{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example - Burst Variance Analysis\n", "\n", "*This notebook is part of smFRET burst analysis software [FRETBursts](http://opensmfs.github.io/FRETBursts/).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> This notebook shows how to implement Burst Variance Analysis (BVA) ([Torella 2011](http://dx.doi.org/10.1016/j.bpj.2011.01.066)) using FRETBursts.\n", "\n", "> For a complete tutorial on burst analysis see \n", "> [FRETBursts - us-ALEX smFRET burst analysis](FRETBursts - us-ALEX smFRET burst analysis.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "--------------------------------------------------------------\n", " You are running FRETBursts (version 0.7+46.ge31fadb.dirty).\n", "\n", " If you use this software please cite the following paper:\n", "\n", " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n", " Ingargiola et al. (2016). http://dx.doi.org/10.1371/journal.pone.0160716 \n", "\n", "--------------------------------------------------------------\n" ] } ], "source": [ "from fretbursts import *\n", "sns = init_notebook(apionly=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Tweak here matplotlib style\n", "import matplotlib as mpl\n", "mpl.rcParams['font.sans-serif'].insert(0, 'Arial')\n", "mpl.rcParams['font.size'] = 12\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", " \n", "File already on disk: /home/paul/Disk/Python/OpenSMFS/FRETBursts_notebooks/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n", "Delete it to re-download.\n", "# Total photons (after ALEX selection): 2,259,522\n", "# D photons in D+A excitation periods: 721,537\n", "# A photons in D+A excitation periods: 1,537,985\n", "# D+A photons in D excitation period: 1,434,842\n", "# D+A photons in A excitation period: 824,680\n", "\n", " - Calculating BG rates ... Channel 0\n", "[DONE]\n" ] } ], "source": [ "url = 'http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n", "download_file(url, save_dir='./data')\n", "\n", "full_fname = \"./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\"\n", "d = loader.photon_hdf5(full_fname)\n", "loader.alex_apply_period(d)\n", "d.calc_bg(bg.exp_fit, time_s=50.1, tail_min_us='auto', F_bg=1.7)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ... - Recomputing background limits for Dex ... [DONE]\n", " - Recomputing background limits for all ... [DONE]\n", " - Fixing burst data to refer to ph_times_m ... [DONE]\n", "[DONE]\n", " - Calculating burst periods ...[DONE]\n" ] } ], "source": [ "d.burst_search(m=10, computefret=False, ph_sel=Ph_sel(Dex='DAem'))\n", "d.calc_fret(count_ph=True, corrections=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ds = d.select_bursts(select_bursts.naa, th1=30, computefret=False)\n", "ds1 = ds.select_bursts(select_bursts.size, th1=30, computefret=False)\n", "ds_FRET = ds1.select_bursts(select_bursts.S, S1=0.25, S2=0.85, computefret=False)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 607, "width": 761 } }, "output_type": "display_data" } ], "source": [ "dx=ds_FRET\n", "alex_jointplot(dx);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Burst Variance Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define a function to compute $s_E$:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def bva_sigma_E(n, bursts, DexAem_mask, out=None):\n", " \"\"\"\n", " Perform BVA analysis computing std.dev. of E for sub-bursts in each burst.\n", " \n", " Split each burst in n-photons chunks (sub-bursts), compute E for each sub-burst,\n", " then compute std.dev. of E across the sub-bursts.\n", "\n", " For details on BVA see:\n", "\n", " - Torella et al. (2011) Biophys. J. doi.org/10.1016/j.bpj.2011.01.066\n", " - Ingargiola et al. (2016) bioRxiv, doi.org/10.1101/039198\n", "\n", " Arguments:\n", " n (int): number of photons in each sub-burst\n", " bursts (Bursts object): burst-data object with indexes relative \n", " to the Dex photon stream.\n", " DexAem_mask (bool array): mask of A-emitted photons during D-excitation \n", " periods. It is a boolean array indexing the array of Dex timestamps \n", " (`Ph_sel(Dex='DAem')`).\n", " out (None or list): append the result to the passed list. If None,\n", " creates a new list. This is useful to accumulate data from\n", " different spots in a single list.\n", "\n", " Returns:\n", " E_sub_std (1D array): contains for each burst, the standard deviation of \n", " sub-bursts FRET efficiency. Same length of input argument `bursts`.\n", " \"\"\"\n", " E_sub_std = [] if out is None else out\n", " \n", " for burst in bursts:\n", " E_sub_bursts = []\n", " startlist = range(burst.istart, burst.istop + 2 - n, n)\n", " stoplist = [i + n for i in startlist]\n", " for start, stop in zip(startlist, stoplist):\n", " A_D = DexAem_mask[start:stop].sum()\n", " assert stop - start == n\n", " E = A_D / n\n", " E_sub_bursts.append(E)\n", " E_sub_std.append(np.std(E_sub_bursts))\n", " \n", " return E_sub_std" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we prepare the data for BVA:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: reduced indexes did not inlcude origninal start and stop times, new bursts are shorter. This is expected if burst search was performed with differen ph_sel than the given times.\n" ] } ], "source": [ "ph_d = ds_FRET.get_ph_times(ph_sel=Ph_sel(Dex='DAem'))\n", "bursts = ds_FRET.mburst[0]\n", "bursts_d = bursts.recompute_index_reduce(ph_d)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "Dex_mask = ds_FRET.get_ph_mask(ph_sel=Ph_sel(Dex='DAem')) \n", "DexAem_mask = ds_FRET.get_ph_mask(ph_sel=Ph_sel(Dex='Aem')) \n", "DexAem_mask_d = DexAem_mask[Dex_mask]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and call the `bva_sigma_E` function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "n = 7\n", "E_sub_std = bva_sigma_E(n, bursts_d, DexAem_mask_d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we make a KDE plot of the 2D distribution `E_sub_std` versus the burst FRET efficiency:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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2GxITEwGU/93v1KkTWrVqhZCQEOTl5eHy5cs4dOiQdbbOylq1aoXp06cjOzvbOvt4rVq1MGHCBNE2PvnkkzbBsWHDhujatSsiIiIgCAIyMzNx7NgxnDx5UvRYlT9UmD9/PiZNmiS6j6tlZWXh2LFj1vu9e/dGWVkZli5diq+++gp//vknMjMzERYWhtatW2PIkCF4+OGHERISosn5BUHAU089ZZ1RPTY2Fl27drW7nRolJSU4deoU2rRpo+o4VI7hUaacnBxs2rTJel+sqjJq1Cg88sgjyM7OxtWrV7Ft2zYMGDBA72YCAOrXr2+9nZ2d7ZJzkraGDx9uNzwmJSU53c/f3x/jxo3D//73v2rPLViwQPPw6KjqeN999yEoKEj28So+2a3qtttuQ8OGDVG/fn1ERERUu3BYvHgx3nrrLX66SEQ1XnFxMd5//33MnTvX+tjTTz/ttvZ89913KCkpQd++fbFgwYJqC8wXFhYCAL788ktrcGzdujVWrFiBFi1aVDueIAjYt28f5s+fbxOIu3Xrhm7duuHChQvW8BgWFoaPPvrIafsyMjKsxQFvb298+eWXmDBhgt1lHpKTk/Hdd98pen8zkr1791qDWVhYGARBQL9+/apVhlNSUpCSkoLNmzfjzTffxOLFixV/CFJSUoK0tDTs2rULH374IX799VcA5VXxOXPm2C2wVB2DefHiRbs/E1W3qez48eMMjxpheJRpx44d1j9wwcHBol1B/f390b17d2zYsAEAsHnzZpeFx8rdPfQYZE36a968ud3Hq3bhsGfKlCl2w+PKlStx9epVp4PN5cjNzbUZyF6Z1hPlTJw4EQDg6+uL+++/Hx9++KHN8+np6dZ1oIiI1Hj55ZerTTb3ySefWCfe2LVrF7p162Z97tq1awgPD4cgCPjXv/6F2bNn697Gl156qdo6j8XFxUhOTsaOHTus6zz6+vrirbfewl133aV7mxwpKSlBu3btsHbtWgQGBlZ7viIAbt++3frYBx984DAkWCwWdOnSRbMhObt27bKuHzhmzBjr+4090dHR+Oc//6nJed2pIqQDQJ06dTBkyBAcOHAAANCoUSP06tULAQEBOHHiBHbt2oWysjKkp6djyJAhWLlyJe68805J54mPj7fbO6lCVFQUvv76a/Tv39/u840bN0Z4eLj153nt2rWi4XHNmjU296v2xCLlGB5lqhzI2rVrJ6kLaufOna3h0V7/fT0cPXoUX375pfX+PffcI2m//Px8rFy5EocOHcK1a9cQEhKCqKgo9OjRAx06dICXl5deTSY7HHUNkVJZ69ixIzp27IiDBw/aPF5UVISvv/4a//jHP7RoIr799lu7YxNbtWqlaIHs0tJS66fFldWuXdsmFE6cOLFaeATKgyfDIxHpYevWrQDK/zbffPPNNs/99ttv1ipO3759XdIee38rq+rVqxc+//xztGzZ0gUtcu6tt96yGxwru3HjhvW2K2f9dNd53en69evW2+fPnwdQXnV97733MH36dJtrvoMHD2LUqFE4e/YsSkpKMH78eJw4cQIRERGq2jBlyhR88MEHTrvCWiwWDB06FAsXLgQAzJ49GxMmTHD4IfiaNWuqVU/ZA087TAIyVe7nLrWa16hRI+vtEydOaN6mCjk5OThw4ABefvll9OjRw3pB36tXL6dLO1S2Z88e3H333Zg5cybee+89zJo1C9OnT0fnzp0RHx+PuXPnqu57TtLZG88BQPKEB1OmTLH7+Pz58xW3qSqtJ8pZt26ddQmcyu69916bi47OnTvbHW+8du1amwkiiIi0UtHFrlevXtU+PK54zsvLC7169XJ52xzZvn07evfubXcSGFeqW7cuBg0aJLpd5WumiiVGXKHyeb///nukpKSoOp5QvpY6BEEw5HhHoLznUFVvvPEG/vnPf1YrFnTs2BHr169HcHAwgPKJbsS6AlcYP348pk+fjunTp+PBBx/EnXfeaQ1+8+bNQ/PmzUU/CHnmmWesH5xfvnwZt99+O06fPl1tux9++AFjxoyp9nh+fr6ktpI4hkeZKkrmABAZGSlpn6ioKOttLcvmixcvhsVisX7VqlULnTt3xiuvvILs7GxYLBaMHz8eGzZs0GSSnvPnz+ORRx7BkCFD7Faa5EhKSnL6xYv/cvbGOwJAhw4dJO0/btw4u5Mj7N+/H4cPH1bVNqD8Z6Ji5uHKfHx8MH78eEXHdNRl1d6br71uRaWlpVi0aJGicxMROXL8+HHrkAF7E5ZVhMd27dqhbt26LmnT+fPnbUKKIAgoLS1FRkYGNm/ejIkTJ8JisSAjIwNTp07Fv//9b5e0y56OHTtK6r103333WW9/9tln6Ny5Mz744ANdP3wHysdKVhQFEhMT0aZNGzzxxBPYsmWLxwaPgIAAm/vR0dF4/PHHHW7fpEkTm/WUK0/G5MxLL72Ejz76CB999BG++OILrFmzBsnJyfjiiy9Qp04dJCcnY+LEidb1Ju1p1aoV3nvvPev9P/74A61bt0bfvn3x0EMPYcKECWjVqhVGjhyJ7OxsNGvWzKZra9Xu3aQcw6NMlUOTWNcLe9upDV1SNWzYEL/88gu++uqran8c7ImMjMSMGTOwevVqXLx4Efn5+cjPz8fp06fx2Wef2Swsv3btWowZM6baIvRyxMbGOv2yN9tWTZOXl4fvvvvO7nOOxgVUFRYWhrvvvtvuc44qhnIsWLDAbiX6zjvvtPnQRKqMjAysWrWq2uNNmjSx+0n+uHHj7H4womVllYgI+KvLKlA9PGZnZ1uHCLiqy6ojXl5eCA8PR//+/bFgwQKbD+TeeOMNm9fhSlK7gg4cONAmwBw4cACPPfYYWrVqhXr16mH48OF4//33bcbracHX1xeLFy9G7dq1AZR/2P/ee+9hwIABCA0NRY8ePfDMM89g27ZtHtMDq2pX0WHDhokWGyoPCzl58qRNUUUOPz8/PPjgg1i/fr21ovjSSy/ZnSyvwvTp0zFv3jxr9bOkpATbtm3DF198gUWLFlk/YOjcuTN++eUXFBQUWPcNDQ1V1E6qjmMeZar8g+jn5ydpn8qVHy0/vWrRogWmT58OACgrK7NOuXzo0CFcvnwZgwYNwogRIzBnzhynF/K33HILLl26ZPf1xMfHIz4+HpMmTcL06dPx+eefAwBWr16NJUuWKK4ukbinnnrKbvfNW265BR07dpR8nMmTJ2P58uXVHq+YmVRpVVoQBOv4g6ocdZcVs3jxYhQVFVV73NHEBVFRURg0aBBWr15t8/iJEyewY8cO9OzZU1E7iKjm2r17t93eCxWVRaD8A6rK26SmplqXGzh8+HC1MeWDBw/G4MGDdWqxc5MmTcLnn3+OHTt2ACgfL+ZsqSe9SP3AHQD++9//on///njzzTet7QbKP2D86aef8NNPP+GJJ57AiBEj8N///lezSQF79eqFQ4cOYdasWVi2bJm1W2dRURF27dqFXbt24e2330bz5s3x5ptvmn58fdUhMJULBY5U3ebKlSuq1g7t2rUrJkyYgC+//BKCIOC9997Drbfe6nD7yZMnY9iwYfj000+xfv16HD9+HNevX0dYWBjatGmD+++/HxMmTIAgCDa92GJiYhS3kaoQSJbBgwcLAAQAwjPPPCNpnzVr1lj3CQkJ0bmFgnDq1CmbdsbFxQmJiYmqj1taWir07dvXetw2bdooPlZiYqLTrz179ljPo0Xb9VTRzqpfSqWnpwsTJ060e0yLxSL89ttvso5XWloqxMTE2D3eTz/9pLidGzdutHvM+vXrC0VFRYqO2b59e7uv+dy5cw73Wb58ud12PPjgg0pfGhHVYPPnz3f4d13p10svvaRJ286fP29z3PPnz0va75VXXrHuExwcLJSUlFTbpvL7zvz580WP+eWXX1q3nzhxot1tKn8vHW0jJikpSVi8eLEwdepUoXXr1tW+t+Hh4cLJkyer7Vf5exUXFyf7vHl5ecLGjRuFmTNnCv379xcCAwOrnfvdd99V9Jq0Vvn/Ts73+c8//7R5PV988YXoPsXFxTb7/P777ypaXm7p0qXW40VFRak+niAINteRFotFuH79uibH1UJiYqJprnHtYbdVmSqX+KVWEStvp9XCqs40a9YMP//8M4YPHw6gfK0bqRPmOOPl5YWZM2da7x89elRxt5GYmBinX9HR0arbawZFRUW4evUq/vzzT3z99deYOHEimjRp4rCi9+6778qeiMHLy8th5U5N905H3V4feOABRess7tu3D3/++We1x/v06YPGjRs73O+uu+6yO75o+fLlyMvLk90OIiJPU/k9NTc3125Xw8p/tyuWrHAmKytLm8aJaNiwIcaNG4e5c+darztmzZplM3HLE088ofl5AwMDkZCQgFdeeQWbN29GZmYmvv/+e5s5B5577jlcvnxZ83O7SosWLWx6H0mZkbTqNnXq1FHdjsrv4Uq7wVa1ZcsW6+3WrVtr0k4qx/AoU+XSvJS19gDYzNil1dp6Yry8vPDBBx9YF7ddv349jhw5ovq4vXv3tnmDcdXSI2ZUeTIjR1/+/v4IDw9Hhw4dMG7cOHz11Vd2/3iHh4fjm2++cTqQ3ZnJkyfbXeh49erVDmd0dSY7OxsrVqyw+5zSLqtiazs64u/vb3dmtezsbIfrTxIROTJp0qRqk9AsXrzY+nzFkhwVX3l5edZhH1OnTq22ryAI1daLdLWqH6TZm7im8oQiUi7gtZh0TYmYmBi88MIL1mE0QPk1TsUa3BXsveepERgYiJEjR2LLli3WoUBFRUX45ZdfND2PK/n5+aF3797W+8eOHRPdp/I2FosFDRs2VN2Oyt1LtbpOrjx7K4dYaYvhUabKMzddvHhR0j6XLl2y3nblOkuNGjWyaa+zQchS+fr62qzpo9UnRFRdYGAg+vbtiw8//BDnzp2zG5Ckatq0Kfr06VPt8eLiYixZskT28ZYtW2a3qte1a1e0adNG9vEKCgrwzTffVHs8KCgIo0aNEt3fUcB0FEiJiOSomFXa39+/2qL0u3fvto7VrnwhbiT79++33g4ICLA7Rq1yD4+q6wNXVVBQgJ9//lmz9ikxdOhQ6+3i4uJqs9lXniywuLhYs/PWrVvXZjy91EKCUY0cOdJ6e9WqVaJV5x9++MF6u0OHDppMRFN5orxWrVqpPt4333yDo0ePAij/nVW6dBjZx/AoU+Uf6sOHD0vq2lH5j7YWvxRy6NEVoPK6QBXdRkh7derUQZMmTdCkSRNNpph29MdTSddVR/sorTr+8MMPNosVVxg5cqSk196tWze7H8z89ttvOHv2rKI2ERFVqAiPXbt2rbb8UeXFyO19SOduiYmJNjN39+/f325VrvIs56tWrXLaK2XmzJmKeq1IIfW4lT+Y9/LyqlaxCg0NtVZY09LSRAOknGukyueWOousUT3wwAPW711ycrLNchhVnTt3DnPnzrXet7eEVklJiawuzWvWrMH3339vvX/PPfdI3teeEydOYMaMGdb7L7zwAurXr6/qmGSL4VGmnj17Wt84cnNzsW/fPqfbFxYWYteuXdb7AwYM0LV9VWndFeD8+fO4ceOG9X5NGZvoDikpKZg/fz6GDh2KNm3aYOXKlaqOd++999oNYocOHRL9lLmyU6dO2cx+VyEwMFBxdVRpl1WxbQVB4LIdRKRKRkaGdQkAe5XFivB40003ITY21qVtE/PHH39g0KBBNj1FHI0P7Nq1K5o2bQqgfFmxsWPH4tq1azbb5OXl4emnn8Y777xjdw1hLfTo0QNjx47FmjVr7M6+DZQPmZkwYYL1fkJCQrX2+Pv7o3nz5gDKA03lipk9//vf/9CxY0d8/PHHDteazs7OxjPPPGO99vP29sagQYPsblt5iIoWS2PpJTQ0FC+++KL1/nPPPYePPvqo2nIkhw4dwu23324tIDRu3BgPPfRQtePl5OSgcePGmDlzJk6ePOnwvNeuXcNrr72GkSNHWs8VHx9v95gVXnzxRSxdutRuz6fS0lIsWbIEffr0QXp6OgCgS5cueOaZZ5y8elKCS3XIFBISgoSEBKxZswZA+aQh3bt3d7j9ihUrrGPY6tat69JPJY8ePYoLFy5Y72tR9ax8kV+7dm106tRJ9TE9ldTgk5OTgxs3buDcuXM4d+6c3fWjjh8/jrvvvhsPP/ww5syZo2h5jaCgINx333344osvqj03f/58fPDBB5KO4+hNcOTIkYoGpF+6dAmbN2+u9nhMTIysD1vGjx+P559/vtr6owsXLsSrr74qaXFqIqKqKqqOQPXwWFpaip07d9p9zhVeeumlah8KVizddejQIWvXvQqPPfYYbrvtNrvHslgseOONNzB69GgAwMaNG9G4cWMkJCQgIiICKSkp2LZtG65fv44GDRpg+vTpeP755zV/TcXFxVi6dCmWLl2KwMBAtG/fHk2aNEHt2rVx7do1nD17Fn/88Yd1+8DAQMyePdvuse655x785z//AVBeYVu4cCHi4+Nt5m6ovO+hQ4cwffp0/OMf/0DTpk3Rtm1bREREoLi4GFeuXMGOHTtsel89++yzLv/AwN5SXZUroStXrrS7jbMPiWfMmIFdu3Zh2bJlKC0txT//+U/Mnj0bvXr1QkBAAE6ePIkdO3ZY319r1aqF77//HkFBQXaPd+3aNcyaNQuzZs1CgwYN0L59e9SvXx9BQUHIycnBmTNnsH//fpsPB6KiorBy5UqnH0rs3bsXr732GgIDA9G5c2c0bdoU/v7+SE1NxY4dO2yq1p06dcK6desUTeBHIlw/wav5rVq1yjrFrp+fn3DkyBG72+Xm5grx8fHWbZ999llV583IyJC8bUFBgdCnTx+b5RPsTc2dm5srlJaWSjrmzp07hYCAAOsxH3roIcntkctM0xgD9qdmVyIrK0tYvHix0KtXL4fHvffee+3+X0qxY8cOu8eMiIiQtLxGaWmp0LBhQ7vH2LRpk6I2vfzyy3aP99xzz8k+1u233273WOvWrVPUNiKiGTNmCAAELy8vISsry+a5vXv3Wv/OfP7557q3pepSHVK/goKChHfffVcoKysTPUflZT3sfbVo0UI4cuSIpGU4lCzV0bZtW8mvq3Hjxk6XisjKyrK7vIe99+rZs2dLPq+fn5/wyiuvOH0dlbeXsvSJVEr+/6VckxQWFgqPPvqoYLFYnB6nefPmwp9//unwOFlZWYKPj4+sto0cOVJISkoSbeOgQYNEj+Xl5SVMmzat2u+qkZjpGtcehkeFevfubf2Pv+mmm6r9ImVkZAgDBw60bhMWFiZcu3bN7rGqvhls2bLF7naPPfaYcNtttwnfffedkJ+f77Bt27dvF7p06WJzTEdr92zZskVo2bKl8MknnwhpaWl2tykoKBDmzJkjBAcHW49Xu3ZtXX/gzfSLpfQPtZgvvvhC8PPzs3tsNWuGtWzZ0u4xV6xYIbrv2rVr7e570003SbooqaqsrExo3Lix3WMeP35c9vGWLFli91ijR4+WfSwiIkEQhM6dOwsAhE6dOlV77r///a/174y9tQa1JjU8hoSECDfddJNw1113Ce+//76sD58FofyDxrFjxwoxMTGCn5+fEBERIXTv3l14//33hezsbEEQpAVDJeGxpKRE2L59uzBr1ixh2LBhQvPmzYWQkBDBy8tLCAkJEeLj44VRo0YJX331lVBQUCB6vJycHOGdd94R+vTpI9SrV0/w9fV1+F59/vx54bPPPhMmTZok3HzzzUJ4eLjg6+sr+Pv7C5GRkUK/fv2EV199Vbhw4YLoec0WHivs379fePTRR4U2bdoIoaGhgr+/vxATEyPcfffdwoIFC4Ti4mLRY2RlZQnff/+98MQTTwj9+/cX4uLihKCgIMHb21uoXbu2EBcXJwwePFh45ZVXhNOnT0tu29mzZ4WPP/5YGDVqlNC6dWvr/090dLTQtWtXYebMmYquHVzNTNe49lgEwU4fORKVlJSErl27WvvFe3l5oW/fvmjSpAnS09OxceNGa59sHx8frFu3DgkJCXaPdeHCBZtZzrZs2YJ+/fpV2+6xxx6zdi309/dHmzZtEB8fj9DQUJSWliI9PR379+9HUlKSzX4zZszA+++/b/fcW7duRf/+/a2voXnz5mjdurV1op0rV65g586dNpOZ+Pv7Y/Xq1Q5fjxaSkpKsXUESExMRExOj27nUcjQduBa/WkuWLMEDDzxQ7XFfX1/s378fbdu2lX3Mt99+2+4YgGHDhomOqxwzZgyWLVtW7fGXX34ZL730kuy2bN682e7PUbdu3WzGCkuVn5+PqKgom3G5QPnP7JUrV1y2VA4RERGRPWa6xrXLzeHV1I4fPy507NjR6Sc99erVE1atWuX0OFIrj08//bSsT5nq168vLFy40Om5t2zZIuuYnTp1Eg4dOqT0WyaZmT6VcfS90oqjrphSP8WtKjk52W6XEh8fHyElJcXhfteuXbPptlzxZbFYJH0Ka8+4cePsvraPP/5Y0fEEQRD+9re/2T3mhx9+qPiYRERERFow0zWuPaw8qlRUVISlS5da15RJTU1FaGgomjRpghEjRmDKlCk26yLaI7XyCJQP5t68eTP27NmD48ePIzExEdnZ2fDy8kLt2rURGxuLTp064Y477sCwYcNEZ0MrLS3FwYMHsWPHDuzYsQOnTp1CRkYGMjMzUVxcjDp16iAuLg7du3fHiBEjXDZbrJk+ldGz8ggA69atw5133lntcX9/f2RkZCAkJET2Me+66y67a3TNnj0b//rXv+zu88knn2DatGnVHk9ISMDGjRtltyErKwvR0dHIz8+3eVxtlXD79u12J67o1KmTzbI5RERERK5mpmtcexgeyZDM9Iuld3jMzc1F3bp17a5RtXHjRkXdh3/88UeMGDGi2uNt27bF4cOH7e7TtWtX7N27t9rjS5Yswf333y+7DXPnzsUjjzxS7fGIiAgMGTJE9vEqW7RoUbVZVwHgwIEDdmehIyIiInIFM13j2sOlOogMLjg4GI0aNbK72P2+ffsUhcehQ4eifv36SEtLs3n8yJEj+OOPP3DzzTfbPH7s2DG7wTE0NBQjR46UfX4ADtdfzMjIwMKFCxUdU8y8efPw4Ycf6nJsIiIiIk/Hhc+ITCA8PNzu4xUL4crl4+NjdyIewH6ocxT0xo4di4CAANnnP3r0KPbs2SN7P7W+/vprh4tOExEREZFzDI9EJuCoC2xWVpbiY06ZMsXu49988w0KCwut90tKSrB48WK7206ePFnRuefNm6doP7UyMzPx008/ueXcRERERGbH8EhkApmZmXYfF5sQyZk2bdqga9eu1R6/evWqzZId69atQ0pKSrXt2rZtiy5dusg+b3FxscMw6gruCq5EREREZsfwSGRwOTk5uHTpkt3noqKiVB3bUfVxwYIF1tuOuqw62lfMqlWrqo21BIA777wTgiBo+tWsWbNq51m/fn21tVCJiIiISBzDI5HBbd26FSUlJXafa9Wqlapjjx07FoGBgdUe/+WXX5CcnIzMzEysWrWq2vO+vr4Ox0yKcRRGlczYKmbs2LHVHisrK8NXX32l+bmIiIiIPB3DI5HBvfvuu3Yf9/LyQp8+fVQdu3bt2nZnSy0tLcWiRYuwZMkSuxPMDB06FPXq1ZN9vpSUFKxdu7ba40FBQRg+fLjs44kZN26c3ccdBVgiIiIicozhkcjA5s2bh61bt9p9LiEhQVGAq8pZ11Wtu6x+9dVXdquod911F0JCQhQd05nmzZtXW3YEAM6cOYNt27Zpfj4iIiIiT8bwSGRQn3zyCaZOnerw+WeffVaT8/Tv3x+NGzeu9vjx48dx8ODBao9HRUXhzjvvVHQuR2HUUYVQC6w+EhEREWmD4ZHIQLKysrBo0SL06NED06ZNczjWcezYsRgwYIAm57RYLJg0aZLk7SdMmABvb2/Z59mxYwdOnDhR7fHw8HAMGjRI9vGkGjNmDLy8qv+p+/bbb5GTk6PbeYmIiIg8jY+7G0DkqaQGstzcXGRlZeH8+fM4e/aswzUdK3Ts2BGffvqpBi38y6RJk/DKK6+grKxMdFulXVYdVfruvfde+Pr6KjqmFNHR0ejfvz82bdpk83hubi6WLVuGBx98ULdzExEREXkShkcinSxcuFDzY/bp0wc//PADatWqpelxGzVqhAEDBmDjxo1Ot+vZsydatGgh+/h5eXlYtmyZ3ef0mGXV3jmqhkegfEwpwyMRERGRNOy2SmQCtWrVwocffogtW7YgLCxMl3NIqShOnjxZ0bG//fZbZGdnV3u8UaNG6NWrl6JjynHPPffA39+/2uM7duzAqVOndD8/ERERkSdgeCQysKZNm2LWrFk4deoU/vnPf9odu6eVESNGoG7dug6fDw4Oxn333afo2PPmzbP7+NixY2GxWBQdU446depgyJAhdp9z1DYiIiIissXwSORmfn5+qFevHpo2bYquXbviwQcfxJw5c7B3716cOXMGL7zwAqKionRvR0BAAMaOHevw+VGjRinqLnv27Fn89ttvdp9zRZdVsXN99dVXKC0tdVk7iIiIiMyKYx6JVBKb4MZM5syZgzlz5mh6zMzMTMycObPa48HBwWjfvr2m53Jm6NChePnll+3+f6WlpSE6OtplbSEiIiIyI4vgSVe+5DGSkpIQGxsLAEhMTERMTIybW0REREREpI7Zr3HZbZWIiIiIiIhEMTwSERERERGRKIZHIiIiIiIiEsXwSERERERERKIYHomIiIiIiEgUwyMRERERERGJYngkIiIiIiIiUQyPREREREREJIrhkYiIiIiIiEQxPBIREREREZEohkciIiIiIiISxfBIREREREREohgeiYiIiIiISBTDIxEREREREYlieCQiIiIiIiJRDI9EREREREQkiuGRiIiIiIiIRDE8EhERERERkSiGRyIiIiIiIhLF8EhERERERESiGB6JiIiIiIhIFMMjERERERERiWJ4JCIiIiIiIlEMj0RERERERCSK4ZGIiIiIiIhEMTwSERERERGRKIZHIiIiIiIiEsXwSERERERERKIYHomIiIiIiEgUwyMRERERERGJYngkIiIiIiIiUQyPREREREREJIrhkYiIiIiIiEQxPBIREREREZEohkciIiIiIiISxfBIREREREREohgeiYiIiIiISBTDIxEREREREYlieCQiIiIiIiJRDI9EREREREQkiuGRiIiIiIiIRDE8EhERERERkSiGRyIiIiIiIhLF8EhERERERESiGB6JiIiIiIhIFMMjERERERERiWJ4JCIiIiIiIlEMj0RERERERCSK4ZGIiIiIiIhE+bi7AWZXVFSEZcuW4ZtvvsHRo0eRmpqKunXronHjxhg5ciQmTZqEiIgIzc6XkpKCvXv3Yu/evdi/fz+SkpKQnp6OjIwM+Pr6Ijw8HO3bt8fAgQMxbtw4hIeHyzq+IAj48ccfsWTJEhw4cABXrlxBSEgI4uLiMGzYMEyePBmNGjXS7PUQEREREZE5WARBENzdCLM6ceIE7r//fhw4cMDhNvXr18f8+fMxePBgTc7Ztm1bHD16VNK2tWvXxptvvolHHnlE0vZXrlzB+PHjsXnzZofbhISE4H//+x8mTZok6ZhKJSUlITY2FgCQmJiImJgYXc9HRERERKQ3s1/jsvKoUFJSEhISEnDlyhUAgMViQZ8+fRAfH4+0tDRs3LgR+fn5SEtLw/Dhw7F27VokJCRo2obY2Fi0aNECDRo0QFBQELKzs3H8+HEcOHAAgiDgxo0bmDZtGlJTU/Hyyy87PdaNGzcwaNAgHDlyxPpY165d0aZNG2RlZWHz5s24fv06cnJyMHnyZHh5eWHChAmavh4iIiIiIjIuVh4V6tu3L7Zt2wYAiIuLw8qVK9G+fXvr8xkZGRgzZgw2bdoEAAgLC8PZs2cRGhqq6rzPP/88WrdujQEDBiA6OtruNmfOnMHUqVOtFUQvLy/s2rULXbp0cXjcCRMmYNGiRda2fvfdd+jfv7/1+ZycHEydOhVff/01AMDPzw9Hjx5FfHy8qtfjiNk/lSEiIiIiqsrs17icMEeBNWvWWIOjn58ffv75Z5vgCAARERH46aef0KRJEwDA1atX8fbbb6s+93/+8x+MGzfOYXAEgPj4eKxZswbNmzcHAJSVleHzzz93uP2RI0ewZMkS6/2vv/7aJjgC5d1VFy1ahJ49ewIoH+s5c+ZMNS+FiIiIiIhMhOFRgTlz5lhvT5w4Ee3atbO7XXBwMF599VXr/U8//RQlJSW6tw8A/P398cADD1jv79+/3+G2n3zyCcrKygAAAwcOxKBBg+xu5+XlZROAly9fjvT0dI1aTERERERERsbwKFNOTo61KyoATJ482en2o0aNQq1atQCUVx8rKpauUL9+fevt7Oxsu9sIgoCVK1da74u9nltvvRXNmjUDAJSWluLnn3/WoKVERERERGR0DI8y7dixA4WFhQDKK4vOxhEC5RXA7t27W+87m8lUa8ePH7fejouLs7vN6dOnkZSUZL3fr18/0eNW3saVr4eIiIiIiNyH4VGmyoGsXbt28PERn7C2c+fOdvfX09GjR/Hll19a799zzz12t6vcnqioKKdjKSu44/UQEREREZF7cakOmU6ePGm97aiaV1WjRo2st0+cOKF5myrk5OTg9OnT+Omnn/Df//4XOTk5AIBevXrhwQcftLuPu15P5WqnPcnJyYqOS0RUU4wet7TaY8uXjHFDS4iIqKZgeJQpMzPTejsyMlLSPlFRUdbbV69e1awtixcvxvjx4x0+b7FY8MADD+Czzz5zWCFV+3ry8vJQWFgIf39/ia0uVzFFMRER2Q+CrjgOwyYREcnB8ChTRTUPAAIDAyXtU3m7yvvrqWHDhpg/fz4GDhzodDu1r6fiGHLDIxFRTaRVSNSKo/YwVBIRkT0MjzIVFBRYb/v5+Unap3Kwys/P16wtLVq0wPTp0wGUr+WYlZWFY8eO4dChQ7h8+TIGDRqEESNGYM6cOTbVwsrUvh5A2WtKTEx0+nxycjK6du0q+7hEREZhtKAoR9W2M0wSERHA8ChbQECA9XZRUZGkfSpmZwWkV/ek6NKli93ZXk+fPo3HHnsMa9aswYoVK/DHH39g+/btiImJqbat2tcDKHtN9tpCRGRmZg6LYiq/NgZJIqKai+FRppCQEOttqRW3yttV3l8vzZo1w88//4x77rkHP/74Iy5evIgHH3wQv/zyS7Vt1b6eqscgIqopPDksOsMgSURUczE8yhQeHm69nZqaKmmflJQU6+2wsDDN22SPl5cXPvjgA/z0008QBAHr16/HkSNH0LZtW5vt1L6eoKAgjnckohqjpgZGRxgkiYhqFoZHmVq0aGG9ffHiRUn7XLp0yXq7ZcuWmrfJkUaNGqFFixbW5TR+//33auHRTK+HiMgdGBilYZAkIvJ8DI8ytWrVynr78OHDKCkpcbgMRoX9+/fb3d8V6tata71deVmOCpXbk5KSgpSUFIeT61Rw5+shInIFBkZ1Kr5/DJFERJ7Fy90NMJuePXtau2nm5uZi3759TrcvLCzErl27rPcHDBiga/uqSk5Ott6212W2WbNmNpPXbN26VfSYv/76q/W2q18PEZGeRo9byuCoIX4/iYg8C8OjTCEhIUhISLDeX7BggdPtV6xYgezsbADlVcA+ffro2TwbR48exYULF6z37VUJLRYL7rrrLut9sdezc+dOnDp1CkD5uMphw4Zp0lYiInepCDgMOfrh95iIyDMwPCowbdo06+358+fj6NGjdrfLy8vDzJkzrfenTp0q2sXVGXvdTh0pLCy0aWf9+vXRq1cvu9v+/e9/h5dX+Y/CL7/8gg0bNtjdrqysDE8//bT1/ujRo1GvXj3JbSIiMhKGGffg952IyLwYHhUYMmQIevfuDaB8bcShQ4fi8OHDNttkZmZi+PDhOHPmDIDyLqPPPPOM3eNduHABFovF+uWo6+hrr72GgQMH4vvvv0dBQYHD9v3+++/o3bs3tm3bZn3s9ddfh7e3t93t27Vrh3Hjxlnvjx07tlobcnNzMXHiRGzfvh0A4Ofnh1mzZjlsAxGRUTG8GAP/H4iIzIcT5ij09ddfo2vXrkhOTsaFCxfQsWNH9O3bF02aNEF6ejo2btyIvLw8AICPjw+WL1+O0NBQVecUBAEbN27Exo0b4e/vjzZt2iA+Ph6hoaEoLS1Feno69u/fj6SkJJv9ZsyYgQcffNDpsT/66CPs378fR48eRWZmJvr374/u3bujdevWyMrKwubNm3Ht2jXr9p999hni4+NVvR4iIldiUDGm0eOWcmIdIiKTYHhUKCYmBps3b8bYsWNx8OBBlJWVYcuWLdiyZYvNdvXq1cP8+fNtxkkqVXk9xcLCQuzfv99m5tOq6tevj3feeQcTJkwQPXbt2rWxfv16jB8/Hps3bwYA7Nq1y2ayH6B8zOeHH36IiRMnKnwVRESuxdBofJydlYjIHCyCIAjuboSZFRUVYenSpfjmm29w9OhRpKamIjQ0FE2aNMGIESMwZcoUREREOD3GhQsX0LhxY+v9LVu2oF+/fna3PXToEDZv3ow9e/bg+PHjSExMRHZ2Nry8vFC7dm3ExsaiU6dOuOOOOzBs2DCbwCmFIAj44YcfsGTJEuzfvx/JyckICQlBo0aNMGzYMDz44INo1KiRrGMqkZSUhNjYWABAYmKizYywRERSMDSaF0MkEXkqs1/jMjySIZn9F4uI3IvB0TMwRBKRpzH7NS4nzCEiIo/BSVg8C/8viYiMheGRiIg8AoOGZ+IHAkRExsEJc4iIyNQYLGoGTqpDROR+rDwSEZFpMTjWPPw/JyJyH4ZHIiIyJYaImotdWYmI3IPhkYiITIXBgSrw54CIyLUYHomIyDQYFqgqfphAROQ6DI9ERGQKDAjkDEMkEZH+GB6JiMjwGApIKv6sEBHph+GRiIgMjWGA5GIVkohIHwyPRERkSAwApBZ/foiItMXwSEREhsOLftIKP4QgItIOwyMRERkKL/RJDwyRRETq+bi7AURERBV4cV8uo2Etl5wn4nK2S85jJKPHLcXyJWPc3QwiIlNieCQiIkOoicHRVSFR7vk9PVRW/KwxRBIRycPwSEREblcTgqO7g6IcVdvqqWGSVUgiInkYHomIyK08NTiaKSyK8eQwySokEZF0DI9EROQ2nhQcPSksiqn8Wj0lSDJEEhGJY3gkIiKX85TQWJMCoyOeFiTZlZWIyDGGRyIicilPCI4MjfZVfF/MHiJZhSQiso/hkYiIXMbMwZGBUTpPqUYyRBIR2WJ4JCIilzBrcGRoVMcTqpEMkURE5bzc3QAiIvJ8ZgyOGQ1rMThqyBO+n2b8OSYi0hIrj0REpBuzXWybPdyYgdkrkaxCElFNxsojERHpgsGRnDF7JXL0uKWm+xknIlKLlUciItKcmS6qzRxgPAErkURE5sHwSEREmmFoJKUYIomIjI/hkYiINGGW4MjQaGwMkURExsXwSEREqjA0kh4YIomIjIcT5hARkWIMjqQ3TqxDRGQcrDwSEZFsZrkYNnPoIFsZDWuZtgoJsBJJRJ6B4ZGIiGQxQ3BkaPRMZu/KCjBEEpG5MTwSEZEkZgiNgGcFx7xof9n7BCUX6tASY2GIJCJyD4ZHIiJyiqFRH0qCoZbH9YSQafaurABDJBGZC8MjERHZxdCoDb1Colr22mXGQOkJVUiAIZKIzIHhkYiIbJglNALGDI5GDYtSmDlQMkQSEemP4ZGIiEwVGAFjhUYzh0Upqr4+o4dJhkgiIv0wPBIR1WBmC42AMYKjpwdGZyq/diMHSU8YDwkwRBKRsTA8EhHVMGYMjID7Q2NNDoyOGD1IekoVEmCIJCJjYHgkIqoBzBoYAYZGszBykGSIJCLSBsMjEZGHMnNgrOCu4MjAqE7F98+IIdITAiRQ/vvNAElErsbwSETkQTwhMAIMjZ7CiNVIViGJiJRjeCQiMjlPCYwAQ6MnM1o1kiGSiEg+hkciIhPypMBYwdXBkYHRPYwYIj0hQAIMkUSkP4ZHIiKT8MTACDA01lRGCpGeVIUEOB6SiPTD8EhEZGCeGhgBhkYqxxCpD1YhiUgPDI9ERAbE0Kgdo4fGiPp5mh4vIy1I0+O5itFCpCcESIBVSCLSFsMjEZFBeHJgrODK4GiU0Kh1OFR7PqOHS6OESFYhiYiqY3gkInIzhkZtuTM0ujooKmGvjUYMlAyR2mMVkojUYngkInIThkZtuSM0miEsSlH1dRgpTBopRHpKgARYhSQiZRgeiYhcjKFRW64OjZ4SGJ0xYpg0QohkFZKIajqGRyIiF2Fo1JYrQ2NNCIzOVH797g6SDJHaYRWSiORieCQi0hlDo7ZcFRpremB0xChB0igh0uwBEmAVkoikY3gkItKRpwdHTwuNDIzyGCFIujtEsgpJRDUJwyMRkQ4YGrWjd2hkYNRGxffRnSGSVUj1WIUkIme83N0AIiJP48nBMaNhLZcFx7xof12DY0T9PAZHHVR8X93xvdX7Z0aMK38/9OTJf8OISB1WHomINOSpF12eUmk0SliMjNa2HanJ7p8N1R53VSPZlVU9dmMlInsYHomINOCJodHVFRRPC41aB0Q153J3uHRniGRXVnXYjZWIKmN4JCJSydOCozu63ekVHF0VGl0ZFJWw1z53BEp3TLDDKqR6rEISUQWGRyIiFTwpOHpKaNQ7MBo9KEpV9XW4Oky6uhpphBBp5gAJsApJRAyPRESKeUpwZGgU5ymB0ZnKr9GVQdIdIZJVSOUYIIlqNoZHIiIFPCE4MjQ6VxMCoyPuCJKuDJGsQqrDbqxENRfDIxFRDcPQaF9NDovOuDpI1pQQySokEZkRwyMRkUxmrToyNNrH0CidK4NkRP28GtOV1ewBEmAVkqimYHgkIpLBjMHRXYuWax0ctQyNRgiMkSFlsrZPzfHSqSXKVHwP9QyRrEKaB6uQRDUDwyMRkURmC44MjbZcuu6izGCo1THdETBdUY2sSSHS7AESYBWSyJMZ62NMEyoqKsKiRYswePBgxMXFISAgANHR0ejZsydmz56NjIwMzc95/PhxfPjhhxg9ejRat26NOnXqwNfXFxEREbjlllswY8YMHDhwQPLxtm7dCovFIuvrb3/7m+avi8jIzBQcMxrWclsXVS2DY0T9PE2CY2R0nm7BMTKkzO6Xu7i7PXp+rwHtfiak0GvtUTHu+tBHS2b6e0lE8rDyqMKJEydw//33VwtqKSkpSElJwc6dO/HOO+9g/vz5GDx4sOrzbdiwAY8//jiOHj1q9/nMzExkZmbijz/+wIcffoh7770Xc+fORVhYmOpzE5HxsdJoS48Q485gqEbVdutdodS7S6urKpHuqkJ6SjdWgFVIIk/D8KhQUlISEhIScOXKFQCAxWJBnz59EB8fj7S0NGzcuBH5+flIS0vD8OHDsXbtWiQkJKg65x9//GETHC0WC9q3b4/mzZujbt26SE9Px/bt25Geng4A+Pbbb3Hs2DH8+uuvCA8Pl3SOBg0aYMSIEaLb9ezZU9mLIDIho3+K7s5KhdGCo9aB0axhUYyrwqQrQqSrurKyG6syDJFEnoXhUaFx48ZZg2NcXBxWrlyJ9u3bW5/PyMjAmDFjsGnTJhQXF2P06NE4e/YsQkNDVZ+7Y8eOeOihh3DfffdVC4VFRUX473//ixdeeAGlpaU4evQopk2bhmXLlkk6drNmzfDRRx+pbiMRuQarjeW0DI2eGhidqfya9QiSeobImlCFNHuABBgiiTwFxzwqsGbNGmzbtg0A4Ofnh59//tkmOAJAREQEfvrpJzRp0gQAcPXqVbz99tuqztu8eXP88MMPOHDgAKZNm2a3mujn54dnn30W77zzjvWx5cuX48SJE6rOTVRTGbXqyHGN5bQaY2eE8YpGoef3Qs8xka4aD6n174AU7vp918PocUsN+3eViMQxPCowZ84c6+2JEyeiXbt2drcLDg7Gq6++ar3/6aefoqSkRPF5R44cieHDh0va9tFHH0WDBg2s99esWaP4vERkLJ5QbTRCaHRHYGwYLMj+cieGSMfcMaGOpwRIgCGSyKwYHmXKycnBpk2brPcnT57sdPtRo0ahVq3yP/ZXr161Viz15u3tjW7dulnvX7hwwSXnJfIkRryw8ZRqo1JqQ4eegVGvIGiEgKnX903vEKk3d1UhPQlDJJG5cMyjTDt27EBhYfl4h+DgYHTp0sXp9v7+/ujevTs2bNgAANi8eTMGDBigezuB8gl1KpSWlrrknESkD3eFRi25c1yj1qHH3RXBquy153Kuxc6W6lV8L7UcG6nXmEhXjod05VhIT5iNtSqOiSQyB4ZHmY4fP2693a5dO/j4iH8LO3fubA2PlffX2+HDh623Y2NjJe2Tn5+PlStX4tChQ7h27RpCQkIQFRWFHj16oEOHDvDyYrGaagYjfRJe04OjEUKj0cKiFFXbrHWYZIi05Y4ZWT1lMp3KKv/tZZAkMh6GR5lOnjxpvR0XFydpn0aNGllvu2rimh07duD06dPW+7fddpuk/fbs2YO7777b7nONGzfG008/jalTp9pUNZVISkpy+nxycrKq4xN5ClcHR4bGcmYMi2IqvyYtg6ReIVKvmVn1DpCAa2dk9cQAWYFBksh4GB5lyszMtN6OjIyUtE9UVJT19tWrVzVvU1VlZWV4/PHHrfe7deuGW265RfVxz58/j0ceeQQrV67E8uXLERISovhYUiuhRDVZTQ2OSkMjA6N0egRJrUMkq5DSeXKArMBurUTGwPAoU05OjvV2YGCgpH0qb1d5f73MmjULe/bsAQB4eXlh9uzZovtERkZizJgxuP3229G2bVvUr18fQHmFcMuWLXj//fdx7NgxAMDatWsxZswYrFy5kt1YySMZocuqK4OjUUIjoCw4qgmNrgyMUdLeMgAAKfn6taMqrYOkmUKkJ1UhPXEcpD2sRhK5F8OjTAUFBdbbfn5+kvbx9//rwiw/X98rgp9//hmvvPKK9f5TTz2FXr16Od3nlltuwaVLl+y+nvj4eMTHx2PSpEmYPn06Pv/8cwDA6tWrsWTJEowfP15ROxMTE50+n5ycjK5duyo6NpHZ1cTg6Opqo9ahUU4w1Op4egRMLYOkGUIkq5DmVvWDPoZJIv0xPMoUEBBgvV1UVCRpn4rZWQHp1Uol9u7di7Fjx0IQyt/8ExISMGvWLNH9pHQ/9fX1xdy5c3Hq1Cn8+uuvAIC33npLcXiMiYlRtB+RpzNrcDRDtVGrwKh1UFTKXju0DJQV3y8jhkizdWV1RxWypgTIyliVJNIfw6NMlYOW1Cpi5e3UjBN05tixY7jzzjuRm5sLAOjSpQt+/PFH+Pr6anYOLy8vzJw5EwkJCQCAo0ePIjExkeMXyaMYocuqKxghOJolNBolLEpRta1ahEkjhkgzd2VlgHQNBkkifTA8yhQeHm69nZqaKmmflJQU6+2wsDDN23T+/HkMHDjQOplP69atsXbtWl2Cau/eveHr64vi4mIA5UuPMDwSacMVVUezdlN1ZWg0U1gUU/m1qA2SWobImtyVlQHS9RgkibTD8ChTixYtrLcvXrwoaZ9Lly5Zb7ds2VLT9ly+fBkJCQm4cuUKAKBp06bYsGGDTcjVkq+vLyIiIqxLaVSefZaIlDNbcDRytVFJaNQrMIb6lyja73qh9m/PWgVJLUKkWbqyekI31poykY5UDJJE6jA8ytSqVSvr7cOHD6OkpAQ+Ps6/jfv377e7v1ppaWlISEjA+fPnAZSPI9y4cSMaNGig2TnsqegaCwDBwcG6nouItGHG4GiG0Kg0HKo9rtpwqUWQNFqIZBXSOVYhq2OQJJKP6yzI1LNnT+vsqbm5udi3b5/T7QsLC7Fr1y7r/QEDBmjSjszMTNx22204efIkAKB+/frYuHEjbrrpJk2O78j58+dx48YN6/3o6Ghdz0fkSu4a76h31dHTg2PDYEFWcIwK/OtLjlD/kmpf7qJlO5R8LyqT+/23R+0anTbHUjhzrzNqJoQSo3VXcmdcvXasmYwet7TGjHknUoPhUaaQkBDrhDEAsGDBAqfbr1ixAtnZ5Z/01a1bF3369FHdhhs3buCOO+7A4cOHrcfdsGGDTZdavcybN896u3bt2ujUqZPu5yTyZAyOVbYNKZMcJJSGRqmMEhSl0KKtSkN1BbUhUs7/veixovM0D5ER9fN0C5F50f4uC5EMkM4xRBI5x/CowLRp06y358+fj6NHj9rdLi8vDzNnzrTenzp1qmgXVzF5eXkYMmSIteJZq1YtrFu3Du3bt1d8vLIyaW/Wu3btwuzZs63377vvPtWvh4j04+7gKPcCXm61USo5gUjrsBgeUCr5S0taBUklakKI1IsrAyRDpHMMkUT2MTwqMGTIEPTu3RtA+VqPQ4cOtVYBK2RmZmL48OE4c+YMgPJZVp955hm7x7tw4QIsFov1a+vWrXa3KywsxPDhw7F9+3YA5WtGrlq1Cl27dlX8Wvbs2YM2bdpg7ty5SE9Pd3jejz/+GLfddhsKCgoAlFcdKwdjIpJPz4s3rS5ClVZb9OqmKieYSA1AaoKWloFQr3Cp5vWpDZFqGLkrq95VSFdhgBTHEElki2Ujhb7++mt07doVycnJuHDhAjp27Ii+ffuiSZMmSE9Px8aNG5GXV/7G4uPjg+XLlyM0NFTVOV988UVs2LDBer9Vq1ZYvnw5li9fLrpvs2bNMGPGDLvPnThxAo888gimT5+O5s2bo3Xr1qhbty4A4MqVK9i5cyeuX79u3d7f3x8rVqxATEyMqtdDRPrQMjgq4e5qo5wqoxxaVwflsnf+zAJvWceo/JrlTLpT8T2VO7mO2kl1zDChjh6T6bh6NlZOpCOuIkByYh2q6RgeFYqJicHmzZsxduxYHDx4EGVlZdiyZQu2bNlis129evUwf/58m3GSSqWlpdnc379/v81Mrs707dvXYXisUFZWhhMnTuDEiRMOt+nUqRMWLFiguJssEenLE4OjO0OjuwOjmKrtkxMmK74PZgmRRl3WQ88ZWV01GyuX85COIZJqOoZHFVq2bIndu3dj6dKl+Oabb3D06FGkpqYiNDQUTZo0wYgRIzBlyhRERES4u6kO9e7dG/v27cOOHTuwY8cOnDp1ChkZGcjMzERxcTHq1KmDuLg4dO/eHSNGjNBstliims7I3cU8NThKCY1GD4tiKrdfapBUGiKVLPHRMFhgFVImLudhTAyRVFNZBEFQNyiBSAdJSUmIjY0FACQmJrKLLLmEK8e16BEetag6mi04GjE0RgYWK943Nd9Xs3ZUJqciKXcNSaXrRKpZH1KrKiSgbYCsoEeIdFWABFiBlIsBkuQw+zUuK49ERGBwBIwTHF0VGtUERjUBUelx1QTLitcqJUTKrUSq6crKKqR0HAdpXKxCUk3C2VaJiMijgqPYzKJKZi+NDCy2+XIHLdogZ/ZWuTO0KpmVVYtlPbSi9bIees3IyuU8jIuzslJNwPBIRGRyrpzavzKpF9pS1+3TKjg6Ijc0ujssilEbJvUIkUqX9jDKupCAPst6aI3LeRgXAyR5OnZbJSIyMXd1V5UTHKUQCw9qQ6NURg2KUlRuu5wurlK7tMrpzqpkQh1PXtZDr26srpxIB+BYSKnYjZU8GSuPREQuZLRP8RkcjV9hVELJa5JTiZTCHVVIQPuurFrRoxtrXrQ/q5AGxiokeSJWHomITErtRaPZg6MWoVFLdfwiNTlOVlGqJsepUPE6pVYjpVQi5VYhAXmVSFYh5eFyHsY1etxSViDJo7DySERUA7k7OEqZKEVJcJRSPVNbZazjF2n3Syt6HV+PSqTc8ZByeXIVUmuurkCyCikdK5DkSRgeiYhMyNWT5GgdHMUoDY7OqAmNeoRENW1Q0w4lIVKM3gHSKBPqaDkjq17dWF2JAVI6BkjyFAyPREQuYpQLLbkXrK4Mjs7GyTmrckkJjnIZITA6o7Z9ckKkllVIjoW05QnjII3yt83oGCDJEzA8EhGZjJoLQ72CoxTu6KYqt8pm9MDoiJp26xEipXBXgDRqFVJrrEIaEwMkmR3DIxFRDaFncBS7INcrODptk4LQ6AlcFSKd0bMKqbYbK2DMKqSndGNliBTHAElmxvBIRGQirr4YlELthbjWwVFOCPKk0FiV0mqk1O8fq5CVjmXgKqSru7ECDJFEnozhkYioBjDqOEc9gqMUnhwa7dE7RDrDKqR8ntCNFWBXVmdYfSSzYngkInIBLS6iXHXxZ9Tg6KzSJTXo1LTQWJXSECmGVchKx2I3VhusQjrGAElmxPBIROTh5FyAGjk4OmyLjGqjXoKKLZp9uYLcEKllFVIKdyzpAWhXhTR6N1Z3YIC0jwGSzIbhkYjIg+nR/c1swVHraqPegc+VgVJJiBQjVoU0w5IeRqxCaskd4yABViGJPAHDIxGRCbjiQk+rC12jBUctuLoy6OrzswpZndGqkJ4yDhJgFbIqVh/JTBgeiYg8lDu6qyq9YNc6OGpRbXR3YHREr3bpVYV0hlVIeTxlHCTAKiSRWTE8EhGRJHqt5SgnOEqpemkVGs1AjyApJ0RK+f8wwmQ6RqpCasFTAiTAKmQFVh/JLBgeiYh0pvbiSMmFndZVR73WcpQbHMWoCY5mCo326BEipXJ1N1YzVyGN2o3VXeMgAVYhicyE4ZGIqAZz5zhHLYOjmm6qZg+NVWlZjXR1FVJqN1aAVUjAs8ZBAgyRrD6SGTA8EhF5GK0vKNV0V3VVcFTC00KjPVqGSKmMPpkOYKwqpFqeNA6yQk0OkERGx/BIRGRgel7EadFd1czBsSbRIkTqUYV0xhWT6RihCslurPbV1Cokq49kdD7ubgARkbt50pu1lheQnhgc9Q6NQspJxftaolpo2BL7gootyPNVF5jq+EUiqyhV0raRgcVIzfd1+HzF/31mgbfDbUL9S3C9UPxyJSoQSMmX1CwbDYMFXM5V/nNR8XuSmqPu8/jI6DykJgepOkZE/TxkpKk7RlV50f4ISi7U9JhyZDSshYjL2W47PxHZYuWRiKgG0mqsoxyeFhyFlJPVvox0PEfcUYUUY4TJdIxShVTL08ZBAjWvG6snfaBJnoeVRyIiHam56JF7wSb1otFd3VWlMnJw1CvQST2fltXJiu+Jmkqk1Cpkxf+pmipkRYD09Cpkxe+nmipkxd8CLauQRqhAAmAVksjNWHkkIiIb7u6u6ozc4KhFlU3vSqC726L2e8QqZHWeWoV09zhIoOZVIYmMhuGRiKgGUXtB6s5xjkqCoxpGCYyO6BEi1XB1gKwJM7IaMUAC7MbqCuy6SkbF8EhEZEB6dVkVo/Ri15OCo9FDY1VaViO1qEJKocWakEDNqEIyQNpXU2djJXI3hkciqtH0/HTXaBc2elYd7TFbcDRbaLRHyxCplDu6sZqhCqlqfw2W89ArQBohRBKR6zA8EhGZnCuqjnK7q5oxOHoSLUIkq5C21FYhjdCNNaJ+nsdWIT0Ru66SETE8EhEZjB4XYmIXnVp3V61K7+CoNOh4QrXRGa1CpFJGnUwHMHcVUi0GSCJSiuGRiMjE9LgIrMrRxbKccY72aBkclfDk0FiVmaqQYrTuxuquKqQaDJD2eWKAZPWRjIbrPBJRjVVTxjuqqTrqNc7RncFRr9AonL6oyXEszeI0OU5VFa9bzVqRQcUWxetCunJNSKD8Z1HKmpCAe9aFVLsmZGR0nqq1IIHyAKnlWpDAXwHSXWtCcj1IIn2x8khEZCByPrmXUjnQokJhj5pxjp4UHIXTF61fehxTy+Naj6+yK6uaKqTRJ9NRWoVUQ00V0qgT6QCsQhJ5KoZHIqIaTEnVUe04R0fMEhz1DHauPJ+7x0JK4erJdICa2Y2VE+kYG7uukpEwPBJRjVQTuqy6s7uqkglypJIbWrSYNMbVgdFV7dCiCqmUnA8LasKSHu4OkADHQRKROIZHIiKD0LrLqh6kdle1R4vuqkqCoxpGCIyOGCVEmqkbK2DsJT3ULudh5ADpzhDJAEmkHYZHIqpxakIXID2qju4e5+jK4Gjk0FiV1iFSKXZjteWuKqRRAyTg3iqk2QNkTXjfInNgeCQi0pDSCxSjVB3VTv7hKcHRjLQKkTWlCmn0yXQYILVn9gBJZAQMj0RUo9SET2/VVB0dkVJ11GuCHFcFRzNVG53RMkQqZaQ1Id1dhVTbjVUpzsRqHwMkkToMj0REGvHUqqMe4xzlTJYih5rg6Gm0CJFmCJCePpmOuyfS8cSZWM0aIGvCh59kfAyPRFRj1IQ3Xj2qjlLI6a6q15IcSoKOp1QbnVH7GmtKN1bANZPpKMGJdLRn1gBJ5G4Mj0REGnDFhYjaize9JsmRO85RKlcER70UH06W/aW3mlCFFGOUbqxKeWKABNxXhTRjgKwJH4KSsfm4uwFERK5g1DdcLS+alF4c6tFd1RE9xjkaIThqEf7sHcO3XbTq41ZW8botzeKU7f//32tLVAvZ+wYVW5Dnqyw41fGLRFZRquh2FQEyNd/X6XbhAaXILPB2+HzFz/n1QvHLpKhAICVfdDMbDYMFXM5VFqgjQ8qQmqPss//I6DykJgcp2rdCRP08ZKSpO4Y9edH+CEou1Py4YjIa1kLE5WyXn5fIrFh5JCKPp3dwNHvVUQ09uqvqGRy17KbqiqqhXudwVxWS3Vj/4s6JdNRiBdK9jPphKNUMDI9ERG5i9qqjGYOjWq7sZqr3ubUYC6kUu7H+hQHSFgMkkbExPBKRR2PVUf5FprvGORo5OLorMDqidYhUvK/KyXSU8rTZWM28lIcnzcRqpgDJ6iO5C8MjEXksI7+5GrnqqDUpF/pGDY5GC41VadU+d1UhPbkbq1xmXcoD0G8mVncwU4AkcgeGRyIihVh1rHQeF63n6OrgaBZahkjF+7Ibqw0GSPXctZSHWQKkkT8gJc/F8EhEHsnIb6pmqjoaaZyjq4Kj0auNzmjRdjVVyJrUjVUKpRPpKOGpa0EC7qlCMkAS2cfwSEQexxVvpmauOsqZJEdvRgyOnsCsVUhXBEhAm26sek6kw5lYq2OAJDIGhkci8ihGD46uqjqaobuqkYKjmauNjmhVhVS8bw0YB+mpE+moxQDpWqw+kisxPBIRuYicCx+9Lr6Udle1x5OCoydTGyLVdmNVykjjIMUwQFbHAOlaDJDkKj7ubgARkVaMXnXUkt5Vx6qkXEAD2k6QY/bgmH0kV9b2tdoG69SScsWHk+HbLlrx/sLpi7A0i5O/3///P1qiWsjeN6jYgjxfZeGpjl8ksopSRberCJCp+b4Ot6n4+c8s8Ha4Tah/Ca4Xil9WRQUCKfmim9loGCzgcq78MB0ZUobUHGV1gsjoPKQmBynat0JE/TxkpKk7hj150f4ISi7U/LjOZDSshYjL2S49J5ERsfJIRB7B6MHRzFVHrdd0VFNRckRucNSjm2r2kVybL1fvL4UWVUjF+3IcpFVNq0B6ykysRvnw0BFWH8kVGB6JyPRq2humq6uO1c5hsO6qSoKjVvQMe3oe22zdWNWOg5SKAdLOvhoESMBzurEyQFJNx/BIRKbmqjdKVh2dq2nBUc/qoLPzaXlOd1Uh3TEO0h0T6UhhpgDJcZB/MXqAJNITwyMRkQijzK4KKKs6Sl2aQ+/uqlIYPTi6OjS6og3uCpBG7sbKAOlgfwZIq4yGtQwbIll9JD0xPBKRaXnaG6TYRZVW3ccAY3ZXNXJwNEJorErLNnEcZHUMkA72Z4C0wQBJNQ3DIxGZErur2pJbdazKCN1VpXJlcDRiaKxKqzaq6cbqrnGQSjFAGiNAciIdfTFAkh4YHonIdMwQHLVm1KqjVqQGCFcHRzPRMkQqxQBpHwOkY55ShTTS+0VlDJCkNYZHIiIdsOpYTsvuqq4KjmaoNjpTEwOk3jOxMkA62J8B0oZRAySRlhgeichUzFB1NMIkOY6IXZhqOUmOWYOjJ9AiANeUiXQYIBkgtWTEAMnqI2mJ4ZGITMMMwVEuoy3NUZWaSXLcRUnoMXu10REtAqSacZBKMUC6PkB6+lIergyRRpyJlQGStMLwqFJRUREWLVqEwYMHIy4uDgEBAYiOjkbPnj0xe/ZsZGRkaH7O48eP48MPP8To0aPRunVr1KlTB76+voiIiMAtt9yCGTNm4MCBA4qOLQgCfvjhB4waNQpNmzZFYGAg6tWrh1tuuQWvvPIKLl26pPGrIZLGLMFR6+6q7q462mPk7qpKg6Mnc2cV0kwT6dT0AAkYowqp10Q6AKuQDJCkBYsgCMr/ytRwJ06cwP333+80qNWvXx/z58/H4MGDVZ9vw4YNePzxx3H06FFJ2997772YO3cuwsLCJG1/5coVjB8/Hps3b3a4TUhICP73v/9h0qRJko6pVFJSEmJjYwEAiYmJiImJ0fV8ZHxmCI9yL0z0Co/2Lh7tXYSKjXVUWnVkcDSuWm2DVe3v2y5a8b6WZnHK9otqoWi/PF9llzdZRamStkvN9xXdJrPA2+nz1wt9JJ0rJV/SZjYu5yqfTCg1R11tITU5SNX+FTLStDlOVUHJhboc15GIy9kuPZ+Y5UvGuLsJNZrZr3EZHhVKSkpCt27dcOXKFQCAxWJBnz59EB8fj7S0NGzcuBH5+eV/7X19fbF27VokJCSoOuebb76J5557znrfYrGgffv2aN68OerWrYv09HRs374d6enp1m3atGmDX3/9FeHh4U6PfePGDdx66604cuSI9bGuXbuiTZs2yMrKwubNm3H9+nXrcwsXLsSECRNUvR5nzP6LRdoyQ3AEjFF1dFR1qBoepUySYy88alF1rAnBMfWsgpLR/4tsqiApyKQmRDJA/oUB0sn+Bg+QgGtDJAMkVTD7NS67rSo0btw4a3CMi4vDwYMHsXXrVnzxxRdYuXIlLl26ZA2LxcXFGD16tE34UqNjx46YM2cO0tPTcfDgQSxfvhyffvopVqxYgaSkJLzxxhvw9i5/szp69CimTZsmesx//OMf1uAYFhaGzZs3Y/fu3Zg3bx6+//57JCYm4v7777du/9BDD+HMmTOavB4iZzwxOEph1qU5tFrT0WzBMfVsoM2XVsfSi5rXb7aZWJVgF1ZjdGEFPKcbK7uwkqdg5VGBNWvWYMiQIQAAPz8/7Nu3D+3atau2XW5uLtq3b49z584BAJ577jm8/vrris+7YsUKeHl5Yfjw4aLbvvfee3jiiSes948fP46WLVva3fbIkSPo0KEDysrK3yjWrVuHQYMGVduurKwMvXv3xo4dOwAAY8eOxddff63glYgz+6cypA1Xvrmx6ljlHAqqju7orio3yOgRGl1Fj4qku7qxsgJZnadWIAFWIasyUhWSFUjXM/s1LiuPCsyZM8d6e+LEiXaDIwAEBwfj1Vdftd7/9NNPUVIi7RNGe0aOHCkpOALAo48+igYNGljvr1mzxuG2n3zyiTU4Dhw40G5wBAAvLy+8/fbb1vvLly+36SJLZFasOlY5v8LuqmI8KTjqXRl01TndOZGOov1YgTRdBRIw/nIeQM2tQrICSXIxPMqUk5ODTZs2We9PnjzZ6fajRo1CrVrlfySuXr2Kbdu26dq+Ct7e3ujWrZv1/oULF+xuJwgCVq5cab0v9npuvfVWNGvWDABQWlqKn3/+WX1jiezw1O6qai9+5FYdq1I6SY4Yd3RXlUOr4OiO0Kh3G9TOxsoAWY4BUuQY7MZqw0gBkkgOhkeZduzYgcLC8q4NwcHB6NKli9Pt/f390b17d+t9ZzOZas1i+euNsrTU/hvW6dOnkZSUZL3fr18/0eNW3saVr4dqDk/9JFRtd1W5lFxg2uPKqqNUcgKLFsHRCKGxKj1CpFIMkOWUfvhSmZEDpFHGQQKesSakUQKkp77nkj4YHmU6fvy49Xa7du3g4yM+RqFz585299fb4cOHrbcr+lZXVbk9UVFRiI4WH7/irtdDpDWjdVcVw6pjOVcGRyOGxqoYIOXRO0CKkbqeqhSuDpCANhPpsAr5l4yGtQwRIhkgSSqGR5lOnvzrzSouTtqA/0aNGllvnzhxQvM22bNjxw6cPn3aev+2226zu51ZXg/VHDW5u6oZq45aTZKj1zhHNYweGivTMuTWhACpJ1d2XwXMGSABViGrYoAks2B4lCkzM9N6OzJS2qeQUVFR1ttXr17VvE1VlZWV4fHHH7fe79atG2655Ra726p9PXl5edZuvHIkJSU5/UpOdt0FIpEZGLXqKEbLi3tXTpBjpuBYGQOkNEbovmqEAOkp4yABz5hMhwGSzIDhUaacnBzr7cBAaX+tK29XeX+9zJo1C3v27AFQPkPq7NmzHW6r9vVUPYZUsbGxTr+6du0q+5hkfqw6asNIVUcp9JgkR2n4MUM3VTFavQYGSPs8KUACxphIxyzdWF0RIhkgyegYHmUqKCiw3vbz85O0j7//X39s8vO1X6ersp9//hmvvPKK9f5TTz2FXr16Odxe7esB9H9NVDOYJTi6g95VR724q7uqmuDoSbQKkEq/nwyQrp1AB3BfgDRiFdLMYyGN8D7FAEmOMDzKFBAQYL1dVFQkaZ/K3TqlVveU2Lt3L8aOHQtBKH8TSEhIwKxZs5zuo/b1AMpeU2JiotOvisopkdEYveqohJJ1HbWqOkrB4Kicu7uxenKA1IqUD3OMHiAB41UhAXOPhTTCRDoMkGQPw6NMISEh1ttSK26Vt6u8v5aOHTuGO++8E7m55W/wXbp0wY8//ghfX1+n+6l9PVWPIVVMTIzTLymzvpLnYNXRMbkXZGIXjmasOkrF4Gifu7uxemqAdGX3VaDmBEiAVcjK3P2+xQBJVRkqPH755ZfYvXu3S8YFKhUeHm69nZqaKmmflJQU6+2wsDDN23T+/HkMHDjQOvlN69atsXbtWkmhTu3rCQoKqtaNlUgOM70xGanqqLTLarXze0jVkcFRXE0KkK7i6gDpCloESFYhtcUASUZiqPD40EMPoWfPnqhTpw6aNGlifdxIM2+2aNHCevviRWlvapcuXbLebtmypabtuXz5MhISEnDlyhUAQNOmTbFhwwabUOiM0V4PkV7MtqYjwKqj3sty1KTgWKGmBEgjjn/Ugiuqj4D6AAmwCqk1BkgyCkOFRwAQBAGCINgEmZiYGNSvXx8DBw7Ek08+iUWLFuHPP/9ESYn0P6JaadWqlfX24cOHJbVh//79dvdXKy0tDQkJCTh//jyA8u/Txo0b0aBBA8nHqNyelJQUm6qiI3q9Hqp5PLm7qlmrjq5ghO6qNTE4VmCAdEzPqrqZuq8CxguQZgiRelch3T0OkgGSAMDH3Q2o7NNPP8XRo0etXxUEQUBmZiY2b96MzZs3Wx/39fVFy5Yt0aFDB3Ts2BEdOnRAhw4dJFfdlOjZsyf8/f1RWFiI3Nxc7Nu3D927d3e4fWFhIXbt2mW9P2DAAE3akZmZidtuuw0nT5a/OdavXx8bN27ETTfdJOs4zZo1Q0xMDJKSkgAAW7duxZgxY5zu8+uvv1pva/V6iIzMHVVHuYyyPIdW6zrq2V1V7+B4+riyGaibtXJdoE09G4jIpupmys4+kotabYNl71d8OBm+7eSPaxdOX4SlWZy8fVJOwhLVQnzDSoKKLcjzlRec6vhFIqtIfOhHZGAxUvOdz0UQHlCKzAJvp9uE+pfgeqG0S7ioQCBF4X91RYC8nKs8VFcEyNQc9fWKyOg8pCYHqT5OhYj6echI0+54FfKi/RGULH8NbKkyGtZCxOVs3Y7vzOhxS7F8ifPrRPJsFqFiak4DGzVqFP7880+cPXsWVZtrsVT/gxYdHW0NkhVfLVq0sLutEkOGDMGaNWsAAFOnTsXcuXMdbvvNN9/g/vvvBwDUrVsXaWlp8PFRl9lv3LiBhIQE7Nu3z3rcrVu3on379oqON336dHz88ccAgEGDBmHdunUOt925cyd69uwJoHwNyZSUFNSrV0/ReZ1JSkpCbGwsgPKZWWNiYjQ/B7mXmaqOeox1BJxXHp19Ym+vImAvPFauUNiraOgx3lEsPGq9NIfc8KhXcFQaGB1xVZBUGyABKAqQABQFSACyA6Tc8AhAdnisICVAAhANkABEAyQAyQESUB4gK6gJkBW0CJDWY2kYIgHoEiIB6Boi3RUgATBAqmD2a1xThMcKubm5+PPPP3Ho0CEcPHgQhw4dwpEjR6wzjFZWNSgGBgZqNhHP6tWrMXToUADlayPu378fbdq0qbZdXl4eOnTogDNnzgAAnn32Wbzxxhuqzp2Xl4dBgwZh+/btAIBatWph48aN6Nq1q+JjHj58GB07dkRZWfnF6vr16zFw4MBq25WVlaFv377Wc48ZMwbffPON4vM6Y/ZfLBJnlvCopOqoRZdVuWs7Vg2PYms7uiM4AtqOdTRCcNQ6NNqjd5A0W4CUGx4B1wVII4dHwBgBEjBuiGSAlIcBUhmzX+MabsyjM8HBwejRowf+/ve/Y+7cudi5cydu3LiBEydOYNmyZfj3v/+NwYMHo2HDhtaxkxVfWi5kP2TIEPTu3RtA+dqIQ4cOxeHDh222yczMxPDhw63BMSwsDM8884zd4124cAEWi8X6tXXrVrvbFRYWYvjw4dbwFhgYiFWrVqkKjgDQrl07jBs3znp/7Nix1dqQm5uLiRMnWs/t5+cnuoYkkSNmCY5KaDGORuuJcjyRu4Pj6eP5LgmOrjiXO8d/KhkDaeTxj0ZevgNQ/7dCi3GQgHZjIQFzTKij51hId46D5BjImsnllccDBw6gTZs28PPz0/U8V69etVYnK74OHDig2fGTkpLQtWtX60ywXl5e6Nu3L5o0aYL09HRs3LgReXnlf4B8fHywbt06JCQk2D3WhQsX0LhxY+v9LVu2oF+/ftW2e/rpp/HOO+9Y73fu3Bk9evSQ1N5mzZphxowZDp+/ceMGevbsaTPWtHv37mjdujWysrKwefNmXLt2zfrcggULMHHiREnnVsLsn8qQY658s2HVsZyZuqzqUXXUMhy5KjA6omcVUm0FUmn1ETBuBVLP7qtSqo+AMSuQgOdXIQF9KpGeWIVkBVIes1/jujw8enl5wcfHBy1atECnTp3wxhtvoGHDhq5sgmZOnDiBsWPH4uDBgw63qVevHubPn48hQ4Y43EZqeJw0aRIWLlyoqK19+/Z1WNGscOXKFYwfP95mUqKqQkJC8OGHH2Ly5MmK2iGV2X+xyDEzVR3dMdYRYJdVMe6qOro7OFamV4h0V4D0tPGPru6+CjBA2hzP4F1ZGSBrNrNf47ql22pJSQmOHj2KJUuW4PLly+5ogiZatmyJ3bt3Y+HChbjjjjsQGxsLPz8/1K9fH927d8dbb72FY8eOOQ2ORtKgQQNs3LgR33//PUaOHImbbroJ/v7+CA8PR6dOnTBz5kwcPXpU9+BInstMXVz06mKkNDg6YpYuq+5a11GL4OjKLqpS6dUetd8vVy/hIZdWswGLcXX3VcD1XVgBbbux1qSurHp3Y3UHM72/kzpuqTxaLBYIggCLxYKdO3eqHrNHnsfsn8qQfZ5cdQSM0WUVMO8sq1pXHbUKjkbGCqRxu69qWX0E9Om+CmhTgQRqRhUS0L4SqVcVkhVI4zL7Na6hJswpKSlBWloakpOTkZ3tvtmjiEh7DI6uIVZ9kFLpqMoVazu6qvIkh9GDI6BfVdRMFUglE+jI5e7Jc6SSW30EtOu9YOQqpNaVSC3pVYVkBZL04vbwePLkSTz33HPo1KkTQkJCEB0djZiYGISGhiI8PBy33norXnzxRfz6668oKZH/R5GIyCi07rKqFakXuUppdXHvyqqjGYJjZWZrr7u5qvuqlvTqvgoYL0ACxg6RenVl1Zq7ZmJlgPRsbu22Cvy1HqOjZlRerzEyMhIPP/wwHn74YTRo0ED/xpLbmL2kT7bMVHUEjDdRDmD/okysyypgjMlyXN1ltaYFx8q07sbqyd1XzTh5DqDfBDoVjNaNtYKRu7Nq2ZXVk7qxsgurfWa/xnV7eLQ2xOL4j0zlbS0WC/z9/fH888/jmWeegY+Psj+OZGxm/8UiW2YKj3p2WeV4R/uMNNbRzMExsSQH2wtTEBhmQWFZKQrLylBUVoaislIUCuW3i8vKUCKUoQwCygSgTBD+/7aAMgAWAF4WC7xggZcFeDSuFe7pUtvpeRedSsKlnHyE+Pgg2NcbIb7eCPH1Kf/y8UaDtrVRN9APdYN84estPQAYMUDqGR4BbWdfBRggRY9n0AAJ6BMiGSCNwezXuG5PXmKVR3vbFRQUYObMmVi2bBl+/vlnxMXJHyxPRK5hpuCoJ1d0WTXieEdXjEerzEzBURAEZAvFuFZWiKyyIlwvK8J1oQjXywpxvawIWWVFyBGKkV1WjEY+IXi2dkenx7tSmofl+ecADScxv1FSjNSzgU4rkD+eT8G25KuOD7Lmr5u1/H1QN8gPdQN9UTfID/VC/FA/JAD1a/mjfog/Imv5I6p2ADrH1NXuRWgoqNgiO0DW8YuUFSDFhAeUygqQSkQFahMgKz740ipEVvyd1CpEVvxd1iJEVnyIqFWIzIv21zxAZjSs5fIAOXrcUgZID+O28Fg5DHp7e+POO+/E8OHD0a5dO4SEhKC0tBQXL17EiRMnsGXLFmzbtg05OTk2+x05cgQ9e/bEmjVr0KFDB3e9FCLyEGaeKEcpvcc7moUewTGvrASpZflIK81HZlkBMsoKkFlWiMzSAmT+/+1iSPvQwL9UPCwEWrQPFF5OegVVKCyV/sFHdmEJsgtLcOma423qBfsh8ZUhKD6c7LD6WFxSioysAkSFBdn0XBJOX5RVfRRSTirqvqqXyMBiSdVHqQEy1L9EcfVRqwAJMEQqVfGepGWIZIAktdxaeRQEAXFxcfjuu+9w8803V3u+bdu2GDJkCP71r38hPz8f3377Ld5//30cPHjQ+maRnJyMQYMGYf/+/RwHSWQwrDrqxyzrO4rRusuqEnoEx6ev78LpkhuaHS9HEK8aB1i0f0v3/v/3WmfVRznhUYr6tQJEtzmZdB0dpi5DgJ83boqshcbRtdE4sjYaR9VGsy65aN44Ak1iw+Dnp/33xAjVRzmMEiCB8hCpZVdWo4dIo1YhGSBJDbeFR0EQ4OPjg++//x6dO3cW3T4wMBATJkzA+PHj8eWXX+KJJ55Abm4uLBYL0tLSMHr0aPz666/w9ta3KwcReSa9FmxWS8vZCz2dFus62lMslOFKaS4ulebgSmkeuvvVR5yP8w8sgi3SJj+RKqdMPDzqUXmsfJnvKEAWlWkdHv/6XXRUfTyXXB7MC4pKcSLxOk4kXv/ryc93AAC8vb3QOKYuWjSph2aNI9CiST20jo9Em+aRCAv966Le06uPgPECJKDteEijhkitq5AMkGQEbu222r9/f0nBsep+f/vb39CjRw8MHjwYSUlJAICdO3di3rx5eOihh/RoLhHJVBOqjq6YZVUpqdP613SVq45lgoCUsjxcKsnBpdIc679XSvNQir9CfB2Ln2h4rO8dCGi3fB8KUIpioQy+FscXx4GVKo8+sMDX4gVfeCHQ1xt+Xt7w9/KCn5cXvK0T4ljg/f//elkACywQYDuJTl1f8Q9VNK88hoif80KKeFW3tLQMZy5m4szFTGCL7XMNImujbfNItGkehbbNI9GuhxfatmmEwEBpHyKZrfoIqA+QQM0MkUaqQuoRIAHXTqTDAGl+bu222qtXL8X7tmnTBmvXrkWvXr2QlZUFQRDw+uuvY/LkyZyBlYhkMWrVUQ4la7up5YrJcvRanqO4rAxn87KxpSAd50tu4FxJNi6UZqNAEA/dl0vF2xTlpa4K6g8vhHr5o5aXL2pZfBHi5YsSkfAY5uWPxWH9EWDxhnel7bRcvsNe9XHHiFuRX1KKnOJS5JSUILe4FDnFJeX3i0twvagY1wvL/80JFHAtvwhX84qRmVuI9JxCXM2zTdmRtWx/H+1VH8+nqLvYvZJ6A1dSb2D9b6f//5HvsOr7FzDkzltUHVcrelQftaB1FRLQvisroG2INFoV0lPGQZJ5uTxlBQYGoqCgAABQr149Vcdq3bo1Xn/9dUybNg0AcOnSJWzcuBF33HGH6nYSkXKsOpKRlAkCzuVl43D2NfyZfR1Hc67hVO4NlChcqUpKeKzvbT+wBVi8EeEVgHCvAIR7+SPcKwBhXv4I9fJDqJc/6nj5IdTLz6aKKJWXxWK3u+zp4/mar/9Y7by+Pgj29UEkxD+Iqbr2Y1FJGdJzC5GWXYi07AI0DBVv6zkJlUe5OnVoIrrN/gNn0aJ5QwQHi4/LtMfM1ccKegVIQPulPYwaIo1ahXRVgGT10dxcHh7r1q2LK1euwGKx4Pr166qPN3XqVMyaNQvJyeWTLvzyyy8Mj0Qkmd5VR7Euq66ixzIdakmZLEet/NISDNj9C7JLtavMXikV/z9t4lMbdwXEIdI7EPW9A1HPKwARXgEIsvg4XdfYDMSW7pDLz8cLDesEomEdx6GxavXxwTtaoVPTCJxLuYELKTdwLvkGkq8q/12rHx6CKEsagDCH2xQWFqNH/2dQUlKGtm0aodstzdCxWzN069ESLVo2hJeXtmsQSiW3+qhVgATMFSKNNB5SyyokAyS5msvDY3h4OK5cuQIAOHbsmOrjWSwWDBs2DJ999hkAYMeOHaqPSUTK1YSqo7t5ykyrrhDo7YNwP39k52sXHrPKilAilMHHSRfSaO8gTA4xziQselcf5cg+klut+ijXXT0a464ejW0eyy8swbnkGzh1+TpOJf3/V2Y+Tp3PQMZV59XiTm0aiIb6g4fOo6io/Ofoz8MX8OfhC8D8DQCAsLAQdO/ZCj1ubYVbb22Fjp2bwt9f3aRJUruuAu4JkIA+VUig5oyH1KIKqXU3VgZIEuPy8NipUyccPnwYgiBgzZo1KCoqgp+fn6pjNmvWDED5DK4VFUgiIjFKq45adll1NlkOZ1qtThAEnMrKxfbkq9iechWPtmuMBllRTvdpV6suLuTLX+7DF16I9Q5GI58QNPIOQaxPCGK9g1HPK1DS+ofkWoH+PmhzUxja3PRX9bBizcer1/Nw7HQqjlZ8nUrF4ZMp1lDZsbX4Ul97/jjl8LmrV3OwZtVerFm1FwAQEOCHW7rE49bebdC3fzt0694CAQHl1zru7rqqNb0CJGD8EOmpVUgGSHLG5eGxZ8+e+OqrrwAA165dw3vvvYdnnnlG1TH9/f+6AMzIyFB1LCJSjlVHc6njF+nuJogSBAEXsvOxPeUqtidfxW/JV5FeUGR9vlNEHdwXJB4ef05LcrpNmJc/GnvXQhOf2mjsUwtxPiGI9AqyrnNItrTuuiqFo2U7pAgLDUKvLo3Rq4tttTItIwdHTqWgYVQdAM6X7di997Tdx+0pKCjC9t+OYftvx/DW69/C398X3Xq0QL/+7dGnb1vEd6gtaQ1KM1QfAf26sVaoKSGSAZLMwOXh8a677sKjjz6K4uJiCIKAV155Bb169cKtt96q+JiJiYnW25WDJBGROxllvKPZXMsrwpbT6Vh/MhUbj6YiKbfA4ba7U6/hvsYOnwZQHh4rq+cVgHifOmjq81dYDPXy/PcOT+u6KoVw+qK1+mhP/YgQDIiIl3Ss3XsdVx7FFBYWY9vWI9i29QgAICjYHz16NcOr74xG46b1FR9XLS0DJKBvFRIwR4hkgCRP5/LwGBUVhfvuuw+LFi2CxWJBQUEBhg4diqVLl2LQoEGKjvnTTz/BYrFAEATUr+++P8JEpD+tqo5G6LJK5UrLBPyReA0bTqZhw6lU7Ll4FWUSe+zuSbuOspsEp91IWwbXwcOxzdGuVija1aqLa2fZHZjkW/j5DOzeewp79p3G7r2ncP6C8q6nebmF2LLhKOqG6R+gxegRIIGaGyLVViG16MZqxgDJ6qN5uGVBxNdeew2rVq3C9evXYbFYkJWVhaFDh+LRRx/FzJkzUadOHcnH+uCDD3Dq1ClYLBZYLBa0aGGcCQqIahJXdVklz5CVW4jVB5Ow+lgKNpxIRWZekfhOdlwvKsG5vGzEB9d2uI2vlxcevamV9f41uLa7JWlHTddVtXp2b4me3Vta76elXcfO3SexfedxbNt5DPv/OIuSEvF1Qit06tIYoXWdh0dBEHTtulpB6wAJMERqESLVBkhAm4l0GCCpMrfMKx0bG4sFCxZYp7W2WCwoLS3F+++/jyZNmuCJJ57AgQMHnB4jPz8fM2fOxJNPPmmtOgLAsGHDdG8/EbmHu6uOpN6ijSdx+zMrUf/e+Ri/eC+W7k9UHBwtANqG1cKNEvnLkBA5IqSclLRd/fqhuHtYN7zz+iRs2f4WkjOXYN2mWXjp1ftx2+2dRNeC7Hdba9Fz7Nl5Fr07vYT3XlqOP3aclBVO5Qr1125G4sqiAvWfIbphsKD5BGORIWVOJzSTfBwVwxci6uep7u2i1fudq+Ya4AfRxmcRBIWrJGvg559/xpgxY1BQUD6epaIpFdNl161bF926dUOLFi0QFxcHHx8f3LhxA0eOHMGaNWtw48YNCIJgDY+hoaE4c+YMwsIcr9NE5pCUlITY2FgA5WNaY2Ji3NwicsZsE+W4osuqlAsGsQsTRxdD9i7Eql74hQfYXmTaW+dRbMIcsXUexS6yhdMXqz32j4+24ZOfjzjdz5mWocG4NSoMvaPD0DMqDHX9fZF6Vt6V6enjNbfyqPWYRzWT5igd86ik8uhs3KPd7R1MmuNInm/139Xi4hL8sfcMtv16GFu3HMauHSdQWPjX7+HPW57GzV2bOD3uay+swMfvrbfer1M3GL1v74CEoTejR/828A+wX5FUUn0EoHn1sSo9q5CVab1OJKDNmEg14yHVjoXUqhurq8ZAenIF0uzXuG7ptlph2LBh2Lp1KyZNmoTjx49bQ2NFiLx69SrWrVuHdevWVdu3ctCsCJCvv/46gyORh3J3cCRtDO12k6zw2DA4AP0bhKPP/4fFyCB1/381OTgCxpo0x9P5+vqge8+W6N6zJZ5+7l4UFBRhz+5T2Lr5T+zedRJ9e3RFTqnzGeI3rP3T5n7WtVysWrYDq5btQFCwP3rd1h4Jw25Gr9vaISjEeaVTCj26r1bmiq6sgHG7s6qZUEeLbqxm6sJKxuXW8AgAXbp0waFDh/DOO+9g9uzZuHbtGgDYLNZrrzhaNWg+8cQT+Pvf/+6CFhMR6c8VazxmFaVqslxHWVkZdu6/hGNnUvHQmG5Ot+3XoQGCA3yQW2C/i1yAjxd6N43AwBaRuNWrFprVCRZdvJ3IDAIC/NCnb1v06dv2rwed9EK9cC4dp0+kOHw+L7cQ63/ai/U/7YV/gC969G+DgXd1Qb87OyI8JEBx9VHvAAm4PkQC2gXJyJAy1QESUFaFVDuZjpkCJMc/GpfbwyMA+Pj44LnnnsPjjz+Or7/+GvPmzcOePXtQUmJ7cVE5MFaExtjYWMyaNQsTJkxwebuJyDVdVo1QdeQsq7YEQcCBo5ex9OdDWLbqEC5duY4Afx+MHdYRIcGOv88Bfj4YeHMsfvz9vPWxxuHBGNwqCne0ikSvJhEI9P3rojf7SK6ur4NIC0HFFrtdV9XYsOZP8Y3+X2FBMbauPYitaw8iINAPfW7vgFuHdUeX/u3h5y9tsp3KXBEgAdeFSEDbaqSZq5AMkKSWIcJjhYCAAEyZMgVTpkxBTk4Ofv31V+zatQtnz57FuXPnkJWVBX9/f4SEhKBTp07o06cPhg8fDl9f+X8YiYj04inrO+b5CtXGPZ46fRnfLP8NS7/bjhMnk2yeKygswdpfT+Lewe2dHvfuHo2Rdi0fd94UhqGto9Eyshariy7CLqvm0bJNQwy752Zs3XAU2Tccr3VaVUF+kbUiGVw7EL3uvAX97+qGTre2greP9GqkqwIkUHNDpNoqZE0IkGQ8bp0wh8gRsw8mrkn0rjxqOcObqyqPUsOjswlznHVb1WrCHEDapDlXr2Zj6be/YeGSLdiz77TT7e8b2h7ffDgOgP0JcyorPpzs9HlAWuVRzoQ5NX3Mo5bhUc1kOYBnTZgD2J80R0xWkfhakUVFJdj9+xn8uPIwtqw+gJTLV2WfBwDC6tfBP159AH2GdpG1n6sCZFVmnFxHTSVSaRVSzThIs0yi42nVR7Nf47plqQ4i8gxmmlKbXVblKS4uwZpVezHq/rcQ3WQypj/+mWhwBIDVW06g4P9nlBS7YHfHen2svJEUUpfrcAU/Px/07t8S7753L9YcfBuL1j+PSf+8A7GN68s6ztW0LNStL30d7Qp6LeEhxhVLfADaLvOhZmmPyOg8Rb1W1CznYZYJ5Mx0rVETGKrbKhFRTaHF+mF6OHrkIr5asAnLvtmG9LQs2fv7eHvj+Jk0dGrTUIfWEXmWOn6RkqqPFSwWC9p2boK2nZvg0ZmjcOpoEjav+gMbVu7D+VPOK/kN4uqjbZdmitrpyi6sVZlthlYturK6shtrRYBUU4Vk99WaheGRiAzLjBPlGHW8Y2q+r8Ouq7m5Bfj+29+x4MsN2L1LfsUlKNAXdyW0xpi7OmJQ7+bw9+dbC5HeLBYLWrSNRYu2sfj7M3fj9LEkrFuxB+tW7EZyYma17W+/91bRscVFBUXISL2OBnHyqpquULkKqWeQNEKIdHWABNSPg9Q7QHLyHOPgOzwRUQ327jsrMPvN73HjhrzQ6+vrgzsGdsKY2+MxLKGV0xlW9RbZNF/WuMeayhPGO7qKkjGP7mSxWNC8TSyat4nFP18YiT/3ncW6FXvwy497cS39BgDgtnt6ih5n2+p9eHPGZ+jcuw0G398Xtw7qDF+/8ktFd1Yfq3JFNVLLEKk0QALyx0IyQJLejPFXgIhMxyxjEMwypsNdAgP8ZAXHHt1aYML9/TH6nlsRFlZL97FhtdoGc7kOsnLHOFmzsVgs6NAlHh26xONfs+7Dpk2ncPLQOUTF1hPdd/XXWwEA+387iv2/HUVoeC0MGt0bwyb0R1RsPUMFSMA11UgtQqSrq5CeHCDJ/ThhDhEZkpazrJJjg+9tDX+RdeBiYyLw/NP34uShOdix5S38/aE7EBZW/v8jVqHhpDnkbnJnWvUkPj7euKVvW4x79C7RbS+duYLDu0/ZPHY9MxvLPlmD8T2fxotTPsAf246gtm+R2ybRcUbvCXa0mFgnMqRM0Xh3pRPpuIue799m+eDakxnn4yMiIoMx+yyrgiCIjnGqGxaMEff0xNKvf7V5PDDQDyPu6YlxE/rjjp7t4OXFzxrNjF1WSczab7Y5fE4QBOxcfwA71x9AbNMo3DUhAQPvvRUl/rVd2EJp9K5GalWJlFuFVNKNteI9TG4VUqt1IMkz8WqAiDyWq7usGmWynPzcAiz9YhNGdH8e50+Lr6U4+W8Drbfbd2iM9/83FWcT5+Hz+TPQr397twdHKWFDbqBh9dF82GVVP6WlZdj84y5J2yaeTcGcl5ZgzC2P46tX5yH5fIrOrVNOz2qk2kqk0auQat8/WX30XKw8EpFsev/hZpdVZTKSr+GH+RuweslW5GSVXywsn7cFz7xxv9P9bu3VGk89ew/uurs7Ot3cVLRaqTXfdtEoPiweckkZVh1JjLe3F+b+8irWf7sda77+FZfPiy8fUpBXiJULN+Pnr7agx+0dccekIWjVpYXL/35IoWc1Um0lUmkV0hXjIDn+keyxCIKgzcqoRBpKSkpCbGwsACAxMRExMTFubhFVZpbw6MolOgB5nwiLfeLs7BPtqp+knzt6AesXrMaWlXtQWlJq81xwSAB+OTwbwbXKd7K3XEcdv0jR9gYVO78wEps4Rzh90enzYuFR6qQ5cmZdPX1c54XjDMITwqPSqqPS8Y5KZlvN81V2OSVnncfUfOfjk+3JLPCWtb0gCDi08wRWLd6C39b8Ue1vijNN2zXGsCl3ovudXeHja+z6hF4T7CgNkUom01GynIeSiXTUdmHVK0CadeZVs1/jstsqEXkkT59lVRAEHPj1EF4e9zqevusFbFyx0+5FXm5OAVZ/u9PpseRcvLqLHhWrmtB11ROCo6u5MjgakcViQceerfDCx9Pw9e53MfFfIxAeGSpp37OHz+P9xz/G9H5PYOUXa2Dk+kRFl1atu7Uq7cqqpBtrZHSe7G6s7ujCqhd2X3UPhkciIhMpKy3DjtW78PTdL+A/U97BkV3HRPdZ9uUWQ1/EARzPpgcjBUc1XF11dCWjf3ATHhmK8Y/fjSW7ZuOFT6ahXbfmkvbLTLmK4zsPG7ILqz1ah0g14yFdMQ7S1QGSQ1E8i7H7FBBRjcM3GfuKi4qxd+V2bJi/GukXpU9Q0aFrPMZNvU3SzKtqWKJaOO26amkWJ9p1VQuRTfNldV1t1irQI7uvGq2qapaqI9nn4+uDfsO6ot+wrjh77BJ++HIDNv2wE8VFjpfsuP+fQ22W9DDS+pCOVARIrbq0Kh0PqWRdSLnjIF09BpLjHz2H8X+TiYhczEhLdBTmFWD7t5ux5au1uJ56TdI+Xl4W9Bp8C0Y9NAi9b21s81xqvq/dcY9i8nwF0XGPeqvVNljy2Ec5PDVAasWd3VXNMNbRVZSMd9RD09aN8OS7D+LBZ0dh5cLNWPnVZmRdtQ0Fbbo0Q7tutt/LqmtDGjlMaj3BTsNgQdFYSLmT6Rg9QOph9Lilph37aFbG/c0lIjIRrZfpKMwrwG/LNmHj/NXIuXpD0j6BwQG4c2wfjHxwIKJi6/3/o9Imu8gqSpU0cY6etJp1VW71EfCsAOkp3VXNwpPGO8pRt14dTHxyBMZMH4IN3+/Aii9+waUz5b+/Y/8xRHT/On7FSEnMQHSjetbHjBgotapGqqlCGi1AKsXqo2cw3m8pEZFKRh3cL9WBFZuw7bPvkHdNWmgMi6yLIZPvwD0TeiOktmsuAuxxRddVqdVHJQHSExgtOLLq6Pn8A/0w9IF+GHx/H+zZ8id+X7cf3QZ0EN1v18aDeOnBD5EwsifGPToMMU2iqlUnAeMESi1DpNkDpNG6r7L66FrG+I0kIiKrvKxsScExKi4Sdz88FP1G9IKvvy/KL7scj0FS3S4XdF1155qPZq8+etI4x5owgZIrJsuRu0yHGl5eXuie0BHdEzqKbisIAr76748oKxOw4bvfsWnFDpsQWZnRAqUWIVJJFVLuOEgla0HKYbTuq+Q6nG2ViGTh1Nj6u+Xe2xFQ2/GFd8MWjfD4B//ABxvewcAx/eHr73gslL2LR0djp1xxMavFDJhSQ4mSypnRAphUWrfbjOMcAddXHV3VZdUo4x21snPDQZw+/FcvhIoQOaXfc3j78c+RkpjudP9Q/5JqX66mxQytSmZklTMbq5zhFK6cgVWPifF4beI6DI9ERAbjHxKErvcPrvZ4087N8cgnT+HZ7/6DW4d2h7e38f6Ea9H1T0p4YID8C4NjOTN1VzX6Eh16qqg62lNWJmD9t79jUp9nMWfmElzLkNZ1H3BfoFQbIpUs62GkAKkUZ1Y3L+NdeRBRjVUT3kwEQUBpkfhsp7fcezuC6oQAKA+N//zyOTy28EW06d0BFotFs6nk5dKi0mKG9featQo0RYj0pOCohjt+pow+UY4ru6zKcf5EEi6euux0m5LiUvwwbwPG93wKC95ZgZwbykKNK8OkFiFSDqMESCPNMcDqo2swPBIRuciV/Ufw8/QXsX/hd6Lb+ocE4d5/T7CGxhbd2khap1HqWCA9u656QvWxglEDpB7h1t3B0dUT5ADG764KeF6X1SatYvHV9rdx98QE+Po5/3tVkFeIxR+sxPieT+HbT9eiML9I1bldESTVhMiaFiBrwgfGnojhkYhIZ1fPXcIvz76BdU/9Bxknz+LYirXIThdfs7FBv1slh0ZntK5AmLH66EkBUo/2mDU4quGu2VU9baIcJeo1CMM//zMeC7e/hbsmDhANkdnXc/HprGWY1OdZbPjud5SVSQ9NjuhdlVQaIuV2YzVKgKSag+GRiEgneVevY/u7n+Gnqc/i8t4/rY+XFhXj93k/uLFl+jNa9RFQHyDdHSL1aoOZg6M7xjmq+fBEbnD0tKpjVfUbhOPR/0zAwu1vYfD9feElMo47Pfkq3nrsc/xj6Ks4tPOEpm3RK0i6ogqpV4CUwyjVR3Zd1R/DIxGRxkoKCnFw0Qp8N/4xnFqzBUJZ9YuAQz9txdXEFFXncTTu0RVdV41UfXRVgATcEyL1PGdNDI5qGH2cI2D8qqM99RuE44m3J2PeltfRd1hX0e1P/XkB/7r3Tbz04IdIOqfu76g9WgdJNVVIqfQIkGYe/0j6YXgkItKIUFaG07/8iu8mPoH9C75FSYHjNbDKSkuxd+k6l7XNHReUrqo+yqU2MAGuCZF6n6OmBkezdFf19KqjPTFNovDiJ9PwydqXcUvftqLb//7Lfjw44HlcOOl8Ah41tA6RcpktQCrBsY/m4r5VVomIPMiJ3xJx6pu5yDh5TnTbgDq10GHccPQZM8AFLVMmqygVdfwidT+PpVkchNMXnW7j2y4axYeTnW5Tq20wso/kSj5vZNN8pJ5VH8yqhrvTx40/tlKL8FwTgyOrjq7TrN1NeHPJkzi44zi+fPM7HN9/1uG2bbs0Q1zzBrq3qXKAlNq7w56KAClnxuyKAHk5V3z8e2RIGVJz3Fcbyov2R1Cy4w9OXWH0uKVYvmSMW9vgySyCIBj/ryHVOElJSYiNjQUAJCYmIiYmxs0tosr0GlOg1aeParvOyPmktTDrOk4sXYik3zaLbuvt64s2o+5E+zF3wy8kSPKnxGKfPDv6NNvep+XhAaXVHosMtL90iJTwGFQsfjEjpJx0/rxIeAQgGh4ryAmQADQJkGbC4KiM2uDoiqqjpwTHqgRBwG+r9+HzN5Yj+WK6zXMWiwUfr3kJzdrd5Ja2qQmRgLwAWUFKgAQgOUCmJgdJ2i4jTdp2ABSHx4jL2Yr2s8fI4dHs17jstkpEpEBZSQnOrf0JW598RFJwbJJwK+5Z+C5u+dtY+IVIfxOuCaQEAqmBQ26w0SJMmYW7g6Nvu2gGRwkYHG1ZLBb0GdoFX25+HX+fOQYhdf76+zlwVE+3BUdAfZdWJWMhpXZjlfrhpB7dVzn20bMxPBKRYWj5qaOeMo4cxG//noHjS+ahJN/5G2r9ti0wbM4s9Pv3PxASWc9FLZRH74lzpFy4M0DqJ7JpviGCo1KWZnEMjgQ/f1+MevgOLNz+NkY+OBDBtQMx5elRkvYtLane40JLWoRIOdwVIOVQEiC1HPvIWVf1w/BIRCRRwbVM7P/f29j95kvIuZLkdNta0fUx4KXHMOT9l1CvZbzdbaR2KxLrpiRn1lWzVyj0DJCeGCK1ek3uDI5qmCk4KmX232m56tQNwbRXxuHr3f9FRHRd0e33bz+GKf3/jT9+O6p729SESHcHSCm49iMBDI9ERJKdWfk9knf/7nQbnwB/3DzlPoyY9w5u6tMNFou08SnuZpbqoxxKAo+nBEgtw7AZg6MlqoXpgiO7q8oTXEs8bZUUl2DOzMW4fD4Vz4x9B2/881NcS8/SvW1KQ6TcbqxaBkh2XyWpGB6JiKpwNDFA83vGwq92HYf7NejeG/cseBcdxg2Hj5+fpm0yevXRiN1XAeUB0swhUsvQaNbgqAaDo+f4aeEmXDx1xXp/0w87Mbnfc1i1eAvKyrSryDmiJkRKJWcpDzF6dF+Vi11XjY/hkYhIIr+QWmh1/+Rqj9eKjUP35/+DTv94EsH1wmUd051TqlelpvroanoHSMB8VUijVBsBBkc5GBz1cS09Cwvf/bHa4zlZeXj/2YV4bMTrOHc80SVtMUKA1HL8I6uPNZtxrlqIiDSi5xpTDW/th/DW7QEAPkHBaDPhYfR67T2EtxJf0FpvNan6CLguQBo9RGrdRgZHZcweHK8X+oh+mcmqxVuRl+349+LYH2fw9ztewuf/WY7C/CLd26OkCumuACmFnuMftaw+kvYYHomI/p8goRuTxWJB28l/R0zvAej3zse46fYh8PL+62JO6ppZlWk1cY4WjFJ9NFKABP4KaEYKknq0pyYGxzxfwRTBMbPAW/PgKDcYmilI3v/oMDz39jiEOBkbWVZahmWfrMEjg17EpYMnEB5QavOlBz0DpBRajn+UitVHz8LwSEQ1niAIyDz4Kw7Pnori3BsAnC+IHBLdEB2mzoB/nVAXtVA6PauPrpw8BzBegKzgzhCpV4jVYnyj0uBo5qU4AGXLcSgJjlrRKgAaNURWBL/6wQJGTxmAFTtfw+3Duzjd59K5VDw47C28+ewS5OUUVDuW1mFSbhVSaoDUcvyjFGaYfZXjHrXH8EhEhuLqtR6LbmTi9PxXcOar15CfcgEXf/xY9TE9tfoolZYBUiq5AVLLEKlnmHTFOcxcbTRjcJRLq+CoV9gzSoB0FPDqRYXirS/+jo+WPYaGcREO9xcEAcu+2Ix7+7yEXb8ec3oOrYKkuwKkGaqP7LpqXAyPRCTb8iVj3N0EUWLjHgVBQPqeX/DnW3/DtSN/Lb+R+ccmXDu2W+/m6crd1UeptF6+Q26I0SJAVlY16MkNe2r3l0uLEG3GbqqANuMbzRIcXVEhdHeAlBLmbk1oh29/exVTHhsMHx/H39crlzLwyD3v4pUZC5Cd5ThAaRUkzR4gzVB9JG0xPBJRjVN0IxOnvngB55bORml+TrXnz3/7Pkryc512XRXD6qN23af0DpBah8jK7AVCR1+upMVrNmNwrEnjG13drdRdAVJOeAsM8sc/X7gH32yZiTadGjvd9sclv2FUr5nYueWIpDaoCZGe0IVVD1pVH9l1VVsMj0RUo2Qe/BWH334I14/vcbhNcVYGMvdvcmGrtGeE6qM7xj8CykKNngHSSLSqNpo1OKpl9PGN7p7Qxt0VSKniW8Vgwdrn8PjL98I/wPH/T1ryNUy79z28+cwS5OeJz+KtJkTKGQep1SQ6rq4+cuIcz8DwSESGo9W4x8pdV0vysnFm8Zs489VrKMlzfHyf4DqIH/886vccBsD5xDliPLn66Oruq4BrAqSnhkitXpua0AiYNzi6opuqmmqjkSavcWU71FT7fHy8MeEfd2DZr6+gU/dmTrdd9uVmHNx9Wla71IRIKaQESFcv30E1A8OjSkVFRVi0aBEGDx6MuLg4BAQEIDo6Gj179sTs2bORkZGhyzn37t2LTz75BFOmTEG7du3g4+MDi8UCi8WCSZMmyTre1q1brftK/frb3/6m+esi0kvWyT/w5zsPi1YTwzv1R/tnvkB4p36wWPQPZ2qJBUgtqo+u6r5qlAAJeFaI1PK1qK02Kg2O7p4Yx1XdVJUwUmiszIhtciSuaSS+WPk0nnt7HAKD7VfGRo7vgx795a/lqzREujpAinFn9ZET5xiPeX67DejEiRO4//77ceDAAZvHU1JSkJKSgp07d+Kdd97B/PnzMXjwYE3O+dFHH+Ff//oXior0X9CWyOxKiwtwYcXnSN3+k9PtfGuF4aZ7ZyCsbU/N25CaHCR71rrUHC/dPw2+XuhT7QIls8Bb1oVOVlEq6vhFim6X5ysgqFi7MG5pFgfh9EVJ21YEnuLDybLPUxG6so/kyt7X3bQMvzW12gjoP5uq2i6qRmbvb4xReXl5YfSUAeh1W3u8+vhC7K4022rMTfXwr1n3qTp+eECp7P/rUP8Sl/0fR4aUSe71QmTsvzwGlpSUhISEBFy5cgVA+cLhffr0QXx8PNLS0rBx40bk5+cjLS0Nw4cPx9q1a5GQkKD6vBkZGboGxwYNGmDEiBGi2/Xsqf1FNpGWctLO4eiqd5CXmeh0u7AOfXDTqBnwDa7tcJuMtCDDzih3Odfi9JPllHz142NS830RGVhs9zmpAVIKS1QLCCknpW0rI0AC5QFISYAEbIOYkYOkHtXSmhocjVptNHpgrMpMARIAGjSKwCffPYFv52/Bey99i8KCYrz60YMICglQfeyKD+bk/L9LCZBRgY57mVRoGCyoHuoQGZ2naCiGUYwet9QUM8Wbgbn+ChnIuHHjrMExLi4OK1euRPv27a3PZ2RkYMyYMdi0aROKi4sxevRonD17FqGhoZqcPzY2Fl26dLF+zZ07F999953q4zZr1gwfffSRBi0kT7d8yRhdZzCLuJytqLuKIAi4fGAVzm6dh7JS+4EHALwDQ3DTyH8ivHN/SV1U1QRId1cfHQVIOdVHZwFSCqnVR6MGyApGDJJGDI1AzQmODI3O6RUgtVprsSqLxYLRUwagW5/W2Lv9hOh4SLnkViFdFSC1qD5G1M+TNE9AXrS/6HJaZFzm/WvkRmvWrMG2bdsAAH5+fvj555/Rrl07m20iIiLw008/oX379jh37hyuXr2Kt99+G6+//rqqc0+ePBmPPPIIIiNtP+lftGiRquMSeYKivCycWPcBMs86nkkVAGo374wmY56Ef2g9F7VM3wApVn2Uy93dV/UOkICybqxVuStI6j0e053VRsBzg2NNC42Vma0CCQBx8VGIi4+StO3OLUfg5++Lm3tK+9mVW4XUKkCKEQuQ7qo+ZjSspdlEeqQeOzgrMGfOHOvtiRMnVguOFYKDg/Hqq69a73/66acoKVH3xzMuLq5acCQiIO9qEvYu/KfT4Ojl64+4EdPR8uE3FAVHNTOv6k3LyXMc0WL2Va0n0AGUhRW1y01UVTExTeUvIx/XHi2+J2qrjUqDo9r1G+XOpip3CQ65wdGoE+Go4Wmvp0Ja8jX8+++f4+Hh7+CTN39ESYn0D97kfEinRfh2xdqPXLbD8zE8ypSTk4NNm/6asXHy5MlOtx81ahRq1Srvenf16lVrxZKItBVQJxL+wWEOnw+OaYa2//oEUb2Hw+Llnj99ei7dIYURZl+VQ+8ACWjTPdMRe8FP7pcraBWk2U21OrnLb3hiaKzM015baWkZXpz2Ba5n5qCsTMBns3/GQ3e/jSuJ0mfa17L7rRazr4r1dpHbg4Y8D8OjTDt27EBhYXk/7eDgYHTp0sXp9v7+/ujevbv1/ubNm3VtH5EnkdNNxcvbF62HPQVv3+oTG8R2GYlbRr+NwPqxqtuktvpoprUf5VZLtK4+AvIDpBGqkGahZWisCcFRTrWRoVF/amaq1crCj9Zhz28nbB47uPsMxvZ/Bdt+OST5OFIDpJTqo9oJ0rSgxwRzWizZoec8DTUJw6NMx48ft96uWF9RTOfOne3ub0T5+flYuXIlZs2ahSeeeAIzZ87Exx9/jAMHDqCsjAvJkrEF1W2I5rc9Yr3vFxSK9qNeQXy/KfDy1q5i5o7uq1oFSLN1XwXkhws1VciaECK1fJ1mHd+opJuqVAyNznnK6z1zPAkfv/6D3eduXM/DjHEf4n+vfS+5G6srA6RRqo/sumpOnvEb7EInT/41iUNcnLQ3zUaNGllvnzhxwsmW7rdnzx7cfffddp9r3Lgxnn76aUydOlX1AupJSUlOn09OVj+ZBelP7xlXlYhsMwBXLxxAcf4NtBr8OPyC61qfC0ouNMSblZLJc7Sk9+yreqz/KGcSHUD+RDqVaTmpjpFoHYzdFRxdXW2USm5o1JvcyVNcWbEy4wQ6VTVp0QD/eH4k5rz+g8OAOO/9Nfhz71m88dlURETWET2m1JlYXbkGJFFV/MmTKTMz03pb6sQ1UVF/zdZ19epVzdvkKufPn8cjjzyClStXYvny5QgJCVF8rNhY9d0HqWaQu2SHxWJBi0H/hJePLywW/TpXqF370ZNnX5VD7wAJQHWIBMwdJD0lNALGDI5GCI1qZ9m0dwy9w6TZA6SXlxcmPXonbunVAs89/BmSLqTb3W7f7ycxtv8reOPzqbjlVvGffa0CpNjsq2qX7hCbeVXqsh1ycNZVY2C3VZlycnKstwMDpf1lrbxd5f2NJDIyEjNmzMDq1atx8eJF5OfnIz8/H6dPn8Znn32G1q1bW7ddu3YtxowZw26s5FJZV07i2Op3UVYmHmK8ff0dBkct15Yy8/hHo3RfBfTtwgqoDzuA+bq0VrSXwbGcnG6qcsc2SqF199SUfNsvPeh9fE/RtnMTfLPlJQwa0dXhNhlpWZg64h3M/3CNpGsnvT6sMyJX9wYyWm8pM2LlUaaCggLrbT8/P0n7+Pv/9YuRn2+8v8K33HILLl26ZPf1xMfHIz4+HpMmTcL06dPx+eefAwBWr16NJUuWYPz48YrOmZiY6PT55ORkdO3q+A8x1RyCICBp/yqc2fIFhLIS+NeKQNM+E93dLI9glO6rgL4VSEB9FbJC1TBmpIqknuFWiwDuzuAolZGrje4McRXn1roaqbb6qGevCDlCagXijc8eRucezfDO80tRUly9TWVlAj589Xsc2nMWsz5+ELVqO//wUEoF0t3VR6qZ+BMhU0DAXzM5FhUVSdqnYnZWQHq10pVCQkJEg7Cvry/mzp2Lvn37Wh976623FJ8zJibG6Vd0tHk+4Sf9lJYWY9/uz3B601wIZeUXGJd2f4uMs3tVHZfVR3FaLd9hpAokoE0Iqqxyhc/VlUlXnFvtTKqAuvUbAfMGRy2qjUar/unRFk8Zu2exWDB6ygAsWP0comPDHW7367qDmHD7f3DhdIroMaUEY7HwrWf3Y7GhF3rMukrux/AoU+VxflKriJW3UzNO0N28vLwwc+ZM6/2jR4+KVhDJ8y1fMkaX4+bnXcXWjbNw4dzWas8dX/Mu8rPkrc2mJzMHSFdclBoxQGodIitUDXRqw53Wx5PD3dVGwDXBUWo3VanLb6gNjUYLjPZo3T6zBMjIwGLRrzadG+ObzTPRe2B7h8e5cCYF429/TdJyHloESGe0HB+vlJyuq1os2UHqMDzKFB7+16dJqanS3phSUv76dCkszPEi5mbQu3dv+Pr+9SZr9KVHyJwyM05j4y/P42rmabvPlxTkIOmPn1SdQ8vqoxaMGCC1qj7KJTdAGjFE2uMsCLorINqj1fdFbbVRaXCUO75RCr1DoxkCoz1GaK8r1nusCIZSt23ewB/frPg7/vHCSHh52f/7m5Odj8ce+B+++O8qCILzn3W1XXPVVB/VLtvB6qPnYXiUqUWLv94ML16UNnbm0qVL1tstW7bUvE2u5Ovri4iICOv9yrPPEmnh/Nkt2LrxVRTkX3e4TVz3+xDf70HV5zJS91VAWYDUmzu6rwLyK05qgoqrQ6RRaRkaPaWbqpxqoxJmDIxVafUajFp9lBoaq/Ly8sK/n7sdy1Y9hrB6te1uIwgC5rz+A56a8gnyc52/H4kFSLNXH8k8GB5latWqlfX24cOHUVIi/su6f/9+u/ubVW5urvV2cHCwG1tCnqSsrAT7987Hvt2foazM/u+Vt28g2g5/Hk16j4fFS/9Pm+XSelpyKVzRfbUmBEigZobIites1es2QzdVQHpwFKO02ugJobEqTwyQSoNjZbf2bYH1vz+HDp0d/45lpmXBx1f8501NgNSz+mg2nHFVHYZHmXr27GmdPTU3Nxf79u1zun1hYSF27dplvT9gwABd26e38+fP48aNG9b7nNiGtFBUlINtW97A2dPrHW4TEhKFhIGvoF6zHpqeW+vuqzVp/KNRA6RWIdKTg6Qer88MwVHK+EYp1UaGRvvcFSBd0XVVjQYN62LF+n/h3vu7V3uufnRdvDNvGnz93Buc1VQftei6ynGP5sHwKFNISAgSEhKs9xcsWOB0+xUrViA7u3xB07p166JPnz56Nk938+bNs96uXbs2OnXq5MbWkFGomTQnJzsFm36ZifTUYw63iYrugIQ7ZqFOaKzi85iJEQOklhUBvQMkoD7IWI/jQSFSr1CsRTdVVwVHMXp1UfX00FiZp7xWLaqOlQUG+uH9zybi1bfvhbd3+d9rP38f/HfhdERE1pF8HFYfyd0YHhWYNm2a9fb8+fNx9OhRu9vl5eXZzE46depU+PgYq0tGXl6epAVrAWDXrl2YPXu29f59991nuNdD5pKedgKbfnkROdmO18pr0fou9Or7NPz89Jup2GjVR8Czxz8CrguQWodIswVJPdutxfdXTWgEXBsclVQbPSVIKaHmdXti9REoX87jb9MT8PVPj6JueDDe+uB+tOncWPZx1Eyg4yxA6ll9JM/B8KjAkCFD0Lt3bwDlaz0OHToUhw8fttkmMzMTw4cPx5kzZwCUz7L6zDPP2D3ehQsXYLFYrF9bt27Vtf2V7dmzB23atMHcuXORnp5ud5vCwkJ8/PHHuO2221BQUACgvOpYORgTyXXx/G/4dfNrKCrKsfu8t7cfut/6KNp3HAuL119/qiIuZ7uqiapw/KMxAiSgbYgEbAOZEcOkK9qmxfdTbbXR1cFRjpocGitzdYA0i979W2L7wVdx3/ieiiuczgKkmslz9KJ111VyH4sgNj8w2ZWUlISuXbsiObm8YuLl5YW+ffuiSZMmSE9Px8aNG5GXV/6L4uPjg3Xr1tl0d63swoULaNz4r0+etmzZgn79+jk8d8eOHas9dunSJVy7dg1AeffYRo0aVdvm4MGD1R7bunUr+vfvb30NzZs3R+vWrVG3bl0AwJUrV7Bz505cv37duo+/vz9Wr17t8PVoISkpCbGx5V0UExMTERMTo9u5SBtSB6ALQhmO/vktjh/90eE2gUFhuLXPk6gbZv8TWb3GO+jxxqV2mnIln+ZK7V4k9imzo0+oHV2YOLqYEbs4quMX6fT5qoKKnYdfZ4SUk4r3lXWe09Jm41bL1eFVqxBulIlxtO6m6orAKPbhj1SunGFTTXdJuUFI7bIWFbTutirG0c9qSUkpblzPQ1hE9fc9NR96OPtZdfYz5uxDSrEeM1I+VJXTE0jth8l6rVMtxuzXuJ77sY7OYmJisHnzZowdOxYHDx5EWVkZtmzZgi1btthsV69ePcyfP1/ToHXokPNFZa9du2YNknKUlZXhxIkTOHHihMNtOnXqhAULFqB9e8eL3xI5UlpShD27PkHSpV0Ot6kb1gS39n0SgYF1HW4TcTlblwAZlFyoeYDMSAtSFSBTk4NkB8jUHC9JAfJyrsXpBWRKvv2LvuuFPnYv6DILvO1euKXm+zq9EMsqSpUVICuCh5IQWRF+9A6RUkKdWMA0UlXTCKERcH03Van0Co1aBUUpx9YzTDr6W2JUrg6OFee093M7+/ml+PWXg/jw6xlo1to2ZPxfe/cdHkWd+A/8vSENCBAILSEhEIp0hKMjNSqCijQRRKl27tQ7u6f41Ssq4J1nOeT0BEEQI0VBxRMMRQ1VaYZe00MKEAKk7++P/DLsZuv0su/X8/A8uzOz8/nsZnaY937KRIVXGqq7bovoq4YcckHKYniUoVOnTti1axdWrVqFzz77DKmpqcjNzUVkZCQSEhIwfvx4zJ492+m+iEYzZMgQ7N27FykpKUhJScHx48eRn5+PgoIClJeXo1GjRoiPj8eAAQMwfvx4088WS+pJWjHFZ+tjdtY+r8GxVVw/9Bv4GIKD2XXFkZoB0hexAdJjfRQOkEB1EJHaCqlViPRaBwOFQ0+U7O7L4OgfNQOjv+WqESSlBkix5xpPP2KZQe0A+dmHP+Dz/yYDAGaNeR3/WPZ79BvqfMs3bwEyMqzC47Hcsq7nY7dVfbvH47BFRJXfQyRqa9r8qs/Wx6vRYYrPQ0DKYrdVMiSzN+kHKn+6rv528Asc+W2ty/IbuoxF9573wGbz/z+lQOq+Cojvwqp291XAfZcybxduSndhBeR1Y62hZ4g0IiOFRsCYwVHJ0KhXYPRFjRAptQVSTICUGx71aHl0lHstBD9+fwBP3vcuqqqu/w2CQ+rgr/9+AKPG93Pa3tsxza6rnrHbqjScMIeINNW1+yS0bTdCeG6z1UGf/g9XT4wjIjiqSY1fPTmBzv+vk8KT6ADyb/UAKD+pjlkp/Tko0dpo1eCYecUm/DMqNepnhomE/DmW1FR46iyef3CxU3AEgIrySjz/4GKs+GCT03Kpk+dInXnV2w+TZpp11d+5GsiZMa7UiChg2Gw29O47B9ExvRESWh9DR76Atu2G610tTcgNkEa8/6MnWgdIQJkWrprwFEhBUo33rESgV3piHF+tM1oFR6MHRneUrrOUz1BMV2IjjQOUokV0I/To5TrxYY2FL63C2//3hdOt1swy+ypnXTU/hkciUoy/XUCCgupgwE2P4+ZRf0XzFl0ll6fmbTvUGnNh5ADpi6cLPk8XdWYNkDWsHCTVfG9adlMF5M+oKiY0ygmOZgyNtSn5HtQOkGbWJCoCn61/HOMn9/W4zSfvfYeXH/svysvkBUM17vtoptZHEo/hkYh0ERwchogGLfWuhldGHbSv1mx2ci4KpQRIX+QESCVDJGCNIKn2e1DqcxfTTVXL4CiVFUJjbXoGSH+ZvfUxLCwE7/53Fh5+/GaP23y7eicev/dfuHK5+oPUsvVRiQnZlKDW3AfkGcMjESnGbrfjaOpXKC6WdtEvhZqtj4Bxxz+KDZB6jX8EPF/E+TOuSGqABNQJkYBzCDNymNSqnkqGRiuNb7RiaHSk1PsT+/kGSusjUH3/7Vden4RXXp/kcZudWw/jwbsWoDC/+v9CKZMFaX0bFSUmkCP9MDwSkSKqqqrwxBNP4NCBVfgx+Q2UlFzSu0qGFkgT6AD6BUhA2a6s7tQOaXoESr3qoNRnq2Q3VUCZ4Cinm6qVQ2NtRg6QZm99rPHw4zfj/SVzEBzi/v0cOXgOD4x9E+ezvd/jW0rro14T52g17pGT5ogXOD/fEJFqKisr8cADD2Dp0qUAgOLiHPy0dQGGJ76E4JBw1ctvmnlZ1a4r9bJLVfmPLP98PVm/wKp5/8fMKzavFw3e7tnm6b5snu6/VhMGfN0HEpB2Kw/geshR4rYe/vAnvPl7exAjtm4qGciNGhylCKTQ6Kjmfcu5tYfU+0AGivGT+6JOo0g8Nf19XCkucVl/5ng25tz5Jj5Y8xRaxTcTHZy93feRyBFbHolIlrKyMkydOlUIjjUuFJ7Cjp/+haoq48zyJoeVJtBRipQWSG+0aoVUuyXSX+5aC43QiumNkp+fmG6qgPzg6O+MqgyO0sn9DMR89oHW+ggAY0d1wH83PIemzRu5XZ9xNg+z73gTZ05ke9yH0q2PUinZdZXjHrXF8EhEkl27dg3jxo3DF1984XZ9bs5BFOaf1KQuao99VJPWAVKp7quAsrfwALQJkICxQqTR1XxWerY2KhEc/SElOOo5tjG3OMjln960/CzUHP+o970ePRnaLxpLN76AuLbN3a4/n30Bs+94A3nHT4vet5SWXyt0XSVx9D/LEJEpXb58GaNHj8bGjRvdrg8KCsbAm55E0+adNK6Zeow6+yqgb4D0ROoMrP4GSCVDJIOkKzU+F7VaG/UMjmpzFxC9BUWx26tBzueiRtdJK7U+AkDvTpH474bn0K5TjNv1FwuK8eC4BTj8i/sfb43S+mgUHPcoDsMjEYlWWFiIm2++Gdu2bXO7vl69erhp2DNoFef5HlVq0KL10ajdV6Uw4gQ6Nfz91V+JAFmDIVLdMC32b2X0GVXVCo5qBj4tg6ScFlk1uq9aTbOWkfho/XPocmMbt+uLi67huXsXION0jqj9atn6yK6r5sTwSESiFBQUIDExEbt373a7vmHDhvjf//6HFtE9NK6ZdowaIM02/tGIARIIvNZItd+vlNZGIwdHtbqpat06qFWQNEqAtFrrY4u65YhsEoHF655GrwEd3G5z+90D0aNzU7frzNL6yK6rxsPwSER+KygowM0334z9+/e7XR8VFYXk5GTcdNNN2lbMgZnHPgLWHf+oRYBUOkQC1g2SWrwvKX8Tf//eet2KQ+nQaJSximrXQ4sAqQajjnus0aJuOSIa1MX7SX/EwBFdndaNmTQAL8yfBpvN2BM58Z6P5sPwSER+8RUco6OjsX37dvzud78DACStmKJh7ZyZufsqwABZm5gLODUCZA2zB0kt6y/l76DE+EZAvVtxKBkcjRAYPVGrbmqPDw3E1scadeuF4e1P/4CRd/QGAIwY0wuvvjcbQUHVf0d3t0gCPLc+Gm3iHC1w3KP/jHnmIiJDKSwsxC233OIxOLZp0wY//vgjunTpom3FdGbkCXTEMkOA1LsV0pFjEDNioNSrflJbG5XopgoYPzgaOTTWpkZdpXyOerc+Gl3N/XFDw0Lw5keP4I+vTsYbHz6M4GB1grKRu65y3KM2zHEGIyLd1EyOs2/fPrfr27Zti23btqFdu3Ya18w7rbqvBuL4R7kX0t4CpNKtkGqHSEfuApuaoc1TeXoEWamftZLdVM0QHM3ITAFSjdZHo3ddBa4HyODgOpg+dxRCw1zrrHfrozfsumou5jyTEZEm/AmOW7duRevWrd2u17PrKsAAqVb3VX/4utjzdpGnZIAEtA+RtXkLeXL+GYGc0Kjl+EZAv+BoptZGT5R+D3oHSJJHSuujGbqukn/MfTYjItXIDY6BJtACpNzuq4C2ARJQdzxkoNEqNFohOFqJ3gFSKVZuffSmpvWx5FopXp71Nn75MRWAsq2PatGi6yrHPfrHWmc1IlJEVVUV7rjjDq/BccuWLaYIjmaffRXQ/h6QZgqQZmuFNLOaz07q5yfmb6XU+EaAwVFpSrZCiv2c2fooX8m1Urw8823s2LQfL898Gwd3HlN0/0a45yOpy5pnNiKSJSgoCM8++yxCQ0Nd1rVp0wZbtmxBfHy8X/vSu+sqYP7uq3LpPf5RzQAJSG+FZIj0j9zPSo3WRiPfw9EK3VT9YfQA6YsVZ1711fp47WopXpv9T+z7+QgAoKy0HC/N/CeOHzwruvVRj4lzyBisf3YjIknGjRuHb775BvXqXQ8ebdq0wdatW/0OjoEo0LqvAsYJkHJCJIOkMyU+F7F/EyVbGwF97uEYCKHRkV7v15+/rdKtj2bougp4DpAl18rwxL3vYPePR52WXy0uwfPTFuLc8Uzl6iBx4hxf2HXVGALrLEdEotx8883YvHkzIiMjZQXHQGp9BAIzQPpD7QAJyLvAC/QQqVSQlhIale6myuCoHSVaWtUa/+jrmLFi66MnIaHBaBnbxO26ogvFeHbqAlzNyRK1T6UnzmHXVXMIzDMdEflt4MCB2Lp1K3744QfTtzgyQIqn5PhHQLsAqUSIDIQgqeR7lfK5+xsaOb7R+LQOkLz/o2fuWh/r1AnCK/+ahVvv6uv2NQW5F/Hs1AUoyCl0WWekiXNIfzzbEZFPPXv2REJCgt7VUESgB0i9xz8C8gOkFq2QNawWJB3fj1LvSWpo1LubKsDgqDQjBkglWx/N0nXVkzp1gvDXRQ/gppu7u12fk5aHv8x4A0WF8v+fNHPXVfKOZzwi0oQRuq7WsEKAlEPv8Y/+UOqCT24rpCMzBkk1wmINtUOj0YNjoEyMI5ZRu7B6Y8Xuq57GPoaEBmPBksfwu0E3uF2fcTILf501H1cuO3chVXLiHKN3XeW4R+941iMKYIsXL8bevXv1roblqREgjdp9FVBmAh1A+RYDJVsNaocyIwRKreqkZmgExLc26hUcyTMtA6TWk+eYvfURAMLrhuLtFX9A115t3a4//dsZvPHgWygtKdO4ZmQGPPsRBaikpCQ8+uijGDlyJLZv365NmQHa+ggYL0BK6b6q9QQ6gH8BUs8Q6chdeFM6wHkqQ+3wWvO5SfnsxIRGtVsbAesEx9zseh7/GYGWn5PWP0ZZQUSDunjv8yfR5oZWbtcf2XMM7z61CJWVvrufemp9ZNdVazLGGZCINLVt2zbcf//9sNvtuHz5MkaNGoWNGzfqXS3NMUAaf/wj4F+rgdgLPy1bD7wFPrH/tCYnbKvV2ggEZnAUExCNEijlfF56dF/1l1laH33d9zGySQTeXPkMYuKbu12/87s9WPrXT2G3V4dDJSfOYddV82J4JAowqampGDduHMrKrndHKSkpwV133YUvvvhC9fKN1PoIaB8gjcYI4x/1DJBqtkSaldzPRWxo1KKbKmDO4Khk+NMrSGoVINn6KE3H+AaYv+oZNG3Z2O36jcu+x/oPv5G8f7VaH0k/DI9EASQzMxO33XYbLl686LKuvLwc6enp2lfKAMw+gY7Zxz8CygZIKReAgR4ilQqMaoVGQF5oNFtwVDvkaR0ijRQglWKW84Wv1kcAaBnXDG9+9gwaNKrvdv3yN1fhx/Up1dsqOHGOHP52XSXlMTwSBYhLly5h9OjRyMjIcLv+ySefxJ/+9CdN6mK01kcgsAOk2uMflQ6QarRC1gikEKlEy6vYsC41NOrV2ghoGxw1D3UalmeUsaJsfXQvvkMM/rL0SYSEuf983n92MQ6lpCpaphZdVznuUXnG+CYTkapKS0sxfvx4HDp0yO36u+++G2+99ZamdWKANH+AVIO/IUHNVkjAml1aHd+T3Pcl5bOVMuOlnJYkMwVHvSe60ap8qZ+nUWdftcr5ISq8EgDQrW8HvPjuI7DZXD/vivJKLHj0bZw9miZ6/2btuspxj+4xPBJZXFVVFWbNmoUtW7a4XT906FAsW7YMQUE8HQCBHSDFUuv+j0oGSEB+S4JZg6SSYbGG1NCoZWsjYL7gaBRahEijBEhvxM7gbHT+dF2tMWRMH8x9bZrbdVeLr+HInmPsuhrgeLVIZHEvvvgiPvvsM7frunbtii+//BLh4eEa16qaEVsfAfMHSKmM0n0VUCdAKtEdTY1AphS16iZ2PGMNKaERkB8azRIc9W5t9Eb1MZcaBEhf2H3Vs3GzbsY9j45xWlYnuA5+v+BhjL7/FkXLYtdV82F4JLKwTz75BG+++abbdTExMdi4cSMaN3Y/w1qgM3OANHL3VT0DJKBciKyhR5isXaZaZUv9rOSERr1bGwHtgqMZGDFA+ovdV8Wp6bpaY84Lk5A4fiAAILx+OF746GkMnzBE8v7ZddU6lPnWEJHh/Pzzz3jooYfcrmvYsCE2btyIuLg4jWvlKmnFFMOenJtmXtbsF8t62aWKdsHJP19P8q+2udn1vP4a7LJ9cZCoC4PMKza/uzflXPPv3mI1F4GRYRV+7begpI7LxZISxFxEOnYlM8rFp5xgLfVCXIkZMhkc1VNTXzHnBL/3LfLcAahz/vBEzHki91qIqO6hRhcUFISn35oDu92O22bfgYSubfx6Xav6dk3v0Xk1OsxQPXgCAVseiSzo7NmzGD9+vNO9HGuEhIRg3bp16NGjhw41c8+o3VeBwG2BFEvNi24x4ULPVkixjNL9VWq31BpSWxoB+cFRqW6qgPrB0cjdVP2hVt2lfO7svqqNkNBgvPjeI26Do5xQXhu7rpoLwyORxVy+fBljx45FXl6e2/UffvghRo4cqXGtfDN6gNQqRBrlF1QjjX8E1AuQgP4hUg9KBUY5oVGJ4KgULYKjFRjpfWh9D1l/6P1DkDdWahXVmlF7R+mF4ZHIQiorKzFt2jSPt+R49tlnMWPGDI1rZR1mDJBWGf8IiA+QUkOkVYOkEu9PTmAElAuNDI76UaMF1QjjH72x2uyrnqjRld+RWcc9kjOGRyILefHFF7Fhwwa368aOHYu///3vGtdIHCO3PtYItAApltiLQDUDJCC9RcEqIVKpQGyE0Ago39rI4CidEQKkkhNwKdl91cwB0h1fY8kLs/Lx8VPv4trl6i6mUm7ZIafrqr/zBbDrqjIYHoksYvny5Zg/f77bdd27d8enn36KOnWMfzHMAHmdEQKk2t1XAeMGSMCcrZFK1tlIodFMrY2AtYNjDbMFSF84/lGclnWB0/uOY8GUefj1f7uw5Jn3UFmhbuulXth19TqGRyKL6NevHzp06OCyvHnz5tiwYQMaNDDPL24MkNcZYQykVQKk3HFNRg2SjvVSMjAaITQCyoYDgMFRaWYKkBz/qKxt637CO7P/jsuFRQCAwz8dxLqFK72+hl1XzY/hkcgibrjhBuzcuROJiYnCstDQUKxbtw7x8fE61sy6tJyJVQladl/VgpRwokSIBJQPbFLLVbJsJT4bpUMjg6M5WC1AehPI3Vcd/W/FZrz79AeoKHfu0rr10/9h9/qfNK+Pkre6Iu8YHokspEmTJti4cSMee+wxAMBHH32EQYMG6VwraczQ+ghoEyDZfdUzqReCSrUu1HAX6qQEO0/7USukKtHKCCgbGgF1Wht5Kw51Kf3+9bz9D8c/+tZnZC80bh7pdt1nr30Me/pZ0fvkLTvMgeGRyGJCQkLw/vvvIyUlBffff7/e1ZGFAfI6BkjP5ARIpUNkbb7CoF4tmEq9dzVCI1sbzU3PAGnU8Y9GCJBK1yEqOgrPfvBHhIS57re8pAwfPfkvXCu6omiZeuO4x2oMj0QWNXDgQL2roAgzBUi1QyTHP3omJ8BoESKNQKlWRsAcoRFgcNSLGQKkEuMfxQZII4RIqdzNuNqhZzs89saDbrfPzziPr19dBHsVxzhaDcMjERmeWQIkoH4rpFIB0ujjH6UGSIZIZ0oGRsBcoZHBUV96fjZGDZCAMVohlTRk7CAMn3ar23Unf9qHlKVfuSxXa9Ic3rJDGwyPRCZjt4u/f5IVMEBep3eA1KL1EZDeBU1uuDF7iFQ6MALKh0ZA+XGNNbQIjQCDoz+U+oz0nkCHAdK7cU/fi4ReHd2u2/6fNTi986Df+9Ji3KMc7LrK8EhkKlVVVZg8eTL++c9/BmSIZIC8jgHSOyWCjplCpBqBEVAvNJq5tRFgcBTDKgHSFykBUqsQqXY5wSHBmP3WH9AgqpHrSrsdX738Pi5m5alaB9IOwyORicyfPx+rV6/Gn/70J0yZMgXFxcV6V0lzDJDXGWEMpFhmC5CAesFMDsc6qVEvM4VGQNvWRgZH8ZT63PQMkP58z6RMeqV2sNMqoEY2b4w5b/0BQXVc/0YlRcVY98K/UFFapkldSF0Mj0QmsXnzZvz5z38WniclJaFfv344evSojrXSBwPkdUoESC1bH6WSEyCVDEFqhzY9y635rMwWGtnaaB56BUh/6Rkg1Qh5WnePbd+nE+76k/v/n3OOnsH3Cz9RvQ4c96g+hkciE8jJycG0adNQVWvWsiNHjuCOO+5ARYXrLGhWxwCpLKN3XwXkjZFTOhDVqB3q5IQ7T/tSO6SqERgB64RGgMFRSXoESDHHoV4BElA2ROo1rnLk9NHoNaqf23UH1m/Fbxt/krV/jnvUH8MjkcFVVVVh+vTpOH/+vMu6oKAgfPjhhwgONk53Oi0xQFYLlPGPgPwAqVaIrM1bENQjILpjxtAIaNdFFWA3VbVYIUAqPYmOo5oQKTUASn2dEveatdlsmPbag2iZEON2/f/mL0Fheo5qM66S+hgeiQzurbfewqZNm9yue+ONNzBixAiNa2QsSSummCZEqnkvyEAZ/wjIn6VTqwBpVGYOjWxttA6zB0hA+VlY3XEMkt5CodzA6YuYH7jC69fFA28/ibB64S7ryq6W4KuX30dlueceU95mXCX9MTwSGdiePXvw4osvul03duxYPP300xrXyLjMEiAB9VohzTj+Uc8AGUghUq3xjIA1QyODozaU+KylBEitb+OhRIisUTtMajlrqxgtE2Jw76sPuF2Xc+Q0ti1KUq1sjntUF8MjkUEVFRVhypQpbscztmrVCh9//DFsNvUu2MyIAZIBUiyrh0g135/VQiPA1ka9KBEg1WqFVCJAAsq0QqpJjfr9bvQA9Bw73O26g99sR2mReWeMD+RxjwyPRAZkt9vx6KOP4vTp0y7rbDYbVqxYgaioKB1qZnwMkOYMkFIpFV6sFCLVbGUE1A+NgLbjGgFrtTbmn6/n9M8sjNyNVckAafQQqbSb/3Q/oto4j39s3bszZi/7G8IaRuhUK5KD4ZHIgJYtW4aVK1e6XffSSy9h2LBhGtfIXBggzRcg5YQFJYOMWUOk2oER0C40srXRt9oB0VtYFLOt3vTqxuoPfwOkGVsh1axPaN1w3PWX36NOaAhsQTYMeWgSpr73Ihq2kP4DuBFmXA1kgTlFI5GBHT9+HHPnznW7bvDgwZg3b57GNTKnpBVTTNOtpGnmZVXGXtTLLvV77IcR5BYHSZ6BL/OKDa3q2xWrS82FYsu6iu1ScVqFXLUDI6B9SyNgrtCoVtBzt18jXJjnZteTNWmK2HOJv+ePnGv+nRMulgYjMsz7LbRqAltUeKVfdVSLP8FR7mzQLTrGY/QLcxAZ0xxxN94ga1+kP5vdblfuf1sihWRkZCAuLg4AkJ6ejtjYWJ1rpI3S0lIMHDgQ+/btc1kXGRmJ/fv3Iz4+XoeamZtZQqQaAVKJ8Cj1YlLqxZ+cKdyVDJC16R0ktW4RtWpoBMwRHI3QMqh3kJQ766bYc4mY84c/5wNfAdKRHiHS3xZHX+HR27nJ23nE2/ff13fU1/dDTO8bOT2ApPR0Mvs1LrutEhnIiy++6DY4AsBHH33E4CiRWbqxqtGF1WzdVwH5XVjVCj2OXUO1CHJal1fDqt1TAeOPbTRal1K96yP372WEW3n422pn1vGQRu3mb6ZeN2bD8EhkENu3b8c///lPt+sefvhhTJw4UeMaWQsDpDxmCpCANq1mtcOdlJDnaR96XJAxNOpD74DmL71DpOTXijzmlL6VByCu22dNiFQzSIrZv9wuq2Q9PCKIDKC4uBgzZ86Eu17kXbt29RgqSRyzjINUYwykEuMf88/Xk9SNTer4JTljIIHrAVLNrqzuGPWXeHes3DUVMHb3VKOHRU8c661lt1Yjj4MEfHdjrQlhYrqyOgY8Jbq1ig2kegTH8mslCKkbrnm55D+2PBIZwHPPPYczZ864LA8LC8OqVatQt66BZ+0wGbZAymO2FkhAm4BkNlZuZRTKN2hwNEMro7+0bjU1ezdWQFxXVkeOLZJiQqAWLZlKqCgtw65Fy7FuzjMoK74qe7yrVszwg7TS2PJIpLNffvkF//73v92u+9vf/oZu3bppXCPrqwmQRj/pG7UFUiq9WiAB/VohjcbqLY2AMUOjVcKiNzXvUYvWSDmtkDXHp7/nFDHnDjGzNEtpiXSkdhj0J+D6Csz+nm/OHzmJH+cvwqW0LADArkXLMOSZR/x6rRLyWzVQ7bZZVsSWRyKd9e7dGx999BEaNHAOCYMHD8aTTz6pT6UChBlaIY3YAinnQlhOC6RSrZCB1hJZ856t3NJY0yJltOBopVZGf2n1nq3QCglIb4lUk1b1qaqsxN6PVuGbx+cJwREATny3DWk7ftWkDiQew6NMZWVlWL58OcaMGYP4+HiEh4cjOjoagwYNwsKFC5Gfn69KmXv27MGiRYswe/ZsdO/eHcHBwbDZbLDZbJg5c6bkfdvtdqxbtw6TJk1Cu3btULduXTRr1gx9+vTBq6++irS0NOXeCAEAbDYb5syZg0OHDmHkyJEAgHr16mHp0qWoU8fY3UyswAwBUg1mDJCAcq1agRAgtQrKRgiNRhOIobE2rbq0GjlAmjFE+lsHJcZ222w25B07BXuVa6vuz//4EGXFbA00It7nUYajR4/i3nvv9XhrBQBo3rw5lixZgjFjxihS5nvvvYennnoKZWVlHreZMWMGli5dKnrfWVlZuP/++5GcnOxxm4iICLz77ruyAqo/zH4PHKmqqqqwaNEihISE4KGHHtK7OgHF6F1YrXYPSEDePdzkdmOtzSrdWbUKxeya6l6gB0Zf1O7SquU5Rel7QtYmtTurHGLCqz/h0df5KLc4CMW5+Vj3wLMov+q6w5hBQ9Hrsafcvtaf75pW93oExP0QbfZrXLY8SpSRkYHExEQhONpsNgwbNgxz5szBnXfeKUxwcv78eYwbNw4//PCDIuXm5+d7DY5SFRUVYdSoUU7BsV+/fpg1axYmTJiAyMhIANWzgs6aNQvLli1TvA4EBAUFYe7cuQyOOjB6C6QRu68C5m+BrGHm7qxadUsFjDEJjhGDI1sa/aP252SVVkjgekukFq2RYstRIjjWiGjRFP0fvd/tuqyU7cjes8PvetXGez2qg+FRomnTpiErq7p/dnx8PPbv34+tW7fio48+wvr165GWlobExEQAQHl5OSZPnoyLFy8qVn5cXBwmTJiA119/HZs3b8akSZNk7e/3v/89fvvtNwBAkyZNkJycjF27duHjjz/GmjVrkJ6ejnvvvVfY/sEHH8TJkydllUlkNAyQ0ugZINUKkUYPklrX0whdUxkarUPNz03OsaLmPSEB6fdwVStI6tlV1vFz7jB6OGL73+h2u9+WLEJp0SWNakX+YHiU4Ntvv8X27dsBAKGhodiwYQN69OjhtE3Tpk3x1VdfISEhAQBQWFiI+fPnyy571qxZyMnJQVpaGtasWYPnn38eiYmJqF+/vuR9/vbbb1ixYoXwfOXKlRgxYoTTNhEREVi+fDkGDRoEoHrc5bx58ySXSWRUDJDS6BUgAfW6UBopSDrWRevAqEdoNHJgBBgalWLkECmGViEScA6SYsOf1Nc5UuM+tjabDTf96UGERrhey5YVXcJvSxa5vQ826YPhUYL3339feDxjxgx0797d7Xb169fHa6+9JjxfvHgxKirk9WGPj49HixYtZO2jtkWLFqGqqrqv/y233IJRo0a53S4oKMgpACclJSEvL0/RuhAZQdKKKYYOkQyQbl6vcsjRMrzVLkvr8GqEVkajYmhUh5qT62g5w7PY76qcEOnIXaCUEzK91dcfUs5Z9Zo2wYDfz3Bf7p4dyN27U/Q+xVBjXgGrYngUqbi42Gn84qxZs7xuP2nSJOEWDIWFhUKLpVHY7XasX79eeO7r/QwePBgdOnQAAFRWVmLDhg2q1s9q3nrrLezdu1fvapCfGCDF0zNAAtpN5OIu4PkT+KS+Tm1sZfSOoVE7anzWRm6FBJQLkWrSon7tbr4JrQf3cbsuddmHqLim/j1EyTeGR5FSUlJQWlp9gVW/fn307dvX6/ZhYWEYMGCA8NzbTKZ6OHHiBDIyMoTnw4cP9/kax22M9n6MbOfOnXjmmWfQv39/PPHEEygqKtK7SuQHBkjx5AZIo7dC+ssowdAbBkbvGBr1Y6QQKbUVUmqINFqQFFMff96zp8/SZrNh8JNzENYwwmVdyYUCHFu90v+KaMzoM7YrSf//XU3myJEjwuOa+yv60rt3b7evNwLH+rRs2RLR0dE+X2Pk92NU5eXlePjhh2G321FVVYV33nkHnTt3xtq1a9mP3wQYIMWTe9GnVCukEUKk0ejVymiWwAgwNBqJWiFS0us06MpawwghUo861G0Sif6PTXe77uz33+Di6RPaVohc8H9VkY4dOyY8jo+P9+s1rVu3Fh4fPXpU8TrJodf7ycjI8PovOztb0n6N6l//+hcOHjzotCwrKwvTpk1DTk6OTrUiMRggxTNCgAQYImswMPrG0GhcSv9tjN6VtYZerZFSylOqd0W7m29CVNcerivsVTj08SJUVVYqUg5Jo8/8vCZWUFAgPPZ34pqWLVsKjwsLCxWvkxxy38/Vq1dRWlqKsDBx99KpuTlqIDh37hxeeeUVt+teeeUVv1p7yRiSVkwxbNeUppmXFR/wXy+7VPZ9svLP15N1Y/Caizs5N/8W9vX/L/jE3gzczPTqkmomDIvmUvP3knNecST1HCPlfFITrlrVl9bjqHaga1lX0m783r8a/Dkn2Ww2dJv5CH588QlUlZc7rSs6ewrnNn2LBr3vUauK5AN/ihWpuLhYeFy3rn/fWsftHF9vBHLfT+19kDO73Y65c+fi6lXX/5S6du2Kp556SodakRxsgRRPiRYDJQOJ1Vsi9e6WahZsZTQ3NVoiJb1Oo/GQ7ji2SkppnZTz2tqUHNOdm10PEdGt0H7s3W7XH1v9KUovcrZ/vbDlUaSSkhLhcWhoqF+vcWyVu3bNWKOg5b4fQNp7Sk9P97o+Ozsb/fr1E71fo1m7di2++eYbt+sWL16MkJAQjWtEVmfUFkhAmVZIJVoghf1ZqCVSz1trmAnDovUo2RIpp6eDnJZIQHprZG16jJNUazKwhDsmIDNlG65kZzotrywpwbl176PjrP9TpVzyjuFRpPDwcOFxWVmZX6+pmZ0V8L91Tyty3w8g7T3FxsaKfo3ZFBUV4fHHH3e77sEHH8TgwYM1rhEpxcjdVwHrB0hAmW6swj4dgpeZgiQDo38CJTAq0UsAgCLfcz0YKURKOY/I7dKqFzHBUew5q05ICLrPfgw7//Znl3UXDv2MC7+loHG3QaL2qabJ01YZuneSUhgeRYqIuD59sL8tbo7bOb7eCOS+n9r7oOteeuklZGVluSxv3rw53njjDR1qREpigJROboAElG+FFPZb6+LGSGFSz662DIzGoVRIlLJ/MwRLI4RIOb0azBQitbj9UFTnbogdMhIZPzrfGi68WSvUqcvrTz0wPIoUFRUlPM7NzfXrNY6zaTZp0kTxOskh9/3Uq1dP9GQ5gWDPnj1477333K775z//abjjgKRhgJROiQs8NVohXcrQMUwaYVymWUIjw6I2PNXFiKHSKiESMF6QlBIa/T2fuTvndL53FnL37UF58WXY6gSj/diJiBwwHUEh/g23ImUxPIp0ww03CI/PnTvn12vS0tKEx506dVK8TnJY7f0YQVVVFR577DG392+8+eabMXXqVB1qRWoJ1AAJKHPBqFQrJKBuiBTK8nABJDVUGiEg1maGwGjlsAgYKzD6o3Z9jRQmlQ6RWo2HdGSkIKlFa2NtoQ0aosu9s5G+fTO6z34METGxyD+vfHDMb9VAlYnnrIbhUaTOnTsLjw8dOoSKigoEB3v/GH/99Ve3rzcCx/rk5OQgJyfH6VYc7hj5/RjB8uXLsXfvXpflYWFhWLRoEWw27U+8pK5ADJCAsbqxAtqGSJeyDRgCxTByYLR6UKxhtsDojRHDpFIhUutJdWrTK0jKCY1KnB9bDRmBVkNGwGazBcw5wajM/b+dDgYNGiR007xy5YrbkOCotLQUO3fuFJ6PHDlS1fqJ1aFDB6fJa7Zu3erzNdu2bRMeG+396K24uBgvvPCC23UvvfQS2rdvr3GNSCtGHySv1q+pSl3wKjntvtluGaEnI35WNcdCINxKo152qfDPyhzfp97vVanjSs53R6lb6dTc8kOt1kAl9i/mfXr7PG02G398NwiGR5EiIiKQmJgoPF+6dKnX7deuXYvLl6sv2ho3boyhQ4eqWT3RbDYbxo4dKzz39X527NiB48ePAwCCgoJw5513qlk905k/fz6ys7Ndlrdr1w7PPPOMDjUiLTFAyqf0fduMFoyMoOZzMcJnUzsoWj0s1jBCiNKTEYKklUIk4Bz0pIY+Oa91x+w9Msg9/lUleOyxx4THS5YsQWpqqtvtrl69innz5gnPH374YZ9dXPXwyCOPICio+lD43//+h02bNrndrqqqCs8++6zwfPLkyWjWrJkmdTSDtLQ0LFiwwO26hQsXcmIhMgSzBEiGSGUZJTAGYlCsYYTAZER6fy5GCpFqhC1PoVJu0CT3jDyERSkMjxLcfvvtGDJkCIDqeyPecccdOHTokNM2BQUFGDduHE6ePAmgepbV5557zu3+zp49KzTH22w2v7qOKql79+6YNm2a8Hzq1Kkudbhy5QpmzJiBn376CQAQGhqKv/zlL1pW0/Cef/55lJSUuCwfMWIE7rrrLh1qRHoweusjoG6ANGorJBB4IdIIgTGQw2INBkb/6RkkjRAiAWVbI/Uk9j0odZ6yV1Uqsh/yzGZ3NyUk+ZSRkYF+/foJXRSDgoIwbNgwJCQkIC8vD5s3b8bVq9WDqYODg/Hdd985dXd1dPbsWbRt21Z4vmXLFgwfPtxj2TfeeKPLsrS0NFy4cAFAdffY1q1bu2yzf/9+j/ssKirCoEGDnFpRBwwYgC5duuDSpUtITk4W9g9Ud2+dMWOGx/3JlZGRgbi4OABAenq607hMI0pJScHgwYNdlttsNuzbtw89e/bUoVakJzP8+qjGJDo1lJ4gQ4kJddzRY3IdNRkhHAdqSKyNgVE5eky4o9Q5R+45xkj3mvWH1ODr77nL0/mlJD8LaRv+g9CGUWgz8Q8ApH0Hlfhx1dePyGa7xq3NeH0oTSI2NhbJycmYOnUq9u/fj6qqKmzZsgVbtmxx2q5Zs2ZYsmSJx+AoxYEDB7yuv3DhglPQ80fDhg3x/fff4/7770dycvWNWHfu3Ok02Q9QPebznXfeUTU4mo3dbscf//hHt+seeOABBscAZfQZWAH1ZmEFlJuJtYZSM7LW5njBYtYgycBoHAyM6nD8XLUKkkrOzirn3OIYxoweJNUOju5UXLuCrM0rkbN9HeyV5UBQEJoPvhP1WraRvE/yzvzt4jrq1KkTdu3ahU8++QS33XYb4uLiEBoaiubNm2PAgAF48803cfjwYdx+++16V9UvMTEx2Lx5M9asWYMJEyagTZs2CAsLQ1RUFHr16oV58+YhNTUVs2bN0ruqhmKz2fDXv/4VXbt2dVreoEEDdu0NcIHchRVQpxurmiHFCN08/aV3Xdkd1Rm7pmpH689aiWNcqe+qkbu06hEcLx37BQden4nsLUnVwREAqqqQ9tUHbu+1Tcpgy6NMoaGhmD59OqZPny55H23atBF1kKv5hbDZbJgwYQImTJigWhlWdMstt2D//v346KOP8PLLLyM/Px9//vOf0aJFC72rRuSTmi2QgDqtkIB6XVkB1wsavVsljRBoGRJdMTDqR+vWSCXOO0rdi9ZIrZF6htmwqGhUXrvisvzSsV9w6chu1G98o/aVCgAc80iGZOb+4BcvXsQ777yDZ599FuHh4XpXhwzA6N1Xa6gZIAH1LvDUDJHeqBUojRAUHTE0OmNgNC4tx0Yqcd5R4xyiVZhUIjSKPde5OxelbfgQ2VuSXJaHN49D//veRVAdce1kHPPoG8MjGZLZv1hEtTFAXme1EGlFDIzOGBjNR6sgadQQKexbwTCpdCujEuGxouQKDvx9JiqKL7qs65D4MGJ7i7sfOcOjb8bsOE1EZDFmGP8IVP/HqeY4SEC9C3GOv5OHYxivc7xlBIOjOWn1tzPC7T287tvhHpJi7icp5TWi6qXQ+w0Or4+40TPdrjvz8wqUlxQrUo4YZvmxWCqGRyIijZglQALqTqQDqHthxwAkDj8vhkUr0+JvqvQ9IrXouu4pVGoxKY+U9+ft823W/zbUi05wWV5RUoz0PetEl0XeMTwSEWmIAdKZmhd1DEWeBWorY+2QyLAYOMwUIgF1WyP1pMZ7sgXVQetxj7hdl/HLVyi7eknxMgMZZ1slEqm0tBRhYdrfsJhID2rPxApcD5BqjVHSYnZWs7BqWGQAJH+pfb4BlD3nKDVDqxGoGYYbdeiFyM79cPHIbqflleUlSNu9Bu2Hz1at7EDDlkcikSZOnIg777wT+/bt07sqZFJman0EtGmBBNQPAIHa2mbm9+2ppZAthyQXWyK1Jafu/n6GsbfNcLs8c9/XKC0ulFw+OWN4JBJh586d+Oabb/D111+jd+/euPvuu3H48GG9q0UmZMYAqVU3Vq0muTBjmBLDLO+RoZD0ZNYQaaYgqVVd68d1ROPuN7ksr6oow7mdrrfzIGkYHolEePnll52er169Gt26dUNSEk9KJJ7ZAiSgbSukliHSDCHLH0Z/PwyIZFRahUglmSFEyq2f2M8s9rbpgM3msjzrwHcouXReVl2oGsc8Evlp69at2Lx5s8vyhg0b4pZbbtGhRmQFSSummG5aby3GQdaol12q2f3aHC9SzDQ+0qhBEeBYRCNR+ocfrc4BWjPjGGzHgGaUsZF6hdp60W0R1WsECn5Ndlpur6rA2Z2r0GnU47rUy0oYHon8YLfbXVodazz11FNo3LixxjUiKzFrgAS0uYDUYoKL2oweJBkYyR9q9hRwt28rBUozhkhA/yCpZGiUep5rdev9KNy3FXZ7ldPynEOb0brfJNRrHKNE9QIWu60S+eH777/HTz/95LI8KioKTzzxhA41IjIGrbqxAtp1Za3NsSuonqHNCHXwhN1QjaNmfLKW3013ZetRvhrMNB6yNk3vG2mgLrRRlc3QoutIl+V2exXOpnymSR3M9oOwGGx5JPLBbrfjpZdecrvuueeeQ8OGDTWuEVmRGVsfa2jZjRXQpyXSkbsLPaVbD4wYEGtjUDQOowY1x3qZuVXSbLf3cMddsJPbMqlmWJR7DmwzaCpyD2+FvarCaXnu4a2I73836jdtLWv/gYzhkciH9evXY+/evS7LW7Rogblz5+pQI7IqswdIQNsLRL1DpCMzhD2lMDQah1FDoztWCJJahUitusobpaVQDXUbtUB0j1uRtf/bWmvsOJOyEt3GPq9LvayA3VaJvKiqqvI41vHPf/4z6tWz7omX9GHGGVgd6XExy+6S2uDnbBxm7xZq9q6tZu7KagZKvfc2AyYjqE6I07LwRi0QldBXkf0HKoZHIi+++OILHDp0yGV5bGwsHnzwQR1qRIHACgFSrxBJymNoNBazBi5PzBoizXZ/SLNQ8v2GNWiKmBvHAABCI5qg4y2Pof+cDxDdLVGxMgIRu60SeVBVVYXXXnvN7bqXX34Z4eHhGteIAomZu7DW0HosJOAcII3QndXMGBiNxYwBSww9ur4rQYvbCak9HtJKap+34vvfjfCGzRHT8zbUCeH/CUpgyyORB99++y0OHz7ssjwhIQGzZs3SoUYUaMzeAgno26rAFjNp+LkZj9WDoyMzdmnV6jtj9ZZINd5baP1IxPW5i8FRQQyPRB4sWLDA7fKXX34ZISEhbtcRKc0KARLQ9+KXYcg//JyMyUwhSmlme+9afX+sGCKt9n6sjOGRyI3du3dj+/btLsvj4uIwbdo0HWpEgcxKAZIh0pj4uRiP3t8XozDb56Dld8kqgcsq76M2sw898YThkcgNT62OTz75JFsdiWTS+0KQIfI6fhbGpPd3xIjMFCK1/F6ZvRVSybrzXKYNhkeiWk6dOoW1a9e6LG/UqBFnWCXdWKX1sYYRLgQDOTgF8ns3Or2/F0Znps9H61ZIswVJM9WVrmN4JKrlH//4B6qqqlyWP/LII2jQwFyzwJG1WC1AAsYKkYESpgLlfZqNEb4LZmGmz0qP75sZQqRR6nftYg5ObVuCyooyvatiGgyPRA7y8vLw8ccfuywPDQ3F448/rkONiJxZMUACxmlNsHKItPJ7MzujHP9mY5bPTa/vnlFDpBHqdDnnJFI3vImdHz2EtN1rkJuarHeVTIPhkcjB2bNn0apVK5fl9913H2JiYnSoEZErKwdIo1wMWiloWem9WI2RjnmzMtPnp9f30CghUs16+PvZVpRewb7PX8Te5U/i/NEfAXt1T7O0Petgr6pUpW5Ww/BI5KBv3744duwYVq9ejf79+wvLn376aR1rReTKqgESMNYFtdm7tJq13lZnpGPcCsz0Wer5ndRzXKQRwisA1Amth8rSqy7Lr13IRP7JXYqXZ8UZV4P1rgCR0dSpUwcTJ07EhAkT8NNPP2H79u3o3Lmz3tUicpG0Yool/2Oq0TTzMvJbGWecseNF39VoY99w2iqhUYlQYKRjyEwhx2xqPlsj/b09qZddqvs5xDHMNW3uGqaULsMobDYb4vpNwOEN813Wpe1Zi87Du+tQK3NheCTywGazYciQIRgyZIjeVSHyKBACJGC8C0KjBkkzh0a1gpU/+1Xr+GJY1J7RfnTypOa7aoTzh7uQJzVQ6hEYxZ73mnUcjPBGLVByKddpeVHWUeTnHUPTZjcoWT3LYXgkIjI5qwdIwLghEtA/SJo5MALGCFhi61BzHBqh7uTKLAESMEYrpDtGbDVUSlBQHcT1GYcTPyx2WXfsyNcMjz5wzCMRkQVYeQykI6NfrDuOkVQz1Jl9LGbNmD+j/z09MXPdA4WZ/j5m/R6bWXS3WxAc7voDQ1bGL7hclKVDjcyD4ZGIyCKSVkwJiBBppgv32mFS6kWiVqFUC2b52xFpyezfa71I/dzqhIajVa/b3ayx49iRb+RVyuIYHomILCYQAiRgrhDpyF2g9PXPCsz69yLzMtvxZpXvulnE9roDQcGhLsvPndmOkpJLOtTIHBgeKaAVFBQgJydH72oQKS5QAiRgvgvEQMPQSHoy27HHAKmd0PqRaNl1pMvyqqoKnD29TbFyrDYnAcMjBbR3330XcXFxmDBhAr777jtUVvIGsWQdgRYgzXaRGAj4NyEjMNtxaKUeB2pS4jOK6zsegM1l+ZmTW2C322Xv34oYHilgVVZW4r///S8qKiqwbt06jB49GgkJCXj99df1rhqRYgIpQAIMkUbCvwMZiRmPRwZI9dVr3AqN29zosry4OAd55w9rXyETYHikgPXdd98hIyPDaVlaWhp27dqlU42I1BFoARJgiNQbP3syIjMelwyQ7in5ucT0GOV2+emTyYqVYSUMjxSwPvzwQ7fLH3roIY1rQqS+QAyQAEOkHvh5k5GZ8fhkgHSm9OfRtH1/hNSLdFmemb4bpSVFipZlBQyPFJAyMzPx9ddfuyyPi4vDqFHuf4EiMrtAuZWHO2a8YDQjfs5kBmY8TjkOUj1BdUIQ3S3RZXlVVQXOnflRhxoZG8MjBaQlS5a4nRxnzpw5qFOnjg41ItJOIAdIM140mgU/WyL1BXqAVOv9R/e41e3y06eSOXFOLQyPFHCqqqrw0UcfuSwPCgrC7NmzdagRkfYCNUACDJFq4OdJZmPmYzZQA6Sa77te41Zo3qKry/LLRVnIzzumWrlmxPBIAWfTpk04d+6cy/LRo0cjLi5OhxoR6SOQAyTAEKkUfoZkVmY+dgOtG6sW77VtO9d7PgLAGQUmzrHSvR4ZHingcKIcousCeRxkDYZI6fi5kdmZ/RgOhBCpxftrmnkZreL6IjQswrnsek3RMDJW9fLNhOGRAkpubi6++uorl+UxMTEYM2aMDjUiMoZAD5AAQ6RY/KzIKqxwLFs1QGr5vurUCUGbtkNhswWhVWxf3DT8OYwZ+y906jJWszqYQbDeFSDS0tKlS1FRUeGyfPbs2QgO5teBAltNgLRS9xopai4k81s10LkmRKSVppmXTf+drwlaV6PDdK6JMvQIxDd0vhMdO9+BunUba162WbDlkQJGVVWV2y6rNpsNc+bM0aFGRMbEVshqbIn0jJ8LWZFVjmuzd2XVs/7hdSMZHH1geKSAsWXLFpw6dcpl+a233oo2bdpoXyEiA+NYyOsYIp3xsyArs9LxbcYQqUd9rfQ31wLDIwUMTxPlPPjggxrXhMg8GCCvY4jkRRYFBqsd5zUh0qhB0uj1I2cc5EUBIS8vD2vXrnVZ3qJFC4wdy4HQRN5wLKSzQB0TabULaiJvrDAG0h3HgKb32EgjhEWe18RjeKSAsGzZMpSXl7ssnzVrFkJCQnSoEZH5MEQ6C5QQyYsrClRW/47XDm9qh0kjhEWSj+GRAsKSJUvcLn/ggQc0rgmR+TFEOnMMV1a7yGRwJLJuK2RtnsKdlFBp1aBYUV6CqqoKl/tBBhKGR7K8w4cPIzU11WV5YmIi2rVrp0ONiKyBIdKVlVoqGByJrguUAOmOVYOgv+e48vKryM7ch/S0ncjJPoCOnW5H9573qFw742J4JMtbvXq12+UzZszQuCZE1sQQ6crMrZEMjUTuWenHoUDnz3nObrdjV8q7yEzfg6qq6/cIz0jbiW49JsNms6lZRcPibKtkeY8//jiWL1+Ou+66C2Fh1V0vQkNDOVEOkcJ4ew/3amZpNXooM0MdiYyA35PAYLPZUFVV6RQcAaD4cg6KLqWL2peV/m9kyyNZXmRkJO677z7cd999uHz5Mr7++mucPXsWjRo10rtqRJbElkjPjNgiyQthIvHYCmleYs55sXH9kZm+22V5etouNIpsrWS1TIPhkQJKgwYNMHXqVL2rQRQQGCK9q30Bo+VFKAMjkTICeSykGYk990W36oWgoBBUVTnP2J+RtgvdetytZNVMg+GRiIhU5dhdh0HSM08XNXIvTBkUidTFVkhzkHIuDAmpi5YxPZGVsddp+eWiTBRdykDDRrFKVc80GB6JiEgzbI0Uj+GPyBwYIo1Lznk0Nq6/S3gEqlsfu3RneCQiIlIdWyOJyKoYIo1F7g9wMa16Iygo2GXinIz0XejSfaLP11tpshyA4ZGIiHTGIElEVsTxkPpToudGSGg9tGjZA9lZvzotv3QxHZeLstCgYYzsMsyE4ZGIiAyDQZKIrMSIMywHAqW7+8e27ucSHoHqrqudu41XtCyjY3gkS/r+++8BACNGjEBISIjOtSEiKRgkiYxJbDc8fn+rsTurNtQYJx4T+zvYgurAXlXptDwj3Xt4tFqXVYDhkSxq3rx52LVrF5o0aYJx48bh7rvvxsiRIxEaGqp31YhIAgZJIu0pdeHraT+B+l1miFSHmpOLhYZGoEWL7sjJ3u+0/OKFcyi+nIOIBi1VK9tobHa73a53JYhqy8jIQFxcHAAgPT0dsbH+z2aVlpaG+Ph4l+V33nkn1q9fr1gdiUh/gXrxSaQ0I7SQBPL3mUFSOq1mpD5zagv27vqPy/LuPaegU9e73L7G3fdKzjWuEbDlkSxn7dq1bpePHj1a45oQkdpq/8ccyBefRGIYISzWFsg9DDg2Ujytb2MUE9sHtt0fwW6vclqekb7LbXg04ndMCQyPZDlffPGFyzKbzYbx4wNrQDNRIArki08iT8x4ERvI32UGSc/0vO9tWFgDNG/RDbk5B52WXyg8gyvF51E/ormwzIzfOX8xPMpUVlaGzz//HJ999hlSU1ORm5uLxo0bo23btpgwYQJmzpyJpk2bqlJ2cXExli9fjqSkJJw4cQJ5eXlo1qwZOnbsiMmTJ+O+++5DRESEz/1s3boVI0aMEFX2nDlz8NFHH0mtumoyMzORkpLisnzIkCFo2TJw+qMTUWBffJJ3Ui7szHAMWfWCNZC/ywyS+gbG2mJb93MJjwCQkb4bN3S+Q4caaY/hUYajR4/i3nvvxb59+5yW5+TkICcnBzt27MCCBQuwZMkSjBkzRtGyd+zYgWnTpuHMmTNOyzMzM5GZmYktW7ZgwYIFWLlyJfr3769o2Ubmqcvq3XffrXFNiMhIAvniM1ApHaTk7k/OcWfVUChFzWcRiN/j2iHKymHSSIHRUavYvvhlz3+BWlPGZKTtFMKj1b+vDI8SZWRkIDExEVlZWQCqu0UOHToU7du3x/nz57F582Zcu3YN58+fx7hx47Bx40YkJiYqUvbBgwcxatQoXL5c/cUKCQnByJEjERsbi/T0dCQnJ6OiogKnT5/Grbfeip9//hndunXza98xMTF+de8cNGiQrPegltWrV7tdPmHCBI1rQkRGxSBpXUa+aDNy3cyI32P3AcuMgdKoQdGdsPCGaN68C87npjotLyw4hStX8lC/fjOdaqYdhkeJpk2bJgTH+Ph4rF+/Hj169BDW5+fnY8qUKfjhhx9QXl6OyZMn49SpU4iMjJRVbnl5OSZMmCAEx549e+Krr75yml307NmzGDduHA4cOICioiJMnDgRqampCA72/efu0KED3nvvPVl11EtOTg5+/PFHl+WDBw9GTEyMDjUiIqPjhDvmxkBGAIOkI09BzAih0kwh0ZvY1v1dwiMAZKbvwf5flulQI20xPErw7bffYvv27QCA0NBQbNiwAd27d3fapmnTpvjqq6/Qo0cPnD59GoWFhZg/fz7+/ve/yyr7ww8/xKlTpwAAjRs3xsaNGxEdHe20TZs2bbBx40Z07doVFy5cwPHjx/Hxxx/joYceklW20a1duxbu7jwzadIkHWpDRGbEi1DjY2AkbwK5W6s3/gY3KSHTKqHQX61i++LXPUsAVF9z1gkOQ0xMb/xz4Sx9K6YRhkcJ3n//feHxjBkzXIJjjfr16+O1117DfffdBwBYvHgxXnvtNb9aAP0p++mnn3YJjjWio6Px1FNP4aWXXhJeZ/XwuGbNGrfLJ06cqHFNiMgKGCSNhaGRxOD3V5pAC4JShNeNREyr3ggOCUdsXH+0jO6JNZ9P17tamrHZ3TXVkEfFxcVo2rQpSktLAQApKSkYOHCgx+1LS0vRrFkzoZvpDz/8gJEjR0oq++TJk+jQoYPwPDMz02t3zMzMTKcbj548eRLt2rVz2c5xttVhw4Zh69atkuqnJLE3UL127RoiIyNRVlbmtHzAgAHYsWOHavUkosDDC1HtMDCSkvjdJTWIPU+JvcY1GrY8ipSSkiIEx/r166Nv375etw8LC8OAAQOwadMmAEBycrLk8JicnCw87tixo89xfK1atUKHDh1w4sQJAMCWLVvchkcr2LVrl0twBIA777xTh9oQkZVxnKT6GBpJDWyNJKUF4rmK4VGkI0eOCI+7d+/uVxfU3r17C+HR8fVyyu7du7dfr+ndu7cQHv0p+9q1a1i/fj0OHDiACxcuICIiAi1btsTAgQPRs2dPBAUFSau8yjy1lg4fPlzTehBR4OEFqTIC8SKM9MOxkSRHIJ+vGB5FOnbsmPDYcYZTb1q3bi08Pnr0qKHL3r17N+666y6369q2bYtnn30WDz/8MGw2m1/la2Xbtm0uy+rVq4c+ffroUBsiClRslRQnkC/AyBj44w+JFejnLYZHkQoKCoTHLVq08Os1LVu2FB4XFhaasmwAOHPmDB599FGsX78eSUlJiIiIkLyvjIwMr+uzs7P93ldJSYnbcY2DBg1CaGio6LoRESmFYdJVoF94kXGxNZJ84fmL4VG04uJi4XHdunX9eo3jdo6vN1LZLVq0wJQpU3DrrbeiW7duaN68OYDqkLdlyxa8/fbbOHz4MABg48aNmDJlCtavXy+5G2vNQGEl7Nq1SxiH6ohdVonIaAI1TPKCi8yErZFUG89h1zE8ilRSUiI89rdVKywsTHh87do1w5Xdp08fpKWlud1n+/bt0b59e8ycORNz587Fhx9+CAD45ptvsGLFCtx///1i3oIq3HVZBRgeicj43F2QmP1ilRdZZCUMkoGN5zNXDI8ihYeHC4/dze7pjmOrmL8thlqW7U/305CQEHzwwQc4fvy4ENbefPNNyeExPT3d6/rs7Gz069fPr325myynbt26PmfCJSIyIk8XK0a8cOWFFQUSdmsNHGLPbfn5+di+fTu2bt2Kbdu2YePGjT7vimBWDI8iOQYtf1sRHbeTM05Qz7IBICgoCPPmzUNiYiIAIDU1Fenp6ZK6oCp1T5vS0lKOdySigODrYkatC1oGRCJnbI20LrHnu127duGBBx7Ab7/95rR827ZtmDp1qpJVMwyGR5GioqKEx7m5uX69JicnR3jcpEkTU5ZdY8iQIQgJCUF5eTmA6tt/KDl+Uaxr167hySefxNatW7Fnzx5UVlYCAIYNG6ZbnYiI9MCQR6Q9BklrkHr+bN68uUtwBKp7xTE8EgDghhtuEB6fO3fOr9ekpaUJjzt16iSr7I0bN+pSdo2QkBA0bdpUmA3VcQZYPURGRuL1118HUD0hUEpKCrZu3Yo77rhD13oRERFRYGGQNBclfnBr06YNWrdu7XS9DXiej8MKGB5F6ty5s/D40KFDqKioQHCw94/x119/dft6OWXv27fPr9coVbajK1euCI/r16+vyD6VEBERgVtvvRW33nqr3lUhIiKiABaoMysbndI9NGw2G4YNG4bly5c7LT927Biys7MRHR2taHlGIO0+CwFs0KBBwgymV65cwd69e71uX1paip07dwrPR44cKbnsESNGCI9rDkpvsrKycOLECbevl+rMmTMoKioSnlvxS0FERESkpKQVU4R/pC21P3tPs/tbtfWRLY8iRUREIDExEd9++y0AYOnSpRgwYIDH7deuXYvLly8DABo3boyhQ4dKLrtDhw7o0qWLcL/FTz75BM8//7zH7T/55BPhcffu3dGuXTvJZdf4+OOPhccNGzZEr169ZO+TiIiIKFCwVVJdWgd0b+FxyhTr/VjA8CjBY489JoTHJUuW4A9/+AO6du3qst3Vq1cxb9484fnDDz/ss4urP2X//ve/BwAsXLgQs2bNQosWLVy2y8nJwcKFC4Xnc+fOdbu/q1evIjw8HEFBvhuhd+7c6bTPe+65R/b7ISIiIgpkDJPy6N2a27ZtW8TGxiIjI8NpubtbyVkBu61KcPvtt2PIkCEAqu+3eMcdd+DQoUNO2xQUFGDcuHE4efIkgOqZTp977jm3+zt79ixsNpvwz9vB9tBDDwktiAUFBRg9erTLIN1z585h9OjRKCwsBAB07NgRc+bMcbu/3bt3o2vXrvjggw+Ql5fndpvS0lL8+9//xs0334ySkhIA1a2OjsGYiIiIiORz7GapdzAyIqN9PjabzW3r49GjR/2+O4KZsNlIopUrV6Jfv37Izs7G2bNnceONN2LYsGFISEhAXl4eNm/ejKtXrwIAgoODkZSUhMjISNnlhoSEYM2aNbjppptQXFyMffv2oX379khMTERsbCzS09ORnJws3EqjQYMGWLNmjdcWwqNHj+LRRx/F3Llz0bFjR3Tp0gWNGzcGUD1ucseOHbh48aKwfVhYGNauXavYvRqJiIiIyD13ASlQWieNEA79MWzYMHz66acuy7dt24bJkyfrUCP1MDxKFBsbi+TkZEydOhX79+9HVVUVtmzZgi1btjht16xZMyxZsgSJiYmKld2zZ098//33mDZtGs6cOYPy8nJ89913LtslJCRgxYoV6Natm1/7raqqwtGjR3H06FGP2/Tq1QtLly5Fjx49JNdfCXa7HTabTdc6EBEREenBU6gyY6g0S0D0xtO4x61btzI80nWdOnXCrl27sGrVKnz22WdITU1Fbm4uIiMjkZCQgPHjx2P27Nlo2rSp4mUPHDgQBw8exLJly5CUlITjx4+joKAAUVFR6NixIyZPnozp06cjIiLC636GDBmCvXv3IiUlBSkpKTh+/Djy8/NRUFCA8vJyNGrUCPHx8RgwYADGjx8va7ZYJb355ptYtWoVhg8fjmHDhmHo0KGIiorSu1pEREREuvEVxPQIl1YIh760a9cOrVq1QmZmptNyK864arPb7Xa9K0FUW0ZGBuLi4gAA6enpLl1kR40ahe+//95pWd++fbFz506/Jv8hIiIiIlLKtGnTsHLlSpflubm5aN68ufDc1zWu0fEqm0ynvLwcP/30k8vyunXrMjgSERERkeY8dV3dvn27thVRGa+0yXT27t0rTEbkyNOXloiIiIhITcOGDXO73Gq37GB4JNPx1H+c4ZGIiIiI9NChQwdER0e7LGd4JNKZuy9haGgoBgwYoH1liIiIiCjgebrfY2pqqsd7qZsRwyOZSnl5OX7++WeX5f3790fdunV1qBERERERkeeuq1Ya98jwSKby66+/ori42GU5u6wSERERkZ683e/RKhgeyVQ8ffk8/dJDRERERKSFjh07omXLli7LrXS/R4ZHMhV3X76QkBAMHDhQh9oQEREREVWz2WxCg0bbtm0xc+ZMLF26FOvXr9e5ZsoJ1rsCRGIcPHjQZVm/fv1Qr149HWpDRERERHTda6+9hvnz56N169Z6V0UVDI9kGpWVlcjJyXFZ3q1bNx1qQ0RERETkrGPHjnpXQVXstkqmkZeXh8rKSpflMTExOtSGiIiIiCiwMDySaWRlZbldzvBIRERERKQ+hkcyjezsbLfLGR6JiIiIiNTH8EimwZZHIiIiIiL9MDySaTA8EhERERHph+GRTMNdeAwODkbTpk11qA0RERERUWDhrTrINNyFx5YtWyIoiL+BEBEREZExpKWl4ZdffkFmZiaysrKEf6tXr9a7arIxPJJpuAuP7LJKREREREby1Vdf4fHHH3dZnpmZiQYNGuhQI+UwPJJpjBgxAs2bNxd+vcnPz2d4JCIiIiJD8XR9mp2dzfBIpJWFCxc6PS8rK8OVK1d0qg0RERERkStP4TErKwsdO3bUuDbKYngk0woNDUVoaKje1SAiIiIiEngLj2bHmUaIiIiIiIgU0rJlS7fLGR6JiIiIiIhIEBYWhqioKJflDI9ERERERETkxF3XVYZHIiIiIiIicsLwSERERERERD55Co92u12H2iiH4ZGIiIiIiEhB7sJjaWkpLl26pENtlMNbdZAp1NzjMSYmxulfRESEzjUjIiIiInLm6XYdubm5GtdEWQyPZArz589HXl6e07KJEydi9erVOtWIiIiIiMi96Ohot8vNHh7ZbZUMr7y83CU4Ap5/0SEiIiIi0pNVWx4ZHsnw3AVHgOGRiIiIiIyJ4ZFIJ56+ZAyPRERERGRELVu2dLuc4ZFIZTk5OW6XMzwSERERkRGFhISgefPmLss9XdeaBcMjGR5bHomIiIjIbNxdq54/f16HmiiH4ZEMz1N49DSLFRERERGR3tyFR3ZbJVKZuy9ZeHg4IiMjta8MEREREZEfGB6JdODuSxYTEwObzaZDbYiIiIiIfHPsJdeoUSN07twZ/fv317FG8gXrXQEiXzyFRyIiIiIio3r00UcxY8YMREdHo169egCAjIwMxMXF6Vwz6RgeyfAYHomIiIjIbKw4Pwe7rZLhXbx40WUZwyMRERERkbYYHsmUGB6JiIiIiLTF8EimxPBIRERERKQthkcyJYZHIiIiIiJtMTySKTE8EhERERFpi+GRTInhkYiIiIhIW7xVB5lOREQEGjRooHc1iIiIiIh8KikpQXZ2NrKysnDo0CG9qyMLwyOZjhXvmUNERERE1vPGG2/ghRde0LsaimG3VTIddlklIiIiIjOIiorSuwqKYssjGd7p06cREhKCrKwsZGVloX79+npXiYiIiIjIJ6s1ejA8kuGFhIQgNjYWsbGxeleFiIiIiMhvVguP7LZKRERERESkAoZHIiIiIiIi8qlZs2aoU6eO3tVQDMMjERERERGRCoKCgix1pwCGRyIiIiIiIpVYqesqwyMREREREZFKGB6JiIiIiIjIJ4ZHIg0VFRXBbrfrXQ0iIiIiItEYHok01LVrV0RERKBDhw744x//qHd1iIiIiIj8xglziDR29epVnDx5Evn5+XpXhYiIiIjIb2x5JNKJlb58RERERGR9Vrp+ZXgkU7HSl4+IiIiIrM9K168Mj2QqVvryEREREZH1RUVFISQkRO9qKILhkUyF4ZGIiIiIzMRms1nmGpbhkUzFKl88IiIiIgocVrmGZXgkU7HSVMdEREREFBgYHok01qRJE4SHh+tdDSIiIiIiURgeCQBQVlaG5cuXY8yYMYiPj0d4eDiio6MxaNAgLFy4UNX7EhYXF2PRokUYMWIEYmNjERYWhtjYWIwcORIffPABiouLRe/Tbrdj3bp1mDRpEtq1a4e6deuiWbNm6NOnD1599VWkpaWp8E78w1ZHIiIiIjKjCRMm4F//+hc++OADvasii81ut9v1roRZHT16FPfeey/27dvncZvmzZtjyZIlGDNmjKJl79ixA9OmTcOZM2c8bpOQkICVK1eif//+fu0zKysL999/P5KTkz1uExERgXfffRczZ84UW2VRMjIyEBcX57Tslltuwffff69quUREREREanG8xk1PT0dsbKzONRInWO8KmFVGRgYSExORlZUFoHoWpaFDh6J9+/Y4f/48Nm/ejGvXruH8+fMYN24cNm7ciMTEREXKPnjwIEaNGoXLly8DAEJCQjBy5EjExsYiPT0dycnJqKiowOnTp3Hrrbfi559/Rrdu3bzus6ioCKNGjcJvv/0mLOvXrx+6du2KS5cuITk5GRcvXkRxcTFmzZqFoKAgTJ8+XZH34y+rNPcTEREREZkRw6NE06ZNE4JjfHw81q9fjx49egjr8/PzMWXKFPzwww8oLy/H5MmTcerUKURGRsoqt7y8HBMmTBCCY8+ePfHVV18hPj5e2Obs2bMYN24cDhw4gKKiIkycOBGpqakIDvb85/79738vBMcmTZpg9erVGDFihLC+uLgYDz/8MFauXAkAePDBBzFo0CC0b99e1vsRg+GRiIiIiEg/HPMowbfffovt27cDAEJDQ7Fhwwan4AgATZs2xVdffYWEhAQAQGFhIebPny+77A8//BCnTp0CADRu3BgbN250Co4A0KZNG2zcuBGNGzcGABw/fhwff/yxx33+9ttvWLFihfB85cqVTsERqO6uunz5cgwaNAhA9VjPefPmyX4/YjA8EhERERHph+FRgvfff194PGPGDHTv3t3tdvXr18drr70mPF+8eDEqKioUK/vpp5/2OIlMdHQ0nnrqKbevq23RokWoqqoCUD2ucNSoUW63CwoKcgrASUlJyMvLE1V/ORgeiYiIiIj0w/AoUnFxMX744Qfh+axZs7xuP2nSJDRo0ABAdetjTYulFCdPnsThw4eF574mrXFcf/DgQaHF0pHdbsf69euF577ez+DBg9GhQwcAQGVlJTZs2OBHzZXB8EhEREREpB+GR5FSUlJQWloKoLplsW/fvl63DwsLw4ABA4Tn3mYy9cXxtR07dvQZplq1aiUEPQDYsmWLyzYnTpxARkaG8Hz48OE+6+G4jZz3IxbDIxERERGRfhgeRTpy5IjwuHv37l4noanRu3dvt6+XU7bjPuWU7bisZcuWft1LUan3I1bLli01K4uIiIiIiJxxtlWRjh07JjyuPVGNJ61btxYeHz161FBl6/V+HFs73UlPT3d63qRJE5w/f15SWUREREREelu7di2WL18uPJc7F4oeGB5FKigoEB63aNHCr9c4tpgVFhYaqmy5+7x69SpKS0sRFhbm12tr1Nwc1V+FhYWiX0NEREREZFR5eXlo06aN3tUQhd1WRSouLhYe161b16/XOG7n+HojlC13n572S0REREREnuXm5updBdHY8ihSSUmJ8Dg0NNSv1zi2yl27ds1QZcvdp6f9+lK7W2ptZ86cwdChQwFUT1LEVkfyJDs7G/369QMA7N69269xuxS4eLyQv3iskBg8Xshf6enpwn3TO3XqpHNtxGN4FCk8PFx4XFZW5tdramZnBfxv3dOqbLn79LRfX2JjY/3eNi4uTtT2FLiio6N5rJDfeLyQv3iskBg8XshfjtfhZsFuqyJFREQIj/1tcXPczvH1Rihb7j497ZeIiIiIiKyF4VGkqKgo4bG//ZRzcnKEx02aNDFU2XL3Wa9ePdGT5RARERERkfkwPIp0ww03CI/PnTvn12vS0tKEx3L6NqtRtp7vh4iIiIiIzIPhUaTOnTsLjw8dOuTX/Vl+/fVXt6+XU/a+ffv8eo2vsh2X5eTkOLUqSt0nERERERFZD8OjSIMGDRK6aV65cgV79+71un1paSl27twpPB85cqTkskeMGCE8PnbsGLKzs71un5WVhRMnTrh9fY0OHTo4DereunWrz3ps27ZNeCzn/RARERERkXkwPIoUERGBxMRE4fnSpUu9br927VpcvnwZANC4cWPh9hNSdOjQAV26dBGef/LJJ163d1zfvXt3tGvXzmUbm82GsWPHCs99vZ8dO3bg+PHjAICgoCDceeed/lSdiIiIiIhMjuFRgscee0x4vGTJEqSmprrd7urVq5g3b57w/OGHH0ZwsLy7oziWvXDhQo+T3OTk5GDhwoXC87lz53rc5yOPPIKgoOpD4X//+x82bdrkdruqqio8++yzwvPJkyejWbNmoupPRERERETmZLPb7Xa9K2FGQ4cOxY8//ggAaNOmDdavX4/u3bsL6wsKCjB16lQhiDVp0gSnTp1CZGSky77Onj2Ltm3bCs+3bNmC4cOHuy23vLwcnTt3xqlTpwAAvXr1wpdffonWrVsL25w7dw7jxo3D/v37AQAdO3ZEamqq1+A6ffp0LF++HED1DKyrV692qsOVK1fwyCOP4NNPPwUAhIaGIjU1Fe3bt/e4TyIiIiIisg6GR4kyMjLQr18/YdxhUFAQhg0bhoSEBOTl5WHz5s24evUqACA4OBjfffedU3dXR2LCIwAcOHAAN910E4qLiwEAISEhSExMRGxsLNLT05GcnIzy8nIAQIMGDZCSkoJu3bp5fT9FRUUYNGiQUyvqgAED0KVLF1y6dAnJycm4cOGCsG7p0qWYMWOG130SEREREZF1MDzKcPToUUydOlVo4XOnWbNmWLJkCW6//XaP24gNj0D12MNp06bhzJkzHrdJSEjAihUrMGDAAK/7qpGVlYX7778fycnJHreJiIjAO++8g1mzZvm1TyIiIiIisgaGR5nKysqwatUqfPbZZ0hNTUVubi4iIyORkJCA8ePHY/bs2WjatKnXfUgJjwBQXFyMZcuWISkpCcePH0dBQQGioqLQsWNHTJ48GdOnT0dERISo92O327Fu3TqsWLECv/76K7KzsxEREYHWrVvjzjvvxJw5c5y6yBIRERERUWBgeCQiIiIiIiKfONsqERERERER+cTwSERERERERD4xPBIREREREZFPDI9ERERERETkE8MjERERERER+cTwSERERERERD4xPJKiysrKsHz5cowZMwbx8fEIDw9HdHQ0Bg0ahIULFyI/P1+1souLi7Fo0SKMGDECsbGxCAsLQ2xsLEaOHIkPPvgAxcXFqpVN4ulxrBw5cgTvvPMOJk+ejC5duqBRo0YICQlB06ZN0adPHzzxxBPYt2+f4uWSfHqeW9yZMGECbDab8M+fe/OSNoxwrGzfvh1/+MMf0LNnTzRv3hzh4eGIi4tDv3798Nhjj+GLL77AhQsXVK8H+abX8WK327Fp0ybMmTMH3bp1Q2RkJIKDgxEZGYkuXbrg/vvvx/r161FZWalK+eS/yspKHDx4EP/973/x6KOPok+fPggNDdX0/G+oa1w7kUKOHDli79Wrlx2Ax3/Nmze3f/PNN4qXnZKSYm/btq3XshMSEuw7d+5UvGwST+tj5fvvv7d37drVa3mO/+6++257QUGBImWTfHqeW9xZvXq1S/nDhg3TpGzyTu9j5dSpU/ZRo0b5dZ5ZsGCBKnUg/+l1vJw7d84+dOhQv46T3r172w8fPqxo+eS/devW2evVq+f1b6T2Jpyf6QAAE6tJREFU+d9o17g2u91u9z9qErmXkZGB/v37IysrCwBgs9kwdOhQtG/fHufPn8fmzZtx7do1AEBISAg2btyIxMRERco+ePAgbrrpJly+fFnY/8iRIxEbG4v09HQkJyejoqICANCwYUP8/PPP6NatmyJlk3h6HCtvvPEGXnjhBeG5zWZDjx490LFjRzRu3Bh5eXn46aefkJeXJ2zTtWtXbNu2DVFRUbLKJnn0PLe4c/HiRXTu3Bk5OTlOy4cNG4atW7eqVi75pvexcuDAASQmJqKgoEBY1qVLF3Tt2hVNmjTB5cuXcezYMRw4cAAVFRVYsGABnn76acXKJ3H0Ol7Onz+PAQMG4MyZM8Ky2NhY9OjRA9HR0cjKysKBAweEegFAs2bNsGvXLrRt21Z2+STO0qVLMWvWLK/bqHn+N+Q1riYRlSzP8Re0+Ph4+4EDB5zW5+Xl2RMTE4VtmjRpYr9w4YLscsvKyuzt2rUT9tuzZ0/72bNnnbY5c+aMvWfPnsI2HTt2tJeXl8sum6TR41h5/fXX7QDsN954o/3999+35+fnu2xTWlpqf/311+116tQRyp48ebKsckk+vc4tnsyZM8cOwB4SEmKfNGkSWx4NRM9j5cyZM/aoqChh34mJifZDhw653bagoMD+8ccf27/77jtFyiZp9DpeZs2aJewzPDzcvnjxYpdrkrKyMvt7771nDw0NFbYdO3as7LJJvCVLltgB2Fu0aGG/44477K+++qr922+/tT/xxBOqn/+Neo3L8EiyffPNN8JBGxoaaj948KDb7YqLi+0JCQnCti+88ILsst9//31hf40bN7ZnZWW53S4rK8veuHFjYdvFixfLLpvE0+tYWbNmjX3dunV+bfuPf/zDqSvIkSNHZJVN0ul5bnHnhx9+EMr485//bH/llVcYHg1C72PllltuEfZ5zz332CsqKhTZL6lDr+Pl6tWrTl0g3377ba/bL1y4UNi2Tp069sLCQlnlk3jZ2dn2c+fOuSzX4vxv1GtchkeSbcyYMcIB++CDD3rd9tNPP3X6FU/uryNdunQR9ve3v/3N67Z//etfhW179Oghq1ySRs9jxV8VFRX2mJgYoey33npLk3LJlZGOl6tXrwq/ALdv395+7do1hkcD0fNY+fLLL4X9tW7d2l5UVCRrf6Q+vY6XAwcOOP04mZub63X77Oxsp+337t0ruWxSlhbnf6Ne43K2VZKluLgYP/zwg/DcV7/wSZMmoUGDBgCAwsJCbN++XXLZJ0+exOHDh4XnM2fO9Lq94/qDBw/i1KlTkssm8fQ8VsSoU6cO+vfvLzw/e/asJuWSM6MdL6+88opwzli0aBHCw8MV3T9Jp/exsmjRIuHxH//4R2HfZEx6Hi+1Z8SMjIz0un3jxo2dnldVVUkum8zFyNe4DI8kS0pKCkpLSwEA9evXR9++fb1uHxYWhgEDBgjPk5OTJZft+NqOHTsiJibG6/atWrVChw4dhOdbtmyRXDaJp+exIpbNZhMec5p0fRjpePnll1/wj3/8AwBw33334eabb1Zs3ySfnsfK+fPnsWnTJuH5vffeK3lfpA09j5fWrVs7PU9NTfW6/W+//SY8DgkJQefOnSWXTeZi5GtchkeS5ciRI8Lj7t27Izg42Odrevfu7fb1csp23KcWZZN4eh4rYh06dEh4HBcXp1m5dJ1RjpeKigo88MADqKysRJMmTYQQScah57GyY8cOoTXohhtuQPPmzXHp0iW89dZb6N+/P6KiolCvXj3Ex8fj7rvvxqpVq9h6pDM9j5fY2Fj06tVLeP7SSy95/IGyoqLCaZbw6dOnIyIiQnLZZC5GvsZleCRZjh07JjyOj4/36zWOv7wdPXrUlGWTeGb5e6WkpODEiRPCc7Yy6cMox8vChQuxf/9+AMCCBQvQrFkzRfZLytHzWNmzZ4/wuGvXrtixYwd69OiBp59+Grt370ZhYSGuXbuGtLQ0rF69GlOnTsXvfvc7p9s0kLb0Prf84x//QEhICADg22+/RZ8+fbBmzRqcPXsWJSUlOHPmDJKSktC7d2+hVXvw4MF46623ZJVL5qL3ceqN759biLxwvJ9VixYt/HpNy5YthceFhYWmLJvEM8Pfq6qqCn/84x+F5/3790efPn1UL5dcGeF4OXHiBF599VUA1ffx8jU2ivSh57GSnp4uPL506RLGjBmDixcvAqhuBejRowcqKyuxZ88e4WJu//79GDhwIPbu3YvY2FjJZZM0ep9bhg8fju+++w6TJk3ChQsXsH//fkyaNMljuXPmzMG8efMQGhoqq1wyF72PU2/Y8kiyOA7+rlu3rl+vcdyu9uBxs5RN4pnh7/WXv/wFu3fvBgAEBQVh4cKFqpdJ7ul9vNjtdjz44IMoKSlBaGgoPvjgA6exsGQceh4rNUERAH744QdcvHgRTZs2RXJyMn755RcsWbIEy5Ytw5EjR/D5558L5ebm5uK+++6TXC5Jp/e5BQBGjhyJs2fP4pVXXvHYbbZOnTq48847MXXqVAbHAGSE49QThkeSpaSkRHjs78ktLCxMeHzt2jVTlk3iGf3vtWHDBqGVCQCeeeYZ3HTTTaqWSZ7pfbx8+OGH2LZtGwDghRdeQKdOnWTtj9Sj57Fy5coVp+d16tTBhg0bMGLECJdtJ0+ejKVLlwrPt23bhq1bt0oum6TR+9wCAKdPn8aMGTPw2muvoaKiAm3atME999yDhx56CBMnTkTLli1RWVmJDz/8ED169MBrr70mu0wyFyMcp54wPJIsjtPVl5WV+fWamlnOAP9/TTFa2SSekf9ee/bswdSpU2G32wEAiYmJ+Mtf/qJaeeSbnsdLVlYWnn32WQDVs9w5TlpBxmOU/4cAYMKECU4zc9Y2efJkp67wq1atklw2SaP3/0U7d+5Er1698OWXX6JRo0b44osvcPr0aaxatQqLFy/G6tWrkZ6ejvfeew9hYWGoqqrCK6+8gvnz58sql8xF7+PUG4ZHksVx5i9/f+Vw3E7OzGF6lk3iGfXvdfjwYYwePVpoQejbty++/PJLYUID0oeex8vcuXNx6dIlAMDixYudfs0l4zHK/0MAMH78eJ+vcdwmJSVFctkkjZ7Hy4ULFzBhwgQUFRXBZrPhyy+/xKRJk1y6xAcHB2Pu3LlO9xB9+eWXkZGRIblsMhejXjMBDI8kU1RUlPA4NzfXr9fk5OQIj5s0aWLKskk8I/69zpw5g1tuuUUYmN6lSxds3LiRPywYgF7Hy1dffYUvv/wSQPVNl4cPHy5pP6Qdo/w/BFSfQ3xx3CYzM1Ny2SSNnsfLf/7zH2RnZwMAbr31VgwbNszr9jNnzsQNN9wAoLr1acWKFZLLJnMx4jVTDc62SrLUnNQA4Ny5c369Ji0tTXgsZxzRDTfcgI0bN+pSNomn57HiTmZmJhITE5GVlQUAaNeuHTZt2uRyMUj60Ot42bdvn/B49+7dXrsgOrYC/Prrr07b/vvf//b73lwkj57nltqv9eeHJ8dtLl++LLlskkbP4+W7774THrsbF1ubzWbD8OHDhds27N27V3LZZC5GvsZleCRZOnfuLDw+dOgQKioqfN5w99dff3X7ejllO17waVE2iafnsVLb+fPnkZiYKNxrLTY2Fps3b0ZMTIxiZZA8RjheDh8+7Pe2ly9fxq5du4TnRUVFsssn/+h5rHTr1s3puT9h0HGbRo0aSS6bpNHzeHFsafb3h0rH7Wq605P1Gfkal91WSZZBgwYJ44GuXLni81ex0tJS7Ny5U3g+cuRIyWU7/mp37NgxoSuIJ1lZWU43f/fnVz9Sjp7HiqOCggLcfPPNwi+5zZs3x+bNm9GmTRtF9k/KMMrxQsan57EyYMAA1K9fX3juzw8OjtvExcVJLpuk0fN4cZzExN/78Dne7y8yMlJy2WQuRr7GZXgkWSIiIpCYmCg8d5yG3J21a9cKv7o2btwYQ4cOlVx2hw4dnMaOfPLJJ163d1zfvXt3tGvXTnLZJJ6ex0qNoqIi3HbbbTh06JCw302bNjl1YyJj0Ot4+b//+z/Y7Xa//r3yyivC64YNG+a0jmMltaPnuaVu3bq47bbbhOfr1q3z+RrHbXyNeSPl6Xm8tG7dWnicnJzsc3u73Y4tW7YIz9u3by+5bDIXQ1/j2olk+vrrr+0A7ADsoaGh9t9++83tdleuXLG3b99e2Pb555+XXfZ7770n7C8qKsqek5Pjdrvs7Gx7kyZNhG0/+OAD2WWTeHoeK1euXLHfdNNNwj4bNGhg37Vrl+z9knr0PF788corrwhlDhs2TJMyyT09j5Xt27cL+wsKCrLv2LHD47aff/65sC0A+759+2SXT+Lpdby8/fbbwr5sNpt927ZtXrf/73//63S8bN26VVb5pBwtzv9GvcZleCRFDBkyRDho27RpYz948KDT+vz8fPstt9wibNOkSRP7hQsX3O7rzJkzTifLLVu2eCy3rKzM3q5dO2HbXr162c+dO+e0zdmzZ+033nijsE3Hjh3t5eXlct8ySaTHsVJSUuK0z7p16/r8T5uMQa9ziz8YHo1Fz2PlrrvuErZt1qyZ2+2TkpLsdevWFba75557JL5TUoIex8vFixedLvIbN25s/+KLL1y2Ky8vt7/33nv2sLAwYdt+/frJfcukIKnnfytc43LCHFLEypUr0a9fP2RnZ+Ps2bO48cYbMWzYMCQkJCAvLw+bN2/G1atXAVTfvygpKUmRvvshISFYs2YNbrrpJhQXF2Pfvn1o3749EhMTERsbi/T0dCQnJ6O8vBwA0KBBA6xZs8bn4HhSjx7Hyssvv4xNmzYJzzt37oykpCQkJSX5fG2HDh3wxBNPyCqfpNPr3ELmo+ex8vHHH2Pw4ME4evQo8vLyMGLECPzud79Djx49UFlZiT179uDIkSPC9l26dMF//vMfRcomafQ4Xho1aoSPP/4YEydORGVlJS5cuIC7774bbdq0wYABA9CoUSPk5+fj559/drntwrJly2SVTdKNGTNGmJm9huPfZ+/evbjxxhtdXvftt9/KmojPsNe4qkZTCihHjhxx+vXD3b9mzZrZv/76a6/7kdI6kJKSYm/btq3XshMSErx2JyLtaH2szJgxw2tZ3v6xRUl/ep5bvGHLo/HoeaxkZmY6tVR5+jdmzBh7YWGhQu+Y5NDrePn222/t0dHRfv0fdOONN9pTU1MVfNckVnx8vKTrhzNnzrjsywrXuGx+IcV06tQJu3btwqpVq/DZZ58hNTUVubm5iIyMREJCAsaPH4/Zs2ejadOmipc9cOBAHDx4EMuWLUNSUhKOHz+OgoICREVFoWPHjpg8eTKmT5/Om78bhJ7HCpkPjxfyl57HSkxMDL7//nt8/fXXWLFiBfbs2YPs7GzYbDZER0djyJAhuO+++zgTsIHodbyMHj0ap0+fxueff45vvvkG+/btQ25uLq5evYoGDRogJiYG/fr1w8SJEzFmzBgEBXF+y0BmtGtcm91ut2tSEhEREREREZkWf8ogIiIiIiIinxgeiYiIiIiIyCeGRyIiIiIiIvKJ4ZGIiIiIiIh8YngkIiIiIiIinxgeiYiIiIiIyCeGRyIiIiIiIvKJ4ZGIiIiIiIh8YngkIiIiIiIinxgeiYiIiIiIyCeGRyIiIiIiIvKJ4ZGIiIiIiIh8YngkIiIiIiIinxgeiYiIiIiIyCeGRyIiIiIiIvKJ4ZGIiIiIiIh8YngkIiIiIiIinxgeiYiIiIiIyCeGRyIiIiIiIvKJ4ZGIiMjiZs6cCZvNpti/Nm3a6P2WiIhIBwyPRERERERE5BPDIxEREREREfkUrHcFiIiISFsdOnTAn/70J8mvb9CggYK1ISIis2B4JCIiCjAxMTF45JFH9K4GERGZDLutEhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0RERAFm27ZtsNlskv/t379f77dAREQ6YHgkIiIiIiIinxgeiYiIiIiIyKdgvStARERE2urQoQP+9Kc/SX59XFycgrUhIiKzYHgkIiIKMDExMXjkkUf0rgYREZkMu60SERERERGRTwyPRERERERE5BPDIxEREREREfnE8EhEREREREQ+MTwSERERERGRTwyPRERERERE5BPDIxEREREREfnE8EhEREREREQ+MTwSERERERGRTwyPRERERERE5FOw3hUgIiIibWVlZeGDDz6QtY+xY8ciJiZGoRoREZEZMDwSEREFmBMnTuDRRx+VtY9OnToxPBIRBRh2WyUiIiIiIiKfGB6JiIiIiIjIJ5vdbrfrXQkiIiIiIiIyNrY8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH5xPBIREREREREPjE8EhERERERkU8Mj0REREREROQTwyMRERERERH59P8AcDeknHSbQVIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 419, "width": 455 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4.5, 4.5))\n", "x = np.arange(0,1.01,0.01)\n", "y = np.sqrt((x*(1-x))/n)\n", "plt.plot(x, y, lw=2, color='k', ls='--')\n", "im = sns.kdeplot(data={'E':ds_FRET.E[0], 'sigma':np.asfarray(E_sub_std)}, x='E', y='sigma', \n", " fill=True, cmap='Spectral_r', thresh=0.05, levels=20)\n", "plt.xlim(0,1)\n", "plt.ylim(0,np.sqrt(0.5**2/7)*2)\n", "plt.xlabel('E', fontsize=16)\n", "plt.ylabel(r'$\\sigma_i$', fontsize=16);\n", "plt.text(0.05, 0.95, 'BVA', va='top', fontsize=22, transform=plt.gca().transAxes)\n", "plt.text(0.95, 0.95, '# Bursts: %d' % ds_FRET.num_bursts, \n", " va='top', ha='right', transform=plt.gca().transAxes)\n", "plt.savefig('BVA.png', bbox_inches='tight', dpi=200, transparent=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 612, "width": 621 } }, "output_type": "display_data" } ], "source": [ "x, y = ds_FRET.E[0], np.asfarray(E_sub_std)\n", "hist_kws = dict(edgecolor='k', linewidth=0.2,\n", " facecolor=sns.color_palette('Spectral_r', 100)[10])\n", "\n", "g = sns.JointGrid(x=x, y=y, ratio=3)\n", "g.plot_joint(sns.kdeplot, cmap='Spectral_r', fill=True, thresh=0.05, levels=20)\n", "g.ax_marg_x.hist(x, bins=np.arange(-0.2, 1.2, 0.025), **hist_kws)\n", "g.ax_marg_y.hist(y, bins=50, orientation=\"horizontal\", **hist_kws)\n", "\n", "x1 = np.arange(0,1.01,0.01)\n", "y1 = np.sqrt((x1*(1-x1))/n)\n", "plt.plot(x1, y1, lw=2, color='k', ls='--')\n", "\n", "g.ax_joint.set_xlim(0,1)\n", "g.ax_joint.set_ylim(0,np.sqrt(0.5**2/7)*2)\n", "g.ax_joint.set_xlabel('E', fontsize=16)\n", "g.ax_joint.set_ylabel(r'$\\sigma_i$', fontsize=16);\n", "g.ax_joint.text(0.05, 0.95, 'BVA', va='top', fontsize=22, transform=g.ax_joint.transAxes)\n", "g.ax_joint.text(0.95, 0.95, '# Bursts: %d' % ds_FRET.num_bursts, \n", " va='top', ha='right', transform=g.ax_joint.transAxes)\n", "plt.savefig('BVA_joint.png', bbox_inches='tight', dpi=200, transparent=False)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "138px", "width": "252px" }, "navigate_menu": true, "number_sections": false, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 1 }