Extragalactic Gamma-Ray Bkg.ipynb
109 KB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"30\n",
"[ 1.16820300e-03 1.56119300e-03 2.08638800e-03 2.78826100e-03\n",
" 3.72624800e-03 4.97978000e-03 6.65500700e-03 8.89379100e-03\n",
" 1.18857100e-02 1.58841400e-02 2.12276600e-02 2.83687600e-02\n",
" 3.79121800e-02 5.06660600e-02 6.77104300e-02 9.04886100e-02\n",
" 1.20929500e-01 1.61610900e-01 2.15977800e-01 2.88634000e-01\n",
" 3.85732100e-01 5.15494700e-01 6.88910100e-01 9.20663500e-01\n",
" 1.23038000e+00 1.64428700e+00 2.19743500e+00 2.93666500e+00\n",
" 3.92457600e+00 5.24482700e+00]\n"
]
},
{
"data": {
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RTX9sYsZ3M/h4z8dI8s2IO2rcwfAWw+lcqzMOo301V0pMhNWr4cUXIWU39fLl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\n+8e3vPzdy6z7fR0ABkO3Ot0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evWH3brsj9Hy61rx9NPf20vxnLz4+nu7duxMXF8fatWvT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\nY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jZsULarJhM8+ihMnKi8AwwM6gu6SkP61xcTojsqTelhoDFQLKWs9opKIURPIElKGSuE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\nkqYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3366c65810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline \n",
"from numpy import loadtxt, size, arange, nanmin, where, nansum\n",
"from matplotlib.pyplot import plot, matshow, figure, show\n",
"from matplotlib.colors import LogNorm\n",
"from src.analytic import Ethreshold_gg\n",
"\n",
"import matplotlib as mpl\n",
"label_size = 20\n",
"mpl.rcParams['xtick.labelsize'] = label_size\n",
"mpl.rcParams['ytick.labelsize'] = label_size\n",
"\n",
"mat = loadtxt(\"Results/EmissMatrix__PLE_Paper_10TeV.txt\",unpack=True)\n",
"\n",
"E = mat[1:,0]*1e-6\n",
"z = mat[0,1:]\n",
"print size(z)\n",
"print z\n",
"Emiss = mat[1:,1:]\n",
"i_min=min(where(E>Ethreshold_gg()*1e-3)[0])\n",
"\n",
"mins=nanmin(Emiss,1)\n",
"Emiss /= Emiss[i_min,27]#min(mins[mins!=0])\n",
"\n",
"fig = figure(figsize=(12,9))\n",
"ax = fig.add_subplot(111)\n",
"for i in [0,8,16,24,26,28]:#arange(0,shape(z)[0],4):\n",
" ax.plot(E,Emiss[:,i],linewidth=2,label=\"z=%f\"%z[i])\n",
"\n",
"ax.axhline(y=1, xmin=1e-4,xmax=1e3,color='k')\n",
"ax.axvline(x=Ethreshold_gg()*1e-3, ymin=1e-3,ymax=1e9,color='k')\n",
"\n",
"ax.legend(loc=\"best\",fontsize=\"xx-large\")\n",
"ax.set_xlabel(\"E [TeV]\",fontsize=\"xx-large\")\n",
"ax.set_ylabel(\"dN/dE [ph/MeV/cm$^2$/s/sr]\",fontsize=\"xx-large\")\n",
"ax.set_xscale('log')\n",
"ax.set_yscale('log')\n",
"ax.grid(b=True,which='major')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}