Skip to content

Instantly share code, notes, and snippets.

@mwcraig
Created March 8, 2013 02:32
Show Gist options
  • Save mwcraig/5113790 to your computer and use it in GitHub Desktop.
Save mwcraig/5113790 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "ey-uma-multicolor-new"
},
"nbformat": 2,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline",
"",
"import atpy",
"",
"figsize(10,10)"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].",
"For more information, type 'help(pylab)'."
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"table = atpy.Table('addedsimple_with_bjd_mid.txt', type='ascii')",
"",
"table.columns"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 15,
"text": [
"{",
"J.D.-2400000 : type=float64, ",
"bjd_tdb_mid : type=float64, ",
"rel_flux_T1 : type=float64",
"}"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bjd = table['bjd_tdb_mid']",
"",
"ey_uma_flux_ratio = table['rel_flux_T1']",
"",
"bjd_reduced = bjd - 2400000"
],
"language": "python",
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"night_jds = array(list(set(int64(bjd-0.5))), dtype=np.int64)",
"",
"night_jds.sort()",
"",
"nights = {}",
"",
"for i, night in enumerate(night_jds):",
"",
" print i, night",
"",
" nights[night] = i",
"",
"night_nums = int64(bjd-0.5)",
"",
"for i, jd in enumerate(night_nums):",
"",
" #print i, jd",
"",
" night_nums[i] = nights[jd]"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 2455965",
"1 2455968",
"2 2455969",
"3 2455970",
"4 2455997",
"5 2455999",
"6 2456247",
"7 2456302"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"date0 = 2455950.18",
"",
"period = 0.549173",
"",
"period = 0.5490",
"",
"period = 1.223",
"",
"period=0.55",
"",
"period = 0.54904",
"",
"period = period*2",
"",
"phase = (bjd-date0)/period - int64((bjd-date0)/period)",
"",
"",
"",
"first_night = night_jds.min()",
"",
"for night in sort(nights.values()):",
"",
" this_night = (night_nums == night)",
"",
" if night > 6:",
"",
" format = '+-'",
"",
" else:",
"",
" format = 'o-'",
"",
" plot(phase[this_night], ",
"",
" 2.5*log10(ey_uma_flux_ratio[this_night]),",
"",
" format, label='night '+str(night)+', 2012-02-07 +'+str(int((night_jds[night]-first_night)/0.54904))+' periods')",
"",
"#ylim(-2.5, 0.5)",
"",
"sze = 22",
"",
"legend(loc=2, ncol=2, borderaxespad=0.)",
"",
"title('Period = ' + str(period), size = sze)",
"",
"xlabel('Phase', size = sze)",
"",
"ylabel(r'$-dm$, plus vertical offset', size = sze)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 37,
"text": [
"<matplotlib.text.Text at 0xb13c410>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAnsAAAJyCAYAAAC8OwZfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJIwp7ImIiIiEsf8Psk0gwX9mF/sAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"first_night"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 19,
"text": [
"2455965"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"night_jds"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 20,
"text": [
"array([2455965, 2455968, 2455969, 2455970, 2455997, 2455999, 2456247,",
" 2456302], dtype=int64)"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"outputs": [],
"prompt_number": 20
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment