Created
November 24, 2016 17:26
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" parameters: array([ 3.69872518e-01, 5.35682090e+04, 4.41295796e-09,\n", | |
" 1.98572658e-01, 2.12561715e-01])\n", | |
" errors: OrderedDict([('z', 0.0015630768623893232), ('t0', 0.054545669019717025), ('x0', 2.7519978871510723e-11), ('x1', 0.052592755528809855), ('c', 0.005825376819637523)])\n", | |
" vparam_names: ['z', 't0', 'x0', 'x1', 'c']\n", | |
" message: 'Minimization exited successfully.'\n", | |
" success: True\n", | |
" chisq: 694.4504470811542\n", | |
" ncall: 179\n", | |
" param_names: ['z', 't0', 'x0', 'x1', 'c']\n", | |
" covariance: array([[ 2.44341646e-06, 4.65996392e-05, -4.24077318e-15,\n", | |
" 3.05458431e-05, -2.95688273e-06],\n", | |
" [ 4.65996392e-05, 2.97523022e-03, -4.16726750e-13,\n", | |
" 1.56767314e-03, -1.45301852e-05],\n", | |
" [ -4.24077318e-15, -4.16726750e-13, 7.57349237e-22,\n", | |
" -1.15345956e-12, -1.04080958e-13],\n", | |
" [ 3.05458431e-05, 1.56767314e-03, -1.15345956e-12,\n", | |
" 2.76599793e-03, 1.20675008e-04],\n", | |
" [ -2.95688273e-06, -1.45301852e-05, -1.04080958e-13,\n", | |
" 1.20675008e-04, 3.39350151e-05]])\n", | |
" ndof: 84\n" | |
] | |
}, | |
{ | |
"data": { | |
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5ikaTI5nzRrq9sSK5lcpTpwhvwFvUIyqembUO1eghMDOz5mMX4LGIWAqQhmv+LLezwNvz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wuLyO7ACcAKYHuSthtjTDZoAnQFpqrq+iRlsvn+3A74MkEd0X0bY3fY/dkYk0Nqc38G8qtDkIyQ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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x116c639e8>" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from astropy.table import Table\n", | |
"import sncosmo\n", | |
"import json\n", | |
"\n", | |
"source = sncosmo.get_source('salt2', version='2.4')\n", | |
"model = sncosmo.Model(source=source)\n", | |
"with open('SNLS-05D4bm.json', 'r') as f:\n", | |
" data = json.loads(f.read())\n", | |
"photodat = []\n", | |
"data = data[list(data.keys())[0]]\n", | |
"for item in data['photometry']:\n", | |
" if 'counts' not in item or ('upperlimit' in item and item['upperlimit']):\n", | |
" continue\n", | |
" photodat.append((float(item['time']), 'sdss' + item['band'].strip(\"'\"),\n", | |
" float(item['counts']), float(item['e_counts']),\n", | |
" float(item['zeropoint']), 'bd17'))\n", | |
"table = Table(rows=photodat, names=('time', 'band', 'flux', 'fluxerr',\n", | |
" 'zp', 'zpsys'))\n", | |
"# model.set(z=0.211)\n", | |
"result, fm = sncosmo.fit_lc(table, model, ['z', 't0', 'x0', 'x1', 'c'],\n", | |
" bounds={'z':(0.25, 0.45)},\n", | |
" nwalkers=40, nburn=200, nsamples=1000)\n", | |
"print(result)\n", | |
"sncosmo.plot_lc(table, model=fm, errors=result.errors)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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