From 81d161720df91feeae5e7bbd96fa3782bc518983 Mon Sep 17 00:00:00 2001 From: Henrike Fleischhack Date: Mon, 7 Jun 2021 14:41:34 -0400 Subject: [PATCH 1/2] Updates for python 3 --- .../exploring_electron_spectra.ipynb | 46 +- .../exploring_electron_spectra.py | 6 +- .../exploring_pion_decay_spectra.ipynb | 100 ++--- .../exploring_pion_decay_spectra.py | 6 +- .../naima_examples/fitting_IC_spectrum.ipynb | 410 ++++++++---------- .../naima_examples/fitting_IC_spectrum.py | 2 +- 6 files changed, 256 insertions(+), 314 deletions(-) diff --git a/Advanced_Topics/naima_examples/exploring_electron_spectra.ipynb b/Advanced_Topics/naima_examples/exploring_electron_spectra.ipynb index 20f5fc2..6297fea 100644 --- a/Advanced_Topics/naima_examples/exploring_electron_spectra.ipynb +++ b/Advanced_Topics/naima_examples/exploring_electron_spectra.ipynb @@ -38,7 +38,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -47,9 +47,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, "metadata": { @@ -83,8 +83,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "dN/dE( 1.0 GeV ) = 1995262.31497 1 / eV\n", - "dN/dE( 1000.0 GeV ) = 1.0 1 / eV\n", + "dN/dE( 1.0 GeV ) = 1995262.3149688807 1 / eV\n", + "dN/dE( 1000.0 GeV ) = 0.9999999999999996 1 / eV\n", "dN/dE( 1.0 TeV ) = 1.0 1 / eV\n" ] } @@ -94,7 +94,7 @@ "#naima models are phyical and accept/return astropy quantities.\n", "#Try: electrons( 2.0 ) without a unit...\n", "for E in [ 1*u.GeV, 1000*u.GeV, 1*u.TeV]:\n", - " print \"dN/dE(\", E, \") = \", electrons(E)\n" + " print( \"dN/dE(\", E, \") = \", electrons(E) )\n" ] }, { @@ -106,8 +106,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Flux dN/dE: [ 0.00335333] 1 / (cm2 eV s)\n", - "SED E^2dN/dE: [ 5.37262908e-09] erg / (cm2 s)\n" + "Flux dN/dE: [0.00335333] 1 / (cm2 eV s)\n", + "SED E^2dN/dE: [5.37262908e-09] erg / (cm2 s)\n" ] } ], @@ -129,8 +129,8 @@ "synch.set_We(10**50 * u.erg)\n", "\n", "#units check...\n", - "print \"Flux dN/dE:\", synch.flux([1]*u.keV, distance=2*u.kpc)\n", - "print \"SED E^2dN/dE:\", synch.sed([1]*u.keV, distance=2*u.kpc)\n" + "print( \"Flux dN/dE:\", synch.flux([1]*u.keV, distance=2*u.kpc) )\n", + "print( \"SED E^2dN/dE:\", synch.sed([1]*u.keV, distance=2*u.kpc) )\n" ] }, { @@ -141,7 +141,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -150,9 +150,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, "metadata": { @@ -233,30 +233,28 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.7.10" } }, "nbformat": 4, diff --git a/Advanced_Topics/naima_examples/exploring_electron_spectra.py b/Advanced_Topics/naima_examples/exploring_electron_spectra.py index 77d5bd4..cc2c392 100644 --- a/Advanced_Topics/naima_examples/exploring_electron_spectra.py +++ b/Advanced_Topics/naima_examples/exploring_electron_spectra.py @@ -43,7 +43,7 @@ #naima models are phyical and accept/return astropy quantities. #Try: electrons( 2.0 ) without a unit... for E in [ 1*u.GeV, 1000*u.GeV, 1*u.TeV]: - print "dN/dE(", E, ") = ", electrons(E) + print( "dN/dE(", E, ") = ", electrons(E) ) @@ -66,8 +66,8 @@ synch.set_We(10**50 * u.erg) #units check... -print "Flux dN/dE:", synch.flux([1]*u.keV, distance=2*u.kpc) -print "SED E^2dN/dE:", synch.sed([1]*u.keV, distance=2*u.kpc) +print( "Flux dN/dE:", synch.flux([1]*u.keV, distance=2*u.kpc) ) +print( "SED E^2dN/dE:", synch.sed([1]*u.keV, distance=2*u.kpc) ) # In[47]: diff --git a/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.ipynb b/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.ipynb index 1314697..d536bab 100644 --- a/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.ipynb +++ b/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.ipynb @@ -2,10 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -19,10 +17,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "#using dummy amplitudes for the protons here, will set total proton energy later.\n", @@ -36,29 +32,29 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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SbFU92LKiqhVAbuBCMsYY49XAiXBgCzSH11i1/iSSZhFpHfVQRI4jyBNbGWOM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\nEokxxphusURijDGmWyyRGGOM6Zb/H6YFlaH5AF3pAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -79,17 +75,15 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dN/dE( 1.0 GeV ) = 1000000.0 1 / eV\n", - "dN/dE( 1000.0 GeV ) = 1.0 1 / eV\n", + "dN/dE( 1000.0 GeV ) = 0.9999999999999996 1 / eV\n", "dN/dE( 1.0 TeV ) = 1.0 1 / eV\n" ] } @@ -99,16 +93,14 @@ "#naima models are phyical and accept/return astropy quantities.\n", "#Try: protonsPL( 2.0 ) without a unit...\n", "for E in [ 1*u.GeV, 1000*u.GeV, 1*u.TeV]:\n", - " print \"dN/dE(\", E, \") = \", protonsPL(E)\n", + " print( \"dN/dE(\", E, \") = \", protonsPL(E) )\n", "\n" ] }, { "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -136,35 +128,35 @@ "pionsCutoff.set_Wp(10**50 * u.erg)\n", "\n", "#units check...\n", - "print \"Flux dN/dE:\", pionsPL.flux([1]*u.TeV, distance=2*u.kpc)\n", - "print \"SED E^2dN/dE:\", pionsPL.sed([1]*u.TeV, distance=2*u.kpc)\n" + "print( \"Flux dN/dE:\", pionsPL.flux([1]*u.TeV, distance=2*u.kpc) )\n", + "print( \"SED E^2dN/dE:\", pionsPL.sed([1]*u.TeV, distance=2*u.kpc) )\n" ] }, { "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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oGiyRGHMeyFwLH9/sjOwa9P/gogfA17PLzxcWKqt2ukZ+bdjN4RN5NHGN/BrX\nM4oLopucUyO/PJFIZlR0oareUMXYap0lEmPOE7kn4PM/wOqZ0LoPTHgNmrStmVvlF7L0p33MXpfJ\nok17OJVXSFTjIJISIxnXM4rOLer/ml91ZvhvXWCJxJjzTMrH8OnvAHEedXUdXaO3O5aTz8KNe5iV\nnMnyrfsoVOjWKoxxiZGMTYykVSP3ZuTXNZ5okdxV0YWq+kwVY6t1lkiMOQ8dTIUPpsHuZBh8J1z4\nAPjWfAf5vuwc5q7PZFZyJut2HUYE+rdrxrie9W+3R08kkgdd33YB+gBzXOdXAEuLhu/WB5ZIjDlP\n5Z2CBfc6j7pihsBVM896Rnx1pO4/zuzkDGYnZ5K6/zgBfj6M6BpBUmIUF3YNJ9Cvbu/26LFHWyKy\nEJigqtmu81DgA1Ud5ZFIa4ElEmPOc8n/gbl3Qkg4XPMfaBVfq7dXVdalH2HW2gzmrs9k/7Fcwhr4\nMTo+knGJdXd5Fk8mkh+BBFXNcZ0HAutUtatHIq0FlkiMMWSsgfeuhVOHYdwL0ONKr4SRX1DI8m37\nmZ2cyYKUPZzMKyjupL+yZxSd6lAnvScTyf3Ar4BPAAWuBN4vb22susgSiTEGgOy98P51kP4DDP8j\nDPt9tWfDV8fxHGd5lk/WZrDM1UnfIzKMK13Ls0SENfBabODhUVsi0gsY4jpdqqprqxlfrbJEYowp\nlp/jjOha9y4kTIYr/gF+3t/0Kiv7FHPX7WZWcgbr04/gIzCoY3PG94ry2kx6T3S2rwK+AeYDi1X1\nlGdDrD2WSIwxp1GFJU/A4kedTvir34agxt6Oqti2rGPMWpvBJ2szyDh8kuAAX0b2aMmVPaMY1LE5\nvrXUn+KJROIHDAZGARcCB4DPgfmq+pMHY61xlkiMMWVa9z7MvhWad4YpH5/1KsI1rWgm/Sdr05m7\nfjfZp/KJCA109ae0pntkWI3e3+MTEkWkFXAZTmLpBKxQ1f+pVpS1xBKJMaZc2792OuFDmsGUWdCs\n0tWfvOJUXgFf/5jFx2szWLwli7wCpWvLUCb0ak1SYs30p9TozHYR8QEGqOo3VQmutlkiMcZUKGM1\nvHMViA9c93GtDw8+WweP5zJ3fSYfr8kgeddhfAQGdwpngqs/JSjAM/NTPLXWVnlZRlX1xmrEV6ss\nkRhjKrV/K7w5DnKPwZRPIMqtBc69bse+Y3y85pf+lIaBflwe15IJvVpXe36KJxLJhDKKo4H/B/iq\nausqR1cb8FjkAAAgAElEQVTLLJEYY9xyaCe8MQZOHobrPoI2fb0dkdsKC5XvUw/y0Zp05m/YzfHc\nAto0DeL6/jH8emj7KtXp6eG/7YE/AkOBZ4HXVDW3SpGdJREZB4wGIoDnVXWhiETjbLG7H/hJVR+v\nqA5LJMYYtx1JhzeugGNZcO2H0HaAtyM6aydy8/l84x4+Wp1BTPNgHhkXV6V6PJJIRKQbcD/QE2dP\nkrfPZq92EXkdGANkFW1s5SofBfwDZz+Sf1eWCFzXNAGeUtUbReRioIOqviwib6rq9RVda4nEGHNW\nju52kkn2Hrh+NrS+wNsRVVlhoVb58Za7iaTcbb1E5APgM2AFzuZUc4AwEWkqIk3djGMmziivkvX6\nAs/jjADrDkwSke4iEicic0sdESUufcB1HcBa4BoR+Qr42s1YjDHGPWGtYOocZyTX21fC7vXejqjK\namMNr4r2h+zj+no38D2wusTh1j/vVXUpcLBUcV9gm6rucD0eew9IUtUNqjqm1JEljr/jzF9Z46rj\nBpzdFi/CeexljDGeFRYJ18+BgFB4axzs2+LtiOqschOJqsaoajvX0b7E9+1UtWo9N44oYFeJ83RX\nWXluBy4GJorIb11lC4A7ROQlIK2si0TkZhFZJSKr9u3bV41wjTHnrSZtnZaJjx+8dSUcyfB2RHVS\nuYu3uNbXKleJ1sHZKqudVW5Hjao+BzxXqiwFmFjRTVT1FeAVcPpIzj5MY4zBmaB43Ucw43J4ewJM\nnw9BTbwdVZ1S0SpgT7u+NgB6A+twkkA8zqOuwVW8ZzrQpsR5ayCzinUZY0zNaxnnrMf19gR4d7Iz\nz8Tfuyvz1iUVPdq6UFUvBHYCvVS1t6pegDOCa1s17rkS6CQi7UQkALiGX3ZfNMaYuqn9MBj/Mvz8\nLXzyGygs9HZEdUZFne1FuqrqhqIT12OlRHcqF5F3cUZ9dRGRdBG50TV8+DacBSA3A/9V1Y1nH7ox\nxtSy2AlwycOwaRYsqXTWwnnDnQXuN4vIv4G3cfoyrsNJAJVS1UnllH+GM7TYGGPql4G3OyO4lvzd\nWTU4rsLu2vOCO4nkBuAW4Heu86XAizUWkTHG1GUiMOYZOLjdWYK+Sbt6PWHRE6q0+m99YzPbjTEe\nd3w/vHohFOTDb5ZCw3BvR+Rx1Z7ZbowxpgIhzeHqd+DkQfjoRigs8HZEXmOJxBhjqqpVPIx+GlKX\nwNePejsar7FEYowx1dHzOug5BZY9BVsWeDsar6g0kYhIbxH5RETWiMh6EdkgIvV3BTNjjPG0y5+E\nlvEw67dw9PybX+1Oi+QdYAYwAbgCZ1n4K2oyKGOMqVf8g2DiDMjPOS8nK7qTSPap6hxVTVXVnUVH\njUdmjDH1SfOOMOpxSF0KK/7p7WhqlTvzSB50TUj8EsgpKlTVj2ssKmOMqY96XQ/bFsGXD0O7YRDp\n1iIg9Z67ExK7Av5AUXtNAUskxhhTkghc8RykD4KPfw2/WXZeLO7oTiJJUNWqbfhrjDHnm+CmkPQv\neHu8s4zKxQ96O6Ia504fyXci0r3GIzHGmHNFxxHOsOBv/gGZa70dTY1zJ5EMBpJFZIsN/zXGGDdd\n+jcICYfZt0F+rrejqVHuPNoaVeNRGGPMuSaoMYx5Ft6bBMufheH3ejuiGuNOi0TLOWqFiHQTkZdE\n5EMRucVV1l5EXhORD2srDmOMOWtdL4fYibD0Sdhfnf0A6zZ3Esk8YK7r65fADmC+O5WLyOsikiUi\nKaXKR7kelW0TkfsqqkNVN6vqb4Ff4Wz5i6ruUNUb3YnBGGO8atRjzoTF+ffAObraeqWJRFXjVDXe\n9bUT0BdY7mb9Myn1aExEfIHngcuA7sAkEekuInEiMrfUEeG6Zqzrnl+6/cmMMaYuaBgBF94P27+C\nzZ96O5oacdaLNqrqGqCPm+9dChwsVdwX2OZqVeQC7wFJqrpBVceUOrJc9cxR1YHAtWcbrzHGeF2f\nm6BFLCz4A+Qe93Y0HldpZ7uI3FXi1AfoBeyrxj2jgF0lztOBfhXcfzgwHgjEtT2viDQD/gb0FJE/\nqOpjZVx3M3AzQHR0dDXCNcaYavL1g8ufghmjYNnTMOLP3o7Io9wZtRVa4vt8nL6Sj6pxTymjrNwH\nh6q6GFhcquwA8NuKbqKqrwCvgLND4tkGaYwxHtV2ACRMgm+ec5adb9rO2xF5TIWJxNWf0VBV7/Hg\nPdOBNiXOWwPn37rLxpjzz4gHYeMs+OphmPi6t6PxmAr7SFS1AOdRlietBDqJSDsRCQCuAeZ4+B7G\nGFP3hLWCgbdBykeQsdrb0XiMO53tySIyR0SmiMj4osOdykXkXWAF0EVE0kXkRlXNB24DPgc2A/9V\n1Y1V/gTGGFOfDLwDgpvDwj+fM8OB3ekjaQocAC4qUebW6r+qOqmc8s9wdZwbY8x5pUEYDL8PPrsb\nti6EziO9HVG1uZNI/q2q35QsEJFBNRSPMcac+y6YBt+9CIv+DB0vBh9fb0dULe482iprq6/za/sv\nY4zxJF9/Zwjwvh8hpf5v7VRui0REBgADgfBSc0nCgPqdPo0xxtu6jYWIHs6eJbHj63WrpKIWSQDQ\nECfZhJY4jgITaz40Y4w5h/n4wLDfw4GtsPETb0dTLeW2SFR1CbBERGaq6s5ajMkYY84P3cZCRHdY\n8gT0uLLetkrc6SP5t4g0LjoRkSYi8nkNxmSMMecHHx8Yeg/s3wKbZnk7mipzJ5E0V9XDRSeqegiI\nqLmQjDHmPNJ9HIR3dVolhYXejqZK3EkkhSJSvOqhiLSlFje2MsaYc1pRq2Tfj7Clfk6vcyeR3A8s\nF5G3ROQtYCnwh5oNyxhjziPdx0GjaFjxL29HUiXubGy1AGe9rfeB/wIXqKr1kRhjjKf4+kH/W+Dn\nFZBe/9bgqjSRiIjg7HLYS1U/BYJFpG+NR2aMMeeTXlMgsBGsqH/zvd15tPUCMAAoWjcrG2erXGOM\nMZ4SGAoXTIVNs+FQ/Zpx4U4i6aeqtwKnoHjUVkCNRmWMMeejfr8F8XHW4apH3Ekkea4NrhRARMKB\n+jlGzRhj6rJGUdBjPKx9C04ervz9dYQ7ieQ54BOghYj8DVgOPFqjUZUgIt1E5CUR+VBEbilRHiIi\nq0VkTG3FYowxNW7ArZB7DNa96+1I3ObOqK13gN/jJI9MYJyqfuBO5SLyuohkiUhKqfJRIrJFRLaJ\nyH2V3H+zqv4W+BXQu8RL9+KMIjPGmHNHZCJEXQCrZtSbja/caZEABOOs+OsDBJ1F/TNxRnwVcz0m\nex64DOgOTBKR7iISJyJzSx0RrmvG4rSEvnSdXwxsAvaeRSzGGFM/XHCDs2zKzm+9HYlb3Bn++2fg\nDZydEpsDM0TkAXcqV9WlwMFSxX2Bbaq6Q1VzgfeAJFXdoKpjSh1ZrnrmqOpA4FpXHRcC/YHJwK9F\nxN2EaIwxdV/seGco8OoZ3o7ELe7skDgJ6KmqpwBE5HFgDfBIFe8ZBewqcZ4O9CvvzSIyHBgPBOLa\nnldV73e9Ng3Yr6pndP6LyM3AzQDR0dGlXzbGmLorIAQSrnESyai/Q0gzb0dUIXf+JZ8GNChxHghs\nr8Y9pYyych8EqupiVb1DVX+jqs+Xem2mqs4t57pXVLW3qvYODw+vRrjGGOMFvW+AglxIfsfbkVTK\nnUSSA2wUkZkiMgNIAY6JyHMi8lwV7pkOtClx3hqnE98YY0yRiG4QPQBWz6zzqwK782jrE9dRZHE1\n77kS6CQi7YAM4Bqcvg5jjDEl9Z4OH/8a0pZB+2HejqZclSYSVX2j6HsRaQK0UdX17lQuIu8Cw4Hm\nIpIOPKiqr4nIbcDnOCPBXlfVjVUJ3hhjzmndxkLg/8K69+p3IhGRxcBY13uTgX0iskRV76rsWlWd\nVE75Z7g6zo0xxpTDvwF0T3L2dB/9NAQEezuiMrnTR9JIVY/ijJyaoaoXABfXbFjGGGMAZ/RW7jH4\ncZ63IymXO4nET0Ra4cwsL3OElDHGmBoSPRAatYH173k7knK5k0j+itOfsU1VV4pIe2BrzYZljDEG\ncLbijbsKtn8F2XVzMQ931tr6QFXjVfV/XOc7VHVCzYdmjDEGcB5vaSGkfOjtSMpkS4sYY0xdF94F\nWiU6o7fqIEskxhhTHyRcA3vWQ9Zmb0dyBncWbfStjUCMMcZUIHaCs3tiykfejuQM7rRItonIkyLS\nvcajMcYYU7aGEdB2EGya4+1IzuBOIokHfgL+LSLficjNIhJWw3EZY4wprdtYZ5+SfVu8Hclp3Bm1\nla2qr7r2A/k98CCwW0TeEJGONR6hMcYYRzfXzuJ1rFXiVh+JiIwVkU+AfwBPA+2BT7FlTowxpvaE\nRULrPrB5trcjOY07j7a2AknAk6raU1WfUdW9qvohsKBmwzPGGHOabmNhzwY4mOrtSIq51Ueiqjeq\n6hmbB6vqHTUQkzHGmPJ0H+t83Vx3Hm+5sx9JvojcCvSgxE6Jqjq9xqIqQUS6Ab/D2S/+S1V9UUSG\n4Ozf7gd0d/XfGGPMua9JDLSMd/pJBv3O29EA7rVI3gJaAiOBJTg7Gma7U7mIvC4iWSKSUqp8lIhs\nEZFtInJfRXWo6mZV/S3OopG9XWXLXGVzgTcqut4YY8453cdCxio4kuHtSAD3EklHVf0TcNy1ydVo\nIM7N+mcCo0oWuCY4Pg9cBnQHJolIdxGJE5G5pY4I1zVjgeXAl6Xqnwy862YsxhhzbuiW5Hz9sW4s\nyO5OIslzfT0sIrFAIyDGncpVdSlwsFRxX5yVhHeoai7wHpCkqhtUdUypI8tVzxzX46triyoRkWjg\niGuvFGOMOX+Ed4ZmHWHrQm9HArjXR/KKa4vdB4A5QEPgz9W4ZxSwq8R5OtCvvDeLyHCcTbUCOX24\n8Y3AjAquuxm4GSA6Orrq0RpjTF3U6VJY+RrknvD6zonu7Nn+b9e3S3Hmj1SXlHWbCu6/GFhcRvmD\nFd1EVV8BXgHo3bt3ufUbY0y91PFi+O4FSFsGnUd6NRR3JiQ+KiKNS5w3EZFHqnHPdKBNifPWQGY1\n6jPGmPNP20HgHwxbF3k7Erf6SC5T1cNFJ6p6CLi8GvdcCXQSkXYiEgBcg/PIzBhjjLv8G0C7YbD1\nc1DvPnRxJ5H4ikhg0YmIBOH0V1RKRN4FVgBdRCRdRG5U1XzgNpztezcD/1XVjWcfujHGnOc6XQKH\nf4b93t393J3O9reBL0VkBk5fxnTcnLuhqpPKKf8MW6fLGGOqp9Mlztdti5yRXF7izuq/TwCPAN1w\nZrc/7CozxhjjTY2jIbyb14cBu9MiAecRVL6qfiEiwSISqqpuzW6vq/Ly8khPT+fUqVPeDsWY80aD\nBg1o3bo1/v7+3g7l3NHpEvjuRcg5BoENvRJCpYlERH6NMx+jKdABZx7IS8CImg2tZqWnpxMaGkpM\nTAwiZY1INsZ4kqpy4MAB0tPTadeunbfDOXd0ugS+fQ5Sl0DX0V4JwZ3O9luBQcBRAFXdCkTUZFC1\n4dSpUzRr1sySiDG1RERo1qyZPQXwtDb9ISAUtn3htRDcSSQ5rqVMABARPyqYQFifWBIxpnbZ/3M1\nwC8A2g6A1GVeC8GdRLJERP4IBInIJcAHOLsjmmry9fUlMTGR2NhYrrrqKk6cOAHAwIGeXxU/LS2N\n2NhYj9frTYsXL+bbb8/YJqfGrF27lptuugmAmTNnEh4eTmJiIt27d+fVV18tLr/ttttqNI6a+twX\nX3wxhw4d8ni9pha0GwoHtsLR3V65vTuJ5D5gH7AB+A3OsN0HajKo80VQUBDJycmkpKQQEBDASy+9\nBFCrfxzrs4r+oObn53v8fo8++ii333578fnVV19NcnIyixcv5o9//CN79+712L0qir+mEsmUKVN4\n4YUXPF6vqQUxQ5yvacu9cnt3hv8WquqrqnqVqk50fX9OPNqqS4YMGcK2bdsAaNjQGXmhqtxzzz3E\nxsYSFxfH+++/Dzh/SIYPH87EiRPp2rUr1157LWX9SlavXk1CQgIDBgzg+eefLy4vKCjgnnvuoU+f\nPsTHx/Pyyy8Xv/bEE08QFxdHQkIC993nbBXz6quv0qdPHxISEpgwYQInTpwgOzubdu3akZfnLA59\n9OhRYmJiis+LfPDBB8TGxpKQkMDQoUMB51/tSUlJjBo1ii5duvCXv/yl+P1vv/02ffv2JTExkd/8\n5jcUFBQAsGDBAnr16kVCQgIjRowgLS2Nl156iWeffZbExESWLVvGtGnTuOuuu7jwwgu59957eeih\nh3jqqaeK646NjSUtLY20tDS6du3KTTfdRGxsLNdeey1ffPEFgwYNolOnTvzwww9n/Cyzs7NZv349\nCQkJZ7wWERFBhw4d2LlzZ7m/35JiYmK499576du3L3379i3+vZeO/+DBg4wbN474+Hj69+/P+vXr\ny/zcO3fuZMSIEcTHxzNixAh+/vnn4vruuOMOBg4cSPv27fnwww8B2L17N0OHDi1uDS9b5jwSGTt2\nLO++a7sy1Est46BBI6fD3RtUtcwDpwWyvryjvOvq4nHBBRdoaZs2bTqjrLaFhISoqmpeXp6OHTtW\nX3jhhdPKP/zwQ7344os1Pz9f9+zZo23atNHMzEz9+uuvNSwsTHft2qUFBQXav39/XbZs2Rn1x8XF\n6eLFi1VV9e6779YePXqoqurLL7+sDz/8sKqqnjp1Si+44ALdsWOHfvbZZzpgwAA9fvy4qqoeOHBA\nVVX3799fXOf999+vzz33nKqqTps2TT/55JPiOu+6664zYoiNjdX09HRVVT106JCqqs6YMUNbtmyp\n+/fv1xMnTmiPHj105cqVumnTJh0zZozm5uaqquott9yib7zxhmZlZWnr1q11x44dp8X14IMP6pNP\nPll8r6lTp+ro0aM1Pz+/zNd79Oihqampmpqaqr6+vrp+/XotKCjQXr166Q033KCFhYU6a9YsTUpK\nOuNzfPXVVzp+/Pji8xkzZuitt96qqqrbt2/X8PBwPXDgwGnl5Wnbtq0+8sgjqqr6xhtv6OjRo8uM\n/7bbbtOHHnpIVVW//PJLTUhIKPNzjRkzRmfOnKmqqq+99lpx/FOnTtWJEydqQUGBbty4UTt06KCq\nqk899VTx/fPz8/Xo0aPFdXXs2PG033dNqAv/752T/jNJ9f/iPVolsErd+Btb0fDfMa6vt7q+vuX6\nei1wwsP5zKv+8ulGNmV6dluT7pFhPHhFjwrfc/LkSRITEwGnRXLjjTee9vry5cuZNGkSvr6+tGjR\ngmHDhrFy5UrCwsLo27cvrVu3BiAxMZG0tDQGDx5cfO2RI0c4fPgww4YNA5zHFvPnzwdg4cKFrF+/\nvvhfqEeOHGHr1q188cUX3HDDDQQHO0tSN23aFICUlBQeeOABDh8+zLFjxxg50llp9KabbuKJJ55g\n3LhxzJgxo7ifoKRBgwYxbdo0fvWrXzF+/Pji8ksuuYRmzZoBMH78eJYvX46fnx+rV6+mT58+xT+f\niIgIvvvuO4YOHVo8ZLQorrJcddVV+Pr6VvhzB2jXrh1xcc7+bD169GDEiBGICHFxcaSlpZ3x/t27\ndxMeHn5a2fvvv8/y5csJDAzk5ZdfrjCu0iZNmlT89c477ywz/uXLl/PRRx8BcNFFF3HgwAGOHDly\nRl0rVqzg448/Bpzf8+9///vi18aNG4ePjw/du3cvfvTWp08fpk+fTl5eHuPGjSv+bxCc1lVmZmbx\n78bUI+2GwpZ5zpIpjWt364xyE4mq7gQQkUGqOqjES/eJyDfAX2s6uHNdUR9JebSCJ4iBgb8sd+br\n63vGM3VVLXeEjKryz3/+szghFFmwYEGZ10ybNo1Zs2aRkJDAzJkzWbx4MeAkibS0NJYsWUJBQUGZ\nnfkvvfQS33//PfPmzSMxMbH485a+j4igqkydOpXHHnvstNfmzJnj9mifkJCQ4u/9/PwoLCwsPi85\n7LTkz8/Hx6f43MfHp8z+iaCgoDOGrV599dX861//ciuu0kp+npLfl4y/rN+/Oz+Hku8p+TmL6hs6\ndChLly5l3rx5TJkyhXvuuYfrr78ecH5GQUFBZ/FJTJ3RztVPkroMel5b8Xs9zJ2Z7SEiMlhVlwOI\nyEAgpJJr6pXKWg7eMnToUF5++WWmTp3KwYMHWbp0KU8++SQ//vhjpdc2btyYRo0asXz5cgYPHsw7\n77xT/NrIkSN58cUXueiii/D39+enn34iKiqKSy+9lL/+9a9MnjyZ4OBgDh48SNOmTcnOzqZVq1bk\n5eXxzjvvEBUVVVzX9ddfz6RJk/jTn/5UZhzbt2+nX79+9OvXj08//ZRdu5w9zRYtWsTBgwcJCgpi\n1qxZvP766wQHB5OUlMSdd95JREQEBw8eJDs7mwEDBnDrrbeSmppKu3btiuMKDQ3l6NHyW5IxMTHM\nnetsRbpmzRpSU1Pd+rmXpVu3bjz99NNVvr60999/n/vuu4/333+fAQMGlPmeoUOH8s477/CnP/2J\nxYsX07x5c8LCws743AMHDuS9995jypQpvPPOO6e1TMuyc+dOoqKi+PWvf83x48dZs2YN119/ParK\nnj17iImJ8djnNLUovBsEN3P2J6mDieRG4HURaYQzf+QIzsKNpoZdeeWVrFixgoSEBESEJ554gpYt\nW7qVSABmzJjB9OnTCQ4OPq31cdNNN5GWlkavXr1QVcLDw5k1axajRo0iOTmZ3r17ExAQwOWXX86j\njz7Kww8/TL9+/Wjbti1xcXFkZ/+yOs61117LAw88UPyoprR77rmHrVu3oqqMGDGChIQEkpOTGTx4\nMFOmTGHbtm1MnjyZ3r17A/DII49w6aWXUlhYiL+/P88//zz9+/fnlVdeYfz48RQWFhIREcGiRYu4\n4oormDhxIrNnz+af//znGfeeMGECb775JomJifTp04fOnau+qF3Xrl05cuQI2dnZhIaGVvjemTNn\nMmvWrOLz7777rvgxZJGcnBz69etHYWFhuR3cDz30EDfccAPx8fEEBwfzxhvOWqmlP/dzzz3H9OnT\nefLJJwkPD2fGjHI3DgWcwRpPPvkk/v7+NGzYkDfffBNwBmf0798fPz93V04ydYqPjzN6K3Wps6x8\nbc7ZcacjxdUkDgMaufv+unTU1c72c8EHH3yg11133Vld406HdF30zDPP6Kuvvlrtetq2bav79u3z\nQESedccdd+gXX3xR4/ex//dq0A+vqj4Yprp/m0eqw83OdnfmkRQlnKOqemZPXy0QkRARWS0iY0qc\nvyEir4pI7bbhTLHbb7+d++67r9zHWueaW2655bQ+h3NNbGwsI0bU6yX0TIwzxJ7UpbV6W9EKOnSr\nXbnI6zijv7JUNbZE+SjgH4Av8G9VfbySev4KHAc2qupcEZkCHFbVT0XkfVW9uqLre/furatWrTqt\nbPPmzXTr1q1Kn8sYU3X2/14NUoWnuziPuCa+Vu3qRGS1qvau7H01/TB0JvAv4M2iAhHxBZ4HLsHZ\nv32liMzBSSqPlbp+OhAPbAIalChvjTPPBaCgJgI3xph6RwSi+0P6mZNqa5JbicQ1Uium5PtV9c1y\nL/jlPUtFJKZUcV9gm6rucNX9HpCkqo/xy9yVkve+EGeUWHfgpIh8hpOAWgPJuLfMizHGnB9a94VN\nsyF7D4S2rJVburMfyVs4+5Ak88u//pUSrYyzFAXsKnGeDvQr782qer8rjmnAflUtFJGPgX+JyGjK\nWUBSRG7G2UeF6OjanZxjjDFe08b153TXD9B9bK3c0p0WSW+gu3quM6WsMWmV1q2qM0t8fxy4oZL3\nvwK8Ak4fydmFaIwx9VSrePANhF3f11oiceexUArgyfZROtCmxHlrINOD9dcbtox89XhzGXmA+fPn\n07t3b7p160bXrl25++67K7w+LS2N//znP27da9KkScTHx/Pss8/y448/kpiYSM+ePdm+fXu1PkNp\ns2bNYtOmTR6tMzc3l6FDh9bICszGDX6BEJnotEhqiTuJpDmwSUQ+F5E5RUc17rkS6CQi7UQkALgG\nqE599ZYtI1893lxGPiUlhdtuu423336bzZs3k5KSQvv27Su83t1EsmfPHr799lvWr1/PnXfeyaxZ\ns0hKSmLt2rV06NDhrOOu6GdRE4kkICCAESNGFK9WbbygTV/YnQz5ObVzv8ommgDDyjrcmaQCvAvs\nBvJwWiI3usovB34CtgP3u1NXdY66OiGxaJVfVdUXX3xRb7nlltPKCwsLi1ftjY2N1ffee09VVb/+\n+msdNmyYTpgwQbt06aKTJ0/WwsLCM+pftWqVxsfHa//+/U9b/Tc/P1/vvvtu7d27t8bFxelLL71U\nfM3f//53jY2N1fj4eL333ntVVfWVV17R3r17a3x8vI4fP16PHz+uR48e1ZiYmOKVeo8cOaJt27Yt\nPi/y3//+V3v06KHx8fE6ZMgQVXUmJI4dO1ZHjhypnTt3Ll7hVlX1rbfe0j59+mhCQoLefPPNxSvh\nzp8/X3v27Knx8fF60UUXaWpqqrZo0UIjIyM1ISFBly5dqlOnTtU777xThw8frnfddVeFq/926dJF\nb7zxRu3Ro4dOnjxZFy1apAMHDtSOHTvq999/f8bP8ujRo9q5c+fi8ylTpuhrr71W5u916tSp+sEH\nH5zxe+7Xr5+GhYVpQkKCPvPMM3ry5EmdNm2axsbGamJion711Veq+v/bO/sgrar7jn++yOoqINKA\nL1MIWxoqviwLIcAQKDCLo4KOMKgBjR0xzqZoC2achOhYLdL6MtGoxaZVgwQCagirERJ8axtwhbQR\nVEAUu7EgSqtClkSDuwGFX/+493l89uF55Xm9y+8zc2fvPefce773PHfv7557zv39Aq/NtbW11tDQ\nYPPnz4+f58SJE4+oq0ePHnbjjTfa8OHDrbGx0fbs2WNmZhMmTLCbb77Zxo8fb/fee6+988471tjY\naPX19dbY2Gi7du2yDRs2WJ8+fayurs4aGhrs7bffttdee81Gjx5t9fX1Nm3aNNu3b1/8ePPmzbOR\nI/+UePUAAA6DSURBVEfa4MGDraWlxczMtm3bFv+96uvrrbW11czMNm/ebJMnT07ZPtXwv9fleXN1\n8GHiu0dey/lAjh8k5vpV+2kEM6ouBk7NZZ9qWqrdkLgb+ei5kR8+fLht3rz5iHIxHakMydq1a+Mu\n480Cd+6zZs0yM7Pt27fbgAEDrKOjw3bu3Bn/rVKdRyKALV++3MzMbr/99rjHgAkTJsQfTMwyu5pP\n1Jp4zdx66612ww03xI8X+33XrFljkyZNMrPA1X2s/gMHDlh7e7uZBQ8rffv2Tam5Gv73ujwffxAY\nkg0LCzpMroYkl1lbXwPuAdYRDJQ/KOk7ZtZclC5RNfDsTfDB69nL5cPp9TA543eW7kY+4m7kC2X9\n+vXxV2VDhgxh4MCBtLa2cvLJJ+d8jG7dujFjRvA97lVXXdWpjWPpkNnVfIzka+bqq6/m8ssvj+fH\njj1ixIh4G40ZM4Y77riD3bt3M336dAYPHgwE43/HH398Tr7JnBLQ6zQ4ZWAw4M6crMULJZdZW7cA\nI81sD4CkfsC/A13HkFQIdyP/OVFzI3/OOefEI1Amk1ivmXHw4MGUWjP9vkdLOpf0mcrlSqyNEq+3\nK6+8ktGjR7NmzRouuOACFi1aRGNjIxA4pqytrU17PKfEDBgdREy00jtwzGWwvVvMiIS05bhfdJh8\nN1yzprhLlt5ILowfP54VK1Zw6NAh9u7dS0tLC6NGjcpp30Q38kBKN/KxsLitra188sknnH/++Sxe\nvDg+e2zfvn0AR7iRTyTmRv6aa1LPxo65kV+wYAF9+/Y9wo18R0cHTz/9NGPHjmXSpEk0NzezZ8+e\neP27du1izJgxvPjii3E38DFdvXr16uSJOJm6ujpeffVVoDhu5GMhcSHwanznnXfS2toKwOHDh7nv\nvvvi9b7yyisArFq1Kt7OyXpjbuIh+A3effddzjzzzLx0HT58ON6zfPzxx9O6kI+5mgc6uZpP1NS7\nd2/69OkTD727bNmyeO8kHTt27GDQoEHMnTuXSy65hK1btwLQ1tZGv379qKmpyet8nCIyYBTs/zAI\ndFVicumRPCfpeYKBc4AZwDOlk+TEcDfy1etGfujQoTzwwANcccUVtLe3I4mLLroIgKamJqZOncqo\nUaOYNGlSvGcwdOhQunfvTkNDA7NmzeL6669n9uzZ1NfX0717d5YsWZK3U8gePXrwxhtvMGLECHr3\n7p12plQ6V/MzZ86kqamJhQsX0tzczNKlS5k9ezbt7e0MGjQoq0v6FStWsHz5cmpqajj99NO57bbb\nAFi7di1TpkzJ61ycIjMgfOh872XoM7CkVeXktFHSpcBYgjGSFjP7WUlVFRl32lg6mpubWbVqFcuW\nLcteOGTJkiVs2rTpqKMLVor777+fXr16dfqWpNL07NmT/fv3V1rGEUyfPp277rorZQ/L//fKxKHP\n4O4vBkGuptxzVIcoqtNGM3sSePKolDhdljlz5vDss8/yzDPHRgf1uuuuY+XKlZWWUfUcPHiQadOm\n5f2azikyx3WHunHw2R+zly2QtD0SSevNbJykP9DZhYkAM7Pcp5ZUGO+ROE714P97ZaTAgfaCeyRm\nNi7863P3HMdxokiZwu2mNSSSaoHZwJeArcBiM+tSznMyTZF1HKf4lGLKs1N5Mk3jXUrg+fd1Apcm\n3y+LojJRW1tLW1ubX9iOUybMjLa2Nv+2pAuSabD9bDOrB5D0KFDekFslpn///uzevZu9e/dWWorj\nHDPU1tbGPTI4XYdMhuTT2IqZfdbVXgHV1NTEXW44juM4R08mQ9Ig6eNwXcCJ4XbkZm05juM4pSPT\nrK3snu8cx3GcY56u5TPLcRzHKTs5uUiJOpL2AruA3sBHCVmJ27H1VGl9gd/mWW1yXbnk5aIvm+5i\na02Xn0lrNo2Jad623rZRadtCtGbTW61tO9DMssdPyCVoSVdZgEfSbcfW06TlFNwlU1255OWiL5vu\nYmtNl59Jq7ett21XbNtCtHa1tk1ejrVXWz/PsP3zDGnFqCuXvFz0pVsvldZ0+Zm0Jm972+aX722b\nG+Vu20K0Zts/am3biWPi1VahSNpkOfibqQaipBWipTdKWiFael1r6SiH3mOtR3K0PFJpAXkQJa0Q\nLb1R0grR0utaS0fJ9XqPxHEcxykI75E4juM4BeGGxHEcxykINySO4zhOQbghKQBJ0yT9UNIqSedX\nWk82JA2S9Kik5kprSYWkHpKWhm369UrryUa1t2ciEbxWz5L0kKRmSddVWk82wmv3FUkXV1pLNiRN\nlPRS2L4Ti3HMY9aQSFosaY+kbUnpF0r6b0lvS7op0zHM7GkzawJmATNKKLdYeneY2bWl1JlMnrqn\nA81hm15STp0JunLWW4n2TNKUj9ayXavpyFPvdjO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\n", 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FE+HgTohPiHREpaLIRCIiHxK4NtWQkERkjDEVWedLYcEzsGI69Lou0tGUikDP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\nj8fj67U3OTlZ33rrLVVVnTNnjvbt21c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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -237,30 +229,28 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.7.10" } }, "nbformat": 4, diff --git a/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.py b/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.py index 28d32d9..3ec20e6 100644 --- a/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.py +++ b/Advanced_Topics/naima_examples/exploring_pion_decay_spectra.py @@ -46,7 +46,7 @@ #naima models are phyical and accept/return astropy quantities. #Try: protonsPL( 2.0 ) without a unit... for E in [ 1*u.GeV, 1000*u.GeV, 1*u.TeV]: - print "dN/dE(", E, ") = ", protonsPL(E) + print( "dN/dE(", E, ") = ", protonsPL(E) ) @@ -68,8 +68,8 @@ pionsCutoff.set_Wp(10**50 * u.erg) #units check... -print "Flux dN/dE:", pionsPL.flux([1]*u.TeV, distance=2*u.kpc) -print "SED E^2dN/dE:", pionsPL.sed([1]*u.TeV, distance=2*u.kpc) +print( "Flux dN/dE:", pionsPL.flux([1]*u.TeV, distance=2*u.kpc) ) +print( "SED E^2dN/dE:", pionsPL.sed([1]*u.TeV, distance=2*u.kpc) ) # In[43]: diff --git a/Advanced_Topics/naima_examples/fitting_IC_spectrum.ipynb b/Advanced_Topics/naima_examples/fitting_IC_spectrum.ipynb index 97b42dd..84dd737 100644 --- a/Advanced_Topics/naima_examples/fitting_IC_spectrum.ipynb +++ b/Advanced_Topics/naima_examples/fitting_IC_spectrum.ipynb @@ -3,11 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -28,11 +24,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -71,17 +63,13 @@ "\n", "data = ascii.read(\"RXJ1713_HESS_2007.dat\")\n", "\n", - "print data\n" + "print(data)\n" ] }, { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "#model definition\n", @@ -116,9 +104,6 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, "scrolled": false }, "outputs": [ @@ -135,311 +120,297 @@ "\n", "Progress of the run: 0 percent (0 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.6e+32 2.62 1.71 \n", - " Last ensemble std : 1.99e+30 0.0148 0.0097 \n", - " Last ensemble lnprob : avg: -18.451, max: -17.891\n", + " Last ensemble median : 2.61e+32 2.62 1.71 \n", + " Last ensemble std : 1.54e+30 0.014 0.0119 \n", + " Last ensemble lnprob : avg: -18.342, max: -17.906\n", "\n", "Progress of the run: 5 percent (5 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.62e+32 2.62 1.71 \n", - " Last ensemble std : 3.65e+30 0.0369 0.0214 \n", - " Last ensemble lnprob : avg: -18.800, max: -17.903\n", + " Last ensemble median : 2.6e+32 2.62 1.71 \n", + " Last ensemble std : 4.11e+30 0.0353 0.0238 \n", + " Last ensemble lnprob : avg: -18.753, max: -17.915\n", "\n", "Progress of the run: 10 percent (10 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.61e+32 2.62 1.71 \n", - " Last ensemble std : 5.35e+30 0.0492 0.0381 \n", - " Last ensemble lnprob : avg: -18.951, max: -17.962\n", + " Last ensemble median : 2.61e+32 2.6 1.71 \n", + " Last ensemble std : 5.61e+30 0.057 0.0434 \n", + " Last ensemble lnprob : avg: -18.946, max: -17.904\n", "\n", "Progress of the run: 15 percent (15 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.59e+32 2.63 1.71 \n", - " Last ensemble std : 9.44e+30 0.101 0.076 \n", - " Last ensemble lnprob : avg: -19.384, max: -17.967\n", + " Last ensemble median : 2.61e+32 2.62 1.72 \n", + " Last ensemble std : 7.56e+30 0.0717 0.0554 \n", + " Last ensemble lnprob : avg: -19.076, max: -17.957\n", "\n", "Progress of the run: 20 percent (20 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.59e+32 2.65 1.73 \n", - " Last ensemble std : 1.1e+31 0.113 0.0857 \n", - " Last ensemble lnprob : avg: -19.501, max: -17.970\n", + " Last ensemble median : 2.59e+32 2.61 1.71 \n", + " Last ensemble std : 9.34e+30 0.0855 0.0698 \n", + " Last ensemble lnprob : avg: -19.170, max: -17.923\n", "\n", "Progress of the run: 25 percent (25 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.58e+32 2.66 1.75 \n", - " Last ensemble std : 1.19e+31 0.129 0.107 \n", - " Last ensemble lnprob : avg: -19.677, max: -17.959\n", + " Last ensemble median : 2.62e+32 2.6 1.7 \n", + " Last ensemble std : 1.04e+31 0.0919 0.076 \n", + " Last ensemble lnprob : avg: -19.193, max: -17.946\n", "\n", "Progress of the run: 30 percent (30 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.58e+32 2.63 1.72 \n", - " Last ensemble std : 1.02e+31 0.129 0.102 \n", - " Last ensemble lnprob : avg: -19.623, max: -18.000\n", + " Last ensemble median : 2.61e+32 2.58 1.69 \n", + " Last ensemble std : 1.17e+31 0.104 0.0867 \n", + " Last ensemble lnprob : avg: -19.322, max: -18.067\n", "\n", "Progress of the run: 35 percent (35 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.6e+32 2.6 1.71 \n", - " Last ensemble std : 1.02e+31 0.143 0.119 \n", - " Last ensemble lnprob : avg: -19.503, max: -18.036\n", + " Last ensemble median : 2.63e+32 2.59 1.69 \n", + " Last ensemble std : 1.13e+31 0.106 0.0789 \n", + " Last ensemble lnprob : avg: -19.327, max: -18.108\n", "\n", "Progress of the run: 40 percent (40 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.62e+32 2.62 1.7 \n", - " Last ensemble std : 1.09e+31 0.145 0.119 \n", - " Last ensemble lnprob : avg: -19.547, max: -18.010\n", + " Last ensemble median : 2.64e+32 2.63 1.71 \n", + " Last ensemble std : 1.3e+31 0.106 0.084 \n", + " Last ensemble lnprob : avg: -19.665, max: -17.994\n", "\n", "Progress of the run: 45 percent (45 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.6e+32 2.65 1.73 \n", - " Last ensemble std : 1.2e+31 0.161 0.118 \n", - " Last ensemble lnprob : avg: -19.584, max: -17.981\n", + " Last ensemble median : 2.63e+32 2.61 1.69 \n", + " Last ensemble std : 1.11e+31 0.121 0.0845 \n", + " Last ensemble lnprob : avg: -19.572, max: -18.075\n", "\n", "Progress of the run: 50 percent (50 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.6e+32 2.65 1.73 \n", - " Last ensemble std : 1.06e+31 0.168 0.128 \n", - " Last ensemble lnprob : avg: -19.477, max: -17.950\n", + " Last ensemble median : 2.65e+32 2.64 1.71 \n", + " Last ensemble std : 1.08e+31 0.117 0.0917 \n", + " Last ensemble lnprob : avg: -19.363, max: -18.129\n", "\n", "Progress of the run: 55 percent (55 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.6e+32 2.68 1.73 \n", - " Last ensemble std : 1.14e+31 0.155 0.122 \n", - " Last ensemble lnprob : avg: -19.454, max: -18.084\n", + " Last ensemble median : 2.64e+32 2.62 1.67 \n", + " Last ensemble std : 9.5e+30 0.124 0.102 \n", + " Last ensemble lnprob : avg: -19.388, max: -18.086\n", "\n", "Progress of the run: 60 percent (60 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.61e+32 2.56 1.67 \n", - " Last ensemble std : 1.27e+31 0.151 0.116 \n", - " Last ensemble lnprob : avg: -19.416, max: -18.063\n", + " Last ensemble median : 2.64e+32 2.64 1.71 \n", + " Last ensemble std : 1.06e+31 0.116 0.0969 \n", + " Last ensemble lnprob : avg: -19.338, max: -18.092\n", "\n", "Progress of the run: 65 percent (65 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.63e+32 2.58 1.66 \n", - " Last ensemble std : 1.17e+31 0.149 0.115 \n", - " Last ensemble lnprob : avg: -19.480, max: -18.063\n", + " Last ensemble median : 2.64e+32 2.66 1.71 \n", + " Last ensemble std : 1.03e+31 0.118 0.0959 \n", + " Last ensemble lnprob : avg: -19.421, max: -18.097\n", "\n", "Progress of the run: 70 percent (70 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.66e+32 2.55 1.64 \n", - " Last ensemble std : 1.12e+31 0.118 0.102 \n", - " Last ensemble lnprob : avg: -19.685, max: -18.113\n", + " Last ensemble median : 2.61e+32 2.65 1.72 \n", + " Last ensemble std : 1.25e+31 0.111 0.103 \n", + " Last ensemble lnprob : avg: -19.829, max: -18.196\n", "\n", "Progress of the run: 75 percent (75 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.64e+32 2.57 1.66 \n", - " Last ensemble std : 1.09e+31 0.131 0.0976 \n", - " Last ensemble lnprob : avg: -19.462, max: -18.038\n", + " Last ensemble median : 2.61e+32 2.63 1.73 \n", + " Last ensemble std : 1.21e+31 0.132 0.114 \n", + " Last ensemble lnprob : avg: -19.585, max: -18.018\n", "\n", "Progress of the run: 80 percent (80 of 100 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - 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" Last ensemble median : 2.63e+32 2.59 1.67 \n", - " Last ensemble std : 1e+31 0.153 0.111 \n", - " Last ensemble lnprob : avg: -19.867, max: -17.966\n", + " Last ensemble median : 2.58e+32 2.64 1.72 \n", + " Last ensemble std : 1.04e+31 0.134 0.0957 \n", + " Last ensemble lnprob : avg: -19.349, max: -17.893\n", "\n", "Progress of the run: 95 percent (19 of 20 steps)\n", " -----norm------ -----index----- -log10(cutoff)-\n", - " Last ensemble median : 2.64e+32 2.57 1.66 \n", - " Last ensemble std : 9.37e+30 0.161 0.122 \n", - " Last ensemble lnprob : avg: -19.762, max: -17.950\n", - "INFO" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: Not writing file because file exists and clobber is False [naima.analysis]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - ": Plotting chain of parameter norm... [naima.analysis]\n", + " Last ensemble median : 2.58e+32 2.66 1.73 \n", + " Last ensemble std : 1.02e+31 0.134 0.0933 \n", + " Last ensemble lnprob : avg: -19.338, max: -17.948\n", + "INFO: Plotting chain of parameter norm... [naima.analysis]\n", "INFO: -----------------------norm-----------------------\n", - " norm = $(2.65 \\pm 0.10)\\times10^{32}$ [naima.plot]\n", + " norm = $(2.62 \\pm 0.10)\\times10^{32}$ [naima.plot]\n", "INFO: Plotting chain of parameter index... [naima.analysis]\n", "INFO: ----------------------index-----------------------\n", - " index = $2.59 \\pm 0.16$ [naima.plot]\n", + " index = $2.64^{+0.12}_{-0.17}$ [naima.plot]\n", "INFO: Plotting chain of parameter log10(cutoff)... [naima.analysis]\n", "INFO: ------------------log10(cutoff)-------------------\n", - " log10(cutoff) = $1.68 \\pm 0.10$\n", - " cutoff = $48^{+14}_{-10}$ [naima.plot]\n", + " log10(cutoff) = $1.73 \\pm 0.11$\n", + " cutoff = $54 \\pm 13$ [naima.plot]\n", "INFO: Plotting corner plot... [naima.analysis]\n", - "INFO: Plotting Model output 0... [naima.analysis]\n" + "INFO: Plotting Model output 0... [naima.analysis]\n", + "INFO: Saving results table in RXJ1713_IC_minimal_results.ecsv [naima.analysis]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/hfleisch/miniconda3/envs/fermischool_threeML/lib/python2.7/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", - " 'Attempted to set non-positive xlimits for log-scale axis; '\n", - "WARNING: AstropyDeprecationWarning: RXJ1713_IC_minimal_results.ecsv already exists. Automatically overwriting ASCII files is deprecated. Use the argument 'overwrite=True' in the future. [astropy.io.ascii.ui]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO: Saving results table in RXJ1713_IC_minimal_results.ecsv [naima.analysis]\n" + "/opt/anaconda/envs/fermi/lib/python3.7/site-packages/naima/analysis.py:160: UserWarning: Attempted to set non-positive left xlim on a log-scaled axis.\n", + "Invalid limit will be ignored.\n", + " f.clf()\n" ] }, { "data": { "text/html": [ - "<Table length=4>\n", - "\n", + "Table length=4\n", + "
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labelmedianunc_lounc_hi
str72float64float64float64
norm2.654197706748953e+321.0223232285025355e+318.927648447065373e+30
index2.5945496331795190.175971824968354620.14789948128317087
log10(cutoff)1.6794646292132880.096501275166474890.11247902139090105
cutoff47.804112754606129.52486857811533114.131958071185501
bytes72float64float64float64
norm2.6186329241490554e+321.1066844579972474e+319.168749966622757e+30
index2.63838654596459850.168605127002920520.12119918391575712
log10(cutoff)1.7283937585942650.1169172024912990.10307666632506085
cutoff53.50501023913561512.62824167963710714.332582240443642
" ], "text/plain": [ "\n", - " label median unc_lo unc_hi \n", - " str72 float64 float64 float64 \n", - "------------- --------------------- ---------------------- ---------------------\n", - " norm 2.654197706748953e+32 1.0223232285025355e+31 8.927648447065373e+30\n", - " index 2.594549633179519 0.17597182496835462 0.14789948128317087\n", - "log10(cutoff) 1.679464629213288 0.09650127516647489 0.11247902139090105\n", - " cutoff 47.80411275460612 9.524868578115331 14.131958071185501" + " label median ... unc_hi \n", + " bytes72 float64 ... float64 \n", + "------------- ---------------------- ... ---------------------\n", + " norm 2.6186329241490554e+32 ... 9.168749966622757e+30\n", + " index 2.6383865459645985 ... 0.12119918391575712\n", + "log10(cutoff) 1.728393758594265 ... 0.10307666632506085\n", + " cutoff 53.505010239135615 ... 14.332582240443642" ] }, "execution_count": 4, @@ -486,33 +457,32 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 5, "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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NFBQUOOVQampqVE2fLuBqxJMIbMAiZRMJrAfmAy8IIX7mXtN6DjXVplAMbLy9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\n/f0G3iaenfVFbgXuoNbUZpYrPwjOLGeSXh0RL0p6FbU+oIn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\n", 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" ] }, - "execution_count": 51, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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NFBQUOOVQampqVE2fLuBqxJMIbMAiZRMJrAfmAy8IIX7mXtN6DjXVplAMbLy9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\n/f0G3iaenfVFbgXuoNbUZpYrPwjOLGeSXh0RL0p6FbU+oIn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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -529,21 +499,17 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RXJ1713_IC_minimal_chain.h5 RXJ1713_IC_minimal_corner.png\r\n", - "RXJ1713_IC_minimal_chain_cutoff.png RXJ1713_IC_minimal_model0.png\r\n", - "RXJ1713_IC_minimal_chain_index.png RXJ1713_IC_minimal_results.ecsv\r\n", - "RXJ1713_IC_minimal_chain_norm.png\r\n" + "\u001b[0m\u001b[01;35mRXJ1713_IC_minimal_chain_cutoff.png\u001b[0m \u001b[01;35mRXJ1713_IC_minimal_corner.png\u001b[0m\r\n", + "RXJ1713_IC_minimal_chain.h5 \u001b[01;35mRXJ1713_IC_minimal_model0.png\u001b[0m\r\n", + "\u001b[01;35mRXJ1713_IC_minimal_chain_index.png\u001b[0m RXJ1713_IC_minimal_results.ecsv\r\n", + "\u001b[01;35mRXJ1713_IC_minimal_chain_norm.png\u001b[0m\r\n" ] } ], @@ -555,16 +521,12 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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VqlVavXq1du7cqU6dOumjjz5S5cqVdffdd2t3To6aN29+1uMMCwtTWFiYJB6S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YGC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\nRbjAZ4wxxhhjTItwgc8YY4wxxpg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+ "image/png": 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\n", "text/plain": [ "" ] @@ -584,16 +546,12 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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VGsEIKYqiKIrqD5pgjSAtLS3o6OiAXq/v9pharYZUKkVVVRVz7zOKoiiKokYm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\n", "text/plain": [ "" ] @@ -605,38 +563,34 @@ "source": [ "#Chain plots show the 1-D projection of the posterior distribution for a given parameter\n", "#as well as the evolution of the parameter during the sampling.\n", - "display(Image(\"RXJ1713_IC_minimal_chain_norm.png\"))" + "display(Image(\"RXJ1713_IC_minimal_chain_index.png\"))" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.7.10" } }, "nbformat": 4, diff --git a/Advanced_Topics/naima_examples/fitting_IC_spectrum.py b/Advanced_Topics/naima_examples/fitting_IC_spectrum.py index 18753ee..1f761a8 100644 --- a/Advanced_Topics/naima_examples/fitting_IC_spectrum.py +++ b/Advanced_Topics/naima_examples/fitting_IC_spectrum.py @@ -24,7 +24,7 @@ data = ascii.read("RXJ1713_HESS_2007.dat") -print data +print(data) # In[3]: From e6e04a46f3d76ece30e3b6a8d684b9ea36fdb79a Mon Sep 17 00:00:00 2001 From: Henrike Fleischhack Date: Mon, 7 Jun 2021 14:41:42 -0400 Subject: [PATCH 2/2] Note for fermi bottle users regarding emcee version conflict --- Advanced_Topics/naima_examples/README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/Advanced_Topics/naima_examples/README.md b/Advanced_Topics/naima_examples/README.md index 0df55e5..74d314b 100644 --- a/Advanced_Topics/naima_examples/README.md +++ b/Advanced_Topics/naima_examples/README.md @@ -23,3 +23,7 @@ Recent-ish versions of matplotlib and astropy are needed. `fitting_IC_spectrum.ipynb` is a very minimal example of how to fit parameters of an underlying electron population to VHE gamma-ray measurements. All scripts are also provided as standalone python scripts that can be run outside of jupyter notebooks. + +# For Fermibottle users + +As of summer 2021, `naima 0.8.4` is installed as part of the fermit bottle. Unfortunately, there is a conflict in one of the depdencencies, `emcee`. Naima needs an older version: `emcee<3.0,>=2.2.0`, whereas `pint-pulsar 0.7` (also part of the fermi bottle) requires `emcee>=3.0`. If you just want to run the "exploring ..." scripts, this does not matter. If you want to run the `fitting_IC_spectrum` script or notebook, you will have to downgrade `emcee`. One way to do that is to run `pip install --upgrade naima`. This will install `naima 0.9.1` and `emcee 2.2.1`. Unfortunately, this might cause issues with `threeML` and `pint-pulsar`, both of which require newer versions of `emcee`. If you want to use `emcee` with either of those packages, you will have to create separate conda environments with the old and new versions of `naima`.