{ "cells": [ { "cell_type": "markdown", "id": "a64e4e45-67b9-4a69-98eb-81d2a7b1ab0e", "metadata": { "tags": [] }, "source": [ "# Parameterization and Waveform Differences" ] }, { "cell_type": "markdown", "id": "35d82f3e-fc89-485d-b4a2-1b29ab879638", "metadata": {}, "source": [ "GWCorrect v0.20.2" ] }, { "cell_type": "markdown", "id": "cba1d840-17b2-41d5-87c8-641ee7b25aca", "metadata": {}, "source": [ "In this tutorial, we demonstrate using this package to load in and use parameterized sets of waveform differences as well as how to generate these sets ourselves. This notebook can be downloaded [here](https://github.com/RyanSR71/waveform_uncertainty/blob/main/docs/source/notebooks/Parameterization_and_Waveform_Differences.ipynb)." ] }, { "cell_type": "markdown", "id": "05690f0b-cfe9-4b92-8690-35f11e19216e", "metadata": {}, "source": [ "The following cell is everything we need to import to run this tutorial. We also import the `GWCorrect` package, which will need to be installed first. See [Installation](https://waveformuncertainty.readthedocs.io/en/latest/installation.html#installation)." ] }, { "cell_type": "code", "execution_count": 2, "id": "3520340c-9a78-40a8-a6d4-8ef7f5c8fb45", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import bilby\n", "import matplotlib.pyplot as plt\n", "import sys\n", "import scipy\n", "import lal\n", "import random\n", "from pesummary.gw.file.strain import StrainData\n", "from pesummary.io import read\n", "import requests\n", "import pandas\n", "import GWCorrect.wfu as wfu" ] }, { "cell_type": "markdown", "id": "aced6007-c6d1-42d1-8ae5-dadbfca6485e", "metadata": { "tags": [] }, "source": [ "## Using Parameterized Waveform Differences" ] }, { "cell_type": "markdown", "id": "a414a495-e100-407d-ab97-d541f7b70a6f", "metadata": {}, "source": [ "We will first demonstrate how parameterized waveform differences are loaded in and used. Here, we load in `BBH_parameterization_nsamples1000.npy`, which contains 1000 samples of parameterized amplitude differences and phase differences from simulated binary black hole merger events." ] }, { "cell_type": "code", "execution_count": 3, "id": "6c2a7909-4bcc-4907-a36d-fee4cd919c39", "metadata": {}, "outputs": [], "source": [ "# downloading the file and saving to a folder\n", "try:\n", " os.mkdir('tutorial_files')\n", "except:\n", " pass\n", "file = requests.get('https://github.com/RyanSR71/waveform_uncertainty/raw/refs/heads/main/files/BBH_parameterization_nsamples1000.npy', allow_redirects=True)\n", "open(\"tutorial_files/BBH_parameterization_nsamples1000.npy\", 'wb').write(file.content)\n", "\n", "# loading the file\n", "parameterization = np.load(\"tutorial_files/BBH_parameterization_nsamples1000.npy\",allow_pickle=True)" ] }, { "cell_type": "markdown", "id": "a76c1921-691f-4481-b990-361e8a5205e3", "metadata": {}, "source": [ "We can use `GWCorrect.wfu.parameterization.recovery_from_parameterization` to turn the parameterized sets of waveform differences back into the waveform differences they represent. This function takes in one row of the parameterization array and constructs the waveform differences from the spline parameters in the file. The function returns the frequency array, amplitude difference array, and phase difference array. By default, the frequency array is given in standard frequency units (Hz). This can be changed by changing the `dimensionless` kwarg to `True`." ] }, { "cell_type": "code", "execution_count": 4, "id": "6642fb5d-13a0-4013-b6a9-fbbb321c9a1c", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we can choose any index to recover up to the number of sample sets in the file; in this case, 1000\n", "index = random.randint(0,1000)\n", "\n", "# recovering a draw of waveform differences\n", "frequency_grid, amplitude_difference, phase_difference = wfu.parameterization.recovery_from_parameterization(parameterization[index])\n", "\n", "# plotting\n", "fig,ax = plt.subplots(1,2,figsize=(15,6))\n", "\n", "# plotting the waveform differences\n", "ax[0].semilogx(frequency_grid,amplitude_difference,color='red')\n", "ax[1].semilogx(frequency_grid,phase_difference,color='blue')\n", "\n", "# plot settings\n", "ax[0].grid(False)\n", "ax[0].set_xlabel(r'$f$ [Hz]')\n", "ax[0].set_ylabel(r'$\\Delta\\mathcal{A}$')\n", "ax[0].tick_params(direction='in')\n", "ax[0].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "\n", "ax[1].grid(False)\n", "ax[1].set_xlabel(r'$f$ [Hz]')\n", "ax[1].set_ylabel(r'$\\Delta\\phi$')\n", "ax[1].tick_params(direction='in')\n", "ax[1].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c29ca49b-b882-4bea-8529-962275897d89", "metadata": {}, "source": [ "From a parameterization file, we can use `GWCorrect.wfu.parameterization.uncertainties_from_parameterization` to find the means and standard deviations of each waveform difference, which will show us the expected variability between the waveform models. We represent the means as $\\overline{\\Delta\\mathcal{A}}_\\mu$ and $\\overline{\\Delta\\phi}_\\mu$, and the standard deviations as $\\delta\\mathcal{A}_\\mu$ and $\\delta\\phi_\\mu$." ] }, { "cell_type": "code", "execution_count": 5, "id": "ea3a35b3-2665-4da9-894c-c55ee827a806", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# finding the means and standard deviations\n", "mean_amplitude_difference,amplitude_uncertainty,mean_phase_difference,phase_uncertainty = wfu.parameterization.uncertainties_from_parameterization(parameterization)\n", "\n", "# plotting\n", "fig,ax = plt.subplots(1,2,figsize=(15,6))\n", "\n", "# plotting the means and standard deviations (uncertainties)\n", "ax[0].semilogx(frequency_grid,mean_amplitude_difference,color='k',linewidth=2,zorder=2,label=r'$\\overline{\\Delta\\mathcal{A}_{\\mu}}\\pm\\delta\\mathcal{A}_{\\mu}$')\n", "ax[0].fill_between(frequency_grid,mean_amplitude_difference-amplitude_uncertainty,mean_amplitude_difference+amplitude_uncertainty,color='k',alpha=0.5,zorder=2)\n", "ax[1].semilogx(frequency_grid,mean_phase_difference,color='k',linewidth=2,zorder=2,label=r'$\\overline{\\Delta\\phi_{\\mu}}\\pm\\delta\\phi_{\\mu}$')\n", "ax[1].fill_between(frequency_grid,mean_phase_difference-phase_uncertainty,mean_phase_difference+phase_uncertainty,color='k',alpha=0.5,zorder=2)\n", "\n", "# plotting all of the draws of waveform difference\n", "for i in range(len(parameterization)):\n", " frequency_grid, amplitude_difference, phase_difference = wfu.parameterization.recovery_from_parameterization(parameterization[i])\n", " ax[0].semilogx(frequency_grid,amplitude_difference,color='tab:red',linewidth=0.75,alpha=0.35,zorder=1)\n", " ax[1].semilogx(frequency_grid,phase_difference,color='tab:blue',linewidth=0.75,alpha=0.35,zorder=1)\n", "\n", "# plot settings\n", "ax[0].legend(fancybox=True,loc='upper left')\n", "ax[0].grid(False)\n", "ax[0].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "ax[0].set_xlabel(r'$f\\ [\\mathrm{Hz}]$')\n", "ax[0].set_ylabel(r'$\\Delta\\mathcal{A}$')\n", "ax[0].tick_params(direction='in')\n", "\n", "ax[1].legend(fancybox=True,loc='upper left')\n", "ax[1].grid(False)\n", "ax[1].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "ax[1].set_xlabel(r'$f\\ [\\mathrm{Hz}]$')\n", "ax[1].set_ylabel(r'$\\Delta\\phi$')\n", "ax[1].tick_params(direction='in')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f5c0f1d9-1576-4dd2-8351-a631dc523cba", "metadata": {}, "source": [ "We can also perform this same operation in dimensionless frequency, $\\xi$. To do so, we simply set `dimensionless=True` in both the `GWCorrect.wfu.parameterization.recovery_from_parameterization` and `GWCorrect.wfu.parameterization.uncertainties_from_parameterization` functions. In doing this, we essentially remove the total mass contributions from the waveform differences, and we are left with smaller overall distributions. This is useful for defining more constrained priors." ] }, { "cell_type": "code", "execution_count": 6, "id": "36514380-565a-43ef-820c-a273c3c1b204", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# finding the means and standard deviations\n", "mean_amplitude_difference,amplitude_uncertainty,mean_phase_difference,phase_uncertainty = wfu.parameterization.uncertainties_from_parameterization(parameterization,dimensionless=True)\n", "\n", "# plotting\n", "fig,ax = plt.subplots(1,2,figsize=(15,6))\n", "\n", "# plotting the means and standard deviations (uncertainties)\n", "frequency_grid = np.geomspace(0.001,1,1000)\n", "ax[0].semilogx(frequency_grid,mean_amplitude_difference,color='k',linewidth=2,zorder=2,label=r'$\\overline{\\Delta\\mathcal{A}_{\\mu}}\\pm\\delta\\mathcal{A}_{\\mu}$')\n", "ax[0].fill_between(frequency_grid,mean_amplitude_difference-amplitude_uncertainty,mean_amplitude_difference+amplitude_uncertainty,color='k',alpha=0.5,zorder=2)\n", "ax[1].semilogx(frequency_grid,mean_phase_difference,color='k',linewidth=2,zorder=2,label=r'$\\overline{\\Delta\\phi_{\\mu}}\\pm\\delta\\phi_{\\mu}$')\n", "ax[1].fill_between(frequency_grid,mean_phase_difference-phase_uncertainty,mean_phase_difference+phase_uncertainty,color='k',alpha=0.5,zorder=2)\n", "\n", "# plotting all of the draws of waveform difference\n", "for i in range(len(parameterization)):\n", " frequency_grid, amplitude_difference, phase_difference = wfu.parameterization.recovery_from_parameterization(parameterization[i],dimensionless=True)\n", " ax[0].semilogx(frequency_grid,amplitude_difference,color='tab:red',linewidth=0.75,alpha=0.35,zorder=1)\n", " ax[1].semilogx(frequency_grid,phase_difference,color='tab:blue',linewidth=0.75,alpha=0.35,zorder=1)\n", "\n", "# plot settings\n", "ax[0].legend(fancybox=True,loc='upper left')\n", "ax[0].grid(False)\n", "ax[0].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "ax[0].set_xlabel(r'$\\xi$')\n", "ax[0].set_ylabel(r'$\\Delta\\mathcal{A}$')\n", "ax[0].tick_params(direction='in')\n", "\n", "ax[1].legend(fancybox=True,loc='upper left')\n", "ax[1].grid(False)\n", "ax[1].set_xlim(frequency_grid[0],frequency_grid[-1])\n", "ax[1].set_xlabel(r'$\\xi$')\n", "ax[1].set_ylabel(r'$\\Delta\\phi$')\n", "ax[1].tick_params(direction='in')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7e873167-2900-4aa6-ab31-e02755d3adbd", "metadata": {}, "source": [ "## Generating Waveform Model Differences" ] }, { "cell_type": "markdown", "id": "7bd13cef-c890-4b40-9a51-2a2bee20bfff", "metadata": {}, "source": [ "In the following sections, we look at generating waveform differences and then generating a parameterization file." ] }, { "cell_type": "markdown", "id": "f956c3cb-e295-4e06-90f1-b01c259e5b8c", "metadata": {}, "source": [ "We first construct a prior of source parameters over which we want to generate waveform differences. Here, we choose a prior for binary black hole analysis." ] }, { "cell_type": "code", "execution_count": 7, "id": "7d73abd7-b2ba-4e3b-9bdb-170a9fff9a76", "metadata": {}, "outputs": [], "source": [ "prior = bilby.core.prior.PriorDict()\n", "\n", "prior['chirp_mass'] = bilby.gw.prior.UniformInComponentsChirpMass(name='chirp_mass',latex_label=r'$\\mathcal{M}_c$',minimum=25,maximum=100,unit=r'$\\mathrm{M}_{\\odot}$')\n", "prior['mass_ratio'] = bilby.gw.prior.UniformInComponentsMassRatio(name='mass_ratio',latex_label=r'$q$',minimum=0.125,maximum=1)\n", "prior['chi_1'] = bilby.core.prior.Uniform(name='chi_1',latex_label=r'$\\chi_1$',minimum=-1,maximum=1)\n", "prior['chi_2'] = bilby.core.prior.Uniform(name='chi_2',latex_label=r'$\\chi_2$',minimum=-1,maximum=1)\n", "prior['geocent_time'] = bilby.core.prior.Uniform(name='geocent_time',latex_label=r'$t_{c}$',minimum=1126259462.3,maximum=1126259462.5,unit='s')\n", "prior['luminosity_distance'] = bilby.gw.prior.UniformSourceFrame(name='luminosity_distance',latex_label=r'$D_L$',minimum=100,maximum=10000,unit='Mpc')\n", "prior['phase'] = bilby.core.prior.Uniform(name='phase',latex_label=r'$\\phi_\\mathrm{ref}$',minimum=0,maximum=2*np.pi,boundary='periodic')\n", "prior['theta_jn'] = bilby.core.prior.Sine(name='theta_jn',latex_label=r'$\\theta_{JN}$')" ] }, { "cell_type": "markdown", "id": "3e461e33-80dd-4c74-9aed-be8e754f841f", "metadata": {}, "source": [ "Here we set up our waveform generators with our injection passed as an argument. Because we are looking to generate model differences, we choose two different waveform approximants, `IMRPhenomD` and `SEOBNRv4`." ] }, { "cell_type": "code", "execution_count": 8, "id": "3dfd571d-4da6-4243-8229-504e60359960", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "20:02 bilby INFO : Waveform generator initiated with\n", " frequency_domain_source_model: bilby.gw.source.lal_binary_neutron_star\n", " time_domain_source_model: None\n", " parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters\n", "20:02 bilby INFO : Waveform generator initiated with\n", " frequency_domain_source_model: bilby.gw.source.lal_binary_neutron_star\n", " time_domain_source_model: None\n", " parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters\n" ] } ], "source": [ "waveform_arguments_1 = dict(waveform_approximant='IMRPhenomD', reference_frequency=50, \n", " catch_waveform_errors=True, minimum_frequency=20.0, maximum_frequency=1024.0)\n", "\n", "hf1 = bilby.gw.WaveformGenerator(parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters,\n", " waveform_arguments=waveform_arguments_1,\n", " frequency_domain_source_model=bilby.gw.source.lal_binary_neutron_star,\n", " sampling_frequency=4096, \n", " duration=4,\n", " )\n", "\n", "waveform_arguments_2 = dict(waveform_approximant='SEOBNRv4', reference_frequency=50, \n", " catch_waveform_errors=True, minimum_frequency=20.0, maximum_frequency=1024.0)\n", "\n", "hf2 = bilby.gw.WaveformGenerator(parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters,\n", " waveform_arguments=waveform_arguments_2,\n", " frequency_domain_source_model=bilby.gw.source.lal_binary_neutron_star,\n", " sampling_frequency=4096, \n", " duration=4,\n", " )" ] }, { "cell_type": "markdown", "id": "4e2692a2-8bcf-412a-ae96-6f4ae7ce76fd", "metadata": {}, "source": [ "With the waveform generators, we can calculate the waveform model differences, $\\Delta\\mathcal{A}_{\\mu}$ and $\\Delta\\phi_{\\mu}$. If we pass the waveform generators into the `GWCorrect.wfu.parameterization.fd_model_difference` function, it will return model amplitude difference, $\\Delta\\mathcal{A}_{\\mu}$, and model phase difference, $\\Delta{\\phi}_{\\mu}$." ] }, { "cell_type": "markdown", "id": "580caa10-1f06-4919-9693-351c730f6c6c", "metadata": {}, "source": [ "If injection parameters are not present in the waveform generators, add them to the `fd_model_difference` function as a kwarg." ] }, { "cell_type": "code", "execution_count": 9, "id": "b38ea71f-ba7c-47fb-ad77-a39c96bf2b0c", "metadata": {}, "outputs": [ { "data": { "image/png": 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aRReZ/z3hTz/8oQmuq6vNcvCOrrzSHO+5x0xKBgAgT40ZI/3sZ2Zb48mTzXeWxx0n1dWZaZUAMoNlsAAI6/JFW5t0xRXSTTeZ+7/5jekQQ98dcID0l79IBQWmI/Haa21XhIF47TXzz1GSvve9XX+///7SaaeZf2fcf18AAMhjxx5rmtK/8AXz1+PcuWYAxQsv2K4MyE2EdQAI6/LFD38o3XijOW9okM47z2o5vnXiidLPf27Ov/c9qbHRbj3ov+uvN111p55qds3uyuWXm+Ott0rvvZe10gAA8KoxY6Rf/9p83zVunJkYO22a9H//Z/5aBZA+hHUACOvywe9/byZdSmYtg7snFwYmHN4R5lxwgbRihdVy0A9r1piuUkmqre3+cTNmSFOmmCule+/NSmkAAPjB2WdLzz0nnXKKGaz+1a+a+VsbNtiuDMgdhHUACOty3dKl0he/aM6vusrsEozBu/5605n14YfSGWdIb7xhuyL0xa23Sps3m70aKyq6f1wgIM2aZc7pngQAoJOJE6X77jPfAY8YId1/v3T44WYgBYDBcwdMMA0WyF+EdbnsxRelT39a2rrVBA9z59quKHcMHWr2rfvYx6S33zb7/7lfgcGbtm+X5s8355deagK5nlRXm+N990kbN2a2NgAAfCYQMN8B/+Mf0j77SCtXSkceKd1+u+3KAP+jsw4AYV2ueucdaeZMyXGkY46Rfvc7aQj/uNOqqEi6+24zKTaZlD7/eTZt8bIlS6RUSioulmbP7v3xU6dKZWVmjc9992W8PABA11KplGKxmKqqqvr8nGg0qlgsplgspmg0msHqMHWq2RHkxBNNwHDOOWb3FS6JgIEjrANAepOL3n9fOv106fXXzb5bd95p1igg/SZPlu64Qxo+3HyV7O4NCO+Jxczx/PP7tqYgENjRXXfnnZmrCwDQrWQyqUQiIcdx1NTU1KfnRKNRBYNBhcNhhcNhlZeXq6amJsOV5rfx46VFi6Svf93cv/Zas+igudluXYBfEdYBIKzLNR9+KH3mM+YrznHjTEfQ+PG2q8ptn/jEjuWV111nBnrAW955x4SqUv8GrMycaY5LlkhtbWkvCwDQs/LycoXDYYVCoT4/p76+XrM7dFBXVlYq5n5hg4wpKJB+8hOzmGPECOmee8yy2Jdesl0Z4D+EdQAI63LJq69KRx1lro4KC6W77pL22892Vfnh85+XvvlNc37RRdLf/263HnT2m99Ira3S0UdLhxzS9+cddZQ0cqSZIsuu2QDgealUSo7jKBgM7vK7RCKR/YLy0PnnS489Ju21l/Tyy2am01132a4K8Bd3wARhHZC/COtyxZIl0rRp0rPPSqWlZizXMcfYriq//PCHZqDHli3SWWdJq1fbrghS58ES/emqk0zo/clPmnP+Iw8APC+VSnX582AwKMdxun1ea2urWlpaOt02b96coSpz37RpZpHHccdJ771nLov+7/9sVwX4h9tZxzRYIH8R1uWClSvN3lrvvSdVVEhPPSWdcILtqvLPkCHSbbeZnZbXrTP7Br73nu2q0N/BEjurrDRHwjoA8K2SkpIe97xbtmyZSktLVVxc3H6rr6/PYoW5p7RUWrxYqqkxO0l89avSN77B4AmgL1gGC4Cwzu82bjRfVzqOWbK3eLG0xx62q8pfo0ebCbEf+Yj0/PPSnDnS1q22q8pvDQ3m2NfBEjubMcMcH3mEf5YA4FO9DaeoqKjQ2rVr1dzc3H6rq6vLUnW5a9gw6Ze/lNzc88c/lj77WTNoHUD3COsAENb52dat0he+YEKhj3xE+stfzLI92DVpktmcZeRIsxz5kksYTmDLO+/smOTa3yWwrkMPNcNaNm6UnngifbUBANKuu0EUjuP0OKSioKBARUVFnW6FXFOlRSBgtvW97TYT3i1cKJ16qtTSYrsywLs2bjTHMWPs1gHAHsI6v3r5Zem006R43IzfisfpqPOSww+XFiwwS2N//Wvpe9+zXVF+GuhgiY6GDJGOP96cL1uWrsoAABkQCoUUDAa73Luu0t3WAFacd575DnPMGOnhh81frWvW2K4K8CZ3J53ddrNbBwB7COv8ZssW6fLLpQMPNEteR40yHXWf+ITtyrCz00+XfvUrc37ttTvOkR2DGSyxM/ffr7/9bXCvAwAYkO6WsaZSKUWj0U4/q6ur6zT5NR6PKzzYvweQFjNmmKBuwgSzxfKxx0qrVtmuCvAeOusAENb5yeuvmwESP/2pWVZ5xhnS44+bI7zp4oulq68255ddJv35z3brySeDHSzRkRvW/f3vLGkGgCxKpVKqra1VQ0ODksmkamtrFYvF2n+fSCTU4O5N+l+RSESO4ygWiykWi2n58uW7PAb2TJtmvvvad1/ptdfMpe0rr9iuCvCOtrYdYR2ddUD+KrBdAPpo2TIzSKKpSQoGpd/+lpDOL66+Wnr7bSkWM2tACgulT3/adlW5b7CDJTqaOlUaMcL8+/fKK9IBBwy6PABA70KhkObNm9ft78PhcJddc5FIJJNlYZCmTDGBXVWV9MIL0nHHSQ89ZBaOAPluyxazi4tEWAfkMzrrvG7bNtNJV1lpgoJp08y6AYI6/wgEzCi08883/zznzJHuucd2VbktHYMlOho+3OxDKJnuOgAAMCh77GGWxB5yiPlr+7jjpOees10VYJ+7X53ENFggnxHWedm//mU287j8cvMVy6c/LT36qFk3AH9xB03MmWOm+J5zjtllGZmRjsESO2PfOgAA0qq01AR2hx0mrVsnnXCC+U4ayGfuEtgRI8wcQQD5ibDOa5qbpVtvNSOyDj7Y7Ek3ZozpzIrHB7+cD/YUFEi33WZC1y1bTHfkH/9ou6rc09Zm/h2SzJ6B6XLMMeZIZx0AAGkzbpzZZvaII6T166UTT5RWrLBdFWAPwyUASIR13rFqlXTaadL48dIXvyg98ohZPnnWWWYzj0suMd1Z8Ldhw8yQic9+1nR+fe5z0k032a4qtzzxhNlXbuRIqbo6fa979NHm+OKLZkk6AABIi7FjpQcfNN+LOY500knSs8/argqwg+ESACTCOm+4/37T/3/ffSbAOfBA6Yc/lFavlv76V2nSJNsVIp2GD5d+/3vpK18x97/2NamuTtq+3W5dueK228zx7LPT+5Xk+PE7Bkv84x/pe10AAKDiYumBB8x3Yxs2mOETL79suyog+wjrAEiEddm3fr305pvSBx9I778v/exn0umnm+WvRx1luuheeEH61rekvfe2XS0yZcgQMzjk2mvN/blzpVmzdvztjIHZskX605/M+ec/n/7XZyksAAAZM2aM+e76sMOktWulGTPM4hMgn7gDJgjrgPxGWJctW7eaAG7CBNMpN3q0+QT+ylfMhNDzzjNLX5lZnz8CAenb3zbDEIYNk26/XZo6la6twbjvPrNEdeJEc4WfboR1AABkVDBolsQedJD5fnvGDHME8gV71gGQCOuy4913zZVGfb3Z/L7j3nOTJ0s/+pH029+a5ZHIPxdcYEah7bWXtHKlmQD83e+aLjH0j7sE9rzzpKFD0//67kTYf/7TBPAAACDtxo+XEgmprMx01lVWmk47IB+wDBaARFiXOa2tZs+5+fPNeKtly6SiIqmx0fyuuVl66y0TznzjGwyPyHef+ITZSfm888zedddeKx16qNm8BX3T1CTdfbc5P//8zLzHAQeYXbA//FB65pnMvAcAANDEiWZK7F57SS+9ZPawY74T8gFhHQCJsC592tqk5cul2lrp8MPNMtfJk6Vw2HwlOHmyWd5YXW2WPxYVmauQQMB25fCKYNB0hi1caL5SfuklaeZM6bjjpDvuMMul0b0FC0y329Sp0iGHZOY9hgzZMRWWpbAAAGTUPvuYwO4jHzHfac6cKbW02K4KyCz2rAMgEdYN3pYtpgtq331NB100Kq1YYX4+fLgJDa6/XkomzeYbQG9mzZJefVW64gqzl92jj0qf/rS0//7S978vPf74wIO77dvN/zdzcYnt735njpkYLNGRuxT2b3/L7PsAAABNmSItXiyNGyc98YS5JMrFyxjARWcdAEkqsF2Ar736qjR7tvT00+b+6NHSpz4lnXGGmey6774sb8XABIPSj38sff3r0s9/LjU0SKmUdM015jZ2rHTCCaaLbOJE8/hg0IR7mzebfRLfeEP6z3/M8Y03zO7Ma9aYwE6Sdt9dqqiQPvc5M5E4E3u8ZUsqZULMoUOlz342s+/ldtb985+ZfR8AACBJOvhgadEi6fjjpYcekr7wBbMYgcts5CIGTACQCOsG7rnndux2O26c9JOfmI6okSNtV4ZcMmmSGUzy3e+a5bH33mt2XN6wwUyPvf32gb/2mjVSPG5un/iE9Ic/mPUmfuT+73D88WatTCZNm2aWr7/+uvn3v7Q0s+8HAAA0bZr56/7UU6U//tFcIs2bZ7sqIP3orAMgEdb1TzxuevFXrJC+/W3JcUxn0333me4mIFNGjZIuvNDcWlvNOpC//136179MF11zs/n/45YtUmGhVFJirmInTTI7M0+aJO2xh7mNGmWW0b7yirnqbWgwSzqnTpUeeUT6+Mft/lkHwg3rzj478+9VVCR99KPSiy+afSpPOy3z7wkAAFRVJd1yi3TBBWbnmb32kr78ZdtVAelFWAdAIqzrn4suMksMXcccI91zj1mSCGRLQYH5/94xxwzudY4+2twuvVT6zGdM8HTWWeY4blxaSs2Kt982w1skU382HH44YR0AABZ8/vNml4/vfEf66lfN95DZ+K4OyBYGTACQGDDRP0cfba4I9txT+tnPTBcSQR38LhSSHnjAHFetMnu+ufva+cEdd5jjUUeZfz+z4YgjzPGJJ7LzfgAAoN23viXV1EhtbWbrXWY+IZewZx0AKYc666LRqILBoCTJcRxFIpH0P+eBB8wSQyDXlJRId94pHXmkGbkWi0mXXGK7qr7561/NMZtfqx9+uDkuX27+SyEQyN57AwCQ5wIB8735W29Jd98tnXmm+f4sFLJdGTB4LIMFIOVIZ50buoXDYYXDYZWXl6umpibtzwFy2sEHS3PnmvOrrpJWr7ZaTp+0tEgPP2zOs7UEVpIOPdRM3n33XX/87wQAQI4pKJD+9CczeGL9ehPYucsHAT8jrAMg5UhYV19fr9mzZ7ffr6ysVCwWS/tzgJx32WVSRYW5SvjSl0zXmJclEmbgxv77m+Ev2VJYaAZySCyFBQDAktGjzcKAj3xEev556fzz/bWTB9AV9qwDIOVAWJdKpeQ4Tvty1o4SiUTangPkhSFDzJi1kSOlJUuk+fNtV9Sz++4zx1NPzf57T5tmjk89lf33BgAAksxW0nfcYb5Hu/NO6bvftV0RMHBtbXTWATByIqzrSjAYlOM4aXtOa2urWlpaOt02d5wMC+SKKVOk664z59/4hhk64UVtbXbDukMPNcdnnsn+ewMAgHZHHindfLM5v+46szwW8KPNm6Vt28w5AyaA/Ob7sK47JSUlampqSttzli1bptLSUhUXF7ff6uvr01Eq4D1f+Yp07LGmD//cc6WtW21XtKunn5beftusgfnkJ7P//m5Y9+yz2X9vAADQyXnnSe6suC9+0cyAAvzG7aqTzCUugPyVs2Fdf4O63p5TUVGhtWvXqrm5uf1WV1c3mBIB7xo6VLrtNqm4WHr8cenqq21XtCu3q66y0s6U5oMPNse33jKDJgAAgFXXXSeddpq0aZOZO/XWW7YrAvrHDetGjjSX4wDyl+/DulA3M9odx+n2dwN5TkFBgYqKijrdCm0EBEC27LvvjjUlc+eaYQ5eYnMJrGTWJpSVmXOWwgIAYN3QodIf/ygddJAJ6j79aRPcAX7BcAkArpwI64LBYJf70FVWVqbtOUBeqq6WamrM/nDnny+tXWu7ImP9etPxJ0kzZ9qrg33rAADwlKIi6a67pJISM7D9a1+zXRHQd25nHfvVAfB9WCdJdXV1naa4xuNxhcPh9vupVErRaLRfzwHwXzfcIH3sY9I775jAzt311qZFi6Tt26VDDpH22steHYR1AAB4TlmZ9Oc/S4GAFItJv/ud7YqAvmESLABXToR1kUhEjuMoFospFotp+fLlamhoaP99IpHodL8vzwHwXyNHmivekSOlBx+UrrnGdkX2l8C6GDIBAIAnVVVJ3/++Ob/kEum556yWA/QJYR0AV4HtAtIl4o5/6kI4HO6ya66n5wDo4OCDzVfT558v/e//SocfLp1+up1atm2THnjAnJ92mp0aXB//uDm+8IKZmDtsmN16AABAu+98R/r7301DfnW1tGIFywvhbexZB8CVE511ALLgvPOkL3/ZnJ9/vvTaa3bqeOIJs2ddcbF09NF2anDtu6+5mtqyRVq50m4tAACgkyFDpN//Xpo0SXrlFelLXzLb8AJeRWcdABdhHYC++/GPpWOOkZqbpbPPlt5/P/s13H23OZ5yilRguTk4EJAOOMCcv/SS3VoAAMAuxo+XGhvNJcPChdL//Z/tioDuMWACgIuwDkDfDR9urnh3391s/hIOZ/8rajess7UMd2duWPfyy3brAAAAXTrqKPN9oyRdeaX0j3/YrQfoDp11AFyEdQD6Z489zFfTQ4dKf/xjdr+iXr1aev55894zZ2bvfXtCZx0AAJ73la9Is2ZJra3SZz8rOY7tioBdEdYBcBHWAei/T35Suv56c37FFdJDD2Xnfd2uuk98Qiopyc579uajHzVHOusAAPCsQEC6+WYpFJJef1269FL2r4P3MGACgIuwDsDAfO1rZujEtm3mq+psDFjw2hJYqXNnHVf9AAB4VlGRWRQwdKj05z9Lt91muyKgM/asA+AirAMwMIGANH++dMQRUlOTdMYZUktL5t6vpUVautSceymsmzLF/G+xYYP07ru2qwEAAD048kjp+98355ddxjB3eAvLYAG4COsADNyIEdJf/2r2sXvhBelznzOddpnw4IPS1q0mHHO72bxg1Chp773NOUthAQDwvLo6qaLCBCPnnmsuLwAvIKwD4CKsAzA4e+wh3XGHVFgo3XOP9J3vZOZ9vLgE1sVEWAAAfGPoUOn3v5eCQemJJ6RrrrFdEWCwZx0AF2EdgME7/HDp178253Pnmg1h0mnbNum++8y5F8M6d8gEE2EBAPCFvfeWGhrM+XXXScuW2a0HkOisA7ADYR2A9Dj3XOmb3zTnF10kLV+evtf+5z/NfnDBoJkE6zV01gEA4DuzZ0sXXmjmQ1144Y6gBLCFARMAXIR1ANLn2mulT31K2rRJOuss6a230vO6d91ljjNnSsOGpec106mszBxXrbJbBwAA6Jcbb5T22ktKpaRIxHY1yHd01gFwEdYBSJ+hQ6U//EE66CAT1H360ya4G4zt26U//cmcn3XWoEvMiH33NcfVq83X8wAAwBeKi3fs5PHLX0qLF9utB/mrrY096wDsQFgHIL2Kikwn3NixZtfmiy8eXID1yCPSv/9trqbPOCN9dabTPvuY48aN0vr1dmsBAAD9Ulkp/c//mPMvflFqbrZbD/LTpk3mO2qJsA6AVGC7AAA5qKxMiselk04y49Y++lHp298e2Gv99rfmOGeONGJE+mpMpxEjpIkTpbffNt1148fbrggAcko0GlUwGJQkOY6jSB/WK8ZiMTmOo2AwqJUrV6qurq79NYCdzZsnLVokrVwpXXmldPPNtitCvum4Z+Lo0fbqAOANdNYByIwTT5R+9jNz/p3vSAsX9v813n/fhH6SdMEF6astEyZPNkf2rQOAtHKDunA4rHA4rPLyctXU1PT6nNmzZysSiSgcDquurk4XX3xxliqGH+22m3Trreb8llukJUvs1oP844Z1o0aZnWUA5DfCOgCZc8kl0uWXm/MLLjBTXfvj1782gd2UKdLRR6e9vLTquG8dACBt6uvrNXv27Pb7lZWVisViPT5nwYIFnbrogsGgHMfJUIXIFRUVO5bDhsPmEgTIFoZLAOiIsA5AZl1//Y4JsWeeKb3+et+et3Wrea4kXXGFFAhkrsZ0IKwDgLRLpVLtS1l3lkgkun1eKBRSVVVVe0CXSqUUCoUyVCVySX29NGmSmQ77ve/Zrgb5hOESADoirAOQWUOHSn/8o/Txj0tr1ph97Nau7f15f/qTGSyx++7ShRdmvMxBYxksAKRdKpXq8ue9dcrNnz9fTU1NGjt2rGpra5VIJNTQ0NDt41tbW9XS0tLptnnz5sGWDx8qKpJ+9StzfuONZlYWkA101gHoiLAOQOaNGSPdc4+0997SK69Ip5wibdjQ/ePfe0+6+mpz/vWve3ewREd01gFA1pSUlKipqanb3weDQdXU1Ki6ulrRaFSNjY09hnvLli1TaWmpiouL22/19fUZqBx+cNpp0uc+ZyZzXnSRtGWL7YqQD9ywbswYu3UA8AbCOgDZsdde0uLFUmmp9NRT0gknmE67rlx1lQm99tlnx+YxXud21q1eLbW1WS0FAHJdT0GdJNXW1ioUCqmxsVErV65UU1OTpk2b1u3jKyoqtHbtWjU3N7ff6urq0l02fOTGG81w9+efl37yE9vVIB/QWQegI8I6ANmz//5mvNruu0vPPCNNmyYtW7bj921t5orYXap0663++Xpxr73Mvnoffti3Zb4AgF51t8+c4zjd/s7d566ysrL9NZ588kmFQiHF3QnjOykoKFBRUVGnW2FhYXr+EPCl8eOlH//YnP/v//Z9y11goNizDkBHhHUAsuvgg01Ad8AB0ptvSscdJ82cKf3gB1JVlXTlleZxV1xhuu/8Yvhwac89zTn71gFAWoRCIQWDwS73rnPDuJ2lUqkuB1LMmjUr3eUhx51/vpkQ+8EHO4bbA5lCZx2AjgjrAGTflCnSihXSBReYbroHHjB71C1ZIhUWSr/4xY5JsH7i7lvH1+8AkDZ1dXWdJr/G43GFw+H2+6lUStFotP1+ZWWlksnkLnvUPfnkk6qurs54vcgdgYC5JCkokO64Q7r3XtsVIZexZx2AjgpsFwAgT+22m/Sb30jf+Y70u99Jb78tTZwoffaz0oEH2q5uYCZNMsc337RbBwDkkEgkomg0qlgsJklauXJlp8mu7qTXSCTS/rPGxkbV19dr3Lhx7ZNj582bl/Xa4X8HH2y66q6/XvrKV6QTT5RGjrRdFXIRnXUAOiKsA2DXfvuZJbC5YI89zPGtt+zWAQA5pmMQt7NwONyp004y02AJ55AuV18t/elPZpeL+vrcuWyBtxDWAeiIZbAAkC7unnV01gEAkDN2281Mh5WkefOkV1+1Wg5yFAMmAHREWAcA6UJYBwBATjrnHOnkk6UtW6Qvf9lsuQukE511ADoirAOAdGEZLAAAOSkQkH72MzMH68EHpbvvtl0Rcg0DJgB0RFgHAOnSsbOOr9wBAMgp++0nXXGFOb/yStNlB6QLnXUAOiKsA4B0mTjRHDdtkhzHaikAACD96uqk3XeXXnvNdNoB6cKedQA6IqwDgHQZOVIqKTHn7FsHAEDOGTNGuu46c/6DH0jr1tmtB7mDzjoAHRHWAUA6MWQCAICcdsEF0tSpUnOz9P3v264GuYI96wB0RFgHAOnEkAkAAHLa0KHSDTeY81/9Snr+ebv1wP/a2uisA9AZYR0ApBOddQAA5Lzjj5fOPlvavl2qrbVdDfxu0ybz/yWJsA6AQVgHAOlEWAcAQF6YN08qKJDuu0969FHb1cDP3OESkjRqlL06AHgHYR0ApBPLYAEAyAv77Sd96UvmvLbWLGUEBsJdAjtqlFlmDQCEdQCQTnTWAQCQN773PROwPP64dOedtquBX7FfHYCdEdYBQDq5YR2ddQAA5LyJE6XLLzfn3/qWtG2b1XLgU+4yWCbBAnAR1gFAOrnLYNeskVpb7dYCAAAyLhKRSkqkF1+Ufvc729XAjwjrAOyMsA4A0qm01Gw2sn279M47tqsBAAAZVlxsuuok6eqrzWRPoD8I6wDsjLAOANJpyBBp993N+Zo1dmsBAABZcdll0qRJ0n/+I/3857argd8Q1gHYGWEdAKQbYR0AAHllxAjpmmvM+XXXSc3NduuBvzBgAsDOCOsAIN1KS81x7Vq7dQAAgKz5/OelAw+UmpqkH/3IdjXwEzrrAOyMsA4A0o3OOgAA8k5BgfTDH5rzn/5UWr/ebj3wD8I6ADsjrAOAdKOzDgCAvHTWWdLUqWZZ409+Yrsa+AVhHYCdEdYBQLoR1gEAkJcCATMRVpJuuonuOvQNYR2AnRHWAUC6sQwWAIC8deaZO7rrbrjBdjXwA8I6ADsjrAOAdKOzDgCAvEV3HfqLabAAdkZYBwDpRmcdAAB5ze2ue+89uuvQOzrrAOyMsA4A0s3trFu3Ttq+3W4tAAAg63burtuwwW498DbCOgA7I6wDgHSbMMEct22Tmprs1gIAAKw480zpkENMEPPLX9quBl5GWAdgZ4R1AJBuw4dLY8eac/atAwAgLwUCUm2tOb/xRunDD62WAw8jrAOwM8I6AMgEhkwAAJD35syR9t3X7Ixx6622q4EXtbUxYALArgjrACATGDIBAEDeKyiQvvENc/6jH0mtrXbrgfds3rzj/xd01gFwEdYBQCbQWQcAACR94QtmO9vVq6WFC21XA69xl8BKdNYB2IGwDgAygc46AAAgadQo6WtfM+dz55plj4DLDetGjZKGDrVbCwDvIKwDgEygsw4AAPzXZZeZJY7PPSfdd5/tauAlDJcA0BXCOgDIBDeso7MOAIC8FwxKl1xizufOtVoKPIawDkBXCOsAIBPcZbB01gEAAEmXXy4NHy499pi5ARKTYAF0jbAOADKBZbAAAKCDPfaQLrjAnEejdmuBd9BZB6ArhHUAkAkMmAAAADv5xjfM8Z57pFdftVsLvIGwDkBXCOsAIBPczrr33zc3AACQ9/bfX/rUp8xE2Jtusl0NvICwDkBXCOsAIBPGjJEKC805S2EBAMB/XX65Od56q+Q4NiuBFxDWAegKYR0AZEIgwJAJAACwixNPlA4+2DTe33KL7WpgmztggrAOQEeEdQCQKQyZAAAAOwkEdnTX3XST1NpqtRxY5nbWMQ0WQEeEdQCQKQyZAAAAXTj3XGn8eOnf/5buuMN2NbCJZbAAukJYBwCZQmcdAADowsiR0iWXmPMbb7RaCiwjrAPQFcI6AMgUOusAAEA3/ud/pGHDpL/9TVq+3HY1sIWwDkBXCmwXAAA5i846AEiLaDSqYDAoSXIcR5FIpE/Pq62tVVlZmSSppKRE1dXVmSoR6LeJE6U5c6Tf/176xS/MdFjkH8I6AF0hrAOATHHDOjrrAGDA3KAuHA5LkhKJhGpqatTQ0NDtcxzH0YwZM7RkyRIFg0Elk0lNmzZNbW1t2Sob6JPLLjNh3Z//LF1/vTRunO2KkG1MgwXQFZbBAkCmuMtg6awDgAGrr6/X7Nmz2+9XVlYqFov1+pw5c+a0d+OVl5dr8eLFmSwTGJAjj5QOO0zatEn6zW9sVwMbmAYLoCuEdQCQKSyDBYBBSaVSchynPXTrKJFIdPu8aDSqyspKpVKp9sdVVlZ2+/jW1la1tLR0um3evHnQ9QO9CQSkSy8157/8pbR9u916kH0sgwXQFcI6AMgUt7Pu3Xel1la7tQCAD6VSqS5/HgwG5ThOj89xg75QKKSampoew71ly5aptLRUxcXF7bf6+vpB1w/0xbnnSkVF0sqVEg2g+aWtjbAOQNfYsw4AMmXcOPOVeVubtH79jvAOADAoJSUlampq6vJ3blgXDAZVXl4uSZo3b54mT56sDRs2dPmciooKNTY2qrCwsP1nHc+BTBo9WrrwQummm8ygiZNPtl0RsmXTJmnbNnNOWAegIzrrACBTCgp27BTNkAkASJvugjrJBHmSNH369PafuZ143XXXFRQUqKioqNONsA7Z5C6Fvece6fXX7daC7HGHS0jsWQegM8I6AMgkhkwAwICFQqEuf+4ub+3pOTsHesFgsNtltYBtH/2odOKJZs+6XuanIIe4S2BHj5aG8F/mADrgIwEAMskdMkFnHQD0WygU6jZk625gRDAYVCgU2uU5juN06rYDvOZ//sccb7lF2rrVbi3IDibBAugOYR0AZBKddQAwKHV1dZ2Wr8bjcYXD4fb7qVRK0Wi003PmzZunxR126o/H46qsrGzfww7wojPOMJcNa9ZI995ruxpkA8MlAHSHsA4AMmnCBHMkrAOAAYlEInIcR7FYTLFYTMuXL1dDQ0P77xOJRKf7klRdXa2ysjJFo1FFo1EtX768U3gHeNGwYdIFF5jzm2+2Wwuyg7AOQHdyYhpsNBpVMBiUZJY4RCKRXp+TSqWUSCTU2NjIxRuAzHHDunXr7NYBAD7W07VdOBzu1GnX8eeA31x0kRSNSvffL735prTnnrYrQiYR1gHoju8769ygzr1QKy8vV01NTY/PSSaTSiQSchynx2liADBohHUAAKCP9t9fqqgwgyZ+8xvb1SDT3GmwhHUAdub7sK6+vl6zZ89uv19ZWalYLyOUysvLFQ6Hu50iBgBpQ1gHAAD64UtfMsdbbjGhHXIXnXUAuuPrsC6VSslxnPYlsB113Ig4HVpbW9XS0tLptnnz5rS+B4AcRFgHAAD6obpaKiqSVq2SHn7YdjXIJKbBAuiO78O6rgSDQTmOk9b3WrZsmUpLS1VcXNx+q6+vT+t7AMhBhHUAAKAfRo2SPvc5c37LLXZrQWbRWQegOzkxYGJnJSUlad+LrqKiQo2NjSosLGz/WcdzAOiSG9Y1N0tbt5pRbwAAAD246CLpl7+Ubr9damqSSkpsV4RMIKwD0B1PhXXxeFwLFizo9XF1dXUqLy/v9veZGBpRUFCgoqIiAjoA/VNSIg0ZYjadefddaeJE2xUBAACPKy+Xpk6Vnn5a+sMfpK98xXZFyAQGTADojqfCuurqalVXV/f58d0NiHAch+ERALxhyBBp3DizDHbdOsI6AADQq0DADJr48pel+fPNMRCwXRXSjc46AN3x9Z51oVBIwWCwy73rKisrLVQEAF1g3zoAANBP554rFRZKzz0nrVhhuxpkAmEdgO74OqyTzJLYjpNf4/G4wuFw+/1UKqVoNNrlczOxXBYAdjF+vDkS1gEAgD4aO9ZMhpWkm2+2Wwsyg2mwALrj+7AuEonIcRzFYjHFYjEtX75cDQ0N7b9PJBKd7ksmwKutrVVDQ4OSyaRqa2sVi8WyXTqAfEFnHQAAGICLLjLHBQukTZvs1oL0o7MOQHc8tWfdQEUikW5/Fw6HO3XaSWb57Lx58zJdFgAYhHUAAGAAjjtO2msv6T//ke65Z0enHXIDYR2A7vi+sw4API+wDgAADMCQIdJ555nz3/3Obi1IP6bBAugOYR0AZBphHQAAGKDzzzfH++/nUiKXtLXRWQege4R1AJBpblj37rt26wAAAL5z4IHStGlSa6vZuw65YdMmads2c05YB2BnhHUAkGl01gEAgEH4/OfNkaWwucPtqpOk0aPt1QHAmwjrACDTCOsAAMAgfOYz0tCh0vLl0ssv264G6eCGdaNHm70JAaAjPhYAINPcsG79+h3rHQAAAPqotFQ65RRzftttdmtBejBcAkBPCOsAINPGjzfH7dulpia7tQAAAF9yB03cdpu5pIC/MVwCQE8I6wAg04YNk0pKzPnatXZrAQAAvnTGGVJRkfTvf0vLltmuBoNFWAegJ4R1AJANpaXmSFgHAAAGYORIadYsc85SWP8jrAPQE8I6AMgGwjoAADBI7lLYxkbpww/t1oLBccO63XazWwcAbyKsA4BsIKwDAACDVFEh7bOP1NIi3XWX7WowGHTWAegJYR0AZMPuu5vjmjV26wAAAL41ZIh03nnmnKWw/sY0WAA9IawDgGygsw4AAKSBuxR20SLp3Xft1oKBa242x6Iiu3UA8CbCOgDIBsI6AACQBgccIB12mNTaKt1+u+1qMFBuWFdcbLcOAN5EWAcA2UBYBwAA0uQznzHHP//Zbh0YOMI6AD0hrAOAbCCsAwAAaTJ7tjkuXSq9/bbVUjBALS3mSFgHoCuEdQCQDQyYAAAAabLvvtLRR0ttbVJjo+1qMBB01gHoCWEdAGSD21m3caP0wQd2awEAAL7HUlh/I6wD0BPCOgDIhqIiafhwc75und1aAACA782aJQUC0j/+Ia1ebbsa9BfTYAH0hLAOALIhEGDfOgAAkDYTJ0rHH2/OFy60WgoGgM46AD0hrAOAbCGsAwAAacRSWH/ats3sjCIR1gHoGmEdAGQLQyYAAEAanX22VFAgPfWU9PLLtqtBX7mTYCXCOgBdI6wDgGyhsw4AAKTR+PFSVZU5X7DAbi3oOzesGzFix5bGANARYR0AZAthHQAASDN3Keyf/iS1tdmtBX3DfnUAekNYBwDZQlgHAADS7MwzpcJC6aWXpOees10N+oKwDkBvCOsAIFsI6wAAQJoVF0unnmrOGTThD25YV1Rktw4A3kVYBwDZ4g6YIKwDAABp1HEqLEthvY/OOgC9IawDgGxxO+uYBgsAANLotNOkkSOlVaukp5+2XQ16Q1gHoDeEdQCQLW5Yt26dtH273VoAAEDOGD1amjnTnP/lL3ZrQe8I6wD0JmNh3e23356plwYAf5owwRy3bZM2bLBbCwAAyCnnnGOO8ThLYb2OsA5AbzIW1jU0NOihhx7K1MsDgP8MHy6NHWvO2bcOAACk0ac+ZS41Xn5ZeuEF29WgJy0t5khYB6A7BX150OrVq9vPHceRJDU1NbXfb2pq0sqVK5VKpZRKpZRMJiVJ5eXlOvHEE9NbMQD4WWmp6apbu1Y68EDb1QCAL0SjUQWDQUnm2jMSifTr+VVVVVq8eHEGKgO8o6hIqqqS7r3XLIX92MdsV4TuMA0WQG96DeueeuopTZs2TYFAoNvHtP23zzoQCKitrU2hUEjl5eWqqalJX6UAkAtKS81X3gyZAOADf/nLX3TxxRerublZwWBQc+bM0S9+8Yus1uAGdeFwWJKUSCRUU1OjhoaGPj0/Ho8rkUhkskTAM845Z0dY973v2a4G3WEZLIDe9BrWHXbYYZo7d66++c1vqry8XJWVlZKkcePGSZKCwaBKSkrU1tamOXPmyHEcFfEVAQB0zR0ywTJYAB63ZMkSLViwQEuWLFEwGNSTTz6pWCymKVOmKJFIaJ999slKHfX19Vq1alX7/crKSlVVVfUprHNXgAD54swzpYIC6dlnpVdflaZMsV0RukJYB6A3fVoGG4lEVFNT036xVFdXp6lTp3Z6TPN/P3EI6gCgB4R1ADzoL3/5i8rKyjpd3yUSCS1cuLD9/uTJk1VdXa1EIqFwOKxFixZlvK5UKiXHcdqXwHaUSCTav0TuzsKFCzV79uxeV3u0traqpaVFhYWF7T8rLCzsdB/wg5IS6YQTpMWLTXfdN79puyJ0hbAOQG/6PGCiuLhYc+fOVSwW05///GfNmTOn0152AIA+2H13cySsA+Ah55xzjtra2jR//nxdf/31+tGPftTtYysrKxWJRHTzzTdnvK5UKtXlz4PBYPs+yt3pS5jnWrZsmUpLS1VcXNx+q6+v72+5gCe4U2H/8he7daB7hHUAetOnzrqO3NCuublZF198scrKyriYAYC+orMOgEcddthhOuyww9rvX3LJJbr55pu1YcMGjR07VtOnT2/vvJsxY0ZWwrrulJSU9Lq81XEchUKhXkM9SaqoqFBjY+MunXWAH511lnTppdKKFdLrr0tZWrGOfiCsA9Cbfod1ruLiYi1cuFBPPfWUTj75ZM2aNavLJQoAgA7csI4BEwA8rqysTF/60pfa7z/11FOaP3++mpub1dbWZnUvuN7eOxaLtQ+k6IuCggIVFRUR0CEn7L679MlPSo88YrrrrrjCdkXoqK1Namkx54R1ALoz4LDOddhhh2nRokWqra2V4zh67733NGbMmHTUBgC5h846AD4RCoV0++236+yzz5a0a+fdN7/5zU6dd6FQSCeeeGLaa+iK2zXXlWQyqenTp6e1DsBvzjmHsM6rNm40gZ0ksd07gO4MOqxzzZs3T1VVVSovL1csFtMJJ5yQrpcGgNxBWAfAJ8455xzNnj1bY8eO7fa6rmPnXceJrekSCoUUDAaVSqV2Cee624+uqalJyWRSiURCkrRy5UpJUjQaVSgUUnV1ddrrBLzm7LOlr35V+vvfpbfekvbYw3ZFcLkr84cNk0aOtFoKAA9LW1gnmYum5cuXa/r06br00kt15ZVXpvPlAcD/3AETLS3Spk3SiBF26wGAHsyfP18zZszQuHHjNGvWLE2fPl1NTU1qaGjYZcLq5MmTM1JDXV1d+wRaSYrH452WuKZSKcXjcUUiEUnmerRjkJdMJhWLxdp/D+SDPfeUjjpKevxx6a9/lS67zHZFcLmr+EtKpEDAbi0AvKvP02D7KhgM6sEHH1QkEtEtt9yS7pcHAH8rLjZfpUrSunV2awGAXhQXF2vFihWaOnWq5s6dq/LyctXU1Gj27NlpX/LanUgkIsdxFIvFFIvFtHz5cjU0NLT/PpFIdLrfUTwebx+EVlNT095tB+QDdyrs7bfbrQOdbdhgjmPH2q0DgLeltbPOFQqF1NbWptraWl100UWZeAsA8KdAwCyFffNNM2Rir71sVwQAvZo3b57mzZtn7f176ooLh8PdDpOorq5m2Svy1llnSVddZfau27CBcMgrOnbWAUB30t5ZJ0mzZ8+WJE2bNi0TLw8A/sa+dQBywOrVq22XAKAH++0nHXSQtG2bdP/9tquBi846AH2RkbBu3rx5amxs1KJFizLx8gDgb4R1AHzs6aef1sknn6z99tvPdikAenHmmeZ4551268AOdNYB6IuMhHWTJ0+mqw4AuuMOmSCsA+Ajbkg3bdo0LV68WG1tbbZLAtCLM84wx/vvlzZvtlsLDDrrAPRF2sM6vm0FgF7QWQfARx566KFOId3FF1/MZFXAJ444QvrIR6T33pOWLrVdDSQ66wD0TdrCOr5tBYA+csO6NWvs1gEAPXjooYd0+OGHq6qqqj2k27Bhg371q1/p8MMPt10egD4YMkQ6/XRzftdddmuBQWcdgL4YdFjHt60A0E901gHwsI4h3ZNPPqmrrrqqPaQrLi62XR6AfnL3rbvrLol+CvvorAPQFwMO6/i2FQAGiD3rAHjQ7bff3mVIN3fuXEI6wMdmzJBGjZLeeENKJm1XAzrrAPRFv8M6vm0FgEGisw6Ah6xatUr77befZs2apZUrVxLSATlmxAjp5JPNOVNh7aOzDkBf9Dms49tWAEiTjmEd61EAWFZSUqIZM2Zo8uTJWr16Ndd2QA7quBQWdtFZB6AvCnp7wKpVq1RVVaVVq1apuLhYV111lerq6riIA4CBmjDBHFtbzRUbX60CsKi4uFgNDQ1atWqVrrvuOo0fP17hcFhFRUW2SwOQJqedZoZNPPOMtHq1tO++tivKT9u2SY5jzrn8A9CTXsM699vWJUuWKJlMcuEGAINVWCgVF0vNzaa7jqs1AB4wefJkzZ07V83NzbruuusUCARUV1fHtR+QA8aPl449Vnr0UdNd99Wv2q4oPzU37zinsw5AT3pdBut+27p48WJdd911uv7669XS0pKN2gAgdzFkAoBHFRcXa+7cufrmN7+p6667TnV1dVz7ATnAXQrLvnX2uPvV7babNGyY3VoAeFuvnXUuvm0FgDQqLZVeeYWwDoBnuaFdc3OzGhoa1NTUpJqaGu3L+jnAl844Q7rySumRR8wuHHR2ZR/71QHoqz6Hda6OF26EdgAwQEyEBeAT7p7Fzc3NisViampqUhvDcQDf2W8/6aCDpBdekO6/Xzr3XNsV5R+3s46wDkBv+h3Wufi2FQAGwQ3r1qyxWwcA9JEb2klSNBpl2BjgQ2eeacK6O+8krLPB7axju2IAvRlwWOfi21YAGAA66wD4WCQSUSQSsV0GgH46/XSpvl5atEjaupV907KNzjoAfdXrgIm+ckO7+vp6lZSU8G0rAPSEARMAACDLjjjCTIZtbpb+/nfb1eQfOusA9FXawrqOIpGImtyvDQAAu6KzDgAAZNnQodLMmeb8nnvs1pKP6KwD0FcZCesAAL0grAMAABacdpo53nuv3TryEZ11APqKsA4AbGDABAAAsODkk02H3YsvSqmU7WryixvW0VkHoDeEdQBgg7tnXXOztHmz3VoAAEDeCAalY48153TXZZe7DJbOOgC9IawDABuCQangvwO5162zWgoAAMgvLIW1g846AH1FWAcANgQC7FsHAACscMO6hx+WNm60W0s+YcAEgL4irAMAWwjrAACABQceKE2eLG3ZIi1ZYrua/NDWJq1fb87Hj7dbCwDvI6wDAFsYMgEAACwIBFgKm20ffCBt2mTOCesA9IawDgBscYdM0FkHAACyrGNY19Zmt5Z84HbVDR8ujR5ttxYA3kdYBwC2sAwWAABYcvzx0qhR0ltvSU8/bbua3Pfuu+Y4frzpbASAnhDWAYAthHUAAMCSESOkykpzzlLYzHM768aNs1sHAH8grAMAWwjrAACARexblz0dO+sAoDeEdQBgCwMmAACARaeeao7//Ke0bp3dWnIdnXUA+oOwDgBsYcAEAACwaNIkaepUM2Di/vttV5Pb6KwD0B+EdQBgS8dlsIxhAwAAFrAUNjvorAPQH4R1AGDLhAnmuHWr1NxstxYAAJCX3LBu0SJzSYLMoLMOQH8Q1gGALSNGSEVF5pylsAAAwIIjjjDdXs3N0uOP264md9FZB6A/COsAwCaGTAAAAIuGDpVOOsmcs29d5tBZB6A/COsAwCaGTAAAAMtmzjRHwrrMobMOQH8U2C4gHaLRqILBoCTJcRxFIpE+PUeSVq5cKUlqaGjIWH0A0K2OQyYAAAAsOPlkc3z6aentt6WJE62Wk5PorAPQH77vrHODunA4rHA4rPLyctXU1PT4nNraWkUiEUUikfaQrqqqKhvlAkBnhHUAAMCy0lJp2jRzvmiR3Vpy0YcfSh98YM7prAPQF74P6+rr6zV79uz2+5WVlYrFYt0+3nEcJZNJOY7T/rOamholEgmlUqlMlgoAuyKsAwAAHsBS2Mxxl8AWFOyYLQYAPfF1WJdKpeQ4TvsS2I4SiUS3z1uxYkWnYC4UCklSpwAPALKCPesAAIAHuGHdgw9Kra12a8k1HferCwTs1gLAH3y9Z113nXDBYLDb4C0YDGrDhg2dfuYGe25o15XW1la1tLSosLCw/WeFhYWd7gNAvzENFgAAeMCRR0pjx0obNkj//Kf0iU/Yrih3sF8dgP7ydWddd0pKStTU1NTnx9fX16uhoaHLDj3XsmXLVFpaquLi4vZbfX19GqoFkNcmTDBHOusAAIBFQ4dKJ51kzlkKm15MggXQX57qrIvH41qwYEGvj6urq1N5eXm3v+9PUFdbW6uamhqFw+EeH1dRUaHGxsZdOusAYFDcq7Z+fG4BQL5xB4pJZtuSSCTSp+dI0sqVKyWpfagYgO7NnCktWGDCumuvtV1N7qCzDkB/eSqsq66uVnV1dZ8f392yVcdxelzS6orH4yorK+s1qJOkgoICFRUVEdABSK+OYV1bGxuZAMBO3KDOvV5LJBKqqanpMXyrra3VvHnz2u/X1NSoqqpKixcvzni9gJ+dcoo5JpPSO+9IH/mI3XpyBZ11APrL18tgQ6GQgsFgl3vXVVZW9vhcd58698LPcRymwQLIPveqbds2qbnZbi0A4EH19fWaPXt2+/3KykrFYrFuH+84jpLJZKf9i2tqapRIJLjWA3qx++6Su4DpwQft1pJL3N1O3N1PAKA3vg7rJLMktuPk13g83qlTLpVKtS+DcCWTSSWTSZWXlyuVSimZTKq+vl4lJSVZqxsAJEmFhdLo0ebc/doVACDJXMc5jtPlvsIdr/92tmLFik7BnLviorsBZAB2cKfCsm9d+rhh3e67260DgH/4PqyLRCJyHEexWEyxWEzLly/vtCwikUh0uu84jmbMmKHa2lqVlZWprKxM06ZN67QXCgBkldtdR1gHAJ101wkXDAa7Dd6CwaA2bNjQaX9jN9jrbpuU1tZWtbS0dLpt3rx5cMUDPuUuhX3wQdP4j8Fbs8YcCesA9JWn9qwbqJ42GQ6Hw5067dwLOADwjJIS6d//JqwDgD4qKSnp10Cx+vp6NTQ0dPvF7LJly3TtTrvpX3311fr+978/iCoBfzrqKCkYNNvpPvGEdPTRtivyPzesKy21WwcA//B9Zx0A+B4TYQGgX/oT1NXW1qqmpqbHgWIVFRVau3atmpub2291dXXpKBXwnYICqarKnLMUNj1YBgugvwjrAMA2lsECQJe6W7bqOE63v+soHo+rrKysx6BOkgoKClRUVNTpVlhYOKCagVzAvnXps3Xrju9j6awD0FeEdQBgG2EdAHQpFAopGAx2uXddZWVlj89196lzgzrHcZgGC/SRu2/dihU7usIwMOvWmePQoWbnEwDoC8I6ALCNsA4AulVXV9dp8ms8Hu/UKZdKpRSNRjs9J5lMKplMqry8XKlUSslkUvX19Srhv5SBPpk4UZo61ZwvWmS1FN9z96ubMEEawn99A+gjPi4AwDbCOgDoViQSkeM4isViisViWr58uRoaGtp/n0gkOt13HEczZsxQbW2tysrKVFZWpmnTpikajXY7YALArtylsA88YLcOv2O/OgADkRPTYAHA1wjrAKBHkUik29+Fw+FOnXbBYFAbNmzIRllATps5U6qvN51127aZZZzoPybBAhgIOusAwDZ3WRZhHQAA8Iijj5aKi83lyYoVtqvxLzeso7MOQH8Q1gGAbXTWAQAAjykokNw5LkyFHTiWwQIYCMI6ALDNDeuamuzWAQAA0MHJJ5vj4sV26/AzlsECGAjCOgCwzQ3r3ntP2rLFbi0AAAD/VVVljv/8p9TcbLcWv6KzDsBAENYBgG3BoDTkvx/HdNcBAACP2HdfacoUM2Bi6VLb1fgTnXUABoKwDgBsGzJEGjvWnLNvHQAA8BC3u46lsANDZx2AgSCsAwAvYCIsAADwIDese/BBu3X40fbtO8I6OusA9AdhHQB4ARNhAQCAB51wgjR0qPTqq9Lrr9uuxl82bJBaW805YR2A/iCsAwAvIKwDAAAeVFwsHXmkOWcpbP+4XXXBoDR8uNVSAPgMYR0AeAFhHQAA8Cj2rRsYd7gE+9UB6C/COgDwAnfAhONYLQMAAGBnbliXSJjJsOgbhksAGCjCOgDwAjes27DBbh0AAAA7OeIIacwYqalJeuop29X4h9tZx351APqLsA4AvCAYNEc66wAAgMcMGyadeKI5Zyls39FZB2CgCOsAwAvorAMAAB7GvnX9R2cdgIEirAMALyCsAwAAHuaGdX/7m/T++3Zr8QsGTAAYKMI6APAClsECAAAPmzJF2ntvacsW6dFHbVfjD+4yWDrrAPQXYR0AeAGddQAAwMMCAZbC9heddQAGirAOALygY2ddW5vNSgAAALp00knmSFjXN3TWARgowjoA8AK3s661lY1gAACAJ82YYTrsnn9eevtt29V42/vv77iko7MOQH8R1gGAF4waJQ0bZs5ZCgsAADxo3DipvNycJxJ2a/E6t6tu5Ehpt93s1gLAfwjrAMALAgGGTAAAAM9z96178EG7dXidu19daam5zAOA/iCsAwCvYMgEAADwuMpKc3z4YbbZ7QnDJQAMBmEdAHgFnXUAAMDjjjlGGj5cevNN6bXXbFfjXQyXADAYhHUA4BV01gEAAI8bOVI66ihz/vDDdmvxMjrrAAwGYR0AeAVhHQAA8IETTjBHwrru0VkHYDAI6wDAK1gGCwAAfKBjWMe+dV2jsw7AYBDWAYBX0FkHAAB84KijpBEjTCD14ou2q/EmOusADAZhHQB4BZ11AADABwoLzaAJiaWw3aGzDsBgENYBgFfQWQcAAHzixBPNkbCua2+9ZY4TJ9qtA4A/EdYBgFcQ1gEAAJ9w961bulTavt1qKZ7zwQdSc7M532MPu7UA8CfCOgDwCpbBAgAAnzj8cGn0aGn9eun5521X4y1vv22Oo0ZJRUV2awHgT4R1AOAVdNYBAACfGDZMOvZYc85S2M46LoENBOzWAsCfCOsAwCvorAMAAD7iLoV96CG7dXiN21nHElgAA0VYBwBe4XbWvf++tHWr3VoAAAB64YZ1jz4qbdtmtxYvcTvrCOsADBRhHQB4RXHxjnOWwgIAAI8rL5fGjDGLAp57znY13sEkWACDRVgHAF4xdOiOXYhZCgsAADyuoED6xCfM+SOP2K3FS+isAzBYhHUA4CUMmQAAAD5y3HHmuHSp1TI8hT3rAAwWYR0AeAlDJgAAgI+4Yd2jj0rbt9utxStYBgtgsAjrAMBL6KwDAAA+Mn26NGqU1NQk/etftqvxBpbBAhgswjoA8BLCOgAA4CPDhknHHGPO2bdOev99qaXFnBPWARgowjoA8BKWwQIAAJ85/nhzJKzbsV/dqFFmUi4ADARhHQB4CZ11AADAZ9x96x55RGprs1uLbR2XwAYCdmsB4F8FtgsAAHRAZx0A7CIajSr4389Hx3EUiUQy8hwAA3P44dKIEdK6ddKLL0oHHWS7InuYBAsgHeisAwAvobMOADpxQ7dwOKxwOKzy8nLV1NSk/TkABq6wUDr6aHOe70thGS4BIB0I6wDAS9zOOsI6AJAk1dfXa/bs2e33KysrFYvF0v4cAIPTcSlsPnPDuokT7dYBwN8I6wDAS9zOOpbBAoBSqZQcx2lfztpRIpFI23MADB771hl01gFIB/asAwAvYRksALRLpVJd/jwYDMrp5kuNgTyntbVVLS0tKiwsbP9ZYWFhp/sAenbkkdLw4dI770ivvirtv7/tiuxgzzoA6UBnHQB4CQMmAKBXJSUlampqSttzli1bptLSUhUXF7ff6uvr01EqkDdGjpSOOsqc5/NSWJbBAkgHwjoA8JKOy2C3b7daCgB4VX+Dut6eU1FRobVr16q5ubn9VldXN5gSgbzEvnUsgwWQHoR1AOAlbmfd9u3Se+9ZLQUAbAuFQl3+3HGcbn83kOcUFBSoqKio040lsED/uWHd0qX5uW/dxo07Lt8I6wAMBmEdAHjJyJGS+x+ILIUFkOdCoZCCwWCX+9BVVlam7TkA0uPoo6Vhw6Q335S62T4yp7n71Y0eLY0ZY7cWAP5GWAcAXsOQCQBoV1dX12mKazweVzgcbr+fSqUUjUb79RwAmTFqlHT44eY8H5fCsgQWQLoQ1gGA1zBkAgDaRSIROY6jWCymWCym5cuXq6Ghof33iUSi0/2+PAdA5uTzvnVMggWQLgW2CwAA7ITOOgDoJBKJdPu7cDjcZddcT88BkDnHHy/V1+dnWMckWADpQmcdAHiN21lHWAcAAHzmmGOkoUOl1183t3zCMlgA6UJYBwBe43bWsQwWAAD4zG67SdOnm/N8664jrAOQLoR1AOA1LIMFAAA+5u5bt3Sp1TKyzt2zjmWwAAaLsA4AvIYBEwAAwMfydcgEnXUA0oWwDgC8hs46AADgY8ceKw0ZIqVS0htv2K4mewjrAKQLYR0AeA0DJgAAgI8VFUmHHWbO86W77r33pI0bzTnLYAEMFmEdAHgNAyYAAIDPHX+8OeZLWOfuV7fbbtKYMXZrAeB/hHUA4DUsgwUAAD6Xb/vWvfmmOdJVByAdCOsAwGsYMAEAAHyuokIKBKRXXtnRdZbL/vMfc9xrL7t1AMgNhHUA4DV01gEAAJ8LBqVDDzXn+dBdR1gHIJ0I6wDAa9zOuk2bzA0AAMCH8mkprBvW7b233ToA5AbCOgDwmqIis25EYiksAADwrXwM6+isA5AOhHUA4DVDhuzormMpLAAA8KmKCnN88UVp7Vq7tWQaYR2AdCKsAwAvYsgEAADwufHjpUMOMeePPmq3lkwjrAOQToR1AOBFDJkAAAA5IB+Wwm7cuOP7VcI6AOlAWAcAXsQyWAAAkAPyIaxzu+qKiswNAAaLsA4AvMjtrGMZLAAA8LFPftIcn3tOevddu7VkCktgAaQbYR0AeBHLYAEAQA4oLZUOPNCcL1tmt5ZMIawDkG6EdQDgRQyYAAAAOSLXl8IS1gFIN8I6APAiOusAAECOIKwDgP4psF1AOkSjUQX/24XiOI4ikUiPj3ccRwsXLpQkrVy5UqlUSvPnz29/DQCwjgETAAAgR7hh3TPPmEsb9zvJXEFYByDdfN9Z5wZ14XBY4XBY5eXlqqmp6fE5tbW1mj59usLhsObNm6eSkhLNmjUrSxUDQB8wYAIAAOSIiROl/feX2tqkxx6zXU36EdYBSDffh3X19fWaPXt2+/3KykrFYrEen5NKpZRIJNrvl5WVacWKFRmrEQD6jWWwAAAgh+TqUti2Nunf/zbnhHUA0sXXy2BTqZQcx+ly+WoikVBlZWWXz1u8eHGn+8uXL+/2sa7W1la1tLSosLCw/WeFhYWd7gNA2jBgAgAA5JDjjpPmz5eWLrVdSXqtXy998IE533tvu7UAyB2+7qxLpVJd/jwYDMrp43/gxuNxOY6j+fPn9/i4ZcuWqbS0VMXFxe23+vr6/pYMAH1DZx0AAMghbmfdU09Jzc12a0mn1avNceJEacQIq6UAyCG+7qzrTklJiZqamnp9XCwWk+M4Ki8v7/WxFRUVamxs3KWzDgAywu2sa2mRtm+Xhvj6uxUAAJDnJk2SQiEplZL+9jfp1FNtV5Qeq1aZ4777Wi0DQI7xVFgXj8e1YMGCXh9XV1fXY8DWl6BOksLhsCQT2k2ePFmrVq3qdiJsQUGBioqKCOgAZIfbWdfWZr5+zrWxaQAAIO8cf7wJ6x55JHfCOrezbvJkq2UAyDGeCuuqq6tVXV3d58eHQqEuf+44To+/q6+vV11dXXswV1lZKcdxlEgk+vX+AJAxw4dLo0aZTVA2bCCsAwAAvnfccdKvf51bQybcsI7OOgDp5Ot1VaFQSMFgsMu967obGJFKpRSNRjt137n723XXVQcAVjBkAgAA5BB337oVK6SNG+3Wki6EdQAywddhnWSWxCYSifb78Xi8fXmrtCOcc5WXlysSiXTqvFuwYIHKy8t7nQgLAFnFkAkAAJBD9tnH3LZtk/7+d9vVpAdhHYBM8NQy2IGIRCKKRqOKxWKSpJUrV6qhoaH994lEQg0NDYpEIu0/q6ur6xTgOY6jJUuWZK9oAOgLOusAAECOOe446Xe/k5YulU46yXY1g9PWRlgHIDN8H9ZJ6hTE7SwcDnfqtJPMcteengMAnkBnHQAAyDFuWJcL+9atW2e2Fw4EpL33tl0NgFzi+2WwAJCz3M46wjoAAJAj3H3rli83QZefuV11e+whFRZaLQVAjiGsAwCvGjfOHNevt1sHAABAmoRC0qRJ0tat0j/+YbuawWEJLIBMIawDAK8qLTXHtWvt1gEAAJAmgYB0/PHm3O/bhq9aZY6EdQDSjbAOALyKsA4AAOSgykpzTCTs1jFYr71mjmVldusAkHsI6wDAq3bf3RwJ6wAAQA5xw7oVK6SmJru1DIYb1u23n906AOQewjoA8Cq3s27NGrt1AAAApNGee0oHHii1tUkPPWS7moF79VVznDLFbh0Acg9hHQB4VcdlsG1tdmsBAABIo6oqc/TrUtgPPpDefNOcE9YBSDfCOgDwKjes27RJ2rjRbi0AAABp5IZ1ixfbrWOg3CWwY8dK48bZrQVA7iGsAwCvGj3a3CSWwgIAgJxy3HFSQYGUSpmb37hhHV11ADKBsA4AvIwhEwAAIAeNGSMddZQ59+NSWHe/OoZLAMgEwjoA8LKO+9YBAADkED8vhWW4BIBMKrBdAACgB0yEBZDnotGogsGgJMlxHEUikT49R5JWrlwpSWpoaMhYfQAGrrJSuvpqackSads2aehQ2xX1HWEdgEyisw4AvIxlsADymBvUhcNhhcNhlZeXq6ampsfn1NbWKhKJKBKJtId0VW77DgBPOeIIqahI2rBBeuop29X0D2EdgEwirAMAL2MZLIA8Vl9fr9mzZ7ffr6ysVCwW6/bxjuMomUzKcZz2n9XU1CiRSCjlxx3sgRxXUCCdcII599NS2Pffl95+25wT1gHIBMI6APAylsECyFOpVEqO47Qvge0o0cNu9CtWrOgUzIVCIUnqFODtrLW1VS0tLZ1umzdvHnDtAPqustIc/TRkwp0EW1IijR1rtxYAuYmwDgC8jGWwAPJUd51wwWCw2+AtGAxqw4YNKi8vb/+ZG+y5oV1Xli1bptLSUhUXF7ff6uvrB148gD5zV6k/9pj0wQd2a+mrl14yx/33t1sHgNzFgAkA8DKWwQJAJyUlJWpqaurz4+vr69XQ0NBlh56roqJCjY2NKiwsbP9Zx3MAmbP//tKkSdIbb0jLlkknn2y7ot7961/mePDBdusAkLsI6wDAy9zOOpbBAvC5eDyuBQsW9Pq4urq6Tp1xO+tPUFdbW6uamhqFw+EeH1dQUKCioiICOsCCQMB01916q1kK64ew7vnnzZGwDkCmENYBgJe5nXVNTdLWrdKwYXbrAYABqq6uVnV1dZ8f392yVcdxelzS6orH4yorK+s1qANgnxvW+WXIBGEdgExjzzoA8LKSEmnoUHP+7rt2awGALAqFQgoGg13uXVfp7kjfDXefOjeocxyHabCAh82YYY7PPOP9xQQffiitXGnOP/Yxu7UAyF2EdQDgZUOGSBMmmHOvX70CQJrV1dV1mvwaj8c7dcqlUilFo9FOz0kmk0omkyovL1cqlVIymVR9fb1KSkqyVjeA/iktlQ491JwvWWK3lt689JK0fbs0btyO3UoAIN0I6wDA69wrwXfesVsHAGRZJBKR4ziKxWKKxWJavny5Ghoa2n+fSCQ63XccRzNmzFBtba3KyspUVlamadOmKRqN9jhgAoB97lTYBx+0W0dvOi6BDQTs1gIgd7FnHQB43Z57mnUhb75puxIAyLpIJNLt78LhcKdOu2AwqA0bNmSjLABpdsop0vXXS4sWSW1t3g3CmAQLIBvorAMAr5s0yRzfeMNuHQAAABly7LHSqFFmIcGzz9qupntuZx371QHIJMI6APC6Pfc0RzrrAABAjioslI4/3pwvWmS1lB65QSKddQAyibAOALyOzjoAAJAHTjnFHL0a1q1bJ/3nP+Z86lSrpQDIcYR1AOB1hHUAACAPnHyyOT72mLRxo91aupJMmuP++0tjxtitBUBuI6wDAK9zl8ES1gEAgBw2ZYq0777Sli3S0qW2q9nVk0+a47RpdusAkPsI6wDA69zOug0bpA8+sFsLAABAhgQCO7rrvLgUlrAOQLYQ1gGA1xUVSbvtZs4ZMgEAAHKYl/etc8O68nK7dQDIfYR1AOB1gQBLYQEAQF448USpoEB69VVp1Srb1eywfr30+uvmnLAOQKYR1gGAH7hLYemsAwAAOayoSDr6aHPupe46d7jEfvtJxcV2awGQ+wjrAMAPmAgLAADyhLtv3QMP2K2jI5bAAsgmwjoA8APCOgAAkCdmzjTHxYulTZvs1uJascIcGS4BIBsI6wDAD9izDgAA5InDDjOXPh98ID38sO1qpLY26W9/M+dHHWW3FgD5gbAOAPzA7az7z3/s1gEAAJBhgYB0+unm/O677dYimUEX77wjDRsmHX647WoA5APCOgDwg1DIHFeuNF/vAgAA5LCOYZ3tSx+3q27aNGnkSLu1AMgPhHUA4AduWNfcLDU12a0FAAAgw048URo1yuwA8vTTdmt57DFz/MQn7NYBIH8Q1gGAH4wcuWMp7Kuv2q0FAAAgw0aMkKqqzLntpbBuZ92xx9qtA0D+IKwDAL/Ybz9zfO01u3UAAABkgRf2rduwQfrXv8z5McfYqwNAfiGsAwC/mDLFHAnrAABAHjjtNHNcsUJ66y07NbhddVOmSKWldmoAkH8I6wDAL9zOOpbBAgCAPPCRj0hHHGHO773XTg0PPWSOJ5xg5/0B5CfCOgDwC5bBAgCAPGN7KeySJeZ44ol23h9AfiKsAwC/YBksAADIM2ecYY6LF0vvv5/d9167Vnr2WXNOWAcgmwjrAMAvQiFzbGoyNwAAgBx3yCHmEmjTJumee7L73kuXmuPHPy5NmJDd9waQ3wjrAMAvRo+W9tjDnNNdBwAA8kAgIM2ZY84XLMjue7tLYGfMyO77AgBhHQD4CfvWAQCAPOOGdffdJ7W0ZO992a8OgC2EdQDgJ+6+dUyEBQAAeeLjH5cOOEDavFm6667svOdrr0krV0rDhknHHZed9wQAF2EdAPjJ/vub40sv2a0DAAAgSzouhf3Tn7Lznvffb47HHiuNGZOd9wQAF2EdAPjJgQeaI2EdAADII+eea46LFklvv53593PDupkzM/9eALAzwjoA8BM3rHv5ZWn7dru1AAAAZMkBB0hHHy1t2ybddltm3+vDD6WHHzbnhHUAbCCsAwA/mTxZGj7cXEW+/rrtagAAALLmi180x1tvldraMvc+jzwibdokTZokfexjmXsfAOgOYR0A+MnQoTv2rXvxRbu1AAAAZNHs2dKoUWY3kMcfz9z73HefOc6cafbLA4BsI6wDAL9xl8IS1gEAgDxSVCTNmmXOf/WrzLxHW5v017+a89NPz8x7AEBvCOsAwG8I6wAAQJ669FJz/POfpTVr0v/6K1ZIb7whjR4tVVWl//UBoC8I6wDAb5gICwAA8tSRR5rbli1SQ0P6X9/tqps5UxoxIv2vDwB9QVgHAH7z0Y+a44svZnZ3ZQAAAA/62tfM8Re/MDO30skN6z796fS+LgD0B2EdAPjNAQeY3Y6bmqR162xXAwAAkFXV1dI++5hlsPPnp+91X3zRLFwYNkw67bT0vS4A9BdhHQD4zciR5gpVYiksAADIO8OGSd/6ljmfN0/atCk9r3vbbeZYVSUVF6fnNQFgIAjrAMCPysrMcdUqu3UAAABYcOGF0l57SW+9lZ7uum3bdoR1F1ww+NcDgMEgrAMAP5o82RwJ6wAAQB4aPnxHd90110gbNgzu9R5+2EyBDQalM84YdHkAMCiEdQDgR4R1AAAgz33pS9LHPiatXy/94AeDe63f/tYcP/MZpsACsI+wDgD8iLAOAADkuYIC6cYbzfnPfiY9//zAXmfdOikeN+csgQXgBYR1AOBHoZA5plJ26wAAALCoslI66yyptdUEbVu39v81fvYzM6Ri+nTpyCPTXiIA9BthHQD4kdtZ99Zb0ubNdmsBAACw6Be/kMaOlZJJ6brr+vfc9983YZ0kRSJSIJD++gCgvwjrAMCPJkyQRo2S2tqk11+3XQ0AZEw0GlUsFlMsFlM0Gu3386uqqjJQFQAvmThR+vnPzfkPfiAlEn1/7s03S01NZtHC2Wdnpj4A6C/COgDwo0CAfesA5LxoNKpgMKhwOKxwOKzy8nLV1NT0+fnxeFyJ/vxXOwDf+sxnpAsvlLZvN+erV/f+nDVrpO9/35xfdZU0dGgGCwSAfiCsAwC/cvetI6wDkKPq6+s1e/bs9vuVlZWKxWJ9eq7jOGpqaspUaQA8JhCQfvlLs+/c+vXSaadJa9f2/JwrrpAcRzrsMDNZFgC8grAOAPzK7axjyASAHJRKpeQ4joLB4C6/60u33MKFCzsFfT1pbW1VS0tLp9tm9gMFfGfECOn226U995ReeEE64QTpzTe7fuwf/iD98Y/SkCFSLGYmywKAVxDWAYBfsQwWQA5LdfNFRDAYlOM4PT43kUiosrKyz++1bNkylZaWqri4uP1WX1/fn3IBeMRee0kPP7wjsDv0UKmxUdq2zfx++3azT93nP2/uf+MbphsPALyE7w8AwK/csG7pUrM5CwBvGTJEOuAA21XknJKSkl6XtzqOo1Ao1Guo56qoqFBjY6MKCwvbf9bxHIC/TJkiPfqoNGuWmRA7e7a0777S4YdLzz0nvfSSedyFF0rk8gC8iLAOAPzq4IPN8d13pQUL7NYCYFeFhVJdne0qPCMej2tBHz6r6urqVF5e3u3vewvqYrGYwuFwv2orKChQUVERAR2QQ0Ih6e9/l/73f6Vf/MIMnHCHThQXm466ujrzvQoAeA1hHQD4VVmZtGjRjq+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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculating the waveform model differences\n", "\n", "injection=prior.sample()\n", "\n", "frequency_grid,amplitude_difference,phase_difference = wfu.parameterization.fd_model_difference(hf1,hf2,injection=injection)\n", "\n", "# plotting\n", "fig,ax = plt.subplots(1,2,figsize=(15,6))\n", "\n", "# plotting the waveform differences\n", "ax[0].semilogx(frequency_grid,amplitude_difference,color='red')\n", "ax[1].semilogx(frequency_grid,phase_difference,color='blue')\n", "\n", "# plot settings\n", "ax[0].set_xlim(hf1.waveform_arguments['minimum_frequency'],hf1.waveform_arguments['maximum_frequency'])\n", "ax[0].set_xlabel(r'$\\mathit{f}$ [Hz]')\n", "ax[0].set_ylabel(r'$\\Delta\\mathcal{A}$')\n", "ax[0].tick_params(direction='in')\n", "ax[0].grid(False)\n", "\n", "ax[1].set_xlim(hf1.waveform_arguments['minimum_frequency'],hf1.waveform_arguments['maximum_frequency'])\n", "ax[1].set_xlabel(r'$\\mathit{f}$ [Hz]')\n", "ax[1].set_ylabel(r'$\\Delta\\phi$')\n", "ax[1].tick_params(direction='in')\n", "ax[1].grid(False)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0de55b0e-f838-42de-94ee-86fd76330057", "metadata": {}, "source": [ "## Generating a Parameterization File" ] }, { "cell_type": "markdown", "id": "1bb8d401-92a9-49cf-8105-6bb784851012", "metadata": {}, "source": [ "`GWCorrect.wfu.parameterization.parameterization` takes the previous steps and iterates them many times, but fits a cubic spline function to the waveform differences and saves the spline parameters and the injection parameters in a numpy array. To run the function, we pass two waveform generators, a prior, and the number of draws we want." ] }, { "cell_type": "markdown", "id": "a8d2daf5-e19a-4cfb-8640-caa8210c0664", "metadata": {}, "source": [ "Here we define some waveform generators, each with different waveform approximants:" ] }, { "cell_type": "code", "execution_count": 10, "id": "29c4854f-54c5-4830-bec5-ddb1ffb439fd", "metadata": {}, "outputs": [], "source": [ "waveform_arguments_1 = dict(waveform_approximant='IMRPhenomD', reference_frequency=20.0, \n", " catch_waveform_errors=True, minimum_frequency=20.0, maximum_frequency=1024.0)\n", "\n", "IMR_waveform = bilby.gw.WaveformGenerator(parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters,\n", " waveform_arguments=waveform_arguments_1,\n", " frequency_domain_source_model=bilby.gw.source.lal_binary_neutron_star,\n", " sampling_frequency=4096, \n", " duration=4,\n", " )\n", "\n", "waveform_arguments_2 = dict(waveform_approximant='SEOBNRv4', reference_frequency=20.0, \n", " catch_waveform_errors=True, minimum_frequency=20.0, maximum_frequency=1024.0)\n", "\n", "EOB_waveform = bilby.gw.WaveformGenerator(parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters,\n", " waveform_arguments=waveform_arguments_2,\n", " frequency_domain_source_model=bilby.gw.source.lal_binary_neutron_star,\n", " sampling_frequency=4096, \n", " duration=4,\n", " )" ] }, { "cell_type": "markdown", "id": "893cb51b-557c-4f0e-aed1-bcb472d9333c", "metadata": {}, "source": [ "Because we want to use this file to construct a waveform uncertainty prior later, we will need to define a new prior. When perform parameter estimation, we need to constrict the total mass to ensure that our waveform uncertainty correction stays inside the frequency band. To be as accurate as possible, we want this restriction to be reflected in the prior." ] }, { "cell_type": "code", "execution_count": 11, "id": "f6125d92-5082-4522-aa6d-af65e301b248", "metadata": {}, "outputs": [], "source": [ "# we pass the total mass conversion function into the PriorDict() function. this will allow bilby to convert between the given mass parameters and total mass\n", "prior = bilby.core.prior.PriorDict(conversion_function=wfu.prior.total_mass_conversion)\n", "\n", "# here we put in the total mass constraint prior, making sure to use the upper and lower frequencies that we set in the waveform generators\n", "prior['total_mass'] = wfu.prior.TotalMassConstraint(name='total_mass',latex_label=r'$M$',minimum_frequency=20,maximum_frequency=1024,unit=r'$\\mathrm{M}_{\\odot}$')\n", "\n", "prior['chirp_mass'] = bilby.gw.prior.UniformInComponentsChirpMass(name='chirp_mass',latex_label=r'$\\mathcal{M}_c$',minimum=25,maximum=100,unit=r'$\\mathrm{M}_{\\odot}$')\n", "prior['mass_ratio'] = bilby.gw.prior.UniformInComponentsMassRatio(name='mass_ratio',latex_label=r'$q$',minimum=0.125,maximum=1)\n", "prior['chi_1'] = bilby.gw.prior.AlignedSpin(name='chi_1',latex_label=r'$\\chi_1$')\n", "prior['chi_2'] = bilby.gw.prior.AlignedSpin(name='chi_2',latex_label=r'$\\chi_2$')\n", "prior['geocent_time'] = bilby.gw.prior.Uniform(name='geocent_time',latex_label=r'$t_{c}$',minimum=1126259462.3,maximum=1126259462.5,unit='s')\n", "prior['luminosity_distance'] = bilby.gw.prior.UniformSourceFrame(name='luminosity_distance',latex_label=r'$D_L$',minimum=100,maximum=10000,unit='Mpc')\n", "prior['phase'] = bilby.core.prior.Uniform(name='phase',latex_label=r'$\\phi_\\mathrm{ref}$',minimum=0,maximum=2*np.pi,boundary='periodic')\n", "prior['theta_jn'] = bilby.core.prior.Sine(name='theta_jn',latex_label=r'$\\theta_{JN}$')" ] }, { "cell_type": "markdown", "id": "75298481-da4d-4de8-8b48-221276061fd7", "metadata": {}, "source": [ "Now we can generate the parameterization file, passing in both waveform generators and the prior. We choose our sample size to be 25 for this demonstration." ] }, { "cell_type": "code", "execution_count": 12, "id": "6168891b-8bd7-4077-9b0b-26015d698487", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating Waveform Differences: 100%|██████████| 25/25 [00:51<00:00, 2.08s/it]\n" ] } ], "source": [ "parameterization=wfu.parameterization.parameterization(IMR_waveform,EOB_waveform,prior,25)" ] }, { "cell_type": "markdown", "id": "97b154b2-147c-4147-963c-ef0af74de691", "metadata": {}, "source": [ "This can then be saved as a `.npy` file using `numpy.save`." ] }, { "cell_type": "code", "execution_count": 13, "id": "a99e59c9-2102-41e7-a295-e844f020f01b", "metadata": {}, "outputs": [], "source": [ "try:\n", " os.mkdir('tutorial_files')\n", "except:\n", " pass\n", "\n", "np.save('tutorial_files/parameterization_example.npy',parameterization)" ] }, { "cell_type": "markdown", "id": "2bfafef3-862e-424b-ba8e-3f3e136bb5e7", "metadata": {}, "source": [ "We can use [pandas](https://pandas.pydata.org/) dataframes to see the structure of the parameterization table:" ] }, { "cell_type": "code", "execution_count": 14, "id": "234f3095-56b8-4ecb-8f46-f4f4f339a6f8", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pandas.DataFrame(parameterization)" ] } ], "metadata": { "kernelspec": { "display_name": " igwn-py", "language": "python", "name": "igwn-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }