRyB6FzudWrPubm/z5cUQeWlcWd4LxoVFEFFHEWzwXtKoPxOVr1vdzJ6XVElZbYlQEVEK+jrGYwPlZZgy4fX6WHZMCkEulbAak4J0Dui5bGnyEj/n98/NvFiK9c3j6/BmjZjR8t0g4fOew49Jut1vMMLCBe9v9x97gGMwSu2JuMwNtSZMN/C99Fvjy6gvnUtCfAKB2CWIwTxFgA2ruy56jFUv0TLQr9mteEHvs9rqxPKk9/0v+Btsuty1V4uu21ardJ68Z921LpKzIao3g9nrzPE+nEw6HA06nk7INQnznJCRM04iX55fqeyvdN+GcCe7d7Dk48xQk0x2J98LyXwi5pKYOYoMpxfGl348VDVztTwnedYsWrsBsunalbInBbogRYRgwjNmbNoUJLpQhcl1EjLMQqiVDKH6JztcFJu89NqdTbt1qS3q4/2YVvx56OX5EzEKr62YvQpq7JC0M0vUSpjrTgq1Qa2va+myJcxakQxUTtqxqCrGKCrfp5sxQOYbOe4Qwv5+elFSuRUAsE8UnlSh9x0g4fOfQ7wCgCgdgDmjbwL3tzmNLatrPrpUMXXqvXWnnZ9uOT+0KvfU1AMsZFBQfrfGYn20DfwoGu8/WEL3G6iqXm30g9vitKXtNPPA9ayLBliq1GR4rHvieNUM3j23tOwVQp2w/Pz/jcDh88byFEN8HIQQcjse5fLUEr6lbvzdmc29a/GxLltjCFM7VNqd1u7UcaWkgpvjIpl2WKOUp0/PH01m5E4PkWDO2xRPRzKEAgLhJ8DGX4VizN//MzwbzLAOqV6IlH4tbb0taMyUm2+5M9yO733JdgNw9iaKhirH6mbQsSUqpdltqnyXOFd9G9Hngm71qrejj8VAppoTjKXfXa5+h4vtBwkHg6ekJzjnsdrvF6juAs4FsNvi3Q9XaFX2+tiYY7M925oJdQbcr58QG3V3Xoe97APNU42maarmNnTHBrEbb5YlzC2KMOB6P2O/3ixazl0QDsxUW7seWerVZE3u+bTkRMye8rm3GoRUR9jysJ4I/s2TMCgV7PZiNsKVO3vs6vEcIIYB8vzkcXuaZCN6hc8YYzYync2YOwRzYTmHKg8VK96K63exGXvjgamlOCbpTzIPcWPazCFZDwMYatBkE8xmx2aBPueFFSql2Q9qU54Zz88A653PHJ95x8yTkgBAixhE4HY8YhwHb3TafY8mO4IJoAGZzNHGuDJPj88F4IxZdkoow8t7MdSjiZz62uMgw2P3ae7r9DoHZJJ2fv3GeHg3U78+KOV73ZBaulIkWEg4CAHL7vYeHGvQycGXZjg06bYDbTqEGzlfH2xUPvof7sK9Zw3KMsQoBbs9mPCgQNpvNQpisBe/W/Ew/B1dNrKfAehaswLFiwa7Y22OxLWzXshZ2W/xMa0SzWYS2VMo+GCxr5UsxLlvprfk7rGBYy3IIIQQ5HA8IMeK+lNjEEBF9qtOPIzw8Sy6BWkoTQ1nFj7mEhtR7VSnDOevyE4sBuHm+hObnrvgtUkyIPiIPJsh4LhwxmC7B/CLTUUSA7zx1Sy5FChHTlJ8RU13MiXVugb13s4XqIqOblt6Hznc5MDclQik1JVoma5BQroubcwI1W2Pe22ZZaobg7PfFc+HOr6lzDsm77DVpsv/5+HMbXD0fBCDhIArDMGAYBrx586YG5DawBGZPAWHw2ZYBAUthQBFgYaB+Op0WK0529ZwZB7vNNmjn6rkt4QFQsxHA7CtggEwzMGcx2GNdK3VqrwP3zWtiMyAsUWrFk80CXNpWW6q0tl++j9dj0V7PHKtzbiHK7HVrBRuvTSvihBCCcM7L7c0NYufRuQ4xhryGnTy6DoiYswYw9zMASCajYD1hqKVJy/0FDh3jrIWyOs6V91QC7ADUzEOKCXBNSWtKxfibh7GlC745BscAqtiYxqlkHubmFFztB1BbwpadnWUY6nRmUwrb+a4G9yyvSiw95eJY5/P1aBMa5t5Pv8Nq1mP1DFHfz1IwijVXvkPvUt1uCMG0yb28TfH9IeEgFvzXf/0X3r59iz/+8Y+1nOWSKdpOmbYlTm2WgavxDFhtK1iW0wCoAgDAWRBrswdtxyDW3lqBYlfRbTmULdPhdvq+x36/h3Oumqu5nXaGgS3ZstuypU323G3pEc+53Z4tj7JlVxYrvBapfcM1b4b1grC8jNecBnPNbBBCXGIcR/z080949/t32N/sa0vWFGNpbTq3A60LFJwh0JkJzGV79Do45NKiWMqDYowYh6EE0gEuzGVF2QOR9zlNUzEZZ1HhXC73qSv6yOLCbTp0cZOD9c4vXp/GqZ4D9+Frm1SPTXlG9H1fhcw0TlVoxFSmR8cIsLyWHgaW8BoR0fr1YopAAqYQcsAeA5DyszTEkA3UyFmLGBKCmVVkSeYZsea7qOdMIdd4VFiqlb8zIMaAzmxrmiZ1UhIAJBxEQ4wRwzDg5eUFt7e3ALBo+8mVbODcQL1WW2lft54IDmqzN9C1YJmB/1qLUbt/luWsrehTRLSlRvzMdrut52jN2XYf9rNWdNhsjD1u+3eKLBuwt6VIbVlXa6BeEwJrGYe119psA/fLvz89PdWME30fQgixRoy5fz/nOzDY5mv1/sZMQiHFlEuVLmU1maEozwmKDpbXwHgQAJbe5Nr/EXOrUQd3ZvrlzAQUf4B3rpT5lM5/WAbeDPRZBrXp8nmmaaodohaBumlNS3FUuxI2frmYjD8tzqVOc7ekhODKQLtSfsVSrBTj6jMWOBcLPL41EQHzNbQJmLbUaRzH7PEoC35CSDiIM8ZxxOPjYy33YRmLbX/KANfeEGmGbktggHn1icGpnVNgPQCEATpX6m2LU1u/bwNkiov2xtp6CawXwntfZy5Yz4P1WVhxsNZFqfU0tPu3osGWI7Xm53bf9tgt18qJ2mNf69pk3/vx40c8Pj6qTEkI8YsYTnmBYdP36ACglATxvmODfmuajs1KuWsC6jDlVqnTOM2lOGX7VoTwlhhLliBN07zab1t8myFtG3R5G6EsHHGxpngI4uJYErzLZUVdnZTtcSpTp6vJuAyeg8l6LM7PYTHczXaFqvvi86BM1Y4pwVNIeF8H5cU0d5ay12+t8GrtTl5brM47rtcWzpigU6rihmbov/3tb+sdosR3iYSDOIPCgRkHYC4jsqvjVjQcj8dFr2sbsFIkHI/HhRHZsuYnsAGvrcNn1qMtj2ozINaTYYe02SwCz+Hp6al6LmxgzTKotrzJZjlIa/K22QZbI0tztj03YNlZisfXdmb6khfBZiva37dmaNu6ll1HhBDil3A6nRBiwM3+pizkzLXwDq6W7zATkWLEUBafuAqfzP1tCgGYUi0TrQF5wZVupXaugGPAG5fPkpjSYip17Qboc/kNcJ70iDEilRId+xxxPrdgnaYRx8MR4zDmAD/N52q7/9UWqyxVMmH9oomFaZ+a7+exmshZMpSQ8qwJcw1jOcZ6XezfrWhJyxkT/HuyrxvTdX4GoH6XKc5ew3EYJBrEAgkHsUqMedBLjHEhICxtwN4G+u0qfBsU25KZtf0Dy5shg3FOuCatYGjbtjJ4b8WJxZZRrZ2nPS7bsantmGTPs5rpmlkX7XnTiN56I+y15HGszWFYuwbta7wG3N84jtVvIl+DEOLvISHVxaB+uy01+d1y9bsE3YvMAbAY0ua8q+VDuHBvBrA6d4FG3yoqYDK+pnzKZgFc+V9CmkVOMWgvOtylZajMQDrE3FmJWYa63XIuMSV0fA5xSjRMtpur/glVNKBkIWy5VOI+XVx2gDLX35lpGd48IxISUrAipZ7SLCJsyW+MVTTE0lY3D8nLrXDXnoni+0bCQVzk06dP2G63VTxwQBwNvXY13ZqE2y5GAOr7ACxu0DaIbqdIt3X97cyIS0G0FRD8j4Pi7H5tgM/jozgBsDAt8zMUS1Y4tOfSHu+aQGLmxdYE23O38zPsebXXtTVN04diX+f2WJ9KI/Q4jjidTnowCCH+bmKMePz8Gfv9Hrvdrq6yA8XzFfOQuGnK9x36IRxQW47amQJWHLQr9THFecry/EJ9l3OopT11IcT7HFrHuF5ChBzs++hyKVSKcCFVAcK0BFvC0hidS5XKdoxAybMqZn8a/RPtglVCKkpnHkzXeizsTAkA1ZPB12KI2Wwe5wF0zheDeGrab9dFuFm0VfOzNzOOTCUAnxfDOCLo+SAaJBzERdiy9MOHD3h4eMB2u8Uf/vCHuup/PB7re7dlOJCFAaztbGQNyG0Qv1bzD8zlQjZzAMyBvRURbWkPcJ4xsF2c+F56EOhzaH0X1ejWeA5asWDbrtruSGsZAZYt2evRZh14LCzPspmW9lrzGG0XKYoJe32993h+fq6i4dIqnxBCfImUIk6nPBzt5fkZt3d3uLu9nbvvDKUstOtqB6YW6/0C5gxFWxzD7kPzvpHFyiJ4j2V7Ec55xJgDY5qdgTnrkN/PmqO52xOzCfOzZR4IN4WVuUUUQQzcG7O4HfTGfVYhYrIxtjUqsSKoXhuTtaBgSj63b3V+6X9oDdxd12UBYku+zPUNpfXtOI54ObzkbHlsvwnxvSPhIL6I7QjEengG7MMwLNqJtp9jsLpWP3+tpp5m7NYwzWDYDmkDlvMUrIC4tJ82W2E9CeRLXoNLWQYKpVYAXCol4gPEBvjtNaLYWSu1urTd9mca0/l9DsMgb4MQ4lcTY0REBALQj9tF57gQc6mN934REC8+25YyWdGQlkGy/XW+L5bAd2GIjnkEQgcw7g6YO99RDLTHs3Z8dZ8sJ6LZ2uwLZv9VMKQEx3IiO925mJwDnxExngkBy2xoXr9Ps2SpZsMXXayW06KBYqaOS59EQjathylgnPIzIbcOz94LIVokHMQvJoSADx8+4M2bN9hutzidTuj7frHazSCY7+fqN4NeW27E39s/gfOVdzuN2ZYS2T+ZDdhut9U0bbdFgdNmLChs7P5syY/1F6y1Pl07bgbm/N1iAucFUWMzC/YYLK2f4pJo4HnZFrXH4xGfPn1SWZIQ4jdjGE54Sgn39/e13MXtcokrS2rmmvsc5uayzNlUzTIazi+Ac6uiwXZo6jpTBsWgHIDD3EUulGcAug6+61AHxfE+TLOw97mEqfP1WBYLNjU7kRZiw7m2XTgAN7+HXaZY8mQ7T9nuUa14oNnbl/Nj61crsHw3P7Pma7uyYMeyJe/n2XIpYZwmHA4HHI6Hs88I0SLhIH4xMUa8vLzUTEMIAW/evEHf98tU84XSF/oIpmmqQoCioDUUM5Cm76Ct97cdhPg6Tcu2fWqbsWh9E9xO3/fw3mO/3+PTp081E8Dg22Y72lantTOI6VR0iba7kvVgAEujtD1HXp9aJ7uSmWi/AxrcX15e8Pj4KBO0EOI3ZZoCYjjmUqWUV9c3/eYsqwDMAoKBckLCNI212xA6wLscLHvfle3Fhf8AoDG6lN/YxZ0YEZFqt6KuDaTpF+OCkcsdjBZZ2DQPiNtsNnmQacotSmOIi7Kk/PbiuyiO7QRXxQMFjz32lhQjJp4U2QDwXc5g8BlW/BzcXgxx0UVw0bqWbWOtQEEWRNOYqwmePn/GFLSoJH4ZEg7i76Jtpcpg2QbCLTbAt3X/Nihv32szBZc6IfH3ttSHqy7tyvracQHzSv+ipZ4/nwdhBUL793Z7XxIOrSiwnZ/WjrU9x0vnYQWJnRnx8vKCw+GA0+l08ZiEEOIfQUoRIQFhMH61mI3AIYRVnwNvfSnGWv8fYxnS5iM611VDb30vM64pLQLnVpzEEKu5uq7WF09DV7opkZr9tp9P832ak6S7zlej8aK70lqt0cqJcnDdJWKcfQXOuzw1Gw7olll6e4zedfME65VDoWiwC3N8VnCwm1quil+KhIP4VbB2/uXlBX3f1wyCfZ3BL1t/8ndWQNSa2JLebg3K9WFiSpys8Xqz2dQb4Zr3wZqobZtUYPYwtCVKdnhdu2+y9gBYm/LcnofNorSlW20GwU7Dtv+1A/lYIvWf//mfMjwLIb4KpjDBjyULvJmnTQOznyGW2QjVKJ1/yAtH3bzIlEVCyAF9TDVjwJInAHX2ApCD+1CFSH6vy/VCOSOQ0jyErhicU8hCJIuOcj9vPWSYh9rlw1ovDWLW4ZcG5VkQYc6CRCBg+Zyq7y3ZhtweNiF6V1vi+s7nLE25tvkZkX0Mnz59UkmS+FVIOIhfxfF4RAgBT09Pq12HKCSsgZrCwXY3YrtUG9BTXNhgmdg2qGuTp4HlnAT+zG0z0O66blEeRHFTW+p9wWS9lhGx7VpbszO3YzMI3I8VBzZzws8cj8fq3ej7vr6HpWPDMOB0OtUBSkII8TXAjKf383RlPiIcHLo6Fyf7BNialYbmjvczs+DDQDzGCA/jiXAut4HlztP5ILrkHNB19T5Z5ySkVDMeABBiFhfdJh93AjCNI8IUFqv7dVcxIbp5jgO7LbFki2QvxGyItrMb5uMoZarOoUOHgIAudsbbMPsygPJMnRJ8Nw/jSymbno/HY322DuNY/XdC/E+RcBC/Clt6tMZ+v6/BLo3Udp4CMAfxdvWcGQUaogmDeVvLv9bRyX6ev7Ov8/P0FzDLwc5Da1wSDy3t7Af7e1uGZcUJJ3Pz9+12aerm9eEK3PPzM47HYxUOMj8LIb4mOD9mDec8ttsemy6Lh26zyd6EVGY7lL+TwJ9LLQ4zCCFEpKIbOJsAKC1c844QUy57ssQY0ZVt2YYTdp+dz2VAY5lpMJp77Gx8XpY4zftvnhlWQHg/t30qnw+J517Kq1LJfrtu9nFgHojnyjZzB6uQA7qUkDoAIWAaRxyscBhUsip+PRIO4jfFznq4BDMO2+22/r3tzNR1HXa73SKjYV+zWFFhRYQ1X6eU8tAi5KD8T3/60+J4bPvTdmBdK2aILTFqjdg8bpsZYDaGJvDW72CFyjAMCx8DsyMUPGqrKoT41shzIE444XJA6+Cw6fMzYdNtcgbAd1kwxIjoHFyYsvjouiocsgdhuTJP7DA15+dp0hQqOZvcga2Hnp6e8PT5c9lU7rhkuyWdiYZybCsnXLMF3rnlkLfOI8Qc3FNsbbpNPX6asRfeBb4WI4ZhxJCGfB4hYqKXYZrkXxD/UCQcxP851gfBkqTb29tF4M5VdooEZikYSDPY5/vtBEyLbcFqS5g+f/5cg/37+/szMdJuuzU4X8IKgbXhb7akqc1GUGCcTqc8uCdGPD8/L7ISEg1CiNdM7rYU4F1ECBF+yv6u3XZbMwo++toOlav1QFlEcg4eqDX/+ffzc2Exsdp7+CIenHM1UD8eczDvncvZc79d90EbwRBXFpdaXG4ZtbaZnEnwqU6aTvnA6/unEBCmqTa+6DcbPL/w+TD7RiQaxD8aCQfxf05rVnbl5sygml4Aa3623YnsBGjg3MxsTdBtFoAcDtksttlscH9/X3/fzpmo9a/G5M1MgRUplyY883zbFqvthGm2Uh2GAcfjEff399XrIIQQ3xPs1oQS8G82PTacggwguny/j1zYaTLE0fvqPeCKPJCFQoihmp05x4FlTXWgWwh5Aadkjvvtth7bPIcac5BfWsrSv5CHs2Hxs3Plky6hXfupg9fKtgIC/DTl+RJFGE0l43w6nbDpczkwM9BC/JZIOIivjpQSHh8fa0De9z222y1SqTOlgRmYZzOstUG1P9MAbacvWy+F3d5aByVb4tRu24qatXPhe9m61hqkp2nCTz/9VPd1c3ODvu/RdR0+ffpUj+vp6enXX1ghhHgFTNOIp6eptkjtNxvETQ7Wh3HIU57LgDZfhp3FGOB9t8gwsKsTMw3VfJxyGRBN0HV+BMrCT8xzFJyZQJ1SQgrz+r41MbMEqp3mbEumIpC9GuwyGyMCAp5fnjFN+TnQ91kw9X2P4+mI4VSMzgcUn4ZEg/jtkXAQXyXWqAbMfgX7OjBnJ7bbLfq+rz6IdsWfIoErNNwezd3jOC4G0bXi4dIsCZtluDTfgcJiGAY8Pz/jdMppbwoNu10anOl7UBmSEEKcQ0+CQ8I4ATgeMZbWqXaeA31k27hF53O5a7fZLHwJKUakzmMKIQ9hY0vw0sxjOA0I0wTf94vSn1SmQ1ux0LIQKsiGZn6u7rssig3jgOPhUJ8NITKzzcWnsRqhp7HxLuhZIf6XkHAQXzW2TeqlMh0Kh91uhxgjttttbf/KoN2KAhqNp2nC8XisXgKas+2+7SwHW15kPRCXhAZfs7MuHh8fq/FtzRvBjIoQQogvkzC3UJ2m9fumc9kTMYWAfrNBv+2xMzMPeK8Oocw6CBHjNMHHPCfhcDwiTFPpWrSp2QgwQ2FaqtouSr4YmjmnIv/O53awxatQh7LFiFPxs70cXuZjb2ZAzKWt/9DLKMTfhYSD+Obh6v3hcMDDw8OiHSqhv6HvewD5Bnw8HheCgJmKcRwX5mlbDmX3SUFj50lY3wRv8o+Pj/mB8PJylqEQQgjx25FSxDTZctQcwC9wDr6UxvLZMU6c6YO6mt9vesQypLTfbIAYF9OwnZszDEMRISjPF+ccgouzb6LUJA1jFgzHw/GsE5OMzeJrRMJBvAra0qYWBv9se2onVxNOXn5+fq5zJ5iFsBkLljfZ1qjtsDpg7vx0OBwWvgwhhBD/u7DcJyUgOwqWOOdrFybngGmaS4TINE0YxqG0Rw3wXYc+5TawQPEllG5GsTwbgDx/InHatclW57kQYy6FMoPthPiakXAQ3wVt56Y1KAhCCNhut9hut3jz5k2dMUGBwGnZzFKEsgL1+fPnmrVg5oJTnZVdEEKIr5eUIqbwZXPxMA6YQvY8bHdbbPst0naLTT+HUtOYy5qy/yJnF6YQMJxOGKcRm01fJ2VTMISoRSXx7eDSL4xovtSrXojXBEudmKVoS5/ocWDpEw3NzGZwG7btqhBfC7/Vv8dN92+/yXaF+NrI7Vvd3MbVDmUr//fy3lcv3HA6LSZe8/3s/iTE18IU/t/V9yjjIESDDfYvZSg4wI0+B75PIkEIIV43NGUDqLMlWvL8IZYqmfek87kNQnxLSDgI8T+gHdwmhBBCkLXZQkK8Bs5nnQshhBBCCCFEg4SDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKhIMQQgghhBDiKhIOQgghhBBCiKtIOAghhBBCCCGuIuEghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKhIMQQgghhBDiKhIOQgghhBBCiKtIOAghhBBCCCGuIuEghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKhIMQQgghhBDiKhIOQgghhBBCiKtIOAghhBBCCCGuIuEghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKhIMQQgghhBDiKhIOQgghhBBCiKtIOAghhBBCCCGuIuEghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKhIMQQgghhBDiKhIOQgghhBBCiKtIOAghhBBCCCGuIuEghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLiKSyml/+uDEEIIIYQQQnzdKOMghBBCCCGEuIqEgxBCCCGEEOIqEg5CCCGEEEKIq0g4CCGEEEIIIa4i4SCEEEIIIYS4ioSDEEIIIYQQ4ioSDkIIIYQQQoirSDgIIYQQQgghriLhIIQQQgghhLjK/wd9sWimQnDM/gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "utils.visualize_segmentation(\n", " modality_file=\"data/t1c.nii.gz\",\n", " segmentation_file=\"output/t1c_segmentation.nii.gz\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple input modalities and other available outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AURORA also supports different combinations of multi-modal MRI files (see manuscript). It will automatically select a suitable model depending on the inputs supplied.\n", "\n", "- Any of the following combination of sequences can be supplied: \n", " - T1-CE + T1 + T2 + T2-FLAIR\n", " - T1-CE only\n", " - T1 only\n", " - T2-FLAIR only\n", " - T1-CE + T2-FLAIR\n", " - T1-CE + T1\n", " - T1-CE + T1 + T2-FLAIR\n", "- Instead of only saving the final output consisting of one file with 2 labels, additional files with labels for the whole lesion (metastasis + edema) or the metastasis only can also be saved.\n", "- Test-time augmentation can be enabled (tta parameter in config, default = True). Segmentation with TTA will take around 10 times longer than without TTA.\n", "\n", "The example below shows how to perform the inference using multi-modal inputs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 09:12:39 INFO: Initialized AuroraGPUInferer with config: AuroraInfererConfig(log_level=20, tta=True, sliding_window_batch_size=1, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=)\n", "2024-02-06 09:12:39 INFO: Set torch device: cuda\n", "2024-02-06 09:12:39 INFO: Infer with config: AuroraInfererConfig(log_level=20, tta=True, sliding_window_batch_size=1, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=) and device: cuda\n", "2024-02-06 09:12:39 INFO: Successfully validated input images. Input mode: NIFTI_FILEPATH\n", "2024-02-06 09:12:39 INFO: Received files: T1: True, T1C: True, T2: True, FLAIR: True\n", "2024-02-06 09:12:39 INFO: Inference mode: t1-t1c-t2-fla\n", "2024-02-06 09:12:39 INFO: No loaded compatible model found. Loading Model and weights\n", "2024-02-06 09:12:39 INFO: Setting up Dataloader\n", "2024-02-06 09:12:39 INFO: Running inference on device := cuda\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "BasicUNet features: (32, 32, 64, 128, 256, 32).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 09:12:46 INFO: Applying test time augmentations\n", "2024-02-06 09:14:14 INFO: Post-processing data\n", "2024-02-06 09:14:14 INFO: Saving post-processed data as NIFTI files\n", "2024-02-06 09:14:14 INFO: Saved segmentation to output/multi-modal_segmentation.nii.gz\n", "2024-02-06 09:14:14 INFO: Saved whole_network to output/whole_tumor_unbinarized_floats.nii.gz\n", "2024-02-06 09:14:15 INFO: Saved metastasis_network to output/metastasis_unbinarized_floats.nii.gz\n", "2024-02-06 09:14:15 INFO: Returning post-processed data as Dict of Numpy arrays\n", "2024-02-06 09:14:15 INFO: Finished inference \n", "\n" ] } ], "source": [ "config = AuroraInfererConfig() # Use default config\n", "\n", "# If you don-t have a GPU that supports CUDA use the CPU version: AuroraInferer(config=config)\n", "inferer = AuroraGPUInferer(\n", " config=config,\n", ")\n", "\n", "# Use all four input modalities,we also create other outputs and a custom log file\n", "_ = inferer.infer(\n", " t1=\"data/t1n.nii.gz\",\n", " t1c=\"data/t1c.nii.gz\",\n", " t2=\"data/t2w.nii.gz\",\n", " fla=\"data/t2f.nii.gz\",\n", " segmentation_file=\"output/multi-modal_segmentation.nii.gz\",\n", " # The unbinarized network outputs for the whole tumor channel (edema + enhancing tumor core + necrosis) channel\n", " whole_tumor_unbinarized_floats_file=\"output/whole_tumor_unbinarized_floats.nii.gz\",\n", " # The unbinarized network outputs for the metastasis (tumor core) channel\n", " metastasis_unbinarized_floats_file=\"output/metastasis_unbinarized_floats.nii.gz\",\n", " log_file=\"output/custom_logfile.log\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NumPy Inputs/ Outputs" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 09:16:17 INFO: Initialized AuroraGPUInferer with config: AuroraInfererConfig(log_level=20, tta=True, sliding_window_batch_size=1, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=)\n", "2024-02-06 09:16:17 INFO: Set torch device: cuda\n", "2024-02-06 09:16:17 INFO: Infer with config: AuroraInfererConfig(log_level=20, tta=True, sliding_window_batch_size=1, workers=0, threshold=0.5, sliding_window_overlap=0.5, crop_size=(192, 192, 32), model_selection=) and device: cuda\n", "2024-02-06 09:16:17 INFO: Successfully validated input images. Input mode: NP_NDARRAY\n", "2024-02-06 09:16:17 INFO: Received files: T1: True, T1C: False, T2: False, FLAIR: False\n", "2024-02-06 09:16:17 INFO: Inference mode: t1-o\n", "2024-02-06 09:16:17 INFO: No loaded compatible model found. Loading Model and weights\n", "2024-02-06 09:16:17 INFO: Setting up Dataloader\n", "2024-02-06 09:16:17 INFO: Running inference on device := cuda\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "BasicUNet features: (32, 32, 64, 128, 256, 32).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-02-06 09:16:23 INFO: Applying test time augmentations\n", "2024-02-06 09:17:47 INFO: Post-processing data\n", "2024-02-06 09:17:47 INFO: Returning post-processed data as Dict of Numpy arrays\n", "2024-02-06 09:17:47 INFO: Finished inference \n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['segmentation : (240, 240, 155)', 'whole_network : (240, 240, 155)', 'metastasis_network : (240, 240, 155)']\n" ] } ], "source": [ "config = AuroraInfererConfig()\n", "\n", "\n", "# AuroraInferer(config=config) # If you don-t have a GPU that supports CUDA use the CPU version (uncomment this and comment the GPU inferer)\n", "inferer = AuroraGPUInferer(config=config)\n", "\n", "# we load the nifty data to a numpy array\n", "t1_np = nib.load(\"data/t1n.nii.gz\").get_fdata()\n", "\n", "# we can now use the inferer to perform the inference and obtain again a numpy array containing the segmentation\n", "results = inferer.infer(t1=t1_np)\n", "print([f\"{k} : {v.shape}\" for k, v in results.items()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# now we can use the capabilities of numpy without having to re-read a nifti file, for example we could compute the number of metastasis voxels (the volume of the metastasis) as follows:\n", "whole_metastasis_voxels = results[\"segmentation\"] > 0\n", "print(\"metasis volume (including edema)\", np.count_nonzero(whole_metastasis_voxels))" ] } ], "metadata": { "kernelspec": { "display_name": "brainles", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }