{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FRETBursts - ns-ALEX example\n", "\n", "*This notebook is part of a [tutorial series](https://github.com/tritemio/FRETBursts_notebooks) for the [FRETBursts](http://tritemio.github.io/FRETBursts/) burst analysis software.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> For a step-by-step introduction to FRETBursts usage please refer to \n", "> [us-ALEX smFRET burst analysis](FRETBursts - us-ALEX smFRET burst analysis.ipynb).\n", ">\n", "> In this notebook we present a typical [FRETBursts](http://tritemio.github.io/FRETBursts/)\n", "> workflow for **ns-ALEX smFRET burst analysis**. \n", "\n", "*While FRETBursts does not specifically includes functions for fitting \n", "TCSPC fluorescence decays, a fitting with exponential decays and \n", "IRF deconvolution can be easily performed using standard python libraries. \n", "For an example and a brief discussion see the notebook \n", "[Lifetime decay fit](http://nbviewer.ipython.org/github/tritemio/notebooks/blob/master/Lifetime_decay_fit.ipynb).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading FRETBursts" ] }, { "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 0.6.4).\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 *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sns = init_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downloading the sample data file\n", "\n", "The full list of smFRET measurements used in the [FRETBursts tutorials](https://github.com/tritemio/FRETBursts_notebooks) \n", "can be found on [Figshare](http://dx.doi.org/10.6084/m9.figshare.1456362).\n", "\n", "Here we download the ns-ALEX data-file and put it in a folder \n", "named `data`, inside the notebook folder. \n", "For this purpose we use the `download_file` function provided \n", "by FRETBursts:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url = 'http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5\n", "File: dsdna_d7_d17_50_50_1.hdf5\n", " \n", "File already on disk: /Users/anto/src/FRETBursts/notebooks/data/dsdna_d7_d17_50_50_1.hdf5 \n", "Delete it to re-download.\n" ] } ], "source": [ "download_file(url, save_dir='./data')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'./data/dsdna_d7_d17_50_50_1.hdf5'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = './data/dsdna_d7_d17_50_50_1.hdf5'\n", "filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting a data file\n", "\n", "Alternatively you can use an open-file dialog in order to select a data file:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# filename = OpenFileDialog()\n", "# filename" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Perfect, I found the file!\n" ] } ], "source": [ "import os\n", "if os.path.isfile(filename):\n", " print(\"Perfect, I found the file!\")\n", "else:\n", " print(\"Sorry, I can't find the file:\\n%s\" % filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the selected file\n", "\n", "Here we load the file and we set the alternation parameters:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)\n", "#d = loader.nsalex(fname)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2268.2743759426116" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.time_max" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([1, 6, 6, ..., 6, 6, 6], dtype=uint8)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.det_t" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Counts\n", "-------- --------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 0 1\n", " 1 1\n", " 4 3345380\n", " 6 6371466\n" ] } ], "source": [ "print(\"Detector Counts\")\n", "print(\"-------- --------\")\n", "for det, count in zip(*np.unique(d.det_t, return_counts=True)):\n", " print(\"%8d %8d\" % (det, count))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#d.add(A_ON=(200, 1500), D_ON=(1750, 3200), det_donor_accept=(4, 6))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([3327, 372, 579, ..., 2553, 1182, 316], dtype=uint16)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nanotimes_t" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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ueqDY56tvLcu+ViWf6ZPWMJKktm2x9urL9pef5avGuY9JzkgmNSPVYV9WYgFQ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\nkV39P0nYQbLGeP2tAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bpl.plot_alternation_hist(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Execute the previous 2 cells until you get a satisfying \n", "selection for the excitation periods. Then run the following \n", "to apply the parameters:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Total photons (after ALEX selection): 8,862,749\n", "# D photons in D+A excitation periods: 2,866,446\n", "# A photons in D+A excitation periods: 5,996,303\n", "# D+A photons in D excitation period: 4,093,146\n", "# D+A photons in A excitation period: 4,769,603\n", "\n" ] } ], "source": [ "loader.alex_apply_period(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Burst search and selection" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Calculating BG rates ... " ] }, { "name": "stdout", "output_type": "stream", "text": [ "[DONE]\n" ] } ], "source": [ "d.calc_bg(fun=bg.exp_fit, time_s=30, tail_min_us='auto', F_bg=1.7)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oyL59IVy/flWzPQsVcqBbt048fvxIz7pHcuWK6UMf9+7dRaVSUaJESa0LnpYt\n22j2k7lzfTT1qAPQV2Vktpk5N7br3LkbPj4zOH36JCdOHOejj15O0zY0ujBs2Ei+/348f/554I30\nqBgiQcsr3tRURWPr7tNngMEpieacwA357LNm2Nvn5Z9/znDr1k3KlCmrs8z9++H4+/thZWVFjx69\nzf4MXbp0Q6lU6j0YZMZnMMSUH3bp0mW4dy+M27dvGQxaLCws+P778QQHB+Hk5MTChUtNOiGnpVAo\nmDx5KhER99m1a4fWa0FBARk62Zj73elbvlevfjpTeqOinnDmzGm99Rr7jZiSM5EVn8EQQxcbKSlK\no9vNWP2urqU5dy6aO3duGQ1a0g4Pqf344zSCgwP5/fdt2NnZ4+XVkkKFHFi8eKHWsHBas2bp/vYv\nX76kNZMprcyaxXH+/FmtIRpI7YFxcXEhIkL3AsvYBYi+73r+/Nl6g5bLly/SokVLvW16ta7w8DB+\n/XUt3t7Dsbe3p1ChQmzZskkztX/Vqt8oU6YsZcqU1fpOvv66u94hQnt7e9at28TAgb3ZvXsnbdu2\nZ9my1QZP1HfuvEzCTevgwWBiYqK1ytS5MZ07d9Cpx9BFkbE8EXPOVXnz5qVXr77MnevD5Mnj8fBo\nrumx+/33bXqH3D76qD5WVlZZdmzOKLm53CvUkXxa2ZVkZGjdI0Z4Z2mb7O3tad48Ncvd23uE3hu5\nDRrUj5SUFFq0aGV0arShz6CebbFp03bGjp3Apk3bs6Wb0ZQftvoZHrdv3zJa182b/wHwwQf1cXdv\nrmm7+iQ6YoS3Vrk+CoWCSpUq633tTd3M6/x5/es11B5927hNmzbZlohnDlMCLFO2W1rqIETfUEha\n6hNa6dIvT2ilSrlq8kM2bFhHly4d8fJy548/fA0mbBoKjOrUqau3PLMusAwF/D179jV4PDL0neor\nz+gFYtq6fHwWMH78JFQqFYMG9aNLl474+u4CUm+d0KBBI711fPRRA4PrTk24bvb/JcYTrl/NZ1Ez\n9+aCFhYWeHuPBVLvIWXK8dHcc1XPnv2wsLDg779PaW4KV758SQYP1n+Prjd5c0FjpKflFWkj+Ven\nC2bnus3pXn9dSqWSW7duAXDoUAiHDoUYzEV48CAi3WGMjF7BZgVDSaxpf9jqnqX0ghb1VXuFChWN\nLpeeN9mbp4+57dG3jb/6qh2PHz/LymZmiCnb31zqoEUdlOijUqn09rSkHldu6CzfunVbpk79me+/\n/87khOvv4UqxAAAgAElEQVSRI0frzb/JrODR0H6R3pCuqTJr2wwbNpJz50I1wYrapUsXDfZeprfu\n8uUrAHDjhu62SstQ0JKR37h6v/joowYmHSPNPS+cP39WZ+LAs2dxOveGMqWtb5IELXqoI/lXpwtm\n57pfJ4/DXCEh+/nnn7+1ygIC/Pngg1rcu6d9T4yTJ4+nO4yRlW01lyk/bHVPy61bxmcQqYMW9QEt\no7LiRJrd7Xl1G7/pcW5DsiLgV/ecGJtBFBX1hGfP4siXLz+FCjloyg1dgVevXoNixYq/9izEzLyY\nMbZfZMZvPDO3TZUq1XSCFjA8VJbeul8GLdeN3jvrzp1bgHZgChn7TV2/fg0w76LInO1gaN8zdMuO\nnNhzChK0CAzvzK8GLGq57Wmh6f2wTR0eunEj9aBSrtzrBS1Z3XOW29uT2TI7iC5VKjVouXvXcNCS\n9oZjaU946V2BZyThOqsuELJjv8isbVOrlvk9G8bW7eBQWDMB4sGDCIND4urAVX0MSVv3unWb+OWX\neUyb9iMVKlRMd7gnI0GLOQzte3XqvM/Ikd/nmt+/BC3C4M7cqVNXtmzZqFOeU7sNM6p06dThoVu3\nbhq8qlKpVJqu4tftaYGc1RsFOa89OZl6KMBYTsvLYYPXvwKHN7d9cst+kRW9l+XKVeDJk5PcuHHd\nSNCiPxEX1M8l6s60aT/y4MGDdO8snNVBS1b3nGUXCVqEwZ157txfiI6OyjXdhhnl6OhI3rz5ePo0\nlujoKBwcCuss8+jRI2JjYyhQoCBOTvqffyTeDaVKpSbS3r17x2B+l6GT2dveq/WmZMX3Wr58BU6f\nPsn169do1OhjndefPXvGo0eRWFtbGwxqnJycND029++HU7x4Cb3LKZVK/vsvc3LmDHlb9j0JWsQb\nSwDOKRQKBaVLl+HixfPcvn1Lb9DyMp+lfIYegibeHvny5deciCIjH2qespuWoVwHyD29F7lNZn+v\n6uDB0LR5dU9byZKlDB4TU2cLVuHYsSNcuXLZYNASHn6PhIQEnJ2LULBgoUxovX5vw773dp19RIaZ\nM1XxbZReXov6Kijtrf/Fuyu92/mrT2jq/BeR+6hz19S//VcZC0zTeu+91FscXLmi/746ANeupT6k\nM6t6Wd4mb+cZSAgzpTftObNmDom3gzoYSS9o0ZfrIHKHtDOI9HmZt1TGaD2VK6cGLVev6r9beOo6\nsjaf5W0iQYsQpD/tWZ0kJ0GLAOM3mFOpVGmCFuNX4SLnUt8d+/btWzp3Bgb9Nw/UR93TYugOxpD2\n+CJBS3okaBECKFOmDGDK8JAELcL4DKJHjx4RH5/6EMoCBQpmd9NEJrGzs6NkyVIkJyfrnd5u6MZy\nr1IHLVevXjH43KZr11KDlooVJWhJjwQtQmA8pyUlJUVzC/+yZctnY6tETqXuQbl9W9/J7BYg+Sxv\nA3Vei74hIlODliJFiuDg4EBsbAwREff1LqMeHpKelvRJ0CIEULKkKwqFgrCwuzpdwWFhd3nx4gUu\nLsXIly/fG2qhyEmM3WDuZRKuDA3lduXLp16kGA9ayhitQ6FQpEnGvazzelxcHOHh98iTJ4/kQJlA\nghYhABsbG4oXL4FSqSQsTPtOwJn1zCHx9lAHJGFhd3We52LqFbjI+dS/+evXtYOW6OgoYmNjsLe3\nx9HRMd16KlWqAuifQaQeei5XrrzBh2aKlyRoEeL/GRoienlQkXwWkcre3h4nJ2eSkpJ0uvxf3lhO\nelpyO3UO26vTng09psGQSpUqAfpnEEkSrnmyJWg5ffo0HTt2pG7duri7u7Nlyxa9y+3du5fPPvuM\n2rVrM2DAAB49epQdzRMCeDnt+dUZRDJzSOjz8sGJ2sm46iEj6WnJ/QzltKhzmUzdxi97WnSHh7L6\n9v1vmywPWmJiYhg0aBDdu3fn1KlTLFiwgLlz53L06FGt5S5fvsykSZOYO3cux48fx8nJibFjx2Z1\n84TQMNTTkvZuuEKoqYeI1Im3aurhIUnEzf1KlXIlT5483L8fTlxcnKbc3CHASpVe5rS8OoPo+nW5\nsZw5sjxoCQ8Pp0mTJrRu3RoLCwuqVavGRx99xJkzZ7SW8/Pz47PPPqNWrVrY2toyatQoDh8+LL0t\nItsYHh7KvAclirfHy2Tclz0taXOiJBE397O0tNTcr0U9gxBeBqqmBi1FihSlUKFCxMREExERofWa\nOl9GghbTZHnQUqVKFXx8fDR/x8TEcPr0ac1dAtX+++8/KlR4eVJwcHCgYMGC3Lyp/2ZfQmQ2fUFL\nQkICYWF3sbKySneWgHi36LtXy8OHD0hMTMTR0VFmmr0l9N3O39zetLQziC5cuKApz44HJb5tsjVV\n+enTpwwcOJBq1arh5uam9VpCQgK2trZaZXZ2diQkJKRbr4ODPVZWlpnaVjVn5/xZUq94PVmxXerW\nrQHA7ds3cXLKh0Kh4Pz526hUKsqVK0fx4roPUhQvvWu/lRo1Uk9C9++HaT77tWvnAChbtmyO+T5y\nSjtyqxo1qhIQ8AcREXc132V4eBgAtWtXNfn7rV27JidPHufixYu4u7sDqflQ8fHxFClShIoVpWfO\nFNkWtNy9e5eBAwdSqlQp5s+fr/PgPVtbW54/f65VlpCQgL29fbp1R0XFZ2pb1Zyd8xMZ+TRL6hYZ\nl1XbRaWyIW/efMTGxnLt2h0cHApz6tRZAMqUKSf7ghHv4m+lQAFnAG7cuKn57KGhqVNaixcvlSO+\nj3dxu2S24sVTe1NCQy8QGfkUlUrFrVu3AMif38nk79fVNXWY6cKFC5r3nDjxD5DamyPbSZuhYDBb\nZg9duHCBL7/8ksaNG7NkyRKdHhVITXJMOxT05MkTYmJiJPlRZBuFQqHz4ET1nSplurN4VcmSpYDU\nq+7k5GQg7bCBXDW/LV4+ODH1WBAZGZmhxzSoZxBdvHhRUyYPSjRflgctjx49om/fvvTq1YuxY8fq\n9LCotWrViqCgIE6fPk1iYiJz587lk08+wcHBIaubKITGqw9OlKc7C0NsbW0pWtSF5ORk7t8PB+Tp\nzm+jl9Oeb6BSqdIk4ZYxqx71DKILFy5oZhBdu6aeOfRe5jT2HZDlw0M7duzgyZMnLF26lKVLl2rK\nu3fvTlRUFABTpkyhSpUq/PTTT4wfP57IyEjq1avHjBkzsrp5Qmh5NRlXghZhjKtraR48iODu3TuU\nKuWa5v4d0tPytnB2diZ//gLExETz+PHjDD+moWhRFwoWLERUVBQPHz6kaNGiaWYOyfHFVFketAwc\nOJCBAweatKyXlxdeXl5Z3CIhDHs1aJGnOwtjSpVy5dSpE9y5c5uGDRtrbiwn92h5eygUCsqXL8+/\n//7DjRvXM/yYhtQZRJU4deoEV65comjRojI8lAFyG38h0ihTpgyQGrRERT3h8ePH2NvnxcWl2Jtt\nmMiR1CeuO3duk5KSwr17qbNKJKfl7ZJ22vPrPFuqcuXUvJarVy/z7Nkz7t0L+/8HJZbJtLa+7SRo\nESKNtD0taW8qZ8rzRcS7J+29WiIi7pOUlISzcxHs7OzecMtEZnqZjHtdMwSofoyDOd57L/UZRJcv\nX9b04pYtW04elGgGCVqESKNkSVcUCgVhYXc1zwmRGWzCEHWPyt27dyQJ9y2mHr5JHR66BZifiAsv\nZxBdvXpZHpSYQRK0CJGGjY0NJUqURKlUcuhQCCDTnYVhL58/dFuTByVJuG8fdU/LtWtXNEOA6inv\n5nj5DKJLmplDFSvKzCFzSNAixCvUQ0QHDx4AJAlXGFayZCkUCgXh4fe4eTN1OFGScN8+5cql9rZe\nvXpFMwRoyo1PX+XiUowCBQoQFRXF8eOpDw2WJFzzSNAixCvUQUt0dDQgQYswzNrammLFiqNUKjlx\n4jggw0Nvo3z58lO0qIvm74xuY4VCQbVq1QA4duwIIMcXc0nQIsQr1EGLmhxUhDHqIaLTp09q/S3e\nLmmPAxlJwlWrWrUqACkpKYD0tJhLghYhXpE2aHFycqZgwUJvrjEix1NfdScmJgKvd0ITOVfaoOV1\npiire1oAnJyccHCQB7GaQ4IWIV6RNmiRXhaRnld7VkqUMD9BU+R8Zcu+nEUYF/cUpVKZoXrUPS0g\nM4cyQoIWIV6R9irK1tYuwwcn8W5IG+S6uBTDxsbmzTVGZAmlUsnevXs0f69atZyePbtk6NhQpUoV\nzb/t7e3l+GImCVqESEOpVPLdd99q/j50KCTDByfxbkjb0yJJuG+nkJD9nDlzWqssIMCfkJD9ZtWj\nVCr59tuXx5eDBw/I8cVMErQIkUZIyH4CA/21yjJycBLvjhIlSmr+bWWVR05Ab6HQ0LN6y8+dCzWr\nnpCQ/fj6+mqVyfHFPBK0CJFGZh2cxLtBqVQyYcJYzd9Hjx6WK+e3UM2atfSW16hR06x65Pjy+iRo\nESKNzDo4iXdDSMh+goL2aZXJlfPbx83NA09PL60yT08v3Nw8zKpHji+vT4IWIdLIrIOTeDfIlfO7\nwcLCgnXrNrFp03bGjp3Apk3bWbduExYW5p1C3dw8aNOmjVaZHF/MI4+WFCIN9cEpJGQ/586FUqNG\nTdzcPMw+OIl3g1w5vzssLCxwd2+Ou3vz16pj165dbN26U44vGaRQqVSqN92I1xUZ+TRL6nV2zp9l\ndYuMk+2S87yr20SpVNKzZxcCAl4mb3t6emXoKjwrvKvbJSeTbWIaZ+f8esulp0UIITJIeuaEyF4S\ntAghxGvIjGEDIYRp5HJACCGEELmCBC1CCCGEyBUkaBFCCCFEriBBixBCCCFyBQlahBBCCJErSNAi\nhBBCiFxBghYhhBBC5AoStAghhBAiV5CgRQghhBC5ggQtQgghhMgVJGgRQgghRK4gQYsQQgghcgWT\nHpioUqk4duwYJ0+e5MGDBygUCooVK0aDBg2oW7cuCoUiq9sphBBCiHdcukHL9u3bWbZsGfb29lSv\nXh1nZ2dSUlK4c+cOe/fuJSUlhW+++Yb27dtnR3uFEEII8Y4yGrT069eP8uXLs3LlSsqVK6d3matX\nr7J582b8/f1ZvXp1ljRSCCGEEEKhUqlUhl68e/cupUqVMqkic5bNbJGRT7OkXmfn/FlWt8g42S45\nj2yTnEm2S84j28Q0zs759ZYbTcRNG4Q8e/YMgJSUFPz9/Tl27JjBZYUQQgghMptJs4d8fX355JNP\nAJg9ezbTpk3D29ubFStWZGnjhBBCCCHUTApaVq1axeLFi0lKSmLbtm0sXryYrVu3smHDhqxunxBC\nCCEEYOKU54iICOrXr8/x48extbWldu3aAMTFxWVp44QQQggh1EzqaXFxcWH//v1s2rSJRo0aAalT\nocuUKWPWykJDQ2ncuLHB1wcMGEDNmjWpU6eO5j8hhBBCCDCxp2XMmDGMGzcOGxsbVq9ezdGjR5k9\nezaLFi0yaSUqlYrff/+dn3/+GUtLS4PLXbx4kY0bN1KjRg3TWi+EEEKId4ZJQUvDhg35888/NX8X\nLVqUv/76izx58pi0kmXLlrFv3z4GDhzIypUr9S7z+PFjnjx5wnvvvWdSnUIIIYR4t5j87KGtW7fS\nrVs3WrRowYABA9i3b5/JK2nfvj179uwx2oNy8eJF8ubNy4ABA6hfvz6dOnXin3/+MXkdQgghhHi7\nmdTTMm/ePPbu3Uv37t1xcXHh3r17zJ8/n0ePHtG7d+9031+kSJF0l0lMTKR27dp4e3tTunRpduzY\nQb9+/di3bx/Ozs6mNFMIIYQQbzGjd8RVq1+/Ptu3b9e6gdzNmzfp3r07hw8fNnllJ06cYOjQoZw4\nccKk5Vu3bs2AAQNo1aqV0eWSk1OwsjKcKyOEEEKI3M+knhZLS0sKFCigVVakSBGjSbXmCggIQKlU\n4uXlpSlLTEzExsYm3fdGRcVnWjvSktst50yyXXIe2SY5k2yXnEe2iWkydBt/tZ49ezJ48GD+/fdf\nnjx5wuXLl/H29sbDw4Pr169r/nsd8fHxTJs2jevXr5OUlMSqVat4/vy5Zoq1EEIIId5tJvW0zJkz\nB4BOnTrpvLZ+/XoAFAoFly5dMmvlEydOBGDKlCm0a9eOyMhI+vbtS3R0NFWrVmXlypXY29ubVacQ\nQggh3k4m5bTkdPKU53eLbJecR7ZJziTbJeeRbWKa1xoeiomJYdSoUdy4cQOARYsW8f3338tt/IUQ\nQgiRbUwKWsaPHw+Ao6MjAG3btkWlUjFp0qSsa5kQQgghRBom5bScPHmSI0eOaO6AW7JkSX766Sc+\n+eSTLG2cEEIIIYSaST0ttra2hIeHa5U9fPiQvHnzZkmjhBBCCCFeZVJPy5dffkm/fv3o1q0bLi4u\nPHjwgPXr1+udTSSEEEIIkRVMCloGDx6Mo6Mj/v7+PHr0iKJFi9K/f3/at2+f1e0TQgghhABMDFqe\nPXtG586d6dy5s1b5oUOHaNKkSZY0TAghhBAiLZOClp49e7Ju3Try5csHQFRUFFOnTuXAgQP8+++/\nWdpAIYTIaUaOHEpoaOpT6F+8eIFCodBMVGjWrAXe3uOMvv/ff8+wePF8bt++jYODA1279qBNmy8A\niIiIYN68mYSGnsXaOg9ubs0YNGiopn6AlJQUxo0bRYMGjWjbtoOm/MyZ0yxcOJd79+5SvHgJJk+e\nRNmyVTL74wsT/fTTBA4c2M+OHX44OaU++Hfnzp2MHz9e84galUpFiRIl6dChE61btzWr/sTE5/Tu\n/TXt2nWkffuvAHj69CkLFszmxIljqFRKPvqoAcOGeWsexbNt2yY2bVpPfHw8jRt/grf3OOzs7DLx\nU2ctkxJxq1atSo8ePYiNjWXPnj20aNGC6OhofH19s7p9QgiR48yZs5D9+w+zf/9hPv64Cd269dL8\nnV7AEhMTzZgxI+nU6WsCAg4yefI0lixZyJkzpwH48cfxFCtWgj17Ali9eiPnzp3lt9/WaN5//344\no0eP4MgR7YfVPngQwbhxo+jduz9BQf+jc+duDBkyhBcvXmT+FyDSFRsby9GjR2ja1J3du3/Xeq1i\nxUqa/SUo6H8MGTKC5csXsWvXDrPWsWjRAu7evaNVtnDhHOLj49myZSdbtuwmLi6O+fN9ADhy5DCb\nNq1n4cJl7Nz5B7GxMSxevOD1Pmg2MylomTJlCh988AHu7u74+PgwYcIEVq9ejaura1a3TwghzKJU\nKgkODmTu3FkEBweiVCqzvQ0pKSl4eHzM+fOhOq9FRETw8cdN+OyzZlhYWFClSjVq167D+fOhJCYm\nkjdvXnr06IO1tTVOTk54eDTX1JOY+Jw+fbrx3nuVqFq1ula9+/btpX79RnzyyacoFAo8PVuyZs0a\nFAqFThuUSiWrVy/n88898fT8lHHjvImNjSU5OZnGjeuxceOvtGrlgZfXZ6xcuRT1jdNPnDhG9+5f\n4en5KT16dGL//oAs+PayhkqpRBV6CqXfZlShp1Bl8X4REPAHtWvXoV27jvj67iIpKUnvchYWFnzw\nwUcMHjyc1auXa/bXr7/+kqCgfQbrP3bsCNevX6F69Zpa5UplCr169SVv3nzky5eP1q2/4Ny51P0n\nMNCfVq0+x9W1NPny5aNv328IDPQnJSVFp/7ExETmz59Nq1bueHl9xvTpP5KYmMj9++F4eHzMunWr\n8PRsyuefe7Jt22bN+4KCAujU6Qs8PZvSt293Tp48bvZ3Z4zRoCXtwxA7dOhAo0aNcHR0pHz58pny\nkEQhhMhMSqWSnj270KVLR37+eSpdunSkZ88u2R64WFpasn//YZ0TCkClSpUZP36y5u/Y2BjOnTtL\nhQrvYWNjw+zZC3FwcABShw6OHv2LChXeA8DKKg8bNmxjwIDBWFpaatV79eoVHB2dGDPmO7y8PmPg\nwN6oVCqtYSW1Xbu2s39/AIsWrcDXN4g8eaxYsGC25vVjx46wadMOli9fS0DAH+zduweA6dMn06/f\nNwQE/MmQIcPx8ZlBfHz8a39fWU2lVKJcNBXl/Emodq1HOX8SykVTszRw8fPbRcuWbahRoxaFChXi\n4MFgo8t/9FEDoqOjuHPnNgAbNmyjWbMWepeNjo5m/nwfxo//EQsL7dP4hAk/UbFiJc3fR478jwoV\nKgJw+/YtypQpq3nN1bU0CQnxREZG6qxjzZoVXLgQyrp1m9m+fQ8REfdZt24VAAkJCVy/fo1du/yZ\nOXMea9as4Pjxozx//pwZM35k8uTpBAQc5IsvOjBz5lQy82lBRnNaWrVqhUKh0Flh27ap424ZeUii\nEEKYo0uXDgQHB2X4/QEB/ri4FDJpWXf3ZmzaZF4X/et4+vQp3t7DqVatJg0aaD/RXqlUMm+eD/fu\nhfHjjzOA1GCocGFHvXXFxsZw6tQJZsyYzdSps9i1awcDBgxg48bfNfmIasHBgXTs2JlSpVJ7y4cP\nH010dJTm9W++GUqBAgUpUKAg7dt/RXBwIK1bt8Xa2oagoADy5s1HnTr1CAg4qHPSzC4p8ydB6KmM\nV/DvcZR9W5m2bM0PsBz+o8lVnzt3lri4OBo0aAxA27Yd+P13w0EIQIECBYHU7ZieWbOm0anT15Qs\nWcrocps3b+DgwWCWL18HwPPnCdja2mpeV/87MfG5znuDgwMZPnyUJhfnhx9+1OotGjZsJHZ2dlSu\nXIUWLVoRHBxI7drvY21tja/vTpKTW9O8uRdeXq319vZllNGg5fLly5m2IiGEEC/duxfG6NHDcXUt\nw+TJ07QO7AkJCUyZMoE7d26xaNEKChVKP+iytramUaOPqVfvQwA6duzE1q0bOH8+lPr1G2ot++TJ\nE4oUKaL528HBAQcHB5KTk4HUu56rFSlShMePHwMwb95iVq9ezsSJY3jxIom2bdvRv/9grKxMmtPx\nzvD13UVMTDRffOEFQEpKMjExMVy+bPgiPzo6GiDdbf3HH748f/6cL77oYHCZlJQUFi6cw8GDB5g/\nfymlS5cBUoOUxMREzXLPn6cGK/oScaOinuDsXFTzd5Eiqf++fz8ca2sbnJ1f7j/OzkW4ffsmtra2\nLFy4nF9/Xc3Ikd9iZWVFp07d6Natp9HPZA6je9rmzZt1pjnro1Qq2bx5M127ds20hgkhBGBWz0dw\ncCBdunTUU8d23N2bZ2azXsulSxfw9h6Gl1drBg78Vqu3IiYmmhEjhlCgQAGWLVtL/vz6n3b7KlfX\n0kRGPtQqS0lJ0ds17+xcRGtIICzsLvv3B9CtWy8AHj16RMGCqSfPiIj7FClSVJPPMGnSVJRKJefP\nhzJu3CiqVKlG06buZn8Hr8ucng9V6CmU83WflWcx/EcUNT/IzGYRFxdHSMh+5s9fQokSL4O/BQvm\n8PvvW/nkk0Z633fixFEcHZ0oVaq00foPHAji/PlzeHp+CqQGuJcuXeDmzZuMGjWGxMREfvhhNA8f\nPmTFinW4uBTTvLd06bKa4SeAO3duky9ffk1vSlpOTs48evQQSJ19dvnyRc6fD6VRo0948SKR2NhY\nzYykBw9S95Fnz+KIj3/G9Ok+JCcnc/r0ScaNG0WdOnWpXr2GSd9feoz268XHx9O2bVtWr15NWFiY\nzuu3bt1ixYoVtGnThoSEhExpkBBCZJSbmweenl5aZZ6eXri5ebyhFul69OgR3t7D6Nq1J4MGDdMK\nWFQqFWPHjqJoURdmz15ocsAC4OnZkmPHjnL8+FFSUlLYtm0TKpWKOnXq6izr4eHJ9u2bCQ+/R2Li\nc1auXEp4+D3N66tWLSM+Pp47d26xc+d2PD1bAjBhwhj8/f1QKBSaE506uMnRqteF2vW1y2rXTy3P\nZIGBf1CypCs1a9bG0dFJ81+rVp9z4EAQUVFRWsunpKRw7NgRli9fTL9+36Q7lDJ37iKCgg4REPAn\nAQF/UqNGLQYNGsqoUWMA8PGZTnR0FEuXrtIKWCB1Ov6ePTv5778bPHsWx+rVy/Dw8NQ7xNesWQvW\nr1/HkyePiYuLY+nSRTx58kTz+vLli3jx4gUXL54nMNAfT8+WJCQ8Z+TIoZw4cQwrKyscHZ0AhSa4\nyQxGe1r69OlDs2bNWLVqFa1bt8bW1hZnZ2eUSqUmSvfy8mLFihUUL1480xolhBAZYWFhwbp1mwgJ\n2c+5c6HUqFETNzePbM+7SElJwdPzU+bNW6yTjOvnt4vo6GjWrFnOmjXLNeWdOn1N3bofEBr6L9bW\nNrRo0VTzWpUq1Vi4cJnRdVauXJVp02axfPkiJkwYg6traZYuXaqVw6DWunVboqOj+PbbAcTHx1O/\nfkOGDx+leb1oURe6du2AUplCp07daNbME4Bp02axaNE85s3zIW/evHTq9DXvv18vQ99RdlJYWGAx\n5Ac4/zeq2zdQlC4P1euiyIL9wtd3t95evXr1PqRgwUIkJydz7doVPDw+BlKTq0uWLMnQod9pve/r\nr7+ke/deRvNgXhUZ+ZCAgD+wtrbm8889NeUFCxZixw4/Gjf+5P+nzA8nLu4pDRo0ZvDgYXrr6t69\nNwkJCfTq1ZWUlGQ+/dSdXr368ehR6rnfzs6e9u1bYWtry7Bho6hd+30AJkz4kYUL5/Dw4QMKFXLg\nu+9G4+pqvPfIHAqViWm9SUlJXLhwgYiICCwsLHBxcaFatWo6GexvQmTk0yyp19k5f5bVLTJOtkvO\nI9skZzJ3uyQnJ/Ppp/XZuHGHJg9CZK7c/lu5fz+cjh3bEBT0P+zt7bNsPc7O+nsZTc6eypMnD7Vr\n1860BgkhhBBCmOPNzFUTQgghhDCTzFMTQggBgJWVFX/9dfpNN0PkYMWKFX+j+4j0tAghhBAiVzA5\naLl9+zbz5s1j7NixxMTE8Pvvv6f/JiGEEEKITGJS0HLo0CG+/PJLHj58SGBgIM+fP2fBggUsX748\n/TcLIYQQQmQCk4KWOXPmsGjRImbMmIGlpSVFixZl7dq1bN68Of03CyGEEEJkApOClvv371OvXuoN\nhNR36ytbtizPnj3LupYJIYQQQqRhUtBSuXJltm7dqlW2b98+KlWqZOAdQgghhBCZy6Qpzz/88AN9\n+iJABKQAACAASURBVPRhy5YtxMfH061bN/777z9WrVqV1e0TQogcqXHjetjY2GBhYYFKpSJv3rw0\navQJAwd+q3nWyrRpk9m/P4A8efIAqY8ZqFixEv36DaJWrfRv1vnbb2tYv36tVllCQgL9+w+ie/fe\n3L8fzs8//8TFixdwdHTi229H0KhR6u3ho6Ojady4ntYTfJs1a4G397jM+gpEOn76aQIHDuxnxw4/\nnYcSPnsWR9u2XtSqVZvZsxeaXGdUVBTz58/i5MkT2NnZ0aHDV3Tp0h2AFy9esHDhXP78M5ikpCTq\n1KnLyJFjNE9knjt3Jn5+u7Weyr1+/XZcXFwy4dNmD5OClkqVKhEYGMihQ4cIDw/H2dmZTz/9lIIF\nC2Z1+4QQwixKlZKTkce5FnuFigUq8aFzfSwUWXN3h5Urf6VcuQoAPHgQwZw5P+PtPYylS1drnnfU\noUMnhgwZDkBi4nP++MOPkSOHsHjxKipVqmy0/u7de9O9e2/N33v37mHLlg20b/8lkPoAw3r1PmTO\nnF84deoEkyaN47fftuLi4sK1a5epWLEia9dK7iGASqni4aUoosPiKFQyH0WqOKCwMP5wwtcRGxvL\n0aNHaNrUnd27f6dv34FarwcFBVC/fkNOnTrOvXthWk+ENmbatNSnVW/duosXL5IYPXo4trZ2tGvX\nkXXrVnHr1n9s2vQ7dnb2+PhMZ948H6ZP9wHg2rUrTJz40xt5KndmMemXPHz4cPLmzYuXlxd9+/bl\n888/p2DBgvTt2zer2yeEECZTqpRM/HsM406PYu3VlYw7PYqJf49BqVJm+bqLFnVh8uTp3Lz5H0eP\n/qV3GRsbW9q164ibmwe//bYagIiICDw8PiYiIsJo/Q8fPuCXX+byww8/kjdvPm7dusl//12nV6++\nWFlZ0aBBI2rXfp8DBwIBuHr1CpUrGw+K1B48iGD06BE0a9aEtm1bsGXLBgD8/f0YNmwQP/wwGnf3\nxnz99ZecPn1S874lSxbSpk1zWrXy4LvvvuXevTCT1pfdVEoVJ1df4viKi1z2v8PxFRc5ufoSKqVJ\nj97LkICAP6hduw7t2nXE13cXSUlJWq/7+e3Cw8OTpk092Llzm9ZrPj7T8fGZrlNnQkICJ04c49tv\nv6NAgYI4OTnRtWsP9u7dA0CfPgOYM2chBQoUJD7+GfHxzzRP4VYqlVy/fo2KFU1L69i1awcdO35O\ns2ZNGDbsG8227dChNWvWrKBdu5Y0b96EmTOnkZiYCKQGRf3798TT81M6d27H5s0bzPvSTGCwp+Xe\nvXts3LgRgAMHDjBr1iyt1+Pi4jh37lymN0gIIdIae2okJyKPZfj9Rx/+hfu+xiYt+5FzA2Z8MCfD\n67K3t6dGjVqEhv5L48afGF7PRw2YP382AC4uLuzffzjdupcvX4yHhyeVK1cF4PbtW7i4FMPG5uVT\nnF1dS3P79i0gNWh59OgBXbq059mzOOrXb8SQISPIn1/3QXQTJoyhfPmK+PoG8uhRJIMG9dX0IP39\n90kGDRrG5MnTCQrax7hx3mzdupsbN64RErKf9eu3kjdvPmbPnsGaNSuYMGGKyd/X6zi+/AIPLkZl\n+P0R55/gO+KIScsWrepA/QHVzKrfz28XAwYMpkaNWhQqVIiDB4M1T2y+dOkCjx49omHDxhQpUpTh\nwwfRt+83mqE8Q0N4KpUSlUqltc0tLBSEhd0FwNLSEktLS9asWcHatStxcnJm0aIVAISF3SExMZHF\ni+dz7txZnJ2L0LfvN5rhxLSOHz/KihVLmDNnIZUqVWH58sX89NNEli1bA8CBA0EsWbIKa2trRo8e\nwZo1K/jmm2+ZN8+Hpk3d6dz5a/777wbffNObRo0+ztSnPBvsaSlRogQqlYqoqCjN/9P+BzB//vxM\na4gQQrwNChQowNOnsekuExsbY3KdERH3+fPPA3z9dS9N2fPnCdja2motZ2trS2LicwDy5cvHRx99\nxLJla1m7dhORkZHMnq179R4efo+LF88zePAwbG1tKVmyFAsWLNVckZcs6UqXLt2wsrLCy6s1xYuX\n4OjRw+TJY01U1BP8/HYTHh7G6NHjsy1gyenOnTtLXFwcDRqkBstt23bg999f9qb4+u6mRYtWWFlZ\nUblyFUqVKkVgoH+69drb5+X99+uxbNkvxMXFERn5kK1bN/HiRaLWcl279iA4+DBNmrgxcuS3JCcn\nExv7lDp16tKlS3d27w6gV6/+TJw4hhs3ruusJzg4kBYtWlK1anUsLS3p1asfw4eP0rzeo0cfXFyK\nUbiwI9279yY4OLV3z9ramqNHD3PkyGGKFy/Bvn0HMzVggXRyWr7//nsgNaelZ8+embpiIYQwhTk9\nH8cfHmXc6VE65dPrzaZ+kYaZ2SyDYmKiKVrU+LBMdHQ0hQoVMrnOgIA/+PDD+loJk6kBivbJ6vnz\n59jZ2QOpV+vOzvmJjHwKQP/+gxg8uC9KpVKTbwPw5MkT7OzsyZcvn6asbNlymn+/mmtRpEgRnjx5\nTMuWbRg3bjK7dm1n1apluLgUZ+jQ72jY0LRerddlTs/HgwtPOL7iom4d/atStFrhzGwWAL6+u4iJ\nieaLL7wASElJJiYmhsuXL2FvX43g4EAsLS3Zt28vAPHxz9i5cxtt27ZPt+6JE39i3rxZdOrUliJF\nitK8uZemp0XNxsYGgMGDh/F/7J13eFRV+se/dybJZNLbpJCEhFQCARJCCR1BQaUpoCAKyKqAK+rq\nz7KWRQT7LigrKgK60mwUUcCGSoeETkgljZCeTHqZTMrc3x9DJrlz753MJDMhgffzPDyac8+ce/r5\nnveUu2/fbmRmZiAychDWr/9M52f8+ImIiRmBU6eOIzg4hPP78vJyBAeH6v6Wy+U6Cx8A+Pr66/6/\ntT4AwKpV72DTpk+wdu17qKyswOTJU/Dccy/Bzs7OqHwzBqM24j766KOIi4tDcXExWFa7BtjU1ISs\nrCydsCEIgrjZjFDEYrTnWJwqadtTMtpzLEYoYrvl/fX1dbhyJQHz5j1s0F98/GlERcUYHe7Jk8fx\nwAMPcdwCAvqhsLAQjY2NsLGxAQBcv56DoUNjoNFosGnTp1iyZCFkMu2BicZGNaytrTmCBQAUCgVU\nqnrU1tbqhMuhQ7/C0VF7AkqpLOX4LyoqxOTJU1BcXIS+fQOwYcMm1NfXY+/e77Fy5T/x229HIZVK\njU5bd+AZ4QrvSDcUJZbr3Lwj3eAZ4Wr2d9XW1uKvvw7ho48+5Qi+9evXYs+e71BQMAJ9+wbggw8+\n1D1raGjAokXzcOHCOQwdOsxg+JWVlXj99dW6paR9+3YjLExrFXvnnTcRETEQ998/FwDQ0tIClmXh\n4OCAc+fOIC8vlyOMGhvVurrTHoVCAaWyRPd3XV0tvvxyM5YvXwGAWyeKigrh6ekFlmWRlZWBZ575\nP7z00mvIyEjHqlWvYs+e77Fw4aPGZl+HGLURd9WqVXjqqaewfv16rFu3Dhs2bMDKlSuRn59vtogQ\nBEF0FQkjweqY9/DOsP/gb2FL8c6w/2B1zHsWOz3UnoKCfKxa9Rr694/AiBHCIqmhoQG7dn2L48eP\ncE4FGaKxsRHp6WmIjBzEcQ8M7IfAwH7YsuUzNDY24vTpk7h48TzuuONOSCQSJCYmYN26dVCpVCgr\nU+Lzzz/BPffM4IXv5eWNIUOisXHjBqjVauTmXseGDR/phEdmZjp++eUAmpubsX//PiiVSowaNRbJ\nyYl4+eXnkJ+fBzs7Ozg4OMLR0anHCRYAYCQMRjwWgdilA9B/WgBilw7AiMciLHJ66LffDsLPry8G\nD46Cu7uH7t/06bPw55+/Y8uWLZgy5W7OM19fP4wbNxF79nzXYfgff7wOW7d+odtYu337V5g1SytE\nBgwYiG++2Y7CwoIbn9v5DwYPjoKvrx8kEgk++eQjXL58ES0tLfj991+RnJyESZPu4r1jypR78Ouv\nB3H1aiqam5uxbdv/kJycqDu6v2PHV6ioKIdSqcS2bV/i7rungWEYfPjhB9i5cyuam5vh4aEAwzBm\nP2XMsK2mEwOMHDkSX3/9NSoqKrBz5058+OGH2Lx5M5KTk/Hhhx929HOL02r+NDftTatEz4HKpedx\nO5ZJ+3taGEYCZ2dnjB8/kbOhUv+eFltbOfr3j8Bjjy3TmduLioqwcOEDovdlFBTk48EHZ+HPP0/q\nzP6tFBUV4oMP3kZS0hW4ubljxYq2e1pKS0vwySfrEB9/BgzDYPLkKXj66ecEZ9ZKZSnWrn0fly9f\nhK2tLRYtWoL77puLn3/ej507tce6z56Ng59fXzz//EsYMCASALBly0bs378P9fV16Ns3EM899xJP\nXN1uLF78EO68cyrPuqDRaDBlyng0NjZi796DvHtb4uNP46WX/oHvv/8R27ZpN7wKbcjNz8/De++t\nQVpaKpydXfDII4sxa9ZsAADLsvjqqy348ce9aG5uwvDhsXj22Rd0S5EHDuzDjh1boVSWom/fADz9\n9POIjha2+B048CN27NiKiooyDBo0BC+++Cq8vLwxd+4MDB8ei/Pnz6C2thbTps3EsmVPwcrKCpmZ\nGVi79j1kZqbD2toad911D1as+EenhKxCwd8wDpggWuLj41FZWYl58+bht99+Q2NjIyZNmoQTJ4SP\n9nUnJFpuL6hceh5UJj2TrpbLzz/vx5493+OLL7abMVa3N729rcydOwPPPfeS4KkjcyImWoyymfr6\n+iIxMREuLi6oq6tDeXk5GhoaoFKpzBpJgiAIgiAIMYzaiPvYY49h0aJFOHDgAObMmYOHHnoIVlZW\nGDu2e3aJEwRBEARBGLU8VFdXh8rKSnh5eUEqleLgwYOora3F/fffz1tjvRnQ8tDtBZVLz4PKpGdC\n5dLzoDIxDrHlIaMsLdOmTcOBAwd0H1maPn26+WJGEARBEARhBEbtabG3t0dxcXGXX5aQkGBwSenA\ngQOYPHkyoqKisGzZMiiVyi6/kyAIgiCIWwOjLC3+/v6YO3cuIiIi4OHhAYZpO9u+fv36Dn/Psiz2\n7NmD9957T/ToU2pqKt544w18+eWXCA8Px5o1a/DKK69g8+bNRiaFaE93f9GUIAiCICyNUaIlMjIS\nkZGRnX7Jxo0b8csvv2D58uWiImT//v2YPHkyhgwZAgB44YUXMGrUKCiVSnh4eHT63bcjrV801b/9\n0VKXKREEQRBEd2CUaFmxYkWXXjJnzhwsX74cZ86cEfWTlZWF6Oho3d+urq5wdnZGdnY2iRYTKUmp\n4AgWQPtF05KUCrN9Z4MsOT0bKp+bD5UBYQ46U49u5bpnlGjpKp6enh36Uan4XyyVy+V0F0wnUGYI\nfz22Mr/OLKKFLDk9Gyqfmw+VAWEOOlOPbvW61y2ixRhsbW3R0NDAcVOpVEZ9HdLV1Q5WVpb53oXY\nsSt9WA2LvMulUF6rhkegE/yGKG5KBWlubEFJcoXgM5mV1Oj0GCL3YomgJUdd0AD/6I4FqjkwRzp6\nIuaoR4bKx2+IwmL1tLvK5Ga1NVPe2xPaSCvGlEtP6b96At2RF8a2lc7Uo55U9yxBjxEtwcHByM7O\n1v1dXl6OqqoqBAcHd/jbiop6i8RJ6Dy9kNkNQKfUsLnNdyzL4vzWNFQX1UNqLUFLk4bz/PL+LNj5\nyLv8ZdOcpFJh92QlbP3kXQrbGMTuOejtJlFzzJBYDYsLP2YIPju88TJk9jaoKWprL+aqp61lYs4y\n6EltzdSyEWsj2ZdLuqWNtKLfVoTyQtOiQdznyVCmt1lob/bM3NL16GZaKUy5pyXrovCpXUN9beaF\nIpN/I8bN7FO7dE9LK4WFhWi9i87W1hZububZHwFo73555JFHMGfOHAwaNAjr1q3D+PHj4epq/k+H\ndxahCu3sZw9rOymUV6s5fg3tIbFUw7j6Wy7yLyphJZNi7LOD0FDZiMr8Ojj72qE0rRJZRwsRvyUZ\n/e8NgKZZ0+lK6OLnIOzua9/puAsh1mBYDYvipPIeMZh1JQ367oUJZV3ai9RY14QLO66i9Krw8mBj\nTTMaa5qNDt/UemrIPwCT8looLPcQJ7j0dTApj8zV1kzdJybWRnLiiuAb7QGnPuZpK10dkKU2ErQ0\nanh+b+YeuI7KzFxhAfw6WZxSbvH9gMZSmVeLnDhhASL20XJ1TSPyzgsLZlP7Z3O2Z3NiULRoNBp8\n8MEH8PDwwOOPP46pU6eiqakJLMvC0dERBw8eNGq/ihgrV64EAKxevRoRERFYs2YNXnvtNZSWlmLY\nsGF49913Ox22JRDquKry6kT9i+0hMedG2dYGfP1sCQouau+1GbY4HM6+DnD2hS48rwFuaFK1IPdM\nCZJ/uqb7fWc6cI8wF0FLjlRm1LU/omnoSIR4DXDFkHkh+HVLCvKvlOnc5S42YKwY1CvVnHCLEsuR\nd74UfjEKi87YDbnHb05GcbvlOq+Bbhjxt/44+79UzrtlDtZQ1zUJvrcoqRyK/i4oTa0UfXdhYjkK\nE5RorG2GlVwKR085KnJq273XFVJrKQou8e8+6kw99Yxw5aTZY7yDqP9z21JRnVeH2tK25V/PCFfE\nLh0gmH+K/i7IOV3EC6ssoxplGdzJge5ZVjUvTp4RrihKEh+EhPzrx8fZzx5gGCTsyhR8r1jeeUa4\nwsHTFrUlbWm2spVCXd2Eo+suIWh8H1jJpF3q8E0VZAUJSl5eCAmWVpL2X4PcXQZVmdoksdnVtiZW\nj+K3JCNglBeunSrmLIF3JqycuCIUJ3Gf2XvYorG+WT8IAIb3A5pr8tM+nOaGZmQdK4SmmYWVXIpm\nVQvH79Xfc+EZ7goX/zZxrK5twslPEtFQ2QgrmRTN6rbfKMJcDFrY9dPgHuqM9EN5gnl3YkMC1NVN\nqGvXnrvTMmfwGv9Nmzbht99+w7p16xAQEIDhw4fj6NGjYFkWzz33HIKDg/Hyyy9bPJId0V3X+J/9\nX6pgp+/sZy8oXkYujYD3QHee++VdGbh2gq+g+08LQPgUf6PjJ9RpOXrb4Y6XowUrT1FiGeI3p/Dc\nY5cOMEks5Z4twYUdVyFzska/sT6oKapH/gUlHLzkmPhSNKRWxosXVsMiblMSSlIqdW4yJ2tY21qh\ntsQ8m7Ct7azQ1K4zsnO3hZVcimqBMhPLC6G89uzvgmGLw3FhZzrX+uZrD5cAB5SmVaK+TM0Li5Ey\nYFs6/HoGBytbKZob2johF38HBI7zRtbRQlTnt6XDSi7FxBejYOdqq+2E8uvg4muvG6DjNiXzwg6+\now8i7wviuV/6PgM5J/n11NFbDomVFFV5baLI1d8BalUz6pUNPP9iyN1k8IxwRWVOLScsiRUDTbNw\n/ti62KChspHnzkgAuYsM9eVt+S1zskZjXbNgXtsrbCGxkqCmkLtUNmxxOM5tTeN11mIYajuHP7iA\n6vx6+A9TwHeoAm7BTrj8fQbyz3P7kM52+MVJ5YLl2T5OrX1YVX4dTn5yBU11/EHZN8aDFycxDM20\nAb448Qh1hkuAAzL+yDcYz/Zc/DYd10+bdpmpUFgtzRqc2nAF5dldHx9M6Rc6Kk+xbQf64QCA/wgF\nBs8NQVlGldZq3scOuWdLUHCpDDYO1hj7zCA4etmhsU4rWKrz6+DgJcfov0eiOr8OyfuvobqwHl6R\nroh9YqBgfITezUgAVlzPCmLqONIRnVoe+umnn/DBBx8gICAAAMAwjG5j7IoVK/Diiy/2CNFiaZpU\nzUjYlSkoWACg/z19kXO6mFfhilMq4DXAjXMZ3/X4YuSINEhD5jv92Z+tsw2yjhTy3llTVC9qsanK\nF7YKZR4rgGs/R1Rk13Q4W2A1LK4eygUAREwLRECsF1qaNKjMq0NtsQoZf+YhfGrfDtPg1MceLMsi\n4898VFzjNmB1dRPU1cJWh9aZsD6e/V1Qklop8ANwBAsA1JeJD6ymWB1KUivx8yvxPL9V+XWieQ1A\nVLAET/JFXYmK8x47d1uoaxs5ggUAKnNrcelr/t6VZlULaotUsHeXw2ugGyctnhGu8I5046Uj83AB\nmtUt8BzghpqCOti526I0rRK5Z0oE41lTxBeTFbm1Aj61OPaxQ00Bf9+ZqlwtKIo0zSwkNhJoBKwA\nQx4I5rU1mYM11LVNHMECQLQOAeDMElspSizHgRdPC/r3G6FAY20zZ4bvGSE+e1VVqlGdXw+pjQRD\n5odCaq0V8n4xCp5AKEosR/pfeQid5AfAOLN7Y32zrh3qU55ToxOpueXFqCiuxbXTRWBFhKDfUAVa\n1BpOnirCXQAGKNVrU0WJ5TjxcQIaa5s5kwqnPnZw9LHj1S1lehVnr0x7StIqeW3tenwxcuOF+0ff\nGAXKMqsERWtlXi3HcmYtt8K1k4WCdRUQF8b+IxVorG1BcRJXhIiVsynWSEMWGKFwAKBPlAesZFJO\nW/bs74pmdQpKUipw6pNEhN7ph6uHcqGuboK9whZjVgyCrZMN5C4yOPnZ48+3L6A4sQJFSeXwNrJv\nYzWAzNEK6hq+yHUNdOT12YD5Tqd2hEHRkp+fj/DwcN3foaGhuv8fPHgwSkqEO7XeTuvgmldRDJW6\nEVnHC9FQ0QiJNQMHhR2qC9oGJO9IN3gN0P5rndmyGhZXf7uOa8eLIJEwUIS7oPJ6LSqu1egGVrmr\nDKqKtk6WkTKQuwl/fFJMhYshVnnE1tlLUyvx6+tnOIOp2Gyh4LIStcUqyN1k8B+uAABIrSWIejAY\nJzck4urvufCNVsDBk7vhy9Q0KMJdUJrGFyFhU/yQ9iu/s+43zgcSKwlvxuPoY4f0Q3k8/+4hToJL\nDWLCsTJPZFBmAAiMBYr+LvAIdUbK/hzes5DJvsj4kz/zVIQ4Y+CMQJ6FJO2364JpljlaQ13DH5jF\nyp+RMBjxWIQufGdfO6gqG3FldyZyThUj55TeYMEA9u62qGtnPfEIc4ZEwggKRO/BbtA0ajjPvCPd\nEDDKS9DCN2BmAErTKlGaxh/UQif7oiq3jlee+m2tNY+u7M1C9vFCXjhBE31Qr1TzBmSpjQRFV4yr\niwDgoLBD2EN+KEmpQMLeLNQrG+A9yF10EGp9n2d/V51gAcSXk1P25+DaySJIrSQcMaBv2ai4XgNV\npRoFl8t4SwatZBzOQ/75Uk65ATcG5JpmznKloTy9eiiXJ1oAoDyLP2BVF9SjWkCYAlqLl5CAzDpe\nAICFW6ATaktUqMqvQ2GCdtnXzl3GsVJ6R7oh5pEwUWvhtVNFKLpSjko98Sx3s4HcxRblWW1t3TvS\nDX1jvXBmC79O+g5RaPe2JJfj/I6raFa1IGC0l2g5i/UL6X/lIeOvfM71E+3L0thwqvLredZ6iZUE\nw5f0x6lPr6DiWi2u7MnSPbNzt4XMwVr3t9xZhv739EXSvmxc2ZMJRagzpDbck7Z5F4T3wASO64Oq\n67W8NijWns29p1EMg6JFJpNBo9Hort7fuXOn7llDQwPvXpVbAbHB1cnPHsMX94e9B9/s3lqh26th\nFz8HxH+RjKyjhcg62q4zZYAhDwYjINZb2wnl1qI4UdvYTm9MwrhnB8POjZuv2Sf4FhUAcPK15ywN\ntCJWeYRm2q6Bjmiqb+KsvQPCe2y0Ykw7eIZO9oNE2tYZe4S6oO9IT1yPL8Hl7zMw+qlInYWJZVmk\n/Z4rmAaPcGcoBQatoPE+kFrzRUjYXf5Qlapx/XwJx12s4y1JqUC6QF6E3OELa1sr3qZqsRmVmOAL\nn+ovKCiCx/eBZ4QrKrJreGmIuDcAtcUqnntrXdK3kLj2FTaTBo7xFny3oc5DKHxNkwaJP2Tz/A55\nMAQBsV6CeSokWgJjvdtml+38t6ZPP70hd/jBydteULS4+jsifEpfo9oaAHhFuAqKFs8wV3jO4sep\nJKVCULSE3y1cni6+9rq8C6tpxKVvMlBwSYl+Y3x4foE20aIvHsXqkbW9FVTl/KXEosRyxH+RjPoy\nNWcpCwDcgh3BgEFZZtuA3LoUqi9YgLYB2dg8FYur2Ezb0ceOF0cAiJoXwrOOyV1kUFWq+f0jgMEP\nBCFwtI9gPIX6MIm1BA2VjYIWmMhZQfAZ7G50nWx9j3ekO8Lu9Efy/mu4dqJIcJnfUB4JTYh0Fhgv\nJ6PDEWvLVjIpgib44vy1NI57aWolr98OGu+D6/HFqCmsR/ofeeh/b4Du2bVTRcg7JyxaXP0cEH6X\nv0l51x1IV61atUrs4YkTJyCXyzkWllZ++eUXVFVVYcaMGZaMn1HU1/Mra2cpSa5A6i/Xee5DHgyB\ne5ATGIaBg6ccHsHOcPCUc5Z+2uPgKQfbwnI6lFb6jfGBg5edNpwQZ/gNU6Assxo1hfUoTi6Hjb01\nCq+Uob68AZlH8pEusB4MAIHjfGAtk/JmZmFT/AXjxTAMfKM94BrgCAdvO4Tc4YsB0wPR1NAiaMJ1\n8LaDR7Cz7u+ixHJkHSuErbMNoh8Og0Rv9uEe5ITrccWoKVKhSdWCipwaFCeVIfHHa7pNwvr4j/QS\nTEP41L7wHargxDVsij8kUgkGTQqAzMOG485IGMGysfewRVV+ncHwmxtbUFuigq2TDQLHeAvmnY2D\nFTIP53OsKt6Rbhg8JxjVBfzwW+Okn9+taRByF5vNiaXB4LtF6qUQpWmVguXvGugIjxBno/K0b4wn\ngif7gpHwy0Co3rWmVyxtrc+NaWuG8kgsnK7kqZ2bLTKP5KO+rAGBo71hJePOXJvVLUj4PgMstAN2\n++di753w/JAbS0r8SUhdSQMaa/mWisEPBCNiWiAnX6PmhaChulHQouPgbSdYnqbmafCEPsi/wG/P\n0Q+FoKVRY1RbHjw3GNb21ihJ4d8p1W9su/5RL55CdWnIg8GoLqwX3APn5GsvmGZDdVKXX55yZB0r\nQG2JCv7DPGFjx5/jsyzLE8uuAQ6wcRC2gjp426HvYAVvzLL3sEXW8UJo2h1u6KgtFyaUGdVvMxIG\nTj52uB5fgvJr1ZA52aA4uRzZJwqR8YfWCm2vsOUsoxtqO8bknTmwtxdeeTBoaVm4cCFWrlwJ/yjG\njgAAIABJREFUV1dXjBo1Sud+5swZvPfee/jPf/5j1kj2BMTMdNWF9fAZJKy2xZBYiZgU9cz3VjZS\nxD4xAMfXX0ZNkQrnt3HVs9gShJgSNlR5hGbaYiq//d4Plm2zsoRM8hXcbGtjb42B9/XDxZ3pyDpa\nwHkmtAPemDTox1UsDYbS235JRCh8j1Bn/PbGWVTl1aEipwZugfyZ0PX4ErAa7SZU3xhPTjiGwheL\nq7nSYOjdxmLqLE/ovQPH94WyTHxfi6F8MEcaTA2nK3lqY2cFz/4uKE6qQMFlJYLG9eGEXZJaAU0L\nC7d+jpA52hj9Xt8oD8F9RE5+9oKbxluXDvTz1WeQu+C+OVPN92JxBYRn2mLWTrG23Nxg+kmd1njp\nhxU42lvQkmuq1bE9Mgdr+A5VIPdMCa6dLMTAWf14ftJuTHAV4S5wD3HucNO7WHzqlA1oqm+GxIpB\nyGQ/uAU4dtgOTGm37sHayXHeuVJc/pa7F27wg8EIHOXd5XGkuzAoWiZPnozc3FwsXboUCoUCXl5e\nKC0tRVFREV566SWOkLlVMOcdJKaEZW1nhdA7/XFhx1Xes8EPBqNE73ieoeUEUxHboHk9rhjWcik8\nQpyRf6kMlbm1sLG3QsBob9GwbOyFq1TUglDkxZdYLA2G6Ch8qY0UAaO8kfFnHrKPFfJEi6ZFg6wj\nWhE2YEYgvCO54rU7GrA5xI8YQuXfkblX/71dmWWZK/9MDacreeobrdCKlot80SK2NNRR+GLlYOoe\ngs6Upxhice1oImBMGZizrzVnmtvTb6wPcs+UICeuGOH39IVVu/0glbm1yL+ohMSKQfRDoZC7tlkG\nhOLj1s9RND6t97H4DfNERLvlG0OYmmbPCFfBpSA7F9lNFSGm0uHlco8++ihmzpyJY8eOoaSkBO7u\n7hg/fjwUCkV3xK/bMWflNzWs+nLhUy2Ntc1mmY2KITSjUtc14eLX6cg8XIDMw21WExtHa4NHmsU2\nGtYWqSyahq7Sb6w3Mv7KQ/5FJQbMCoTcua0Dyr+ghKpSDQcvObwG9PxGbSrmsnbcTngPcoPEikFZ\nVjVUlWrIXbT1pfXiQ60f0yyzplo2xPqR9uE0VTbB2sXa7OV5s8SyofhYog67BjjCpa8DKq/XIv9C\nKQJi2yZsKQe1m+z7jfXhCBb9+GQczocyvQpSmVQwPpoWDXLjtRa2gFFeRsfN1DSLnZrsrlM/5sKo\nG3Hd3Nxw3333WTouPQJzNnhTK5WhmcfNsEaoKtRI/Zm7v6e2SGXwErybmYauYOdmC59B7ihMKEPO\nySLdZjWWZZHxl3bdN2SS7y07kPfksumJWNtawWuAGwoTylBwUYngO3wBAOXXatBY1wx7D1s4epl+\nXX9nLBuGwjHlyvjuxtxCw1J1uN84H1zcmY7s44XoO9ILDMNAma7d8GolkyL0LuG7tVrj4xroiN9X\nnUVpaiWq8mp5948UJZZDXdsER287uAaY9v0uU9LcXTeZW5oObwH7448/8PHHHyMhIQENDQ148skn\nER0djcceewxKpXEXEvU2WitC9H0h8BroZhbTd/gU/w7Dap15tKc7d2UbS6WBO0h6SxqECJqgNfNf\nO1WElmbthrjS1EpUF9RD5mQDv2G9/2NjhPnwHeoBAMhvt8m8KFF7ZNdroJtJm6E7wpR+pDfRG9Ll\nG62Ajb2Vds/btRqwLIvkA1orS8hkX84RYyFs7K0RMEproUkXuOrgepx2/1FArJdZ64w+vblvbo9B\nS8vnn3+OrVu3YtiwYdizZw/CwsIAAB9++CH27NmDt99+Gx9++GG3RPR2oKeZ6TujzHtaGkzBPdgJ\nTn3sUF1Qj4KLSvgP90T6DStL0Hgfk276JW59vAa4QWojQUVODerLGmDnbqtb6vAeRBarWwWptQQB\no7yR/kceso8XQl3bhIprNbBxsEbwRF+jwgi5wxfZxwuRf7EU1cX1OnOBqlKN4pQKMFIGfsMtOynq\nzX1zewyKlu+++w7ffPMNAgICkJKSgtmzZ+PEiRNwd3fH0KFDMWXKlO6K521DTzLTd3bNuSelwRQY\nhkHQ+D649G0Gso4XwNHbDsqr2rVosfs4iNsXK5kU3pFuyL+gRP4lJXwGuaO2WAVruRTuQfwTaETv\nJXCMVrTkXSxF8Y1j2qF3+fGOu4shd5XBb5j2JNKVn7MRNl17a/j1+GKABXwGu3dosTEHvbVvbo/B\nqWNFRYXuCv+IiAjIZDK4u2s3lzk5OaGpSfyabKL306rMY5cOQP9pAYhdOuCmfq6+O/CNUcBKLkVl\nTi3iPk8CAATEesJa4I4GgvCN1h5IyL9QiqIbG3A9I9w4Fy8SvR+5iwwyR2tA0/ZZEOXVSsFPiogR\nMln7mYarR/LQUN0IVsNyloYI4zDYE+uvr9nYcO8cMPCtReIW4VZQ5qYgtZJAZm+NZlWL7nKomiIV\nWA17S4s1onN4RrjCylaKqrw6NDdoLxmjpaFbj5KUCt5lccVJFQYPJejj5G2ns1xnHSuAR6gL6svV\nkLvJoAhzsUS0b0kMihaWZZGZmakTJxqNhvM3iRbiVqMkpYJ3BXppGv9qbIIAtPsdvCJdkX9Oqa03\nDOBJA9Ath9ilo6YeFw69008rWo4W6D7A23ekJ02ITMCgaFGpVJg+fTpHnEybNk33/5bc6UwQNwNz\ndU7E7QGrYVHf/ovRLHDxm/Rbfhn1dsNcx4VdAxx1XyVv/dJ4eVYNWXJNwKBoSU1N7a54EESP4Fa5\ny4DoHkpSKlCRwxW6Qh8bJXo35roIrySlAmq970iRJdc0aHchQbTDUteBE7cmZJm7PTDXcWGqL12H\nREsvQcNqcKY0DunVaQh1CscIRSwkjPgJBTH/poZzu3Gr3GVAdA9kmbt9MMehBKovXYdESw9DSFQA\nwMrz/8SpkhM6f6M9x2J1zHuCgkPDanj+h3mMwNsx/8abF18zOpzbldvtxBTBxRRh31Mtc61pKCi4\nhj5WgZ2e5BAdY2p96Rvjievn277m3VF9obLhwrC3wBEgS31bo7u/2yEkNga7RiHIMRj7ru/h+X9n\n2H8Q6zma536s8DBWXXyN5y5lpGhhW4wOp6fSk7+n0t30lA7NEmVi6bSZY4IAaDfj9iTLnFA/Yuok\n51aazFiyHnUm7zzcHZB07LpR9eVWLxtD6H+jqRWytAhgaJZiyQZwpjSOUzkBIKHiEhIqLgn6T6q4\nwhMbF5Tn8J8r7wr6FxIsAJBRfVVUtJgzvaYuWZlrScxc/nsaGlaDf51/GadLTurcWjs0AL1medBc\n4sHUd+qHH+7cHyFO4bw2eKrkBM6Uxom2EXNa5sxRPscLjwinoeQ0RniO4oQ/2C0K32ZuF03zCEVs\nj6svpmDpQV+ozzZnfelM+MDNEfzdVS9ItOghVMmDHUMxN3AepIwEu3O+x9WqtlNVHTUAYwbkIMcQ\n1DfVYcvVjYJheMt9UKQq5LnvvfY9nKyd0cfeF6mVybhalYazyjjRtD0UtBDfZG3nuculwl+jNdTg\nAeFBUSzNgPAgtGroO1h14VWe++tRq/Gv8y/jfNlZwXebEldLzy67owG3f0ewYyhkUhm+z/qGV96n\nSk5gxcknUNtSh7y6ti90xypG482h74ouDwKmiRx992kedxkdf/1w9MthoEskgh3DTO6sTSmH+JLT\nvPDTqlKRViV8YvKc8ozFB/DO1Mn2afa3C0BObbZgGweAty69AScbZ05fIoEEGmgE/X+S9BG22Tgi\ntSqlU/HpysTEUFmaUs6dHfSNJb06TdD9gvKsyeHrp6uPnS++zdoh6Dex/LLBdmDJvo1lWbx89jlc\nKDvX5fA7Ay0P6RFXcgqvnnvBpN+ILa9oWA1eOfsCZ2AJd47AktAn8HXWNiSUC1tQ9Hkr5gP8nPsT\npxI6WzujqqmK55cBg8UhjyGtOoU3AxcSCABgzVjjhUGvwNHGiVM540pO4vXzL/PesTB4CVKrknFW\nGc8Jf3XMe2BZFq+ffwnxpafbpbk/IpwHCi5xRTgPREpVklH5AGjzesbAqbwyP1LwF1Zfel3Qv1DZ\niJWzoaWy7rAIiHUSr5x7Aefa5XdnEBughnvEoqA+D/n1eTq3wW5ReHXIG1iftBanjRCaE/0n4vXI\ntwDwxQ/Az6NI10GY6jsNZ5XxOFZ02Og0/C1sKR4JeZTnrrU6/ZMXVyFBJmWkeD/hLZSry3jh+Nn5\nI68+V/DdHjIPKNVtX3Q25wDOgsU3mdvx5dVNvHAM9S/6+doZ3GUeKGuXro4wJT6GJiavDHkDr59/\nCZfLL+rcw5zCsTDkb/g++2tcqbiscx/qPgxPDfgHWjQt2JDyIafvFCuH/Lo8vHL2/wTLU6wetabD\nWFEk1o9IGSssDH4UQU4hyK7N5IQjtJRqalnKJDIsCF6E2YEP4krFZV1cw537Y3f2d4LC1Rx9m7O1\nMxpa1FBrGnhhmHubgdjyEIkWPbZn/A//u7qZ5x7sFAqNpgXZtVm8ZwuCF+FvYUs5hR7iFIaPk9fh\neNERo989q+8cFKkKEV96Suem3/FmVF9FiFMYhnuMxLaML7E943+8cN4Z9h/drLDVv36HmVF9Ff0c\ngxFXfBIH837iheFr54cydRkaWlRGx9/J2hl1zbWiy1Dm4L6AOXhzwkocTD6kzWvHMDS0NODfV96F\nqqWe5z/QoR9ei3oTpQ0lN6wUIWjWNGNT2qcoqOd/Jt7QoKjfgP3s+8LRygEpVck8/0+EP4kHgxaA\nAWN0B6hhNXjt3IscwWdnZY/GlkY0s/zvfA1yHYwrFQk890jXwUgUcDcXPvI+KFQV8Nzn93sEiZUJ\nnHeHOoXBz64vDhf9YdI7+sh9UaDil8+y8KcwL/hhjlsL24Iv0jbi26ydPP+z+z6AnPprOK88y3sm\nhNAEwcvWG6UNJYKCz5QBPNJlEF4a8jo+S/kvZ0LhI+8DdYsa5Y18EQWI18k/83/H25dX8dwfC1uO\nlMpEzrtHeY6Fu8wdB3J/5PlfEvoE0qpSOP6He8QCYDkTk1YmeE/Cy4Nfw6Xyi5x6/Xv+L/gg4W2e\n/2DHEGTWZAimzVy8OfRdjPEahzOlcUipTEJ+XS6OFR0VbDcAEOUWjX9Fr0FaVWqXJiGZ1el44sRi\njpvC1hOlDSU8v63heHk688YsMfET7RaDJk0jEiuv6NxcbFxR2aj9aKO1xBpNGuO+ATg3cD6WR6ww\nSpz0dx4AJ2snnDFgudfHkBDsDCRajMTQDByA4DNbiS387P2RUZOuczNkdnWwckBtM/+8/t/ClmJB\n8CJBsSGEmMAypfKwLIv1SWvx0/W9RvkHuI3GWMQGoRj34ZwloFYWhiwRFGQAA38HP+TWCs+Gu4qp\nlhlDuNq4QSaVcczxYrN/H3kfbE77DKdKjhsdvtBgM9pzLKb5z8Jr51/k+X84eDF2Zm7lufd3ikBq\ndQrPXcpYoYVtNjo+phLsGIJ+jsH4o+A33jMh8QBoLYkLghchwmUA0quvoraxBnElp5CvyuOFYYgp\nfe5GdVM14oyYIIxQxGJT6qf4PvtrXjhiba1T9UXmhgp1Oc99pGIUXhnyBpIrE5FenQZPWy9crUrD\nT9f3Ck4Q2vcjhS058JEG6CYxYn2b0CRHzD8AWDFWaG5XN2QSW8HZd2dwtHZCTVM1z93Z2hkMIxHs\ne6SQwkXmyrMYTfaZgqqmKo6VsrVv1k/DQJdIhDtHYG/OLl74Yv3CBwlv49e8g4j1HI0BLpG6vPs2\nawe2pPGX+8UsxYb6cqExIaH8EtZeeR/5AlYksUkFwLcWDnIdgkGuQ/B11jZB/0KM854oOBnvLksL\n7WnRY4QiFqM9x/IGglZFqv/M2doFVU2VHMECABpo4G/nj1yBSjUncB62ZnzBcw9xCoOEkSDWc7RR\nhR/qFC7oHuIU1uFvW2EYBu627oLP7vWbicrGcqMHxRcHvwoHKwe8ceFV3rO/D3iWNwgZMh0vDFmC\nzOp0jnvr3h4hwTLD/34o1aWc5YFhHiMghRTxytM8//f6zYBSXYozpW0zCV87P1056yO2di1m1RAb\ngE6VnMAXqZ8jvSYN55RnBMPUZ6L3ZBwp+pPnHuocjodDFvM6NIBfT0d7jsXi0MeQXZNpdHk+ErxY\nsJ7e2WeqoNDwtPVCSUMxz72fQ5CghfKx8OUYoYhFfXMdL06tbaC9VTCp/Aq+zd4hKLxcrV1R0cQf\nzDxkCijVpTx3P4e+BicI+m0wyn2ooGgRa2ti9cWKsRac/U/3n4VnB76ANy68whNq8aWn8cBfM9Gk\naRQMUyhOrf2IQtE2QBrq24T6HSH/QY7BUDWreIOiWtPAEwFt7xgnKMbFJiazAx4QrHcvD/kXAOGJ\nYwtaBJe4JvtO4QkyXzs/vHnxNWTVZHL8JlUmIqkykRcGIHxYoaxBiT/yfwMDBk9F/AO+9n5t8TFw\n6AGYynMPcRSuR2JjQpT7UEzxvRv/S+cLnbv9pvEmM562XihtKOEIFgC4UnGZswzXniDHEGQJWMim\n+t6LFk2z6BhpaUi06CFhJFgd8x5vltLambU+a79Ms+bSSsF1+Tt97xacCT8cshjp1WldLvSOBJax\niImfsd7jBWdgre/Rf+9U33tFn+kPQu0HCf08NeS+PvE/2J+7jxdXhVyBZyP/j+d/Z+ZWQdHibeeD\n5we9jDOlcYgrOYmfrv+AYlUxShtK4CX35vnv5xAkmEfzgx4RFGNvDn0XHyevw0/Xf+D95pts4Y2S\nIU5hNzo1Lnf6TkWjRm30YAPw66mhPG0Nz9h6+tLg13hCY6L/RNzlOU1Q/DwWvlwwjzoqf4ArHsZ4\njYOjjSM2p33Ge8dzg17Cr3kHjRZkpk4QhNqaj7yPaFvrax8g6P5w8CLBAXm01zhIJVJeXihsFVh9\ncSVy63J4v3k64nmcLztjdPvvKK+N9b8zc6ugVeDh4EeRXp0qMDF52+iJiTH9o1Bd7WPnh93XvuXF\nqVVs6JfzBO9JPNECiB96EBKn+3J2o5ltxnjviRzBApg+oaxu5O9P7KgvD3UWfofYZEbMWigm7P8W\ntlSw3Rrqy7sDWh4ygLF3TxhaUjJmb0lXCt0c4XTl1ILQe82VNiFM3UBrrP+3Lr6BvwoP4S7fu/HK\nkJU8/5tTP+NtbjO0nCBhJKLvdrNxF9y/ILbcY+gd5kKszIx1nzbgLpSW1nR42qyr8TfVjA6Yb6N0\na5rjS0/hx5y9kEKKryZ8wxuwAGBL6mf4WqC+iFkWDcVnW/qX+Cp9i9Fpbh+OJe7PMWd/Z6o7IFxX\nDS19mdIvCC1L+sj7YPvE7zn5qmqux/zD96OmqQYfj/ocA10HccIR6lMlkGDbhO8wJLA/p0xUzSos\nOjoPZWol5gbOh5ONk1FtxNR+25Q0d1e/Ywja09IJjG3wt8IFQJYUGuZEw2rwVuLrOJJ7ROdmjqPN\nhfUFePTYQ2jWNGPjmC85s5iM6qtYfvIxaNgWLO+/Ao2axi51KmKzf0Odfk+nta1Yuh515dSXOeP0\n/uW38Fv+zxjvPRGrhr7DeVakKsTiow+hSdOIJ/s/DbVG3aUJS2fS3IqlLv3raf2dOa88AHDDAnsK\n+6/vAwsNPhz5CYa4R+v87r22CxuSP8RA10H4eNTnonFqLedzpWeQUHEJIxWjsPmez6FUtu1p/Orq\nFmzL+BJhTv3x6ZgtJuWhKXXJmDT3pH6HREsnMKXB95ZB/1bA3cMeB5MPGZ3XxpbNZyn/xa7sbzHU\nfRj+PWI9GIZBi6YZfz/1BNKr0zA78AGsGPCcSXEVejdg2YvTbgbddUtxTxkwSxtKsfjoPDS0NGB9\n7GcY5DZE92zNxX/hcOGfmNxnCl6LWtXld3UlzZYql57Y35kaJ2P8twoKH3kfbBm3DXIrO7SwLVh0\nZB4KVQV4c+i7GOc9ocO4lavLsPjoQ6hrrsXaCWsRbT8KAFCqKsGio/Og1qjxUeynGOwW1bVM6ICe\nWG5ikGjpBHRdfM/EUuVS3ViNR448gNrmGrw3fJ32FEDmDmxK+xRecm98OW4H5FZ2ZnlXb+o8jKE7\n20pPybvWAa2/8wBsGL0JEkaCxPIEPBO3HDKJDFsnfAtPuZdZ3tXZNFMf1jWaNE34+8nHkVmTjll9\nZ+PZyBdwtPAvvHnxdfja+eGrCd9AykiNCuunnB/wUdK/oZAr8MXYnXCwdsC7l1fjUP6vgha72x0x\n0SJdtWrVqu6NivmprzduV72p2NvLLBY20XksVS4yqQwSRorzyjO4Un4ZRfUF+DZrJzTQYGX0agQ4\n9jPbuxiGgZ+9Pwa7RcHP3h8M07u/It2dbaWn5F24c3/8mncQuXXX4e/QF4EO/bDq4qsoUyvxcPBi\njPEeb7Z3dTbN1Id1DSkjxUDXSPycux8pVcmwYqywPeMr1LfUY0no4xjgGml0WKHO4TinjEdO7TVk\n12YioewSfsk7ACvGCmuGvQ9HaycLpqT3YW8vE3TvvVM7grAAs/reD5lEhuKGIuzN2YVmthkKW0/E\neIy42VEjehhyKzssCXsCAPBJ8nqsPP9PpFWlws3GHfOCHu7g10RvIdgpFAuDlwAAvrj6ue6kzZnS\nOGhY4bu4hJAwEvxj4EtgwGj3y9w4Bekp94a33Mf8Eb9FIdFCEO24VH4Rao2a41baUMK5z4UgWpni\new/srOxQ2Vih23PiZusOmVR4lkj0TkKcQ3lucaWnTO4XlOpSsODuyCioz6P+xQRItBBEO8QuBRO6\nP4UgzivPor6Z+/mIjOqrNAjdYoh9hsDUfoH6l65DooUg2mGOW4aJ2wcahG4PzNUvUP/SdUi0EEQ7\nWm8+bU93XlFN9C5oELo9MFe/MEIRi4n+E7sczu0MHXk2AB0X7JlYulx6ypHa3sTt2lZ6yr0xYtyu\n5WIJzNUvmHrP1O0K3dPSCajB90yoXHoet3OZ9GSRezuXS0+FysQ46CvPBEEQFsCUDy8SBNE1umU6\nkJycjLlz5yIqKgqzZs3CpUuXBP0tW7YMgwcPRnR0tO4fQRAEQRAE0A2iRa1WY/ny5Zg9ezbOnj2L\nhQsX4sknn0RdXR3Pb3JyMnbu3ImLFy/q/hEEQRAEQQDdIFri4uIgkUiwYMECWFtbY+7cufDw8MDR\no0c5/srKylBeXo6wMNp1TxAEQRAEH4uLluzsbAQHB3Pc+vXrh6ysLI5bcnIy7O3tsWzZMsTGxmL+\n/PlkaSEIgiAIQofFRUt9fT3kcjnHzdbWFg0NDRw3tVqNqKgovPbaazh27BhmzpyJJ554AqWlpZaO\nIkEQBEEQvQCLnx6Sy+U8gdLQ0AA7OzuO25133ok777xT9/eCBQvwzTffID4+HtOnTzf4DldXO1hZ\nGfd5cFMRO3bV02E1GjReiEdT5lVYB4fBZuhIMJKecQzTHPTWcrmVoTLpmVC59DyoTDqPxUVLUFAQ\nduzYwXHLzs7mCZFff/0VGo0G9957r85NrVZDJuv4w2MVFfUd+ukMvfU8PavRQLPhLeBSu++fRMVC\nsuJ17f8nngebkwEmIASIjOl1Yqa3lsutDJVJz4TKpedBZWIcN+2ellGjRqGxsRHbt2/H/Pnz8eOP\nP0KpVGLsWO6VyPX19Vi7di3CwsIQEBCArVu3oqGhAWPGjLF0FM0Cq9H0GDHAXj7DFSwAcCkOmv3f\nANlXgYSzWn+ATsyYGteelF6CIAji9sDiosXGxgabN2/GqlWrsG7dOgQEBOCzzz6DnZ0dVq5cCQBY\nvXo1Zs+ejdLSUjz++OOorKzEgAEDsHnzZt4yUk9E37LRXgwAMGlwN1UMtPcP/yCwqjrg68+FPf+4\nk+92KQ5IPA8MHm5kag2nl5FIeo2g6Y54WvodYuGb6k4QRM+E2iwXusbfAEJmPP0KxA4cCpw4BHbr\nf/kBDBsL5F0DivLa3AyIGQAmLesI+jeEgyNQy88r5v5FkMyYb1wYANiEs9B89Ab/wahJQPgg4Niv\nQFa7r9+a2Zrj4W6P0sNHujRQA+J5ba4OQSvu1gCX4o1+R9fTMBJ49B/ApveB5HaXOIYOBOYsBPZs\nB9KTePEB0CXxo7hjIpRldZ3qYC0tvMzl39Lv7exvDIVjp8xFvYd/tw10NzPvbhamxtWU5SFDS/03\nM/+6o3zo20MmINbgBQchK2ugucm0FwyIAmqqgdx2x7779AXcFFqrhz53z9Eu66RdaXPzDwIU3sCF\nU3z/k2cCymLgMnewZMZPBfvfN/n+o0aCeeJFMOlJRlVCzTefgz30o5GJ1SL5x5tgRKw5ogPyute5\nA2/4IODx/4Ns12aoz5zkpu3vr4L99B1e4xZ09w0AHJyBtIQux1NUfLAs2IPfg9271eh3sBoNNB+v\nBi6f4ab5kaeAbzcBSRfa3P2DAG9f4OxxwfebxLipQHE+cDWxzc3EPLUZFI3GmQ8D330BZKS0+R88\nHJJnbghckcGM1ykPiALmLAa+2cQNK3Io8NS/gM/f75qw74R/sbwQGzyEB5uRkKz4l2l50Qkh3Zk9\nbeYQFYJ5N2QE8PfXgM/e7WLedd6Sa8kBtjNlZpJoEZkgMguWgZk8E2DZbp+QmauedgSJFiMRLJA+\nfYHAUG0HWlLA/5G1DdDUyHf37wfkZpstbsbC3L8IzLQHb1TmTDABwR1bZmxkQKO67W+BTg6+gWCv\nZwIHvgM0LfwwYsYAJYVcMdYap8kzwTy01LgG5u4JNDUB1RXGJ9rdEygr4bs7uZoUjpjVydiBAH2D\nAakE7E/fAhnJwi+JGglm6UtgriZqf+PjD2g0YP86wBUOnUUiATQavrvcDlCZsGnd1QOoUPLdxeq7\nGHJ7bZzq2rVTVw/ALxAoLeJaIjvLiPFAwXWtZbMVzz7aepEi8NmQJ17UCj59K9WgYcD2T/j+RayU\nogJUzBoZOhBoUHHbSP8hYO6cqd2Ldvw3wXcgMsZoscHGHwG7+T/8d6/4F3DiEK8OY+lLwCdrgKSL\nHHfDokJv8ubgpJ3AVZbx3yuCWLqQeF4478ZNARMZA/bP/TyB3RkBBKDLAk6snA2VmbFWHQP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OOPP2LQoEE6t66UAX1XzDwIlQugFfoXLlzApEmTMHHiRLz//vtobGwEQOViSSIiIvDvf/9b93dV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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace_bg)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-50, 50)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9Wp3LM+c9j0Fn4NnNT7GjdJt2bN/f9y++z1nEjAtnMXnDowxOHsqf+0zStvVb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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace)\n", "xlim(1, 2)\n", "ylim(-50, 50)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ..." ] }, { "name": "stdout", "output_type": "stream", "text": [ "[DONE]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " - Calculating burst periods ..." ] }, { "name": "stdout", "output_type": "stream", "text": [ "[DONE]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " - Counting D and A ph and calculating FRET ... \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " - Applying background correction.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [DONE Counting D/A]\n" ] } ], "source": [ "d.burst_search()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ds = d.select_bursts(select_bursts.size, th1=30)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2zJyMFJITTtKoRjYpKSmkpaVw/vw5srIyMRgMXM/QIpMrULioULiocXF1R6bw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\nZGVl8dBDD1FeXh7gSIUQQvQ3Ho+qyz+X8sc//pGRI0cyduxY7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(ds)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Applying background correction.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " - Applying leakage correction.\n" ] } ], "source": [ "ds.leakage = 0.05" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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k5uZQVFREXpkBmVyBUqXGJ6gNfm264+XhTdforrSObG+XrIpzMp31UTRYdHQM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Ee7cHYOor64vdxW0ci+40IiuzcgG+X7M0UMVpyNvqycvtFxXCaLEjlrH9Is32ymGODBA/XsznrL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\nNUjvmGbV2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JOyIBqSOOPMNL5oGteWGRxt4unhHEub/OT9Y7jCISqFyeYUbNchFoQZJ4lw\nBcFiI9tHivTW+nHC41jCIqYGeFf9CuJWhP++ayfPvlDyaZ+xspkr3r2QSKi86ExnDH75u108v3OC\n97+zj3PXtR1XYtVL7+trxbyPtxJGIcujv/wO44O7OOvy6+lcdjoAhUySL7xr0XHx8Rr27476HE0+\nuVbbecV7gmBaDuqscJL6+jB/fGaQr/5qW0XbL122lNU93p3xeLLAZ25+uqLt8vYo24a8hBpZKlHo\nHdf78enri/P8TBUCT0hlPOPNaPTR0zWuWre/oq1jRpHUOYQhO4y/Cv8rX9RBmfAcs0z48Z7Sjnc2\nzn9+hO6HK0kQvu98FkmbUzowCUr/hoq298bXMeF4yWF+ESTvVhLGloYjCNUrm2GqfHezjjvHwdOY\naGDzVm92KIFLu2mTTHrHrXttDTv1yus1TobYP+Ed+5bGAHvsSh/Z0oYQ28e914soguALM8xdvHet\nqOf5kUrZwn6FVN7b9yXn+GjuqyTJ/fF3LQyMek17SxZqaIsrCVy+jfXs2uYlSdXXq5x7TZq5ui5b\nqGVHZk4svwuqpGDOKQfYpsU5YMwwF8bvajg46h3PJT013PCXayrazn3HjifmFW8lXqvizSQmeOTW\nb5KeHuX0Sz9O14oyefJ4Kt6i/dujPscnv/uYrnWseOPZZ94iqPZBsI+0xKmyWp9dk/WVjpesh5V9\nHGlJ5TiVbaUjbBiqJ4Fxq16vKiSBW6XpESt3SRLgVSBHWhtWo3mI2bb3uccrjjkVSrd0vcq2LgK7\nyjfnSDyOavd8pPmodtxxqHof1a7nIrCqHD/SJtA5Qh9VZasyyC7uEcazSgeidEYFjjD/1Z/v6gN3\nopTuPI4/hnc/y1N33oTrurz9qhto6l56wq7l8sZ3rM8r3nnMYx7zOAGYZzWDY1tsf/wu9m5+iFhD\nG2suuZZgrI50Ygp1VkGdQu74WSqPidV8kjGveE8i4kENvyaTn0W+0WWJzEwlo29qOkfUJ5MsltvK\nAkIIhOt6TLe18VL84tSM9yXXNRlZeHfaUV0h5leYzHnjMTOmRt6U8avl69mOTNFUCMwJb92f8NEc\ncYjq5S2g44DluBUPlDxt0VIUHPR5Own1teE+qiCsWdvItpYSUQuvOXfc9dMgNFS3LHPG9ZMu6KB5\nzZKGpYEwQMzqwxWM51Ua5liuUoUgUdVH0vTG5IbjAkl4TffxqEokqpDZ65VN1jQ0KY8xaxsZUGTC\nMQXmWG7jkkRYOKRnTYgmleZ0LmpDGlqNTma6PKeSDLVtLmLcxZ0lW01MJRRQGDzofY7MaRnXkhBK\nWTbbUAlVISK110tkZIXcrG29jESgWYEd3ra+aACzYKPqs7NUCfI5X4UxJCj8KEIm6XrN4+aUH+FP\n4kpl2VRLQ0Q1GPea6P0+mVzBJKB7s3C90fGnzmpOTgzz3B9vIz05QteKs1hy1iXIiopdzFHMZ/j8\npas8IaixWPxlenv1mCdXvQ54o/h45+IlctVUusgPH9zLhhenWFLjJzuSJZkusmpZA1dduhhdk7n9\n3hd5ZOMBdJ9CY2eULVNZuqN+pESBiak8rc1hZnwSE3mT7p442w8lYlgaCzCwd4aauI6I+hhI5mkJ\n+9Bkif2JPEsbQgzM5ClYNkvqQwxM5wjoEp0NgoF0ilpd4+qVLuu6JkgXoiTMFDZF/NRS4y9iOC53\n7qrhqbEkflnhsp4I53WmKFo+stYMrpRBcuL4ZIHkFlCfGkXbuhGExMDC07mnuYH2cJgLWvzoWg67\noGHe+jjOxs3I13wAbU0DCAfbiiIrKbKGzOYJGDdm8AsfpxkZunO7edhdzi9mgqQsk8WxCJ01KYTk\nkCiE2ZOdwS+pLAqHkJVphBNhT8YiYebp8EdY15DFJxfYdLCZJ0fTSELQEYwykJ6hTg8gEIwVstRr\nQVJ7fOwfKrB0eZhBJ4Pp2CxSwhx4YgY9pEFvjF2JPI1hHw0xl+FCkr5YmNFsgbRp0huMMLizAIZL\nj67S3z9DKKAS6YuzqWiwMKxTmCowmSrS3RRiQoGkadFXF2LHeAZVFiz3aYw8O0bHIp2asy2mnQw1\nUpih5/0M7DdYujzCoJPCclx69Ai7tmWIKgqNDgweSFFXq3P2uxTUlkkm+pt4cINNOm+xqCXCgeks\nQT9cdrGL7Z9CFRpZI8iWZIJaKc5Y2iZhFGhTIow/ZpCetqhZ2ciWVA5NlrhomUxHxwGK+Sgb+nUO\npPO0RwLU1+fIiTS1oo69yTSO69IXjTIjJlELfqZeiLJnOEdjzEfPSpNseJrAeBNbnrfIFSyWNIaY\nHkigCEF9rZ/+wSTRsI8r372QdadWVqk6Ue/ra8Wfqo/XtkxeePQ3bH/8t+jBCGvf/VFaF3qrclXz\n6c7Fsc5B1rzjqM8Jqu87pmsdK+YV70nC3MxV//PAXu6ek7nKp8lEQhoTc8oJLuqJs7t/xuMLlGVB\nYF0zu+eQpxbWBuifyWPN8osJYEVTmC2jc7JchTWkYJrinJJtf3OmRkPNAc8x4Sr84Lk4M4Z3d3hF\nb4hVrd4MVbgSNXftRh3Z4zlcWHYG6vmLEaIsm+uCnQuhBL07oryh8/sDM9hzPLnZVAOPjnnJXrqs\n0Bi3yNreXXxPoI69OW/mKllIaMUYQ1nv9bqCUQazqcPhL1Aat3qngR3TXnJRk8/PnhGBMcdpf3av\nnx1JL7kooCjoTxXJ5r0frN4VDWwa8c6HKkvEusLsT3otF2cu0BBNQ551vADEVCs7pr19tCl+Eo+m\nMOc4fReubuTp/d77COkyH/5QAguvbNlsI48e9JZmVIVE+kADQynv/K/p8DOQn/bIJglY1aGzL+vt\no1GE2fq4gzln3NYuquXpXd5MWVG/gn88T37Oh/79F/fxrrd3c6Ixr3gr8WoU79RwPxvu+gHJiWG6\nTzmbVRd9CJ+/cgxOpOLNmLcf9Tkh9f3HdK1jxbyp+XVCZXJCKBo22Xxl/VTLdCoIOLbtUqjCqClY\njkfpQsn6N1dJAORNC8Wu7MOuQk5whUXOqnzpnGoUJ+EgipXmcwXTo3ShRMgRvkqSjINVoXQBclVM\ndwXbouBUymY4lefbrkPeqjxuuo5H6UJp3Mwq/qK842JUuW2zCgkoZ1k4hUrZTLOyX9N2yFeZU1M4\nzDWyHkm2omlXKF2AXLHKMcOqULoAVhX2lelWly1vVRr2HJeK+rsABbNS6QIUqspmQ5WPfLX3Yx6v\nP4q5DM8/+Cv2Pvsw/lCMcz/4N7T2rXxdZJknV81jHvOYxzzesnAdh/7nH+O5B36JWcixaN2FrHj7\n5ai+P71KdUeDk654t2/fzpe//GX27NlDZ2cnX/nKV1i58sgroyeffJJrr72WTZs2EQy+dcw21TLt\naKpEQPdm5YHqYROSJNDlSlJOUFOQhcCes0X2VQn10BUFSZI8xCAAy668nnAVdFmhOGcXKart3V0J\ntMqE9TYKwhUVpma3SuyNcGUkJJw5q1dNrpTNJ8noEhWmZl+VtjISklQps4LE3EgkAfiUStl0RaBK\nomKHq1YhSfkVGb3qnFa2VWWBXk1mt8p8AGqVmCxNk1BkgTVnZ1ntGQpoCjIK9pxdryyqjI+QCGgS\nzAkL12SBMKuMW7V5UiVkyakID5pdBrAsm4zukykUvc/bm4lg9VZlNb/ERk6MH+C5+3/B1MgAda09\nrDz/CqL1rdimgW2+fLnG48linos3g/f0pPp4i8UiF154Iddffz1//ud/zp133sk3vvEN7r///qpK\nNZlMctlll3Hw4EE2b978qhTvm8XHC/D0llFuvXsXyXSRU5fU86FLF+PzKdz++9089swwPk2mvTnC\nnv0ztDWFyBdsJmfytDaGMC2b6XSR+pWNbDmUgu8Dy5u58pQWDiQL/PtTA+ycyNIU1GhMGEwMJGlZ\n2cALhknBcljaEGLfTI6gLtFWD/vSaaKaSl1AZ28izQeWaqzumsAVRXLZev79wSCTWcFpC2HYmMIn\nK1zcqbG2dRjZjYEo4ko5JCdOSAuiOUWcxwdQtj5ZSkvYdwa/a22gMxJlfYuOT81h2zqmbeFICWSn\nCU3NAQ7pQpjtyTEsR6Fg+knYSXzCR43mw5ZmGEs08NjBIlnLZFVtnGuWK2iKy6/6DZ5PTKJLCuc2\n+lleO8Jgqp77R1wSZoFaOcoLO4OMJhxOXywxYk8hIWiyati0MUd7q49or8GEkaVRD9ARtzGkNIVk\nM88M5TFthxVNIezQOLKlM7q/lp3jBeqDGu1Zm5FdU3SvreFAqEjGtFhYEyavpMB0iOwOsmdnkqBf\npbYjwrbJLAuawyQyBlMZgwV1QZzJLNmMQfzUEoFJkQRLIgH27p2hb4FK8/IcM06GmBxi/0CE3Qdt\nVnXqDOVK5QL74lH2JdJEbYXIfhgaShOP6fh6YjyXybMiGmBkOEO2aLGyL0jrign8fpdWf5CMM4OC\nyuhUDffuLrC4PkBRyZIyiywIh+mty+G6Ji+82MqjewtossSpnRoz2ih1SphEWmI0W6Aj4uf8RVki\nwRT7php4ajSDg0t3KMZgJknA0sn3BxgYzVEX8VHTITNkZ1hAlIH+HLmizeKWCAemc6hAhyyzb3+C\ncEjjiksWcuaqytq8J+p9fa24+p9+iiwfv4pJrzdUn0ImkeBj5y7g3nt/yx/+cC/hcJiPfORazjtv\n/VFnD4vF4i97zrHOQdK49ajPiWofPKZrHStOquJ9+OGH+Yd/+Aceeuihw8cuvfRSPvWpT1UttPD5\nz3+elpYWbr755rek4gXIFyz2HUiypNebuWrbrkn+61fbSGVm58aFpX21bJ1DRIk3BfncNafRHi2b\nd1zX5banBnngt7uxZ+1+QjEfYmkdu6e9YTjnLAqzJznpIVrFdYk19SF+sdnrVzt3ocK1Z+8n7Ju1\nmncFOl0EfVmkWdk4rNECdw0XOaCXd1ECuLytmXhwxOvzdfzsT/kYN7wEpbDSQtocg1klCS1LpUnr\nYHWLd2W9fVJCUvYRUMskINOWueO5Pm572nsffQ0q1mSRsfHycUm4vOudQdzYQZglm2T5SRX8JIU3\n21J4rI1dD0xjFMqyBcIqXReHGbS889SeivPCDpO0UR5jTRac2hBi91Zv7FFDZ5RJRTCTLN+HJFzO\nPjvKfbsKnlCnhrBCU53NgYx3O7rcjbNhqkhx1iseUWUuPsXCqRnztG2U6vj9dpuZQlk2nyx4zzId\nPejNfpVJ1rJ53CZH2Y8vEJzTUEtn46AnkUbBCPDwvgBjBa9s7UYT21IprFkWjZBQqE0G2TXsfU/O\n6Ihx/XsWE/SfvN3uPLmqEgKLTX+4jdzeJ3Bdh3e/+8+45pqPEQ5HTsj1jnUOEsZ/H/U5Me2qY7rW\nseKkmpoHBgbo6enxHOvu7qa/v7JG629+8xtSqRQ33HADN99888kS8aTDrysVShegvjbgUbpQylA1\n1/QGMDOa9ShdOFRFysGjdAEyiSJWodIMlMo7FezmmYLDpv0KzImrzeUtr9IFEC6aJDxKt3QjOgem\nvKZMF0hbRWrmEK2Q8swYlYQaIRkepQugKCZL6ypXy90Rh4k5cbmqbDOdqDRnDk1aSOPee3NcgeRa\n2HNkc5Q8puJUpMuS7bxH6QLk0iaGqKzXmwlYHqULJdKbmakkDKXGs8wEvYrGcQWj40pFatDxtIUa\nqjKnAShOeu8jZdoEanNk5gz9eM5ipuA9WLRdwj6DudIFQhlyc2KUXVwaooWK7FW6lmPGqJLFLWBi\npbxjkXEt1CrkqZTjnlSlOw8vHNtiz+aH2P74XWST01x+8fl86lOfpa2t/fUWrSrmE2jMQS6Xw+/3\nKghd1ykUvB/xgwcP8q1vfYuf//znmObRsRjj8QCKUo0z/PrjaFZwVpW0jgCqWn3KqvUdmpVYfjak\nI+ZrrISiVo6lXMV/V5Ktsu2RTEnV2gJIslQ9F2Q12arMsyxLc9cJRy2bpspUK1JWrb16hGdNqSKH\nIlemwzySbNLRjttRyCbLEnPJzIpyJNkUzLnroyM8PtoRZKuWS/JI91Ht2VJV+bjsQF8PaL43L3/V\ndV32v7CRZ++/jfT0GI2diznr8k/wL39zWUVp2DcS3gwJNE7qU+H3+yuUbKFQIBAIHP7bcRz+9m//\nls9//vM0NjZy4MCBud28LGaqFAV4I+BIpuYjYXIqU/W4XSXJvhAwNpaq2G2m05W7LqBqsl5xhIe1\n2vVMq3rbfMEmOIfM6LgupaJ6XtmKhg1VrHB2lTCUI71HBcNGneNCK1ZLWgyYZpWdtDiCbEUbqnzn\nqy2kzSrjA6UQsLmwqxwDsKqEaSFVl82ucn+luascJKtazBNgVZk/q9q4A6ZlVca+OdVzdRcNC2XO\nF8V1oVp0h3kE2Zxq4W22XfXdsWzn0GLm+ON4KfrjUUbv9cD4/p08d/8vmTrYT7S+lXOu+Gu6lq0m\nPT3N5GQa2z7xFohjnYM3w473pPt4v/rVr/LAAw8cPnbppZfy2c9+losuuggo7XYvvvhiNK1U/sZx\nHLLZLOFwmBtvvJE1ayqrlMzGm83HWw3bdk3ys9/sIOBXSWeKTCeL+DSZ957fwzlrW/ntg/3c//gg\ntuPS3BDEdUvpIf/i8qV0tUawbIffbhrmjg1D9NT4Gd09jWHY1MR0QgGVTN6EjjAvFEtbsqX1IYYz\nRdpjGgk3Sc42CasKTcEAo7k8MSnE80OlBVNfbYCZvEVXjcTH3jZEQyxFvqDy6we7eHSbwZXnBrj8\nbTMosotp6ZhOHtMRPDriMpDLIlxBQKphfy7F6poIb2+bRpMdZvIBnhhVyVgmnUEFWUnguiC7tUyb\nOSJyEFlO4goT09R5fjTGgUyBDy6s4e2dpfvYPinz4NgEcdXHafUJAlqOXFHjF0/18NBem65YufTe\n4maVeEMGBZmJXQqDB4rIEixqibBvPMuqZTrRvoMgOwgzxMBwmKzp0NZokpFLVYPCRhM7Rgy6fSGG\nHp2ikLEIR3wE2iJMZIt0LZEZ95f81Q35GvbttKkL6UykiySyBkFVZlFAY+RgitbGEC/uKyWc6Fwe\ngqUWqlAY2yFz4KCBKgsuX9fOu1e38usdo9y2dQTTcelplFmyMIMtbBKTQXZNFBCuy5JimJFtSRo7\nomxRXTKWQ11IobNBkDALrOwAEShVa3KyDTw36FDr15nMFUgaJnFd4j3LFGRfgqAUJmGX7iMsRbCw\ncB2VTSMwlCmgSoLFdWGm7QTLImEaQ1MI4ZCcinLvwxHyhkttn8W0mkK4HQEMfgAAIABJREFUgoZ0\nHbt2FuhsC3LQl6LgOsQkH6GEj+mkQTyosfdQ/eKzF9fz0fMWEA+Wy2Flsga33bP7cFnAueU0jweO\nh+K99l9+haQGXrnhGwipyYNsf/xuxv7/9u48Pqr6Xvz/a/YlM9l3CNmBsAbCqiAqFpeyiKDiwvV6\nFcWl3If9ehfbqlS9be/tldbWe13o9VdRWyta61q1tRYBAQmLYQ2EhDX7vs0+5/dHMJOTSSAJySSB\n9/PxyOMBJ5+ZeZ8zSd7zWc77U3IAqz2KcZcvJHXcDDRaLQaTnqa6On6wbNo5C1/0l76+B9XOV3v9\nmFjzXX16rb4KaeJ1u93Mnz+f++67jxUrVrSvav78889Vvd6OTp8+zfz58y/axVWd/eYP+9i+t6z9\n/wa9linj41l+3WiiIwPdu9PlTfzx06PsK6xuL66h0cDVc1PZWdnMqepAzz86zMgYs4Ejx2rxdugx\npY+OpizGREmHWtE2o44paSZKmupp7VBoYpTNhqvZwqGqjpuma1g+Ts+mnS5qO8xTpsWb+ck/+TCZ\nK9pHGRVFQ0ldLB+edlDnCcQWoTczO87GgcYa1a1DoyzRmHUemnyBa2bQGPC7o/n8VBPODj3NsZER\njIn3cbw1sJhJr9GR5I/j1a16ajvcyjMywsyYVC+nPFXtfUStRsNIVxzHDnuo7LCYKT7CxIRpBnaU\nNaluz5qUYKfO4eNUY+A87AYDac1h7DvVgrNDIfmskWFoNXDkVGAxm9mgZWKCnbKjNTS1BK5bUnwY\ncZcZKdYEFpfpNBqytQksyRhNUlRgOOFMo5NPyw5Trj2tKvyR4I3j5Gc+yjpsrRcRbiJuRjRF3nrV\nPP6YGCuKolEttDPrdMxJtTIioRIvgXljm9aOQWukrsOCMQ1avK44jrU20egL/AxFGyyYz0Tz2det\n7bcOaYBJo+1U13o5Ux1oGxlmYGxWOHsO1KlGK0Yn2bn18lQmparr9x4+VsuLv/uG5tbAdctKjeSR\nf5qKydh/A3iX2qpmR3M9hTv+wunCXeiNJtImXsZ//8t9xMfHt7eJjbVTXd103tXI/aWv70GV8//r\n/WuZ7+7Ta/VVSIeajUYj69evZ+3ataxbt47U1FReeOEFrFYrTzzxBABPPfVUKEMacvYVqkscerx+\nNKBKugAjE+00NrtVFa0UBfYfq+VUp+Gt2hY3Do1GlXQBysqaKNF2WuDi9uHy+lVJF+BkczOOuuDF\nNwUn9NQ2q4fFj1c60Wjcqqk9jUZBq3Wpki5Ag9fJmVZz0P26Na4Wwk3qoXKP4qGqRVElXYDD9Q1Y\nbOoJVa/i41CVOukCnG5wMkLjUg3M+hWFVlxUdtprt7LBRVmDPuie6FP1Lupc6sVMTR4PrVpUSReg\n6HRL0KCs0+PH7fCoki5AWWULeoNXNf/qUxSweVVJF2BEuBlzkxN/qzq2JlcLZeXqGBoaXUTjCVo8\nV1gTPC3j9PmwWTyqpAvQ7G/CpKh/BhX8aPUuVdIFqPU4aDmlqO7XVYDyCg8Vncph1rd4aGnwB00R\nlFS1BCVdgOJTDaqkC1B0oh6H09uvibc/RMYlD/lVzS5HC4e2fsiRnX8FYPzcxYy7fCGKz0t8fLyq\nZxsdbQ/JEPOFGg738Yb8J3Xs2LG8+WbwfVbdJdyRI0dSWFg40GEJIcQlw+f1cHTnXzmw9UPczlbS\nJl7GpHlLCYuMBdpqKYuBM7Q+IgohhBgwit/P8f3bKfj7O7Q21JCUOZHJV99MVOKowQ6t3wyHWs0D\nsyRQ9Nk9t0wgNiowpJeTGc2i+Zldtr1t0VhSkgLzIImxVgw+P5PibRjPlgjUamBCop3WVo+qbWyU\nhVVLx/O92WnYO+yVOyHSimNfM1mWQFubQc+ExDAmZ2qIsQaGmkbHWzAnNzFptK19WNlk0DIrz8pn\npTo83sAwm8djo6RRITssGr3mbGxoGGWJptLhIVIfuAnfqrVQ1xyGozUWfYfPhhpnHHuOGBlhCgxB\nhukNpNki8DujMWsDt0/ZlCiKy2B8vI1vF3ub9VpmZpqw6LTEdqglm2AIw3vUy6QEG/qzZTh1Wg03\nzhjJP07KYnRUILZYsxlrg5EsfQRmXdt10wBXjEzk7jmZTM8M3JMdbjWQnh5JWkYkER2uW3Z8GK31\nTrLSItuvm9mkI2ViPK114UQbO8RmtHF8n593tp/E02moeH5sDiPMgWsRobXSVGojfUwM5rPvqUbT\nVnSl9bCDDKst0NZkYHqaiempZsKNgdgywux8vV2DtiW2/ZgOPXUnEynYFYGRwFoMC+Ecq9GQbIg9\nW3CzbfenJH0s1lQ3KXEdziPSjC7KyJiMKMxnS0RqNLBgchL/vHgcuWmB84gKMzAmzMhv/rCPxubA\ndEP+vnK27yklMzWwh6vVomfljTlE2Lu+dU4ElJcc5JPfrGX7ey9jttq56s5/5crb/99FlXShbai5\nt1+hJtsChkhvVjW73D4+/nsxSXE2Zk059/6jfr/CX7eeYM/BSopO1LfP+UZEWYhICae1soXq8sAc\nbOaoCEanR7Fofmb7fZcNTg9v7ivjZEEFFUWBykwp4yOwjDZSo6nDpbTNq+nRYXcmojW4qdFVtbeN\n8tox1lnRpVXjNrbN+emAW9Ki0Gvhi4qa9ltjTBoL+MOodzuo9QbmGUfbotD6dXxd2oT77IlEm/Rc\nmRrO1gNathQF5i5zUw0kxXs53dqA82z9aItOy7REGyfKjHx+oMPCsAgzsXYdPns1rbTNMWqBDFsU\n7tMKh/5e314vOirWQkJGNLdekUZKTNsHB0VR2HS6nK1FlRwoaOTbO5Mi7QZGTwjjH2aNJUEbSF47\ni2r48/4y9jU7aT2bLK06LeMsJjR1Tk4fC1zjEQk2LJEmDhoUas7Oc+q1cHmOAX+zn927Wtqv24ho\nC2tuGEtGQiCBKorC7sYT7Cyp5MtNrvbYosx6ssxGWpqcnKkILJ5KzY0iLFuHy17RXqPZoBjQNcVT\ndxqOFAXazhhvZPJ4hfc/91FR0xabyQA3X2/Ea/GxpbSxPbYEq5kku5HTjS6qHWeTpQIJzXG0NBrY\n1+Tg27uYYkx6xlpM3DxjFNlJ9vbfjW2FVXyxp5RTh6rbbzeyWvTctCCbbw5XqdY/pCTZGJUUzrLr\nswnv5n71C3GxrGo26PU0Vpex78s/UV5yAGt4NBPmLGbkmKloznE/v7O1KWj1cm9vibxQfX0Pylpf\n6vVjkqz39+m1+kqGmocgk1HH0gXZPWqr1Wr4zpxU3vr4iOp4Q52D+AgTJ8vVC5+OnWzg3lsnqood\nRJgNLEiO4j/+eFjV9tSBBsaMs+HyBhazePGhDa+lxq1eUFOnb2LSBCjtcNwHvHWinkSrn473fboU\nB2EaqyrpAhxprsPdbGtPugC1Li9biwxsKVIv9tl7woM9ytuedAEcPj/fnPaz63CnhWENTjLTtJx2\nBxb2+IETjQ3UfaG+J7Wu2sHsCcb2pAtthTOuTEni9Q9P0PF24PomD/paPRMSolV/kKZnxfDmkYr2\npAvQ6vNT6/biOKYuOXmmopmY9HBq6gPXwuuH/EIfSrlDFduZWge7jtWoEq9GoyEvIo1fbylTxVbn\n9OIIM6qSLsCJvXVMzTPQqgQaezQeDNoWjqi3T+brA27qau1U1ATOzeWBD//uI2xykyq2ilYnNp0l\nkHRp+3aFvYqTZTF0vHW4xuXFmhJJdpL6D+vsMXF88slR1T2+rQ4vf99xitOdfo5PlTWzaH7mgCTd\n/uL1ONEN4qhnY205ia2F7N+yGavFzL88vJobbljUfqvm+URGBi9uGw662J1zyJHEK4QQA2CwVjV7\nPW4Ob/+EA5vfJ96m46abbubOO/+BiIjI8z/4IuDrYrezoUYSrxBCXAQUReFM4W52/+X3tNRXk5gx\ngeeeeITx4ycOdmghNRx6vLK46iKg0WhYND/jbL3dNiMSbHxnTirZaepPudlpkXy6+QStzsDwcW29\nk79vP0X6yAhV25SsaFpPWLH6A8N5Jo0Bg8dOsj5GVaUwLTwMrVYhUh+Y09JrNOTYo0gwxqDpMCxp\n9NuoatIRpe2wq4miwVA3Ek1DHIYOnwcjDCYiwn3kpqqHx8bGhdFUHY6FDrFhwN8cwbh4m6ptZrSV\nmkoztg41KvWKjqjaWFLHxaHtsK9xYqyVk6WNFJ8K3E7h8yt8kH+akTFWTB2ucYzdSLPDy/bD6h0D\ntu0uJb7KSWSHcoYRFi1xI7Wkz1BX/ElOi8To9BHfYZ9Zs1bDGLOJcSMj6FgFdES0haNlTRyrCAz9\nev1+Pjx2kqwJVkzGQONYuxGfSceIju+/BpInxVNxKha9L3DdjIoJjzeMnBz1dcvOsmEZCbHRgWtv\n0WvJ0JlIKY9C06FnEalEUHraSkSHWptaNCTr4picalTta5wcYcCha+ZAdWDYXVEUvtx5GrvVSJil\nw/tvN3Ht3DRmTEpUxZabE0fmqEujB9cTjTVl/P13z7J546/RG0xcvfLfmL1kFcnJIwY7tJDzK5pe\nf4WaLK4KkVAsTKiobuEPHxWSnRbFgjmp6HRaFEVh665SNu04hdPto6yybc4vwt62v2l9o5v3Pz/W\nVjsZSBsZjlsBd7iRY1Vtbc1GHTk5ZvTRPkpq3DSfnUxMsVuJDPcSE+mn7OxWfjq0jLBEodN40etc\ntPrb5nxtOitGDFQ1mThY24j/7LKczIgIPB4/R46FcbK+bX4wyqJnzCiFyAgfJ1sa8JytLT3CFMmZ\n02b8fh3HatvmRK0GHRNTdWg1sP+kj6azuzelRVnQasCo03H4bLUtg1ZDbqoJE05OHFaoaWqbN06M\nMBPj9WPVaCg62YDfr6DRwBUzRjJlShK/3VTCibPXIirMSKzdiEGvpai8GffZBVEzs2NYNDmJDz4r\n4nBxW0KxmPXEjo7Gm6ij0tNI69mazKOsYeiOefGbTBSeLY1o0GnJGBWOW6NQX+mg7uzOVEmRZixG\nHSaDjsOljShK22rgaycnMXNiNG8cLuZ089nYTEbCW0zoHHqOljW1r4KeMCICT6OTxngzx84WsLAZ\ndUzL1mA0+zhY6movmDIqzIa3CsxxGopb2n5ejVotqYZwfKe8NJU20fjtdUuwYpuip9ln45vTrfiV\ntlX0U1KsWCJaqGlsm/tti82ExWfFaoHjzfV4z/7ZmZ0cz7KsDF55/RuOnWgrmRlmNZAUF8aoZDtL\nF2RjMbcl4gNHa/joi2IWzEkld1ygotJAGC7bAnpcTg5sfo/Crz9Dpzcycd5SsqddjVanx9ncwPev\nH9Nv5R2Hy+Kqow3re/2Y7IhVfXqtvpLEGyKh/qHt7OXfF/B1gXpf1TCrnpbW4CLuo8bHs68iONbI\nCZqgqlHTRplpMlUGtR0bHkaTT70gxuCLIL/MGdTWWJ/MgTL1Yq1Ym5aolJqgthGOZPKPB+8dZNBq\n8HQaYxoXb+NgZfBmE+leDRX16jiyIy1UFtUGtY0fF8vRSvUCpWibkdrm4G34pkZaONbFc7jnmoK2\nMMgkggOHgq9xXLiJqkZ1xa6MeBvFXZzHmGlWTrSoj8doTZw5ELw9U+aYaPbVqM9Dq1GIjA1+P8ZE\nhVNY1xh0PKEA6hvUsSWNjWF3F7sa5abrONmpolm8xUylI/j1JjfYOVygrthm0Gt54elrgtqGylBP\nvIqicHzfNr75/C0czfVk5M5l8lXLMdsCo1aXauItrO/9NrJjIu/t02v1lczxCiHEAGiur0VrCP6g\ncaEaq8so+FvbzkHRianMWHg30UlpgLrilLN1aHZChCReIYQYEP19O5HP4+ZI/ucU7/0SvdFMzuzr\n+fn37z7n3rjD9ZagCzGQi6sKCgp48MEH2bJlCwANDQ384Ac/YPv27djtdh566CFuvvnm8z6PJN5L\nxKSxcRQUVuE8Oweq0cCIBDtuj4/jpwPDiuE2IwaDhnCLgUZHYMhyelYM0Uk6vjxd3j5satHr0FTp\nCR9lodEfGP5NMUeTZolmf3NR+6bUWrRoa8wkGHRUeAJDnrEGKzqXglmvxXl2vlSrgWS7lSiTl1JX\n4BN8uMGE1QfhJj2NHTaCGBdpQY+Ggg73woYZdVj9EGc1UtUaGBZOj7IQ49NQ3ehqL+Jv0GmxxxvR\nNoVR3uG+1/gYKxFaLSa9tr2Iv0YDI+0mIi0Giqs6nIfdxJRx8VSUNdHcYfOD9LRIvGEGiloC19hm\n0DN9RAyVZ9yqYeX0+DDCTHpqmlztfzyMei0zR8fgU5T2eWaAtLgwpifGUFbSitsfuG6JWjPGWCMl\n1R3OI8KM1d82r9vc4R7ZcRFWwiwGjjoCPSO70cD0xDiqHS5qnB1is4Rhj1VoaHS1F2kxGnWYbEaS\nNX5KO+z9nBJuxuoFg1bbPj+v02iI9xkxW3WcbA3EFmM2YTQasJj1OJyB93TGZPViquGoP28nKi0q\nIP/PG2ipryYr7ypy59+C4vcTHR0dki36hpOBuJ1IURTeeecdfvazn6HTBWogPP7441itVr766isK\nCwtZtWoV2dnZ5ObmnvP5ZI43RAZ7jhegrsHJmx8e5nR5M3qdpr24QnpKOI1NbiLjrBxqcuHw+rEa\ndaTGhVHT7OLuqzKZdrYU4uHaen67/yhWn47anY0017nRGzVMXWijNaaZK2PGMDk8BY1GQ52nkW0N\nBTgcPvZ9DKePu9BoFHKuiqI2poWYxjAOf16Pzwv2KDO6MVE0+RW0mraiFwB5GQZ04U2EaywcLHPi\n9Pmx6PREayKpaPAwotlL+ZGze95mRlIRaSTabKD6VBPNrR4Mei1pGZGcdLhJspva53xHWo2EOXwY\nDVpao13U+VxoURjrsFN1uInEOCtFx+vxKxAeacacbMPh8WNu9lBV1vY+pmRFU+rxsSBvJN/NTcRs\n0NHc4ubtT45y6Fgt+lgLR85uuZiZFoY7ysPYmAhuy8nEbjTg8vh4e/tJNh2oJC7cxJGzz5scZUar\n1RIXbuKe+VkkRJjx+RU+3n2GD/LPsGT6SK6bkoxOq6Gy1cGrB4qobXaiKXRTeaLtPR2VHcNpt4ek\nKAtF5U24vQo2i4G4UXZqnB4SGzztVcpSxkdQn6QwPi6KFWMzsBkNOL0+3j16nG2llcTXGTi+q+0a\nJ8W1JRJDmIFiu44qjw8tMC7BzukGB6lmI0ePte1XHBdjJCZdj8/vRznspurk2Z+3GdGU2d0k2awU\n1TXiVRTCFR0jKo046z3csSSHMRmDm0yGyhyvo6me3Z/9jpMHvyY8NonpN9xFfOpYoP/ncM9nuMzx\nFtT+X68fMyn6nnN+/4UXXuDPf/4zixcvZv369ezYsYOWlhamT5/Op59+SkpKCgBPP/00Pp+PtWvX\nnvP5JPGGyFBIvN/69//6kuo69dxTanYMBXXB28T9aNl4Jqepf7HPVDTx5C+3BbW988axXDlTXffV\n4/HxwBOfB7XNTo/kaEl90HFnbix1TvWCrympVk60Bi+0yjhu5Mwp9TWNTbRxzBu82Cd9dBQHatXn\nZ9GBJTp4odb45jCK9gQvkrKFGVS9WYDpExP40T/PCXpvf/i7ve2JtD3exDD+846pQc/7q48Ps/lQ\nlepYmEnHbx++LKitoihd7oX6vaf+hqPTFogp2dHsrws+v9E6LRWdKlplpkbw2OqZQW1f/P035BdU\nqI5Zww0cSw5OKFNsZgqPB+9qE9voVlWjAkifGc1hY0tQ2/+4fCqjIi486V2owU683y6e2v3p6/i8\nHsZdvpCcy25Apw/cdiaJt2t7a17p9WNyY/7pnN+vrKwkLi6Or7/+mjVr1rBjxw4OHjzIihUrKCgo\naG/3+uuv89lnn7Fhw4ZzPp8MNV+Sgv9wd7+vdRdtuzjWXdvunrj7waCuvtPNc3T1kbG7z5FdxKF0\ne9LdHO/qqXuxIbim2yGwXly37o53EVtv2vbqnHvz/gOaLt6Tbn+GQrDB+lDnbG5g58evcrpwN7Ej\ns5i5+F7CY4b/0HuoDMQcb3x88O1rra2tmM3qParNZjNO5/kX1EniFUKIAdCXVc1lRQUU/O0PeN0u\nxs9ZRHbe1Wi02i73x5VVy10LVclIi8WCy6W+vc7pdGK1nn9jDEm8l6C0keFUdxiC1GhgdEokJQ6P\nakFVhNVAbHhwEXpbmIHYKIvqOcwmHYlxwcNqxyqaiEu0UdWhyL1Op8Efa0F/phGvO7DsMzLBimIz\nUudUD+dadUYsOj0OX2AoNdJkJG1kOKdPq//4pCeH09jgUC1ashq0RDv9aFHwd+hpper16BUTZZpA\nWwNgVrQY9Bo8HSr7x8RZsYQZaT4eGB7XaCB1RPBwWF2DkyhdcFG4rMSuh84yEmxsOVyp6qxnJdiC\n2nk8PnYfqGTqhAQMevXzp42M4GCRejjeptNiNWhp9QSucVSYEavFAJ3uTbZZ9G1xRwQ+wTc5PPgt\n+raObMcqZcl23BEGTjUEkopJpyUr0c6xUw14fYHGSVFmIiwGyk4FFpdptBo0JhMmjQNXh00uYi3q\nLQqHu96savb7vBza9meO7f2SmZPH8+ij/0ZKyvm367sUVy2fT6hKRqampuLxeCgtLSU5ORmAkpIS\nsrKyzvtYmeMNkaE0xwvwdUE5f/iwkDCLnjtvHMflM0ZRfLKWNzYf54v95VwzKYnb56YRZur6s5nb\n4+PDvxXz6ebj5ObEc9uiMUSGB/5otzi9vLG5hL8WlLftCZtgp+JoDZEj7FRGGSlrcRNrNTCqxUdV\ncT1xuQkUtDjx+hVy4mycaXRiM+kwaLWcqHdgN+rISjRy0lHLNanJ3Dw6HYtBz4GjNbzx3iG8Pj+3\nLxpL7rh4XB4fG7ed5MNdZxgbaaGxtInGZjcJCWE0JVip9HmZ6NZwvKgWjUZD5vgojka2kuw34zrk\noqbWQXSEGXuYgdKqFpLGxHCwsgWfXyEnwUb98Xpiws2svDGHjFGR7e+t36/w169O8t5finC5fYxK\nCadcAxqDjnuuzmTqORYMFZU38fJfiqhucrLyigyumpCg+v6351lZ00pCjJU7bsxhXFZg799vK5S9\n/ecj2KwGNFoNZZUt2MMMxKZFUVDZxJgR4RRXNOPy+MmOD8NV1ozOr2C3mThxphGzSceSa7KYf9ko\nvjxUyWubSmh0eBgVbcHQ6MbV7OaW60cze2oyXr+fd/aX84eCUiYm2nlgZhqJdhNnaltZ/9ciisqa\nyEy0cfhMW7WtnEQbtcfqCYuzUJ9g4VSTi0iznrR4HaWuBq5LG8mN2amYOqwYHUyhnONtqa9myzv/\nQ21pCRm5c/nNf/wr8fEJ531cqA2XOd5tFb/t9WNmJ/xjj9rt2LGjfY4X4Hvf+x5Go5FnnnmGo0eP\nsmrVKl5++WUmT558zueRxBsiQy3xAjhdXvR6LXqdVhVfk8OD3dKznkdzixtbWPA2Yz/6/TcUlqqr\nH6WNsHPQFVzxaXycjQNV6ipHcVYjtQ4Pvk4/nv+YN5KbJySrjnk8PvyKgsmo/pDwtx2n+N2fDqmO\naTSQGBfWXjrzW+kp4ZScCq7WlDwhjkOdtqRLjrLwi3/MQ3u2kPK31+6Pnx7l47+XqNoaDFp+8aMr\nMRvPP7jk8ys4Pb6gDzuFxbX8fH1+UPt/vW8ao9PVyfx0WRNPPb8df6eP/amTEijo9H6Y9Rps1U48\nXnW3bPSkBHZ2aqvVwLq7pjIiRp1IGp0ews3BPyvPvL2Pb06oF88lx1kpxhfUI3nsO2OYk6yuEz7Y\nQpV4q04dZfNbv8Lv8zJz0T3EpWSHdMFUbwyXxLul/Le9fsycxH/sUbvOibe+vp4nn3ySbdu2YbVa\nefjhh1m+fPl5n0eGmi9h5m56sz1NukCXSRfA5QleWeztZgzI28VnP4/fH5R0gS4X+xgMXfeSujqq\nKOD1Bo//+bzdxNZFzB6fvz3pduTu4pw9Hj9Gfc96cTqtpssRhq6eF8DtDj4PvV4blHQBfP7gti6v\nH1MX18LlCT7mV8DQxXl0lXSBLt87r1/B3+U6sktzQdWJAzvY8f5vsNijmHfbI4THJHU5lyuGjpkz\nZ7YnXYDIyEiee+65Xj+PJF4hhAixo/l/I//PG4hLyWbuLWswWQf/FqqLxWDsNtRbknjFgIiyGTle\n1WlzAasBY7MXd4fFNzqNhhirEejU1mLE41do6XT/p+LquvfXlXC7CY1GfYeRyajDagn+sY8MN1Fa\n2axaGKTTaYiymYIWIkXbghecffscnUXYjRd8h0yY1Yhep1HFptdpVFs7fqupxY3ZqMPZ4bppNGDu\nYrFXVJgRm8tPQ5N6+D/GbkRTpR5csBp1NDe7iI9Q3z7RFY/X3+XrhRl0mKG9Qhm0DWF7WoPP42LQ\n3armk/u2svdvG0nKmMjMRf+E4ve393RlpfKFGw778erWnq/ExjDT2ho8hzgUhIWZhmxs0P/xXTYm\nDrNRR+GZRox6Lf9wRTp3X5nJvPQYzjQ6KGtykRNn48n5o1mck0i8zcjBymZ8isItE5P5/twMrs2O\np9bh4Xidg6QwI5ktPgq+Ok3J6QYyR0UQdp4h8aS4MCZkx3D8TCONzW7SUyLweH1U1TrIToui8WyS\nuuW7Y7jlhjFMn5RIaWUL1XUOstMiWXPXVK7NG0GM3UThmUYURWH5rFGsXpCNrsNQ87fXLis1ilHJ\ndopO1uN0eblqVgoPrszF2M1QeE9FRZiZOiGBMxXN1NQ7SUmyo9dp2bLrDPWNLrLO7rn7/ufHeO3d\ng5jNekYk2KhrdJEQayU6ykzJ0Vqykux49RrcXj/XTUnmX5aM46pZKTicXk6UNhITaeaeWyawaG46\nE0ZFUlTeRKPDw9gEG9qqVjZtP43P7ydzVKTq/Ds6WFTDr3+7h5PHahmTGkmT149Wo2F8bBiVh6uJ\ncyvEj7RT7fSSYjcxqs7D9i+Oc6aimey0yG6nP0ItLKzrD1e98c4Xu8GvoPg87V/Fe/5O2a6PuObK\nK3j2mbXMzUlidnZs+9fccclERkYNyeH3UP8N6+t7cKzxGxTo1Vfmzal6AAAbTElEQVRG+LlLPPY3\nWVwVIkNxcVVHAxVfVaMTvVZLlE09F1xY1czo2DDVH5gml5dGl5cR4epeVf7xOtb/Jh9fhx6f0aDl\nhw/OZEQ3t+h05PcrvPbuATbnl6qOx0ZbeGz1DCLs6l/w4lMNpI8MV8XW2OqhxeUlKcoS9Pydr53L\n7aWq1sHIHsTWW3/85Cgfb1Iv4LLbjG0rsDtVoxqXFcPhYzWqHoDBqOO+O3OZkh2januqrIn4GCsm\nY+BDgtfn5//+dJCdna5b2ohwfvTwrKDYvth2kjfeP6w6ZrMbMZp01FarK2hlT4yn6EAVSofgzCYd\nP/7ny4jp4hqH2kAsrqo4fpi/vfYzrp6dx7PP/gqDYXjdOjVcFlf95fS5q0Z15Tsj/6FPr9VXQ+Pj\npbhoxYV3PTQ5Ji74PlW7SY+9ix5PpFanSroAbo+f5h4OUWq1mi6Hn5qa3UFJFyAjJXiFbbjVQLi1\nZ38oTUb9gCRdaBv+7qyp2d3lgjG32xt03h63j6guhtpTkoLj1eu0XQ7t1zZ0XRSirtM+wgDNTW6M\nzuBhZ6XRrUq6AE6Xj1anl5ig1sNfa1MdW95+HltkHP/yL48Nu6Q7nAyHoWZJvEIIMYAUv5/t763H\n53Ex6+bvYbMFf+gU/SdUlasuRPBHUSHOw+H0EsoZCoOh6x/TztWbzvkcXbTt7nm7WrQ0VHQVs06n\n6fH5aTS9u25dTTV29/iujuu0bQvBBiK24aKkYAsVJQeZuuB27FJzecD5ld5/hZr0eEWvbN11hrf/\nfIS4aCsrl47rcoiyv02blMRDK3P5/QeHqa13khBr5c4lbVWjeurWhWOJsJv4+O8leLx+Jo2N5Y7F\nOao2DqeXdz8rYtPXp5gzbQTLrs1uK684hFx3RTpmo553PyvC4fKSnRbJnUtysJgN/O6DQ+w9WIVe\nr+X6eWnccGUGew5WsvHjI9Q1OEmOD+POG8f1aF68tsHJ7z84zP4j1YxOj+LYiTp8fsibEM+KhWO7\nfMx3r8rAYtbzp78U4XT5GJlow+X24fX5iY8J4/iZRgx6LTdcmc7189LZtb+CP3xUSGOzmxGJNlbe\nOK7LsqPDVXN9LVpdM3v+8gciE1IYMXqKrFoOgeFwO5EsrgqRi2Fx1S9e2cWBo4F6wDqthhULx3DV\n7PPXlO2P2FxuL7v2VzJ9UmKfe0YV1a2UV7UwOSeu0/EWfr4+n/oO85ThNiP/75688yaqwXhv6xtd\nHD1ex7SJCapFYAWHq4iPsaoSWJjNzF+/LGb65ET0Xdzm09mBI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(ds)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cnLB27WooFAotJSWEEN2josUIlOTfBgC0c9NH0dILdXV1uHr1ss73RVTLyrqN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\nhEWQokUIIYQQFuH/ASAsPH35v/yxAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, show_kde=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nanotimes\n", "\n", "The nanotimes for the measurement is saved in the `.nanotimes` \n", "attribute of the `Data()` object (here either `d` or `ds`).\n", "\n", "As an example here we get the array of nanotimes for all photons, \n", "donor emission and acceptor emission:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([ 372, 579, 1926, ..., 2553, 1182, 316], dtype=uint16)]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nanotimes" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "nanotimes = d.nanotimes[0]\n", "nanotimes_d = nanotimes[d.get_D_em()]\n", "nanotimes_a = nanotimes[d.get_A_em()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the histogram for this 3 nanotimes:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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P4ZuXh337TO96qOkYD0+dddEP35l8bnOfFuzyN2em6+2vXbsOGjduzK5PmPA5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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_params = dict(bins=range(4096), histtype='step', alpha=0.6, lw=1.5)\n", "hist(nanotimes, color='k', label='Total ph.', **hist_params)\n", "hist(nanotimes_d, color='g', label='D. em. ph.', **hist_params)\n", "hist(nanotimes_a, color='r', label='A. em. ph.', **hist_params)\n", "plt.legend()\n", "plt.yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also select only nanotimes of photons inside bursts. \n", "Here, as an example, we will use the `ds` variable that \n", "contains a selection of bursts.\n", "\n", "First we compute a selection mask (a boolean array) for \n", "photons inside bursts:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "ph_in_bursts_mask = d.ph_in_bursts_mask_ich()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we apply this selection to the nanotimes array. \n", "To get the donor- and acceptor-emission nanotimes we combine \n", "the in-bursts selection mask (`ph_in_bursts_mask`) with \n", "the donor or acceptor emission mask (that we get with\n", "`.get_D_em()` and `.get_D_em()`):" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "bursts_nanotimes_t = nanotimes[ph_in_bursts_mask]\n", "bursts_nanotimes_d = nanotimes[ph_in_bursts_mask * d.get_D_em()]\n", "bursts_nanotimes_a = nanotimes[ph_in_bursts_mask * d.get_A_em()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, as before, we can histogram the nanotimes:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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Jtm/fYtCKNs2dPDgEom/UR8I4TZ8Kx3mzwTtc2//+StT/lK+lcpnGcfMAEF9v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\nsRDsEmzQcSIXAQ49HYXMEE8AQImbUK3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_params = dict(bins=range(4096), histtype='step', alpha=0.6, lw=1.5)\n", "hist(bursts_nanotimes_t, color='k', label='Total ph.', **hist_params)\n", "hist(bursts_nanotimes_d, color='g', label='D. em. ph.', **hist_params)\n", "hist(bursts_nanotimes_a, color='r', label='A. em. ph.', **hist_params)\n", "plt.legend()\n", "plt.yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving to a file\n", "\n", "Saving some of all these arrays to file is straightforward." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save array to txt comma-separed-values\n", "\n", "To save a single array to a file we can use the [`.tofile`](http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tofile.html) method:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "nanotimes.tofile('nanotimes_t.csv', sep=',\\n') # save in CSV txt format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save to legacy MATLAB format\n", "\n", "To save a set of arrays in MATLAB format we can use the \n", "[`scipy.io.savemat`](http://docs.scipy.org/doc/scipy-0.13.0/reference/generated/scipy.io.savemat.html) function.\n", "\n", "Here we save 3 arrays `bursts_nanotimes_t`, `bursts_nanotimes_d` \n", "and `bursts_nanotimes_a` to a file called *bursts_nanotimes.mat*:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from scipy.io import savemat" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "savemat('bursts_nanotimes.mat', \n", " dict(bn_t=bursts_nanotimes_t, \n", " bn_d=bursts_nanotimes_d, \n", " bn_a=bursts_nanotimes_a,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When loaded in MATLAB the arrays will be named `bn_t`, `bn_d` and `bn_a`." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**Executed:** Tue Jul 11 21:53:19 2017\n", "\n", "**Duration:** 22 seconds.\n", "\n", "**Autogenerated from:** [FRETBursts - ns-ALEX example.ipynb](out/FRETBursts - ns-ALEX example.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }