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March 27, 2014 14:41
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{ | |
"metadata": { | |
"name": "" | |
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{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"hypersurface test" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"I sampled the hypersurface using the OSU 2+1D algorithm. I oversampled 10,000 times to acquire sufficient statistics. This notebook contains the analysis of the sampled particles." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"First, load the required Python modules." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Read the OSCAR file and store ID, $p_T$, $\\phi$ for each particle. Only the identified particles $\\pi^+$, $K^+$, $p$ are present." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ID = []\n", | |
"px = []\n", | |
"py = []\n", | |
"\n", | |
"nev = 0\n", | |
"\n", | |
"with open('oscar.dat') as f:\n", | |
" for l in f:\n", | |
" s = l.split()\n", | |
" n = len(s)\n", | |
" if n == 4:\n", | |
" nev += 1\n", | |
" elif n == 11:\n", | |
" ID.append(int(s[1]))\n", | |
" px.append(float(s[2]))\n", | |
" py.append(float(s[3]))\n", | |
" \n", | |
"ID = np.array(ID)\n", | |
"px = np.array(px)\n", | |
"py = np.array(py)\n", | |
"pT = np.sqrt(px*px + py*py)\n", | |
"phi = np.arctan2(py,px)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"np.unique(ID)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": [ | |
"array([ 211, 321, 2212])" | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Calculate average $dN/dy$ for each of the identified particles." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pions = ID == 211\n", | |
"kaons = ID == 321\n", | |
"protons = ID == 2212\n", | |
"species = pions, kaons, protons\n", | |
"[np.count_nonzero(i)/nev for i in species]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 37, | |
"text": [ | |
"[64.5457, 15.0317, 2.3593]" | |
] | |
} | |
], | |
"prompt_number": 37 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Plot transverse-momentum spectra for each species." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.hist((pT[pions],pT[kaons],pT[protons]), bins=50, histtype='step', log=True, label=(r'$\\pi^+$',r'$K^+$',r'$p$'));\n", | |
"plt.ylim(1e2,10*nev);\n", | |
"plt.xlabel('$p_T$')\n", | |
"plt.ylabel(r'$p_T$ spectrum $\\times$ {}'.format(nev));\n", | |
"plt.legend();" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
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"Plot differential flow for each species. This is limited somewhat by statistics." | |
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"def vn(n, phi):\n", | |
" vx = np.sin(n*phi).mean()\n", | |
" vy = np.cos(n*phi).mean()\n", | |
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"for i,c,l in zip(species,('b','g','r'),(r'$\\pi^+$',r'$K^+$',r'$p$')):\n", | |
" p, v, n = dvn(2, .4, pT[i], phi[i])\n", | |
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" plt.plot(p, v, color=c, label=l)\n", | |
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