{ "cells": [ { "cell_type": "markdown", "id": "02446c8f-8618-48a3-bdfc-9eda40e9ea7f", "metadata": {}, "source": [ "# Joint Fitting example\n", "\n", "This notebook covers how to perform joint optimization and inference for multiple datasets simultaneously, using nDspec's fit objects. As an example, we will jointly fit two spectra extracted from NuSTAR's FPMs, but the analysis here is identical no matter what data (or type of data) you want to combine, whether they be time-averaged spectra, lags, or something else.\n", "\n", "As usual we will begin by importing the required libraries:" ] }, { "cell_type": "code", "execution_count": 1, "id": "ce178a77-a10d-40ae-9378-258992a83c04", "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "sys.path.append('/home/matteo/Software/nDspec/src/')\n", "\n", "import numpy as np\n", "\n", "import matplotlib as mpl\n", "mpl.rcParams.update(mpl.rcParamsDefault)\n", "import matplotlib.pyplot as plt\n", "\n", "from ndspec.Response import ResponseMatrix\n", "import ndspec.FitTimeAvgSpectrum as fitspec\n", "import ndspec.Models as models\n", "import ndspec.XspecInterface as XSModels\n", "\n", "from lmfit import Model as LM_Model" ] }, { "cell_type": "markdown", "id": "bf4348ff-c88f-48ee-835a-9c3b2b420663", "metadata": {}, "source": [ "## Loading Data\n", "\n", "Setting up a joint requires first setting up one separate fitter object (regardless of type) for each dataset we want to consider. In our case, we will use two FitTimeAvgSpectrum objects, one for each FPM. As in the tutorial on [fitting a time averaged spectrum](https://ndspec.readthedocs.io/en/latest/fit_spec.html), we need to load the response matrices first, after which we will load our spectra, restrict the energy range, and plot each to make sure the loading worked correctly:" ] }, { "cell_type": "code", "execution_count": 2, "id": "95ca7cf1-c0cf-4fd2-bf73-7e8076ce41da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Arf missing, please load it\n", "Arf loaded\n", "Arf missing, please load it\n", "Arf loaded\n" ] } ], "source": [ "nustar = os.getcwd() + \"/data/\"\n", "\n", "rmfpath = nustar + \"/nu90401309004A01_sr.rmf\"\n", "fpma_04 = ResponseMatrix(rmfpath)\n", "arfpath = nustar + \"/nu90401309004A01_sr.arf\"\n", "fpma_04.load_arf(arfpath)\n", "\n", "rmfpath = nustar + \"/nu90401309004B01_sr.rmf\"\n", "fpmb_04 = ResponseMatrix(rmfpath)\n", "arfpath = nustar + \"/nu90401309004B01_sr.arf\"\n", "fpmb_04.load_arf(arfpath)" ] }, { "cell_type": "code", "execution_count": 3, "id": "bab07cb6-4030-4473-b8f3-3809d2473956", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matteo/Software/nDspec/src/ndspec/SimpleFit.py:851: UserWarning: WARNING: found backscal=0, assuming it is 1\n", " warnings.warn(\"WARNING: found backscal=0, assuming it is 1\",\n" ] }, { "data": { "image/png": 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", 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vl4iSS1Qhx+Vy4fXXX1dqLESUhkKbkZdkZQptt+klL55/Y0Bom0SUXKJartJqtSgvL4fRaITVasXq1auVHFtK4XIV0fRGRoPY5/XB8RsPfv3u+0LavHi+Fm9uKUWGqONcRBR30XyeRhVyNmzYgO3btwMAOjs70dHRgcWLF6Oqqoof3DNgyCGavbPnR/Gj33rxxN5DCAyfj6mtDy5agO9VrsRNxhyGHaIUoFjIiSQQCKClpQWSJHF2ZxoMOUTRGxkN4patnTg6dCbmti5ZoMUjZTey9hVRklM15IzX09OD5uZmLF68GGVlZVi2bJmoppMeQw7R3Ow+MIDqnW6I+ovqKsNFuP+mZfjMR5ZhwTzeokGUbOIWcsZramqCx+PBqlWrcPfddyvRRVJhyCGau90HBrBlVx8GAsNC211/2zJ84+M8ak6UTBIi5ABjS1nr169HZ2cnqqqqUFdXp1RXCY8hhyg2oY3J//2qF7888Gdh7Vo+fCl2fGaVsPaISFmK3ZMzW3v37kVlZSUMBgPa2tpgNptRVFSkRFdElCYytBrcnJ+DJ+4zCz1u7vr9+9iyi7ckE6UiYSFnaGgItbW1yMnJgdVqRUdHBzZt2gSPx4M9e/Zg3bp1oroiojSWodXg4U8UCG3zqVf68Zn//B1e9Qyy0CdRColquWpoaGjS1FB7ezscDgdcLheCwSAsFgtsNhtDzQW4XEUk1u4DA7A/+wYCp2M7Yn6hXF0mNq8tQGlhrtB2iUgMxZar1q9fDwDo7+8Pz9qUlZWhq6sLW7duhd/v56wNEamitDAX7ofuwF3LxYaRgcAwNux0s6I5UQqI+sZjs9kMt9uNYDCIsrIy2Gw2lJSUKDnGlMCZHCLl/KL3CP65uQeij1E8eZ8JawSHKCKKTTSfp/Oibdzv92Pr1q2oqqqCTqeb8yCJiES5a8VSaLUafOFpt9B2v/C0G+veXoq6u2/knTpESSiqmZyioiJ0d3crOZ6EJcsyWlpa0Nraio6Ojqjfz5kcIuXtPjCAh3/+lpAbki+0dvkSfP8eE0tDEMWZYntyKisrYxpYsnK5XGhpaYHH44EkSfEeDhFNobQwF688WIKvWK4V3vauN47ihs27sfsAK5sTJYuoQs6mTZuUGkdCs1gsqKqqQn5+fryHQkQzyNBq8GXLNdh+vwm5OnH36QDAqXOj2LDTzaBDlCSELTL39vbijjvuQE5ODtrb28OPP/LII9i7d6+obmZNkqTwJunpOJ1ONDQ0wOl0wm63w+VyqTRCIlJSaWEuXravxjPrb8JjFTfi9msWC2v7i0+7eZ8OURKIeuNxJD09PSgpKUFtbS1sNtuE5zZt2oTOzk709vZixYoVIrqbls1mg8/ng9FonDHg2Gw2mM1m1NTUhB8rLy8HMDZ7Q0TJLXRLMgB8YsXlMH1rj5B7dc6PAqsf6cRv7Px7giiRCQk5TqcTXq83fNpq/EwOAJSUlKC9vV2VkONwOACMbRRuaGiY8nVutxsulyv8+pD6+nqYzWb4/X5Fx0lE6srQalC/bjk27BRzAusP/jO4/qHn8CnT30Gj0WBZzsX4p5tZ2ZwokQj5t9FkMs14nNzn84noShiHwxFxtsZoNAIAl62IUlBpYS6232+C7iIh/32Hk+eAnb/7I/7ntT/gW8/9Htc99EvUPd8npG0iip2QkJOTkzPh+0in0j0ej4iuhHG5XNDr9RGfMxqNczomTkSJL3RT8r+UXCO87dEg4HjRi7sbX8Yrh45z3w5RnAkJOfv27cOJEyfC32s0E++RaG9vjxh84kmSpClPSxkMhhn38xBR8srQavAv1mux/X4T9BfPF96++3AAn97xO5i/3cGTWERxJGTOtra2FitXrkR1dTVKSkogSRL6+/vhdrvR3NwMSZLQ1dUloivVJNryGhGJV1qYC2vBErzmGcQje95G7+GA0PblU+ewYacb2+83seAnURwImcnR6XTYs2cPnnnmGZhMJtTU1CA/Px9lZWUwGAwJF3BkWZ72eb1eP+E1brcbDQ0NcDgckCQJdrsdTqdz2jbOnDmDoaGhCV9ElHgytBrccs1i/HTjrXjyPhMWZoi/0fjhn7/FpSuiOBCz+w5j+1i6u7vh9XrhdrthNBqxcuVKUc2rbvx+HZPJFA5vs1VXV4ctW7YoMDIiUsqa5bm4s3AJvvxMD37xprhlpqNDZ/AfnQfxFav4m5iJaGrCzzrm5eVh3bp1kwJOMs1kzDTTMxu1tbUIBALhr8OHD8c+MCJSXIZWgyc+bcKT95mQKfA4+OOdB/Gd594S1h4RzUzIv8E7duyY8TWhS/YSQWiWZrowYzAYYupj4cKFyMrKmvBFRMljzfJcvPVvpUJPYTW91I+N/7ufS1dEKhESci68UO9Czz77bMLdO2MymTA4OBjxOUmSYLVaVR4RESWa0Cksz3fX4NJLxJzCeu7No7juoV/i4Z8dwKueQQYeIgUJCTl+vx///u//HvG56urqhJrFCbFYLFNWFJckSVhZh8bGRhQUFKC4uFhIe0SkvgytBl0P3YGVV05/6elsnRsJ4r9e/QPubXoNt2zdy2PmRAoREnL0ej0OHTo0oRBnb28vrr76anR3d8Pj8SRcBfPKysqIs0tutxt6vR4mk0lIPxs3bkRfX1/CnTAjoui1Vd8CXaaw8xoAgKNDw9iw043HXe9yVodIMCEhp7u7G9u2bYPf70dvby8efPBBmM1m2Gw2dHV1IS8vD1u3bhXR1azNdM+NyWRCRUXFpKPgdrsdra2tSg6NiJJUhlaD+rLlirT9mOsgPlLXyVkdIoE0QcFXET/yyCNwOp1oaWmJyxFyu90OWZbhcrkgSRKMRmN46SnS3qFQEU+9Xg+PxwOr1apIBfKhoSHodDoEAgFuQiZKct/veAff7zykWPtP3rcSa5YvVax9omQWzeep8JADjAUdm802ofPq6mps27ZNdFdJgyGHKHWMjAZh/nYH5FPnFOvjszdfhTsLc7Eqz4AMrfgLComSlWIh59FHH53V6wYHB+FyuVBZWRl+rK6ubsrTTKmssbERjY2NGBkZwbvvvsuQQ5Qidh8YwIadyte4y9VlYvPaApaFIPorxUKOwWCA0WiEwWCYsoJ3JLIso7OzEyMjI7N+T6rhTA5R6tl9YAAP/7wPR4eGFe+L9a+IxkTzeRrVMYGioiLs2bNnToOqqKiY0/uIiBJVqMDnPq8Px04MY/ElC/G/v/sDnj9wVHhfD7a/CWvBEi5dEUUhqpkcr9eLvLy8OXUUy3tTAWdyiNLH9154B//xK/Ebk79ccg3rX1Hai+bzNKoj5LGElHQOOESUXr5svRb6i8XckDze450HsfmnvCmZaLZmFXK8Xi8effRR9Pf3Kzyc1MMbj4nST4ZWg61336BI2z96beym5FvreVMy0UxmvVzV1NSE1tZW+P1+VFZWoqqqissuUeByFVH62X1gAA8++ybk08odNeeGZEo3it6TEwgE0NLSAofDAY1GA5vNhoqKCn5wz4Ahhyg9jYwG8cTeQ2j89SGcPT8qvH39xfOx/5tWbkimtKHaZYCBQABOpxPNzc3IyclBeXk5A88UGHKI0tvIaBA/6DyIbb/x4IzgsFNmugL1ZcsZdCgtxOXGY6/Xi7a2tnDgsdlsuPvuu0U0nRIYcogIGAs7r3kG8d+v9eOFt/4srN3MDC3+4bpL8U83L8NNxhwGHkpZcS/rwMAzGUMOEV1IqT07lyzMwCPrlrP+FaWkuIec8bxeLxwOB9ra2mA2m1FZWZlWgYdlHYhoOiOjQdjb3kCb+0/C27bdnofaNQXC2yWKp4QKOeP19PSgubk5HHhsNhtWr16tVvdxxZkcIprKyGgQt2zdq0h5iCfuWYm7VnBGh1JHwoac8Xp6euBwOOD3+9Hc3ByPIaiKIYeIprP7wACqd7qhxF/IX/ro1fiy9Vru06GUkBQhJ90w5BDRTHYfGMCWXX0YCIif0bl4vhbfq1zBO3Uo6SlW1mEqvb294a+hoaHwYxUVFbjzzjvR3t4uohsiopRWWpiLl+2r8cz6m/DBRQuEtn3q3Cg27HTjF73vCW2XKJEJCTkdHR2w2+3w+XwAxjYbm81mrFq1Ci0tLQgGgww6RESzkKHV4Ob8HLxkL4ESi0tf/HEvPvfUPta/orQgJOTo9Xq88MILWL16NbKysmC327Fu3Tp87Wtfg06nw7p16zA4OCiiKyKitLBgnhZVtytT2PhX77zP+leUFoSEnAu5XC7cc889Ex4zGAxKdJXwWKCTiOaqdk0BbLfnQan9wgOBYWzY6cbzbxxRpgOiOBMScnJycsL/v6enB4FAACaTacJrNJr03NW/ceNG9PX1oaurK95DIaIkVLumAG9/62N46OMfRkHuIkX6+OIzPXj+Dc7oUOoREnLGL0U1NzfDaDRi2bJl4ceGhobAQ1xERHOzYJ4Wn7/NiOe/fDueuGel8PZHg8AXnnZz6YpSzjwRjRQVFaG6uho6nQ4NDQ1wuVwAgP7+fnR0dKChoQGtra0iuiIiSmuhi/2++OMe4W1v2dUHa8ES3qdDKUPITM7KlStRU1OD4uJieDye8C3GHR0dAICamhp0d3eL6IqIKO3dtWIpbApsSh4IDGOf1ye8XaJ4ETKTAwB5eXnIy5v4L9369etFNU9EROPUrinADUv1wmd0jp0QfxEhUbzMaibH6/Xi0UcfRX9/v8LDISKi2bprxVI8eZ9p5hdG4dn9f8JPet7jPTqUEmY1k5OXlwedToeqqir4/X5UVlaiqqqK5QmIiOJszfJcbNea8NWW13Hq7EjM7b148DhePHgcAJCry8TmtQUsBUFJK+raVYFAAC0tLXA4HNBoNLDZbKioqGDgmQFrVxGRkkZGg/jhixK+u/tt4W1vv9/EoEMJQ9HaVTqdDuvXr0d3dzdcLhf8fj9Wr16NO++8Ezt27AjXrqIxvAyQiNSQodXg87cbkavLFN72V1te59IVJSVhVci9Xi/a2trQ3NyMnJwc2Gw23H333SKaTgmcySEiNew+MIDqnW6IjiR3Lc/FE4L3/xDNhepVyIGxfTubNm1Cd3c3tm/fDo/Hg6KiIlYhJyJSUWlhLrbdb8KSrIVC2/3FGwM4LWDPD5GahM3kTMXr9cLhcKCtrQ1msxmVlZVpOcPDmRwiUtPIaBBP7D2Ex1zvCmtzQYYG369cgTXLlwprkyha0XyeKh5yxuvp6UFzc3M48NhstvDFgamOIYeI4mH3gQE8/PO3cHTojLA2bbfnoXZNgbD2iKKRsCFnvJ6eHjgcDvj9fjQ3N8djCKpiyCGieFFiVufJ+0xYs5wnrkh9SRFy0g1DDhHF27d2vYUfvtIvpK0PLJyH1zffwTpXpDrVNx739vaGv0JHyHt7e1FRUcGNx0RECcJSsERYW385cx6veQaFtUekBCEhp6OjA3a7HT7fWGE3r9cLs9mMVatWoaWlBcFgkEGHiCjOVuUZhJ662vm7fmFtESlBSMjR6/V44YUXsHr1amRlZcFut2PdunX42te+Bp1Oh3Xr1mFwkImfiCieMrQaPPyJ64W196u33+clgZTQhN2TM57L5cI999wz4TGDwaBEV0REFIXSwlxsv9+Ei+bH/tf/8PlRPLH3kIBRESlDSMjJyckJ//+enh4EAgGYTBNvxtRo0nNzGss6EFGiKS3MxYEtpbjrhthPRz3560OczaGEJSTkjF+Kam5uhtFoxLJly8KPDQ0NIV0PcW3cuBF9fX3o6uqK91CIiMIytBo88WkTnrzPhA8szJhzO2fOj+K3h44LHBmROEJCTlFREaqrq/Hggw+ioaEBDocDANDf34+mpiaYzWbk5+eL6IqIiARaszwX7ofuwCUxBJ0f7D0ocERE4ggt0Ol2u2EymZCXlwcAaGpq+ltHGg0eeOABEV0lJd6TQ0SJ7HHXu3jMNfewUma6HN/6xxvQe1jGsRPDWHzJQkADHP/LGVy2KBOr8gy8U4eESJjLAL1eL3JycvihDoYcIkpsI6NBLN/yAk6eUaYIZ64uE5vXFqC0kLckU2xUvwzw0UcfnfRYIBCALMvo6urCjh070NvbK6IrIiJSQIZWg0fWLVes/YHAMKp3urH7wIBifRBdSEjIOXRo8hFCnU6HlStXoqSkBA888AC6u7tFdEVERApZs3wpbLfnKdZ+EMCWXX08jUWqERJyZnM83OPxiOiKiIgUVLumAE/eZ0KmgHt0IhkIDGOf16dI20QXmhftG3p6etDc3Dwh2LhcLtTW1kZ8vSzL6O7uhsVimfsoiYhINWuW58JS8EGs/Lc9OHlW/B6do4HTwtskimTOG4+9Xi/a2tpgt9uRnZ0Ns9kc8XV6vR5WqxXr16+PaaDJjhuPiSjZ7D4wgA073cLbtX74MjR+2owF85SZLaLUpurpKpfLhba2Nmzfvj2WZlIeQw4RJaNf9L6HL/64V3i7Wg2w/rY81K4pEN42pbZoPk+jXq66kMViQSAQmPF1/f39E25BJiKixJezKFORdkeDgONFLwAw6JBihMwVrlu3bsbX1NfXi+iKiIhUdOzEsKLtO1704jfvHOOJK1JEzDM5ITt27EBHRwdkWY74vMvlwrZt20R1R0REKrhMoZmc8T7zVBf0F8/H1rtv4GWBJJSQkPPggw+ira0NFoslXNJhPFmWodfrRXRFREQqWpVnwAcXLcCfT5xVtB/51Dls2OlGmelyfPfu5dyUTEIIm8mJdCEgEREltwytBls+WajIKatI2tzvob3nPW5KJiGEROXZVBhP1z05jY2NKCgoQHFxcbyHQkQ0J6WFudh+vwnzM9QpsBnalFz3fJ8q/VHqUm0+cDa3IqeijRs3oq+vD11dXfEeChHRnJUW5uLtb30M/2dZtmp9Nr3kxdnzo6r1R6lHSMixWCxob2+f9jV2u11EV0REFCcZWg2erroZ+ovnq9LfaBD4n1f7VemLUlPMlwECQG1tLWRZhsvlgslkgsFgmPSalpYWDA4OxtpV0uJlgESUKnYfGED1TjfUOPT999deih/931Uq9ETJIprPUyEzOQ6HAx6PBytXrkQwGMTg4OCELxbnJCJKHaWFudh2vwm5OuWPl7908H0uWdGcCTldVVRUhD179kz7mg0bNojoioiIEkBpYS6sBUuwz+vDnrcG8NRv/6BIP6NBYPmWF/D9yhW8Q4eiJmS5yuv1RrwfJ9rXpDIuVxFRKtt9YABf/8mb8J08p0j7GgDb7jcx6JD6y1WzCS+zqW9FRETJqbQwFw/ddb1i7QcBbNnVN6n8w8hoEK96BvGz3vfwqmeQ5SFoAmGXAc7EbrfjhRdeUKs7IiJS2ZIsZffoDASG8duDx/HusRP4g+8UTp05j5cOHsefT5wZN4aFePgT13PGhwAIWq668847p33e5/PB7XZjZGQk1q6SFperiCjVjYwGcWv9XgwElCvqqQFmdaprO5e2Upbqy1VdXV3Q6XRYuXLlhK+8vDwMDg4iLy8PW7duFdEVERElqAytBpvXFkDJq19n+1/lX3qmB68cOs7lqzQnZCbnjjvumPZ0VWdnJ3JycrBixYpYu0panMkhonSx+8AAtuzqU3RGZ7ZydZnYvLaAszopJJrPUyEhJxAIQKfTTfua9vZ23H333bF2lbQYcogonYyMBrHP60NH31H8tPcIfCeVrWI+ldCsEk9mpQ7Vl6tmCjjA2L4cIiJKDxlaDW7Oz8H/W3s9ur5hwTPrb8Lq6y5VfRyh/4qPdDKLUp9qBTp56zERUXoKBZ7//Owq2G7Pg1bles1BjJ3M2uflf2ynGyFHyKurq6d9vru7G5WVlSK6IiKiJFa7pgD/esd1+J9X+7HztX54B0+r1vexE/HfI0TqErInx2AwoKioCHq9ftLjAFBeXo6SkpJYu4mrhoYGGI1G+Hw+eDwe1NfXR/V+7skhIpro7PlRfOibv1Sl0CcAPLP+Jtycn6NSb6SUaD5PVatdlcwaGhoAAGVlZQAAl8uF8vJytLa2xnNYRERJbcE8Lapuz4PjRa8q/fnjtPmZ4ke12lXJLDs7G/v374fRaAw/ptFo4Pf7J81eTYUzOUREkdU936dK0LlovhYHtpQCAPZ5fTh2YhiXLcrEqjwDMtTeKERzpvpMTiIGHEmSUF5ejqamJphMpilf53Q6Icsy9Ho9PB4PrFYrLBZL+Hm32w1ZlsNLbyF6vR4tLS2oqqpS7GcgIkoHNaUfRnPXYcinzyvaz+lzo/hIXSdOnj2Pv5z52w38vEsndQmtXdXe3o66ujq43W4AgMlkwoYNG/D5z39eZDfTstls8Pl8MBqN4XFM91qz2YyamprwY+Xl5QAQDjqho++R9hvJsixu4EREaWqf16d4wAkZX+cq5GhgGNU73bxLJwUJCzkbNmyAy+VCWVkZqqqqIMsyBgcHUVdXhz179qC5uVlUV9NyOBwAAFmWw3tpInG73XC5XOHXh9TX18NsNsPv94fbmcrg4GDsAyYiSnPxPvUUxNilgVt29cFasIRLVylESMh59tlnYTabsX379knPbd26FY888gh27NiBBx54QER3QjgcjgnLUiGhfTculwsWi2XWe26IiGhuLlukbPXy2Rh/lw5PYKUOIZcBer1erF+/fsrnN23aFJ4ZSRQul2vKAGM0GtHR0QHgb8fgL5zR8fl8yM/PV3KIRERpYVWeAbm6+AcdIP6zSiSWamUdsrOzRXQljCRJU4YUg8EwYV+RXq+fVJZCluWIM0FERBQdNaqXz1YizCqROEJCjkYz8x/NZNukOz7UVFVVoa2tLfx9aClr/JFyIiKau9LCXGy734QlWQvjOo6jsno3MJPyhIQcv9+P/v7+KZ/v7e3F8ePHRXQlxEyBS6/XT3hN6HZjp9MJp9OJjo6OGS8CPHPmDIaGhiZ8ERHR1EoLc/HKgyUoM10RtzF8pfV1PPCjfXHrn8QSsvF406ZNKCoqgtVqRWVlZXiviyRJaG1tRXd3N7q6ukR0pZoL9+uMP2Y+G3V1ddiyZYvAERERpb4MrQb1ZcvhevvPkE+di8sYXL9/H9bv/RrPfel2LJinWh1rUoCwf3qdnZ3w+/0wmUzIz89Hfn4+LBYLfD4fXC6XqG5UIWJprba2FoFAIPx1+PDh2AdGRJQGMrQabL37hrju0Tl47CSu/eYv8Z3n3orjKChWwkKOTqfD9u3b4ff7sWfPHuzZswd+vx/Nzc2z2pisptAszXRh5sIbjqO1cOFCZGVlTfgiIqLZCe3RufDUldrBp+mlfqz/7+RaiaC/EXrjMTAWdpKh4rjJZJryMj9JkmCz2VQeERERjVdamAtrwZIJdaZGg0F8esfvVB1HR98x7Hr9CNbeuFTVfil2QperKisrsXfv3gmPNzU1ob29XVQ3wlgsFkiSFPE5SZKEHQ9vbGxEQUEBiouLhbRHRJROMrQa3Jyfg0+uuBw35+fgJmMOcnWZqs/ofOMnb2JkNOZ61qQyISFn7969MBgM8Hg8k4LD+vXrkZeXNyn8xFtlZWXEvUJutxt6vX7aop7R2LhxI/r6+pJu4zURUSIK3akDqLt0NTR8Hq95BvGqZxA/630Pr3oGcfb86ITvGYISj5DlKrfbja997Wvo7u6O+PzKlStVn8258PK+C5lMJlRUVMDpdE6oJG6322c8Hk5ERPET2q+zZVcfBgLq3VD8maf24fy4IKPVAONzDauZJx4hIWc2G4tnCh2i2O12yLIcnqUpLy8PLz1dWIzT4XCgoaEBDQ0N0Ov18Hg8sNvtvMmYiCjBjd+v0/SSB3vffl/xPs9fMFNz4cQNq5knHiEhJxAIzPgaj8cjoqsZhS7um61o77+JVmNjIxobGzEyMqJoP0RE6Sa0X+fm/BzUPd8H54texHPBiNXME4+QPTnHjx/HT37ykymf37FjB4LB9Fyr5J4cIiLl1a4pQN+/lWJRpvBDw1EZX82c4k8TFJQ+ioqKoNFocM899yAvLw/A2Cml5uZmyLKMgwcPiugmaQ0NDUGn0yEQCPDOHCIihew+MIANO93xHgYeq7gRn4pjeYpUFs3nqbDI293dDbvdjk2bNk14vKqqCtu3bxfVDRER0ZRKC3PxFcs1eMwV3/+wfuhnb+GiBRncmxNnwmZyxvN6vQAQntEhzuQQEallZDSIW7buxdEh9U5eTWU7NyELF83nqSKVx/Ly8hhwiIgoLjK0Gjz8iYK41r4K2bKrj/fnxBHLqyqMNx4TEakvdJfOB7MWxnUc3IQcX4osV9FkXK4iIlLfyGgQr3kGsfFpN+TT5+IyhsfvWYFPrrg8Ln2norgvVxERESWCDK0Gt1yzGFvX3RC3MVy2KHPmF5EiGHKIiCjlhU5dqe2SBVqYr8pWvV8aw5BDRERp4Yurr4H+4vmq9nny7ChWfdeF3QcGVO2XxqgWcvr7+9XqioiIKGHIp86heqebQScOVAs5NptNra4SCk9XERElhn1eH+RT8dl8HASPk8dDVDceV1dXz6kTSZLQ3d09p/cmu40bN2Ljxo3h3eBERBQfx07E93LAgcAwfvPOMfzfH419Hv7X54px2zWXspCngqKayWlubobH40EwGJz01dHRgcHBwUmPezweeDweVFRUKPUzEBERzSgRTjmFAg4AfPapLtxav5fLWAqKaianqKgIe/bsmfR4Z2cnbDYbVq5cGfF9nZ2dyMnJmdsIiYiIBFiVZ0CuLhNHA8OItGikAZB10TwETp9XbUxHA8Oo3unGNpZ/UERUMzmtra0RH/d6vVMGHAAoKSlJ2+UqIiJKDBlaDTavLQCASSUfQt/Xr1uOJ+6Z+vNMtFDY4n4dZUQVcqbaU2IwGGZ8b3Y27wkgIqL4CpV7uOyCcg9LdJnh2ZS7ViyF7Xb16i8GwfIPSolquWoqkiTN+Bq/3y+iKyIiopiUFubCWrAE+7w+HDsxjMsWZWJVnmHCBuDaNQW4bkkWvtLyumrjivfG6FQk5Ah5MBhEe3v7lM/39vbi0KFDIrpKOjxCTkSUeDK0Gtycn4NPrrgcN+fnRDzh9CnTFahXsRzE8RNnuGQlmLACnUVFRcjJyUF5eTmMRiOAsRmejo4OSJKErq4uEd0kLRboJCJKPq96BnFv02uq9Zery8TmtQXchDyNuBTo7O7uxooVK1BTUwOLxQKLxYKqqioYjca0DzhERJScVuUZYLhEvVIQodNWPFYuhrCZnPG8Xi8AIC9PvY1biY4zOUREyen5N47gC0/3qNafBmMboV+2r+ZFgRHEZSZnvLy8PAYcIiJKCWuW87RVshIWcnp7e3HHHXcgJydnwibkRx55BHv37hXVDRERkepq1xTgsYobVe2Tp61iJyTk9PT0YPXq1bBarXA6nROe27RpE4LBIHp7e0V0RUREFBefMl2BNx++Q7X+EqEMRbITck+O0+mE1+sNXxZ44XHykpIStLe3Y8WKFSK6IyIiiotFmfPRv/XjAICz50dxU10nfCfPKtKXX6F204mQmRyTyTRjhW2fLz3XFnlPDhFRalowT4vvfqpQsfa//pM38cqh47w7JwZCQs6FxTcjHdjyeDwiuko6GzduRF9fH4/RExGloNLCXHz+lmWKtC2fPodP7/gdK5XHQEjI2bdvH06cOBH+XqOZeOStvb09YvAhIiJKdpaCJYq2PxAYxoadbjz6wtuc1YmSkD05tbW1WLlyJaqrq1FSUgJJktDf3w+3243m5mbeeExERClrVZ4BubpMHA0MQ8kI8sSvPGjb/x4e/gRvRJ4tYZcBSpKEiooKuN3usYY1GgSDQdhsNmzbtk1EF0mNlwESEaWu3QcGsGGnW5W+NEC4Yno6iubzVMhMDgAYjUZ0d3fD6/XC7XbDaDRi5cqVoponIiJKWNaCJdBfPB/yqXOK9xXE2Kbk1dd9EAvmKXKnb8oQ/tvJy8vDunXrJgWc/v5+0V0RERElhH1enyoBJ8R38hxuquvkhuQZqBYBbTabWl0RERGpKh63E/tOnmUxzxlEtVxVXV09p04kSUJ3d/ec3ktERJTo4nk78ZZdfbAWLGExzwiimslpbm6Gx+NBMBic9NXR0YHBwcFJj3s8Hng8HlRUVCj1MxAREcVV6ISV2jGDxTynF9VMTlFREfbs2TPp8c7OTthstik3Gnd2dk66MJCIiChVZGg12Ly2ANUqnbC6EIt5RhbVTE5ra2vEx71e77QnqUpKSrhcRUREKa20MBfb7jch++L5qvf9431/wNnzo6r3m+iiCjlT1acyGAwzvjc7OzuarlIGa1cREaWP0sJc/O7rFhguWaBqv69Kflz7zV9i2YPP4dfvHOPNyH8l5HSVJEkzvsbv94voKumwdhURUXoJFe6M1zbgzz7VxXpXfyUk5ASDQbS3t0/5fG9vLw4dOiSiKyIiooQXWrr6YNbCuPQ/EBjm8XIILOtQVFSEnJwclJeXw2g0Ahib4eno6GDtKrCsAxFROhoZDWKf14eOvqNod/8J8unzqvafq8vEy/bVKXW8PJrPU2EhBwDsdjuampogy/KEx+rq6kR1kbQYcoiI0tvIaBBP7D2Ex1zvqtrvM+tvws35qXPCOW4hJ8Tr9QIYK/FAYxhyiIgIAB53vYvHXAfV6++eFfjkistV609p0XyeKlLWIS8vb1LAGRoaUqIrIiKipPLF1ddgSZZ6NyTH8zbmeFOtdpXdblerKyIiooSVodXg4U8UqHL6KueSBViVN/M1L6kqquWq2traCfttotHS0oLBwcE5vTcVcLmKiIjG231gAP/vZwdw7MRZxfp48j4T1izPVaz9eFBsucrhcMDj8USsUTXdVzqHGyIiokhKC3PR+a//oGgfWtXWaxKTkNpVs7Fhw4Y5vY+IiChVLcqcj/6tH8cvet/DF3/cK7z9B9vfTOsK5VHP5MwV9+QQERFFdteKy/G5j1wlvF351Dk8sTd9L+NV5Ag5TcY9OURENJO65/vQ9JIXIktP6TLnITA8dgnhf32uGLddc2lSz+zE7Qh5e3s7iouLkZGRgYyMDBQXF+OHP/yhyC6IiIhSVu2aArxs/2j4+9uvWRxzm6GAA4zVtSr6dgeef+NIzO0mA2EzORs2bIDL5UJZWRny8/MhyzIGBwfR1tYGs9mM5uZmEd0kLc7kEBFRtH7i/hO+0vK6Im3bbs9D7ZoCRdpWkuo3Hj/77LPw+XxYv359xOcfeeQRZGdn44EHHoi1q6TFkENERNF61TOIe5teU6z9ZDxirvpyldfrnTLgAMCmTZvg9/tFdJV0GhsbUVBQgOLi4ngPhYiIksyqPANydcrdWPzQzw5gROQGoAQjJOTodLoZX5OdnS2iq6SzceNG9PX1pX0VdiIiil6GVoPNa5W7HXnw5Fns8/oUaj3+hIQcjWbmX/9cb0omIiJKZ6WFuai6XbmC1/c2vYZlDz6HX79zLOVmdYSEHL/fj/7+/imf7+3txfHjx0V0RURElFZGRoP4+esDivfz2ae6cGv9Xuw+oHxfahF2uqqoqAhWqxWVlZXQ6/UAAEmS0Nraiu7u7rRfruHGYyIimgulNx+PF1qX2Xa/CaWFibkhWZWNx0NDQ+jt7cXQ0BAAoLOzE36/HyaTCfn5+cjPz4fFYoHP54PL5ZprN0RERGnt2Ilh1foKzXps2dWXEktXUYWcO++8Ezk5OSguLp5UVVyn02H79u3w+/3Ys2cP9uzZA7/fj+bm5lltTCYiIqLJLluk3OmqSIIABgLDKbEhOaoCnR0dHbDb7airq5vyNTqdDiUlJTEPjIiIiP52jPxoYBhqzq2oOYOklKhmcoxG47QBh4iIiMQKHSMHoNhR8kjUnkFSQlQzOSaTadJjTU1N8Hg8E46R5+TkoKqqihtsiYiIBCgtzMW2+03Y/PO38OehM+HHtRoILeYJjAWpJbpMrMoziG04DqIKOTk5OZMeC910bLfb8eijj2L//v1YsWKFkMERERHRmNLCXFgLlmCf14eOvqP4z1f6hQeckM1rC5K6UnmIsCrkX//611FSUsKAQ0REpJAMrQar8gz45YGjivXxwG15CXt8PFpRhZzprtTR6XQwGo1TPl9dXR1NV0RERBTBPq8PAwHlNgW3u99LiePjQJQhZ6byDdM97/Ml/1E0IiKieFP61FMq1bOKak9Oc3Mz/H7/lMU2XS5XxBkbn8+Htra2uY2QiIiIwtQ49XQ0cFrxPtQQVVkHrXZs4idUtmG2ZFmGRqPByMhIVO9LJSzrQEREIoyMBnFr/V5F780xXLIA3/1UYULuzVGsrIPFYsHo6Ch8Pl9UX6Ojo0l/QaAsy3A6nbBarfEeChERpTE17s3xnTyL6p3upC/WGVXIiXRPzmwlczhwuVxoaWmBx+OBJEnxHg4REaW50L05l2UtVKyPIICHf/5WUm9CFlaFPB04nU7U19fD4/FE/V4uVxERkWgnhs/hhof3KNrHVyzX4suWaxTtIxrRfJ5GtfE4XiRJQnl5OZqamqadTXI6nZBlGXq9Hh6PB1arFRaLRcWREhERqWdR5nz0b/24ovt0HnO9iw8t+UBC7s+ZSUKHHJvNBp/PB6PRCLfbPeNrzWYzampqwo+Vl5cDAIMOERGltNA+neqdbmgA4UFny64+WAuWJN0tyMJuPFaCw+FAa2sramtrp32d2+2Gy+VCVVXVhMfr6+vDQYeIiCiVKblPZyAwnJR35yT0TM5sORyOiLM1oRuYXS5X+Pm2tjY0NzfP2GZ9ff20NzgTERElmtLCXNxy9eLwPp1/XLEUP+09IqRtpS8hVEJKhByXy4WysrKIzxmNRnR0dIRDTllZ2ZSvJSIiSnahfToA8LPe94SFnP7jp4S0o6aEXq6aLUmSkJ+fH/E5g8Ew434eIiKiVCTyduQfd/0x6Y6Tp0TImQnrZhERUTpalWdAri5TyKWBybgvJ+lDjizL0z6v1+tnfM1M3G43Ghoa4HA4IEkS7HY7nE7ntO85c+YMhoaGJnwRERGpSfTtyMm2Lycl9uTMJNpaWxcymUwwmUwTjqfPpK6uDlu2bImpXyIioliFTl1t/vlb+PPQmZjaUqM4qEgpH3JincWZq9raWnz1q18Nfz80NIQrr7wyLmMhIqL0VlqYC2vBEuzz+nDsxDCk90/i8c6DUbVhuHg+VuUZFBqhMpI+5IRmaaYLMwaD+v9QFi5ciIULlaspQkREFI0MrQY35+eEvx8+dx6OF72zfv/wuRF09B2dcET9vz5XjNuuuTRhLwlM+pADjC0nDQ4ORnxOkiTYbDaVR0RERJTYatcU4NTZEfzPa3+c1etPnRvFhp1u6C+aH37ss091IVeXic1rCxKy7EPSbzwGxso2TFUdXJKkuJZ1aGxsREFBAYqLi+M2BiIiokjW3LA06vfIp89N+P5oYBjVO93YfWBA1LCESYmQU1lZCZfLNelxt9sNvV4/bVFPpW3cuBF9fX3o6uqK2xiIiIgiCR0xj0Xo5pwtu/oS7h6dpAg5M91zYzKZUFFRMelYt91uR2trq5JDIyIiSlrjj5jHIojEvEdHEwwGEyt2jWO32yHLMlwuFyRJgtFoDC89ORyOSa9vaGgAMLYZ2ePxwGq1JkwF8qGhIeh0OgQCAWRlZcV7OERERACAkdEglm95ASfPjMTc1uP3rMAnV1wuYFRTi+bzNKE3HtfX10f1+mjusVFLY2MjGhsbMTIS+x8eIiIi0fZ5fUICDpB49+gkxXJVMuOeHCIiSmSibjHWJ+A9Ogw5REREaUzU7It86hw6+o4KaUsUhhwiIqI0JqqIpwaJd8KKIYeIiCiNiSrimYgnrBhyiIiI0lyoiOdlWbGXI0qkSuUJfboqFfB0FRERJYPxRTyPBk7joZ+9hb+cOR91O4l0wiqh78lJJbwnh4iIksXIaBDmb3dAPnVu5hePk6vLxMv21YoW7Izm85TLVURERDTBPq8v6oADjO3Jyf/681j24HP49TvH4r4JmSGHiIiIJhCxr+azT3Xh1vq9cS3cyZBDREREE/QfPymknYE4VyhnyCEiIqKwkdEgntn3R6Ftxuv+HIYchTU2NqKgoADFxcXxHgoREdGM9nl9ODp0Rlh78bw/hyFHYaxdRUREyUSpe27icX8OQw4RERGFKXXPTTzuz2HIISIiojBRtaxCNBi7PyceFcoZcoiIiChMVC2r8TavLVD0gsCpMOQQERHRBKJqWeXqMrHtfhNKC3MFjSw6DDlEREQ0SWlhLn77YAm++NGr59zGQx//cNwCDsCQozgeISciomSVodXglqsXz+m9GgDfeu73cS3twJCjMB4hJyKiZDbXjcih+3Fe8wwqMaxZYcghIiKiKcW6EfkL/7ufZR2IiIgoMcWyETkwfB4b4lS/iiGHiIiIZlRamAvXV/8+/P1/fqYIS7Jmv4z1YPubqu/Pmadqb0RERJS0FmXOR//Wj4e/f3hkFBt2umf1XvnUObzmGcQt18xtI/NccCaHiIiI5sRasAT6i+fP+vWvSscVHM1kDDlEREQ0J/u8PsinzkXxDnVvPWbIURjvySEiolQVbWXxm/NzFBpJZAw5CuM9OURElKqiqSx+yYIM3GRkyCEiIqIkEM1FgSfPjqCj76jiYxqPIYeIiIjmZPxFgTPRANiyq0/VY+QMOURERDRnoYsCs2c4ZRUq87DP61NnYGDIISIiohiVFubiwY9dN6vXRrtZORYMOURERBSzvzNcMqvXRbNZOVYMOURERBSzmTYhawDk6jKxKs+g2pgYcoiIiChm01UrD32/eW0BMrTqXQjIkENERERCTFWtfIkuE9vuN6G0MFfV8bBAJxEREQlTWpiLW65ejBse3gMA+K/PFeO2ay5VdQYnhCGHiIiIhLqwWnm8cLlKYaxdRUREFB+aYDCo3tWDaWxoaAg6nQ6BQABZWVnxHg4REVFSiubzlDM5RERElJIYcoiIiCglMeQQERFRSmLIISIiopTEkENEREQpiSGHiIiIUhJDDhEREaUkhhwiIiJKSQw5RERElJIYcoiIiCglMeQQERFRSmIVcpWESoQNDQ3FeSRERETJK/Q5OpvSmww5Kjlx4gQA4Morr4zzSIiIiJLfiRMnoNPppn0Nq5CrZHR0FEeOHMGiRYug0WiEtl1cXIyuri6hbcYqHmNSuk/R7YtqL5Z25vLeoaEhXHnllTh8+PCMFYApNon473asEvVn4t9Z6rUX699Z+/btw4kTJ7B06VJotdPvuuFMjkq0Wi2uuOIKRdrOyMhIuA+beIxJ6T5Fty+qvVjaieW9WVlZCffnLtUk4r/bsUrUn4l/Z6nXXqx/Z+l0uhlncEK48TgFbNy4Md5DmCQeY1K6T9Hti2ovlnYS8c8O/U0q/vNJ1J+Jf2ep156af2dxuYqIojI0NASdTodAIJCQ/0VORBTCmRwiisrChQuxefNmLFy4MN5DISKaFmdyiIiIKCVxJoeIiIhSEkMOEQklyzKcTiesVmu8h0JEaY5HyIlIGJfLBUmS4PF4IElSvIdDRGmOIYeIhLFYLAAAp9MZ55EQETHkEKU9SZJQXl6OpqYmmEymKV/ndDohyzL0ej08Hg+sVms41BARJSKGHKI0ZbPZ4PP5YDQa4Xa7Z3yt2WxGTU1N+LHy8nIAYNAhooTFkEOUphwOB4CxjcINDQ1Tvs7tdsPlcoVfH1JfXw+z2Qy/36/oOImI5oqnq4hoWg6HI+JsjdFoBDC22ZiIKBEx5BDRtFwuF/R6fcTnjEYjOjo61B0QEdEsMeQQ0bQkSUJ+fn7E5wwGw4z7eYiI4oUhh4hi4vP54j0EIqKIuPGYiKYky/K0z+v1+gmX/oU2KTc3N0OSJNjtduTn56OqqkrhkRIRTcaQQ0QxGb9fx2QywWQyTThqTkQUL1yuIqI5m2mmh4gonhhyiGhKoVma6cKMwWBQZzBERFFiyCGiaZlMJgwODkZ8TpIkVhsnooTFkENE07JYLFNWFJckiWUdiChhceMxEU2rsrISJSUlkx53u93Q6/XTFvUkIoonzuQQpbmZ7rkxmUyoqKiA0+mc8Ljdbkdra6uSQyMiiokmGAwG4z0IIlKf3W6HLMtwuVyQJAlGozG89HRhMU4A4SKeer0eHo8HVquVS1VElNAYcoiIiCglcbmKiIiIUhJDDhEREaUkhhwiIiJKSQw5RERElJIYcoiIiCglMeQQERFRSmLIISIiopTEkENEREQpiSGHiEigqYqZJopEHx+RSAw5RESCuN1uuFyueA9jWpIkoa2tLd7DIFIFQw4RTWK322G1WqHRaJCdnQ2bzTbhq7y8HGazGRqNBhqNBrIsx3vIcSfLMhwOB6qqqgCMhQmr1Yrs7Oxw3a9YNTQ0TPi9l5eXT/u7t9ls4X+G5eXlAACLxQJJkuB2u4WMiSiRsXYVEU1Jo9GgrKxsymrjLpcL5eXl2L9/P4xGo8qjSyw2mw319fXQ6/UTHjebzaisrERNTY2wvvLz86HX67F///4ZX1teXo7a2lqYTKYJj1utVnR0dAgbE1Ei4kwOEU1Jr9fDYDBM+bzFYkFtbW3a7/MIzYpcGHAATPv7myubzQa32z2r37vRaJwUcEJtiJphIkpUDDlEFJOqqqq0Dzl1dXWw2+0Rn4sUfGIVWhJzOBzTvs7lcsFqtUZ8rqysDM3NzcLHRpRIGHKIKGrjQ41er0/7PTlut1vV5Tq9Xo+ysjI4nc5pX9fR0QGLxTLl80ajMeE3ShPFgiGHiKJ24emc0MxConC73ROCl9vtVuxEkcvlmjZIKMVms0GW5Sl/LlmWkZOTM20blZWV3JdDKY0hh4iiIssyPB7PhMdCSzLjTxTZ7XZIkgSn0wmn0wm73T7lko4sy7Db7Whra4PT6QzvOQkZ367T6YTb7YbT6UR5efmED/m2trbwKaKWlhaUl5ejoaEBer0ePp8PTqcTDQ0NyM/Ph0ajgdlsnjArJcty+Lmplnku1NHRAbPZPKvXhpjNZuTn58NsNk+YjZnp9zCexWKBXq+fcsmqpaVlxvDJmRxKeUEioino9fqg0WgMVlVVBauqqoJlZWVBvV4fLCsrm/Z9FoslWFVVFWxtbZ3wuNFoDDocjgmPeTyeoNFoDPr9/vBjfr8/qNfrg/v375/wWpPJFKypqQm3GxpXMBgM7t+/P6jX6ye8vr6+PuJY/X5/EECwo6Nj0nMdHR3BmpqaaX++8crKyiK2M/75+vr6CY9VVVVNeiya30NIfX19EMCE94TM9mfgxwClMv7pJqIp6fX6cIgIBsc+dKcKDuOVlZUFjUbjpMdDQWk8k8k06QM/GBz7ALdYLBMes1gsEdsNtX3h6/fv3z9lCCgrK4v4c1wYwmZiMpmmDCGhfsb/fK2trRFDUTS/h5BQWLsw0Ozfv3/a4DXeVL8folTA5SoimjW9Xo+amppZbbKNdGz5wk3KoUvpIu1pMRqN6O7unvR+UftfbDYb2traYt40LcvyrE9QNTQ0wGg0TvoZov09hIR+HxduQG5ubp717ym0lEeUiubFewBElHyKi4snfO9yuWA0GieEn9ncDxPab+JyuSIeQ29qapr02FSBory8PLwfJ6S7uxsmkynieywWC4xG44S9K3PZRDybgDA4OIiGhgY4HA4MDg5OCoBz+T2E2Gw2uFyuCWOfacMxUbpgyCGiqJWVlU34fqpZiJmEQlFZWdmsj2BP9QFusVhQVFQEu90evqDQ4XBMeVsz8LdbikMhZy4/x2zCnMvlQmdnJywWS/gG5PFBZy6/h5CysrLwBuTQrM6F/3ymI8ty2t9WTamLy1VEFLPBwcE5vS/0QS+ijpIkSaivrw/PbPh8vhnLTYQuMgwdOZ/Lh/1s7gmqrKyEXq+HyWRCfX39pBmnWH8PVVVV4aU3j8fD0EL0Vww5RBQTWZZjCilVVVVT3rwbTdkBt9sNn88Ho9GIsrKyWc3IhC7Vq6urQ0tLS1QzICFGozGqG59ramqg1+ths9kmPB7L7yHU1vr16yctJU6HsziU6hhyiGhKsixPu+dEkiSYzeZJH5RTzWxEetzhcECSpEmX2rlcrkl7V2RZnnLWyGg0or6+PuqNxLFuQLZarejq6pry+Ujttra2wul0TviZo/k9XCi0mdnlckUV1EJ7lohSFffkENEkDQ0N4ZtwXS7XpFkHn88XXuYBEL4ML7Rk1N3dHT4RVF9fDwCw2+1oaWmBLMuw2Wyw2+3hcLR//37Y7XZ0dXUhPz8fBoNhQmHJULsulwvd3d2QZRnl5eUTZmtCG4yzs7MnjNVkMk1bBTy0AXkuszih90fa9yNJEux2e3jMHo8nfHFf6H9DP0Nra2u4qvh0v4fp2Gy2qAOL2+2OauaHKNlogsFgMN6DICKKld1uR3Fx8YSwIstyOGwAmLKEQUNDw5QhaDbMZjP2798/5/fHi9VqDQcsolTE5SoiSnpOpxOyLE+ajQlt9u3o6EB3d3fEvTMi9qVUVlYqVhtLKaFlNAYcSmUMOUSUEmb6sDYajTAYDJAkaULYmeuG4/FqamqmrCGVqOrq6sJLiUSpiiGHiJJeRUUF3G73lKe8GhoawgUtxxcKFXm6KLSBORlIkgRZlrnpmFIe9+QQUcoILVuNn9XxeDywWq3hTcputzs8k+Pz+Was1B2N0EWEib4EZLPZkm7miWguGHKIiASKdROz0pxOJyoqKhI+iBGJwJBDREREKYl7coiIiCglMeQQERFRSmLIISIiopTEkENEREQpiSGHiIiIUhJDDhEREaUkhhwiIiJKSQw5RERElJIYcoiIiCgl/f8HDa56oCxKMQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fpma_04_fit = fitspec.FitTimeAvgSpectrum()\n", "fpma_04_fit.set_data(fpma_04,os.getcwd()+'/data/nu90401309004A01_sr_grp.pha',\n", " background=os.getcwd()+'/data/nu90401309004A01_bk.pha')\n", "fpma_04_fit.ignore_energies(0,3.0)\n", "fpma_04_fit.ignore_energies(77.5,300.0)\n", "\n", "fpmb_04_fit = fitspec.FitTimeAvgSpectrum()\n", "fpmb_04_fit.set_data(fpmb_04,os.getcwd()+'/data/nu90401309004B01_sr_grp.pha',\n", " background=os.getcwd()+'/data/nu90401309004B01_bk.pha')\n", "fpmb_04_fit.ignore_energies(0,3.0)\n", "fpmb_04_fit.ignore_energies(77.5,300.0)\n", "\n", "fpma_04_fit.plot_data()\n", "fpmb_04_fit.plot_data()" ] }, { "cell_type": "markdown", "id": "74105cb8-0385-400b-ab5d-f95066023c72", "metadata": {}, "source": [ "## Defining models\n", "\n", "So far, we've loaded in the data and created two Fit objects, each with their own data. We now want to define the models we will use, and then model the jointly data in the same way as [Fitting a time averaged spectrum](https://ndspec.readthedocs.io/en/latest/fit_spec.html) and [Fitting a one-dimensional cross-spectrum](https://ndspec.readthedocs.io/en/latest/fit_cross_1d.html)\n", "\n", "First, we have to define our models, for which we will use nDspec's interface to the Xspec library of models. In this tutorial, we will limit ourselves to an absorbed disk+Comptonization model for simplicity." ] }, { "cell_type": "code", "execution_count": 4, "id": "65d12465-bba9-4798-bda5-255e75f528d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Solar Abundance Vector set to angr: Anders E. & Grevesse N. Geochimica et Cosmochimica Acta 53, 197 (1989)\n", " Cross Section Table set to vern: Verner, Ferland, Korista, and Yakovlev 1996\n" ] } ], "source": [ "model_library = XSModels.FortranInterface()\n", "\n", "def nthcomp(ear, params):\n", " pass\n", "\n", "def tbabs(ear, params):\n", " pass\n", "\n", "def diskbb(ear, params):\n", " pass\n", "\n", "model_library.load_models({\n", " \"diskbb\": diskbb,\n", " \"tbabs\": tbabs,\n", " \"nthcomp\": nthcomp\n", "})\n", "\n", "def ndspec_tbabs(ear,nH):\n", " par_array = np.array([nH])\n", " model = model_library.tbabs(ear,par_array)\n", " return model\n", "\n", "#note that here we convert the disk normalization in Xspec to log10(normalization)\n", "#this is because the log10 of the norm is linearly degenerate with the temperature,\n", "#so using it as model input makes the job of optimizers/samplers easier.\n", "def ndspec_diskbb(ear,Tin,norm_disk):\n", " norm_disk = 10**norm_disk\n", " par_array = np.array([Tin,norm_disk])\n", " model = model_library.diskbb(ear,par_array)\n", " return model\n", "\n", "def ndspec_nthcomp(ear,Gamma,kT_e,kT_bb,norm_comp):\n", " par_array = np.array([Gamma,kT_e,kT_bb,1,0,norm_comp])\n", " model = model_library.nthcomp(ear,par_array)\n", " return model" ] }, { "cell_type": "markdown", "id": "ec06c45e-fa89-4009-b1d2-5a31604ce7ed", "metadata": {}, "source": [ "Then, we define the actual composite models now and set our _individual_ FitObjects to use those models." ] }, { "cell_type": "code", "execution_count": 5, "id": "b5c0a1d5-e3e3-4551-ab9d-41387b408411", "metadata": { "scrolled": true }, "outputs": [], "source": [ "#This would be \"tbabs * (nthcomp + diskbb)\" in XSPEC notation, \n", "#with the disk temperature tied to the seed photon temperature in nthcomp\n", "spectral_model = LM_Model(ndspec_tbabs)*(LM_Model(ndspec_diskbb)+LM_Model(ndspec_nthcomp))\n", "\n", "start_params = spectral_model.make_params(nH = dict(value=0.1,min=0.05,max=0.3,vary=True),\n", " Tin = dict(value=0.35,min=0.1,max=2,vary=True),\n", " norm_disk = dict(value=4,min=-1,max=6,vary=True),\n", " Gamma = dict(value=1.50,min=1.4,max=2.2,vary=True),\n", " kT_e = dict(value=200,min=20,max=400,vary=True),\n", " kT_bb = dict(value=0.35,min=0.1,max=2,vary=True,expr=\"1.0*Tin\"),\n", " norm_comp = dict(value=0.1,min=0.001,max=30,vary=True), \n", " )\n", "\n", "fpma_04_fit.set_model(spectral_model,params=start_params)\n", "fpmb_04_fit.set_model(spectral_model,params=start_params) " ] }, { "cell_type": "markdown", "id": "bbed694d-970b-44b6-9c40-f97149229e04", "metadata": {}, "source": [ "## Combining the two and fit the data\n", "\n", "Now that we have two models, we want to tell nDspec that they should be fit together and that parameters with identical names should be shared across all datasets. To do that, we're going to use ndspec's JointFit class. \n", "\n", "JointFit acts similar to a dictionary: it contains each FitObject next to a name, and adds functionality for performing joint fits and inference for each FitObject. In this way, the user-facing methods like ``eval_model``, ``get_resisuals`` etc remain unchanged, and under the hood nDspec is simply looping over the stored FitObjects, calling the appoprirate method, and returning the output normally. Importantly, you can still use the individual objects to perform individual fits like normal and you set the objects data and model individually (as we did above). " ] }, { "cell_type": "code", "execution_count": 6, "id": "9ccbba1a-9585-4fda-b428-7c8d9c1d6d4b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value Min Max Stderr Vary Expr Brute_Step\n", "Gamma 1.5 1.4 2.2 None True None None\n", "Tin 0.35 0.1 2 None True None None\n", "kT_bb 0.35 0.1 2 None False 1.0*Tin None\n", "kT_e 200 20 400 None True None None\n", "nH 0.1 0.05 0.3 None True None None\n", "norm_comp 0.1 0.001 30 None True None None\n", "norm_disk 4 -1 6 None True None None\n" ] } ], "source": [ "from ndspec.JointFit import JointFit\n", "\n", "nustar_joint = JointFit()\n", "nustar_joint.add_fitobj(fpma_04_fit,\"fpma\")\n", "nustar_joint.add_fitobj(fpmb_04_fit,\"fpmb\")\n", "nustar_joint.model_params.pretty_print()" ] }, { "cell_type": "markdown", "id": "54ae52b9-1370-460b-ac55-3f072d0c4cf1", "metadata": {}, "source": [ "Because our starting model is extremely simple, we can simply just run our fit as normal and then visualize the results. If you were using a more complex fit (say, a reflection model), you should instead tweak the parameters a bit before running the fit." ] }, { "cell_type": "code", "execution_count": 7, "id": "6c431e57-3362-462c-882c-639b2ac868d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", " # function evals = 224\n", " # variables = 6\n", "-----------------------\n", " Dataset: fpma\n", " fit statistic = 4228.26276686132\n", " reduced statistic = 3.298176885227239\n", " # data points = 1288\n", " Dataset: fpmb\n", " fit statistic = 4365.861868724975\n", " reduced statistic = 3.3635299450885783\n", " # data points = 1304\n", "-----------------------\n", " total fit stat = 8594.124635586295\n", " total reduced stat = 3.3233273919513904\n", " total data points = 2592\n", "-----------------------\n", "[[Parameters]]\n", " nH: 0.05002162 +/- 0.16040709 (320.68%) (init = 0.1)\n", " Tin: 0.46212979 +/- 0.02046079 (4.43%) (init = 0.35)\n", " norm_disk: 3.82210575 +/- 0.23814911 (6.23%) (init = 4)\n", " Gamma: 1.56654580 +/- 0.00867704 (0.55%) (init = 1.5)\n", " kT_e: 213.793410 +/- 0.14224570 (0.07%) (init = 200)\n", " kT_bb: 0.46212979 +/- 0.02046079 (4.43%) == '1.0*Tin'\n", " norm_comp: 4.22502595 +/- 0.08946359 (2.12%) (init = 0.1)\n" ] } ], "source": [ "nustar_joint.fit_data()" ] }, { "cell_type": "markdown", "id": "2343e1dd-3bc2-4128-a3bf-a7a445e93af6", "metadata": {}, "source": [ "We now want to visualize the results of our fit. The ``JointFit`` class provides two methods to do this. \n", "\n", "``all_plots`` loops over all the stored FitObjects and calls each individual ``plot_model`` method in a separate window. This method is particularly appropriate for plotting datasets that do not share the same information (say, a lag spectrum and a time-averaged spectrum fitted together.\n", "\n", "``joint_plots`` is more apporpriate for our use case, as it performs the same functionality, but uses the same figure for all the fitter objects:" ] }, { "cell_type": "code", "execution_count": 8, "id": "ab3f8c2c-75cc-4538-a3a9-0a436caa92fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nustar_joint.all_plots(units='eeunfold')" ] }, { "cell_type": "code", "execution_count": 9, "id": "0ed25ce5-f04f-4714-86ea-85c1fdfb6a71", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nustar_joint.joint_plot(units='eeunfold',xrange=[3,78],yrange=[7,60])" ] }, { "cell_type": "markdown", "id": "581ade33-ed70-4859-b00f-045814afd36e", "metadata": {}, "source": [ "Finally, we can attempt to refine our fit a bit. It is common when modelling data from different detector to include a cross-calibration constant, which will be fixed to one for a 'reference' detector, and be allowed to vary for the others, in order to accoutn for uncertainties in the cross-calibration of the instrument.\n", "\n", "In nDspec, this is accomplished by calling the ``renorm_timeavg`` method of the joint fit:" ] }, { "cell_type": "code", "execution_count": 10, "id": "7de1d478-c654-4357-b317-08362e22e932", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value Min Max Stderr Vary Expr Brute_Step\n", "Gamma 1.567 1.4 2.2 0.008677 True None None\n", "Tin 0.4621 0.1 2 0.02046 True None None\n", "kT_bb 0.4621 0.1 2 0.02046 False 1.0*Tin None\n", "kT_e 213.8 20 400 0.1422 True None None\n", "nH 0.05002 0.05 0.3 0.1604 True None None\n", "norm_comp 4.225 0.001 30 0.08946 True None None\n", "norm_disk 3.822 -1 6 0.2381 True None None\n", "renorm_fpma 1 0.5 1.5 None True None None\n", "renorm_fpmb 1 0.5 1.5 None True None None\n" ] } ], "source": [ "nustar_joint.renorm_timeavg(True)\n", "nustar_joint.model_params.pretty_print()" ] }, { "cell_type": "code", "execution_count": 11, "id": "dfb413ec-3cf8-43ab-8062-dae0541298da", "metadata": {}, "outputs": [], "source": [ "nustar_joint.model_params['renorm_fpma'].vary=False\n", "nustar_joint.model_params['renorm_fpmb'].value=0.95" ] }, { "cell_type": "code", "execution_count": 12, "id": "238877c5-cb3b-4f6f-ac01-e96375278b93", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", " # function evals = 163\n", " # variables = 7\n", "-----------------------\n", " Dataset: fpma\n", " fit statistic = 3906.5562237307963\n", " reduced statistic = 3.049614538431535\n", " # data points = 1288\n", " Dataset: fpmb\n", " fit statistic = 3785.389444385545\n", " reduced statistic = 2.9185732030728953\n", " # data points = 1304\n", "-----------------------\n", " total fit stat = 7691.945668116341\n", " total reduced stat = 2.9756076085556447\n", " total data points = 2592\n", "-----------------------\n", " nH: at boundary\n", "[[Parameters]]\n", " nH: 0.05000029 +/- 0.04165207 (83.30%) (init = 0.05002162)\n", " Tin: 0.46431506 +/- 0.01050497 (2.26%) (init = 0.4621298)\n", " norm_disk: 4.16541873 +/- 0.10151906 (2.44%) (init = 3.822106)\n", " Gamma: 1.57401937 +/- 0.00206623 (0.13%) (init = 1.566546)\n", " kT_e: 213.708342 +/- 0.10071648 (0.05%) (init = 213.7934)\n", " kT_bb: 0.46431506 +/- 0.01050497 (2.26%) == '1.0*Tin'\n", " norm_comp: 4.27197092 +/- 0.07571203 (1.77%) (init = 4.225026)\n", " renorm_fpma: 1 (fixed)\n", " renorm_fpmb: 0.99292732 +/- 0.00189809 (0.19%) (init = 0.95)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nustar_joint.fit_data()\n", "nustar_joint.joint_plot(units='eeunfold',xrange=[3,78],yrange=[7,60])" ] }, { "cell_type": "markdown", "id": "e256aebe-e92f-480b-b4ba-e4358ab79d06", "metadata": {}, "source": [ "It looks like our fit improved marginally, but in this particular case the flux difference between the two detector is minor.\n", "\n", "From here, users might want to perform inference on their joint fit in order to estabilish posterior distributions, Bayesian evidence, etc. Doing so is identical to the one-dimensional case discussed in the [power spectrum inference tutorial](https://ndspec.readthedocs.io/en/latest/fit_psd.html); you would simply pass the JointFit object to the nDspec sampling utlity functions." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }