{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate the parameters and subtract our estimate from the data ##\n", "\n", "In this notebook, we'll do a crude estimate of the parameters of the GW150914 source. We'll make the assumption that the system has equal mass component black holes, and neither is spinning. This is a large simplification, but will get us parameters close enough to do a demonstrative signal subtraction." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pycbc in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages/PyCBC-9rc6331-py3.7-linux-x86_64.egg (9rc6331)\n", "Requirement already satisfied: lalsuite in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (6.70)\n", "Requirement already satisfied: ligo-common in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (1.0.3)\n", "Requirement already satisfied: numpy>=1.16.0 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from pycbc) (1.19.0)\n", "Requirement already satisfied: Mako>=1.0.1 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from pycbc) (1.1.3)\n", "Requirement already satisfied: cython>=0.29 in 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certifi>=2017.4.17 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from requests>=1.2.1->pycbc) (2020.6.20)\n", "Requirement already satisfied: soupsieve>1.2 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from beautifulsoup4>=4.6.0->pycbc) (2.0.1)\n", "Requirement already satisfied: cryptography>=2.8 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from pyOpenSSL->lscsoft-glue>=1.59.3->pycbc) (2.9.2)\n", "Requirement already satisfied: cffi!=1.11.3,>=1.8 in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from cryptography>=2.8->pyOpenSSL->lscsoft-glue>=1.59.3->pycbc) (1.14.0)\n", "Requirement already satisfied: pycparser in /home/ahnitz/projects/PyCBC-Tutorials/env/lib/python3.7/site-packages (from cffi!=1.11.3,>=1.8->cryptography>=2.8->pyOpenSSL->lscsoft-glue>=1.59.3->pycbc) (2.20)\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install pycbc ligo-common --no-cache-dir" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read in the detector data ###" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import pylab\n", "from pycbc.frame import read_frame\n", "from pycbc.filter import highpass\n", "from pycbc.catalog import Merger\n", "\n", "m = Merger(\"GW150914\")\n", "strain, stilde = {}, {}\n", "for ifo in ['L1', 'H1']:\n", " # Read the detector data and remove low frequency content\n", " strain[ifo] = highpass(m.strain(ifo), 15)\n", "\n", " # Remove time corrupted by the high pass filter\n", " strain[ifo] = strain[ifo].crop(4, 4)\n", "\n", " # Also create a frequency domain version of the data\n", " stilde[ifo] = strain[ifo].to_frequencyseries()\n", " pylab.plot(strain[ifo].sample_times, strain[ifo], label=ifo)\n", "pylab.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate the power spectral density of the data ###" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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R2GBItiYnBKK7GAQoN9N6G1oQwYgejz8A6FFETCCk7bOYEi0IJwbhcKjYL0gNTjfX3pATAtFdDALgsNGlbK1ujbl07IKyICwLAemRWGA6J+ogrGmujovJIc9Qa1LbS7TSxaAqlOuJmaNKiOjSdgsJhQwXUww93IUFYc8YREIltVMT4dBP7DQVi9j/HLojLwRi1mh7BqqDkWiSQEQQ1iC1zWMQUndcTA75i6MPPZMXAjFpWBFet8bGA/YKVIdSxSBcORSD0J0spmywvynAUx9UZXsY6cdOJgRGN9dsD8LmuLM9gHTgdmlMH1lsQwsi2cUUiQuErtu+klo6dRBZ4bL73mVnXTtnzhlNgdfV8wk2x04laVLG16bI5/Ug0kVOWBA9ZTGBqofYYLNU184WRATNsBrCEftXUkunkjorHGxWXQH0PAugSmz4O5RfX7GFQRSk7imLCWDWmFJqW4PsawxkcGTdo2IQxhOglIZAGL2Ycq2S2nExZQwz/TJf5i7zPuymd06aa8/khEDEqNsKT1wJL3wf6hMXCjp2UgUAK7bVAXDP61u55M8r2FXXlvFhmoSiesJaEEBMIHKhm2tCmqvjYsoYMSeI3WbUQ8RO87DV3eXEIHomtwQiGoJ9q2H1P+GBRdBaHds1c1QJQws9vLW1lne31/HbJZt4b0c9t72yOWvDDYb1xNXkAM3lBYwgtd1jEAlBaudPKVOYlffONz6wODGInsktgRgxC769Gr76GrTXwhu3xnZpmmDhrJE8+9E+rnt4NePKC7hg3lhe3XCQjnB2nn4TLQglAsJttvvWQdNAaLa1IKwxCGlTEctn8kWT7XobjoupZ3JLIExGzYEjLoOPHoGOeObS1SdNxuMSNAVC/O6iI1g0ZxTtoSjr9nUd3B5IUlkQLjNIbV2X2q4xCIuLyVl+NHPkm4vJxE73Y1Ya22lM6cSppD7qKxBuh3X/jm2aOqKE1//3FN74wakcO7mCeeOGALB6d2NWhpjKgtDcljoIUHEIu06+FhdTNGrDDJR8xeztmCdzl53SXB36Rk4IRMo017HzYcgE2PhCwrGjywoYO6QAgBGlfsYOKWD1nuwIRDBsyWIy3Egutw+AiPl0rrlta0FYYxDO+tSZJ1/SXGNP6zZzNuX1ehBpIicEImWaqxAw40zY8SaE2rs8d+7YMtbuzY6LKcGCiIYA0Nymi8lqQdhTIBwXU3Ywn7fzRSBi2OB2zCEI7JVdlW6sX3V/ZDAnBKJLpi+CSIcSiS6YW1nGrrp2mgKZnYR1XRKOyngMwrQgPMqCyIUYRIKLyWnWlzFiWUw2mFDTgV1dTGpN6myPwt7ktkBMOB48RbD11S4PmTNWWR2ZDlSHoknrURsioLm9uDQRFwiX27YxCMfFlF3yzYKwW0DYnrKVHqz31h+Bzm2BcPtg0kmw5T9dPgrMGaM6va7ba2Q7rX0KVtwz4G6dYFgJQDwGoVxMaB7cmiBiuphsbUHERSGhqtphQDHTL6N5EqWWKV5li8RCOWG7uIjdyG2BAJh6GjTugvrtKXdXFPsYU+Znzd4m2PY6PPEVWPJjDj58LVurB653UzCiJtR4DMKYbF1evC4tJ2IQ0tJ/KerUQWQcmz1wHzJ2TdvNZwsiXeSBQJyufvbgZlq7rwne/xsUDWf9pC8zctvj3HXX79hT33WAuz90GBZEoSfJgnC5cbssLibNbdtKahJcTI4F4dBf7CUQDj2T+wJRPgnKp/QoENW1tcjNSwjPPI+v7D6LTdoUfqb9lSeXrx6QYbWH1aQfa9ccEwgvbpeWmOZqVwvCEph2YhCZI9+ymOzYrE8g8zpI7RTKWZl6OuxYDuGOlLvnjR/CaeJ9RKSDl+QJHGzTCZ9zD6Wig/lrbhqQIQVC6om7wLQgzDiD4WIKRSwuJrvGICwdXKWTxZRx8m7yst0NDQ4n0+BNczWZejpEArD7nZS7j51UwQXed6lzjeDGD4v45NRhzJl3HO9PuoaTIu/Q+PFLaR9SwOj/5PckFsqhKRdT3IKwbyV1QgzCcTFlHLtNp/3GZgKRz91c09WIMKMCIYQoEkKsEkKc3d22PjPxBHD5YOtrKXd7O+o4UXzMk8GjqQ9E+N8zZgDgPvHb1Mgywu/df8gf3RVmg8C4iyluQXhcWjyLyWXfSmprDELaVMTymXxxMdkJM4tJ2LY6I/0MeJqrEOIBIUS1EGJt0vZFQohNQoitQojre3GpHwGP9WJb3/AWqZqITS+BrkNHEzxzHfzzItj9LnzwIC4ZwX3UF/nzF4/iSKNH07TR5TwbPZ7yfcsglN51IwIh9fRd0ClIrdJcQwmFcjadfKVTKJdN8k4fbHZDQpC/JoSF/riYersm9WLgbuDvsQ8VwgXcAywEqoCVQohnARdwS9L5VwJHAOsBv+UaC5O3HTJHfgGe+iq8/XtY/zQcXAcFQ+GBM9T+aZ/mygvOSjilrMDDxwXH4gq/BDvfguln9HsYJqaLKR6DMNNcPYYFocfe2zVILawWhF1FLI+xW1rooWI+wdptydH8Xg8iPb87vRIIKeUyIcTEpM3HAFullNsBhBCPAudJKW8BOrmLhBCnAEXALCAghHgR6LRNykNc/HjOhfDuH+G1G8FTCJc9CuOPg+W3qYWFTvtZytMCY46hY5cP/5b/DIhA+L2JvZjQPHhcIl4HYec0V+mkuWaT/JAHCzYQvOyPIDOkS/p6a0GkYiywx/K+Cji2q4OllDcACCGuAGoNIUi1LQEhxNXA1QDjx4/vejSaC778NGx4HsZ/AiqmqO2n/7zbm5g0qpwVO2ZxyrbX0vo80ZGcxZSU5hrOBQvC8s+hO0uOZhwbzKdpxU73IzCD1DYa1ACRU602pJSLpZTP97TNsu8+KeUCKeWC4cOHd39xfxnM+0JcHHrB1OHFvBE9HFG/vdM61/2hcxZT3MXkdWlEzDYKtm61YXUxOQKRafIvSG2v+xksK8plK811LzDO8r7S2JZ2Uq4HkSamjihmmX64erMtdRbUoRAIR/G4BB5XkovJ5UmspLbzgkEyii7VX5HjYso8eacPdhMIRB5+x+mlPwKxEpgmhJgkhPAClwLPpmdYiaRcDyJNTBlRzA45imb/GNi6NG3XDYSicesBEgrl3JqWFIPowoKo2QSv/CThST6TaDJK2PBCOhZE5skX90csSG2L5oMi5ct8QyS0SBz4NNdHgBXADCFElRDiKillBLgOWAJsAB6TUq475JF0//kDZkGU+j2MKPGztmAB7FjWZTV2X+kIRyn0WgQiVijnwetOtiC6EIhnvw3v3AXVG9Iypj4j9ZhAODGIzJN/T7f2uqFBkuU68C4mKeVlUsrRUkqPlLJSSvlXY/uLUsrpUsopUsqbD3kUPX/+gFkQoNxML+vHQqglYY3r/hAIR+MBalAiIFygabg1S5prd3UQ7bXqZ1NVWsbUV4SMEhaOBZEt8k0g7HA7xX71+/wN97OxhZkcuiYnWm0MpAUBSiCeapyKHDYDlv222yVMe0snF1M0pKwFwJPQ7rubZn2mNdORnSVThYwSRd2D04spc5gTV74FqYUN7idxKc78qTUZKHJCIDJhQbQGozScfDPUb4N/X83+hhYW3v4mv3j20LxmgXA03mYDlAi4vAB43cmV1F0IhGac39F4SGPoL0LqRIQSNadQLvPky9QV7+aa/TuyDmGwGBA5leZqR6YOLwZgvX8eLLoVNjxH47+uY0t1C4vf2cnexkCfr9nSEaHYZykz0cMxC8LndhE00mBVN9dIan+CISgEsicQUcfFlDXsMKGmE7tVUucz1rhD3ndzzYSLCVArzH3iWjjphxx24Gnu8N2HjxBvbKru8zVbgxFK/BaBiIaUtYCqjTAXFDK3pYxDmJZFaOBWvusOQdQiEM4fd6axRdJPOrGZ4A2WIPVR2pZDPjcnBGKgXUzDS3yU+N1sq1EN++qO/j5/iFzIBeJNnvL/ig079/X5mm3BJAsiGolZBAUeF6GortYcdhnHpIpDhAOJPzOMJqPoMReTY0FknsEwfWWPfA5SW62GWdquQ75OTgjEQCOEYOqIYrZWtwLw+uZa7ohcxK7T7uUwtjNjx997uEJnWjsiFPs88Q3RUEwM/B71tXeEo3ELwiyks2IGqbMmEDpRzRGIbOFYEAOLClJnexQDQ7qkzxEIg6nDi9laowTitQ0HGVnqY/wnL2X3kGM4MfBabIW43qDrktZQJJZSBxgCYVgQRvC6IxwFty++P5mwkU2VJYEQMoruxCCyRv5MXvZ5UpeDplAuPS7hnBCIgY5BAEwfWUJNS5A99e0s21zDaYeNRAhBx4RPMVEcZOu2zb2+Vns4ipRQ7EvOYjJiEG61PWAViEgw8SLRSDwGkS0LAh3dtHCkIxCZJt+C1HZTvEnta3s+KEcZVGtSD3QMAuCEqcMA+Okza2kLRVk0exQAFYedBED9xuW9vlZrhwo4J7iYIh3gVste+GMWhB7b1kkgIhZRCPe/LuNQEFJH15TV4wSpM0++uZjsIXjxMZxR87csjiM3yAmByASHjS5hYkUhb2yqYXSZPyYYw6bMI4ogvK/39RCtQfXkn+BiigTjAuG2xCBiLqYkgbC2/MiaBRFVvaJwXEzZIF96MZnY4X6sLqbsj2bgGFQWRCYQQvDrC+dyzMRyfnPR4bg0Y+1aTwHV7jH4G+OpYs0dYXbVdb1EaYthQZQkZDEFY2KQEINwmS6mpB5QVqshiy4maQgEjgWRMcwpzBYP3GkkXZNWf0golItty/640k26qtb7s2BQxhBCnAOcM3Xq1AH9nOOnDOP4KcM6bW8pmcLI+m2EIjqhqM7Zd77FnoZ2Hrj8aE6dOaLT8c2mQHRlQXh6EYOICYbImotJkzpobqJSoHozOmSSfJm37NXNdXAgxCCyIDIRg+gOMXwGEznA5v0NPPzeLnbXtyMl/PGNrSmPb2xXGUlDi7zxjZGOhDoIMGMQXQiEKQqF5Vl2MbmIosEhrgTrcOjYwSWTXmx2P0YdRL4I8UCQEwKRbcrHz8YjoqxZ+zF/Wb6D46dU8IMzZrByZwPVzZ3bg9e3GQJRaBWIPloQZgyisCIxYJ1BNHQQLiSaE4PIAvn2wJ1/gmdf0uVicgSiF1RMmA3AK8vfprolyLWnTOHEacoVtWJ7XafjG9rDCAFlBclZTEoMEgrlzCymTkFqw4IoKE9Ld9m+ousSF3rcgnAEIuPko28828iE16LTtvzBEYjMUaFiH5O1/Zw2cwSfnDqM2WPKKPG7eW9HfafDG9pClBV4YoFuACKhmBjEXUzWIHUXMYiCoUo8MhwkjkppWBAaunBcTNkg7/TBBiZRcrvvfCVd9+YEqXtDYTkUDOUH0114zluAEAKXgDljyli3t3PxXkN7KNG9BEkWRIpK6k5ZTIH4Z5v7vYVpu6WeiMYsCLd60nKymDJOvrhk7NTue7AwqNJcsx2kBqBiGv6m7QlWwZyxpWw40BJfPtRACYTFvSRlYpqrIRBtwWjXhXKmQBQMNfanZynU3hKO6mjoCKEZQWrHxZRp8m8+tdcNyViQ2l7jSg+DSCBsQcVUqNuWsGn2mDJCEZ1tRg8nk7rWEOVFvvgGc/I3BELTBEVeF63BCLi9iceYJAtEhjOZTAtCam50J4spK9jAI5NebDARJy6ek79OJqdZX6apmAIt+yAYF4PZY0oBWLe3OeHQ/U0djC7zxzeYT//u+LYSv0e15OgqSB1J4WLKIBFd4kZHaCqLyQlSZ578fLLNLglfqcjfIPWgcjHZgmHT1M/6uBUxeXgxBR4Xa/fF4xDtoQhNgTCjrAJhdmp1x62KYr9bWRAu+1oQmiEQKkjtCESmcSyIgSZ/LQjHxZRpjEwmauMtN1yaYOboEtbti1sQB5rUk35PFkSxz01LMKKeYly+1EFqlw88RYnXyBDhqB5Lc3VcTNnCbhNq/7BH0F1aXuVvoZxjQWSa8smASBGHKGXDvmZ043HPFIgEC8K0DlxxC6LE76alw2jn7farNFgr4QB4CsDjj7/PIJGosiA0w8UkHIHIOHk3ceXdDdkXp1Au03gKoGwc1CauCzF7TBktwQh7GlQx2+569XPcUEtKasyCsLiYfO5YW3Dc3s4WQsQQCHdB4jUyhGlBCN/VpawAACAASURBVJfbcTFlGHMlzHxxMcWf1LN/Q6lGYA/LJr0MqiB1JhYM6hVjjoA97yU8CcUC1YabaUt1K36PxtghBfHzzEpoT1w0SswYBBgWRIoYRBYtiGBExy3iFoTjYso8+TJxxd0d2b+fxBXlnBhET+SEQNiiDgJg0snQtAfqt8c2TR9ZgksTrDMC1VuqW5k6ohjNWkUdNlqDe4tim4p9nlhbcFzeFK02Asp6MC2IDAtEOKzcX5rbjRSOiykb2OCBu9dsPNDMxOtfYHtSyrcVO1gQifNm/gqEE4PIBtMWAgJWPRDb5Pe4mDaimHX7mpFSsnF/M9NGlCSeZ1oQlkpoM4tJ12U3FoRfWRGQ8YZ9kYgSCOHyoqMhHBdTxtHtMKH2kqdX7wPgpbUHujzGDgJhnThlXndzdQQi8wydCEdcBivuhmW/i/1mzR1bxod7GtlZ1051S5D5E4Ymnmc23vPELYhSY62IlmBExSY6xSA6lEvKFIhwZmMQ0bASLM3lcSwIhx4xDeZuRcAGM/HgKJMbZDEIW3H2HTDnIlj6K1j3bwBOnjGcxvYwv3tlEwDHTa5IPCdkmN0WF1O5sVZEQ1tIbU/u2BpuN4LUZiuOTLuYVFaV5vagCzeaY0FknFyyIDTjaby7wLo9Yiqd01zzEUF6HugcgegrHj9ceB8Mn6ksCeDk6cMp8rp44eP9zB5TytQRxYnnpHAxVRSrjKa6tqCyFMJJS5iaQWpTIDJsQURiAuFFFy6Es6JcxskhfYhZEN2Kmg3uJzH9M58FwnExZQ/NBUdcCnvfh4adlPg93HTBHA6vLOOX583ufHwKF1OFYUHUtpoWRLJAtCvh0DSjkC7DldSGQLjcHnRcuByByDi5JBCiVxZE9t2UCRNnPscg0nRPjkAcKrPOUz83vQzABfMqefa6T3LUhPLOx4Za1STvindXH2ZaEK0hZVl0cjF1xOMPHn/mYxBRFaR2uTxEB4uL6b37YO8H2R5FjFx0Mdk9BmELMyYDOBZEtimfDMOmw+aXez421N5pLQczBlHXGgRvcQoLIhBPcXUXZMGCMNJcPV50bRAIhJTw0g/grwuzPZIYuTSV9cbFZI8sJuub/J3+cjJILYQoEkKsEkKcbbw/RQixXAhxrxDilEyOJS1M+zTsejuhw2tKwu0J7iUAr1uj1O+mttUSgzD/gKSMB6lB/cx0DMJo/eF2e5HCnf8uJj2S+DOLzJA7+In7H8gcWqTJrPvpVgNsIRDWILX5M/vjSj8ZtCCEEA8IIaqFEGuTti8SQmwSQmwVQlzfi0v9CHjM8l4CrYAfqOrtoG3D9DNUp9btb3R/XKgtIYPJZHiJj4PNQbVPj8S7vkbDqrVFgkBkdl1q3YxBeLzowo2L7E+cA4rhUrMDf4r+gq+6X8Idbsn2UHpNb9qD2GMadoLUfaG3FsRiYFHCAIRwAfcAZwKzgMuEELOEEHOFEM8n/TdCCLEQWA9UWy6zXEp5Jko4buzvzWSc8ceBr7RnN1OwJaVAjCsvVD2czH2mm8l0J5mtOdz+jPdiihqFcm6PB10bDBaEfQQiilpxUNhoTD0hetNvyRYWRGdsMKy0ky6B6NWa1FLKZUKIiUmbjwG2Sim3AwghHgXOk1LeApydfA3DhVSEEpOAEOJFKWPVVw2AL/kc2+PywJRPwZb/qN+yrnq7dDRCwZBOm8cNLeSDXQ2JAlFYHm+rYfZhyoKLSUbNLCYvDIYgddQ+AhhfwzmHXEy9SnPN/kxsdSeJvO7FlB56JRBdMBbYY3lfBRzb1cFSyhsAhBBXALVSSl0IcSFwBjAEuDvVeUKIq4GrAcaPH9+P4Q4Q0xfB+qdh/0cw5sjUxwQaYciETpvHlxfS3BGhXfooBPYcrGVowWiKw0nN/dx+JTIZxLQgXG4vuNy4yHOBsNHTemzaypFV/B5buYd9jeqhxu6FciJFL6bsjyr9ZNSCSCdSysWW108BT/Vw/H3AfQALFiyw37/ltIWgeVR/pnPvTH1MR2N8ZTgL48qVABwMupkEfOcfb1E8OczfP2NYFNYYREvXPW4GAj2inqiFyw2aB3feu5hseH85EKSORHV++OTHsfd2D1KTog4iH7FDmuteYJzlfaWxLe3Ypt13KoqGwdFfhdX/gJpNnfdLqSyIFC6mGaNUU7+dTeof06t3sGxzDa1tRlZUQgwiw2muZvNAzQMuN1q+WxA2ClLHsf93njwNpXIxmdOwHeQh1SjskH6bfrIvECuBaUKISUIIL3Ap8GxaRpWEbdp9d8VJP1CT+es3d94XbFEZSf7OAjGhvJBin5tNDeofsxAVZ9i1v1YdYLbZyEahnLnCncuN0Dy4iRKJ2v+J9pCxoQUhcsCCSBaE7oPU2b+fVJXU+UhGV5QTQjwCrABmCCGqhBBXSSkjwHXAEmAD8JiUcl1aRtX58+1rQQAUVcCx18D6Z6EpyYhqr1M/U7iYNE0we0wpS7er7KUzpimLoqrGOMe0IDyFWSuUQ/Mg3B48RAnls0DY0IKQORCDSJ6HUsUg4kF3uz2p569ApIteCYSU8jIp5WgppUdKWSml/Kux/UUp5XQp5RQpZYrH5/RgewsC4MgvABLWPpm4vWW/+lk6JuVppx02gl2tKq3xlIk+hhV7qalrUDvNLCZ3NiwIY8J0eUDz4CJKKJLHAmGrILVZMGn/7zvZgrB7FlPCd9qL/lG5ih1iEA5WKqbAmPmwLinm3qwWUqF0bMrTLpxfydBhIwAY6elg+sgS6hvrAdjZqrF8S40KUkcCGf0Di7mYNA+a242bKMG8Fgj7uZhywYJInlz1uLnQ+WAbCETCehCmiyn7w7ItOSEQtncxmcw+H/athoZd8W0xgUhtQQwr9vHy/56hrIRAAzNGldDapCyIrz26kS/99b/UdBi/yBksltNNgXB7ES7DxZTPAmGjOgiTXKg9MS2GS1yvU0YrIOGPx8M98Yx3uwapTYGI2kC40o1AUi07xz37Sk4IRE64mCDe4XX9M/FtdVtV/MFf2v25BUOVQIwswRdVMYkdLeqfZ1Od4f7I4LrUwhQjtx/N7UETkmDYfpNo2rCRiylGDriYpA4zxW7+n+d+bvP8iaguoXod1HaR0ZdFpJQJrpd4i/L8FIh03FVOCETOMHQijD4yUSD2rYZRc3s+1xSIUSUUiwBBfERwU+J3s6VePUnqoQCvbTjIqp31dIQH+OnSTHN1+9A0DwChUGbjIBnFCVIfErqUeIw+XSNFQ/eFclkXiOSwdP4KhFp9o//Te8YL5Q4FIcQ5wDlTp07N9lB6ZvYF8OrP4eFLlDi0HoSFv+z5vIKhEGhk2sgSNhCgWfqZNqKYBROHsuVj9Qf46IrN/PhNVWVd6HWx+CvHcMykFOtPpAERNQVCWRAA4VAovR/ScgAKK1QgPNvYKgahJqx0LRs5kOgyPhFpyNShhxSvskHyp4s8XjBIyEFkQeSMiwngmKtVE78978GEE+D4b8GCq3o+z7Agin1uRvjCtEo/p84cwfzxQ6kPKR1/+cOdHDluCPd+cT5FPjd3Ld0yYLehmQLh8qp2G0AonMan7LptcMdsWPLj9F2zP9hKIBS5YUHAqdpqADT0bq2E7FsQyS4mNf1F8zCNSUqZljW3c8KCyCm8hXBlLxYRSqZgCOxV2Utzhmm01hZzxfETCUZ0XkA9YTc1N3P5GRNYNGc07+9q4MF3dtERjuL3uNJ5B+oPORIg7PbhEQLNrX5NIqFg+j5k++tqUn7/QTjrt+m77qFiQxeTyIEgtevAh/yv53FAOWwqgrs7HROfprJvQaTKYspXF1M6BCInLIicyWLqD0UjoK0adJ1RvhBTK0czZkgBEysKcftVAd1Qd5BPzx4FwIKJ5YSiOmv3pv87CYSjeGQY3aUsB7dhQYTDaXQx1e9QP4Wwh41vqyC1+sMWORCkJpi4ZsVZ1X/p+tgs/zOrXzOrBWHdnmdIHV0OEoHIKRfToVI6Rj1Rt9VAoCHWu0kIwYQxShROGu+n2Kee5ueNU/s/qkq/QDQFwvgIobtUB3a3VwlEMJ0WRMAoBox0QLA5fdc9VGyY5poL3Vyt3hmBpCK8v5ujs21B9DOLKdwBT36tc7cEO7DtdXjqGvXgFe5gfvNSxms1/b6s42KyC2YhXfNeaKuF8Z+I7br0xLnwCFwwK77o0IhSP6NK/Xxclf424E2BMD4RRhoC4fOqn4FAGi2IgGXcgQbwZ1n8bWVBGOSAi0m39DMSyZkz0Qi44lNM9mMQyS4mNdZehyA2vwRrHlMPNZf8I+3j6xXN+1Ryx8g5YFj27Hwb/nG+ev3xo2n9uJywIAYFZiFdUxUE6qFwWGzXtPFq31AtMc10bmUZa/ppQdy9dAs3Pb8+YVtzIIKPcKxZoN9nCERH3+owzOZ+726v48I/vk1zh2US7kgSiGxjwyB1LriYZCc3hmW2jSZZnFm+HyUQndWg90FqG5T83T4L7j8Vbpse37b4rAH7uJwQiEERgzAtiIPr1B9SUVwg8KkYBB2JrpgjKsvYXttGU+DQn35/98pm/vLWjoS6ipqWID7CaEYvKF9MILp3Ma2pauJAUwfPfLiXW1/ayOE3vsL7u+p58J2dfLC7kdW7raLQGBfB9vpDHn/asKFA5IKLKXmF5/0ey8JYkWCXx2aDZBeTZqQR99qysUXQwvjsQAO89iv4xcBa3jnhYpJSPgc8t2DBgq9leywDRtEwtb71zuXqffGI+D7NpfZ1JArkSe4NvCG2sHbvsZwwdVjCvnvf3MbSjdXc/+UFlBWkrjMIhOIT0I7aNg4braq99zUGmEkIt091kxWa+jXp6CYGsa8xwDl3v9Vp+/3LdlDbqs5raLO4qAINUD4J2mvtYUFYYxC6DpoNnp1ywcWUlCnjlpZ/40iyBWE3F5P62fss18x2f127t4n9TR0snDVSbUheNGz57wZ8DDb4K3AA1G/riFmw6231fuikxP2+0sRg7p6VHL70Szzh+yXPL32TG59bR3tITXK6Lrn9lc38d0c9/1qp0g63HGxh04HEjJPtta2x1wea4u6rPQ3tlGkduAqM9iBGNlNHR9eV1FurWxPeTx9ZzKkzhvPOtlpag2pcCZZORyOUT1av7SAQVgvCJtZELqS5yqQgtVe3uCH3fwhV78ePzXqQWo2xWRawT5bHrIleB6lNRdn4/MAMMImz73qLwCOXw+NXqA0fZD7u4QiEnRg1J/66PEkg/EkWxMp4OuGs3Q/zt7d38viqKgC2VLfG1m54dX01+5sCfObOtzjvnrdoao9P0ttr2mKva1riT3vr9zVT4e5AmP2j3MrFFA52HYPYXa8qvP9n4XTW//IMXvneyXx69iiaOyJsMcQjJhCRIITb4yJoCMS2mlZuen49wUgWJkZrkNomAevciEHEXwskPml5iHjkUvjLp1IfvPqfULN54AdoIV4oJ9DRYvZAr2MQwjJdDkQm0y8r4i6jHcv4nvsJznWtgHX/5uMHvsWTr77R50tu10f1a0iOQNiJiSeqn/4hnRcYKhga99WH2tVTzPwv0zz5bD5b8AFjSz28vqkagP/uVMedf+QYVu2q58dPrSEU1ekI67yxuTp2yQSBMNxAe+rb+WB3A2VaRzz2YayN3RFo73Lou+vb8bo1rjt1KoVe5ZKaMrwYiP8BxgTCzGAqGgbekth93b9sO395awcrttX16utKK1arIctFc7HpKicsiMTJ1at306/LPHbpzfDMN+GeYwZwZCk+PumnKcC99nxZBSKa5rYz/7gg/jv4wd/hwXP4jju+dMDhu//OZ12dXbg9EcDXr2E5AmEnZpwFR10B593TeV/J6PjiQ+/dC6FWmHMRpUeeT2G4nkvGNfBxVRNSSv67o56RpT6+ddo0dAmvb6rh8uMmUOBx8eGeeKB4e20rY4cUUOxzx+IEi9/ZiSYEhbJNubUgZkHE1spOwe66dsYNLUDT4n7aqSOKE45pNK0XM4OpYCgUDlVZWygLAlQ8JOMkxCCyOzHHJ7BcEIhEK2dyKEUX12SW/cY8O/0D6gZTCHweN5VDCxGijy6mhBhEDwsj9XTNA2th3dPqdaABti2N73v2W70cT88MCoEYFFlMoPKaz/kDHHZ2532lY1QO9I7lsPRXqingpJNgwnEAHOfbQX1biD31AVbuqOfoieVMGV7M74/cy+WTmvifhTOYM7aUjy1psVsOtjJ1RDHDir3UtoaIRHWeXr2XRbMq0CKBeG2Cke4aCLR3aY7vrm9nfHlhwrbyIm/C+5aOJAuiYAgUlMdcTA2GgOxrzOzyqkBSDCLLLibjK86FNamt/aK8dB+7kVJmV3yNNFejTj023fc5BgFQuxXeuiP1cTcOgQfOAFSqdyAUpaYlyAMvrYhbXPeeAI9fDsCra/f09U56zc/DV/Tr/JwQiEFRSd0TpWNVXvkL34eSMcrKEEJtLx7FtNBGAP69ei/Vze0sHN4ATXs5f+MPuLH5Z5QVepg9poyN+5vRdUkoorO1ppUZo0oYXuKjpqWDdfuaqWsLcd4UI7nNzKQyLAivDFLdkuhCWLevie88upr1+5uZUFFEModXqn+zIYWeeB2EGZQuGBpznUWiOrvrlAtrb7YFwi59mXLBgrBM+B6hvsMl0QVdHCwzuuhVMrqUquOs0EBoliB1Ly9gdTE9/Dl49Rddp2jveQ+Abz78AYf97GX+9M9HuPK9Rex6/W8Jh9Uu/wvXP7m2j3fSe+pkSb/Oz4k0VwfiGT+1m+CMW8BrTMZCQOUCyqo/otR/GXe8upkfux/hvLdfgM2HqWPaaiDQyKzRpbSFouyqb+cvy7cTiuh8YnI5exsDbNjXHMtymlNsZDuZtRluFYPwEWZrdSujywr49+oq/G4XS9Yd4JkP1ap5EyoSLQiAX18wlzc2VfPhnkb2NRqTg1UgCsuhcRdVDYFYYH1vwyC3IAxywsWUYEGo762Vgq6O7pz6mkEkRsdZoYEQCNmNiyncoQTBbbGCRYo01+5iEeufYev6g8BYRgS2AVC4fwVwZeyQYa99nzNdV/T1VnpNf9eEyAkLwgHVekO4wFMI87+cuG/sUYj67Zw63kMBHXzBbfgzazbEj6ndwqwxKqbwjxW7eOi93XzpExM4ZfoIRpb4OdgcYPu+avwejZH6QXVOWaX6aVgQPsJsOtBCWzDC9/71Edc+9AFrLM0Cp4/s/LQyZ2wZ131qGqUFXVkQysVkxh9mjCyhKusCYY+JOdcEwoN63Sr9qY/NsgUhpVQCgYZyMRkCkcqEuHkk3H1U0sY+CsRjX+Y13w8AaAnq5iA6HfYrz+Iex34obNXH9LujqyMQuYK/FK56Ba5+A3yJwV/Gql/kr09t5OyCtRQRgEW3wrAZcNrP1TG1m5k2shi3Jnjg7R0U+9xcf+ZMNE0wstTH1fpjfG/1IhZVVKPt/1BZDRXT1LlGDGKoT2fjgRZW7oyb1dtq2hg7pICTpw/nqAlJmVcWSv0eSxZTg3o685WpTKZAIzsPKtE4afow6tpCtAUzXItgdStlPYvJrNjNgRiEZYw+1GSZbEG4sAhdBpfNTUZZEDJuQRhfc5dpro1JrctTWhA9/64s1FYxv13VN43Y+jgb/3hpH0Z9aFwd+h7nhX6VsrVIX3BcTLlEZRe+3THzAMFh+hZ+M2sH7BgGR38NPnGt+gVeehPUb8fndjFxWBFbq1u5cP5YiozOsJO1Ayw0UuouEm/A7h3qmmajNcOCGFskeOVAC8OKEzMjfn7OrFgb8q4oLfDQGoyg6xKtrYawdwh76tqZXD4FkDTv3Uh5URFzxqqYxd7GQEqLZMCwoYtJywELwmpteYV63SYTBeJwzWjtLvXsupgkuNDVw4nQ0IzJ03Rt9kwKgbhrPvyiSWUkhQMs2xPipKRD7vfenvB+ZvVLfR98L1gSXcAZrlUAvKsfRhsFDBVdZx72BseCyAf8pTB8Jmx+CbHpJZh9fnxyd3lgyHioVz7Qb5wyhTljS7nm5ClqfyTIJz66gWZZwEf6ZBa0vAb7PlQZUiZCgNvPqCLYfLCFt7fWMn/8EE6dMRxNEF/2NBqGdf9O2Tq71O9GSmgJRuDAGtYFhvCp296E4TMA8FSvYcrwIiqHqjjGnvquay4GhIQgdbYrqY2nPpu4uroj1ap3LV3FICRZrZqP6hJNSKRwAQKXkeYaihgCEQ13H3ju4mn8p0+vVRlJT3+dk97/dtrH3VsilunclLIqOYzASTcc8jVzQiAGTZprf5hyqloDO9IBx1yTuK9iilriE7hwfiXPf+tExg4x/ohf/QUltav5UfhqHo+ejD/SBEiYfHLiNdw+Kks0XJF2RuxfyjETh/KHy+bx5g9OZUihEchb9YBqC7D6752GN8zVxjdcT+N54kuwdxXr9YkARIbPgiETuLTpL8wpl7FA9y4joyljLaJtYkFYl8XUcmBN6lRusBbZOVnBOBhe/lHipue+m/4xdUFE19V3KgQIgVmyE4rqRHXJL2+7XaWuPn1t/KR1T8OG54y1FranvO4T7/ai9iPDNGFmFAoix3/vkK+TEwLhpLn2ghO+CzPPhs/cDsOnJ+4rn6J+uc3JNhpRa07sWgHv/hF59Nd4ST+WpdF58XPGJrmz3H5GFwn+z/cEf/XexuXF71Hq9zDOWvtQY/yh7FYpfux9H578KjRVceSOv/BDz2MUbnuJhsnnclvkcwBUNQZpPeMOhtHI8do6Koq8FPvc7KprQ0rJOXe/xe9fzUBLBpv0YtItDeVyIkgd7TzGNroJUjcnLSj0/t9SHjsQRHWJCz1mQZiTXziq0xqMcLDRcMdstiwZ/Pjl8K8vqnUWXvh+yutu8F+ZcvtAckf4s9wVOT9h2xv6kQBcGPwFVneYux+NJ50YRL5QMhIufSj1voopqvK6tVod9/S1auETgNJKxMIb+ddhHdS3hUA8oOos3IlFbrh9eGSISyq2Qz2M3v8a8JXEY5pVuit73lU/37gVtrwCkSDlTfvYpo+m/ay72e6bSd36jwBVzd3gmc48YKJWjRCCicMK2VHXTmN7mLV7m1m7t5nvnp4keunGJkFq3WJB5FodhEk7Pq4NfYc/LTiYsICNJ9youvcmk67uuVKmDiQbRHSpehu1AUWz4xZEREfXZWIw3ebcH/0Ms8VOvuV+mp+Ev8JR2maejJ7Ek9GTYqmtJ04bRuXQQvyeQ/9uc8KCcOgn5Ua8oWYDNOyENY+rzKSS0XDeXeAt4tjJFZw5dzTM+WysOjsBdwGE2vA271Tv966GzUtgmaXlcLNqFkjDTqjeCFUqYMbmJRTXrWG5PpfdhbPZVR/PZNle08bWRmiWhYyQavKYWFHErro2Gi3dXwfc1WSd6LJqQcQFIhea9aVyMYWlm5f0YxNb1gMTtz+S+hov/aD/4ziwVlUwb31NxRAOru90SEK2khAxF957O+oJR3XcNhCIFdFZXe77VuGtLAreyryOe2nHz0o5k5c/u4F/RhfyvfA3UQ40jXnj1XLECyaUc8uFc2NLqx4KjkAMBsYfq+onXv4xvPhDQMJ1K+H7G2HKp3o8HVCN+2o2qRhHxVQlBg9frNp+tBoNAJv2wvjjVJbIH49VPZamng7RIFo0yHo5gR21reysa2NMmZ+hhR6217axraaNRoopkapAb2JFEVUNAepa4xkvje0D/FSv28OCkLnmYkphQYRNx0SSeLgjSYkH5oJRls7EveGxVXuYeP0Lqqpf1wlGohxY96baueE5+Pu58KfjeGtLLROvfyHWij4Yto4nHoN46oO9/PrFDVzkWtancQwEl4V/0uU+t+ZioxxPA6qe6fTDRrJo7phOx33SWBumH7oQwxGIwYCvBC64VzXJ27JEdY0dMr5v1/CXqSpugDkXJe6r3awqTwP1MOU0OP/e+L7j443HaktmsmpXAztr25hQUcTk4cVsq25le00rHa5SNKOd+cRhRUR1yVpLEd7ugc5qigTBa9SXZNGCiOoy9mSbCwKR6rsKmQJhVv93hebq22cFW2Hn2zy2UvUu2rtzK/xyKL6byrlzqUrCIBqCA2sA+Oc7atvKnfWweQmBgKUJ5ME1eLa+zEhUxlL04yc43tXZ6sgmR3X8ieN88Y6uZ81NTCX/y+WJccJ7Pj+fR6/+BOnEEYjBwqzz4Np34NSfpO4W2xMFQ+Kvk5sJ1m2DVmO1q9LRMPdzqmU5wIRPxiaKw4/8BG9uruGD3Y1MqChk6vBittW0sq2mlYivNNbldaKRyfSRpbHgrvp2GtpCCVZFWolY2ptnMYtJlzLm6siNOojOlcQhjBUMj7oC6eqmm6jo5fQTCao4xXPfhsVnURZVqbL+5h2xQy5yGRaExWrZsa+an7sfZNqOf8LDF3PwcRVkbh0eT8b4rGE1nO96u3djySB1lLHsh6fG3p9++pmx16lWifzM4aP5xOSKmAVx/JSKfo/BCVIPJgqGwMmH6O/1WzLIKqbBmPlQvV5NrE174sshFo9SAccrl0C4TdVjfPFJCAe4xD+Z37+xC4BpI0vQdcm/Vu2htjWENmYoBFTl6sRhKkXvI0tr8t11bVyxfDsfVTWx89bPHNo9oJY9LfG7cbuSJqdwAN1brJ6YslgHoZvFXJATldQixXdlWhD1gShlI+fi2rcq9ckW91QwEmXphmoWzRnFu9vrmTmqhKFmN+CbRiirddcKAIpkK1BMRMZ9KPO1rQC0BIKY5ZXj5F6+4l4CG5YAMDSwi2atkMjI+VCzGoCvuJfwx+j5jBEpgudppkUWUC2HMEVTmVx1soSjg3/iXs8dfNr1fspzXBY/kXB5WPF/n2JooRe/J2593fvF+VRYilePnVzBtl+fhUvrv4/JsSAceocpEEUjwOOHzz8G33gXysZB4574WhUlhhk8YmasBQjlk2HkbEaXFXDkOGVZHF5ZlrBehLe4PGZBmKmu2411IUr9bvY1dcQsivX7mtlVF3cXBELRXgex5/3qP1z7oBkdwwAAHdtJREFU0AcJ25ZtrqG+uYXakJqQdtU0pjo1I0gpYwLRlQUR6XXl78AzavsTnbYFpXq6ve7hD7oWB0iw1P729k6ufegDbnxuPZfd/y6X/+2/sOpvULtFHbD2iZhLauc+1SvMuqa6yVsb4q2z/xJKrLn4pGsdpaIdj2XVu+GiiS+4XuUwbWBabn+oT4m9vm3krZwe+i0nBlWb8DbpR0fjG+HvxI6JrT9tIASxJX8BRpcVJIgDwKI5ozl6YnnCtnSIAzgC4dBbio1fXI+R4148XC2LOmS86llj5reXjO72MrddfAS/+ezhLJgwNEEgisoq1DoRUsZSXQGKvC7GDClIWBL1rDuX8/n7Va1FeyjCUTf9hzte3dLjLZj9nf6z/mDC9m889AFtra1UB9XEVt+ShQWLDPRoFE10ncV0sLmDqTe8xBPvV2V6aCkpbezstzddTAebu2jMN2Zep02RXf8F1IJVABv2NcLz3yX0xxPjBxkuqWKhsuBCKZbAPdO1sscxl6xLTAe/xvVcj+ccKteF4zG4K0+cikRjjxzBb8MX86Xw/wEQsThy7v9yYlxBCAHfXQNf7/tqcukgowIhhCgSQqwSQpxtvNeEEDcLIe4SQlyeybE49JFhRh3CsBmJ202BqN0cb9/dDVOGF3Px0eMQQsSruYEhw0apJ8qQyjiZaKwtUVbgYXiJL7ZWhMnexgBSSqoaArSHotz5Ws8CYRUZK63BCH4Roi6sntSa2zpSd/jMAHowLk6pBMLMyHnSJgLRXDaz0zazUE6XqMZ4SSyfc5NyGVmE4rrtX4+9PkX7kGEu9T14dYsIGD3BylD7Ah2HGI8adXjC2/FaTZ8v8bvw53p1XFTGn/bHVRRz/ZkzAcE90fPZJeNB560Vp8SzugxGlhpuo5JRMGpun8eYDnolEEKIB4QQ1UKItUnbFwkhNgkhtgohru/FpX4EPGZ5fx5QCYQBe/zGO6RmwglqOdSFNyZuLxsHLftg3weqH1Qfcus0TXDxgkrOP3IMvhLjj8Pog2MKRJHPzfBiH5sOqhTYI8RW3vR+l/HiIM2BCPub4k+p33pkdbefV5MU4L79P5uZ+wvlny4mwMGwEqzdNc0cceMrvLGpWqX2fvCPXt9TvwlZBCJFXr7pOuiyA2kKkhd5ihENq/XN+8rmV2DLfwAI+jo/EARRQqtLSaiocxrml55tgov+yp7GzgHuWWIni72/YYXr6k77miLqSfsKt/o3e2Jl6tYXPXLunXDBnw/tXIN7o+d02nZn5Hy262rSvz18EV8KXU/U2h9JCL5+8hRW/3Rhp3OnfusZ+OG2hG3v/fj0fo0xHfTWglgMLLJuEEK4gHuAM4FZwGVCiFlCiLlCiOeT/hshhFgIrAeqLZeZAbwjpfwf4Foc7IvHr5ZDHTk7cfuQ8SqYuv8jmHxq6nO74TcXHcHvL50XtzyM9anNQHVLR4ThJT7cRPia63l+4P4XE7RqTtc+4GBLBwea4k+Yz320L2WW084ta7n7kac7LWV652tbaOmI4CdIgQhRjYqP7K5toiUY4Z/v7oYnroRnr4tNpJsPtvQpBnDpfSu45cUNCdt0XRKMpI4vSItAxGIQkRA0qOC+ZghwpJfLka7aWc8xN7/Gi2v2d9oXeOAc+PXouNi8/yA82Hnis/L6xmq1mtpDKtVZiyZ+33+IXJjwfu0Jd6W8jqpPaEnaKimh63bgZYY7awQqi+liM3Opr/hKe1//A7yvT2Nix8MJ2yK4uTj404Rtu+VIGnxqka2n9BNZrh+est320CIv935xftcf+Nm/wuXP93p8A0mvBEJKuQxIbnF4DLBVSrldShkCHgXOk1KukVKenfRfNXAK8Ang88DXhBAaymow2zvmQE6fQydGzYm/XvCVro/riUIjJe++U2Dx2cyObuIYsYHGQIgRpX4Wau9zg+dhPulaB8Bw0Uh1czDBggB4dOUefvbMWsKWSXzkw6dx3abLGfb6D/AQwevS4h08gS+4XgVgvT4BAI+xtvLB5g44aBjNbdU0tof49B3L+PG/1/T6tt7dXs+fl6kn3fuWbeOjPY3c/OIGjr7p1ZTH66F4e+aYi+nl6+EPh0OgkfaQGluv7IdohKpNKjvmnW3xLJ1AKMoLH++nYK/KCjJXEuS5b8OOZUqQkghGony0bi1/eDCxGlqzLAA0seNh7ojEa2RaOyLc+mHXaa4bZWItzonaGopFzxaNV0QAyWmu7i3Gri9QpLoc9xI9qc33go4/8Y+rjokXBBp89eQZTLnmEV6d8xuq5HCAWEtxICGtd9Gc0ay9Ua1bXehNqgeZexFMOhE70J8017GANfRfBRzb1cFSyhsAhBBXALVSSl0I8RRwlxDiRCBlGaMQ4mrgaoDx4/tY3OUw8Iw+Es7+vWrbndRaoU8UWFwVO5dz2M7lPOaD/618mFGlfqaIfQmHjxF1HGzu4ECSQPx2iSrm++e7u7jt4iM4e+4oCoyslROaXmC+mM8699yYu+m3503lwi0HCO/w8qJ+LBGpUSjUvjV7mzD7zlXX1NA8RInY0o3VbNjfzLQRxSpd9v3Fqrp84icTxmK1EnRd8usXNybsl0ZA3oreYRUI4/xtaoXAdz9exxX/VhlWo8JVKh3X1c2f8Hv3cv6KG7hf3IyIqCSDqC750xtbuXPpVj5j3JusXg/3nRE/r34b4YoZPPvhPs6ZNQTvkh/y88ZzuW7HN3nal5gOKrqpGalrC1HXFsLau++boXg77Nsjn+NadzxAXEgHf/b+vuv7MRgr6tjp/0KX+x+JnMpl7te7voCnsE9FesnrW9RSxglThrFl3jhYD3tlBcPmn8vMT30J3F5Ov+gaHp5XS0tHhFmjSuAuI1BdkLigVpHXxVWfnMQF88b2eiyZJuN1EFLKxZbX7cBVPRx/H3AfwIIFC7ITOXToGiH6ZzmYFFqKej73oOqiCfzq6CDry3w0CmXAhmacAwfWMqK+kdUtHexv6mDu2DLu/vw8Tv7tG7FL6BL++tYOpviasYYkx4haVoWjMWE5cePNuHa9xr6hx0JA0IafIjr77L/1tzf5/CVjOFN7j8uCS/ncH77DOcfM5JZzZ8BzRpri/2yA0rjPvTkQrxFoC3WuF7jqwVXMGzeE1Xsa+fOXjsLj0pCpLAhN/ZlO/c9XgDsop5k/NXydzX9+kuaz7mXBxC4SA3YuB+Aa9/Ocu/YGvr72x7zcMafTYUPWJbVnf+JKHjvqUZY88xCffe7/AfBl/S0qtc61AlovigrrZTGvcBz3hc5gu4x/P2HcbNdHMVlTNTS9EYfe8Pfop7sXCG9RyqU/rXyoT+bIX7xP1b9/xm83HQlhuEr7JVsDKvNO0wSfO+4wWA8jZ52E+7zEsR8/xRJw/r+9qhW/uYSvgRCCn57dde8lO9CfLKa9wDjL+0pjW9px1oMYBBSWq1oLX6la8OjH+0FzU1CzhlFlBYwU9azXJ+C97J94xx7BKK2BvQ0BdtapJU+Hl8RdGd8+bRqXLBjHgaYO9u5UFsXXQ2rdgVGigaguqWpQroxRu54BwFOgyqsi7mKKY37w+CRSItr5zqMf8jX3C5zkWsM/vb/GtfpBZMDieb39MNixPPa2ydJssLmjs0As3VjNbf/ZzNKN1WyraUVKSbQj7mIRMkJjeyi2EMywiErPLTLSPKdXL+Hx+3+d8uuUUqIbk+C5LuVKupfUx+odSbGA0Uey+UALi7T/xjbN0nZ1Ou//nvyY0rYdnbZ3Om7qM/zBf22COJgod1F6CdKD+0hzKcvrKy/D5alTXJ+LHg+aRuVnb+KFH1/Ezls/w76y+QmZRyXjZsElD+E+/+7uP89XbBuXUV/pj0CsBKYJISYJIbzApcCz6RlWIs56EIMAIVT19bXvqPfeQpUV9dbtjNzzMqNEA4ECoxajZDQjRCMPvbebXXXtjCrzU+iNG8PjhhYwvqKQ2tYQB/ca6woPnUiLLGCcOMhssYNtNW0Iy4I85Wf9hBvOOowhQ4ZwxAg388cPoZT4ZF1ivPYa8Ykjte3c5LqfloakFMl98SK85g6LQBzYzpddS+gqelDTEuTMPyznobfidQVHt77Odx9eyZaaeOB2KM0UEg8Mn6Gt5OW1+/n6PxIrca97ZDWrdnR+4jfjK9ZxbNiZ+FwX0nw0tIeRPUwPk1ffEnvdIgu49OhxKY9zaaJTrMjEXMc6Xfxt5A0phSglE45TDyQAo+YivcX8Jzqfr4a+zwPRRZ0OT1mMedjZndeIzyN6m+b6CLACmCGEqBJCXCWljADX8f/bu/PoqKo8gePfW0sqSWVPSMhCFhICAQQiiCJIEBBBNpcGBUUUjMMBbbBbm25Fx63b7nHFdmvHFnXGbo5NTysorYy4dSsqtjoq4tiI6ICAEoGAJJXtzh/vVepV6lWokLXg9zkn56TelpfAe7/37v3d34WXgK3AM1rrLZ1xkvIGcYLILIMUy01myGwAXG/dR5n3EIMHmDn3iVl4qSHebAry157x65MWz/QvbmG+8yX27ja6yVRCJt/pZOa6XuUFzw1UffMl/Z3mgLnpK4nJK6dybF+csYmUOnZS2Xc/qSrwZJ1odp76c/D9PvmixcT2lrEL1jeItNdXcKv7SZ6LuZFkQucJTvjHI6R9u4kfDrX4P7791aCpJP8Q86ugAFGHm0X/+T4vbtlDbX0j+w77eO7DXbzw0W5qfaE33zhqWeZaw13uQJpnUouO4U+3f03VD76gFE07la71zd+X+34XVDvLytFq6nP7Rvz63wzBKBnfb6Ixec+5vlsjO4A/e65gDOr6XVTWX8vLTcO5a1boYD6Xs2NGJ0eTSLOY5mits7XWbq11ntb69+by9VrrUq11sdb6l511kvIGcYIavRROng/7/omzpgpPqtmGa47WznYcYMM1Y5lolicodn/PctcfKUrU5O9cyy3uJ4mtq6IJRU1MGt8RKDh4ZPdWLox/18gsKbHkpcenw77PmfL2xdw3JdDpbqRfanqp4DIcb28JHqC3/60n4WOj/ES1JUDE7Tc6qIc6tjPdbPLxS+EQ5Z/dxePuO8lQ1UHrWnbOlzm+5hJXIAPKGjwO+xoYcfvLLF39IYDt/Abx+Fjm+q+g0ta9CP6dBh94lad3ns2Fzlba8VtowBV2cKFDKf6lwr6y67y6X/Bs4+mtHru8NlAd+Dxf8DicF5tGNi9b2ziK9ARjDMaHuoSGab9lWd1i1jSOZX+emdbaYpAcKflGyZhJtwFw3dn9WVRRzAXDg/sLAB6aO5wpg3vzh8qwuTjHnago1qeUmg5MLykp6e5TEV0tvcQo+geBDmCz3tNzlxaTkGWWZju0l1V5z5O/+0V4MNCunMM+fO5k5p5WxA/fpDcnUzdUf8eY9K8gfhAkW7JI8k8zZsEDyn2Bsg0/Ht2Lp96oIVYFd8pW7/4Ca5N36pEv4c8LYdf7lG/fyt89H3Gm7x6OEGtW8YcGgjNo8pUxNChW1bPUZZR3XsMEfsRGbnQbZSE2NpaTo6ooc3zNBc5AP0espYnmyN8eYkfszYzxrWSn7oXbpn3fq0KbevzF4/xcyngL8rSxf8BjmbksPsbJEbNWUqPWeFz2WUOf6XyW1S/hXOdbYY+7v/kvB5/r0Bv3B7ofp9Q+xPck8t8uB89fPYZDtQ04itJ4ds16nm0aw44FU+Dlm4wHjpYyy5q/XXJm+HtMfno8D18yPOz641FU1GKSN4gTmHVOAX+ASDACRMLqmcbc2rs/gnsHGcGhhTHOT3AmZjFpUG/Gnxy4EWSogxQ0bA8d+DfqajhtifH9myuNuTMSsohpOBzy9gBQoPaGLAPg7QfJ//YV8tQ+itRuYuoDbwb+JqJeHCCZw+SoqpDdH09ZGvQ5RR3mC5u29VQVaK7Kf+dmAO5yG0/ccTbt+4Vqj/35Rmh5fSUr6oOz1t5tMsqv3GTJyLE2KzU1aRpbHdin+HNjZJ24tcTYLv+OFBpxEuNyMDg3mVHF6TjMUed5qXFGheFJt0NGv4h+jjBERYAQJ7AMy1zU/gCRZCkI+MUr8P5TgcqgFcEVPLPV98T0Mp8KYwKdif3ULmJqvg16egSMubgHWMqJj1gAniSUr5pMM0D8a/189niKgMhuuBs8y0lr3McebeTBp7uNALE5djHveJaQq0JrAeWnB3d87tC9Oai9Qcs2N5WSyiFAE4uPA+b6NIxglEjooLM5zldaPdcHGma2uv4bnc7WpuDxSFfU/ZR3rp8QlG5rHYjY0KRpOEppkOvrW812b9bY4u3rl+cFp+1mJAQPzHv6ilP5y+LRER1bhIqKACGd1CewtKLA9ynGSGdik2G2mbu/+3+MubFLJ8Ola+GMa2HoXPAkoQebBdUyzABx8qX80G8GjVox12XeKLNCxwU0V671r49NgtqD3DbBGB07b+48Emc/DMCw+NCn/3Cecl4Abi9LRmXy8jXGE3OsqmeO67WQbd0uB3WWQm93188KzNRm2qUzSFWHucr5LJ/FXt7cdFXq2MVJajtplk52nzb2HeVofda0r3RWq+sP6ASOWEe+AdUkkJUUvGzWiEBT0LzTCoKSt0YWpvHmz8czMDvQdOSzeTPYmH0llM0IWX5R3QpjAqwhF+I1s9dmDM1hx6+nhpTCHl2SEZQCLdomKvogtNbrgHUjRoyo7O5zEV3M6YbyeUYRu5j4wPKBM41R3B+vMWazO+Mn0LfCWDfjfph6F6r2oJHzPsJ8Ok0v5siMx/j6zuGUKbMIQMmE0J+ZaLlJphUZAam2mn7xxhN5SVEx1BgVYlJ9O42RufVHLxHhTc+FmkTY8hdKNgVy50tU6PChGKeDBlzEmJ0mu0kLySryB4hr3X8CCOrgXucJntv4toZ53O5ehVf5ILUI9tuPX8jKyIBWnsOysrLZtjf8fBmLxxVTmO5l2tBsJg7MYlheCqneGN7ebgTSq8eXsHRCP1xOR6t1HT9r6sPHxZVMmFgKH7zAqoazubygimVF/SjNOhlOMt8iP+iUoVfCFBVvEOIEN/MBmLUqdHnvwYGpTkstpSKcbmO0bFIOnP87SC1oXuX1ONmvzY7tUyrtq8/6px71H8uTBEeqjKq1rlijZILXklpr9pMcSu7PkNp/55b6eWyKq6DCd0/QYVOzC41gU330m1qa1802f5/DZev57PZzWN8YyJ6p106+1alh9g61qckyYndA+Bn5Bha2Pp/HY4smcUCHz/v/2eQBzD6lD/ExLs7sn9k8K9yCMUVMH5rDFWf0bZ7Nr+Wf/vK661hUt4ymFfv4cOo6Fo8LdBjf0jAfKjeybGIp55wUOEdtvpq0oYiwaAMJECJ6ZZk18r2ZQSUuWhPndtI73mzvaNlBbTViAUwyM7eT84wn7k0PGSm2SgUGWAF4e8H8deyYtppqvKxqnMKW0+9jRP+CoENm5g8Intvb4pmGisCHqXeTmxLHDfUL2egaC3mn4HE5ueenV/Jq5qWA0Vm73+ZG3egNjPS9s3528/c12tLM0qJmVp0KrKtzJfNa41D7vwmAJ5GHK89iiu8OvmrKZKbv1qB5PcLJSPDw2znlQXMpp8QZwWPdVWP469IzuGLBIs6duwiHy81FpxYR4zJuTysvGsYjYbKH/DUZnRIhOkVUNDFJmquwlWuWTB50XsS7KKXoW9wfPt0K2UPCbzjt3sD3o5bApgdAN0Jqof9AkJQH1TuNwXFFY0n5/gjGmFG4aGQ+CaPy4HZj8/N9N/ObPn3go9Bnsvd0GX9qrGC263WYsxr6TyFnyx4+1n35mf4x/3AZN9LCDC+Fw0phgzEpT2xyBs1VQUZeCe8+inPAZKN4IOA7bRlVNfF43Zoxh/LBP32CJxFGL4OqbaAUe0ouIX/dhQCUlxZQ8eZytuTci3evZXY2TxL4qkEptNZs1QVU1N3H5hsmHnMb/92zh7Lh070Mzk0KKVpoNXNY+GJ24wdk0jfDy+Izi8NuI45dVAQI6YMQtvqMhAUbIGdY2/abdJuxT3boaFlbSTnGhElfvQn5owLLp6+Epy8wJt4BclPiuOz0Qs45KZsET/CltU3nUpDuhcbQ1NNPKGazHsBLk1/n7P7G75KbajyVW8t1AEbTGZCelceQ9GzYCl+ljaYg3UzfVIFO2hXTBwErAfi3+hrwD2X1JAVN/JQPYA4dKcjLY8evh8GXifAf51GTfya+rGGkjJrf3O8yKDeZ0qwEfnXeSe3qAM5KijU6sNshzRvDK9eOa9cxRHhRESCECCv/GEa1puTDmGvatk/hGCNA9B0XWFY8HsZdD2XGJDsOh+LmGfbNVo8srDCaTKwBYvyN0FDLE68bN3eHJX03L8XokK9vbJEe6jYChDsxkz2JA1nTOJaakp8wT20z1jeFGdzmsmQZWZvHWvKXXS8aCzdVEQc0NyCZZVCS49xsuKbCbm9xnJEAIUQkRi8z3lisAcnhgHHLw+9jcXo/MzOqdDLsMSccGjAVMsuoev0loIE4S4pmUpyL+aMKgjpkAfDP4ObtRVycl2vrF7EisQASzJRWTyJMvTs4VReCe3GtnfAtOaRbUgRERYCQPgjR7WLioeQY5ghWTqPvwm/sddB/ilHzyezP8L8jxFlmFlNKcctMmzEa2cOM+SHKL2ZWRh7bv/uBWcP7gCcfzrrVHNgXJgAk5hiZWHbrew+BPR+1/fcTx7WoCBDSByGi1lWbod4yz7LLA7n2GTlx7ghmOcseAr/YCe44MjE6epuNXhp2NwB6lRoBItamiemKl8M3T4kTVlQECCGiVnrk2TVxLecmDsd99LRSW9NXwqfPQbLNvA0uDyAjjkUwaXAUopsVZxrjGdLi7QvRdZjUQuMtQ8YMiAjJG4QQ3ezuWUP4+z/3kRx/lKkyhehiUREgpJNaHM9KMhMpyWwls0iIbhIVTUwyH4QQQnS9qAgQQgghup4ECCGEELYkQAghhLAlAUIIIYQtCRBCCCFsSYAQQghhKyoChFJqulLq0YMHW5ksVwghRIeKigAh4yCEEKLrRUWAEEII0fUkQAghhLAlAUIIIYQtCRBCCCFsSYAQQghhSwKEEEIIWxIghBBC2OrSAKGU8iql3lNKTTM/n6GUekQp9ZhS6q2uPBchhBCtiyhAKKUeV0p9q5T6pMXyyUqp/1VKbVNK/TyCQy0HnvF/0Fr/TWu9CHgeeLItJy6EEKJzRTrl6BPAA8BT/gVKKSfwIHAWsBPYrJRaCziBO1rsvwAYCnwKxNocfy6wsC0nLoQQonNFFCC01m8opQpbLB4JbNNabwdQSq0GZmqt7wCmtTyGUmoc4AUGAjVKqfVa6yalVD5wUGt96Jh/CyGEEB0u0jcIO7nA/1k+7wRODbex1voGAKXUZcA+rXWTuWohsCrcfkqpK4ErzY+1Sqkt7TjnjpQMdGb1wI48fnuPdSz7t2WfSLeNZLsMYF+EPzfadfb/wbaQ66Hj9umM66Egwp8dTGsd0RdQCHxi+fwj4DHL53nAA5Ee71i+gEc78/g96Vw68vjtPdax7N+WfSLdNpLtgPe6+/9GV33J9dA9xzqRrof2ZDHtAvpYPueZyzrTuk4+flt09rl05PHbe6xj2b8t+0S6bU/69+8JetLfQ66Hjtunx1wPyowyR9/Q6IN4Xms92PzsAj4HJmAEhs3AXK11T2kCEicgpdR7WusR3X0eQvQE7b0eIk1z/SOwCeivlNqplFqotW4ArgJeArYCz0hwED3Ao919AkL0IO26HiJ+gxBCCHFikVIbQgghbEmAEEIIYUsChBBCCFvtGSgnRI+nlDoXmAokAb/XWm/o5lMSotsopcqApRgD6DZqrR9ubXt5gxBRpy3FI7XWz2qtK4FFwIXdcb5CdKY2Xg9btVEgdTYw+mjHlgAhotETwGTrAkvxyCkY9b7mKKUGWjZZYa4X4njzBG24HpRSM4AXgPVHO7AECBF1tNZvAN+3WNxcPFJrXQesBmYqw2+Av2qt3+/qcxWis7XlejC3X6u1ngJcfLRjSx+EOF6EKx55NTARSFZKlWitH+mOkxOii9leD2ZV7fMBDxG8QUiAEMc1rfX9wP3dfR5C9ARa69eA1yLdXpqYxPGiO4pHCtFTdcj1IAFCHC82A/2UUkVKqRjgImBtN5+TEN2lQ64HCRAi6kjxSCECOvN6kGJ9QgghbMkbhBBCCFsSIIQQQtiSACGEEMKWBAghhBC2JEAIIYSwJQFCCCGELQkQQgghbEmAEEIIYUsChBBCCFv/DwjKmoWI7TPVAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pycbc.psd import interpolate, inverse_spectrum_truncation\n", "\n", "psds = {}\n", "for ifo in ['L1', 'H1']:\n", " # Calculate a psd from the data. We'll use 2s segments in a median - welch style estimate\n", " # We then interpolate the PSD to the desired frequency step. \n", " psds[ifo] = interpolate(strain[ifo].psd(2), stilde[ifo].delta_f)\n", "\n", " # We explicitly control how much data will be corrupted by overwhitening the data later on\n", " # In this case we choose 2 seconds.\n", " psds[ifo] = inverse_spectrum_truncation(psds[ifo], int(2 * strain[ifo].sample_rate),\n", " low_frequency_cutoff=15.0,\n", " trunc_method='hann')\n", "\n", " pylab.loglog(psds[ifo].sample_frequencies, psds[ifo], label=ifo)\n", " pylab.xlim(20, 1024)\n", " pylab.ylim(1e-47, 1e-42)\n", "pylab.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's estimate the mass of the system ###" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We found the best Mass1=Mass2 was 35.99999999999998 solar masses (detector frame)\n" ] } ], "source": [ "from pycbc.waveform import get_fd_waveform\n", "from pycbc.filter import matched_filter\n", "import numpy\n", "\n", "# We will try different component masses and see which gives us the largest \n", "# Network (quadrature sum between detectors) SNR\n", "masses = numpy.arange(30, 45, .2)\n", "\n", "# Variables to store when we've found the max\n", "hmax, smax, tmax, mmax, nsnr = None, {}, {}, 0, 0\n", "snrs = []\n", "for m in masses:\n", " #Generate a waveform with a given component mass; assumed equal mass, nonspinning\n", " hp, hc = get_fd_waveform(approximant=\"IMRPhenomD\", \n", " mass1=m, mass2=m, \n", " f_lower=20, delta_f=stilde[ifo].delta_f)\n", " hp.resize(len(stilde[ifo]))\n", " \n", " # Matched filter the data and find the peak \n", " max_snr, max_time = {}, {}\n", " for ifo in ['L1', 'H1']:\n", " snr = matched_filter(hp, stilde[ifo], psd=psds[ifo], low_frequency_cutoff=20.0)\n", " snr = snr.time_slice(1126259462, 1126259463)\n", " _, idx = snr.abs_max_loc()\n", " \n", " # The complex SNR at the peak\n", " max_snr[ifo] = snr[idx]\n", " \n", " # The time of the peak\n", " max_time[ifo] = float(idx) / snr.sample_rate + snr.start_time\n", " \n", " network_snr = (abs(numpy.array(list(max_snr.values()))) ** 2.0).sum() ** 0.5\n", " snrs.append(max_snr)\n", " \n", " # Keep track of only the loudest peak\n", " if network_snr > nsnr:\n", " tmax, hmax, mmax, smax = max_time, hp, m, max_snr\n", " nsnr = network_snr\n", " \n", "# See the SNR as a function of the component mass. Notice where this peaks as it gives us\n", "# an estimate of what the parameters of the source system are. Note that masses\n", "# here are in the *detector* frame, so if the source is located far away, it will in\n", "# fact correspond to a lighter system due to cosmological redshift.\n", "print(\"We found the best Mass1=Mass2 was %s solar masses (detector frame)\" % mmax)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We can see how the estimate from each IFO agrees\n", "import numpy\n", "\n", "network_snrs = [abs(numpy.array(list(s.values()))**2.0).sum()**0.5 for s in snrs]\n", "for ifo in ['L1', 'H1']:\n", " ind_snrs = [abs(s[ifo]) for s in snrs]\n", " pylab.plot(masses, ind_snrs, label=ifo)\n", " \n", "pylab.plot(masses, network_snrs, label='Network')\n", "pylab.ylabel('Signal-to-noise')\n", "pylab.xlabel('Mass of each component Black Hole (Detector frame Solar Masses)')\n", "pylab.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We'll see what's already in the data first ###" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ifo in ['L1', 'H1']:\n", " # Whiten the data\n", " hoft = (stilde[ifo] / psds[ifo] ** 0.5).to_timeseries()\n", "\n", " # Select the time around the event\n", " zoom = hoft.time_slice(1126259461.5, 1126259463)\n", "\n", " # Calculate the qtransform (a kind of time-frequency representation similar to a spectrogram)\n", " times, freqs, power = zoom.qtransform(.001, logfsteps=100, frange=(20, 512), qrange=(8, 8))\n", "\n", " pylab.figure(figsize=(15,3))\n", " pylab.pcolormesh(times, freqs, power, vmin=0, vmax=50)\n", " pylab.ylim(20, 512)\n", " pylab.title('Interferometer: %s' % ifo)\n", " pylab.xlabel('Time (s)')\n", " pylab.ylabel('Frequency (Hz)')\n", " pylab.xlim(times.min(), times.max())\n", " pylab.yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now we subtract the template we found from the data and see what's left###" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "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": [ "from pycbc.filter import sigma\n", "\n", "for ifo in ['L1', 'H1']:\n", " # Shift the template to the maximum time at this sample rate\n", " dt = tmax[ifo] - stilde[ifo].start_time\n", " inj = hmax.cyclic_time_shift(dt)\n", "\n", " # Scale the template to the SNR and phase\n", " inj /= sigma(hmax, psd=psds[ifo], low_frequency_cutoff=20.0)\n", " inj *= smax[ifo]\n", "\n", " # Subtract from the data\n", " stilde2 = stilde[ifo] - inj\n", "\n", " # Whiten the data\n", " hoft = (stilde2 / psds[ifo] ** 0.5).to_timeseries()\n", "\n", " # display the time around the event\n", " zoom = hoft.time_slice(1126259461.5, 1126259463)\n", " times, freqs, power = zoom.qtransform(.001, logfsteps=100, frange=(20, 512), qrange=(8, 8))\n", "\n", " # Now let's see what the time-frequency space looks like? \n", " # You can see that the signal is largely removed from the data\n", " # and the time appears similar to the surrounding data. \n", " pylab.figure(figsize=(15,3))\n", " pylab.pcolormesh(times, freqs, power, vmin=0, vmax=50)\n", " pylab.ylim(20, 512)\n", " pylab.title('Interferometer: %s' % ifo)\n", " pylab.xlabel('Time (s)')\n", " pylab.ylabel('Frequency (Hz)')\n", " pylab.xlim(times.min(), times.max())\n", " pylab.yscale('log')\n", "\n", "# Note that a better match to the data can be found if you allow more\n", "# freedom in the possible source parameters than we\n", "# have here." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }