{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# smFRET Analysis\n", "\n", "This notebook is for simple analysis of smFRET data, starting with an hdf5 file, background correction, burst search, burst selection, and ending with a FRET efficiency histogram that can be fitted with a gaussian(s). Burst data can be exported as a .csv for analysis elsewhere.\n", "\n", "You can analysise uncorrected data if you are simply looking for relative changes in the conformational ensemble, or accurate FRET correction parameters can be supplied if you want FRET efficiencies that can be converted to distances.\n", "\n", "If you are doing Accurate FRET correction, it is advised to run this notebook first with no corrections just to check your data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Import packages\n", "\n", "Importing these packages may take a minute or so" ] }, { "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 0.6.5).\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()\n", "import lmfit\n", "import phconvert\n", "import os\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from fretbursts.burstlib_ext import burst_search_and_gate\n", "import tables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Name and Load in data\n", "\n", "First name the data file and check it exists, it will look for the file starting from wherever this notebook is saved." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File found\n" ] } ], "source": [ "filename = \"exampledata/1a1.hdf5\"\n", "if os.path.isfile(filename):\n", " print(\"File found\")\n", "else:\n", " print(\"File not found, check file name is correct\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load in the file and set correction factors. If you aren't using accurate correction factors, set d.leakage and d.dir_ex to 0 and d.gamma and d.beta to 1\n", "\n", "You may get warnings that some parameters are not defined in the file, this is fine as they will be defined in this workbook anyway\n", "\n", "This cell also contains code to sort the timestamps as they are loaded. This is because the timestamps are not always saved in chronological order, and this can confuse some of FRETBursts functions." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)\n", "for i in range(0, len(d.ph_times_t)): #sorting code\n", " indices = d.ph_times_t[i].argsort()\n", " d.ph_times_t[i], d.det_t[i] = d.ph_times_t[i][indices], d.det_t[i][indices]\n", "d.leakage = 0.082 #alpha\n", "d.dir_ex = 0.07 #delta\n", "d.gamma = 0.854\n", "d.beta = 0.847\n", "#d.leakage = 0.\n", "#d.dir_ex = 0.\n", "#d.gamma = 1.\n", "#d.beta = 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Check alternation cycle is correct\n", "\n", "We need to check that the ALEX parameters defined in the HDF5 file metadata are appropriate for the laser cycle used in the experiment. If this is correct, the following histogram should fit within the shaded boxes. It is a combined plot of every photon that arrives over the supplied alternation periods. \n", "\n", "Also check for abnormal spikes or waves in the histogram as this can indicate laser issues." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bpl.plot_alternation_hist(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IF THE ABOVE HISTOGRAM LOOKS CORRECT: then run loader.alex_apply_period below, which rewrites the time stamps into groups based on their excitation period. If you want to change the alternation period after this you will have to reload the data into FRET bursts.\n", "\n", "IF THE ABOVE HISTOGRAM LOOKS WRONG: then the supplied alternation parameters do not match up to the alternation of the lasers in the data. This could be because the lasers were actually on a different alternation, or because the data set doesn't start at zero so is frame shifted etc.\n", "\n", "In this case, you can un-hash the code below and alter the parameters manually." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#d.add(det_donor_accept = (0, 1),\n", "# alex_period = 10000,\n", "# offset = 0,\n", "# D_ON = (0, 4500),\n", "# A_ON = (5000, 9500))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This next function will then sort each photon into channels depending on which laser was on, according to the information used to plot the alternation period histogram above." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Total photons (after ALEX selection): 2,003,013\n", "# D photons in D+A excitation periods: 1,141,024\n", "# A photons in D+A excitation periods: 861,989\n", "# D+A photons in D excitation period: 1,471,746\n", "# D+A photons in A excitation period: 531,267\n", "\n", "Total data time = 1799.91348457\n" ] } ], "source": [ "loader.alex_apply_period(d)\n", "time = d.time_max\n", "print('Total data time = %s'%time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following will plot a time trace of the first five seconds of your experiment. You would have checked before and during the experiment, but here you can check the number of bursts per second. You can change t1 and t2 to plot different parts of the experiment." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:3610: MatplotlibDeprecationWarning: \n", "The `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n", " alternative='`top`', obj_type='argument')\n", "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_base.py:3604: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t1, t2 = 0, 5\n", "dplot(d, timetrace, binwidth=1e-3, tmin=t1, tmax=t2, figsize=(8,5))\n", "plt.xlim(t1,t2);\n", "plt.ylim(-45,45);\n", "plt.ylabel(\" Photons/ms in APD0 Photons/ms in APD1\");\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Background estimation works by plotting log of photons by the delay between them, assuming a poisson distribution of photon arrivals and fitting a line. The plot will contain single molecule bursts however, so a threshold (in microseconds) has to be defined where the fit begins. Choosing the right threshold is a trade off between correctly ignoring the burst photons (accuracy) and getting enough photons to calculate the background (precision). \n", "\n", "\"time_s=\" will change how regularly the background is recalculated" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Calculating BG rates ... [DONE]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "threshold = 1500\n", "d.calc_bg(bg.exp_fit, time_s=300, tail_min_us=(threshold),)\n", "dplot(d, hist_bg, show_fit=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code will plot the calculated background in each window and acts as a good reporter of whether anything important has happened to the solution over the time course of the experiment. Adsorption to the coverslip can cause a decrease in signal, whereas evaporation (and hence concentration) can cause an increase." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace_bg);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Burst Searching and Selecting\n", "\n", "\"d.burst_search()\" can be used to do an all photon burst search (APBS), however \"burst_search_and_gate(d)\" will apply a DCBS / dual channel burst search (Nir 2006), this effectively does independent searches in the DD+DA channel and the AA channel, and then returns the intersection of these bursts, ensuring that any FRET information is only included whilst an acceptor is still active in the detection volume.\n", "\n", "The two numbers given to \"F=\" are the signal to background threshold in the DD+DA and AA channels respectively. If your background is particularly high in one but not the other you may want to change these independently. Additionally if your sample shows signs of photobleaching, increasing the F value can increase the discriminatory power of the dual channel burst search to remove the single dye sections of the burst, at the cost of smaller and fewer bursts." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "bsearch=burst_search_and_gate(d, F=(20, 20), m=10, mute=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following will plot a graph of burst number vs size (under green excitation) which can inform your selection thresholding. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(0, 200)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p8ZwE/BT4prvPBDYBNwGnpRmYiIjUpmJqPE8C+7n7agB3/wtwSapRiYhIzSom8QwFGgH1t0pZctRqgLb1m8oYjYhIOopJPI8BT5vZPGApYSQDANz9zLQCq0fJrtUQulcr24tIrSkm8bQRnt2B0JtNRESk17pNPO5+bBaBiIhIfShmWoRZ+crc/RulDUdERGpdMU1tK3LeDwcOAX7W04PF2UvvcPft4/thwCzC0DurgAvd/fpYNgCYAXwJaAemu/uUWNYATAWOjz/DDcDp7r6xpzGJiEi2imlqm5S7zMzGAZcWe5CYKI6N22xIFF1HGPdtBGE4nnvN7El3fxaYAowGxgDbAr81s2fdfS4wETgobtMB3AWcDFxRbEwiIlIexTxA2pUXgT17sP45hAdOp3QuMLMhwGHA+e7e5u7zCQ+mnhBXOQaY6u6r3H0RcCVwYiybAFzm7i3uvhSYligTEZEKVsw9ni/mLHofMJ6QfIo1i9A09unEsp2BdndfnFjmwOGxCW4EsCCnbGJ8PbaLsl3NrMHdO6gRS99uZ7v4XE9r20bWrm4tc0QiIn1XzD2eq3LebwQWEobSKYq7twCYWXLxYGBdzqqthIdVByfe55Z1bptb1o8woGnNDF468sQtp0xoHNhUYO3yam6u3NiSFGdpKc7SqYYYS6WYezxjUjp2KzAoZ1kj4Z5PZ1IZBPwjp6yrbRuBDe5eM0mnK8uWVebjpM3NTRUbW5LiLC3FWTrVEGO/fg0MHz6kJPsqpsaDmX0WOBIYCbwGzHL3p/p47EVAfzPb0d2XdB4KWODub5nZm/H935Nl8fWL8f0TibKeNP2JiEiZdNu5wMwmArcSahsPEJrafmdmX+nLgeOgo3cC08ys0cz2Ao4G5sRVZgMXmNn7zWxn4BTgxkTZJDMbZWYjgLMTZSIiUsGKqfF8B/isu/+pc4GZ3UR4duYXfTz+CYTptF8nJLZJ7t5Zi5kM/AR4idBl+nJ3vzWWzSB0PphPuK8zmx507xYRkfIpJvEMYsseZAB/Bpp7ejB3f5DEeG/u/hahh1xX664Dvhm/css2EhLT5J7GUK2SI1erh5uIVLO8icfMOnuQzQSuN7PT3f1NMxsKXARMzyJACZIjV3fcshtrK/s+pIhIXoVqPGsITVwN8f1RZtYO9I/L2oDz0w1PRERqTaHEk1Y3ahERqWN5E4+7v5ZlICIiUh96O1abiIhIrxT1AKlUFvVwE5FqpsRThdTDTUSqWaHu1LmjUr+Hu99T2nBERKTWFarx5I5KnbRj/L5VCWMREZE6UKhX23u6U5vZDoQprwfy7oRtIiIiRSv6Ho+ZHUmoBc0DPuzuK1KLSoqW7GgA6mwgIpWvmBlIhxKGzflX4FR3n516VFK0ZEcDUGcDEal8BZ/jMbMvAC8Aw4CPKOmIiEhfFerVdhVheuufAlcAW5vZrsl13D131GopMz3jIyKVrlBT23/G7ycSOhI05JR3oF5tFUfP+IhIpSvUq03D6YiISMkpuYiISKY0ZE4N0/0eEalESjw1TPd7RKQSKfHUCdV+RKRSKPHUCdV+RKRSqHOBiIhkSjWeOqTx3USknJR46pDGdxORclLiEXU8EJFMKfGIOh6ISKbUuUBERDKlGo9sQc1uIpI2JR7ZgprdRCRtSjySl2o/IpKGsiceM5sETAHWJxYfCDwPzAIOAFYBF7r79XGbAcAM4EtAOzDd3adkGXc9UO1HRNJQ9sQD7AGc4+4/Ti40s9uANcAIYHfgXjN70t2fJSSq0cAYYFvgt2b2rLvPzTZ0ERHpqUro1TYOeCa5wMyGAIcB57t7m7vPB24izIQKcAww1d1Xufsi4ErCTKmSkpaV7TQ3N23+GtzUWO6QRKRKlbXGY2aNwC7AaWY2G1gJXAz8CWh398WJ1R043MyGEWpBC3LKJmYTdX3SaAciUirlbmobAfwRuBr4MvAxYC5wCbAuZ91WoBEYnHifWyYZWfp2O9vFjgdt6zfRnBj7rZIpztJSnKVTDTGWSlkTj7u/Anw6sehhM7sR+BQwKGf1RsI9n86EMwj4R06ZZGTkie/WgFqu3YXt3hdabSu591tzcxPLllV+NU1xllY1xFkNMfbr18Dw4UNKs6+S7KWXzGxPMzsrZ/FAYAnQ38x2TK4OLHD3t4A34/stylINVvIaeeJCGsa/QMP4F1i1bpPuA4lIQeVualsDnG9mfwFuB/YHjiTUgoYC08zsBGA34Gjgi3G72cAFZnYEMBw4BTgz49ilC+qCLSLdKWuNx90XAuOB7wGrCc/mHOvuTxN6sPUHXgd+CUxy9yfippOBhcBLwCPAde5+a8bhSzfUE05EutLQ0dFR7hiythPwyk4TF/LasvZyx1JX3pi5CyOH9QfKcy+oGtrRQXGWWjXEWQ0xJu7xjAFe7cu+yt3UJnVEzXAiAko8UiYaB06kfinxSFkkaz9vzNxFSUikjijxSNmpCU6kvijxSEVJNsGBakAitUiJRypK7phwaoYTqT1KPFLRdC9IpPYo8UjVUBISqQ1KPFKV8iUhUCISqXRKPFL1NFeQSHVR4pGao4dTRSqbEo/UnHzNcG3rN5UrJBFJUOKRmpZMQi3X7rJ51lTVhETKR4lH6kZy1lR1SBApHyUeqUt6UFWkfJR4RCjcPbuTEpJIaSjxiOTIrQ11UvOcSGko8YgUSc1zIqWhxCPSSxrCR6R3lHhESkBJSKR4SjwiJVZMRwVQUpL6pcQjkqJ8HRUgf1LSCAtS65R4RMokX1JKjrCQS7UkqQVKPCIVJjnCQi49YyS1QIlHpIoU+4xRPkpQUgmUeERqQKF7SUnFJqgkJSspNSUekTpSbIJKKpSsBjc1KilJjynxiEhBvemZV4hqUKLEIyK9VuoaVCclp9qmxCMimSomWfWmJlWImgQrS9UmHjMbB8wEdgMWAd9098fLG5WIlEJvalKFqEmwslRl4jGzgcBcYArwU2ACcLuZ7eTu68sanIhUnLSaBEuhtW1j6seoNFWZeID9gU3ufnV8P8vMvgMcAvyyfGGJSK0oda0rnzdm7kLjwK1oziDJFSOLml61Jp6xwIKcZU5odusu8WwFMOr91fqji0gt+cTkV8odwhbmTx3DtoWT4FZ9PUa1Xn0HA7kpuRVoLGLbkQCP/OBfSh2TiEg9GAm83JcdVGviaQUG5SxrBNYUse2TwH5AC1B/jasiIr2zFSHpPNnXHVVr4nkROCVnmQE3FbHtO8AjJY9IRKT29amm06laE888YICZnQpcQ+jVNgL4TVmjEhGRbvUrdwC94e7vAAcCRwFvAacCh7r72rIGJiIi3Wro6OgodwwiIlJHqrLGIyIi1UuJR0REMqXEIyIimVLiERGRTFVrd+peqdQRrc1sX+ASwlBAy4EfuftMM9sLeBxYl1h9qrtPLUOYAJjZJMLgrMnBWA8EngdmAQcAq4AL3f36MsT3VcLvOKmRMJjsdVTI+TSzvYE73H37+H4Yec6fmQ0AZgBfAtqB6e4+pQwxjgKuJDyA3Q7cCvyXu79jZg3AP4CGxC4edvcDyxBn3r+bGOdU4HjC9e8G4HR3T/1h8mScZrYj7x32awDwirvvUo7zWeA6VPLPZt0knkod0Tr+Un9N6BJ+M7AHcL+ZvQyMAe5194PLFV8X9gDOcfcfJxea2W2EkSNGALsD95rZk+7+bJbBufscYE4irs8CNwLfJyTIsp7PeEE5FrgU2JAouo78528KMJrwedgW+K2ZPevuczOOcTbhH4wdgKHAHcB5wGTgg3GdJnfPpKtsgTj3IP/veSJwEOEcdwB3AScDV2QZp7svAYYk1tkOeAr4VlyU6fns5jr0TUr82aynprbNI1q7e7u7zwJWEEa0LqfRwN3uPsfdN7n708ADwD7AOOCZskb3Xu+JycyGAIcB57t7m7vPJ4wicUIZ4suN6+fAye7+OpVxPs8BTiP8wQJFnb9jCP+xr3L3RYRax4kZx/g+YC3wwxjjUkKC3yeuMg74c1ZJJ1+ciVjy/Z4nAJe5e0v8GaaR7rmE/HEmXQPc6u73xfdZn89C16GSfzbrpsZD30a0To27P0P4YwA2/+exH6EJ4ECgzcxeIYyTdAtwbnyANnNm1gjsApxmZrOBlcDFwJ+AdndfnFjdgcOzj3ILZwLPufsd8f04yn8+ZxGaej6dWLYzec5f/DyMYMvPrhP+c88sxtgqcFDOeocAf46vxwHbmNkzwPbAQ8Bp7v63LONMxJLv95x7HXBgVzNrSPEiny9OAMzsAOCThIt4p0zPZ4Hr0LOk8NmspxpPX0a0zoSZbUNoDnwqfl8Wv38Y+Ayh1nZhueIjfMj+CFwN7Ej4z+ZS4GC2bE+HMp/bWIs4lS3PV9nPZ/xPO/cCN5j8529w4n1uWSryxLiZmTWY2XTCRXxaXPwO8BjwBUIiXUPK/9AViLPQ7zn3OtBKuA4OKEOcnc4GLnH35CDHmZ/PTjnXoQdI4bNZTzWevoxonTozG0Nob34Z+Iq7bwIOTayy2MymEv5zOqsMIeLur7Dlf20Pm9mNwKeovHN7GPBasvOIu1fU+Uwo9Nns/KMeRLjZnCzLnJkNItwz+wjwaXd/E8DdL8hZ7wxguZmNdPeWLGPs5vece64bgQ3u3pZhiJuZ2T8T/qaOTi4v1/nMvQ4BHyKFz2Y91XheJIxgnWS8t/ktc2a2J/AEYZDTw9x9nZkNM7OLzSw5I9NAoCx/IBDiNLPci/RAYAnQP/bU2bw65T23hxCaWIDQdFBp5zNhEXnOn7u/BbzJlp/dspxbM3s/8Afg/cAn4j8inWVnxc9xp4Hxe6bnt4jfc+51wOKycjkYeNDdlyUXluN8dnUdIqXPZj3VeCpyRGszGwHcR6hqX5QoWkW4R9IvXuxHA+cC12Yf5WZrgPPN7C/A7YQmjCMJ/7ENBaaZ2QmE+2ZHA18sV6DAxwm/506VeD4BcPfVZnYn+c/fbOACMzsCGE6YEuTMLGOMPbNuB5YCX3b39pxVxgJfiDFuAC4D7nT3lVnGSfe/59nAJDObR+j+ezahBlcuHyc0qeXK9Hzmuw6l9dmsmxpPBY9ofRzQDJxnZms6v4AfEP5r/yihT/0jhOcmLi9XoO6+EBgPfA9YTei/f2zsAXMC0B94ndAWPcndnyhHnGa2FTCKMNkfALHpsqLOZ45C528ysBB4iRD3de5+a8bxfYLwD8bngZWJz+pDsfxbwKsxxiWEi/qxGcdYzO95BnAnMJ/wn/kfCfcpy2UnEp/ThKzPZ5fXITObQgqfTY1OLSIimaqbGo+IiFQGJR4REcmUEo+IiGRKiUdERDKlxCMiIplS4hERkUwp8YgQnso3s63LHUclMrNRZlZPD5tLypR4pGKZWYeZtcYH2daa2RIzOyelwy0kDHzak/i+mniAsmTM7Agz+1GJ9/mgmZ3Si+1GEEYcHtjdur1lZtea2f5p7V8qjxKPVLq93X2Iuw8mDMv/HTP7UgrHGd7TDeLcJZ8qZRBxZOAfUnjuliwNIv1Rxr8HXBHn/JE6oOqzVA13f87MHiXMVfIrM/s6cIq7/x/YPBXCasJsiBDmivkVYaTqUwjjjF1KqNn8FbjI3Web2VNx/flmdnRi/h7ifo8mDKv/AeAvhLldfps8vpm9QBgXrFMj8At3PyoOsHglYc6VtwgTZ/0sz4/5n8A8d18Vj/0qYcy5bxDGFnwYmNDVmF1m1kEYgfl0wt/2TGByHEYG4KNm9jhhvK0/A19199diM9r5hCFZBgIPAt9y9zcIQ+MDLDWz/QiDRl4EfDkuvws4w91XmdkFhJkzhxKmI1gCfDueq/fFn+NQwrTpjwInufsKd19qZs8Txk/MfLp0yZ5qPFI1zGwPYG/g3iI32Zow3tUIwgCXPyPMFz+UMCPk1Wa2tbv/77j+3l0knca43ZHuPoww1td1cdDMzdx9t1gzGwIcQZgk78I4btxc4AVgZCybUqBp6TjgtpxlhwH7Ekb+3ZkwFXE+BxMSy96EcQmTs0EeCHw1no92wjhbEKYF/7d4jB1j7LfFn7Hz3Gzn7n8iDLY5ljAtwoeA7QgJrtN44CeEEazv4d0ppScAuxKS8wcJc7mcltjutvizSx1Q4pFK96iZvW1mrYSZTp8hzIpYrDlfenOIAAADvklEQVTu/o67txJGLj46zvj4CLCNu/+j8Oa0E+YdOdHMPkEYyXinfBN7mdmuhKmBj3H3l4C9CBfzc919vbv/mXChfs+04GY2knBRfjKnaKa7vxmnar6PkHzyOcvdl7v7y4SBMY/K2c/L8VzM5d2a4QRCQn41ln07xr3FNCJxLp4jgDPdfVmsdZ0BjI8JGuAxd/99nLF0TiLWVfH11wg1x4Pc/XuJ3f8PsFc8htQ4JR6pdPu4+1B3byTUGDqAm3uw/dLE60MJsyn+N7ACuNjM+hfaOA7//1nCyL33xf19t6t1zWw44YI+zd07a2U7Empeb8UE+jbwX8AOXexiFLDG3VfnLE/O1dJO4b/bvyRev06okXRKNs+t592m9m2B1zoL4ojtK2I8SUMJoxS/llj2GtBAmJ65q1gb4j5vI9Swvg4sBp4ys70T67bEeJLxSo1S4pGqEf/jnwF8Li7aCCRvSHfVQaADwMwGAP/L3Y8hNDX9K2GO+y93sc1msYt1k7sfHvd/DGH+kY/nrNef0Jz3qLtfnChqAf4Wk+fQ2Mz3QcLsjl3F2te/ye0Tr0cT7mV1ZwlheH5g872yDwB/z1nv74QpmXdKLBsDbCJMQZCXme1MuHe1N+H8PwTckFhlq/h9YxHxSpVT4pGqYWZDCTfZH42LFgJjzexjZjaQcGM93zwfHcB/m9nx8f0bcdmK+H49oWaSazDwGzP7grtvICSSDkIngaRrCEkwtwntcaDVzCaZWX8zGwXcD0zs4lhLgMbYs623LjSzJjPbhTCny8+L2ObnwPfMbHRsMvsJ4Z7U84REA7B17KQwG7jIzD5gZsOAi4G73f3tbo7xb8DNsXv2SsKkgisS5dsTJjxb2sW2UmOUeKTSzY/P8awmzAO/gXBPgjgZ1XTg14ROBIt4b0IgrrueULs5mTA//GPAdHf/XVzlZ8D9Zva1nO1aCLWcy+IEfXcAE+OkeADEXmvfINxsX5qYROuF2FR3EKGX11JCL7F5hBv6uTG+SbjYfzy3rAdeJUxw9gfgKncvZnbNiwhNhI8QEmsz4R5MR4z5HmBR7BDxHULCf47QZLYc+I8ijnE5YVrl5wj3ez7JlhObfQx4OP6epMZpIjiRCmJm3wXGuHuhnmv5tu0APuLuz5c+snSZ2W3APe4+q9yxSPpU4xGpLDOAz8dmxbpgZjsAHyb0GJQ6oMQjUkFij7ZzePcZm3pwIaH5sr3cgUg21NQmIiKZUo1HREQypcQjIiKZUuIREZFMKfGIiEimlHhERCRT/x85DYldAKHlxQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sizes = bsearch.burst_sizes_ich(add_naa=False)\n", "plt.hist(sizes, cumulative=-1, bins = 200, histtype=\"stepfilled\", density=False)\n", "plt.xlabel('Burst size (n photons)')\n", "plt.ylabel(\"N bursts with > n\")\n", "plt.xlim(0,200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now set thresholds on how many photons we want in each burst, this can be done on all channels together, or just one channel. Thresholding DD+DA will reduce the width in E, thresholding in AA will ensure there are no donor only bursts." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "allbursts = bsearch.select_bursts(select_bursts.size, add_naa=True, th1=20,) #all channels\n", "dlbursts = allbursts.select_bursts(select_bursts.size, th1=50) #DD + DA\n", "dlbursts = dlbursts.select_bursts(select_bursts.naa , th1=50) #AA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For good measure, we'll do an all photons burst seach and all photons selection so we can see a spread of all three populations" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ...[DONE]\n", " - Calculating burst periods ...[DONE]\n", " - Counting D and A ph and calculating FRET ... \n", " - Applying background correction.\n", " - Applying leakage correction.\n", " - Applying direct excitation correction.\n", " [DONE Counting D/A]\n" ] } ], "source": [ "d.burst_search(L=10, m=10, F=20)\n", "allphotons = d.select_bursts(select_bursts.size, add_naa=True, th1=50,) #all channels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Histograms\n", "\n", "Now we can start plotting and fitting the data. We'll plot all 3 populations first, then the result of the dual channel burst search and selection." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\chp17ba\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1847: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n", " warnings.warn(UserWarning(msg))\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g=alex_jointplot(allphotons) #plots all photons burst search with allchannels selection\n", "g=alex_jointplot(dlbursts) #plots the dual channel burst search with doubly labelled selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will plot the 1D FRET efficiency histogram and plot a gaussian to it. We can also plot two or three gaussians but you will need to change the model to do this. \n", "\n", "If you set pdf=True then the data will be displayed as a probability density function, pdf=False will give it as number of bursts instead" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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amplitudecentersigma
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" ], "text/plain": [ " amplitude center sigma\n", "0 10.4452 0.168357 0.0657219" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = mfit.factory_gaussian()\n", "dlbursts.E_fitter.fit_histogram(model=model, verbose=False, pdf=False)\n", "dplot(dlbursts, hist_fret, pdf=False, show_model=True, show_fit_value=True, fit_from='center');\n", "dlbursts.E_fitter.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will export the data to a .csv file, type the save location between the \"\"'s. This csv file can be opened in excel or origin and contains information about each burst, most importantly E and S but also things like burst length and width." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "csvfile = filename+\".csv\"\n", "burstmatrix = bext.burst_data(dlbursts)\n", "burstmatrix.to_csv(csvfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will give you all of the plots again. Unhash the plt.savefig lines to save the figures as .svg's which can then be used in any vector graphics program." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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W2LijxNImj+WtPkubPDY+V2J7Z2WhmyaEEEKc8yTIOQGHBiOcBZ2MuNJK4Rx0DkYL3DIhhBBCSJBzApY2eygNNhlxZZ1DKVjS7C1wy4QQQgghQc4JuHBJiuvXZTg0GLG/P+TQYMR169I467h3a4FtB8tY6xa6mUIIIcQ5SQqPj4OzjuGD4xSGSuSaMjQsqeGW1zTw6vUVOgcjFjVpHthW5NY7h6UQWQghhFhgEuTMkrOOp/5jF3u39FTnyWld18i6V53H+mVp1i+DbQfLPPx8XIislcI6x8bnSrx6fYX1y9IL/S0IIYQQ5xTprpqlkc48nc8MkG3OUNOSJducoX/HMCOd+eo+UogshBBCnD4kyJmlwlBpxrWrikOl6j5HK0Re1KTZdrAsdTpCCCHEPJLuqlnKNWVQSrG/v0Kh7Gir12SBbFOmus9EIfLG50o4B0rBdevSPLCtyMPPy4SBQgghxHySIGeWGpbUsOSiFnoe7qI4GrF3AAottfR1w9V1EYsaPbRWUwqRlzR7OOu49c7hKXU6PzVFVrb75FJaloIQQgghThEJcmZJacWL37Ca2vNrGR8s0ln2eGpU85Ap8V/Plji/1eOq1RkuXZGuFiID3Lu1MKVORwF7+yL+7p4RWmo9yewIIYQQp4gEOcdBaUXjsloal9WyFHgJMFa0PLGnzGO7Snz3sTx3bMpzyXlprlydYd0if0qdjlaKgXHLcMFy0bI0LXW+jMASQgghThEJck5QXVbziguyvDzIcGAg4rHdJTbvKbN5b5mmGs1LVqbZcH6KLXsrOAf9YxFNNZqWunhW5IkRWAcHQgBZzVwIIYQ4SSTIOUmUUixv9Vne6vPGy2rYdqDMY7vKPLC9iHOOYEmKxY0ei5o033lkHOtAq4mRWI6fmCI7ukMpThZCCCFOEglyToGUp9iwIsOGFRmG85bHd5d4bFeJnT0h+wfi7M/z3RWyvkJrxbrFKXZ0VVja7E+ZRPCVF5XRSkl2RwghhJiD0z7ICYLgVcDvG2PeuNBtmYvGGs2r1+d41UVZ9vSFPLqrxJa9ZZwD31NcvSZDc41iR1c4ZRJBax1ffGCM7tFIsjtCCCHEHJzWQU4QBB5wKzC40G05Gussu0d30Vvspj27iFX1q9HqyDkWlVKsak+xqj3FL17uePpAmUd3lnjmYIWhfMSBwZBsClrrPFCQLzt29lZ40eKUDD0XQggh5uC0DnKA9wF3Ai9b6IbMxDrLt3d9gy39m3E4FIoNrZfx1tXvmDHQmZBJKa5YleGKVRn6xyIe21ni8w+O8tT+CkpVaMhp1nR4jBasDD0XQggh5ui0DXKCIGgBXgt8kNM0yNk9uost/ZvpyHbEyzw4x5b+TVzVfi1rGtbO6hytdR43XVrDjRdn+dHWIhufK9Izagkjx94Bi+eFtNd7jBZnHnoudTtCCCHEzE7bIAf4U+KuqtNWb7E7zuBMW8+qt9gz6yBngudpXn9pDa+/tIZC2bJ5T5m/u3eEZw9VeJYK4MilFU21cYZI6naEEEKIF3Y6BznXAy8GssC6IAg+aIz52wVu0xTt2UUoVHXhTuccCmjPdpzQeXNpzXUvynLN2gw/3VHkp6bE9kNlnt5fZtOeMu31Pq11Sup2hBBCiBdw2gY5xpiXAARBsBL47OkW4ACsql/NhtbL2NK/CUdcN7Oh9XJW1a8+KefXWvHyIMfLgxxhaPnTO4b48fYiz3dXeL4bWus0WkFkQXtStyOEEEJMdtoGOROMMXuANyx0O2aileatq9/BVe3X0lvsoT3bcdTRVSfK9zUff1Mz2zsr7O4JGcxHbN1f5p6ni+T3lGit9Uj5MJSPuGhZRup2hBBCnPOUc27eLhYEwVXAHcaYpZO2XQZ8AVgP7ADeZ4x55AQvtRLYfYLnmBPrLDsGd9Cd72ZRzSLWNa87JUEPgLWOP/lWN/+5eYzhfMR4yRJZuGJNlkWNKWoymj09JZY2p+gaCqvZphvW1/KHN7dJoCOEEOJMswrYM9ud5yXICYJAAe8BPgOExpi2ZHsWeB74JPAl4F3AJ4CVxpjyCVxyJbC7v38Ma0/e99feXk9v7+hR35/rkPITYa1je2eFA/0hz3VX+NefjVeDmdqsolh21GYUFyxNV+t2Dg1GfOQXG0/77M6x7rc4ueR+zy+53/NP7vn8Opn3W2tFa2sdHGeQM1/dVX8MvIU4mPmjSdtfCVhjzOeS118OguD3gTcC35untp00J2NI+fHSWrF+WZr1y9LcaB3OwX9tLzKctwyNW7RWjA5FpP2QjgaP+qyMyhJCCHFumK8g58vAnwGvmLb9AuCZadsMcdfVGRfkHG1IeXehq/r+C82KfKK0VtzymgZevT5H52DE4ibNocGQT945wsB4RN9oRNpXlEPHSDGec0dGZQkhhDhbzUuQY4zpBAiCYPpbtUB+2rY8UDMPzTrpZhpSjnNs6nuc/eP75qUL63BmJ3590dI0z3aGPGSKjBYcIwWLBbqGI7Sq0N7g0VyjZFSWEEKIs85Cj67KA7lp22qAsQVoywmbaUj5+XUr2Te+h0XZxdXAZ3PfEyytWUbGy5zSzA4cmd1Z0uwxNB7xf24folhx7OyuUIkcvaOWlW0plrV4OJBRWUIIIc54Cx3kbAdumbYtAL65AG05YTMNKe8udLFvfG+1Cwugs9DJN3d+ncZ007wUJ0/P7ljr+IXLa/ipKZIvOw4ORngKDgxa+sfLtNd7lCv2iLqd69amefVFOTqHrQQ9QgghTnsLHeQ8AGSCIHg/8Hni0VWLgHsWtFUnQCvNmoa1UwqNJ3dhjZSHGa2MsLp+DY3pxnkpTj6ijdOyO/mK5WsPjZJJafpHLXv7Q4bzlv2DEeuXpWip83DO8a2f5fnR1iK1aS1dWkIIIU57CxrkGGNKQRC8njjA+TPi4eQ3G2PGF7JdJ9P0Lqzh8iD1qXoa0g3A/BcnT5ic3bHWsac3ZONzJRpymlxasahBs68/4vnuEL8vIpeC/tGIFW0e57Ucnmjw1esrrF+WPmXtFEIIIeZqXoMcY8yPgbZp254CrpvPdpyInSPP01vsYXFuCYtyi8n500uKpprehVWKivxw/51MFO28UHHym1e9nb1je+ZxVFalWrfjrOPj/z5EbSbO7uzrr1AI4zl2PK1oq/dwDg4OhABStyOEEOK0s9DdVWecfWN72Nz/RPV1Y7qJxTVLWJyL/2/PdpD2pmY2JndhWWc5lD84q+Lk/mL/lMDn0pYNXNV+DX2l3pMe9MxUt/PSF2XZ+FyJbEqxuDEuSM6mFXv7Qvb2hSjgjifG6Ruz4FS1C+t3X1WP6Q4l8BFCCLGgJMg5Ds5abojWcH2Yo6/GcaDJo6vYxcHxA5ih7UBcf9OabYszPTWLWZRbTHumHU/Ht3o2xclKKfJRgacHn+RFDQFKKay13HXgh/ysZyM5v2ZehqJPzu4satI8sK3IwztK5FKO0aJFK3h4R4nGGo+OBo+WGsVPTZGekYgd3aFMNCiEEGJBSZAzS85axm//FvaJx/CcY5FSLL7gxaibfhmlNeOVcboKnXQVOukudPL8yHNsHXwKAE95tOc6qtmexTVLWF2/5qjFyc45KrZEWmeqgc9YOMpoZYQluaUszi2uFixf0XY1WulT0qU1Pbuzfmma11x8uEtrb2+Fv793FE8rOodCDg1CvuzYPxByxaoMaV/LRINCCCEWjAQ5s3VwL+WnN0FLezUQcc8+ibrkCli+itpULWtSh0dVOecYqQzTle+ku9BFZ6GTbYNPs6V/EwBpL82i7GIW1SxhUXYRFzRdyPbBbaAUCrikeQP7xvdUA598WACgJhXPk6iSmYpv3/MdBkoDC9KlBdBQo1na5BFGPr2jEVsPlCmHsGVvhZY6TVudZk9vKBMNCiGEmHcS5MzWQC+4aUs2OGCwD5avOmJ3pRSN6SYa000ETRcC8QKeA6V+ugpddOfjrM+mvsewzuJwtGRbSesMK+tXcUnzpTzc8xDPDG7FAYUoT0OqgTq/DoiDqGJU4MD4flbWrVqQLq0Ll6S4fl2Gjc+VcA6Ugpsvy7H1QAWtFQNjlgMDIb2jEW31mvYGj7QvEw0KIYSYHxLkzFZLO6hpSzYooLntmIdO0ErTlm2nLdvOxc2XABDZkN5ib9LN1UVXoZO9o7vZM7oLh6Mt20HGy7CidiWH8gfYNboTpTQKOK92OX3Fvjl1aUG8oOiJdHPNNCorWOTzjw+MsvG5Eh0NmoODltq0Zrjg2LI3HqJurePz943SN26lbkcIIcQpI0HObC1bQfqSyyk/8WicwVGgLrgUt+R8Rg6OUxgqkWvK0LCkBnUcD2pP+/HorJol1W3lqER3oXtK4LNzdAcOR22qDl/5nF+3gpZ0K/cduofIRnjaO64uLYAnB7accDfXTF1YkwOffMXyjY1jtNZ7DIxaukcjeoYjDg5FrOnwWdTgU5OZObvz8lY36/sohBBCTCdBziwpral909vJr74k7qJqbsMtOZ/nf3yI/h3D1eHgresaWfeq844r0Jku7WVYXnc+y+vOr27Lh+NxwJPvqgY+vcUeyrbM4/2PktbxsPWMzuArP840wRFdWs45ftazEeCUdXMdbaJB56C9TrOi1WNXT8jAuKNvtEw2FbfrH340ymDhcHbnxt0R16zQsoyEEEKIOZEg5zgorVHLV1VrcEYOjtO/Y5hsc6YaQPTvGGbRhS00Lqs9qdeu8WtZVb+GVfVrgLgmZywc5dD4QZ4a2MLesb0UowKH8gd4evBJFIq0ztCabaUUlajYMimdRilFyZbi7+c4u7lW1K087skJjzbR4K13DrOoQTM47ugZiTgwENE9UuT8Np9F9R4NOfjKg0N8v0bJMhJCCCHmRIKcE1AYKsUZnMnFyEBxqHTSg5zplFLUpxoImhqqhc3OOfpLfWzqe4LdYzup2AoDxT62DW0lH47jKZ+cl6MUlUjrFOWoTNpLz6qbCwdagU1yVseT7ZlposHJBctNNZrzWzPs7K5QLDt2dFcIraN3xNJWl+I8WRldCCHEHEiQcwJyTRkUTClGVkC2KbMg7VFK0ZZt57Xn3VTdVrEV/vm5L7K5/wmKUYnhyhD1qQbAsXngCTzloVCkdAqcI7IhWnlHdHMNl4Z4cnALl7ZcNmVh0bnM0/NC2Z0ljZqxIjzbWaZi4xXS8yVob9CUwyNXRpfsjhBCiKORIOcENCypoXVd4xE1OQ1Laha6aVUpneI3g/clI6niGZbPq11Ob6GHzQNPsGd0N6WoyK7R59k+/AwOSKsUzZkWyrZMPsqT83IUbRGAYlSkkcajFjXPds2tY2V3GnOa5a0pVrZq+sYce/rildEPJCujN9d6ADLRoBBCiKNSEwWqZ5mVwO7+/jGsPXnfX3t7Pb29o1O2OesY6cxTHCqRncPoqtNFPsyzqe8xdo4+T8VW6C/2san/cXJejnh6QugudvOihoD2bAcZnWHv+B6AKUXN3YUuzq9bOac1t6x1bO88vIzEo3scP9oygnNQDh3g2DcQkUspUp6iNZlosLlOT5loUNbOmpuZPt/i1JH7Pf/kns+vk3m/tVa0ttYBrAL2zPY4CXKOw7n0F8Q6y9d2fJkn+h6lGJUoRyXKtkxEBCg08WSHoQ1ZWrOUGr+GtM6we2w3FVuesubWk4NbaEo3HffIrdbWOn7y1MARK6PXpBV9o46u4ZDu4YiVbT4r2lI01yq6hyNetCQla2fNwbn0+T4dyP2ef3LP59fpEORId5WYkVaad6/7DV62+IZqN9f5tSvYOvg0O0efI3KWvkIPD3X/F/vH9yXHeIxVRsl5OUYqw9T4tRTC/JwnKGxtu/SoK6PXpBV1GUW5VpNNKXb3VtjTpyhVLIeGIq5YlcbT8dpZG58r8er1FdYvSx/t2xVCCHEWkiBHHJVWmjUNa6csJHpZ2+Vc1nY5EGd7mjMtPNb7CEVbphKV6MgtorfYw96xPQCUojLlqETRFhitjJDzamY9QeHW8atZX3PZlG6umSYaXNLkUaxA90jEs4ci8mXHk/sqtNd7tNVrnIODAyGAdGEJIcQ5RIIcMWdaad625p1c3XFdNduzom4l3971LzzW+98UoxKhDUnpNMPlIUbKw0Bc/3Mof5Dltcup9evHpT8oAAAgAElEQVTIetkZJyi84/k7uM97YEo315tXvZ1s/T7qUt2szHRwXU8bD++o4BykPcUvXp7jyX1lUIqDgyEHBuMM0HceHWc4b+PB79KFJYQQ5wQJck6QsxYO7o0X8Gxpxy05n9Hu4pyXeTjTzJTtefuad3NNx0vpLfbQmmnjsd5HqkPYK7ZEXaqegWI/XYXO5AjFWDiKr3waUg3k/BoqUYnh0jDt9Yur3Vyb+56gv9g/paj5xas38J7VL2HPUA+rmxdzw4p1fP7BcTY+VyLjK0aLFk8rHt9Voj6raa33aM1pHnq2IKOyhBDiLCdBzglw1uLu/h7u2afAxY/dnZlr6ffi5RhO1jIPZ5rpgc+ahrVTsj3OWb5oPk9zupliVCAf5innS1RshYP5AwAUwgLFqMhYOMpgKU3Or2E8zPP04JNTiprvPvhDmtLxchS7BxT96jLe96q3ccHqQ+wa7GJ182KisfP4x/vH8TxF/5ilZySidyRi7x1DLGv2SaeUjMoSQoizkAQ5J+Lg3jjAaWlHKcVIPkv/nhK5dSVUfeMpXebhTDI96LHOsqH1Mrb0b6rOGP2G5b+Ac45N/Y9RtGWcc4RUKESFamHzSGWYjM7SVegk59cQ2ZCR8vCUoubp2Z7dA4ol/ovJZW9iWZPPyjbY3RtycDDCWugZiWjIaf5zS56uoZCdvTLRoBBCnC3OySHkURQyONhLGJaP66Raa6y11deuXIZCHrx4YrrIKsJIo30PdLzNWkcq4+Glj3+hy7OZcxC6EOsitPLwVRxvT95WsSVKURzwOBxaaSIXQjJvj3MOi8VXPlppFIrIRQD42kehcDissyhbSyUER4R1Gmc9Ur7Fuvh1FHmAIuWBp+OZgSLrqM1qFOBpSHkKdQLxjtYeuVwddXWN1aVATicyvHZ+yf2ef3LP55cMIV8gg4O9ZLM11NYuPq6Hje9rwnBykFOCgT7w49sYWU2x7KMz6WrgY0NHtimNn/ZO7jdxDvB8zXgpT2hDfO2T0RkGSgMUwnEsDusiQheRUn6yphZELkShSekUWmk0mshF+NqnHIW4eBkuKqFDKVAKnFNEYRZXbqoGMUqBi6Diga8VVkEmo+ho8ChWHJUIUh5kU2pWnyHnHFEUMjo6xOBgLy0tHafwzgkhhIBzNMgJw/JxBzgzSqUhl4NCvMClB/jpNGEERCEohZ/z8VKSxZkLBWS9bHxjEy2ZFkqp2jjwUT7j4RiFqIBOsj1pnaZsy1hnq1mdyEWUbZmUTuFpDc5R8Uq4KAfWwymHnyoCZdIqQ2jjGZYjG69JphX4GsaKjjCKKIZJpKSgLgl8jvVZUkrh+ymamlrp7j5wyu6ZEEKIw87JIAc4Kd0FSilcQzPkaiEMwfPIFPL4hTzWabSyeDYDpAnLES5yKE/hpfRp2V1xJlBKTQl8Ml6Gki0dme2J8tVuLl/5STdYHPhYZwGH55fR+HhKg3JoFVEsl0GFKM/DdynS6TKRDSlFPlGYohQqajMKnfz8xkqO+opDMbvsjlIaOCu7iIUQ4rRzzgY5J4tSCtIZSGfi7qtiAS/lJ89gDcUCJZslDA8/9PysR6Y+JYHOSTA96IEk22Nrq4EPDvpKvfjKx+EIbUgxKuApBURERFhr8fQAKmMBRcppVAQuyeTgwOkcUbmRQlhG6RBfpXAuRd+IpWKPP7sjhBDi1JIg52QKwyM2RU4Tli3aU3G1rVKERYef9aRO5xSZHvg458h5NRSifPw+kPNrAMdE3b2nPcq2hK88LBZHiPNCnPVRzgOn8dPjeF4IqhLX9TiwLke51Eg2E6J1iMJnrJgik4qzPROZHaCacarYOKt0rLW7hBBCnBj5V3YOrHVsO1jm3q0Fth0sHx7B5R8ZM1qnIYqgXIRKKf4zDAnHS1SGxgjHi8xmhNutt36UG264hr6+3uq22277Ah/5yP864uvj9dKXXsGuXc/P6dgzgVKKlkwLbdl2mtLNtOU6WFZzHm3ZDpozLbTnOmhIN+DrFBkvQ87L4esUGk3K0/ge+H6E0iH4Y6AilIoLlz1/HJXup6z6KDFEiT7Kaoju0QI9Y6McHC7QMxIxUBqgr9jLUHmQscoo3971jaTbTAghxKkimZzjZK3js/eNsHFH6Yj5VNS0QmQAncpAyeJ0PBTZATa0VMZKxD1YFfzxEpm2BqLQzli3MzIywsMPb+SVr3wNd9zxPd773vctxLd+RpupW2vy6+K0/T3loRRkvDSeincqRAU8BUp7SYASETkLuoJyPs5prFMofxgYxybD2kfCFGldwVcprAOcZnP/Jq5qv3bKTNFCCCFOLsnkHKftnRU27iixtMljeavP0iaPjc+V2N5ZiYOShmZoaYOGJmhpw6vN4quw+gC0Ng5ctLJoHQdJYdlSGMhTHCxSGi7Gf46Wqxmeu+/+IRs2XMab3vRm7rzz+1QqleNq86ZNj/POd76FT3/6L7jxxpfz5jf/Avfdd8+Ufe6//17e/vY3ceONL+PWWz963Nc402V0hpxXQ+hCQhfinCXr5XDY6rZav5aU9sl6aWr8LDV+Dl97aOUBGqUsSldQOgIV4pIiZ6vHKYUh42VLsewoR7Cnr8xT/Zt5pGcjO0eel6yOEEKcApLJOU6HBuMZcSdG12ilcA46ByPWL5taiAxx5ibjDeNr4iAndIQcztIo4u1hMcQjTOZtgTBK4Wc8PBXxg3+/nd96729z8cUvprm5mQcfvI/Xvvb1x9XuPXt2ceWVV/PDH97Hli2b+PCHP8Tq1WtZvXoNAM88s5Xbbvs6IyOjvPe975zTNc5kE11akwuWM/roI7cm1Pq1lKMSyouzNKErU7YRWqVwxJMPunhWH5RyoDRKRfSX9/HtHf9JjVdHLqW5fukVvGX129k7tofeYnd11XWp2xFCiLk7bYOcIAhywLeBFmAT8EFjzIKPvV3a7KE0WOfQSmFdXJuxpPkoRcRJF5ZXKOABkVKEKotTqtp95QDlLMqLH2hKgbMRdniYrc88yejoCFetuwCGB/mFX3gT3/ved447AMnlanjf+24hnU5z1VXXcPXV1/Lgg/dVg5xf//X3UlNTS01NLevXX8KhQwfnfI/OVMfq0oIjR25NDnyUAs+Bdj4uSqGcSoamV7DWA12JZ1wmJFQFukZHSekCuCwHx+5m5+gOhkpD8SSGSldXXZfARwgh5ua0DXKAdwE/McZ8OgiC24ArgUcXuE1cuCTF9esybHyuNDFYiutflOHCJakZ958+l47nefjDRcKyq86W4nsWa9XECOR4u3OEJcsd997H8OgIv/Lb7wHiie1GRkbYtmULyW7x0PVKJV4w1Dle+9qXV6//rne9h4svfjEdHR1kMpnq9vb2Dvr7+6qv6+vrq1+nUimiKDoZt+usc8wh68kEhWOVfPXzkdV1jI034KsK1oUUoxKl0fNJUQd+ET9VZKQywKM9/dR5TVjnU+fX8GDpfnaP7GKgPFBdtuLSlg1c1X4NfaXeatADsHt0lwRCQggxzWkb5Bhj/ikIAi8IAg/oAMYXuk0Qr59xy2saePX6Cp2DEUtmsVr19C6sTHsGP1/CVUJUysfzodQ3SuhS1cBHq5DR8SIPPfITPvXRT7F48VKiUKGU4wtf/Uf+7TvfZsniJVApE/UPEBXLuFIZhgf50X/cG4/o8n1Ipdm8+QkGBgaIoggvWW6iq6uLiy5af6pv1zlhpgkKa1N1U7I9hBFjpTS4NM6lSKsszekWihUojllsNmSsrBgPW/BSRQa8PF5mgJ5iN03pJtI6TdbL8f293+PHnQ/QkG7EUx6XtmwA4MmBLTgcCsWG1st46+p3SKAjhDjnHXeQEwTBVcCAMWY+xhw7YCswAuydh+vNitaK9cvSrF82t+OVUvi12epr5xyZ2jx+oVCdKdl6ae6/+z6WLV7K+gsuxlqIrIenLTe9+ib+/0/9H2565euJQijaHBEeFo/SaIVMoTeuaIZ4tJdzjI6O8LUv/RNvf9u72PzMFjZteowPfOBDJ+FuiOlmyvZ0NHg0JGteqWKaRnsJLrWVbBoyDoYHLyJMH0SFzURlRcp3lKOI9uYUdaqVkfI4I26QkXAYhaJsy2S8DHcd+A9SOsWqujXk/BwKxZb+TVzRdjVaacnuCCHOaccMcoIguBH4J2PMqiAI/gj4U8AGQfC7xpivnsrGGWMscFEQBL8DfBj4yKm83my4/BiUS1SHRmk99etJ22Y7461SCtfYjFdTxgvDOAPjPO568C5eed0N4Cy4iZUj4fJLLqexvpG7HriLqy+/Jp6zJW4dofPRDtAeWjl0oUB5cIy62jq6Orv5pbe+keamZj7+sT9nWUcHLh8nyM7S1ehPG0opcmlFDhhPK17T8TZ+sncHkdeHH7VxcfZ89kbfh4atlEOoRI7CwEXsrxziQKWelNcIGR9VM0iLv5xKpAhdkfHKOBYbr7SuFDkvRykqc5v5AiVbqq7QLtkdIcS5SB3r4RYEwX8D/wj8C9BJXCvTBdxujFlzqhoWBMEHgYPGmO8GQfBuYJ0x5qOzPHwlsLu/f+zwRH2TdHXtZfHiFcfdJt/XVMbG4yDH2jj4sBaOdg+rAY+aOSCaEhxNXe/IOUdptExYCME5nHW4yOJ5tlq3E0UKhZtY8BxnLZH1QCu0itukXcjmbU/zyb+5le/e9r240NlCNhPhRaXDbc3loKH5iDZQKcczOSddX/O5VMH0Vd/PFl1de+noOJ/tnYe7PJ11fPzOQVpaDxDqfryohR27F1Fq+QF+41Zw4PlFQj1CqngRGS9eWLSmYR8dDZr2bDuFqEA+HKe70I3DUZ+qRytNzstRjsq8atmNdGQXsaJuFasb4r+6k2t5rlp9Kf19p0Wv8Dmhvb2e3t7RhW7GOUXu+fw6mfdba0Vrax3AKmDPbI+bTXfVWmPMV4MguAZIAfcaY2wQBO1zaunsfQv4lyAIfg8YBd59iq83Kyqbg2xuyjY3OeCxblLwM7HNxjUyYSX+esYTK9yU4EeR8TR+jcY5jfI04WiBMDy8vKOfUlircbaSDD1XODSesmgVFzaH1gcOByaKOHixpQqk01inqhkfSwrnVFwnlEvD6NCUiQ3J5nC5min1PrI+09xM7/K01vHSdTk2Pnc+zp2PUrD+PE3X8JtodlfTX+qhp7OBIb2Jxo7tKE+R9hTFvitZtyjHzvEtFENH1q/lJa1X0V3spD5VTz7Mkw/zdBW7+Paub5L2Mnh4rKpfTX2qnkP5g6R1Gl+n2Dp+NetrLptS1CyZHyHEmWw2QU5/EAQbgF8D7k8CnNcCB05lw4wxPcBrT+QcSdR3hJ4eje/P7R/vmY87jnM5cJODHxvhrKt+jbXJ+xFULHoipAnj0eihclir0J7Cz3gUyx6VSgqHi2dVdg7tIkhG9ig96Ues1MTQLUJS2MqkEWHWg0ol3ocKqbECGYpEXiYOfJRDj4+givnkxAqVq0E3NUO5jAsrKD+FmpgfqFyaum16LORmsc9R7/eZTWtNe3v9Eds/9vZ6tu4vcaC/wnmtKax1/O9vdtOWfREduYBcpUz3juU0Zq6lSC9jxRYKw+fxs9E0UepivOwA41Erq1ZnqW/4KovrOlBKMVQcoqt4iItbL8b3fMYr4+wZ3UnFVmhIN5B3kLIpvv7M12nK/oCGdAM5P8fVS67m19b/GjuHdtKd72ZRzSLWNa+TwOckmulzIE4tuefza6Hv92y6q34V+DLx6KZXAw3APcA7jDG3H8/FkqLlO4wxSydtuwz4ArAe2AG8zxjzyPGcdwYrOUXdVeViiI0cSiejppQ6/PVJ5pxLxohPCopmyBhFocNG8b7l0EdhUclYG4dGuzCeaXliAkMdB0rx+ksK6w4XNWudzN0TubgAWiVBkgPPFkilwOoUWjk8W4ZUmqgcVgumvVwc5ESF0tRt0zJAjAxOzRLN0F12NndXzebzV11CJJmuYLxk6R+3XLs2DSgGxiOeOVAhX3Y01mjqs5rWOk0pjHjpS+/h+bHNFENHhWGcLrCh9XJUEkk+O7wd5yzLa1dQiPIMFPvZN76X+lQjNX6cqazYCktqljFeGSPtpUnrDJe3vUTm7jlJpOtk/sk9n19nSnfVd4DvAxVjTBgEQT2wyhjTNduLBEGggPcAnwHCSduzwA+ATwJfIq73uT0IgpXGmPJszz+fKoWQqDLDg1fFgY7SKo4lJgU/SgFaJe9PBEfHDowmgijQU0bqTDfxQ3TOYUfKhMWwOteOn4JMxiMqVbBhHMRYpymXQFW7zvTECSCyySzMmtB5eDqqdnFVyBGGSZMUeM6hQkeoku47B95YGYWass0fLU0d8ZVKx0Pf9eHuMq9QgGwNTqlqDZDzsvEcQJNqguIfwsLVCc2n6dMVLGrSPLCtyMM7Ds/RdM3aDAcHQjJpTe+IZW9fyHjJUnjgtZC7gFRmALwyuUX34ZrjH4FzLh7WTjxjc12qjshacqUegsYL8LVHPsyzf3w/u0afpyHVUJ3l+Yf77mRz3ybGwjHSOkVaZ9jQetkRc/dI0COEOB3MJsjpIQ50vgE8ZIwZJa6ROR5/DLyFOJj5o0nbXwlYY8znktdfDoLg94E3At87zmvMi3RdChe5OMHiHNjDXzs7+U+bZGKOfi6lFEwKhJRWRwmOkvd44cBIKUWmIY2f849Y6NOf1HMXliMYKuOUjQMd66BCtRsqbraK/0vWVIrrfRTaRWhsvPSEiz8+WiXLUaCSGiDQEwXSboYRX8UCZZclVIe7y3wgMzIUZ3sSkVZx2yZM1EIVX7hOCDgiEJpp25kQHE2v3Vm/NM1rLp5asHzrncMsbvRY0ugxWrQ8vb/M/n5Lfe58Mv4KWuthSB9iW/pZtIasr7huyfUAPNz5BMXQgSrQmGmkMd2IVpo6v56h8iAt6RbOq1tOIcxTCAvsH9/P86PP0ZBqIA8oFN/Z/S3uPvBD6lINZL0sV7RdydvWvHNKoGOdlQkLhRDzbjZBzsuBXwW+mkzM9y3gG8aYp4/jOl8G/gx4xbTtFwDPTNtmiLuuTssgRymF8mf/cJwc/DAtEMK56tc2XvjomEO5q5miicxQNTiiminSWoGvk5jlyLZ6KY2f9QiLxMXOnsNzIdg4gwPgpzRWp0Cl4gyPBSoOVET8aHM4PMDFazJBsi1ZmsJGEzcAS4piqNHRxIivLBYPNZElAkLn4ZfL4PtxNxcRXjFPlK7FKi/J9iQjfyaCFoCxESiMH84SHSUQOmJbLoc7zUaTzcZMBcvTZ+C+cnWGzqGQ2oxH72hE56Cla8/P07P/Ulpbhqjz2ujNrwMUXfsuIPL60FELK1c/Q08x/mutgEuaN7BvfA8plSKdbqIh1chwZYiUamVZ7TLyYZ6BUj9dhS5KuoxWY+TDMX6w7w6GK8N0ZDvQSrO6fi3bBp8+YsJC6fYSQpxqxwxyjDFbiTMxfxwEwbXALwPfDYKgRDys/GvH6royxnQCBEEw/a1aID9tWx6omVXrzwBKKZQHM1bVzmAi+zM1OCIeQu7irNFE9shGcUblqEPY4wZUA6HJmSEvpePgyDm0r9GpDK5UwVZCdMrHy2UojVUIi3Gw4pRDeQ6VyjDxNFWRgihebXtidJdKxrM7NzHUXeGcxtNRPOLLQUgKRTy8HUA5cHiUojTOToyH10ADlCe67BQ+KdIUscpVAyEdRVgvg1WpowdCM24rgJ+Kg7yj1QmdAaPJZpqBeyK701Knaav36BoK6RyKyEYryfcpigq+dahAXU5zyXmr8fRarHP07FrDu191LQ0Ng7RnO1hRt5J/2/0ttvRvqi45MhH4pHWGTCZLKYonJbyg6ULSOk0+ytOZP8TmvicYrgzFUx3YkIqtsKJuJTV+LTkvx+O9j9Jf7Gf/+D6ZqVkIccrMesbjpBZnLbAOWAw8krx+KgiCjxlj/mEO188DuWnbaoCxOZzrrFCt10G9YB3OZNODH5fMq3M4ODq8zUXJe5NEFQvVZ7uPKisqYRmlFF46rkRWnsJWbLxvMkrLz3qgPKKiFwdjSpHKxh+pMNlmbVz7o5VNvj9QygPPAy8dZ7OUwoUOF4ZondQEWUXkfDwVJsGRJXQpLBpbmSiG9oAUVA4XVfsuRZo81sUzQGvl8Ca6wHxLkvKKh/MPD4JObnJSJ4Q/6a/E9CxRkv2ZS7ZncpbIhSHOWpQ+OQ/zY2V3+sciOho8rlmbZrQIvaMRprPCcCEehdfe4NFW74FTHDh4HsuLK6lv9tB1Hm9d/Q6uar+W3mLPjIFPIcrTkGqozsmT9bKMlIcBuKLhKoq2yMHxA+wb38toZYTRyggAI5VR9o7tYVntedT4NeS8HJv6Hj9ipuYVdSsl2yOEmLPZzHj8NuCtwOuIl1j4JvBbxpju5P1/Be4A5hLkbAdumX7J5BpilibX78xWNeg5Ijji8OSDk1YMtaEFBdpXOJsUsCbBUnX19GpNkcLPpXAu7tAKCxFOe3EGSCtwCi/lYScKuB3otIqzPy4JSJSOL640qHg2X0uKkBSeq8SBEBCRxtPh4SyRS2Gpw0aHP9q+Iw58ShEWjXYRng2pfvyVgvwYKBUvj3HULFEBwigOViYcJfA54vXkLFF+DHvXd1EXvwQ11A8t7bBsxYxBj7MWDu6FgV5oacctWY7q3F99PdNx07M7+YrlGxvHcCgacoq6rKJUsYyXHb6n2N8fsq8/ZDhvOdBfpq3Ow/MU16/L8Luvqqc4ej6jg8tmDHxaM2081vsITw5srmZ7zqtdTl+xD0971OpaFucW01XopCO7mPZsG/kwz46R53A48uE4w+Wh+LaEeT711CexzsajuVSGrJdOJvtW0s0lhDhus8nkfII46PiwMcbM8P52YLYzEU/3AJAJguD9wOeJR1ctIh6iLia59daPcv/99/Ld7/6AtrZ4HsbbbvsCu3fv5BOf+NSUr2cj7kaLg6KXvvQKvva1f2X16rVH3X+mbjQXWb542+f44V13EkURN776Jt733g+grT6i6HrX7j38w5c+w+69O6mtqeVNv/hW3nTzW8DByNgwv/KOnydbnWTR8aqX3cjv/eYfQCqe2RelcBH8+u+8lVv+xwe55oprwSqoJNkZHEqB9SYFQnFvHKHOYXU2DtQSnkqR0jYOaFyEdi4uhq4kXVozZok8MpUx8FNJ76OC8TEoJwFNfGOPvHnTs0Tag5/+CPfko7hMNg4ML3gx3PTLUwIWZy3u7u/hnn3qcJekiiuf4ohi5uNganbHWsee3nBK3c5NL84Biod3lMilFD0jEaGFcgg9I5bWOs19Wwt0D4c83xNVA9vr12W45TUNrGlYy5qG+POypmEtV3dc9//YO/M4Oeoy/7+/36rq6rvnnklmkkwSkiYXCfe5LCwCcqg/XTxZBBc04sWuqy6rq6DifawnuCqsgK6ru6AgIIIIyiGXkECAdO47maN7pu+urqrv9/dHTTqZMEkGIZz9fr3yek136vh2pTL19PN8ns/TyPZorfhR5gdoHVgUxM0EibEOrSFnGAEc03U8m8ob6A734GmPiltmQ3kDZa9ExIhQ9Srk/VGy9Sy90T5a7VYiMsLDg39muDrMlsrmRplrosnsEwU9TfFzkyavPSajyZnwyZdOp1szmczImN7m23/NyTOZjJNOp88gCHC+CKwB3pjJZJre8rtRKBR44IH7Ofnk1/HrX9/ARRe9/0Vfw0RltBtu+D8eeuQBrr32fxACPvGJf+a3d93EOee8AxgfEH3z0i9yysmn8a1vXsWmLRv58D+9l3T6YBYtWMLa9avonz6Tq/7jWpSndzsn+B7s1DPJsaAsKGUFDyeNQJsWiiCTpP2dAVyQORJCoHyBDxhh3RB7u3UDT9EQTUsjjMJEaG+fWSITF5QIWt9RQUbIc/Gl3cgSSeWgjPAuwfRYloixa4jvQ6EQZGLau4LPsXI5ev6hFHOK2rYc4altJNokrHwC2jqD+WbFAqx6EuYuRCRSwfVduRyx6AiYNnOv/3YT6XbmTQk623Z2am3Iutz9TJ2ICYMFn+GiIlvyWT/ksaAvRHfKwDDg/lUOpyxwWdC7S98khRwX9CitWNJ+6Dgtzxl9Z40FIsN71fvMb1nAcG2YnkgPrqqzpbyZvJvHUx4jTo6sVkGZq7yBKZFeomYUW4a5dfPNPDBwH1Ertldtj9KKX6z7Gcuyjzc1QE2avIaYTLnqWODLQC+7rH0toBMI722/ichkMvcAHXu89wRw3HM5zgvNo+sdHl7r7Hc7aYjAdO95cNRsmyNm2s9pn9tvv5UlSw7lLW95K5/61Cc4//wLsSxr/zuO8dhjj/LNb36VJUsO43e/u42WllaWLv0Ar3vd6Y1t7rrrTj71qU8wPDzEiSeexKWXfma/57j99tt461vfSUdH8E963nkXcM01P2wEObuLrrds3QyGxooaWGEDwzCIJqOEkyE2bF3H3IMPJt4Vwa8rlKcQUmCFDJyahw6ikUYbfZBF0vziVz/l9rtu4cuXfZuujm5u/e2vufE3/0O+mGfu7IP5yPs/zpSeqVxw8Vs59aQzuePuWylXypx43N/xvvM+RCRksHb9Kr579XfYvG0zrS3tnHna2ZzzxrdNmCXShomjY0EH2VjCxhAOQgg8QozZKIKIBMLpsVvF1JKQLqNcFWiKfI1yHUoDDtXhUSKWQ9zZwbr/vIOs0zF27M20x4vMtsqIWAJtmOBUg4xO3WlcX61B5waDE+1WwgLGlblE74xxup2d7Hzvqa0G9650mOtt4Wgzx1B7K7/xOnF8yeasx5acR0vUQCnN5mEXgG0jPlPHAia5W6lUCvksLc/OrMlBzG1st+c2OzNAACHDpt3uYEtlCzMTs0haSWp+jUz+GTQahWK4NoSjHLJOdtyA0gcG7uOQtkNZ0Lqwca71xXUsyz5OV7hr7LpplmUf46jOYxvBWZMmTV59TKZcdRVwP3AfsAj4XwKvm28dwHU12Y3f/OZXLF36QQgPjugAACAASURBVBYtWkxrayt33/17TjvtjOd0jA0b1nHkkUdz662/Z9myx7j00o8ya9ZBzJoVDGp8+ukVXH319RQKRS666B8mdY5NmzbQ3z+r8Xr69Bls2LC+UabYnXe/+x/50Y+u4kc/ugrf93nPe97LggXBQ2jVqgzbt2/j3HPPoVwuccwxx/OhD/0zkUQKjPHHkUbgBfTbP97E7+6+he997z/pbO/mwT/fz/W/vJqvfvlb9E+dzdU/+QFf/84VfOMLVwKCPz1wF1/93HcJWSEu/9Kl/PcNP+Efz13KlddexQnHnsybz347Gzet52Of+RBHHnY8vVP6giyREWSJkCIYO6ZE0G4PgMYT4aBDzdC7CaZDGMJvuEd7yg60PT6gwcXm4cjbwIgG8UxdEfMGKbktRMxK0IqvNNnRMJ24iNIwVR0n4leI1x1Kgw7VkQoR0yHhZuGe29H5kWDmmWHA3IVBaWzNM8EyhYD0omdpgIBGIHRwqo0P+A9hrnqi0T13aM98ro2dRkvcZLioGSr6jFZ8vnHbKNOcrfSLUQrRdqYfMosPndryrEBn9+zOROwvA4TWHJw6mKpfoepXEcBRncc2ylwazebSZgr1AqlQC3VVp+gWqfgVrl19NZ3hLmwjRH88uEd97TfuSyEEGhiqDY5bY7Ok1aTJq4vJBDlzgCMIRiX8VyaTuT6dTj8K/B/wjQO4theNI2ZOLrvyUowZePLJ5ZRKJY499gQA3vSmv+eGG375nIOcSCTK+9//IUKhEEcddQxHH30sd9/9+0aQc8EFFxGNxohGYyxYsIht27bu95i1Wo1weFcyz7bDKKWo1+vY9vjrKaXgkks+xtlnv4lVq1Zy6aUfZf78hRx77PHE43EOO+wI3vWud+N5LldccTlf//oX+cIXvjLhee/8/W/505/u5qc//V+mTA0mhNxz312cccZZLFp8CFprLnzfUjauX0+0PYw0BP/wrvcwpSfY9h3nvJsfXPMd3vuPHyAWj/Pw4w/S1zuDJUsO55c/uQU5Fp1IIxh5gQYaTWUGvpSNQCDwStQNE8NglAYovdPIUKOEicLAsEFojaia5K0+2sQgtuGhNeTETAxVRyQjQZkN0AXNuvCJ1B0BYwaTxI6GOggHQNEeamP2xocR4TANEdK9v0NrKEamUZVJIkaNxB03wr13oG0bpAkz56BNk+LaYao6SkQXOKq+nexBaSquIBqCxbXV5LoW8/hGnxn1LNlQG5VZvSx4+jYOrWYAjZSCJwbncqc6mk43T7K3i5mLZ2OYk2wN3P0emSADtKu7auLuLoVPm93GQclgppanPLaUN2FLm6dHV+D4DvcP3EvMjFP2ihTreaJWjIiM4Hg1ql6ZBwfvb3RyBcdulrSaNHm1MFnHY0kwK+JggEwm80w6ne7d105NXhhuvvlX5POjvPnNZwLg+x75fJ6VK5/Z6z6nnvo3jZ/PO+89LFx4CF1dXeMCj87OLrLZ4cbrRGLXEDXLsvB3cx7eG7YdxnF2lfkcp4ZhGM8KcFaufJobbvglN954KwALFx7CG97wZm655dcce+zxfPzjnxy3/fve9wE++MGLUHuZ2P7UU0/S1zeNu+66gwsuuAiAXC7H7NlzgOBbeiIVZ+GSRY19ZszuJ9wSQvua3pm9jI7m0Ar+5UOf5Cc/+xHf//E3yRdGOfnkU7nkg/9CNB7DsCS+qwL3aBmUOGr5+i6R786us51t6TsrmT5oKVHsFggpje8Ffj9Kga9NSnYf9ZBChiz8kodXKmI5daQBQitcJF50KokZJtKt4/gW2W0+7b0GtnTRIZtstkanV0KkUlQdk4ioEB9YwTpvPlnVD74Gx6PNjdBlDlOjlQhF4n95gHUcStaYM1Zl66GtbtHl78C02jGsOtSzvMP/BW8sVqgrsHyL3OgUcu52yqlOar6g6vicnLuP0V8txzHD5AzBttkLOe4D7yIzpBolrXSnZMOT6yhsHdxnIDRRBmjP1/vr7pqbmsem8gYWtixCCIHru2wpb2JKZCpbK5spVAv4Ksjq/GDl9wnJELYMMy02nZF6jr7oNKSUzZJWkyavAiYT5NxPMFfqg8Az6XT6nwj8bYb3uVeT502pVOLuu3/Pt751Jb29fY33v/3tb3DDDb+gp2fKhPvdeee9414/9tij5HI5fN/HGDPr27FjB/PnL3he65sxo59NmzY0yk6bNm2kv//ZAtiBgR24rjvuPdM0MU0TpRQ//OGVvOlNb2HKlCDTUq87mKaJlHLCQOeSS/6FtrZ2LrnkA5x00in098+ks7OT4eHBxjaVSpmrr/4h739/4FCQzQ5jhoLPPpwdoKu7GztlsXXtJi75538hloiydu0aLr/8k9x0642cd94FwTpDux7EWmusiNkwSAQIxU1ANN4TaKQZ6HjGBr5j2LKhM9o1HV4gozbKkPi+wkdjhUMUKrsyBoZt4tck3pBAGmE8x8d3FeWChZtMIF2B47msLMzFK0XGBq5CnCRlmSQSAyElquKzxV3EoCkwx9YWM7dT0kki0cC9Wjk+W/xFDDoepqegomn3wswqPo4X6cPRcaRfomfoYeJ1wYiS1GQCyy/SqUepyS5yshPlO6SeeYjvfq2dURUmqSvcGerkkNJTzCtlQENeCB64bwHHXfxO5MCWfWqJJmqRFxpm5Q1m5Uxos5g14x2c4M2gPLiBWFc/W1KSTeWNjdKUZVhErBhnTX8j3ZEeBqsDjNZHuGXzTUSMCDW/SsWr8HjuLxjCoODmiRhRImaUqldhXXEtWmuGncFmCatJk1cYkwlyPgJ8lcC0758IxjokgKUHcF1NgN/97lZ6e6dxyCFLxr1/9tlv4tJLP8rZZ79p0scqFgv89Kc/4dxzz+eRRx7iscce4SMf+ejzWt/pp5/Bz39+PYcffiSmaXL99T/h9NPPfNZ2ixYtxnXr/OQnP+a8897D+vXruPnmG/noRy9FSsmKFU+wffs2Lr3001QqZf7zP7/PmWe+ca/nNU2LRYsWc/rpZ/KVr3ye73//x5x22hl85jOXcvrpZzJr1kFce+01PP30ioZ4+qc//QmHHLIY31dcd901nHHG2Vi2yXev/AYnnXQK559/IR0dQRdTKpWa8LxCCOyEhRk2xs0GA571XiMDNPbaKe5yj0YK2mYldx0X6D28k5nHdTO6bB2VbSOYrSn8eBvr792OGTWDbJAAUXBRWuOWXZSvqVegptqxvOrYsA0oiFlIAfViGSEUyk9QE1Gk9jCFCxqGdC8GHiFTIwW4IkK9HiVijBKxXbSGYXsejuimRBtjRkq0hadRlR6DTAc0hnAZCi/AM4LJ6BiglM3Z6/+PmKgjBZjaR/guo9FOhGnhCYPWlfdR+I+1JOv5oDfdMCG9EG2YFJ/eRNWPEDFrJBbORC7apSXSU6bBHb96Vlt9b6Otfg2R/qnIXhraMD1W/uuO9DSyQg8O3k/ciLGgnCBeDFOMd/NgOETZr9IaaqPqV8jWhih7ZX6+9nqqXoWQYWNLm0Vtizmp5+8o+6Vm0NOkycucybSQ54CLxl4OEpj1NXkRuPnmX4/rgNrJEUccRSrVwm9+82uOP/5vJtjz2cTjCYaGBnnjG0+nra2Nz3/+y/T1Tdvvftdddw3Lly/jG9/4zrP+7s1vfiu5XI73vvd8XNfltNPO4O1vPxeA5csf52Mf+wh33nkvbW3tfO1r3+b73/82P//59bS0tPKe97yXv/3bkwG47LIr+OY3v8pb3nIWQghOOeU0Lr74w/td28UXf5hzzz2HG2/8Jeec8w4uvvgjfOYzn2RkJMuiRYu5/PIvNLY96KC5LF36HkqlEmed9Ub+4R8uAODyy7/IN77xZX75y//GsixOPfUMzjpr7wGWEGJcdmcne7635+vdg6NQ3eSY986nOFClNuoQbrFJTokipKDzuIMb+2ilqRVdsqvzaAPsuIWd2G00hdYk+2I4Iw62FUPXHJQZolwUKE9jRsJo18OtS3TexfddqpVgXa4Roa7BLwaCXk8Z+DJELdGLJxUyZFIr+5TLFvGIG7Tva812dyYiZpHycyit8DyDvDcVaZYxDA+tNK6egSGG2WG34no2SXeAWX6Gop9CyRRRisT9AeyNeZx4Ek+BKSH0x9tZy6FkjZmNlvv2O9cz+947As2RYUDnFHRuiGJ8JlUVIeIXSGx8CLFbW33b+q2c2N1PZutKkiWPQtxkyZxj6Y/1ozevh9wQU0MuJz6eIz0w1Jif1t5tsOH4o3C3rCZZkuRjKbyp81lfXkfKSlH1q1S9Kr/behv3bL8L27CxZZh5rfM5p/8dOL5D3h3Zq1MzME7U3N6xeL/3eJMmTZ4fYm8DIdPp9H5d5TKZzCde8BW9MPQD67PZUjD4cg927NhIT8+M53zQl0J4/ELw2GOP8ulP/yu33nrXc97X8zw+//nP8NnPfvEArGzfvFDX+5xz3sA///MnJh0QHmiey/2nlaawvdIIhhLdkXHBkdaaZ36zgXCr3chaVHM14t0xyoOVYHZUzccpu7T1CIRTQ5k25ZpJtC1MeWse7bp4ykD5BpF2OxgY6yuqIw6i7mCpXfO8HBFBWDahMOB7+FpSLbqYuoLEQYx1nJm6gicjY51iHjG3RFmG8aSFENDhbaDTXM1GczYoixBlpvsDbDOOwLQUWgUeRG7dZJ79OMlwOfA4KhVYKw4na0wf0xL5tDvrmZ1ch0ikgq6ycgmSKWrlEer4WKZNZN4RgSnjmmeCDJBToZDbwsouiRYCoTXTnAg9s46iunU1db9OyAgx3D+FH8zYSnc0KA2POiMsyz3G1EgfYTNMxSszWh8lbiUoeyVMYWHLEBEZYlpe0FGRFBMhug86GoQYN6T0+OnHcGbXW5ruzS8inZ0JhoaKL/UyXjO8kNdbSkF7exxgJoFGeFLsK5PT+TzX1ORVwL333sOZZ77hpV7GaxYhBaneGKneWOO93V9rpWmfkwqyPQSlr465LRx0Um8jGLJTIQafGSG7Jo+WNkJBz4LUs7Ypb6qwafng2HEM2mYlKW6vELGcRpaoVJRoLYi0hNAK6hUXpwoy2oL2fYRhYNQVXtXCVzuHtIYomikMapgoUIpBcx4j/jR8IggBjtCs1v2gQjj1oCstrKuE0GyLL2CLBcmwQ0JuJ1uZTjg6NvW+7jPszSAqDQxHEKkVSZTyUBilHumjquMgSoT/dAcAxeh0qiJBxHOIl1xmhedSMJLEbZ9OZzs8vRyvayGOiiJtj/b1K+mJO7SViiRKdTZYRUzD4JBqCz1Vk1KinYdsi4pX5pjaFCKFCptDRfo3DnD4cBgDiZCSp9b8irsWRTmy3ktHFUpxm0e2PcSm7LZxQ0on697cpEmTybHXICeTybznxVxIk5cnJ5/8upd6CU32gZCCOX/XR/e8tmeVvnYPhlJTY3TP3/c2By3uIT4jNi5rtOaerUEAZYURwNTDkggE2TV5EBCKmrTPHq8vsuImtXVbMCo5PF/g6ggVHcJMpdDax7BM3JLAqZjYugwqyKYUZScCCOsaAB42NRlmdBRAIdCERR+GHUG7ZSQKhEk5lGRVvQ3bryPQtHXOR9bKZFXPmJYI2sx1CK3J+jOC8SS+B+YiKFkIIRkSkPdshJBkq53sjBjbdS/vyv2FUt2lRpL5wuFsIYmEtqClQElBS4eLNkwWZoPho9TAKptsnBrGMCw85TJne4VI2aG/VEIAQhqEu+H2+Zs5zptJW0VRjNncXr6FPw/eT8SMPqcW9j1nnO1tFlqTJq819lqu2p10On0+8F5gCvC3wBeAD2YymZfrtPB+muWqVzyv1uv9195/B5qJUst7lsuSU6IA+y2hPf2bDUSsoNzVaH0/KIkdD6G1ZsfaAlsLCjPsY7gOBd+kWrOoCIM+WSUifDQGobpLTI4iRZBBqog4oWiUiB14E/la4lQ0dlRgCAWGgVtTUKtg2wopNUJr6rUgOxSNaaQMRo3lyzat1ghhywN0ILB2HeLhoOymfUW1KkmIEQqyDaU1UinanbW0hR7BNyQCTawuUNrHiYRQhkQ6LrGyQ64tihsNowSE8gWEhuGOOHVD4SiXeLHGliTMKJljBtqCRzuqLDtiBn2JGZjCZLA2wEVzlmIPDFAeXE+sayZT+o9i3V8eprBlgGRfN7OPOAZ51827xNg7Z5qd9ub9DnN9rdEsV724vNzLVQCk0+l/Bc4Fvg58BygCfcD3gAue+1KbNGnySmGichmw3xJax84SmrDB0LRMF/h1RSVXCzJCB7eQf7rIFscGIwZS02H73BFq4RkEZs0j4tSZJcukomFajDp1w6ZSM5k2NUZEBiaKTtFFmx4tfXGUCs5d3FEGZWH4RbQv8LXANeJBcmZsErynDZSwKdp9VA2FME0cB4SogVNECIUUmpoVoeKnSMS8IGByqmT9WVhJGy8qSBoukdw6Sk6BHaFWfD9BzBglwXYiVRfT9RFoko6BFgJruNqwU4p7Nv15j0LSxBVQpc5xmwS1+BDbOvJ4IYuS4ZH5+RX076ggERQ1bKofQdXrAwSjD29i6A9PcUxkG6Jj18gK/cwyGM2hd2xpBD7MXcDWWT2UhzcQ65pJ75zjMYzJNNg2afLKZTJ3+FLgpEwmsymdTn8rk8nk0+n0W4GJJpI3adLkNc5EJbQ9sz2J7gjh5FbaVozguArbEsyY306BJPevrlNwNflchdluhUEvwrCKYWtNDJ/uY7sxpGRwe40WG1RmGCtmNR7wXsVDJ0MkEglE3UGHbIpFA6018VgM7Tg4rsnooCLaFcUIGcE8sVwNFYqirKArTWHgVBTCq1KumSBA+zaOMCmUpmBWNUJoYsxBmoqilwStGDGhmthGT2wdOuQRlmD19CJ3bKFgtFCqGyREjVhxE0W3hFAeYQVRJQk5Bmeus6ht1lQNh5pfZXZWUwtJPAl1rwPtTsG2CmjLQCNwhxMMReuEbTNovbc9EtUqYvUKilO6qKoaYWHB3Tfi3u+hLUlJwPKDbueQt1/GtnUPNbJEzcCnyauNydzNMYLWcWiMJaQC7N8St0mTJq9J9ieYBph7Sh89e+iE5gCnjE1G70qlePRmj8rGAp7n4bmCzdEI99xfJ1/TJGyJacAZhs3ckbGhpUDXwtaGbkgLG+FC98JdWiJthRGmprV/16wtwxBMO7Z71zZjx+rosCk+tZFQbQSNoC4tajJJzChhSo3SgpLsRAOWV0FjoBUMmHMotyxG+i5GzMYKJyg4W3FKXmDaiGZryzF0qrWUQxFqviYecmHrYxTrEepuhLAYJRYtUotUcCM2eB6+mwIEplLoelDKdf0wm4r9uOtaAIkUgnZ/Ct08yNZKnRoJbDXAtGKJUHuceiSMAqIrMyz/wSVEslnQNAKfxe/4LHLH1udU5pqsJmjP7fSUac2SWpMDymSCnDuAq9Lp9EcBnU6nTeBLwB8O6MqaNGnyqmaiQEjAuGnpC5bOZvmTBQa310h1hFjjmNx9VwlDQsVRtEQFv1Qx3ndoC+G6T9eUMActSiKleJbQGhj33p7Zpb1ts6bFZnjFALh1PNfAVgapqS0IpwZ2GD8brLulPYmuVVGWTW67olY3sMI29ZpGVX1UrIVIwkXXPZQwyCuTomtTzwffF4e1BmaitDE2IkQQKRSwWIfjx9HCQITr+OUoKmSgjaA9n3qUihkn5g8h8EELNhu9DPvH49Q7EVogfYWQ6+mqPI7tBsGRVakjcltwYhF8U6IEpB5/msr2S4lW3LGBryZ69jyKUw+llqsSmdZJcvFBgXv3WLCiW9rRKx6FzIpxmiC9hyZob0aOumHkOKYlev3fNwOdJi8Yk3U8/inBGAcBlIF7gXcewHU1adKkCYYpOezQFjg0eF1aUWVGu0lbXDJU9Bku+GwZ8fnU7xVdSYOW1Q4nDxX50OuSz1lLtLf35pwyje757dRGHby6YuODOyBmQzyJ1hqzUEEL0LEoIp7EK9XxagXa+uINoXV+cwkjZJCYuqsTrTpYxbFb6ZzhQ82hmncYHYaUXcMwNEqDU7GpmDNwKyFAopVAmwK8OMILjqNtgWvalLCRSuFKBSqMXW8hovOBvkhqtljz2BY1sQ1NWBboctdiCB8vFkIqjeErwnWFtXkTJNrG5q5p1t43xLDxDIFv9EY6E/cwu2UTYmQ4cKtWHtSqMGMOWBZIA73iUXQuS3FLnqoXDtyrp7UgBjZD25h2qFhAr3qS4oyjqVlthK06iWeWIxccFgRYzexOkxeAyTgejwBnpdPpbmA6sD2TyWw54CtrwgknHIFt241hgbFYjOOPP5H3v//DJJPJ/R9gH5xzzhvI5XIYRnDscDjM4YcfxQc+8BG6u3teoE/QpMkLy9RWAyEhEhL0d1jEbMHWEZ+upMT1NQN5n/9+oEx7QjJ/aojhomJqq8G8KRZSiv2fYAJ2zzhppSlnq+N8icaVx4B6ycWMmdixYKSIEAJpBvPLdh814XsaaUpkMgFJEN4IIltASk045ILW+I6BSE0j3F7Hr5UwwnFwk8Rn5HEKQ8S6OqlHUzz9h40YYQCJ8E1EHuq2RJkJhKfxEVhVG7NyBDU88gJ2hI4kqgbwnAgCE9OokbQGSEWi0BpHqQqiItlOD1oUUSYIpdhejNFZrSJi3VQ9m0htiHhpkNLmPFWjhYjIE69uZt2WNobMGSiCwaudA5uZHdoRjB8xTHSxwFq1hOzAjMCoUQjapWD2nTchCiONrJCeu4hSzyHUdowSntpG8pDZyL9iyn2T1yaT6a5aAJwApIBNwMiBXtTLHaXVOHv2A2nY9aMfXcusWcEE5IGBHXzjG1/m4x+/hKuuuhr5PL/dfP7zX264AI+OjnLVVd/hwx9eyrXX/g+RSOR5r71JkxeaeVMsjp9jc/8qB60hW/LpSBgc1m9T92C46LNmwOV7dxSpuZq4LWiJSV63IMyHT02NC3SU0jyz3W1MSp9MILQ3XyLYVebame3ZGQRprTFtSXx6ouFCLYCeg1sZ3JBvBD5GIgZGBelVQAfdY77djRENk2jtaKyhkqsxdfYiuhe0AfDngfvIrd5G51AfoNEG5KZto6XUTj4S+BmZ1RBtXpxIl8BXBTxp4tU7KFdqmJUIaIlHkqodo+oOURo20LoLwzXRIgEyhtIimI6KwWP+yehq4GiN9BF2FZSBQmAKTVxmKaoIUEDio33NoO6mq7ae5PAACEHRiZFlKuF6DuFLNIKsF6Xz6acQqRaqxAkbdYbu3ETWJMjuiK2035th1ntPpbxyE7Vtub0GPhPphF6OND2ODix7DXLS6bQNXAucA6wCckAHcFA6nb4OuCiTybz6TEz2g9KKX6z7GcuyjzdcSidr2PV86e7u4fLLv8j/+39n8MAD93HCCSfiODWuuuq73HPPH9Bac+qpr2fp0g9imiYf+cj76ejo5LLLrqBer3Phhf/ASSedwoUXPnu2aktLC5/4xKd417v+nltvvYlzznkHvu9z3XXXcOutN1Or1TjuuBO45JJ/IRaLc9ttv+Gee/5AKpXinnv+QHt7O5de+mluuulG7rvvT3R393DZZVcwZ87cA3pNmry2kFLwodclOWVBIE6uuIqf3V9CaQiZgp4Wg3zFp+5Dd8ogV1JkS4rr7y8TDkkW9YUoO5qeFskfnqrxwBoHrYKqy/FzbD70uuSkAp19lbkmyvbs6UIdbrGZtbCLP//vysZ2aE3L7DZUNUrVq4MVon16K6XB2rOGjYZb7MZ5uyI9bJt/I7LqYlXCuNEaW8LrOWz43VTWu9RVHalMZMqkY1oKRCB4Kmwr44dSGH0FapVRXMugWmunWhomWbKDh68GLXy0MYQhTbQ2wYuhsAibLloIXE9Sli2Yfhm0jwsU6UMKhRAxQCBMjfYEz7T8HZ06i4FLWUdwdCuaMlp7GELjmWHWqCW4hWgwIsSXOL5FO4MI0wgGx64L43zmekpefGzG2UbaW/7M7FOmIWtlcGro9i7YsBo2rg22kRIxbzH+O89j9LFVjeAoPr+f0tMbxgVLQkoK2ytURx0iuxln7o+dnlL72m8i4fU4nVJTl/SCs69MzmcJTPUOymQyG3a+mU6nZwE/A/6NwBTwNcX64jqWZR+nK7zLk2JZ9jGO6jyW2cmDDvj5o9EoixYt5oknlnHCCSfyve99my1bNnHttT9HKc2nP/2vXHfdNVx44VI++cnLOP/8d/LnP9/HY4/9hUgkyvnnX7jXYxuGwZFHHs0TTyznnHPewS9+8TP++Me7+f73f0QikeArX7mC//iPr/Hv//5ZAB544F4++9kv8W//9hm+8IXLuOSSi/nsZ7/IJz95GV/60ue49tqrueKKrxzwa9LktYWUoiFOVkqzYchrZHaEgNndFgN5n2ntFjM7NLmyYtX2Oj/5U4lqXRMJCUIm1FzNcXNspJAorbl/lcMpC1wW9IbGne+5Znwm60ItTTmpVvuG6zRBwNQ+J9XIHgHMTMxiScehLMs+ho4G2yxpP4yjjjyE0o7aXrNLylMYpkGyrY9kWx8AWzfuYFTOYnRqEem6lCiSHLaJelEELkL4FONbidBJzAscnrVKoGUblTYXw6rgGibVoiJZkSR1MGVeaUnFilGa2wGVDqojZYSMkc/6eFoitUYJQciPEFJJLEMjBPha4UiLUcvCMhUSRa0mqbhJEnYFiUJoj+FcmM7b7iJV2xxcFN9Du3WKiVlUdZyIrBD/w2089MAIQ5WgQ02zCcTyILAQAsRW2v6UQRy8kOwzw+AGgWbHwm4OOrkXsX3TXrvC9JTprLl7a0OgPtF+Ewm06emDHbvplLRGr1yOWHQETJv5vP+vNLNE+w5y3ga8fvcAByCTyaxLp9PvA37JazDIGaoNBBkcMeZRKgQaGKoNvihBDkAymaRcLqG15rbbbuaqq64mlWoB4MILl3L55Z/iwguXMmXKVD74wUv48pevwHFq/PjH12Oa+65QJhJJtm3bBsAtt9zE0qUfe1hK+gAAIABJREFUamh0Lr74I7ztbW/i4x//JABTpkzllFNOBeDQQw9nxYonOemkUwA47LAjuOmmGw7I52/SZCd7ZnamtBpopfn8zfnAoVgK2uKStriBpzTT2gyGS4psySdXUjy1xaW/wyIeFmgN20f8RmcXBAHO935f4P7Vzy3js7dsz2S2e5bweS8BU+MaCMnbZ53LUZ3HMlQbpDPc1Sih7yu71DY7SWmgOi5LZCoTZSicaAiEjaE1w14Z1b6FiKyQTZbQXVPoeFSyWTnYvsZVmmSxhbxdRkf84KFS12zoHGFavgfD1/iGYOuUrbToKnrYRAPKLeBGXZJmEqEFKEHJHGJaoZWoV0ZpgSskjrDwRQiBQimBowVCaMpiLJslwBOalbXFJFoPxRA+RmWUkUKIihsED8JXRP0stWKUsFVH4uO6gpzqpt0YwDZctIbB9QnY9DhxlUNIgUYwPLiNzqdvIjm6OrgBjLGuMynHXhsUph7K8Kok4doQQgQxzPCf83RmHyG5bdnYUNgqFPMwdxFiTGfJ6hVgWuOfJxoYGX7eQY5WCn37Da/5LNG+nnhdmUxm1UR/kclknkyn069JdWpnOPDS2DN93BnuetHWkM+PMnPmLEZHR3Achw9/eGnjP4nWGtf1cBwH27Y59dTX8/3vf5sFCxbS1zdtUsfeGdQMDOzgiisu40tf+mzj703TZGBgBxAERDuR0iAeT+z2Wk44UqNJkxea3TM7EAQmu+t2hIBZXWYju9PXptmS83h4XZ2hok/Z0diWQAqIheGprfVG1kYrzf2rHaa2GEgh9pnxOVBMJmCSQjI7edBev2jtzaBxzyxRz5wOShsKDHs7xlI+0BHtIX3KYZRaR+kMd6F8n9s2/4HOoWkoQ6H9OoOprYTdMMIV+MD29rVsm7ea9fk4iVoLKl6nLzod9aCJkdAgBXXXwc9rBuZuIBIO40UdhmvD9GROJRJrR9QdfDOEv66I4ZeQfh1TSNq7DIp5gW0LEBJfgVNXdNpDKLODmhuiItopEsZAoAwrCDrcXoQE1wh+L3kKlDYpyC5CpkJoRU1JhK8x7TaE9pH4eBWH0XU5vHCcug4TVaPECxlKydmB0FpWqGz+C+hFiLAHQga/j0ezVJathq4OqkSJ6CESpc2ISgniyeD5YVpo16NQCVNzQ0GHGcBuGqy/mq0bgwCnrfOAZIleKewryNmf3uY1KW+fmZjFkvax1DC7UsMzE7NelPNXKmWefPIJ3v72c0kmU1iWxTXX/Ize3iDdXK1WyeWy2HbwLefKK7/DggULWbduLXfddQennHLaXo+tlOKRRx7m3HPfDUB7ewf/+q//zuGHHwmA53ls27aF3t4+Vqx4ohFYNWnycmK/2R0hmNpq0JMyaI0KlBYUaopkRHD5jXlKjiIZlsQjgp5ksK8cu9elmDjj80pgomBposAnfHeILStbqKs6IRmi75Ae5s6Z1sgePTh4P1vnr8KoepgVGzda4xF1P92VXtrqXZQjBdp7Uxzdeg6r8ivZXt1G2IhQ2FjG8Koo38NU5piIGWpU0dOCjFK1WqB1dpzaZjMYCeJrRpZsZVA8TGI0RLG1TtviNIfd2UF2c52dj6meqT6qGCZbigPgeCYYLq1mNujkQlA0WlGuIhpyQUgcDa4nsQwfaUiUMgCBEpIKFkIGCRBfKNaLw3H9SODnozxEuI7wTaQWCBRhlcMhhHAFEh+hfHxfMOS1UN4cDJ5Fx2nzNF3rstTCkojlEK9XWGcdRXZNYkxfFKOtp4OuDSM4j28n0tcx6W6yZ+l9soNopSlVI1TdEBGrTlzxV2WJXsllr33WLtLpdIRdLse785p9uu0rNXyg2bZtK9/61tc4+OB5HHXUMQghOPXU1/ODH3yPT3ziU5imyde+9kV27NjOlVf+mEceeYg77vgt11//C55+egVf//qXOPTQw2lra3/WsXO5LD/4wfcIhSxe//qzADjjjLP5r//6ETNmzKSlpYUf/vBK7r779/z85zce8M/apMnzYTLZnXceG+WU+RF25BVTWg1yRZ/LfjWKJQWFqqLswOZhj3hEMrVVYchAuyMETGl9dXzHmyjwmXvKNHrGfIEmKo91hrsRQuC0lam3V9BaM6U6hbPmnY1thMf9Tjxj2tm4ymWwOsBf9OPseKZI3a9Rpw5aY2KzntV4I1VsabOk/TAWH5pm3YYNDA9n8WMuj9TupjvSgyMEWodZll/G4e98H+0rBylsGSTZ10Vn7yGsvO4vjXKRxCJndlLv6w5KUSEby7Fo8wcY2VoDgrJaa8QFDWLMv7+n10cU8wz7PWhAa0GEHGU/QThcBSGo16Dkx4iYDoYpUMqkqDqxhEdBpIIDGWCKKgOqDcMAKTRC+6zXR7LZ9zDKHgJFJFSnRpKIXUFqD4Rg82abwU3rMHEDUXX8HmYfnULWa+DVx4KMfghHID8C1TK6cwpknoBVT+1qve/uY21xJtnRXUWXNiHo3u7gbHpwn+34u4uowymL+LLbKa5Y1/A8Si6ahTzjlVH22leQEwf2NmV8LJH52mR/qeEXkve+93yklAghSaVSnHjiSVx00cWNLMo//dPHuPLK73LeeW+jVqtxyCFL+NznvkS5XOJLX/oc73vfxXR399Dd3cPvfncbX/3qF/jyl78JwKc/fSmGIQFBIpHgyCOP5rvf/U/C4TAA5533HlzXZenSCyiVisydezBf/eq39qvradLk5cZE2Z2dAuKFY1XcO1dU6Ygb9LUZ5KuKoYJiU9ZFCM2fV9dJRgTJiORv54WZN8V6aT/QAWR/5bGJstmHdhzO3/ScNOGXPUta9Mb66FkyhRvX3EJ5fWCQqFCo/hpHzTuCLdVNgKDoFvnYIx+m4BYISRt3pI6rXLoigUxAjJUMf7XlBnJWDj0z6HA9bM0Q0zrSSLsNnBp2yCa0XVGtmfjxCMKFznSKY/7+aNbdvZza9hzhKbt1V429TiycCXf+mq4nn2w80Cvd89i4OUrEGQ6eetJGGmEiskZE1kBCJdrJ9L4q9sAzlN0olvQot85m+w4Tyy2itcDVJp4MYyRMkAolDHJO8Jn8aEfgi1R1cLSHMixC0kXgs7mUwP/zDkyngKcMIqwgmViGKT3MwhAmHoZfRXh1aO8CMzBkLK5YT1YdTVgNI6RAKcEWr5fB32cxhQKxnfYH1jD7oteN6zBLLJzF2j9ua4iota9h1ARrYSO70f7wDuYs2oCYvquC8XJt2RdaTxyrpNPp/a4wk8lsfMFX9MLQD6zPZksT6kJ27NhIT89z/wcwTYnnvea65l8yXq3X+6+9/w40nZ0JhoaKL/UyXjKe2lrnc78eHae/2Zz1eNPhUZ7e6rJ+yCMeFhw326YjZWCbgr428682GnwlX+9dXmHPLZvt+z4r165ieDhHR0cbB8+ei2EEmYSSW+TRoUf477XXEZIWVb9K1auSrWfpsDtIhVqIGBFG66OEpMXsxJyGUWppe5XjV52FlZI4qoYtw5ilEP3HTsUMyUZGqqs7ud9r3nhYjwxDawd50cHTv9lIxHIQdQfHt8hu82nvNbBlkCWquiHmv6GflB7e636VmsnokKJjTopQzEJrTWFrGd/1iXdHQUN1S5ZiziURcZBSo7XAqWokHr4RbWQWwrpEQo7ihpL4SmK6FcK1Qcx4BMNQmLpOuWqRNWZgWy5Se3hKkncSJBkhZpTQQM0Pk4g4lOpjRRshiLVKSk6ESD0QXzt1Qc7rpC1Vw7Z8tIZaWTP/jKm0nHR045pNJHLuOu8ChrPl53Gn7UJKQXt7HGAmsGGy++31K/nLOIBp0qRJkxecPY0GhYATDw5z7rFxpBTsGPV4aK3D1X8ssinrY0hIRgOjwX87u+V5Gw2+kvhrs9mGYbBg7jyYwD4rbiUImzYtdis9kR601ji+w/Jc4ElWdIvknCwhGaLoFqirOhEzSsSIUIlVWJNaQXhbspFdis606Oq3ybrDdIa7SYhZKK1YW1jTMHKdEe9nY2nDeGNXKQPNyphuJaU0HXNSgUBb2GBoWqYHAusKQZaoY06K1NQ4Qib2up8vfEIxFyuyqzxkRQxa+5O7TCJtC9sokQhXg+4upaEGCEFrMgjOlBJU8h5KSGo6EjRuCQtEhZgpKYdakULj41CXLahICJTGK1VRaKpmikDerHGRFKuaiKwhhQ++YmDIxsDFMAQShevbaKXxC2UIOQghwbWpbBokefdt4FTRQsITj0B7N1gmINArl+NtXAfx7ud6e72gNOsOTZo0acK+S1oAPS0mB/UowiHBkhkWw0XNSNnnfx+qUKppFk0LkQxLZnQaExoNfuDvEmQGvEbgc2L7a7biv1f27F61DZsZ8X7Omv5GbCNMu93BqJPjv1ZfTdiwqfoVhmqDFN0iO6bcyPTW2bQ4bei4YqX1JH98up2YFUcgWNy2hNgOmwc2P9QYCioFqLGwaKex61tnvvNZgc+eAu1Yl01m/WqGh7N0dLQze/bUZxn/7dnRZqdCDD4zMn7K/R4mkaGkyeBN95HdDDsVIbFWk1rJC0pFQmBIFZSjdAspOwiGlK8ZqXdTq3qYbrBfW1+S2JxecmsLKKWR0ge3QCLioIVEKfDKAiGAcARPB6J63xHBzzKMAHwEihBlnaRWD14pGSL39Fbqj+/AwMX0q5h+DWNkENv0CM/uAw0qO9QMcpo0adLk5cKeguU92TYSTPluj5u0x8H1TJ7eWuehNQ6/XV4FIGQG7cknpkMY0kBpzX2ZGoMFn9UDXiPwOX2D4oJj7VdVhuf5Mhm9j9KKNcXVLMs+hilTxM0EM+IzGajugLjLNn8DRbfAiJNDoXBVnYgR5c6tvyMaCjMjOgtTmuSdUZaPLGNx26GkQim01jw+/BeytSyby5ue5Wi/U6fUcL0ffRxtasSoYMmGiV3v99Q3pabGxk25n8gkMvX+0+l+Ym1DJ6TbunnmukfQu3nw+JFuDKkR9UEAPN+ibrURmRomGvbRIZucG2L+wnamLOrYI4AKJrtKoKdLUMprImEamaOK5xM3yxSNTjQCU0HIK6LjrYEYW5rEUgZmdjulRBrfA1X3oDAKIgHSYp4axBIg2ztfjNtmn0xmdlUik8kU9/y5SZMmTV5r7BwQurMV3TDAtgQazZHdIbIlxYYhj8Giz0NrXaa1aTqTBqWa5sE1DoumhRp6n7ufKnN0v3zR/HZeCUyme3WibbRW/Cjzg4YT/bbyNopukZ5oDwKoeGVG6jnynqBcrxI2bFzl4imPfD1PwkoghaTiV3lyZDlzk+lxjvZHdByNFJKh2gCO7/B49i90h3ues+v9pDyPTIOWw3bV87TSdBw7l+EVqYabcvv0VkoDNQi1BH5CNROGFFZLEmJWkPXJ1XDydboXtO01gIrP72ftj39PdrPDzsxR58wos2b4lJ56YtcE+YWzKS1ZjJN3A6uBoRWo36+jFJtB1Q0RMutE6k+SN3pxzFaqw2WsRYsxZ8yCF0iT89eyr9lV7wbuBDLATte3jUDbi7Au0ul0HPg5kAAc4F2ZTCb7Ypy7SZMmTSZiIt3OTqPBZMQY+yO4d6VCCs3WEY8tIx6lmqIlKgM3W8GY745+RfrtHGgmo/fZcxul1bgMkKNqtIZamR6bgRSBONmSa9DSJyFTVP0qZbeMq10GazvIuyOEZYS8O0LEiOIoB1vajW6uGzf8kpyTQ6PJ10epeGW6I0Fr9r5c71+IYc5CCuacMo3u3dr6xxk5TqD3mWjGGTw7gAKYs0fgE8zvErQs2UjLmIia3hm0SAl9Y5/L7xzXnh7c1+2IRBdIwTYrREeom+6XgdvMvjI5RwKfBKLpdPpnwH2AkU6nzUwm470Ia7sI+F0mk/leOp2+CLgYuOJFOG+TJk2aTMhkjAZbopLOpEFLVBIyBcWaIhE2GMj7/GW9Q3vCoD0u0Vq8avx2Xmr2zO602x08MvTgmGg5KHud0H0isZjNA5sfJGJGCcswXZEuasqh7tepeGViZpy8m2dVfiVSSCJGhJJbYsTJMTtxECEjRESGWT6yjEK90ChzTeR6/0IOc96fkeNEep89Z5zt9dpNEPgA48TXe1KQnWSNGYTdoITm+BY51Ul7Ryt2wkZrTXZNgdyWIkRe2kBnX91VHwZIp9NlgjlVxwFRYGs6nR4EnshkMucewLVdA7hjP1sE2ZwmTZo0eUn5a4wG53YZfOGWPHc/5bBx2GPDEBzca7Mt59HbatISlY1jvZq7sg4ke2Z3ZicP4uiu48aVvTo7EyyMHd54b1d3VfB6Wmw616+5hseGH6WmHApuASkkBTdPpvAMpjQJGxFMYbGxtIF2uwNTGixpP4wZ8f5xnVtaq0kNc/5rsz2T1fscCGp5Fzq6G75EyrFg0EeNiZ53Zrcq2RrhvsgBWcNk2ZdPzgeAO4DHMplMcuy9XCaTaRvz0FmUyWRuOdALTKfTC4D/Bv42k8mMTnK3fpo+Oa94Xq3Xu+mT8+pjZ3AyUVfWnttsGvYo1hRVZfHE+jJCQLrH4vCZIf64ssqDa+vPaRhok8kzmXt8Tw8gT7lc9cz3iBoRqqpKxasw6uSYFp+BIUw6wh3MSab5/+zdeXxMV//A8c+9M5OZ7MskkgixG/tSS7VCKWpLqbYP3VClRUt1QdFq7VTogyq1PtTTatXW2Jfalz7lp3bGmghZyC7J7DO/P4aREETJQs/79fJq5s695y6ZJt+c8z3neybzNJezLuOmcEMhKQhQB5BsTCbUI9TVdkJOAs8GRxDqEeqawv7rxaV5envqBtSjcVATkk3X/vYQV2HLuJLNyeiLaPydQ3qmLDOp5zIJqOyD2su52KMxzUTTt2tif0Q9OY98nRygLPAz4K7T6VYC+3AOV3ndWEOn0NfR0el0jXD26HR7gABHEAShSN1vVlbefZyJxkFB3py6oOTgRRMHL5qZuSWTw5fMhGuVBPsocHejyIuBCvnn+zxdqgmHUw6hkt3wc3OjWfBzNA9tyVVDEomGBE6nn+T/kg/grnAHi4RaduNKdhxushs+Km/clc7F/hINCWyL34K70gMJibKe4VzKjnElMdvtdjZcXsf+q3td+/zdIa7C5BPqgfbmGkAADge+4V7YzHZyUo2u4bKAMt4kp9ytcELRuNdw1XBguE6nywJmABGAO3BSp9NZgWN6vb5zYV2YTqerAMwHOuv1+guFdZ6SLCKiIWq12rWqp6enJ02bNqdfv4H4+Pjcv4F7ePXVF0lNTUWhcLat0Who0KAx77//oasKeVHZsmUjc+fOJj09lfr1GzBs2Mh862vlNnbsl5hMRsaNmwzAW291JSkpwfW+zWbDbDazevUGAgPzTmMcMOA9WrZsxSuvdHv0NyMIDyDAU6asVoksgSw7OJtoIeW6nWuZNtzdZMDB2UQzgBjCKib3mvEV7uXskQ3UBJJgSMBH5U2ONQeDNYdMSyZWh5Xj6ccA50o8VruFsp7heCo9UctqjqUdxu1GgjNAlvU61y2ZhLqXdi2IWNCZW0XpblXtb673U9jDZQ+iIOvknNPr9TuAHTqdroter2+g0+kCgDqFe2mMwDmzaqFOpwNYpdfrpxfyOUucefMWU7Gi88OdlJTI1KmTGDJkELNnL3CuzPkQxo6dRNOmzQBIT09n9uwZDBzYl8WLf8bdvWjGUc+dO8uUKRP55pvvqFy5Mv/+dxRTp05i/Pioux6zfftWtmzZSPPmLVzb/vvfZa6v7XY7H330PjVr1r4jwBGEksJudzBzayZ7zzoXDcw227HYoVEFJWnZcDXTSlKmjX9vzMRmB2+NjLe7RERVzR1DWCKXp3Ddb8ZXkCYYpaTES+mNt8rH+Yejwp03KvckzZTChevnic2K4UzGaeJzLrvazLEakCUZPzc/PJSeZFtyAPBQOROGb+a2JBkSAR5qltajll8y9P2mxxeH+wY5er2+Xq6vG9z4byqwo/AuC/R6/bsP28aN8bs7XL0qo1Te+oCcSD3OsdQjD3u6AqkdUJeaAbUKvL9Ccetaw8JKM27cJCIj2/K//+2lWbPnMBqNfPfdDHbs+B2Hw8ELL7Snf/8BKJVKPvigL4GBQYwZMx6z2czbb79Jy5bP8+67/W+0LbnaDgwMYMSIkXTr1oUNG9bQtetr2Gw2Fi1awJo1v2EyGWnatBkffzwYT08v1q6NZvv23/H19WPHjt8JCNDy+edfsmrVSvbs2UlwcAhjxkygSpV8svZz2brVGazUreuMmQcOHESHDm3IzEwnICAgz/cJ4Nq1a8yZ8x2RkZ25fj3zjvcBfv55KdnZWfTr9/6NAqR5SZKELDvvfePG9UyfPpUZM2ZTpUpVtm37nXnzZpOYmECFChUZOnQ41arVoH//d6lRoya7du0gJSWZxo2bMHz4SHx9fUlMTGDs2K/Q60/j6+tHixbPM2DAINdfZ7eTZZmgIO/7fOeLR0m9rifR0VgjB2OsVArVIEsSNrudXSdziEsDb3eZYH83GlZScfCCAZsDsi0OzHaI/stAmVIelNGqKKtVUSPMjalrU9hxIts1s6ZFTU+GdAoUgU4+CuMzrg2sy4mcJhxIPOBarTmi3LO00kW4ghF9qp5vDn6Dv8afHGsO2ZZsErMT0Sg0nMs6AziHxhSyjBkDRlmBu8IdN6uCU9lH2JDwm6vtRiGN6FmzJ+fTz5OUk0SwRzCV/CrleV3Fv0qxB0JQ/D9TinTFY51O1xhYrdfrS+faVh+YA9QEzgL99Hr9H4/ifHdLPLbb7XkSWm02e7773U6WpQLtdy82m/2Bkmlv39/NTUPt2nX566+/eOaZZkyf/m8uX77EokVLsdsdjBz5GQsXzqd3774MH/4lPXu+zu7duzh06P/QaNzp3r23qz2bzXHbtUg0bPg0hw//xcsvd+Wnn5awffs2vvtuHt7e3nz99Tiior7miy9GY7c72Lt3N6NHT2TYsJGMH/8VAwb0Y/ToCQwf/iUTJ45hwYJ5jBv39T3vLybmIjVr1nFdh6enD15eXly4cIGAgIA81+dwOBg79it69+7LpUuxZGZm3PEsMzMzmT9/DlOmfIvDIeX7rB0OB3a7g99//53p07/hm29mUqFCZc6cOcuoUV8wYUIUjRs3YdWq5Qwd+im//hqNw+Fgw4Z1fPPNTEqXLs2oUZ8zefIERo+eyOzZzuP//e9ZJCdfo1+/d2jY8GkaNXo633u22+0lMsFXJB4XrbgUMJpsmIy3ApHSvjLt62oI1yoJ9VdwOcXKuQSJMgEK0nPsXM20cSrewoifkvB1l/H1lKgf7kZMspXS/krXQoOb/soUCw3mozA/45HBr1LT46k8Q1opybcWwvNzhFDTp26u1Zwl2pbuyMvlu3I09TDnMs9itVs4mnqY8+kXXAGrv5s/lzOvEKwJwUPlibukYU/sPi6lxLtWZr5biYrizuV5lM87V+LxAymSIEen00lAL+AbwJpruwZYA4zHmX/THVip0+nK6/V6c1FcG0AN/1rU8L9/70pJme3j4+NDdnYWDoeD9eujmT17Ab6+fgD07t2XUaM+p3fvvoSGluaDDwYxadI4TCYj8+cvQam897fc29uH+Ph4ANau/Y2+fQe4cnT69/+Qrl07M2TICABCQ0vTqlUbAOrXb8Dx48do0aIVAE891ZDffltx33sxGIxoNJo829RqDUaj8Y59ly//BS8vb9q0aceCBXPybW/Vql+pUaM2tWrVvud5Dx48wB9/7GXKlBlUqaIDnMNgTz/9DE2aPAtAly6votNV4+YMxFde6UrlylUAePfd/rz33tuYzWY8Pb04fPgQO3Zso1Gjp1m+fM1DDyUKT76yWlWe1ZPtDgeyLPF0ZXWe4ESSnWvR+nsqsDtAKVuoEqzAaJXIMtr57ZABH42El0bG111Glpw1iG5faFAMaRWu+w1p3Su3p1HQ0zQKcv5RZHfYOZtxhnOZZ3Dg4OL1C/xxdS9JxkRnsU4gx5rDpexYKnhVxEPlhdlq4lj60TwlKoo6lye/qfAlQVH15IwAuuIMZj7Ltb0lYNfr9bNvvF6o0+k+Bl4E7v8b8h8qIyOdChUqkp6ehslkYuDAvq6hEYfDgcVixWQyoVaradOmHd99N52aNWtRpkzZArV9M6hJSkpk3LivmDhxtOt9pVJJUpJzfNjb+1bysywr8PLyzvVaLlCvl0ajxmTKG9CYTEbc3fMuYhUTc5Fff13K/Pk/3LO99evX8MEHH933vH/9dZDKlauyefMGGjRoBEBqagqlSt1a0EuWZWrVupV6lvv5BQUFY7FYyMzM5P33B7FgwRzmzJnJ6NGf06TJs3z22Rf3TZ4W/tlqlVXfsb5O06pqqoeqXPvcvsJySpYNf08FVUPdAIlsk53DMSYyjQ5OxVtQKyW0XjI2OwT7yZy4YiY+zUaIn1ygoqEi8ClcBV3NWedXDZ1fNQDOZ57jcnYcWrcADHYjOZZsYrIvYnPYSDDEgwEMNgMmm5HL2XFYHVY8FB7YHY6/nctTkLV7cu+jVQfdWHzxcJ6FDwcE9XuIp/VoFFWQsxCYADx32/ZqwMnbtulxDl2JICcfOTnZHDt2lG7d3sTHxxeVSsXChT8SFuZcb9tgMJCamoJa7VzOe9asGdSsWYsLF87z+++badXqhbu2bbfbOXDgT958swcAWm0gn332hSsIsFqtxMdfJiysDMePH71rzsmDKFeuApcu3VqNID09nczMTMqXL59nv507t5GWlkrXrs4JfWazGbvdTs+er7F48c+AMxBKTU3lmWea3ve8b7/dh2bNWtCjRzfatGlHw4aNCQoqxZkzetc+DoeD2bNn8PrrzueRnHzN9V5iYgJqtRpfX1/0+tO8+WZPPvhgEFeuXL4xVDfH1eMlCPm5X9Xz/PbJsdj5cW8W9hvDE+5uEuGBSioHKzkcayE9x865JCvBvjLjV2eQZrDj5SZhtDpIybLzTGU3ZEm+a9FQsS5PyXNH0VIJmgW34FJ2DAFuWozpUMcxAAAgAElEQVQ2A8nGa2SaMzHZTVzJjgPAYDWw9PwSDDYDbrIajUJNA20jni71TJ41eIA8AU1+a/fcPvR1+2rOBmsOGeZ06gTUc5XROJxyiLNpZwmg9N1urUgUSZCj1+sTAG7MksrNE8i5bVsOzpWVhdvEx19h2rQoqlWrTuPGTZAkiTZt2vH99zMZOvRzlEolUVETSExMYNas+Rw48D82b97AkiW/cPLkcaZMmUj9+g3y7WFITU3h++9n4uamol27jgC0bx/Jf/4zj3LlKuDn58fcubPYvn0rS5eufGT31KZNWwYMeI+OHTtTrVp15syZSZMmz7qG327q2bM3PXv2dr1esGAOFy+ed00hBzhx4hg6XTVUKhX3o1KpCAsrQ8+evZk8eTw//PALzz/fmh9/XMzBg3/y1FMNWb16Bdu2baVv3wEArFixjIiI5/D19WPevNm0bt0WlUrFDz8swN8/gE8++Qx//wAUCiU+Pr6P6AkJT7IHW1/HOeQUc82ap/cnQqdx9cgkpNnwdpc4ednMrG3XUSkkckzO0tXJmTbSs+0EeDmHtPIrGrr3jImWNczIkiR6d0qI/Ia5bgUizsDHQ+lJ3YC62Bx2rA4bZpuJEPfSxOdcRiEpybFnkW25zs8Xf2RtXDReKi/UCg0NtA1xk904mnbEFdDcvnZPfkNfF69fyLOac2JOInGWS2RZs/BR+dyaFZaTRID6HxDk3EMOzrV3cvMAinf1oBLk3Xd7IssykiTj6+tL8+Yt6NOnv6sX5aOPBjNr1rd0794Vo9FInTr1GDNmItnZWUycOIb33utPcHAIwcEhbNq0nsmTxzNp0jcAjBw57MbsIwlvb28aNXqab7+d48qR6d69FxaLhb593yYr6zpVq1Zj8uRp983rud2RI38xePCHbNmy+473qlTRMXToF0ycOIbU1BTq1q3HiBFfud5v06YZU6bMoG7d+vc9T2JiAlrtgw0RvfFGDzZv3si8ebMZOPBjRo2awLfffkNCQgKVKlVm8uR/o1A46wvVqlWHYcM+4dq1qzRv3pJBgwYD8Omnw5g8eQKdO7cDoGnTZvTo8c4DXYcgFMS9en9yB0uZBgfltUr8vRRcy7RxJc2K0erg+GULFUuB1kvGZHWgUUk3ioU6i4ba7Q7mbcsi6bpN9O6UIPkNc+UX+OQuUZFkSGR17AqCNcEYbUaSjddINl1DKSmw2i1Y7GbWxv2GLMmEuIfiofTAXaHhSOohNAp31++Y/AqQXjMmOYOiG/t4KJ2/xnMsOfjcmEIvAcEewWAr0kd1h7uWdSgMOp2uBbBcr9cH3njdHvhOr9dXzLXPMeArvV7/MN0F5RFlHUqUL7747L4zrW5Xkp73o1xAUJR1EKBwn/eJK2bGrE6ntJ8CWZIwW23s1ptRyGC1O2fthGsVWGwOqoaoUCqcQ1hnEiwgQdUQlat3Jz7Nxpdd/J6ImVr/pM/4+cxzzD09K09vy5nM09TTPoWX0gujzcDpjNNY7RZ83fww2UyAg0zLdSSgjEdZPFQeuMvuZFoyebHcS6gValddrnn6711t2+12jqQdxs/N78ZKzVBP+xQDnu6XZ4bZwyiMsg5FYRug1ul0A4Hvcc6uCgY2FetVCY/UlSuX0emqFfdlCMI/xu0Jy5IEvZp70qqGO2eTrKRk2UhIs7HnrIndehNeGhk/D4kKQQquZtrz9O7kN1NLKPluz+Ux2Jy9LF5KrxsV1j3wd/MHoLxXBezYybHkEJ9zGU+VN0mGBCxGK9xYm2eefjZushq1rKaetj61/etwLO2Ia6p7+zIdb9TcSs4zc6y4FWuQo9frTTd6c77HmZh8Duik1+sfTegnlAhhYWXo3r1XcV+GIPxj3GtYq1ZZ56QEh8NZRiL6rxz+ijWjVkpoVDKpOVaCfOxoVM7eHXCQY7Gz5bhB5Og8Rm7P5dGqA2/MgPrLFZg8U8o5SSP3thalW/GvCq8TmxXD5exLJBkS2XplE24KNUabAYMth20JW6nhV4swz7KoZTXlvStSX9uAQE0glaV7LwBb1Ip0uKoIlUcMVz32ntTnLYarBChZz9tocXA41sSfF0ysO2wgKcOGh1rC113CWyPdSECV7jr1XBesfCymopekZ14cbq+wnnd21dV8e2D+uLqXlTHLXbW0LHYLcTlx1Nc2wEflzVVjEmabc1k7layirGc5OpSNxE2hLqzFAB+r4SpBEAShmGlUEk0qa2hSWUO3xp6sOpTDgfMmMox2zl21Ui5QSbCPjLubdMfUcyQHzlKi5AmERLJyyXO3dXruV5dLQnKVlFDJKryUnrQMbUUln8o4HA5STSkkGRJJMMRjsBqQSsAw1U0iyBEEQRBcgv2U9Hveh/daOFi0O4uFu65zLdPO1QwbHmoZg8lO8nUbdcupkSWJlCwbf5wz8UxlNwK8lK6p6K1qWp6IZOV/ujvW6cGZVHyzF0iSJLSaQLSawAJVDihqIsgRBEEQ7nCzxMSm4wZKecukZtm5et1GcpYdpQznkqwEecvkmOw4HGCw3DjuRrLylVRnBZ+SPoQl3Nu9ylE8DkSQIwiCIOTr9llaAZ4KapRWcTTOTEaOjdQsGzY7WGwOnKup4EpW3qU3itWUnxAFKUdRUokgRxAEQchXfrO0dMFKZm27zm69kSyjg0yDHV93iZPxFi5es+HrIVMvXMXZREueyuhiCEsoDiLIKcEiIhqiVquRZWctEE9PT5o2bU6/fgPx8fG5fwMFMG/ebBYvXsDcuYuoUaPkjacKglC88is94Qx83F2BT2lfmejDBvafNWG2OohLtRGfZsNbo8DH/e5DWI/LrCzh8SWCnL/BYbfDlVhIvQYBQRBWDkkunPHJefMWU7Gis4swKSmRqVMnMWTIIGbPXoD8kOe02WysX7+Gjh07sWLFMhHkCIJQIPkFPj0jvOnR1Iu4VBsrD2ZzOsHCyXgzGpWzMrrFmncIS8zKEorC45E5VII47HYcG1dg/3Uh9q3R2H9diGPjCmfgU8iCg0MYNWoCFy9eYN++PQCYTEamTYvipZfa07lzO2bOnIbFYsHhcDBwYF9Gj/4CcFbt7t69KwsWzHG1t2/fbnx9/XjnnfduVPlOy3O+nTu30b17V9q1a8GgQf1d1cITEuLp2LEVP//8XyIj29CxYyvWrl3NkiX/ITKyNZ06tWXz5o2F/jwEQShZJEkiXKvkwzY+dG/qia+7jMHs4GyildRsO7+fMOCmgNL+CjzcZA5fsuDhJlFWq6S0n4K9Z0yciDdz4oqZLccNnLhiznetM0EoKBHkPKgrsThOH4WAIKTAYAgIwnH6iLNnpwh4eHhQu3Zdjh49DMDMmdOJjY1h8eKlLFq0lNOnT/LDDwuRJIkRI75i797d7N+/h3nzZuPu7pGnknd09Co6duxEcHAITz3ViOjoW+XCTp48zsSJYxgyZARr126ladNmDB36EVars7s5IyODxMREVq/eQN++A4iKmkh6ehqrV2+kV693mT49qkiehyAIJY8sSwx6wZcpbwQw9hV/ZvfS0rGeBxYbXLhq5VCMmYtXrVhtDnLMziAmd4HQMavTmbf9OmNWpzNza6YIdIS/TQQ5Dyr1mquWBzj/csEBpCUX2SX4+PiQnZ2Fw+Fg/fpo+vcfiK+vH/7+/vTu3Zfo6FUAhIaW5oMPBjFp0jjWrFnFl1+OdVUQT0pK5PDhQ7Rt2wGALl1e4bffVrqCmHXromnXLpI6deqhVCrp2vUNbDYbhw4ddF3Ha6+9iVKppEGDRthsNrp1c75u3LgJGRkZGI3GInsmgiCULDeHtFrXcueZyhoi63tQsZSSaqVVBHjJ5FjsmKwO4lKtzirpFjs5Zgfnr1ko7adw9e7s0RtZeyRH9OwIf4vIyXlQAUEg3Vr90eFwOFdH8g8sskvIyEinQoWKpKenYTKZGDiwryvocjgcWCxWTCYTarWaNm3a8d1306lZsxZlypR1tbF27W+YzWbeeutfruPS0lLZvXsHLVu2JikpkUOH/o+NG9e6jrFYLCQlJVK2bDiAK/n5Zm6Ql5d3ntf2IhjCEwTh8VA9VEVEVQ17z5hwU0iUC1AQ6CmTZrBzKt6CBAT7yuTOxpGA2GQbMzZlEuCpEHk7wgMTQc6DCiuHVK0OjtNHcNxY/lGqVhfCiqYWUU5ONseOHaVbtzfx8fFFpVKxcOGPhIWVAcBgMJCamoJa7SzCN2vWDGrWrMWFC+f5/ffNtGr1Ana7nXXrohk5cgz16zdwtb106X9ZsWIZLVu2RqsN5I03utOnTz/X+3FxlwgKKkVaWuqNLeKHjCAIBXO36ej6JCunr1hIzrZx4rKZXadN5JhNBHorUCkgPcdGjTB1ntWUW9YwI0vSQ8/KstsdnEqwiNldTzAR5DwgSZah3StItRs6h6j8Awt1dlVu8fFXmDYtimrVqtO4cRMkSaJNm3Z8//1Mhg79HKVSSVTUBBITE5g1az4HDvyPzZs3sGTJL5w8eZwpUyZSv34DTp06iclkpEWLVq7hK4BOnbrw88//5fz5c7RvH8lXXw2nWbMWVK2qY9euHYwaNYLFi5eiUol1LgRBeHD5zcpyvnb+TLFa7Yxenc6OU0YuXLVitDj/kjRZwWJ1oFLeyttJum57qIUG7XYHM7dmsvesSSxY+AQTQc7fIMkylK3g/FfI3n23J7IsI0kyvr6+NG/egj59+ruGpz76aDCzZn1L9+5dMRqN1KlTjzFjJpKdncXEiWN4773+BAeHEBwcwqZN65k8eTzAHQEOQHh4OWrWrM2KFb8wdOjnDBjwMWPHfklSUiIhISGMHj2R8PDyJCTEF/p9C4Lwz6NUyox+2Z9TCRZirlo5mWBmxZ/ZxCRbuZRixddDJsdoJ9tsRxfqlmehwdt7d/Jbgye3UwkW9p41UdpPIRYsfIJJDscTmcRVHriYkpKVb5JaYmIsISEPPrykVMpYrSLPpKg8qc/7737+CltQkDfXrl0v7sv4xxDP+/5u9rZsO2EkPcfOdaMdlVLCYnVQIUhFkLeMh1rmUrKFUD+lq3fnbmvwjH49jJSULAC2HDcwb/t1ympv/bEXl2LlvZbetK7lXiz3+6R5lJ9xWZbQar0AKgAxBT1O9OQIgiAIJdKtPB7n6sqlfGUuJlmI2pBJQrqVhHTwUEuYzA6um+xUL+12z8rox+NMhHo42y7t70xktjscrp4cSYJQf0Xx3rTwSIkgRxAEQSixbs/jqRXmRmyqjZ2njGQY7GTkOJBlyEy34aawUspHcdfK6JdTLK4g5/bio5IETauq7xjWEh5vIsgRBEEQHhu39+6E+MkkptsYF51Beo6NlFyV0WXpVmV0SYIyWhVgua2dW7O97ja7SszCenyJIEcQBEF4rNzeu1OjtIOT8RZ2641cNzjINNjwcZc4ccXChas2/DxkXqitoVZZNSkplru2A3cGNDerrotZWI8nEeQIgiAIj7Xbe3dC/RWEeMv8dtjAH+dMWG0Orl23s2RXBtWC7FQIUrpmqOaW37TyyqWUnEuyUNpfKWZhPYZEkCMIgiA89vLrlXmnuTe9mnkRk2zlzwsmDl4wsHyfAYUs0aSymi4NPAjwupVonN+08j/OmdCoJOQbQdHN/J6ENFuecwklkwhyBEEQhCeWJElUCFJRTqtk/h4j+07byMi2c+CCiV//zKZLAw8aV1JTq4wb8WnOKei5Axq1UsJkdYhZWI8pEeQIgiAIT7xTCRb2nM6hemkVsiSRY7ZzJsHCqXgLZxKteLjlEOgjY7TasdntKGQZu8OBl0aiaqgbZxOtYhbWY0gEOYIgCMITLz7NhoNbvTQebjJaLwUd67pTPkjFgQsmjlwyY7LAvrNmfNwlfN1lnquu4f3nvdEnWe87C+tREDO5Hi0R5JRgERENUavVyLKMw+HA09OTpk2b06/fQFcF8Ic1b95sFi9ewNy5i6hRo9YjafNBnDlzmqioCVy8eIEyZcIZPHg4tWrVznffRYvmEx29ipycbCpXrsonnwylYsXKABw48D9mzJhKQkI8VatWY9iwkYSH37mq8IIFc7h48Tzjxk0u1PsSBKFkKe2vQOLOxf9KByipEqKiSoiKLg3t/BVjZv3RHM4lWfFSS3i6SZxKsFK9tOqhE43vF8CIelqPXuFXlRQeyrx5i9myZTdbt+5h7tzFJCdfY8iQQdjtD1/uwGazsX79Gjp27MSKFcsewdU+GJPJxGeffUKHDp3YuHEHr77ajc8/H4LFYrlj3/Xr17Bx43q+/XYOa9dupWHDxgwZ8hF2u53U1BQ+/3woffsOYMOG7TRs2JhRoz4v8vsRBKHkqh6qokVNT+LTbMSlOGta3T7s5O4m82xVDeNeDWD6W1peauhJXKqNRbuzGPtbOr/9XzYJ6VbsdgcnrpjZctzAiSvmfMsH3e5mADNmdTrztl9nzOp0Zm7NzHNs7sTnslolpf0U7D1j4lTCnT8ThYIRPTmA4/xpHGdP3nc/q0LCbnu4Wl9SlRpIlar9rWODg0MYNWoCL73Unn379hAR0RyTycjs2d+yY8c2HA4Hbdq0o2/fD1AqlXz4YT8CA4P46qtxmM1mevd+ixYtWtG7d18A9u3bja+vH++88x5vvvkqAwZ8jL+/v+t8O3duY/7877l27So6XXU+/XQY4eHlSEiIp0+f7nTv3ov//ncxDoed/v0HkpaWxi+//IgsKxgw4GNeeKHdPe/n0KGDSJJEly6vAhAZ2Zlly35i795dtGjRKs++6enp9Oz5DmFhZQDo2vV15s//nqtXr7J//x6qVKlKRERzAHr27M2yZUs5ffoU1apVv+v5L1w4x4cf9ueDDwbRvn0kFy6c45tvJqPXn8bPz5933+3HCy+0Z8GCOVy6FENaWhonTx6nQoVKDB06gipVdFgsFqKiJrB37y6UShW1a9dhyJAR+Pr6Pfg3WBCEQiPLEkM6BfJ0eblAw07Bvgoi63nQoY47pxMsHLhgYu9ZE7v0RuJSraTn2PFWyyiVUoF6WwpSEDS/xGcxk+vhiJ6cx4yHhwe1a9fl6NHDAMycOZ3Y2BgWL17KokVLOX36JD/8sBBJkhgx4iv27t3N/v17mDdvNu7uHvTs2dvVVnT0Kjp27ERwcAhPPdWI6OiVrvdOnjzOxIljGDJkBGvXbqVp02YMHfoRVqsVgIyMDBITE1m9egN9+w4gKmoi6elprF69kV693mX69Kj73sulSzGUL18xz7bw8HJcvHjhjn3feKM77dtHul7v2bMLX19fSpUqRWxsDOXL36oIr1AoCAsrw8WL5+967ri4S3zyyUDef/9D2rePxGKxMGTIRzRo0Ij1639nzJgJREVNIDY2BoBt27bSufPLbNy4g2efjWDYsE+xWCxs2rSOmJiLLF++ll9+WY3BYOTXX3++770LglD0bk4zb13LnZphbgUaApJliRphbvRs5s2XL/lRr5wbsck2sowOkjLt5JjsbD5m4ES8+Z7t3C2AuZJqdfUKGSx2JMk5kwsQM7keAdGTA0iVqhWod6WkVMX28fEhOzsLh8PB+vXRzJ69wNVz0Lt3X0aN+pzevfsSGlqaDz4YxKRJ4zCZjMyfvwSl0vktT0pK5PDhQ4wcORaALl1eISpqIm++2ROlUsm6ddG0axdJnTr1AOja9Q1+/fVnDh06SNmy4QC89tqbKJVKGjRohM1mo1s35+vGjZswdeokjEYjGo3mrvdhMBjueF+t1mA0Gu95/4cPHyIqaiJDhoxAlmWMRgOenp559tFoNJhM+bdz7do1PvrofSIjO9Ohw4sAHDt2BKPRQM+evZFlmerVazJr1nwCAwMBaNCgEa1avQBAjx7v8OuvP3Ps2BE8Pb24fDmODRvW8uyzzYiKmoYsi78dBOFJ5KWRCfFVUk6rJMBL5lqmjeQsO+k5dv69IZOnK6nReimoHqa6o5cov4Kg4GCX3sjZJGue6ulX0qzgkMRMrkfgsQhydDrdIECl1+unFPe1lAQZGelUqFCR9PQ0TCYTAwf2da3e6XA4sFismEwm1Go1bdq047vvplOzZi3KlCnramPt2t8wm8289da/XMelpaWye/cOWrZsTVJSIocO/R8bN651HWOxWEhKSnQFOTeTn2/+Uvfy8s7z+n55Q85AxJRnm8lkxN3d/a7HbNy4jqlTv+bjj4e4hsPya8doNOLu7pFvGydPHqdBg0bs2PE7PXv2RqVSkZqaglYbmCdAqVJF5/o697NTKBRotVpSUpJp06Yd6enprF8fzfTpU6hYsRJDhowoliRuQRAK381gxd1NonyQijJa51T01Gwbs7ddx+FwvhdRVc2Yl/3xUDt/puRXELRKiIqziXlXU76SauWtCC88VHKhz+T6JyjxQY5Op5sGdAJmFfe1lAQ5OdkcO3aUbt3exMfHF5VKxcKFP7pyVQwGA6mpKajVagBmzZpBzZq1uHDhPL//vplWrV7Abrezbl00I0eOoX79Bq62ly79LytWLKNly9ZotYG88UZ3+vTp53o/Lu4SQUGlSEtLvbHl4f7HK1euAitW/Jpn26VLsbRpk38uz6JF81m2bCmTJk2lQYNGedrZvn2r67XNZuPKlbg7hsJuevbZCMaPj+Kdd95k8eIF9OnTj6CgUqSkJGO3212BzsqVv6LTOXN6kpOvuY63Wq0kJydTqlQIcXGXaNCgIV26vEpGRjr/+c98xo37ip9+WvH3HoogCCVafsHKU+XVnEuy0LSKmtQsO1czbWw9buS6IZUW1TU0qqimUinlHQVBL6dYOZtozTOEBRIeKpnWte7+x55QcI9Dv/ouYExxX0RJEB9/hVGjPqdateo0btwEhUJBmzbt+P77mVy/fh2DwUBU1ATGjx8FOKdVb968gWHDRvLRR4P55puvSU1NYf/+vZhMRlq0aIVWG+j616lTFw4fPsT58+do3z6SNWtWodefxuFwsHPndnr06MbVq4mP7H4aNGiExWJm+fKfsVqtrF37G6mpqTRu/Mwd+65bF80vv/zE7NkL8gQ4AM2bt+D06VPs3LkNi8XC4sULCAoqRdWqujvaAVCpVCiVSgYPHs6PPy7m/Plz1KhRC29vH378cTFWq5WTJ48zd+4s1zDYH3/s48CB/2G1Wlm0aD6+vn7UqlWb3bt3MmrU56SmpuDt7YO7uzu+vr6P7BkJglCy3KyT9WUXP95r6c2XXfxortPgcEhoVDKl/ZXUDXejbICCUD8Fxy+bmf37dSauyWDrCSOhvgpXTlAZrdI1hAUiB6cwlPieHL1ev1Kn071d3NdRXN59tyeyLCNJMr6+vjRv3oI+ffq7hqc++mgws2Z9S/fuXTEajdSpU48xYyaSnZ3FxIljeO+9/gQHhxAcHMKmTeuZPHk8AC1atHLl59wUHl6OmjVrs2LFLwwd+jkDBnzM2LFfkpSUSEhICKNHTyQ8vDwJCfEPdA9t2jRjypQZ1K1bP892Nzc3pkyZwZQpE5kzZxZlypRh0qRvXMNVH300gDp16tGjxzssWbKInJxs+vTpnqeNefN+oHz5CkyaNJXp06cybtwoqlSpyvjxUfkW4MutTp16tGvXkUmTxvL99wv5+ut/8803X/Pjj4vx8wtg+PCRroTmGjVq8eOPi/n886HodNWIipqGQqGga9fXiY+/TI8er2EymdDpqjF8+FcP9HwEQXi85FcnK3e+jQPwUMv862lPqgSrOBZn5sBFE5uOGdh83EDlYCWNKqipGXZnr1BBc3DEooEFIzkcDzcluijcCHICHyAnpzxwMSUlK9/1CxITYwkJuXOhuPspKYnHj5uffvqBevWeeuA8lZLyvB/1AoJ/9/NX2IKCvLl27XpxX8Y/hnjeRa+wnrlrEb/bgpXbp5WnZtk4eNHMwYsmUrLsaFRQN9wNf08ZHM6FCQsSrDwuiwY+yuctyxJarRdABSCmoMeV+J4c4fHmcDiIj4+nW7c3i/tSBEEQCsXNIazc+Tb5BSsBXgpeqO1Om1oaLlx1Vkb/K9aM2QqlfGQUComyAUp83O8dqBRkzR3BSQQ5QqGSJInBg4cV92UIgiAUqvyGsO5GkiQqBauoFKyiS0MHRy6Z+fOCiXWHDaw/YqBaqIrGFdXUCFOhVNwZ8IhFAwvusQhy9Hr9ouK+BuGf6+YK0YIgCA+iIHkzGpXE05XUPF1JzdVMGwcvmjh40cTiPRY81BINyrvRoLwbmUaHq51QX/mONXfyS1gWeTvFkJOj0+kaA6v1en3pXNvqA3OAmsBZoJ9er//jIU5THrh4tzdPnDhJ6dIlLydC+GeIj4+lZs0axX0ZgiAUIrvdQVR0MjtOZOPAueBGi5qeDOkUWKCcm1NXTOzT5/BXjJH/u2AgLcuGr4cCPw+Z52t7IiGx42S265iWt7X9MOcv4UpmTo5Op5OAXsA3gDXXdg2wBhgPzAe6Ayt1Ol15vV5/73Wy7+Nuicd2u/1vJbSWlETYf4on9Xnb7fYSmXAqEmGLlnjeRa8on/mJK2Y2Hc7Mkzez6a9Mni4vFyhvppQGXqqrooyPjf36LDzcICPbSkY2LNpuZkhHH4Z28CIp3U6ovwJdsJJdR1NdvTYOu+OO8288lEGghw13lXzPnp1H1QNUSInHD6Qoh6tGAF1xBjOf5dreErDr9frZN14v1Ol0HwMvAmJFNUEQBOGx86jyZtKyHfi5O6uSZ5vsJF+3c+GahaX7c6gWqqJhRTVaT5lZ267nmW1VylvGYXe4zi8Bsck2ZmzKJMBTcdcZWY/LzK2CKsrFABcC9YADt22vBtxeAlyPc+hKEARBEB47uWtVwd9f6C93O55qmbJaBZVKKXn9GU/CA5XsPGVkxK9p/LQ/G4UEoX4KSvspuHDVSrb5VrHP1Gw7GQY7ZQOcAVNpPwV7z5g4lWDJc77cM7futd/josh6cvR6fQKATnfHKrSeQM5t23KA/AsPCYIgCEIJl1/5h79TbDO/dprpNLxYzwNZlrhusDWuiM8AAB5XSURBVDNvx3WOX7YQm2wlLsVGgJcMDgcVg1TOHiUHpGTZ8POQCfByBlm5q6ADrqGpyynWJ2rmVkmYXZUD3F6kwwPIKoZrEQRBEISHVtC1cx62HW93mbZ13PnjvBFfd5mULDvJ121kGhxUDoXWtTRoPRUolfDj3izsDpAl8q2CLslQuZQSSXLcd+bW46Ik1K46BdzevaPjziGsEsNhd5BxJZvEE6lkXMnGkU9y86M2duxIWrRokqdQ5MM6ePBPIiIa8tNPPzyyNgVBEASnm2vn3KxV9XdzWu7XTvVQFRFVNWQaHChliWBfBe3qaKhR2g19gpW9Z03EJVspF6jkcoqVuBQr8Wm2W1XQcw1NnU20UCXE2QN0c7+/0wNVUpSEnpxtgFqn0w0Evsc5uyoY2FSsV3UXDruDs9suk3I2wzUtT1vFlyrPl0EqpKSszMxM9u3bS8uWrVm9ekWeyuAPIzp6FZGRnVm1ajmvvfaWq/q2IAiC8Pi4V29Peo6dgxdMHLhowmYHrbeCUj4KInRq7DZHvlXQm+s0vP6M0tWWLlh539lW+c3IKgmKPcjR6/UmnU7XHmeAMwE4B3TS6/XZ9z6yeGQm5JByNgONvxpJknA4HKSczSC4egC+YZ6Fcs6NG9dRr159Xn75X3z++VB69uyNSuX8AK1atZxffvmRzMxM6tatz+DBw9BqA5k//3u2bNnIDz/8jFqtYdKksVy5cpnp02cjyzJpaWns37+HZct+4/33+7Bv324iIp5znfP8+XP8+9+TOXfuDKVKBdO//0CeeSYCgFdffZGuXd9g5cplJCdfo23bDkREPMe0aVGkp6fRsWMnPvzw00J5FoIgCMKd7rbisp+HTOta7rSqqeHiNWcpiaOXzGw6agQcpGbbCPKR0ahk19BUWIDS1VZBZlvdbZ/Rr3sX/YO4TZEHOXq9fgcQeNu2o8CzRX0tf4ch3eTswbk5Le9GxVljuqnQgpw1a1bRt+8H1K5dF39/f7Zv38oLL7Rn27atLFnyH6ZMmUFYWBnmzp3FV1+NYObMubz9tjNwWbBgDvXqNWDnzu0sWvSTq7dmw4Y1NGrUBH//ADp1epnly39xBTk5Odl88skH9OzZh2nTZnH06GFGjBjC3LmLCA93LqK4fftW5s5dTFpaKj16dOPSpVjmz19CYmICffp0JzLyJSpWrFQoz0MQBEF4MJIkUbGUioqlVHRp4OBInJk/zxs5ftnC3jMmPNwkfD1kXqitydMLU5A6WXfb53icidBinkIkxicekLufGgln4Ulu/FcCNH7qQjnfsWNHyMrKcvWidO78CitWLANg7drf6NbtDSpWrIRaraZfvwGcPHmcS5diUSqVfPHFaFatWsGkSWMZPHgYwcEhrnbXrFlNp05dAOjY8UWOHTtCbGwMAPv27cHPL4CXX/4XSqWSp55qSPPmLdiwYa3r+E6duuDj40O5cuXRagOJjOyMt7c3VapURasNJCkpoVCehyAIgvBw1CqJxhXVDGjjy5K+gfRv7U31MBWhfgpSrttZfSiHuBSrs8DyPdb7uelu+1xOKf5p58U+XPW48Qn1QFvF946cHJ9CClejo1eRkZFOly4dALDZrGRkZHD69CmuXk1k3rzZ/Oc/83IdIZGUlEB4eDkqVqxMtWrVOXfurCtIAjh06CBxcZcYP36Uq0fKarWyYsUvfPLJZyQlJRITc4F27Vq4jrHZbDRv3tL12tvbx/W1LMt4eXnneZ3fStOCIAhCyVLKV0nflj68+5yDc1et/HnexP/Om9h7xkSon4JSPjI2x71nW+Veyyf3PmW0KqB4Ax0R5DwgSZao8nwZgqsHYEw3ofFT4xPqUShJx1lZWWzfvpVp02YRFlbGtX369KmsWPELWm0gr732FpGRnV3vxcRcdO27bdtW4uIuodNVY9as6QwePBxwBk6vvtqN7t17uY47fvwo48ePpl+/AWi1gdSqVYfvvrsVPF29moRafau36mZwJAiCIDz+ZFmiaoiKqiEqcsx2jsQ6K6MfuWQm2+TgwAUTPhoZL41EhC7vkNbd1gSqVVZNSjH35ojhqr9BkiV8wzwJrulMNi6sWVWbNq0jLKwsderUQ6sNdP2LjOzM779vpl27jvz8849cvhyH3W5n+fKf6dv3bQwGA6mpKUydOpGPPx7KsGEj2bRpAwcO/EFGRjq7dm2nQ4cX87TZrFkLPD09Wb9+Dc8+G0FsbAxbtmzEZrMRE3OR9957m927dxTKfQqCIAglh4ebzDNVNAxq68uQDr6838qb+uXc8PGQKeWroJxWydXMW8NVN2d3fdnFj/daevNlF78SUwZC9OSUYNHRq2nduu0d2xs2bIyvrx/Jydfo1OklBg/+kNTUVMqVK8fkydPx8fFh2LBPqFfvKZ57zjnE1KdPXyZOHEtkZGdCQkKpWrVanjZlWaZt2w6sXPkrr7zSjalTv2XGjKlMnToJd3cPXnrpFSIjXyqS+xYEQRBKhhA/JZ2eUtKxngenEywcuGBizxkTu/QmwrUKGlZQU7+8Gx5ucr6zu4qbdDOB9glTHrh4tyrkiYmxhISUe+BGn9Sq2CXVk/q8/+7nr7CJqthFSzzvoiee+aORZbRzKMbMgYsm4tNsKBVQu4wbjSqqqRKsdPXgFFIV8gpATEGPEz05giAIgiAUmJdGpnk1Dc10aq6k2ThwwcShGDN/xZoJ8pb5sK0PHm4lIxtGBDmCIAiCIDwwSZIoE6CkTICSF+t7cOKKhbhUK2pl8efi3CSCHEEQBEEQHopSIVE33I264W7FfSl5lIz+JEEQBEEQhEdMBDmCIAiCIDyRxHCVIAiCIAgPJL+q4yVhXZzbiSBHEARBEIQCK0hl8pJCDFcJgiAIglBguauOl9UqKe2nYO8ZE6cSir8g5+1EkPOYGDt2JC1aNCE5+doja/PgwT+JiGjITz/98MjafBCZmZkMHz6Ytm2f4+WXO7J27er7HrNz53b69OmRZ1tMzEUGDHiPdu1a8MorkSxb9lO+xyYkxBMR0ZCcnJxHcv2CIAj/RAWpTF5SiCDnMZCZmcm+fXtp2bI1q1eveGTtRkevIjKyM6tWLcduL/qVhSdPHoeHhzvR0ZsZN+5rZs36lnPnzua7r9Vq5ccfFzN69Ofcvkr3mDEjiYhozoYN25kyZQYLF87l8OFDRXELgiAI/zi5q44D+VYmLylEkPMY2LhxHfXq1efll/9FdPQqLJZbXYKrVi3ntde60KFDK4YPH0xKSjIA8+d/T7duL2EyGQGYNGksAwf2dQUzaWlp7N+/h759P0CpVLJv3+485zx//pyrd6RHj27s37/H9d6rr77IsmVLee21LrRuHUFU1AT2799Lt24v0bbtc8yYMfW+95STk8Pu3Tt5552+qNVqatSoRZs2bVmzZlW++0+dOunGOd684724uEtYrVbXvcmyApXq3ms1WK1Whg79iCFDBmE2mzGZTEybNoXIyNZ06NCKCRNGYzKZSEiIp02bZixaNJ927VrSuXM7li1b6mpn8+aNvPZaF9q1a0mfPj34888/7nvvgiAIj7ObVcfj02zEpViJT7PRtKo6T2XykkIkHgOpMZmkXsi8736yLD90j0dARR8Cyvs80DFr1qyib98PqF27Lv7+/mzfvpUXXmjPtm1bWbLkP0yZMoOwsDLMnTuLr74awcyZc3n77T7s27ebBQvmUK9eA3bu3M6iRT8hy864dsOGNTRq1AR//wA6dXqZ5ct/ISLiOQBycrL55JMP6NmzD9OmzeLo0cOMGDGEuXMXER7urLm0fftW5s5dTFpaKj16dOPSpVjmz19CYmICffp0JzLyJSpWrHTXe7p8+RIKhZKwsDKubeHh5di5c3u++/fu3ZfAwCDWr19zRyDRo8c7zJs3m3nzZmOz2ejV611q1qx113Pb7XbGjBmJ3W5nwoQpuLm5MXv2t5w4cZRFi5bi7u7O8OGDWbRoPp06dcFgMHDu3FlWrVpPbGwMH330PuHh5ahX7ykmThzN7NkLqVatOuvWRfP11+NYvnwNklSyku8EQRAelZtVx1vVtJCQZiO0BM+uEj05JdyxY0fIysrimWciAOjc+RVWrFgGwNq1v9Gt2xtUrFgJtVpNv34DOHnyOJcuxaJUKvnii9GsWrWCSZPGMnjwMIKDQ1ztrlmzmk6dugDQseOLHDt2hNjYGAD27duDn18AL7/8L5RKJU891ZDmzVuwYcNa1/GdOnXBx8eHcuXKo9UGEhnZGW9vb6pUqYpWG0hSUsI978tgMKJWq/NsU6s1GI3GfPcPDAy6a1uyLDFo0GC2bNnN998vZNWqX9m/f+9d9588eTxnzuhdAQ7A1q2b6NHjHQIDg/D09OKLL0YTGdnZdcygQZ/i7u5OtWrVad8+kq1bN6FUKlGrNURHr+T48aO0bdtBBDiCIPwjyLJEzTA3Wtdyp2aYW4kMcED05AAQUL5gvSvFURU7OnoVGRnpdOnSAQCbzUpGRganT5/i6tVE5s2bzX/+My/XERJJSQmEh5ejYsXKVKtWnXPnzrqCJIBDhw4SF3eJ8eNHuX4hW61WVqz4hU8++YykpERiYi7Qrl0L1zE2m43mzVu6Xnt733pesizj5eWd53V+1d9z02g0mEymPNtMJiPu7h4FfjYAp0+fZMWKZaxcuQ6AWrXq8OKLXVi7djXPPNM032OSk6+RnHyVkyePU6/eUwCkpaUSFBTs2qdUKefXCQnxuLmpCQoq5XovKKgUsbEXUSqVTJ8+m8WLF/DppwNRKpW89lp3und/+4HuQRAEQSgcIsgpwbKysti+fSvTps3KM6wzffpUVqz4Ba02kNdeeytPj0NMzEXXvtu2bSUu7hI6XTVmzZrO4MHDAWfg9Oqr3ejevZfruOPHjzJ+/Gj69RuAVhtIrVp1+O67W8HT1atJeXpeHra3omzZsthsVhITEwkJcfYwXboUS4UKFR6onaSkxDw5SgBKpRKl8u4f7UmTpvLbbyv5+utxLFq0FLVaTWBgEMnJV4HqgDN4On78KE2bNsdsNpGZmYmPj8+NcyZQqlQw2dlZ5ORkM2FCFFarlYMH/2TEiMHUr9+AWrVqP9B9CIIgCI+eGK4qwTZtWkdYWFnq1KmHVhvo+hcZ2Znff99Mu3Yd+fnnH7l8OQ673c7y5T/Tt+/bGAwGUlNTmDp1Ih9/PJRhw0ayadMGDhz4g4yMdHbt2k6HDi/mabNZsxZ4enqyfv0ann02gtjYGLZs2YjNZiMm5iLvvfc2u3fveGT35uHhSUREc+bMmYnRaOTUqRNs2bKJNm3aP1A7tWvXxWIxs2jRfGw2G+fOnSU6eiXPP//CXY9RKlW8/np3lEqlqxfshRfas2TJIlJTU8jKymL27Jmkpqa6jpkzZyZms5mTJ4+zadN62rXriMFg5NNPB/K//+1HqVSi1QYCkisYEgRBEIqX6MkpwaKjV9O6dds7tjds2BhfXz+Sk6/RqdNLDB78IampqZQrV47Jk6fj4+PDsGGfUK/eUzz3nHOIqU+fvkycOJbIyM6EhIRStWq1PG3Kskzbth1YufJXXnmlG1OnfsuMGVOZOnUS7u4evPTSK0RGvvTA9/Dppx9St249evR45473PvvsC6KiJtKlSwfc3d15//0PXQnDP/ywkKNHDzNlyox7th8QoCUqajrffTedpUuX4OfnT69e77ru+26USiWDB49g0KB+PP98a3r0eAeDwUCvXm9is1lp0aI1vXq961qXyN3dg1deiUSj0TBo0GDXMNfIkWOYMWMqV68m4efnzyefDHUlZwuCIAjFS7p9zZEnRHngYkpKVr65IYmJsYSEPPgvouLIyXncnTp1gkOHDvLmmz0f+NiS8LwTEuL51786sXnzLjw8Hixf6G7+7uevsAUFeXPt2vXivox/DPG8i5545kXrUT5vWZbQar0AKgAxBT7ukZxdEO7ijz/25dsbJQiCIAiFTQxXCYWqV693i/sSBEEQhH8oEeQIwj2EhpZmz56DxX0ZgiAIwt8ghqsEQRAEQXgi/WODnCc04Voo4RwOO1AyVwYVBEF40pTY4SqdTqcEFgPhwFngXb1e/0jquCuVbmRnZ+Lp6SOW4BeKhMPhwGazcv16Gm5umuK+HEEQhH+EEhvkAK8AF/R6/Zs6nW488CKw+lE07O8fRFraNbKy0h/ouEdRoFMouCftecuyAnd3L7y8fIv7UgRBEP4RSnKQ0wRYc+PrrUAnHlGQo1AoCQwMfeDjxBoLRUs8b0EQBOFhlOScHB/g5m+4bMD7HvsKgiAIgiDkUZKDnEzA68bXXjdeC4IgCIIgFEhJDnIOAK1vfN0K+F8xXosgCIIgCI+Zkhzk/ApU0Ol0e4FKwIpivh5BEARBEB4jJTbxWK/XW4A3/ubhCnAW9HrUCqNN4e7E8y5a4nkXLfG8i5545kXrUT3vXO0oHuS4Iq1CrtPpGgOr9Xp96Vzb6gNzgJo418Ppp9fr/3jIU0UAux+yDUEQBEEQSpZmwJ6C7lwkQY5Op5OAXsA3gFWv1wfe2K4BzgHjgflAd2AcUF6v15sf4pRqoBHw/+3de7BdZX3G8S8SRC6FhGiRCCGZER6sYiud4aKFIi2ToSJFBIRwNRQHqhExdbgoNrYoN1GEqRBSQ1ATojBIVRAQFQONhUoHx6bwYILc5FDLJVoCJqFJ/3jfg5vNCecknOyVs87zmTmT7Hev9a7fXpPs9TvvtQ8YlgUEIyIiojGbAjtQxuuuGOpJvequOhs4kpLMnNFR/m5gte3L6+s5kk6nLPz3asbgrGAdMr2IiIjY6C1d1xN6NfB4DvAnlAys027Af3WVmdJ1FREREbHeetKSY7sPQFL3W1sBz3WVPQds2YOwIiIiosWankL+HLBFV9mWwLMNxBIREREt0nSScx/Q3bwjXt6FFREREbFOml4n54fA5pKmA1dQZldtD9zSaFQREREx4jXakmN7BXAQcDTwNDAdOMT28ibjioiIiJGvp4sBRkRERPRK091VI8IGWpU51kLSnwEXU5YYeBK40PasZqNqP0nbAz8Hptn+btPxtJWkHSnd8/sBv6X8+7602ajaS9I7gUuBXSkLxH7G9vxmo2qn7l0NJI2jLCFzAPAbyr3/Si9janrg8Uavrsr8HeAqYCzlP8v1kl7baGAtVf9TfJtyn8cBRwDnSfrLVzwxhsNXgPFNB9FmdfX3GyiTLsYDU4CZ9UEcw0zSppT7fb7tbYC/Aa6WNKnRwFpG0iaSpgG3Ap3PxtmU2dLbA4cDF0p6ey9jS5IzuBdXZba9yvYc4CnKqswx/HYGbrQ9z/Zq2/8B/AjIQ2ADknQKsBx4tOlYWm4vYAJwZv0+WQzsQ1kENYbfWOANwJiaYK4GVpLtfobb2cBplF0NAJC0NXAo8Pe2f2f7bmA+cHIvA0uSM7isytxDtu+1fVz/69qysy/ws+aiajdJuwAzgFObjmUU2ANYTPmN9glJDwB7236q4bhaqd7XLwPXAKsoGzd/xHaS+eE10K4GuwCrbD/YUdbzZ2eSnMFlVeaGSNqW0lV4T/0zhpmkMcDXgdNsP910PKPAdpTW4SeBicCJwGWS9m0yqLaS9BrK9/URlO/s9wKXSPrjRgNrGdt9trtnMW0FPN9V1vNnZ5KcwWVV5gZImgwsoiwtcJjt1Q2H1FbnAPfavqnpQEaJFcDTts+zvdL2IspmxH/dcFxtdRiwl+3r6v2+EbgROL7huEaDjeLZmSRncFmVucck7QHcRVkU8lDb3b8NxPD5AHCUpGWSllFaFxZIOrPhuNrKwFa1Ba3fpsAmDcXTdhOBzbvKVtWf2LB+AWwmaWJHWc+fnZlCPrisytxDdRrzzcDFti9oOp62s71b52tJD1HGLGQK+YbxfeAZ4PyaSO4JvA84sNGo2uv7lNmZHwTmUqbtv48ypTk2INv/K+lfKPf/ZMpYnKnAX/UyjrTkDCKrMvfcSZTZEOdIerbj57ODnRixsautkvsDbwN+TZlt8tGsu7Vh2P45ZeryaZR1Wv4JOMH2TxsNbPQ4GdgMeIzSLfsJ23f1MoCseBwRERGtlJaciIiIaKUkOREREdFKSXIiIiKilZLkRERERCslyYmIiIhWSpITERERrZQkJ6KlJG0naZum43glksZI2rHpOCKinZLkRIwgkm6X9JEhHv4AZVn7DUrSiZLWd3G1BcChwxnPQCQ9KWn/IRw3V9LnN3Q8HdfbVtIiSd17/KxvfWMlLZT0uuGoL2KkS5IT0V7jmw5gCF7fdAANuxC4Yrj2Z7O9jLKy7KeGo76IkS57V0WMUJJmAm8GxlK2CngE+JjtWyXdUw+7W9JU2zdIOhX4OLAdsBA41fYTtYXjcuCXwN6UXd9v77rWXOB5yl5LomygOs32w/WQLSRdSWmVWQmcafvr9dwDgfOAXYEHgbNt3yTpEmBfYB9Jk23PkHQ0ZWf0NwGLgdNt3yVpEnBvred0yi9o82yfvpZ7MxU4l5JEXU7HBpiStgO+BEyh7JR8BXCB7TVddYwHLgXeBfwhsKTes3+VtBQ4x/b8euzbgDso+9odDnymXnsJ8Enbtw4Q406UfZSm19czgZ1qHftTNjg8BZhZ79Ni4HDbj0p6R/1cuwFPALNtX1yrngsskfT5mvREjFppyYkY2Y4EvkhJXG4CLgOw/af1/T1rgnMEcBYlCXkTJdn4Rkc9uwHXAjsCd67lWicAMygP76Vd5/8RcA/lAX0uMEvSayW9Ffg28Lka49nAtZJ2t/0xSmIwoyY4U4BZlAf7eOCfgVskvbFeY1tgMrAzcAjwt5L26Q5S0tvrudNqrGvqtft9rZZNpiQTxwInDvB5L6x/voWSSN4JnF/L5lN2cO93DHAd5RfHq4CjbI8DvgzMljTQLuPHAzfbXtlRdmy9xjhgGWWD4H+k7Of2PPDRetylwLW2xwLvBz4taVcA27+hJKFHDnDNiFElSU7EyPYT2z+oD8p5wC5rOe4k4Iu2F9v+HSXh2av/wUh56M+3/ZztF9ZSxzzbt9fzz6jnT67vPWh7Vm0N+SawJaX14yjgNtvX237B9k2UpOeYAeo/Frja9sJ67BzgPl46ZucC2yvqhpb3r+XzHk5JHm6v9+XTwHKAmjAdRGkhWm77IeAiykaC3T4JnAq8QEmsllESRCj3eoqkbevro2rZKkrr0IdqAvY1YFJ3K1G1H3B3V9ki23faXkVJqn5ie1HtzlpY44Cy2eTBkg6mtMCNs/1ARz0/Bf58gGtGjCpJciJGtv/p+PsqOrplukwEzpW0TNIyyg7Ya/j9Q/MZ2ysAJB3TtQN8/+DlJf2V2X6Gkjj0t7I803Gt/paJMZRE52Fe6mFKi1G3oRzb/XkH+g57I/CrjlhXAn315UTKPVracS8uAyYMUM8E4EZKd9BcYPf+69m+H/hP4FBJ76R81oU1OfkLSsvLzfXcMwaom/q5+rrKnu74+/9REqt+qzs+74mUgeWX13PmSNq649g+Br7HEaNKkpyI0aEPmG57bP8PsAfw4/r+iy0NtufZ3rrj55H61ouJQB2vshXw2CDXfQSY1FU2GfjvV3nsK3mc3ydvSOpPtqDchxeA7Tvuw86UVpVuC4AbgNfbfhelO6/TPEpX0fuBa2yvrlP2/8D2YZQut2OBmZL2HqD+Nbz8O3igFp+XqF1fu1Nao3aijJPaE+icdTeGkiRFjGpJciLaayXQv07O1cAMSW+W9BpJ04F/oyQqQ3WcpHfU6ckXAT+0/egg53wDeLekwyRtKukgyniaBfX9FR0xfhU4XtJ+df2cacBbKYnGulgAHCjpYEmbUbqrtgGo8d4BXCBpizoI+TrgswPUsw2w3PYaSW+htMhs1vH+NZQxPYdQEh4o9/MWSVNqt18fJXHpbKHp9wiwwzp+NmrX12XAGTWBe5zSyvNUx2E7MHgCGtF6SXIi2usq4DZJJ1DGhswGvkfpAjkOeE/tdhqqOykzkX5NGcg7dbATbC+hjKn5VL3uRcBU2/9eD5kPnCXpStt3UAYdX1GPPQU4aAiJVPc176eMkfkCpRttAh1dbcDRlAHSD1FmMD0OfHiAqj4EfELSb4HrKV1Wb6itWNh+gpIorrD9s1rWR2m9uUTSs5QE7cNd42X6/QB42cDpIToaOICS2NwH3AbM6Xh/r1oWMaptsmbNoK2jETHK1SnkT9r+u6Zj2ZhImg0stX3+oAe//NwdKTPSJg3XOjm13vGUxGfXTCGP0S4tORER60jSBEkHUNa5+er61GH7MeBbDKFFbB2dBMxKghORJCciYn0cSZkK/w+2H38V9ZwFnDyc2zpQugc/Nxz1RYx06a6KiIiIVkpLTkRERLRSkpyIiIhopSQ5ERER0UpJciIiIqKVkuREREREK/0/kLdvTp8xaxkAAAAASUVORK5CYII=\n", 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\n", 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\n", 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3OpwWNV6HuLy8jKlTL2TXrl3MmTPb6vCEEKJL6hodj3HENE2eeeZJEhJcXHjhxXzwwSarQ2rRodYhrnDkMnPm60ycOImMjEyLohNCiK5JpqLsZF988Tlr167mqquuIy0t3epwonZgHeL6W/KYMwkGgzz77FOYpqxGKYQQrSEJuBOVlpby0kvPo9RwJk8+3epwjpg9NYsLL7yEpUu/Zt68z6wORwghuhRJwJ0kHA7z738/SiAQ4Ec/+gk2W3zc+tNPP5Ojjx7Jc889zfffa6vDEUKILiM+skAX8O67b7FmzUpuuOEmevXqbXU47cI0TSorK7nuuh+SmprG3/52L2vWrKKsrFSapIUQogWSgDvB118vZsaMVznppFOYNGmK1eG0mwODs340ewPfDziDVXur+MFvfs/FD8+gvLzM6vCEECKmSQLuYGvWrOGxx/5Bv379ueyyKykvL6v3OE+51eEdsQODs1x5/ck6azq2xBQqF8/i448/JBwOWx2eEELELHkMqR1Fnpc9WPNbv34dTz31GG63m28zx3HdrNUN9g+V7cWekdfZYXYYe2oWmWf/mPL5rzNz5uusWLGMK6+8lhEjRna5yUaEEKKjSQJuR+XlZVz+/HyMxGS8W1dStfxj7MkZJB8zAWd6Lvak1Ab7h70eiyLtODZXEqknXsyPhgR5++1ZPPDAPQwYMIjTTjuD8eNPJDU1teWTCCFENyAJuJ2ZhkH18o/xbvkOV49BpJ18GaHqrt/U3FpDhxZw9933snjxQj755COefPLfPP30ExQUDGP48BEMGzac3r37YLPZSE/PkBqyEKLbkQTcTgIBP59//gllH/8XMxQkeeQk3CMnYRi2bpeAG86clYpZcAn+5HUE9+9gy8rNvP/VNwDYEtw4Mnty69SJjB07juzs7AbnyclJsSB6IYToHDGVgJVSY4AngaOBDcBPtNaLrY3q8PbsKWL+/C/47LO57N+/H3taLmknXIQjjvp22+LA4KwDzLx+JPQbTlpSKqHqCvxFmwgUbcK3Yx0PPvkfsD2HPSUTZ94AnHkDcKRm89lvLwJkuUMhRHyKmQSslEoE3gPuA/4DXAvMUkoN0FrHxJI7gYCfoqIiCgt3smGDZs2a1WzfvhUwGDlyFNdd90P+tLwahzvN6lBjmt2dRtKgMSQNGoO/ZBem30uorAh/0Wb8O9bh2/IdphnmjrLFDBs2kuHDR6DUMFJSpEYshIgfMZOAgclAWGv9eO3rZ5VSvwSmAm9GcwKPx0N1dRWmCeFwCNM0MU2TcDhMOBzGNMOEwwfKQoRCIbxeLz6fD6+3Bq/XS01NDT6fj6oqDxUV5RQX76eyshKPx4PHU0k4HJlgIjExEaUKuPLKa5kw4RSysrIpKyvFWLGsQ25OvDIMA3t6Lgk9BuEuOAkzFCRQXIhvx1rc7gBz537EnDnvA5CZmUWvXn3Iy8snLS2NtLQ0HA4HNpsNm80OgGmG6/3eTUwzTFVVVV35gTLDMEhJScNut+Nw2LHbHdjtdux2O2Di9wcIBgMEAgc2PxUVFQSDQSDyN+B2J1Bd7SMxMQkwsNls2O02DMOG3W7H6/Vit9vq4rPZIvtErnugzFZ3XafTWbc5HI7ar13YbDYMw6jXT25Qv8v8QHn9/xuGj5KS2B3kZ3V8drud9PQMy64vBMRWAi4A1jYq00Sao6NJwI4//elO/P7AEQdisxkkJSXhciWyttiLLSkTI6cHtl5J2JPTsTmSuO+yiWRmHlwByOOpoKammh6JYLhCDc4XTrJhJHTv8uj3NaBPH8zcLG6//Fh8PpMdO7azffs29u7dw969e9iyZQNVVVV1H4YOJxwOU1hWBY2n/gyH6Z2RHPWUoOFwmMLyGgy7gwbZzwwxICsVu91Wl+DD4RDBYKhdrttWDoeNYDB2n8OOhfhuvHE6Q4YcBVB/YZQBwE4gaE1UojuJpQScDFQ3KqsG3FEe3+fFF19o34jaYPaoAqtDiDtHHdUfOMXqMET3sAUYCGy1OA7RDcRSAq4GkhqVuYFo26l2EvmHI4QQR2Kn1QGI7iGWEvA64H8alSnglSiPDyKfWoUQQnQRsZSAPwMSlFK3AE8QGQWdD3xkaVRCCCFEB4iZxRi01j7gHOBKoAS4BbhAa11laWBCCCFEBzBk3VYhhBCi88VMDVgIIYToTiQBCyGEEBaQBCyEEEJYQBKwEEIIYQFJwEIIIYQFJAELIYQQFpAELIQQQlgglmbCEkIIIWKeUmo88LbWulft6z7AY0RWjQkAbwC/qp1g6pCkBiyEEEJEQSllKKV+CHwMuOp96yUii3j0BkYD44C7WjpfPNWAHUAfZC1PIYQ15D0oNmQBadHu/Mwzz/Dggw82960yrXVZo7LfAZcB9wF3ACilXEAVcK/W2gsUKaVeBi5q6drxlID7AFuKiz1RLdTeWTIz3ZSWNl7mOHbEcnyxHBvEdnyxHBvEbny5uanGERze6e9BVtzHjrzmEd5/gCxfSUVxQlbU+Zerr77a++STTyaWl5c3/tY9wN2Nyp4F7gdOPVCgtfYD5zXabyrwXUvXjqcEHJMcDrvVIRxWLMcXy7FBbMcXy7FB7MfXVVhxH2P8d5eWkJXG7FN+QfXOfS3u7O6Ty3nz/5l40003nfLQQw81Xge6ce0XrfVuAKVUs+dTShnAP4EC4JqWri8JWAghRFyp2bWf6h17W9zPsEUq3NOnT985ffr0rUdyTaVUEvBfYCRwqta6xQAkAQshhIgrNntki2a/9qCUygI+BDzAiVrrkmiOkwQshBAirtgMA5ut5e5km3GkXc51zc6zgCLgEq11INpjJQELIYSIK3Z7ZItmv3ZwIpFBWV6gtF7/8DKt9cTDHSgJWAghRFwxbNHVgI0o9mmO1noekFP79UKgTSeSBCyEECKu2GyRLZr9rCQzYQkhhBAWkBqwEEKIuGKzGdjsUQzCamMTdHuRBCyEECKudJUmaEnAQggh4ophj64GbESxT0eSPmAhxBHbu3cPwaCsPyBig90Auy2Kzdr8KzVgIbqaxx//P/Ly8rjkkst5+OG/UVAwnHPPndpgn507d3LaaaeRlJQEQDgcJjc3j2uuuZ7zz7+wXeMpKSnmqqsu4d13P8bhaPtbyrJlS3nssUfYsWMHGRmZXHPN9UybdjEApmny3HNP8847b+Lz+Tj22HH89rd/JDU1Fb/fz6OPPsy8eZ8QCAQYM2Yst99+J7m5ee31I4ouJtIEHU0fcCcEc7jrW3t5IURrffPNEsaNO6He18cfct933vmIuXPn8+mnX3HnnXfx8MMPovX6do3H5/Ph9XqP6Bwej4c77vgl119/E3Pnfslf//oQjz76EBs3bgDgzTdf5/PPP+Hpp1/k7bc/xDRN/v3vRwF4/vn/sHXrZl555U3ef/8T0tLSeeSR/z3in0t0XYb94HSUh9sMi9eVkBqwEF3E9ddfSWHhDvx+PzfeeA3hcJhAIMBVV13CW2/NISUl5bDHjx59LH379mfDBo1SBTzzzJNs2bKJe++NrIW6efNGrrvuChYsWMqyZUt56KG/0rNnL9asWc199z3I/v37efbZJykrK6NPn75Mn/5Txo8/gRtvvBaAadPO4l//ehqAv//9r2zfvpWsrGymTr2IK6+MLAxzzTWXcd11P+Dqqy9rEFtKSgrvvPMhbncyPp+P4uL92Gz2uhr8rFlvcMstvyQvLx+AO+/8AweWj7vxxh8TDAZISEhkz54iqqurSE/PaKe7LrqizpyK8khIAhaii3jhhVdZtmwpb7zxKg888BBffjmPTz/9mHvuuT+q45ctW8qePUUce+xxUe2/bdtWrrrqOu6990FCoSC3334Gjz/+LAUFw5g9+13+9rd7mTnzPZ555r9ceukFvPPOR7jdbn7605uYPPl0rrzyGjZv3sTNN/+QCRNOoV+//rz00oxDXs/tTiYYDHLWWacSDAa59tof0Lt3H2pqati+fRvFxfu59trLKC8v54QTTuLWW38FgN1ux26388wzT/L88/8hJyeXxx57KqqfUcQnGQUthGh3K1euYMSIUQCsXv0do0aNPuz+F198LgB+vx+/38+5506tq0W2xDAMzjjjbFwuF8FgkISERN59dxbB4FTOOutczj13KkYzNYiUlBQWLpxPv379GTt2HHPmfI4tync6u93Oxx9/ydatm/nVr35B3779OO648QDMmTObRx75N06ngz/96Xc8+ujD3HnnXXXHXnPNDVxzzfU8/vhj3H77Lbz00htH1Cctui5blKOgo9mnI0kfsBBdxA9/eDXPPfc0zz//DGefPYnXX3+FJ554jLPPnoTH42n2mFmzPuDDD+fx2WcLef31t9m8eROPPfZIVNdLTU3D5XIB4HA4+Oc/H6esrIzbb7+FadPO4qWXXmj2uN/97m769u3HQw/9lXPPncIDD/yZ6urqqK5pGAYul4uhQwuYNu1ivvjiM5zOSAzXXHM9OTk5pKdncP31NzJ//rwGxyYkJJCQkMjPfvYLiop2s2nTxqiuKeKPLZoR0FHWkjs0TmsvL4SI1rPPvkxWVjZvvRVJqqmpqcye/Qkffjivxf5fgN69+3DOOeexdOnXQKS2GQgcXDntQJ/qAfUrt1VVHqqrq7j//v9l9uxPueuuv/Dcc0+xevWqBseYpsnmzRv5+c9vZ9as2Tz11AusW7eGN988dNMzwIYN33PttZcRDofrygKBACkpqWRmZpKWlk5l5cEPGeFwGNOMfH3//ffw1lsz674XCoUwTTOqeyKElSQBC9FFVFSUY7fbSUlJoahoNxkZWXU11GgUF+9n7tyP6pqw+/btx8qV31FYuJOqKg8zZrxyyGNrarzcfvstLFmyCIfDQXZ2DmCQlpZWV0Otrq7CMAweeeRBXn75BYLBIDk5uRiGQXp6+mFj69evPzU1Nbz00vOEQiHWrFnNe++9xXnnXQDAOeecz4svPsP+/fuoqKjghReeYcqU0wEYPvxoXn31v+zevQuv18s///l3Ro0aTe/efaK+NyK+HJiKssVNpqIUQkRj48YNDBo0pO7rwYOHtHjMtGln1X5lkJCQwMknT+TnP78dgIkTJ7N48UJ+9KPrcbvdXHvtD5g//4tmz5OTk8Ndd/2ZRx99iL1795CRkcltt/2Gfv36Y5omJ544gSuuuIgHH/wHd999Pw899FdmzHgFp9PJGWecU5dIDzUKOiEhgQcffISHH44k79zcfG6//bd1A8Z+8pP/wel0Mn36DVRXV3Hyyafy05/+ovZnvITS0lJuvvlGgsEA48adwF/+8rdW318RP7rKICzDPNCO0/UNALYUF3sIh2PnZ8rNTWXfvkqrwzikWI4vlmOD2I4vlmOD2I0vNzf1SKpEA+jk9yAr7mNHXvMI7z/U/g6Wn3Mjvl17W9w5oVceY+Y8AzAQ2HqE1241qQELIYSIK4YtMtFGNPtZSRKwEEKIuGKzRTkRh/QBCyGEEO3nwFST0exnJUnAQggh4orNMLDLVJRCCCFE5+oqo6AlAQshhIgrMhWlEEIIIQ5JasBCCCHiijRBCyGEEBYwDBPD1vJkKIZh7aRNkoCFEELEF1uUk2xIDVgIIYRoP4ZhRlW7lRqwEEII0Y6MKGvAMhWlEEII0Y5shoktij5gW3eqASulxgNva617HeL7VwL3AXnAPOBGrfWezotQCCFEV9dVasCdcnmllKGU+iHwMdDsCuJKqVHAE8CVQC5QBPy7M+ITQggRPwybGfVmpc7K/78DfkGkdnsoVwPvaK2XaK1rgDuAaUqpvM4IUAghRHw4UAOOZrNSZzVBPwvcD5x6mH0KgEUHXmiti5VSZbXlLa+sXCs7O6WtMXaY3NxUq0M4rFiOL5Zjg9iOL5Zjg9iPr606+z3IivsY6787w4hukg2L12LonASstd4NoJQ63G7JQHWjsmrA3ZprFRd7CIetbVaoLzc3lX37Kq0O45BiOb5Yjg1iO75Yjg1iN772SCyd+R5kxX3syGvGemJvb7E0CroaSGpU5gY8FsQihBCii5LngFtvHVBXRVZK5QBZteVCCCFEVLrKKOhYSsCvAl8opZ4FlgIPAHO01sXWhiWEEKIriXaEc3cZBd0spdQTSqknALTWK4AfERmwtRftrvhAAAAgAElEQVToBfzAwvCEEEJ0QTIKuhla63lATr3XP2n0/RnAjM6MSQghRHyxGSamzIQlhBBCdDJZDUkIIYTofIYR3QjnbvEcsBBCCNFZOnoUdON1DZRSmUTGL00ByoF7tNbPtHQeScBCCCHiimFEOQq6lX3ASimDyODgh4FgvW89TWTOinxgFDBHKfWN1nrl4c5ncQu4EEII0WU0WddAKZUCXAj8SWvt1Vp/DbxC5Kmew5IasBBCiLhisxFV9fLAfNFPPfVUn4ceeqjxt8u01mWNyppb1+AoIKC13lyvTAMXt3R9ScBCCCHiSmsn4njttdfmN/Pte4C76xccYl2DZKCm0bFRrWMgTdBCCCHiSmsn4rjiiitOAQY22v4R5eXavI6B1ICFEELElygXY6B2n+nTp++cPn361jZebQPgVEr101pvry1TwNqWDpQasBBCiLhiq10PuMWtHZ4D1lpXAu8ADyil3EqpccBVwMstHSs1YCGEEHHFsJnQuYsx/Ah4AthJpOn511rrJS0dJAlYCCFEXDGiHAXd1ok4mlnXoAS4rLXnkQQshBAivtgMsEfRvtwebdBHQBKwEEKIuGLYjKiSqyEJWAghhGhHdltki2Y/C8koaCGEEMICUgMWQggRX2xE178r6wELIYQQ7ceIchCW9AELIYQQ7SnKQVgyCloIIYRoT/YoH0OKZp8OJAlYCCFEXDGMKB9DMiQBCyGEEO2nizyGJAlYCCFEfLEZ0Q2wkj5gIYQQoh3ZiHIqyg6P5LAkAQshhIgvXWQQlsyEJYQQQlhAasBCCCHiSrSLMUgfsBBCCNGeZDlCIYQQwgI2W2SLZj8LSQIWQggRV4wuMghLErAQQoj4EuVMWHSHmbCUUmOAJ4GjgQ3AT7TWi5vZ7w/AzYAb+Bq4WWu9uTNiFEIIESfsRFkD7vBIDqvDG8CVUonAe8BzQAbwKDBLKeVqtN9U4HrgOCAP2Aj8p6PjE0IIEV+M2pmwotms1Bk90JOBsNb6ca11QGv9LFAMTG2039DaeOyAAYSAmk6ITwghRDyx2Q7OB324rRsMwioA1jYq00Sao9+sV/Ya8GNgB5HkuwuY0NqLZWentC3KDpSbm2p1CIcVy/HFcmwQ2/HFcmwQ+/G1VWe/B1lxH2P+dyeDsOokA9WNyqqJ9PPWlwAsAM4DdgOPAK8rpSZorc1oL1Zc7CEcjnr3Dpebm8q+fZVWh3FIsRxfLMcGsR1fLMcGsRtfeySWznwPsuI+duQ12yuxd5WJODqj/l0NJDUqcwOeRmWPAgu01hu01h7g58B4YETHhyiEEEJ0rs5IwOsA1ahM0bRZuh+RWvABISAMBDouNCGEEHHnwExYLW3dYCasz4AEpdQtwBPAtUA+8FGj/WYDv1ZKfUik//cBYDXwfSfEKIQQIl5IE3SE1toHnANcCZQAtwAXaK2rlFJzlFK/q931biKDshYQScCDgQu11uGOjlEIIUT8MOyR2bBa3qyNs1Mm4tBarwROaqb8nHpf+4Bf125CCCFE28hc0EIIIYQFZCpKIYQQwgJSAxZCCCEsIAlYCCGEsICNKEdBd3gkhyUJWAghRHwxoqwBG9ZmYIvzv2hs5beFvP3aSqqr/FaHIoQQogNJDThGlBRX89bL37Fu1R4AVnxdyNRLj2bsif0sjkwIIbqYLtIHLDXgGPHVZ5vrki+Ap9LHq88uszAiIURbmGbsLAbTbR2YCSuazcowLb26EELEmcrKCqtDEAdqwNFsFpImaCGEEPHFMKIchCU1YAEMKcjFneJqUHbMcb0tikYIIbqwLtIELTXgGDFsZD53/Pk03n9zDVs2FHPRlaNQI/KtDksIIbqeLjIISxJwDElOTeDyG47FNE0Mi5tGhBCiy5IELNpKkq8QQrSdgRFl/27r3muVUicBjwJDgd3APVrrV1ofYYT0AQshRDtKTU2zOgRhM6IcBR19AlZK2YG3gb9qrdOAm4AXlFID2hqm1ICFEKIdGYYhzwJbrZVN0E899VSfhx56qPF3y7TWZfVeZwC5gEMpZQBhwA+E2hxmWw8UQgjRVDAYtDoE0UqvvfbafGBLo+3W+vtorYuBfwOvAgFgPvA/Wusdbb2uJGAhhGhHXq/X6hBEKx9DuuKKK04BBjba/lH/lEopG1ANXAq4ganAP5RSx7Q1TGmCFkKIdlReXorbnWx1GN1bK1dDmj59+s7p06dvbWHvi4Hjtda/rn09Wyk1G7gOuL0tYUoNWAgh2lFJSYnVIYiOmYijH5DQqCxQu7UtzLYeKDpeSXE1pcXVVochhGiFwsJCq0MQHTAKGpgLjFZK/UApZSilTgUuAma2NUxpgo5BoWCYL+ZuZO77GsOAM84vYOIZg7Hb5fOSELGuqGiX1SGIDpiIQ2u9Sin1/4C/AP8EtgPXa62XtjFKScCx6MUnv2bNiqK617PfXMO2zSXc8NPjLYxKCBGNXbukBmw5I8rm5VZOeqS1fg94r21BNSUJOAZ5Kv3NlPksiEQI0VpFRUXU1NSQlJRkdSjdVxeZilLaNIUQoh2FQiHWrVtjdRjdW8f0Abd/mJZeXTQrMamZhokkJ2GZXUeImGe321i2rM3dgqI9dJHlCCUBx6Abbj6eKecMxW43MJw20if257MkO7fNWs3GfR6rwxNCHEahI4/587/A55NuI3F4koBjkNNl59yLh/PLP06m7KS+LKny4Q+F2bivittmrebj9XutDlEIcQiJA0dSU1PDggVfWB1K92VE0/xsq5uIwyqSgGNYfs9UdnsafooOm1BYVmNRREKIltgzezF48GBmzXpDasFWMWzRbxaSBCyEEO3IMAwuvvhSSktLmDGjzUvFiiMhCVgcKcMwmh0jYG/Fs2vBQPMrZR2qXAhx5I46SnHGGecwZ877LFmyyOpwuh8ZBX2QUmqMUuprpVSVUmqFUuqEQ+x3kVJqvVKqUim1+EhWmYgX/7hkJEPzIhO7O+0GV47tzZXH9WnxuFAozLyPN3D37XN48+XvqKmOTFe6b4+HJx/+ir/d9QlrvtvdobEL0R2ZvmrKy8s577yp9O8/gEcffYhFixbIGsGdqYvUgDt8Ig6lVCKRmUPuA/4DXAvMUkoN0Fr76+03BngWuAD4Cvg18AYwtKNjjGWDcpL5+0Uj+FTvY3iPVHpntPxwf3WVnyf+voBdOysAWDRvC6uX7+L4UwYw78MNBINhAJ57bAlrVxRx6fVjOvRnEKI7MTGZ/sFGDMMg3GMyFfplfv7HP/PAHbdz+ulnWR1e9xBtcu0GTdCTgbDW+nGtdUBr/SxQTGQtxfp+DDyttZ6vtQ4DDwNX1q7B2K3ZDIMzCvKiSr4AngpfXfI9oLLcx8b1++qS7wGrpRYsRLtypufhcKdhT0rFmZFH5tk/wZHdm6eeepz//vd5AoE2L54joiU14DoFwNpGZRo4GnizXtmxwPtKqc+AUcBy4Ge1yThq2dkpRxBqx8jNTe3U6wV8zd8yp9PebHlnx9casRwbxHZ8sRwbxH587cWWkETaKVdwXspW5s79gE2b1nPLLbdQUFDQLue34j7G/O/OMKJcD9jaPuDOSMDJQOM19aoBd6OyLOBmIjXjVcA9wLtKqRFa62C0Fysu9hAOx05fS25uKvv2VXbqNUtLq5otDwabDrwyMDo9vmhZce9aI5bji+XYIHbj66jEYtgdTJt2GcOHj+b55//DLbf8gilTTueyy64iLS2tzee14j525DXb7f5LE3SdaqBx26kbaDylkw/4r9Z6qdbaB9wFDCJSg+4SVn5byIN3fcK8jzYQCrWq4g5AtT/E019t5RczV7Gu6OAf+JaNxTzyl895d8YqfN7DfxYp3F7Ga88tY+BR2XVTWtqcBifflMPAG/yMPi+zbt/MHDfZOW5efnoplRVeAMJhk4XztvC3P3zC0oXb6/YtLa7muccW8+xjiymRNYqFaJNx447n739/lHPOOZ/PP/+UW2/9Ka+//goej8xw166kCbrOOuB/GpUpoPEDchrIqPfaqLfFNG9NgJefXsq6VXsAeH/mGr5dvINrfzwu6k90KwvLeeizTRRXRcal/ebtNZw1LI+8reV889U2TBMKt5fz3dJdXHXjWAarnCbneH/mar6cu6muBSA5xcWoibnknuml2lZCDZA0Ac4Ym8XWN21s1iWU7q9m25ZS1q0q4qwLhrHs653s2FIKwGvPLeObhdspGJHP3PfX4/dFatAb1u1j6qUjOGnSwCO9dULEnZC3ilBNww+ppreK8vLyutdTp05j7NjjeP/9d3jzzRl88MG7TJ58OpMmnUZGRgbp6RkYFjePio7XGQn4MyBBKXUL8ASRUdD5wEeN9nseeEUp9SKwBLgX2ACs7oQYj0hZaU1d8j1g984Ktm0q4eiRvaI6xzfby+qSL4AJfLh2DwXLGp63vPZazSXgrxdsa9D8XuXxk9QrTLWtYZO0J7GMkn2JhOoNyPLWBFm2ZAc7tpY12HeT3k+1x1+XfAEC/hDfLt4hCViIZoR9VYS9TbuBDoyMbiDtBIJjB1Gz9ivWvDyDf70yE1fPwfz7tps45hh5OqHNukgTdIcnYK21Tyl1DpHkez+wEbhAa12llJoDzNda36+1flcp9RPgaaAPsAyYprWOnQ5dIYRogTM9D6fhjXp/e1IqCT0GE6wspkYvoWbjN9x33z0cffQIpkw5g+OPPxGXy9WBEcchw4gyAcf/ICy01iuBk5opP6fR65eAlzojJiGEiCWO1GxSjzuXxKHjuKxnJQsWzOfxxx/l+ef/w4QJp3DqqVMYNGiwNE1Hw2YjqiFO0YyU7kDd/hnb9pCTm8yUc47Cbj/4D6P/oEyWLt7B1k3FLR7/zbZS1hdVMiDr4Fi1JKedEb3SyB3fm4TEg5+T8vtnsCgQ5NvtB5uK/eEQ7xdq8iZn4E521pX3HZDKSaPs9EnMqiuzYSMhnEPKhGRS0xPqyvN6ujnpwhBjJmTWfSg0DOh1TD4V/dNIzz4YW1aOmzPPV1HeHSFEa9iciZx++lk8/PD/8Yc/3MPYseOYN+8z7rrrDn7729v58MPZVFbG3gjyWGJgxzCi2Gj+0cxOizOOpkcbAGyx8jGkosIKZr+5hsoKLzu3RQZc2GwGJ00eyPmXHI2j0XO45TUB/vXlFhZuKakrG9YjBQODXeU1lNVERjzn2G2MrgrgSXGxuN6jRBMGZXH2mHRmF62nxB9ZIckdcNB7VSKjC+xMOrey7kPBjnI33xWbrNgbZGdVpHksIWhn8IZUemX7GHXWPuzOSJ/wHp3BV+8nsSEtiY3+SAyJNoMTgzCsRypnnK9wujr+DzdWH1U5IJbji+XYIHbjy81NPZLq5QBgy7SnvmJ3RfRN0I2Faip57Ypjycg4+MRCdXUVCxcuYN68z9i8eSMOh4PjjhvPhRdOpU+fIdg6sSbXwY8hHWn1fgCwhcr3wIziaQ3DDalTAQYCW4/w2q3WKU3Q3UWP3mkcPbonM/+7oq4sHDZZ8OlmJkweRG5+w0lC1hRVNki+AOuKPPTPSqpLvgD7Q2E29kpha0nDZQi/2lyCs0cJJYGD5dXOIM4pIU4bW0P9AeR906v5ZFsaO6sOPu7gc4TYM8bDeaMaxpCvynDsz2HjioODwrxhk89tcNtFw6QJTIhO5nYnc/rpZ3H66WexbdtWvvjiM+bP/4KlS5eQlpbJxImTOPXUKeTn51sdamwwomyCjvdBWEII0Z009xhSazR+ZKmx9PR0LrjgIs4553y2btXMmfMxs2bNYObM11FKMWHCRMaMGUtCQsIhzxE5Txw/6iQJWAghup9DPYbUGs0+snQoeZMIpY7Ft20V21atYs7i5RgOJwl9hpM4eAyOjKa1YtNbxes3nNKgmTuu2GxgSgLudgarHPoOyGjwPO2Y8X1Iz0hssF9ZTYAlW0sYmJXElnpNy0flJuN22tnn9FEdiPTJZrgNTh/vY1Ohg89XHWyaHpTtprLIRkJWNT4j0lycYoOL3eWw3wU5B/tpq/2JnNDLx84qJ4W1SxM6DBjbM42SKieZSXvq/hZLd6RirPTS2+GksLbP2WbA1BE9mrwp7Cr3Muu7XZx/dA8GZEdmFzVNkyXzt+Gp8DHp7KNwOOJrrF9RYQULPtvMRZcfg90VpzUI0WatfQypPdiTUnFl9SJl9JkE9m7Du3kZvm1r8G1bhTO3H0nqeBL6DMOwR97y4341cMMguhpwN3gMqTvJzU/hlt+eyqIvtrB04Xau/MFx5PU62PdrmiZz1u7lhSXbqfJH/hkM65GCxxskyWXn+72RT87pSQ6GZbkZ1NdLnwH78Zt+BgyFnwzK5tPFSThwsW6PB4ohpTCVEUMcnNJrDxckbcEZqoQiCJT1orpnL4pNO1Xh3bgS4KqjHWwvzWV1MfRM91EVKmJ9JWTW5NI3McCq2Yks/qSUcGgvmU4bR43KZ29+Mj85ZSCDcpLrfo5AKMzM5bt4Y3kh/pDJ3PX7mDayB1N6pvH+a6vYuinSr/zt4h1cfPUxHDUstxN/Cx0j4A/x8Xvr+XLuRkIhk28XbWfSWUdx2rlDmwywE8IKhmHgyh+AK38A4WPPwbtlOTXff03FgjewJaWSNHQ8SUPHWx2mqBVfVZMYYbMZTJg8iF/8fhJHH9OzwffKvUH+PX9LXfKFyMCr9CRnXfIFKK8Jsm5PJXn9d+E3Dw6G8jmKGdzLiCTfWh5fiMVrfFyY+D3O8MHRiU7vLrzllVSZew6OxzKC9MvaTe8MLzXhg/1UpcFKvluewMKPSgiHIqPIg4EwRd/u5uYRPRskX4CN+6p4eelO/LX7hsIms77bzZtvrK5LvgD79nh486UVxIONeh+ff7iBUO3PHAiEmfu+ZuvmkhaOFKLz2RKScBecRNbUn5M++VocmT2o+u5Tit9+mOrVX1JZWdHySboqmQtaCCGE1QzDRkKvo0jodRSB0t1Ur/6Sar2I3/52HRdeeAnnnz+NxMTElk/UpUSbXCUBCyFE3DjSUdAdyZaYQspx55LYfyRDzc3MmPEqc+d+yIUXXsIJJ5zU4sCv9PSMw34/ZkQ7E5Yk4O5l/bJdHJWRxIaygwOvMpIc9O8ZZGuJHU+9RQ+O7pNMshGkyiytK3MaTnpmh8lIcjR4VviYPolUJfUkrXpLXVnYcBKyJ2IzbYSNg9dzhVLpa9hZXy8uGzZ69XWwqYebfUUH3zzy+6RQkbqfsJmJrd4nyvzUBAZlu9lcb2nCHiku3EFwOG0EaweQGQaMGNOwGb6ryuuRSl7PVPbuPtjM37NPGjm5KYc5SnQ37TEKuqPZUjP5KmEiwVGD2b7yU759+FGcue+QMvZs7MnNJ9kDI6fz8tq+fnGniXYQlsWL7clMWB3swKwxe3dX8ubL37FJ7wcg87herEu0MaKfkyEFuzAcAcK+BNau7cGWvUGGDA5T4opMY3lMdio5KVUk25OoDHrwEyAccLFxfU/W7QxwxUkBxqgdAGTUJNKzpAi/M5UdmQn4nUEw7TjJIkQ5OR4buSXrsQGFrj4sSuiBYdoYkFaFy1lFKGBjxQe5fPOph4LT0nCNKwUbpNlTGZM6ihxndt3PFgqbvLeqiBnLCylw2PEs3EE4ECYzKwl3SgKmaXLJNcfQf1BWk/vSmnsXS4LBMPM+2sD8TzZx/v8bwbEn9MFuj72hFLF47+qL1fhiYSaszmaaYbwbv8Wz/GMwTVLGnk3i4LFNasMHZug66qh+sT8TVmg+EM3vIBHsp4BFM2G1mICVUhcBLq3160qpLOAZYDTwLnC71vrwK8R3ngHEcAL+2x8+Yd+ehotujzo3k+STmz5wv3VfFoU1DfdVGW5y0sqa7HtCVjI2V8P5pu1hNyFb0yawAfshtWprg7KgM5l1vZqOUC4s68E2b9PrXZJ7QZOyzz76ng9mrm1S/qeHziE17fCTARxOrL5JQ2SGs/z8tJiNL5bvHcRufN0xAR8QqiqjcvHb+Is2kzjwGFLHT8VwHFyFqUsl4PBXRJ2AbRPAogR82I/uSqkfAv8BDgyBfQzoC9wGFAB3dWh0caS5Dzq2Q/2pNVd+iM8Uhq3pN8xDnLf54uZPbBwiuOZ+DuMQZ47XSXYgMtJdiHhiT84gfcp1JI+agnfrSko/fIpg+T6rw2qbLjIKuqWr3wJcpLV+VinlBi4GfqO1fgv4GXBtRwcohBCicxiGjeSRk8iYfB1hr4fSj5/GX7TJ6rBaz2jFZqGWBmEN0lp/Wfv1eCLVpQUAWuuNSqm8jgwunvTpn8H+vQ0HZoTLnRjVTkx3oK4s5EvC8CSDrWETdI7bRYLhwlfvmWAnTip8iaQ3+i3q7ZlkZ9jJSq/XTGQ6qExKxl1lYKtX67U5MnD7XVS7Dp43ELKzz+PCNAwM4+C+PRLcBI1SnDTs083vmYrTZSdQ79nmlL5pbCipZkzqwSbocNhk1bJdqKPzSExyIkQ8iuVR0NGyZ+SRNulqKhe+Sdknz5M85kwSeh1ldVhRi7TURdMVaVraUtdSAg4ppVxaaz8wCfi69muUUrlAbA/1iyHXTB/HiDG9ePf1VTgT7LhcdlYu2It7hZMR52ViG1XG3m29+XxlkJqAj4KevUjsVUpacphReXaqzL2EcJDtzKI4UEK2I4uKUCVrKkvI8uYyMM2L1xvmjQW9WbLZi8uRzYXH5jF5zBaSbJmEDA/7k8spTzqa3sX7Sa4pI+TMxlmzi0E1BuWpg9iZHmJ7RQ4fb4MSfym5CWkMzQaXy8MxGck4nXvZz6e4zcGkmiOxEUmiw0f14Fd3T+GtV1ey4fv9uE/sy/IqH0vnaE4bmsMPT+xP5d4qZv53BTu3lZGWnsgFl49g9Lg+Fv9WhGh/XWEUdFQCfl64/4+8/vrLrF49n9OHJJGa2gVGQHchLSXgL4FfKaVeAa4BHq33vd8BX3RUYPFo9Lje9B+cyV9/N7duNqVqT4CvXy8ms2Qgi+rNCb1+dzUJ+5K4ZtpeqszIIz1BM0hxoIRcZw77Avvr9i0JVFJabPDOh70orl3r1x8MM+PrMBnJ/Rg3fGvdvgGbh605iRTsSsbpLwTAwCSjciObKwt4bY+vbt99vhr27YLbxriwO/fWlppUGxsJmhVkhyfV7Zudm8xNPz+RBz7UfLX14GNTn36/n807y0lcsIMD3ccV5V5eemop4ZDJsSf0PeL7KkQssWIu6I4QqqkkPz+f3//+bl566Xk++ugDysrK+POf/2h1aC0yCQPhKPYMW9oK3VIf8K+BG4FNwDbgCQCl1GbgKuD3HRpdHHI47HXJt75AsGmZLxgi3MwfUXMDoUxMfMHm/uCaaYYxwKDp4PVA+BB/sEZz12t+OvfmSgOBMM0Ntvf7435KeCG6PLvdzvXX38gNN/yI775bzh133EFFRWxPY2m24j8rHTYBa603AEOAHlrr0w40PwN3AsNqvy+EECLOnXnm2dx222/YunUrf/7zXZSUFLd8kEVMMxz1ZqUWx2BrrU2t9b5GZTO01nE9A/2uHeUNBhW1VihssmGvp0m502kjOcXVoMwwwN3MSIDsZBeJtqbP0bq9gSZlCYaL3JRmehTKg02eSzJMJ2G7u+l5nQ7sjeJw2mwEQk0HTNnNpscHg2ESm6nqZqYlkORueA6bzcDna1oLL95XRWWFr0m5EMJ6Y8eO47777qOkpJj77/8zHk/T97hYEBmCFev1X7DffffdFofQbjKAW2tq/M02d0arusrPO6+vYuZ/V7BsyU5y8pPJzW/dVIPr91Tylw81ry0rZONeD0NzknG7IsvVOZx2jj+lP1UeP7t2lJOTn0xaeiJ7Vu5hSLYbf3oC3lCYicMSOX78bjBCZDsyqQl7SSGBExZphs2aSb7XQfGAfviMIEOSsjk3J8hFR3sImZmsLQqRmeDggtUrcP/uBQIbwmROGQSuAMlmDoPsDlypiQTIxu4vJ2QksC9zCFW5NQzLdFFek0qp308/dzoh02TBLi/5rmyy3T4M7KSZo0k1RzV4/nfj+n0883+L2fvNLo7qm0ZFQuTnvXZcX342eTDjT+5HRZmXosIK8nulkuR2snzJTgp3lDFwSBYOp51PP9C89PRSFn+xlSS3k6HD8qiu9jd7j2NBcnJCzMYXy7FB7MaXnJxwzxEcngHc+vJX66nwVGEG/V1781Zx5sAMwMTr9dZt+fk55Of34ZNPPmL9+rWMHj0Gn8/bYJ9ot4SExAYzbh3h/a/7HYTCW4AAB1LxoTcHdttAgH8CTWce6mAyFWU94bDJn3/1IZ7KhjWwaZeP5JTTB0d1jsVbSrjvo+8bfLJKctp44orRZCc3rPkuXbiN119YTv1WEJvLxvG/zIH0/Q327V9p57gXX8bhPxhbyO4gcOfN9Mxq+MjD2nVOFp7zIvayeo8h2W2c9e3N9BrQsPYcCjpZH6ogZG9Y21+4dQBf7W3YyJGX6ODXR0/ATlKD8m8XbefVZ5c1KHOmuPjp706lb27DZQy/+nwzb72yskGZK8FOzz5pbNtU2qB84ulDuODyEcSqWJ3NCWI7Nojd+NpjJqxz//ctdpfFwShowEhIPuQCDd7Ny/Es/5iU484jsX/r/50emFs6IyOzrqy9ZsLyhT4DalrYFSCJBPsUsGgmLFmMoR7TNJskX4DKVkwrV1YTaNKsURMI4w00bc5OSHTSuAsi7A+TnOxr8nyXvcrTIPkC2ENBUu1Nm3HzDU/D5AsQCuNqpknddJiEmhk6ZdiannevN4jNTGzy8HpFM03GAY+fzMSmf14uV9OF6/2+ULPNzuVl0fwDEiK2xMso6Ja4h5+Mb9tq/NtWk1xwYquP79ghmOHakdCHZ0Q1UvogpVQfIoORJwIVwINa60cPf9Shxd4s8kIIIWKeYdhw5vUnWL635Z07WUcMwlJKGcDbwDogGzgLuFspdVJb45QEXI9hGLgSmtbQEhKibygwmqll2m0GLkfTW+0/xN0PVTX9RhVJhJtpClrx+q4AACAASURBVAo08ysM1JjQzAo9prOZ2mfYTjjctDzD2fR4V8iG39dMLbqZJn+Hw4bd3jTe5roHbHaj2XscL7NlVZTHf21IdE+hymJsSbG3HGcHDcI6HugF3Km1Dmit1wAnArqtcUoTdD02m8H/b+++w6SszsaPf2dmZ3e2dxZ2l4UF5NARpAmKolhABLug0ahJMPklxiRvfFOMiSaxxEgSzXtFxUjUJNZgV9QoFhQBFaUIHHrbQtnG9p32++OZbbO77LNlys7en+uai51nzsxzT2HuOf22u87l5Wc28/WmYuISornosjFMO2NIp/etq3Py9svb+eT9fcwZnsa2tBiOuDxMHJzCd07PIzOheTRzg8vDcxsLWPlVIfnn5pO04zjVBZVkDkzAarXwyV9OMO78NGKmleK1WCjen8vTW5y8NP5n/PDYKoYXbaJBjaBs8Zk0xJaS6hpAtrUai9fD1r8Xsenu1cQPycIabadyx0HSpg/h9GcuITbbTZUzg1hXGTaLm62VyXxRVYWVJIYnWkhwlGL3OsizpjM+t5QZqan8ZUc1xxtc5B1J4MQHVdz/n/e4ZPF4xk/Opqa6gTdWfs2Gjw8wZFgax49VUV3ZwMgxmVx6zURi45r7vOvrXLz96nY+Xr2XwUNTqCiv40R5HUOGp3H5NyaSmhbHqpe28emH+7DZrJwzbyRXXT+Z8vK+u6RfbU0Db764jXUf7Wf85GwWLR5Pckps53cUog+oL9A0FO4mfsKcUIfShtdrrgm6cbGO5cuX5y5btsz/xnKtdcuBWZOBr4H7lVLXYjRB3621frK7ccogrA7s3HaUnMHJxCd2vp3eiYo6Hvz9B1SUN9d0omNszLxqHDdcNp7jx5uH6tc63fzwhc0UtejztNsszMXKgc8LW8U+ICeBvaPTOVzWXNZqgdtn1pI3sQQszR8wmzeOPYvWULK2xY8xi4Wxdy5gzP8OxWJtLuv1RPPBYSuH61sPejo1MYNpSVVYLc39v26PnT8vj2PL2ta7opw6NYddO45RXdk8ktURG8UFi0Zz5rmtB6xVnqjnL7//gIqy5j5de7SNc+afwtz5qtUgj0P7y3DE2snMSgjbgTqNThZfaUkNf73nw1Z9247YKJb+eBZ5+ant3idYsYWDcI2vNwZhLXjoHYoq+u4PRzMaivdS+emL2BLTSZ5zHRZb1+tygRyEVeN8Cy+dvwcW4oizX8g555xDQUGB/813aa3vbLyilPoVcCfGLoDLgCnAW8BFWus13QlWasAdGDnG/D4TNdUNrZIvGAOLsmzWNiMI612eVskXwOn2Uu92t/nhcKSgisMDWzfveLxQm+JolXwB3JYaTmz3+wB5vTgG2FslXwCLtYFyV9vPucXrbpV8AWxWJ1VH2w6QKio80Sr5AtTVukhNa1vDq6txtkq+AM4GN4mJjjavz+ChgU9OwVB1or7NwLK6WhdlJTVBScAidCJlLWhvXQ1/X3I6ycnJTcdcLhcfffRfnnv/TSaOGc5PfnJbj9aHTk5O6Y1Q2zDfwGyUWbx48ZnLli077Hej/7SkeqBUa32v7/papdRKYBEgCVgIIUItUkZBu2srSU5Obqqh7tqlefzxRyksPMzs2WfzrW/djMPhCHGU7fOaHAXd2AS9dOnSw0uXLt3fSWENxCulorTWjTUVGz3Y1FAScC/oaHP29o532OTfzgArm9WC1WLUels/Rjvn84LF2s7Aqw4+G+0d7ej3Ynt7Vls7mBtoaec5t3cMIntT+658JoQIZwcPHuCll/7D+vVrSU1N54477uCUU8aHOqyT8nq7VgM26b9AGXCfUurnGFv0Xgqc1/UIDUEZBa2UmqSU2qCUqlZKfaWUmtFJ+ZuUUsdPViacDBiYyE23zCA13Vie0REbxSVLJjBpeuudfrYUnuCXr20nPy2Wgb6+5ZgoK+MGJbI+ysugSQObRg4Pyktkxg8SWDzXydB0o2yU1cK4QYk8+q6FXQcGg9cYvWzxJHDoRDreJxaSOM3Ys9Nis5J6w5l8cVoSe8sT8fpGOntc0fDZQc7f8gmDvM3NxfGk889ddfy3KBW31xh97PJE8+rhVIpneckb37wHcLbKYEt2AgkzcklINmKLS4jmqm9OYsyEgW1en4wB8Xz71tNJzzRenxhHFIuuHs+UmXk9ednDWu6QFL75vWkkpxqvcVy8nSuuO5VxkwaFODIhzHGVH+WRR/6Pn//8J2za9CWLFl3OAw/8hZkzuz3rJmiM9OsxcTGfgLXWtRjb8o4DjgJPAz/UWq/rbpwBH4SllHIAu4G7gb8D1wG/B4a22NyhZflhwEbApbXO6MKphtKLg7C6o6HexfqPDzDxtBySUoymmcbBJo98vI/Xtx5pKmuzwITcZA6V1nK8uvllGGK3MTvHiW3Ssaaao9dr4ei+PDbu8VDcol9xdLaVm+Y62VFd0tzY4vWS9VYFtfkOToxqbh5KsTuYG2Ulcc0rWFss6LFnzBxWWnPZ0WLlngExUSzJT+bJPeWUt1hAZPDxBEoKHHzV0NxPHGe1cHFyHJddpNqsce3P2eBm/Zr9jD8t29Ro4HAdqNPITHz1dS42fHyASdNzSTAxoK+3RMJrFwq9MQhr0fJPKOrC4j3hxllWRM2WD6k7uJUxg9JYsGAR8+dfTEKCMR4lkO9dbw3COtHwKh4T29VbiScpeiFE8EpYcwCP1vph3/UVSqkfAxcDK1sWVErZgKeA5cBNQYitV0XHRLUZAdzoi4MVra67vVBd52qVfAEOON0kTm6gtkUTr8XiJSm1kuITrd+u7YUe9lZ48bQ8bLFQeVE2NZ7WIwDLnXW4dh1qlXwBsvZ+xY6M1oOCjta7eO2wp1XyBTiUUcXOfa1jqPF4ceYldZp8wRj5fEYHr0+kinFEmV7GVEQGd1017tq+NwraVX6Emu2f0FC4C0tUNLHDT+PeO75PTk5uqEPrMrPTkMz1EwdOMBLwKGCb3zENjMUvAWNsc/g18CbdTMDp6eE3KTwzMxFbVNsfdvZ2FsYAiLJZ2+wlHRXVQdl2Fviw2Szt7kXd0fnaE92FsrFx0WRmJpou3xWBetzeEs7xhXNsEP7xdVc4j4L21tXw4vfnkpLSPPp43759rFy5ks82f0ZcXBzzv3cD8+bNIyEhgdTU1HbXgg73987sKOhQ74cUjAQcD20mZNUArfazU0qdhtE8PcV36ZZQNkG3p7G5xu1qG5OznfWhAVxuT5tRUi6Xm/beLpfL0+aw293+8+/ofO1p6ELZ2pqGgDRJhWszZaNwji+cY4Pwja83Eks4j4J211bidkfhdtvZt28vL774PF988RmxsXFcdtnVzJt3EfHxRiXG7abVGgaNAtwE3SuP48XcMpNeS5jvB9wLagD/Dr84oOmdVUrFAk8C39Zah+cGkz30oznDGNJijuyw9DiqG9yMG5RI44qNjigrN83IY3rKqaRGNf9Cra9IY/3mBMYNSiTaV9hugbOxsG15HZYDzfPwBkTHMSndzdT0RBxW3yAtYEJyMqVTh1I+qvm3TW1mLmUXzOH7E2LI9G2cYMHLTcNT+MXYWpYMaZ7/F+dxEFWYzcgBCaS12Nt3mj2Ko2/uYt1H+5tGeFdV1vPM41+w/M9rOd7OnshCiNA5cGA/DzxwL7fffhvbt2/j8suv5qGHHuaKK65uSr59nbllKEO/I3AwasDbgR/4HVMYI8gaTQGGAa8rpRrjilNKlQMTtNYHgxBnQI0dlMSDl4/nxU1FbDhQxo4jRmIqqKhjYGIMo7IS+OaM5iUr59jPZG/dfp7/9ASf7qrF460D6kiPj2ZEtA3rpiMUHzMaFo48CmpqGnNv9OKIOYrX4sVug9MyY6ioTSXZUY3XegQXUDQmhfKhi4iprKd8gAcsJ4izwY3j7RSUDmBWmodEu7EN4fycGmZmJvHHtYl8vK2eOqdxPofdymlZCSTuKKF4bzEA//nnV3y29iCTp+fy1svbqa0xtj184DeruWDRaOZceEoQX20hhD9nSQFVX77D3auLSEpK4oorFnPhhfOJi4vv/M4iIIKRgFcDMUqpWzC2cboOyALebizgW8arqUlaKXU28J8ujoIOe1E2K+ePHsBTGw61Ol5cWc/8sVmt1ou2WCwMcwzlk53rW5UtqW5gbI2Vo8dat+rrz0q5+GYvXkvzLzqvpZ50hwuntXVzUW1cNQ2xcWCpaVHWybj0BhKjWq9YlRJ9gsIjCdQ5m5tq6pweqstqqd7beinLA3tK8Xg8TckXjCby9Wv2SwIWIkScJQVUb3mfhoKdWKKiWXTt5Vx66RURnXgbpyGZKRdKAU/AWut6pdQ8jOR7D8aUpIVa62ql1Cpgjdb6nkDHIYQQwRAuo6CdpYXUbvuEhiN7sdodxI6ZhSNnNBdddG5EJ1/wLcRhYoptxCdgAK31ZqDN7G2t9bwOyn8ARFTtVwjRP4R6FLSzeD8zbQXs2rWT+Ph4zr/pOubMmdu0bGSg1l8OJ2aXouwP05BEC4kxUVwzJZcXvizA6RutPCk3mTOGp7cqV+928VbhLqaPdrBpd0NTE/CwZAeWgipy8pIp8M0tjrJbyctPZedaNyNnleG1GE3AXncSawrtTBqQTkxMifHAXguJ1iyibVbKXG48lnpf2Xhe2JjAJaPiyE81ynq9sP9QCgOO1XE0zs5xX9NyZkI0l0/Poygmmk8/3EfjD83JM3I5dWour72wlWPFRh93fGI0ickOVq/ayVnnjcDmmza19ctC1q85wIWXjCYnL7BfCC6nm/dW7eREeR3zLxtras6yEN0VqlHQzmMHqd76AfUFOykanMm1117P+efPIza2H26BabIG3MWlKHudJOAgs1ktXDMll7NGpPPkhkOcMSyN2SNaV/a/Lj/KyoPbKHfWQQKoCQ68R9KIP9JA2fv7OeL7zAwZnoYFKC+rZe/OEvbuhIxV0VzxwxSO26NYubsaN9WsKYI52QOZke0iK86Gw24k3URPAmUN6Wzca+PPb1qod7l5dgNcOTGLb06q58Xn6lj78VEAsmJsDJ05mLz8VK6ZkovDboNTMpgyM4/33tScee5wRozKBIydpN5/aye7tx+n4FA5+3aVsG9XCRvXH2b+ZaNZ/9EBvt5kDN7SXx9l1px85l8+tkvzlM3as/M4/3nqK475Br1t/bKIhVeP57QZgzu5pxB9g/PYQaq3fEBD0W6sMXHEjzuLe352EwMH9t9lT6UGLE4qJyWWX54/st3b3iveayRfn1prHYMc5RxZV9qq3IE9pQwemkJ5afPAqeNFTp573EXJ3NYrXr1fWMPsnDQc9uYVuWxWD3avm/tebf0xeGGTk+NfWin68kTTMXe9m6r393PjkomtJubn5ady4/dbL+0dFWXlvAWj+Pi9N6mrbV62srjgBKvf3MX+Pc3Pw+Pxsua9vUyfPZSB2d3f1qwjH7+3pyn5AlRXNfDOq9slAYs+z0i879NQtAdrTBwJk87HccpUvK6GsN2lKFg83rab2LQn1FujSAIWQog+xFlSQPXm92go3I3VEU/CpAuIHTkVS5TRteJ2tVliv99xey2429s1ro3QpmBJwEII0Qc4y4qo3ryahsO6qcYbO3JaU+IVzbwma8BB2Q7wJCQBh0hFrZPnNxYwc1gaYwe1bnqdlpFLUW0l9R5jOUi7J4padwop46Mo33K0qdyg3CRiHFHExtuprTYGSNlibHiGZpJW76I0pnlHxwEnYnn7Xy4WXmUnLcMo63LC+rdiOT3KwjqnC6+vaTkvNZYZIzL46PAJSnzzjS0WmDVnWJt1YUuOVfPhf3cz8+z8Nk3IM+fks3rVLtwuo58lKdnB1Fl5uFweDh8obyo3fnI2KWmBGSgyefpg9u4qobrSqBVE2a2cflZ+QM4lBPT+NCR3dTk1Wz+k/vAOLFExxI6eReyIKVjs0Xic9eBs3d3kDdN1qIPJ47XgMVED9kgNuH/xer28s+MYT6w7SGW9i1e3FHOuyuSm0/NIchhLPM7IyGV0UgYvH97BoWI3O3Z7Ka+pgWgr4+bmk7D9OCkOe1Nfaly8naEj0qiIs7M7OZqvy+qgDEYNyiZ5QAVpX1vYv+E4x72weV0U869II2eIh+dX1HKksBCA2UOSKcxN4vQJA7ls4iCibFamjR/Iu29o9ujjXLJkArlDmkcru10ePnh7F+++udPYZvCj/cw+bwTnLVBExxgfqwsWjubUqbm89PQmBmYnceElo3HE2pk6awiffriP9WsOMO/S0Ywe33YP4d4yfnI2w1UGb6z8mvKyWi5dMpGMAZE9B1KElplpSN66Gv6+5HSSk5M7LFNXV8eqVa/z7pq3sViszL32Ks4770Li45s/v+npCZSUtF3utT9MNToZt9e4dEb6gPuZijoXf/1wb9N1L/CuPkZeaiyXnZrddDw52sH1+RO5+J3WK2FtLatl9qBE9n9e2HSsptrJ/t2lHD49h6oWq1DtKKrh9GMO9q0vaDpWV+vixX8eJTU9jrKS5l/pRw5UMD4llqsm5zQds0fbmHfpmHafx6H9Zax6eXvTdbfby/tv7WLIsFTGTWp+HlmDEvnu/5zR6r5Wq4VZc4Yxa86wDl+n3hQXH82V108KyrmEMDMNyV1bSXJyMikpqW1u83q9fPrpJzz11ApOnKjgjDPOYvHia0lLS29TNi0tEbfb3ua46BskAQshRJgoLS1lxYpH2bjxc4YNG8FPf/oLRoyQZVy7yoPJJuh2tloMJknAQggRBtatW8tjjz2M0+nkmmuuZ968BdhsvT83vj8wOwjL1FodARTqQWD9Tqzdxni/wUopsXZGZrXdBsxisTB1SOu+nPhoG2NHZxKf2Hrk48D8FPJSWw9kckRZsSY5SExpPScwLz+V0eOzaPnjzxZlpSElhsIKcyv4pGbEMSin9fPIGBBP1iBzc3krymr54J1d1Ne7Wh3/6rPD7Np+zNRjCBEJnE4nTzzxOA89tIzs7Bz+8Ic/sWDBIkm+PdA4DcnMJZSkBhxkMVFW7l04hvf0Mf6x7iAz8lO5YXoeCTHtvxW/mTeKtXtLWf7JfsYOSuTbM4eQGhfNnNNyeGPl13y9qRjbmEw+cLrgSBXDM+KorHOREmfneFUDn5RWE3dKCjMaoGJPKRcsGs2M2UOxWi1Mnp7Ly89uwWWBPQPjeb2qnnee38SVk3K4YlI2dlvHv8+SU2L50R1n89G7e3h/1U5mzhnGufNHdrqalcfj5eP39vD2Kzuor3fx8Xt7uXTJBLKyk3jx35vYuc0Y5T15ei43fm/GSR9LiHBkZhS0t66aiooKLBYLy5b9gd27dzJv3gIWL/4Gdrv06faUx3cxUy6ULObWy+wThgL7Skqq8JhpewiSzMxEjh2rbPc2t8eLzWruF1hHZX/35g7WHyxvdWxgYjTFlW0n49961jDOGz2g1TF7XDQX/OmjNmVvmpHXalDYSWNze7CdJFm39MWnB3lmxcY2xzMGxHP8aOuRo5Om5XLtd6aYetxQONl7G2rhHBuEb3yZmYk9qRINBfbN/+NLFJV3PhXIXVnGqOK1VFae4Pvfv5Xp00/v8glD8ToG8pw9fP3B9x5sK3ueBk/b0eH+oq0JjEm9CiAf2N/Dc3eZ1IBDyGzyPVlZbzuDCDr6+dFea4v/vN5Gni78MDObfIEOfxy1d75w+iElhFlmRkE7SwqoXPcStVkJ/OpXdzFypApSdP2D2aUoQ/0VIwlYCCGCyFlaSPnqp7BE2fnZz34lyTcAzPbvhroPWAZhBUHp8Wr26OOdFzyJHVuPUHmi7a/qYRlxbY7lp8eT6bflXpwVnAWVbWqVMXYbuX6DtOw2C4NT265MVXioggK/5u6uyhiQQIxff3dKWizZuW0XJMjLbztHUoi+zFlaRPnqJ7HaY0iavYSsrMAtQtOfNdaAzVxCSWrAAeR2eXh95VZefm4zzgY3k6blsvDqcSQmmd+ppPR4NS89s5ntm48QG2dn3qVjmgZRAXxj6mDGZyfx8Jp9VDe4+fbMIZw1IoM6p5unPz/MK1uKmWSzYdlxnPc/K2bP+sNc/o2JTXvwOuw2/nrlBP7zVSEvbCxg7KAkvndmPtnJzTHW17l4+5XtfLzaWEBk1jnDuHDRaGIcXf/45J+Szm2/PZdXntvM15uKOfPc4Zy/cBQxMVF8ueEwrz2/lRhHFJddO5GZs4eFZT+hEN3hqjhG+eonsERFkzL3RrDJ12+geE0uRemVUdCR65XntrD2g31N17/ccJj9e0q5/b7zTT/GH3+zGmeDsSZ0bY2TF/+9iarKes6/eFRTmYk5yfz1ygk43R7ioo231GG3cdPpQ1BueOnJL5vKHtxXxoN3f8jP7zmPtHSj9my3WVlyWi7zx2SRHNt2BOaTD29oGp0MsObdPRQXnODmn8wy/TxaSkmL5Zvfm05VZT0JiTFNxydNy2X0+CyioqxEBWBvYCGCob1R0J7aKio++Cd4vSTNugpsUbJms5AEHEgNfnNcARoa2h7riNfrbUq+rR+37TG7zdrutKGoDgY3uZxtH6O95Avtx9zQTlxd1TL5NnJ0EIMQfYWnvhp3+bGmtZ7r6up44IF7OZJk46c/vZ0hQ4Y2le3vazYHihtza0H3/FusZyQBCyFEL7InD8BWZyE5OZnk5BRWrLifoqIibrvtF0ycKGuSB4PRv2tiKUpZCStyJbczkCk5xfy2exaLhaTktv3Fyanm+5AbGtz4zzRyxEZ1qf+2vZhjYmzt1s6FEM3eeONVPv98A9deez2nnjo51OH0G16TA7BCvQyG1IADaN6lY1BjsvjXY59RXd3A2eePYO6Crk05+N/fncuql7ax9oN9pGXEcek1Exk1LqvT+1WU1fLys1vYsrGQAQMTwAJHi6qYOCWHRVePJynFfBK/9jtTyB+RxluvbMfrhZzByezcdow//uY9Lr1mIqPHdx6PEP3N3r17eOaZfzF16gzmzVsQ6nD6FbPbEZopE0iSgANs+hlDyc5LovJEPZntrPfcGUesnUuvmcjpZ+WTnhmPPbrzwUkVZbXc/+v3qK8z+m6PFhsrwixaPJ4zzx3e5RisVgtnnDucCafl8Offvc/eXSUAlB6v4fGHPmXh1eOYPXdElx9XiEjldbt56qkVpKSkcvPN/6/DBW9EYHhMjoI2UyaQJAEHgSPW3uPBRQNzzG1yAMa0ocbk25L//NuuSkpxUHmivs3xijJzGzgI0R+466qp3baGwmOF/OIXdxAXFx/qkPqdvrISlvQBCyFEL7p/7jDyq3Yzdeo0Jk06LdTh9EsekzshSQ1Y9LoouxWr1dJm1avomJ7PrY2OsbWZBtUbjytEpPjyy404nQ1cddWSUIfSb0kNWIRMWkY8t95+FoN9SzmmpMVyw/+bxqlTc3v82D+961zGTDSWz3PERnHpNRM4b8GoTu4lRP+xbt0njB07gSFD8kMdSr/lwdLUD3zSC1IDFgGQk5fCLT+fzddfFTFy7IAe9/82SkuP46YfzEBvPUJ2XnKXltUUoj8oKyvlyiul9htKHpOjoENdA5YEHMGsVgvjJ5vb07erlImpUEL0RxaLVfp+hSmSgIUQohcNGTKU2Ni2u5SJ4JFpSCKsud0ebO2sHS2E6JmMjMxQh9Dv9ZVBWEFJwEqpScCjwFhgF/BdrfW6dsr9ClgKJAFfAT/QWm8NRoz9RWlJDS89vYljxVVcdu1EMs9KDHVIQkSUAQMGhDqEfq+v9AEHvAqklHIArwH/AFKAh4AXlVLRfuVuAK4HzgYygHeBN5RSUk3rJRvXHeKPv36P7ZuPcPxoNcv/vJbHHvwk1GEJEVHS0tJCHUK/17gUpZlLKAUjuc0BPFrrh7XWTq31CqAEuNivXAZwt9Z6r9baBTwI5AE9nzsjANi141ibDRS+/PxwiKIRIjLFx3d9yVnRu8xsxGC2mbo9SqkspdRRpVSPFvkORhP0KGCb3zGN0Ry9sumA1g/4lVmIkai7lCHS08Pvw5+ZGR7NvA5H+8thhkt87Qnn2CC84wvn2CD84+uu7OzMoD63ULyO4f7eBaEJ+nEgvdv39glGAo4HavyO1QAdDhNUSs0GHgFu1lp7unKykpKqNitAhVJmZiLHjlWGOgwA6uqc7R4Pl/j8hdNr155wji+cY4Pwja83EovTaQnacwvF6xjIc/ZWYndjcjekbjy2Uuq7QDVwqBt3byUYCbgG8N9QNg6oaq+wUuo64G/ALVrrpwMcW78y9yLFiYo69NajAKRnxvHN784IcVRCRJb09IxQh9DvdXU7wuXLl+cuW7bM/+ZyrXV5ywNKqVOA/wGmAxt7GmcwEvB24Ad+xxTQJrkqpe4AfgQs0lqvDkJs/Up6ZjzfuXUmmz4voLjgBOfMG0l2TkpY1kSE6KusVmtYtcL1R16T/bteX5lnn312TTs33wXc2XhFKRUF/Au4VWtdqlTX9nZvTzAS8GogRil1C0az8nVAFvB2y0JKqRuBHwMztdY7ghBXvzVxSg4Tp+SEOgwhhAgLixcvPnPZsmX+443K/a7fAXyltX6zt84b8ASsta5XSs3DSL73ALuBhVrraqXUKmCN1voe4BdAIvC53y+LqVrr7YGOUwghRGToahP00qVLDy9dunR/J8WvBgYppa72XU8CnlVK/V5rfV934gzKQhxa683AzHaOz2vx98hgxCKEECKydTUBm6G1brXtm1JqP8ZiUa93KbgWZClKIYQQEaWrfcChIglYCCFERAlEDdif1npo9+9tkAQshBAiogQjAfcGScBCCCEiigcLbjPbESLbEQohhBC9RrYjFEIIIUJAmqCFEEKIEOgr+wFLAhZCCBFRPB7jYqZcKMlm90IIIUQISA1YCCFERJE+YCGEECIEpA9YCCGECAEPJqchBTySk5MELIQQIqJIE7QQQggRAtIELYQQQoSA1ICFEEKIEJClKIUQQogQkCZoIYQQIgQ8Hgsej4ndkEyUCSRZEp2rIQAADs9JREFUCUsIIYQIAakBCyGEiCgejwWPO/xrwJKAhRBCRBRjMwYzCTgIwZyEJGAhhBARxWuyD9grNWAhhBCi93i8JgdheSUBCyGEEL3G4zbZB2yiTCBJAhZCCBFR+so0JEnAQgghIor0AQshhBAh4PGaG+EsK2EJIYQQvUj6gIUQQogQ6Ct9wLIUpRBCCBECUgMWQggRUbxec7Vbb3/oA1ZKTQIeBcYCu4Dvaq3XtVPuR8BtQCLwKnCz1ro6GDEKIYSIDG63BbeJ/l0zZQIp4E3QSikH8BrwDyAFeAh4USkV7VduAUbynQMMBtKA3wY6PiGEEJGlsQ/YzCWUgtEHPAfwaK0f1lo7tdYrgBLgYr9y1wGPa613aq0rgDuAbymlbEGIUQghRITwmky+/WEe8Chgm98xjdEcvdKv3Et+ZZKBHOCg2ZOlpyd0L8oAysxMDHUIJxXO8YVzbBDe8YVzbBD+8XVXsL+DQvE6hvt7J2tBN4sHavyO1QBxnZRr/Nu/3EmVlFThCfXs6hYyMxM5dqwy1GF0KJzjC+fYILzjC+fYIHzj643EEszvoFC8joE8Z28ldpkH3KwGiPU7FgdUdVKuMfH6lxNCCCE6JPOAm20HlN8xRdtmaf9yCqgACgMXmhBCiEjj9ZrsA+4HTdCrgRil1C3AIxiDrbKAt/3K/Qt4RCm1EjiEMQL631prEyt6CiGEEAaPx1zt1sx60YEU8Bqw1roemAcsAUqBW4CFWutqpdQqpdQvfeVeA/4AvIEx6KocY1qSEEIIEXGCshCH1nozMLOd4/P8rj+EMU9YCCGE6BYZhCWEEEKEQF8ZhCUJWAghRETxmpwH3B8GYQkhhBBBI03QQgghRAgEqglaKXUGsAxj5cbjwP1a60e7EyPIfsBCCCEijdcLHhOXLuxHqJRKxdil7yEgFbgSuFcpNbe7YUoNWAghRESxerxYTSwHaqZMC0OAN7TW//Zd36iUeh9jhs+7XQ4SScBCCCEijMXtxeLuPLk2llm+fHnusmXL/G8u11qXN17RWn+FsZAU0FQjPhN4qrtxSgIWQggRUSwma8AWX5lnn312TTs33wXc2d79lFLJGPvcf+H7t1ukD1gIIUREsXq9Tc3QJ734+oAXL158JpDvd/lLe4+tlMoH1mKs7HhZT5ZLlhqwEEKIfm3p0qWHly5dur+zckqpycBbGHsX/LSnexVIAhZCCBFRLJ7m5uXOypmllMrCSL7LtNZ/6HZwLUgCFkIIEVGsbi9WE4OwzJRp4VtAJnCHUuqOFscf1Frf3rUIDZKAhRBCRJTGPmAz5czSWt8D3NODsNqQBCyEECKidHUUdKhIAhZCCBFRLB6vyT5gScBCCCFErwnQSli9ThKwEEKIiGL1mByEJQlYCCGE6D3SByyEEEKEQCDmAQeCLEUphBBChIDUgIUQQkQUGYQlhBBChIAMwhJCCCFCQOYBCyGEECFg8XiwejofYWUxUSaQJAELIYSIKIFYCzoQJAELIYSIKAHaDanXSQIWQggRUfrKPGBJwEIIISKKTEMSQgghQsBisg/YIn3AQgghRO/pK33AshSlEEIIEQKRVAO2AVitllDH0UY4xtRSOMcXzrFBeMcXzrFB2MY3FDgMuEIch+iB9NRYU4Ow0lJjgxBNxyzeELeB96IzgDWhDkII0eflA/u7cb+hwL4e3F/0XBqwG0jtwn3KgBFAaUAiOolISsAxwFSgCHCHOBYhRN/V3RpwFJDbg/uL3pEGJHWh/AlCkHwhshKwEEII0WfIICwhhBAiBCQBCyGEECEgCVgIIYQIAUnAQgghRAhIAhZCCCFCQBKwEEIIEQKSgIUQQogQkAQshBBChEAkrQUdMkqpScCjwFhgF/BdrfW6dsr9CLgNSAReBW7WWleHSWy/ApZirCDzFfADrfXWQMbWlfhalL8JuF9rnREusSmlLgXuBXKArzHe101hFN+vgO8BccAG4Hta672Bjq/F+acBL2utszu4fQlwNzAA+AD4ltb6SLDi6w1d/Rx34/HPAJYBo4DjGP8HHlVKTQXWAbUtit+jtb6nF855G8b70tDi8DxgK7ACOAeoAO7SWj/e0/P1R1ID7iGllAN4DfgHkAI8BLyolIr2K7cAI/nOAQZjLJf22zCJ7QbgeuBsIAN4F3hDKRXQz4fZ+FqUHwb8KZAxdTU23xfvCuA7QDLwEvBCGMV3MfBNYApGgtsN/D3Q8fnObfH9YHoH6Og9nQA8AiwBMoFi4G/BiK+3dPVz3I3HT8X4wf4QxhrHVwL3KqXmAqcCq7TWCS0uPU6+PqcCv/R77DXAY0AVkAVcAdzvex9FF0kC7rk5gEdr/bDW2qm1XgGUABf7lbsOeFxrvVNrXQHcAXxLKWULg9gygLu11nu11i7gQSAPY13bQDIbH77X6SlgeYBj6mpsNwOPaa3XaK09GD8QlgT6x0sX4huJ8f/cBlgw1kmvJTh+CdyKUYvqyLXAK1rr9VrrWuBnwCKl1IBgBNhLTH+Ou2kI8IbW+t9aa4/WeiPwPjATmITRYhUIbR5bKZUAXAL8Rmtdp7XeADyN8QNUdJEk4J4bBWzzO6YxmqJOVk5j1JhyAheaudi01g9orZ9scWghxhfI4QDGBuZfO4CfYzTvvhngmBqZjW0yUKWUWq2UOo4RX6UvGYdDfM9iJN1DQA3Gl+d3AxxboxUYtajPTlKm1fPQWpcA5b7jfUVXPsddprX+Smt9XeN1X434TGATRpKcpZTap5Q6qJR6QCkV09NzKqXiMH683aqUKlZKbfe1ZpwCOP26MHrtufY3koB7Lh7ji62lGoz+tpOVa/zbv1xvMhtbE6XUbIwmwR8GIYmYik8pdRpGC8L/BDielsy+dmkY/av/i/Fj6gvgVaVUoMdXmI0vBvgY48s0BXgbeE4pFfDNeLXWRVrrznZ76fJnNAwF7TkopZIxmru/8P17zPfvOIwupDnAXb1wqizgE+BhjNawpRitOwto24LS196vsCGDsHquBvDf1TkOo4/kZOUaP7D+5XqT2dgAUEpdh9H/dovW+ukAxtWo0/iUUrHAk8C3tdZVSqkghGUuNp964EWt9ecASqk7gJ9g1IoCOYjNbHwP+eLb5Yvvh0Alxhf2lgDGZ1aXPqNhKijPQSmVD7wO7AGu9v1AXtiiyF6l1D3APRgtRt2mtd4HnNXi0Bql1D+B2fT99ytsSA2457YD/llB0bZJyr+cwhhBWBi40EzH1pg4/gIs0lo/EcCYWjIT3xRgGPC6Uqoc4wsoTSlVrpTKC3FsYDS/pbS4bmlxCSSz8eVh1IIbuQEP4AxcaF3S6nkopTIwWhW2hyyirjP9/6y7lFKTgfUYLRiXaK1rlVKpSqk/KqUSWxR1AHW9cT6llH8SdwAHAbvf/71efa79idSAe241EKOUugWj6fY6jOabt/3K/Qt4RCm1EqM/7rfAvwPczGsqNqXUjcCPgZla6x0BjKfL8flGXTY1bymlzgb+E4RpSGbf1yeAp5VST2F8Qf4eYxpKoKdwmY3vDeA2pdRbGD/27vXFtjPA8Zn1DPChUmoF8DlGfKt8fcF9hdn3oluUUlnAW8AyrfUfWtxUAVwGWH3JcghwO70zULEK+I1SajfwIkbT9mKMWnEKxijs72D0/V4DzO+Fc/Y7UgPuIa11PcbcuCVAKXALsFBrXa2UWqWU+qWv3GvAHzC+EA9iDDS5LRxiA36BMTf5c6VUVYvL6DCJL+i68L6+ijGo6TFfuekYrQid9X0GJT7gTmAlRj9wITAcowYV6P79DimlHlFKPQLGACOMEbQrgKNANnBjqGLrjpO9F710im9hTNG6o+X/T+B3GCOtJ2LMDf4YYwrcgz09odZ6J3AV8GuMLou/ATf6RmB/B7BjDNJcCdymtV7f03P2RxavN6DfE0IIIYRoh9SAhRBCiBCQBCyEEEKEgCRgIYQQIgQkAQshhBAhIAlYCCGECAFJwEIIITqllMoNwhKr/Yq8mCKiKaW8GGvX+s97fanlAvdChBOl1H3AYa31/yml/g/43H+FOqXUUGAf0Djf2AoUAPf19v68vsVANMYCI7LsZC+RBCz6g2la60CvTCVEbzoPY2GPxr/vPUnZgVrrKmjaTOUdpdSXvkUzeksssuFCr5MELIQQYUIptQkYgbHu8kbfvtIxgFZK5fj2Eu+Q1vojpZTG2AZyo1LqTmCc1voK3+OPA7ZorS2+ZV0fxqhFz8BY1jIbYzelDGA3cLvW+h2M3ZcAipVSZ/r+fhhj05FijD2xl/XGa9CfSB+wEEKECa31RIwt/17TWidgrLP8vNY6obPkC6CUmoOxAcf7Jk85CmP5ylxgI/APYLHWOhVj+cnHfFtXnuYrP1Br/SXGLlsvaK1TgMuBXyulRpp9nsIgNWDRH6xVSvn3AV/vW8dZiHBzBrDW9/dMjDWeT+awb5tOB0Zt+QmMDV/M8AJPa63rlVJ2jK0VlyqlngD+CTyhtfa2sw1oBbDAV9teDaSGcn3xvkpqwKI/mKm1TvG7SPIVYUcptRFjA4Q7fNtv/gS4z7f9ZnIHd8v1faYdGM3X44A/mTxlmW8zCbTWTuBcjI0f3sJoWv5ZB/e7AWNHrYcxNqBYoZRKMHlO4SMJWAghwoTWejJwBF9SBcqADF+C7bQJWmu9B3gSmOs75AaiWxRJ97tL0248SqkkIFFrfZmv3DeAO5VSM1rewdckPR74sdZ6MDDNd/mB6ScqAEnAQggRNpRSaYBLa12hlBoCHG2soZq8/0CMfuPGJuydwBlKqeG+BPvjk9w9HnhbKXWB1toFFGEk6FKgMYYk31abfwV+5psXXIgxza8v7eEcFqQPWPQHG9rpAy7QWrfp2BIixCYCW3x/TwA2m7hPsa+PtnHO+6vAj3y3vYSxV/EGjH197wEWtfcgWusipdQ3gL8opQYDx4Dva613+mq9bwK7lFILMKZI/c13ngbg3xh7OosukP2AhRBCiBCQJmghhBAiBCQBCyGEECEgCVgIIYQIAUnAQgghRAhIAhZCCCFCQBKwEEIIEQKSgIUQQogQkAQshBBChMD/B4bi7ydS+HheAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c = loader.photon_hdf5(filename) #loaded as c this time so as not to overwrite \n", "for i in range(0, len(c.ph_times_t)): #sorting code\n", " indices = c.ph_times_t[i].argsort()\n", " c.ph_times_t[i], c.det_t[i] = c.ph_times_t[i][indices], c.det_t[i][indices]\n", "bpl.plot_alternation_hist(c) #alternation hist\n", "#plt.savefig((filename+\"altplot.svg\"), format=\"svg\")\n", "dplot(d, timetrace, binwidth=1e-3, tmin=t1, tmax=t2, figsize=(8,5)) #timetrace\n", "#plt.savefig((filename+\"timetrace.svg\"), format=\"svg\")\n", "plt.xlim(0,5);\n", "plt.ylim(-45,45);\n", "plt.ylabel(\" Photons/ms in APD0 Photons/ms in APD1\");\n", "plt.legend()\n", "dplot(d, hist_bg, show_fit=True) #background plot\n", "#plt.savefig((filename+\"bgplot.svg\"), format=\"svg\")\n", "dplot(d, timetrace_bg); #backgroundtimetrace\n", "#plt.savefig((filename+\"bgtrace.svg\"), format=\"svg\")\n", "g=alex_jointplot(allphotons) #plots all photons burst search with allchannels selection\n", "#plt.savefig((filename+\"ESall.svg\"), format=\"svg\")\n", "g=alex_jointplot(dlbursts) #plots the dual channel burst search with doubly labelled selection\n", "#plt.savefig((filename+\"ESdl.svg\"), format=\"svg\")\n", "dplot(dlbursts, hist_fret, pdf=False, show_model=True, show_fit_value=True, fit_from='center'); #1D FRET histogram\n", "#plt.savefig((filename+\"1DEHist.svg\"), format=\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will give you all the metadata in your file. This code may fail if you did not enter information into some of the fields. If that happens, just hash out the corresponding line." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aquisition length = 1799.9\n", "Buffer = '5mM NaCl, 20mM MgCl2, 50 mM Tris 8.0'\n", "Description = 'Enter additional notes here'\n", "Dye names = 'Atto550,Atto647N'\n", "User = 'Default user'\n", "Alex Periods = [0, 4500] [5000, 9500]\n", "Laser powers (g,r)= [52. 15.]\n", "Filename = exampledata/1a1.hdf5\n" ] } ], "source": [ "h5file = tables.open_file(filename)\n", "#print(\"Sample name =\", (str(h5file.root.sample.sample_name.read()))[1:])\n", "print(\"Aquisition length =\", h5file.root.acquisition_duration.read())\n", "print(\"Buffer =\", (str(h5file.root.sample.buffer_name.read()))[1:])\n", "print(\"Description =\", (str(h5file.root.description.read()))[1:])\n", "print(\"Dye names =\", (str(h5file.root.sample.dye_names.read()))[1:])\n", "print(\"User =\", (str(h5file.root.identity.author.read()))[1:])\n", "print(\"Alex Periods =\", h5file.root.photon_data.measurement_specs.alex_excitation_period1.read(), h5file.root.photon_data.measurement_specs.alex_excitation_period2.read())\n", "print(\"Laser powers (g,r)=\", h5file.root.setup.excitation_input_powers.read())\n", "print(\"Filename =\", filename)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }