Skip to content

Instantly share code, notes, and snippets.

@balbinot
Created October 8, 2019 13:58
Show Gist options
  • Save balbinot/be3912b26e52dbafe44495fb9e3ccf3b to your computer and use it in GitHub Desktop.
Save balbinot/be3912b26e52dbafe44495fb9e3ccf3b to your computer and use it in GitHub Desktop.
wht_gd1/Untitled.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"ExecuteTime": {
"end_time": "2019-10-07T11:26:22.369977Z",
"start_time": "2019-10-07T11:26:21.803412Z"
},
"trusted": true
},
"cell_type": "code",
"source": "%pylab inline\nimport os\nos.environ['OMP_NUM_THREADS'] = '1'\nimport sys\nimport astropy.io.fits as pyfits\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom rvspecfit import utils\nfrom rvspecfit import vel_fit\nfrom rvspecfit import spec_fit\n\nconfig = utils.read_config()\nprint(config)",
"execution_count": 1,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/Users/users/balbinot/data/anaconda3/lib/python3.7/site-packages/IPython/core/pylabtools.py:276: MatplotlibDeprecationWarning: \nThe savefig.frameon rcparam was deprecated in Matplotlib 3.1 and will be removed in 3.3.\n import matplotlib\n"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Populating the interactive namespace from numpy and matplotlib\n<frozendict {'template_lib': '../templ_data/', 'min_vel': -1000, 'max_vel': 1000, 'min_vel_step': 0.2, 'vel_step0': 5, 'min_vsini': 0.1, 'max_vsini': 500}>\n"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2019-10-08T13:55:47.049882Z",
"start_time": "2019-10-08T13:55:46.580926Z"
},
"trusted": true
},
"cell_type": "code",
"source": "# read data\nf = '20190516/processed_new/d2_6852276422752834_red.ms.fits'\n#f = '20190516/processed_new/d2_6852276422752834_red.ms.fits'\nf = '20190517/processed_new/d11_747560017309217_red.ms.fits'\n#f = '20190517/processed_new/d23_157640050828543_red.ms.fits'\n#f = \"20190516/processed_new/d4_6868494562859878_red.ms.fits\"\nfblue = f.replace('red', 'blue')\n\ndat = pyfits.getdata(fn)\nhdr = pyfits.getheader(fn)\n\n#from specutils.wcs import specwcs\n#from astropy.io import fits\n#from astropy import units as u\n#header = fits.getheader('myfile.fits')\n#dispersion_start = header['CRVAL1'] - (header['CRPIX1'] - 1) * header['CDELT1']\n# linear_wcs = specwcs.Spectrum1DPolynomialWCS(degree=1, c0=dispersion_start,\n# c1=header['CDELT1'],\n# unit=u.Unit(header['CUNIT1']))\n#flux = fits.getdata('myfile.fits')\n#myspec = Spectrum1D(flux=flux, wcs=linear_wcs)\n\nfigure(figsize=(12,12))\nfor ex, sub in zip([0,1,2,3], (411, 412, 413, 414)):\n subplot(sub)\n flux = dat[ex, 0, :]\n err = dat[ex, 0, :]\n wl = hdr['crval1'] + hdr['cd1_1'] * np.arange(hdr['naxis1'])\n i = (wl < wlim[1])*(wl > wlim[0])\n wl = wl[i]\n flux = flux[i]\n err = err[i]\n \n plot(wl, flux, label=\"NAXIS={0}\".format(ex))\n legend()\n \n xlabel('$\\lambda$ [Ang]')\n ylabel('Value')",
"execution_count": 152,
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": "<Figure size 864x864 with 4 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2019-10-08T13:56:03.244520Z",
"start_time": "2019-10-08T13:55:58.510434Z"
},
"trusted": true
},
"cell_type": "code",
"source": "figure(figsize=(9, 6))\naxs = (subplot(311), subplot(312))\n\nfor fn, wlim, tfile, ax in zip([f, fblue],\n [[8360, 8850], [3300, 5000]],\n ['ISIS_R1200R', 'ISIS_R300B'],\n axs):\n \n\n dat = pyfits.getdata(fn)\n hdr = pyfits.getheader(fn)\n \n #from specutils.wcs import specwcs\n #from astropy.io import fits\n #from astropy import units as u\n #header = fits.getheader('myfile.fits')\n #dispersion_start = header['CRVAL1'] - (header['CRPIX1'] - 1) * header['CDELT1']\n # linear_wcs = specwcs.Spectrum1DPolynomialWCS(degree=1, c0=dispersion_start,\n # c1=header['CDELT1'],\n # unit=u.Unit(header['CUNIT1']))\n #flux = fits.getdata('myfile.fits')\n #myspec = Spectrum1D(flux=flux, wcs=linear_wcs)\n flux = dat[0, 0, :]\n err = dat[3, 0, :]\n wl = hdr['crval1'] + hdr['cd1_1'] * np.arange(hdr['naxis1'])\n i = (wl < wlim[1])*(wl > wlim[0])\n wl = wl[i]\n flux = flux[i]\n err = err[i]\n \n \n# ax.fill_between(wl, flux-err, flux+err, alpha=0.6)\n \n # construct specdata object\n specdata = [spec_fit.SpecData(tfile, wl, flux, err)]\n options = {'npoly': 15}\n paramDict0 = {'logg': 1.0, 'teff': 4000, 'feh': -2, 'alpha': 0.4, 'vsini': 0}\n fixParam = ['vsini']\n res = vel_fit.process(\n specdata, paramDict0, fixParam=fixParam, config=config, options=options)\n \n print(res)\n \n ax.plot(wl, flux, label='Data')\n ax.plot(wl, res['yfit'][0], 'r-', label='Best-fit PHOENIX')\n \n ax.set_xlabel('$\\lambda$ [Ang]')\n ax.set_ylabel('Flux')\n\n \nax = subplot(313)\nax.plot(wl, flux, label='Data')\nax.plot(wl, res['yfit'][0], 'r-', label='Best-fit PHOENIX')\nax.fill_between(wl, flux + 1/err, flux-1/err, alpha=0.6)\n\nax.set_xlim(3300, 3500)\n\nax.set_xlabel('$\\lambda$ [Ang]')\nax.set_ylabel('Flux')",
"execution_count": 153,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "{'param': {'teff': 4809.057684082194, 'logg': 0.3976268859831109, 'feh': -1.443347165795795, 'alpha': 0.7999919589579161}, 'vel': 22.947293625647774, 'vel_err': 0.1654592112576202, 'skewness': 0.00030144091578962874, 'kurtosis': 3.000318837428393, 'param_err': {'teff': 3.0126144940524955, 'logg': 0.0044255740217088255, 'feh': 0.004978908842843755, 'alpha': 0.0001754287057270635}, 'yfit': [array([3447.9401324 , 3475.11700171, 3490.62317389, ..., 3322.54571485,\n 3321.01775667, 3318.80454778])], 'chisq': -6096397.882236677, 'chisq_array': [3583.507195928917]}\n{'param': {'teff': 5051.180029788207, 'logg': 2.5000010125628775, 'feh': -0.8416246478143865, 'alpha': 0.24579222031043413}, 'vel': 55.704531170452725, 'vel_err': 3.372332469082447e-05, 'skewness': -3795.593451768808, 'kurtosis': 14406533.069099033, 'param_err': {'teff': 0.7737288718464169, 'logg': 4.307203357270456e-05, 'feh': 0.0027266191691813785, 'alpha': 0.0030187444345259914}, 'yfit': [array([54331.40036002, 52630.89928514, 50588.84263557, ...,\n 4671.45371134, 4666.1024496 , 4654.15475622])], 'chisq': -22685764.696838155, 'chisq_array': [94029.9632009134]}\n"
},
{
"data": {
"text/plain": "Text(0, 0.5, 'Flux')"
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": "<Figure size 648x432 with 3 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "wht_gd1/Untitled.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"varInspector": {
"window_display": false,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
]
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment