From 857c3272e52359e8bbaa367a2177b761db1bf946 Mon Sep 17 00:00:00 2001 From: Karl Gordon Date: Thu, 26 Aug 2021 16:03:16 -0400 Subject: [PATCH 1/5] STIS LSFs used in mocking of spectra --- measure_extinction/merge_obsspec.py | 2 +- .../utils/STIS_LSF/data/LSF_G140L_1200.txt | 556 ++++++++++++++++++ .../utils/STIS_LSF/data/LSF_G140L_1500.txt | 553 +++++++++++++++++ .../utils/STIS_LSF/data/LSF_G230L_1700.txt | 556 ++++++++++++++++++ .../utils/STIS_LSF/data/LSF_G230L_2400.txt | 553 +++++++++++++++++ .../utils/STIS_LSF/data/LSF_G430L_3200.txt | 555 +++++++++++++++++ .../utils/STIS_LSF/data/LSF_G430L_5500.txt | 553 +++++++++++++++++ .../utils/STIS_LSF/data/LSF_G750L_7000.txt | 549 +++++++++++++++++ .../utils/STIS_LSF/plot_lsfs.py | 68 +++ .../utils/make_obsdata_from_model.py | 19 +- measure_extinction/utils/mock_spectra_data.py | 208 +++++++ 11 files changed, 4156 insertions(+), 16 deletions(-) create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G140L_1200.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G140L_1500.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G230L_1700.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G230L_2400.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G430L_3200.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G430L_5500.txt create mode 100644 measure_extinction/utils/STIS_LSF/data/LSF_G750L_7000.txt create mode 100644 measure_extinction/utils/STIS_LSF/plot_lsfs.py create mode 100644 measure_extinction/utils/mock_spectra_data.py diff --git a/measure_extinction/merge_obsspec.py b/measure_extinction/merge_obsspec.py index 4dfaa94..7604484 100644 --- a/measure_extinction/merge_obsspec.py +++ b/measure_extinction/merge_obsspec.py @@ -137,7 +137,7 @@ def merge_stis_obsspec(obstables, waveregion="UV", output_resolution=1000): if waveregion == "UV": wave_range = [1000.0, 3400.0] * u.angstrom elif waveregion == "Opt": - wave_range = [2900.0, 10250.0] * 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0.0000 0.0000 0.0000 0.0005 + 19.656 0.0000 0.0000 0.0000 0.0005 + 19.729 0.0000 0.0000 0.0000 0.0005 + 19.802 0.0000 0.0000 0.0000 0.0004 + 19.874 0.0000 0.0000 0.0000 0.0004 diff --git a/measure_extinction/utils/STIS_LSF/plot_lsfs.py b/measure_extinction/utils/STIS_LSF/plot_lsfs.py new file mode 100644 index 0000000..5c753bf --- /dev/null +++ b/measure_extinction/utils/STIS_LSF/plot_lsfs.py @@ -0,0 +1,68 @@ +import argparse + +import matplotlib.pyplot as plt +from astropy.table import Table + + +if __name__ == "__main__": + + # commandline parser + parser = argparse.ArgumentParser() + parser.add_argument("--png", help="save figure as a png file", action="store_true") + parser.add_argument("--pdf", help="save figure as a pdf file", action="store_true") + args = parser.parse_args() + + fig, ax = plt.subplots(ncols=3, figsize=(16, 8)) + + # resolutions in A/pixel + g140l_res = 0.5831004076162168 + g230l_res = 1.548239955089159 + + tags = ["G140L_1200", "G140L_1500"] + for i, ctag in enumerate(tags): + a = Table.read( + f"data/LSF_{ctag}.txt", format="ascii.commented_header", header_start=-1 + ) + + # slits = ["52x0.1", "52x0.2", "52x0.5", "52x2.0"] + slits = ["52x2.0"] + for cslit in slits: + ax[0].plot(g140l_res * a["Rel_pixel"], a[cslit], label=ctag) + ax[0].legend() + ax[0].set_xlabel(r"$\Delta\lambda$ [$\AA$]") + ax[0].set_xlim(-20 * g140l_res, 20 * g140l_res) + + tags = ["G230L_1700", "G230L_2400"] + for i, ctag in enumerate(tags): + a = Table.read( + f"data/LSF_{ctag}.txt", format="ascii.commented_header", header_start=-1 + ) + + # slits = ["52x0.1", "52x0.2", "52x0.5", "52x2.0"] + slits = ["52x2.0"] + for cslit in slits: + ax[1].plot(g230l_res * a["Rel_pixel"], a[cslit], label=ctag) + ax[1].legend() + ax[1].set_xlabel(r"$\Delta\lambda$ [$\AA$]") + ax[1].set_xlim(-20 * g230l_res, 20 * g230l_res) + + tags = ["G430L_3200", "G430L_5500", "G750L_7000"] + for i, ctag in enumerate(tags): + a = Table.read( + f"data/LSF_{ctag}.txt", format="ascii.commented_header", header_start=-1 + ) + + # slits = ["52x0.1", "52x0.2", "52x0.5", "52x2.0"] + slits = ["52x2.0"] + for cslit in slits: + ax[2].plot(a["Rel_pixel"], a[cslit], label=ctag) + ax[2].legend() + ax[2].set_xlabel(r"$\Delta\lambda$ [pixel]") + ax[2].set_xlim(-20, 20) + + fig.tight_layout() + + if args.png: + fig.savefig("stis_lsfs.png") + else: + plt.show() diff --git a/measure_extinction/utils/make_obsdata_from_model.py b/measure_extinction/utils/make_obsdata_from_model.py index e9bc1d9..0d9a14c 100644 --- a/measure_extinction/utils/make_obsdata_from_model.py +++ b/measure_extinction/utils/make_obsdata_from_model.py @@ -17,6 +17,7 @@ from measure_extinction.stardata import BandData from measure_extinction.merge_obsspec import merge_stis_obsspec, merge_irs_obsspec +from measure_extinction.utils.mock_spectra_data import mock_stis_data __all__ = ["make_obsdata_from_model"] @@ -305,28 +306,16 @@ def make_obsdata_from_model( specinfo = {} # create the ultraviolet HST/STIS mock observation - # first create the spectrum convolved to the STIS low resolution - # Resolution approximately 1000 - stis_fwhm_pix = 5000.0 / 1000.0 - g = Gaussian1DKernel(stddev=stis_fwhm_pix / 2.355) + stis_table = mock_stis_data(otable) - # Convolve data - nflux = convolve(otable["FLUX"].data, g) - - stis_table = Table() - stis_table["WAVELENGTH"] = otable["WAVELENGTH"] - stis_table["FLUX"] = nflux - stis_table["NPTS"] = otable["NPTS"] - stis_table["STAT-ERROR"] = Column(np.full((len(stis_table)), 1.0)) - stis_table["SYS-ERROR"] = otable["SIGMA"] # UV STIS obs - rb_stis_uv = merge_stis_obsspec([stis_table], waveregion="UV") + rb_stis_uv = merge_stis_obsspec(stis_table[0:2], waveregion="UV") rb_stis_uv["SIGMA"] = rb_stis_uv["FLUX"] * 0.0 stis_uv_file = "%s_stis_uv.fits" % (output_filebase) rb_stis_uv.write("%s/Models/%s" % (output_path, stis_uv_file), overwrite=True) specinfo["STIS"] = stis_uv_file # Optical STIS obs - rb_stis_opt = merge_stis_obsspec([stis_table], waveregion="Opt") + rb_stis_opt = merge_stis_obsspec(stis_table[2:4], waveregion="Opt") rb_stis_opt["SIGMA"] = rb_stis_opt["FLUX"] * 0.0 stis_opt_file = "%s_stis_opt.fits" % (output_filebase) rb_stis_opt.write("%s/Models/%s" % (output_path, stis_opt_file), overwrite=True) diff --git a/measure_extinction/utils/mock_spectra_data.py b/measure_extinction/utils/mock_spectra_data.py new file mode 100644 index 0000000..b28bbce --- /dev/null +++ b/measure_extinction/utils/mock_spectra_data.py @@ -0,0 +1,208 @@ +import pkg_resources +import argparse +import numpy as np +import matplotlib.pyplot as plt +from astropy.table import QTable +import astropy.units as u + +from astropy.convolution import Gaussian1DKernel, convolve + +__all__ = ["mock_stis_data"] + + +def mock_stis_single_grating(moddata, gname="G140L", applylsfs=True): + """ + Mock up a single grating STIS low resolution observation using tabulated + line spread functions (LSFs) + + Parameters + ---------- + moddata : astropy.table + Model spectrum at high enough resolution to support "convolution" with + the LSFs + + ganme : str + name of the grating to mocked + + applylsfs : boolean + allows for mocking with and without the LSFs + + Returns + ------- + cmoddata : astropy.table + Convolved and cropped model spectrum for the grating requested + """ + + if gname == "G140L": + gtags = ["G140L_1200", "G140L_1500"] + gwaves = [1200.0, 1500.0] * u.Angstrom + grange = [1118.7028617667227, 1715.2138336094122] * u.Angstrom + gdelta = 0.5831004076162168 * u.Angstrom # Angstrom/pixel + elif gname == "G230L": + gtags = ["G230L_1700", "G230L_2400"] + gwaves = [1700.0, 2400.0] * u.Angstrom + grange = [1572.0793168982548, 3155.9334544319254] * u.Angstrom + gdelta = 1.548239955089159 * u.Angstrom # Angstrom/pixel + elif gname == "G430L": + gtags = ["G430L_3200", "G430L_5500"] + gwaves = [3200.0, 5500.0] * u.Angstrom + grange = [2894.535384018087, 5704.064392633997] * u.Angstrom + gdelta = 2.7463714795193273 * u.Angstrom # Angstrom/pixel + elif gname == "G750L": + gtags = ["G750L_7000"] + gwaves = [7000.0] * u.Angstrom + grange = [5257.602037433256, 10249.424213346618] * u.Angstrom + gdelta = 4.879600079462369 * u.Angstrom # Angstrom/pixel + else: + raise ValueError(f"Grating {gname} not supported") + + nlsfs = len(gtags) + + data_path = pkg_resources.resource_filename("measure_extinction", "utils/STIS_LSF/") + lsfs = [] + for i, ctag in enumerate(gtags): + a = QTable.read( + f"{data_path}/data/LSF_{ctag}.txt", + format="ascii.commented_header", + header_start=-1, + ) + a["DELTWAVE"] = a["Rel_pixel"] * gdelta + + if i > 0: + if len(lsfs[0]["DELTWAVE"]) != len(a["DELTWAVE"]): + b = QTable() + b["DELTWAVE"] = lsfs[0]["DELTWAVE"] + b["52x2.0"] = np.interp( + b["DELTWAVE"], a["DELTWAVE"], a["52x2.0"], left=0.0, right=0.0 + ) + a = b + + lsfs.append(a) + + minlsfdwave = min(lsfs[0]["DELTWAVE"]) + maxlsfdwave = min(lsfs[0]["DELTWAVE"]) + + # crop wide to include full possible lsf range + gvals = (moddata["WAVELENGTH"] >= (grange[0] - minlsfdwave)) & ( + moddata["WAVELENGTH"] <= (grange[1] + maxlsfdwave) + ) + incwmoddata = moddata[:][gvals] + + # convolve + outcwmoddata = moddata[:][gvals] + if applylsfs: + + # for each wavelength, use average weighting with the appropriate LSF + clsfwave = lsfs[0]["DELTWAVE"] + for i, cwave in enumerate(outcwmoddata["WAVELENGTH"]): + # generate LSFs at each wavelength by interpolating/extrapolating + # from the 2 provided LSFs or just replicating a single LSFs + if nlsfs == 1: + clsf = lsfs[0]["52x2.0"] + elif nlsfs == 2: + clsf = lsfs[1]["52x2.0"] + ( + (gwaves[1] - cwave) / (gwaves[1] - gwaves[0]) + ) * (lsfs[1]["52x2.0"] - lsfs[0]["52x2.0"]) + + clsfwave = lsfs[0]["DELTWAVE"] + cwave + # interpolate onto model wavelength grid + clsf_int = np.interp( + outcwmoddata["WAVELENGTH"], clsfwave, clsf, right=0.0, left=0.0 + ) + outcwmoddata["FLUX"][i] = np.average(incwmoddata["FLUX"], weights=clsf_int) + + # crop tight to only include the expected wavelengths + gvals = (outcwmoddata["WAVELENGTH"] >= grange[0]) & ( + outcwmoddata["WAVELENGTH"] <= grange[1] + ) + cmoddata = QTable() + cmoddata["WAVELENGTH"] = outcwmoddata["WAVELENGTH"][gvals] + cmoddata["FLUX"] = outcwmoddata["FLUX"][gvals] + cmoddata["STAT-ERROR"] = outcwmoddata["SIGMA"][gvals] + cmoddata["SYS-ERROR"] = outcwmoddata["SIGMA"][gvals] + cmoddata["NPTS"] = outcwmoddata["NPTS"][gvals] + + return cmoddata + + +def mock_stis_data(moddata, applylsfs=True): + """ + Mock STIS low-resolution grating observations given a model spectrum + + Parameters + ---------- + moddata : astropy.table + Model spectrum at high enough resolution to support "convolution" with + the LSFs + + applylsfs : boolean + allows for mocking with and without the LSFs + + Returns + ------- + tablist : list of astropy.tables + Each entry appropriate for one of the four low resolution gratings + """ + allspec = [] + + allspec.append( + mock_stis_single_grating(moddata, gname="G140L", applylsfs=applylsfs) + ) + allspec.append( + mock_stis_single_grating(moddata, gname="G230L", applylsfs=applylsfs) + ) + allspec.append( + mock_stis_single_grating(moddata, gname="G430L", applylsfs=applylsfs) + ) + allspec.append( + mock_stis_single_grating(moddata, gname="G750L", applylsfs=applylsfs) + ) + + return allspec + + +if __name__ == "__main__": + + # commandline parser + parser = argparse.ArgumentParser() + parser.add_argument("--png", help="save figure as a png file", action="store_true") + parser.add_argument("--pdf", help="save figure as a pdf file", action="store_true") + args = parser.parse_args() + + moddata = QTable.read( + "/home/kgordon/Python_git/extstar_data/Models/tlusty_BT30000g300v10_full.fits" + ) + + fig, ax = plt.subplots(nrows=4, figsize=(18, 10)) + + # setup the plots + fontsize = 12 + font = {"size": fontsize} + plt.rc("font", **font) + plt.rc("lines", linewidth=2) + plt.rc("axes", linewidth=2) + plt.rc("xtick.major", width=2) + plt.rc("ytick.major", width=2) + + mockobs_wolsfs = mock_stis_data(moddata, applylsfs=False) + mockobs = mock_stis_data(moddata) + + for i, cmockobs in enumerate(mockobs): + ax[i].plot(mockobs_wolsfs[i]["WAVELENGTH"], mockobs_wolsfs[i]["FLUX"], "k-") + + # old way of doing things + stis_fwhm_pix = 5000.0 / 1000.0 + g = Gaussian1DKernel(stddev=stis_fwhm_pix / 2.355) + nflux = convolve(mockobs_wolsfs[i]["FLUX"].data, g) + ax[i].plot(mockobs_wolsfs[i]["WAVELENGTH"], nflux, "r:") + + ax[i].plot(cmockobs["WAVELENGTH"], cmockobs["FLUX"], "b-", label="G140L") + + fig.tight_layout() + + if args.png: + fig.savefig("mock_stis_obs.png") + elif args.pdf: + fig.savefig("mock_stis_obs.pdf") + else: + plt.show() From 181f3df2543637685cac7fb3c2e75f77aae6c71a Mon Sep 17 00:00:00 2001 From: Karl Gordon Date: Thu, 26 Aug 2021 16:56:45 -0400 Subject: [PATCH 2/5] fixing bugs --- measure_extinction/merge_obsspec.py | 16 +++++++--------- .../utils/make_obsdata_from_model.py | 14 ++++++-------- measure_extinction/utils/mock_spectra_data.py | 1 - 3 files changed, 13 insertions(+), 18 deletions(-) diff --git a/measure_extinction/merge_obsspec.py b/measure_extinction/merge_obsspec.py index 7604484..d8fdba8 100644 --- a/measure_extinction/merge_obsspec.py +++ b/measure_extinction/merge_obsspec.py @@ -150,19 +150,17 @@ def merge_stis_obsspec(obstables, waveregion="UV", output_resolution=1000): # may want to add in the SYS-ERROR, but need to be careful # to propagate it correctly, SYS-ERROR will not reduce with # multiple spectra or measurements in a wavelength bin - cuncs = ctable["STAT-ERROR"].data + cuncs = ctable["STAT-ERROR"] cwaves = ctable["WAVELENGTH"].data - cfluxes = ctable["FLUX"].data + cfluxes = ctable["FLUX"] cnpts = ctable["NPTS"].data for k in range(n_waves): - (indxs,) = np.where( - (cwaves >= full_wave_min[k]) & (cwaves < full_wave_max[k]) & (cnpts > 0) - ) - if len(indxs) > 0: - weights = 1.0 / np.square(cuncs[indxs]) - full_flux[k] += np.sum(weights * cfluxes[indxs]) + gvals = (cwaves >= full_wave_min[k]) & (cwaves < full_wave_max[k]) & (cnpts > 0) + if np.sum(gvals) > 0: + weights = 1.0 / np.square(cuncs[gvals].value) + full_flux[k] += np.sum(weights * cfluxes[gvals].value) full_unc[k] += np.sum(weights) - full_npts[k] += len(indxs) + full_npts[k] += np.sum(gvals) # divide by the net weights (indxs,) = np.where(full_npts > 0) diff --git a/measure_extinction/utils/make_obsdata_from_model.py b/measure_extinction/utils/make_obsdata_from_model.py index 0d9a14c..754f7f8 100644 --- a/measure_extinction/utils/make_obsdata_from_model.py +++ b/measure_extinction/utils/make_obsdata_from_model.py @@ -1,7 +1,5 @@ #!/usr/bin/env python -from __future__ import absolute_import, division, print_function, unicode_literals - import pkg_resources import numpy as np @@ -9,7 +7,7 @@ from scipy.interpolate import interp1d from astropy.io import ascii -from astropy.table import Table, Column +from astropy.table import QTable, Column import astropy.units as u from astropy.convolution import Gaussian1DKernel, convolve from synphot import SpectralElement @@ -263,14 +261,14 @@ def make_obsdata_from_model( # means that SFlux is read in as a string # solution is to remove the rows with the problem and replace # the fortran 'D' with an 'E' and then convert to floats - if mspec["SFlux"].dtype != np.float: + if mspec["SFlux"].dtype != float: indxs = [k for k in range(len(mspec)) if "D" not in mspec["SFlux"][k]] if len(indxs) > 0: indxs = [k for k in range(len(mspec)) if "D" in mspec["SFlux"][k]] mspec = mspec[indxs] new_strs = [cval.replace("D", "E") for cval in mspec["SFlux"].data] mspec["SFlux"] = new_strs - mspec["SFlux"] = mspec["SFlux"].astype(np.float) + mspec["SFlux"] = mspec["SFlux"].astype(float) # set the units mspec["Freq"].unit = u.Hz @@ -291,11 +289,11 @@ def make_obsdata_from_model( ) # save the full spectrum to a binary FITS table - otable = Table() + otable = QTable() otable["WAVELENGTH"] = Column(wave_r5000, unit=u.angstrom) otable["FLUX"] = Column(flux_r5000, unit=u.erg / (u.s * u.cm * u.cm * u.angstrom)) otable["SIGMA"] = Column( - flux_r5000 * 0.0, unit=u.erg / (u.s * u.cm * u.cm * u.angstrom) + flux_r5000 * 0.01, unit=u.erg / (u.s * u.cm * u.cm * u.angstrom) ) otable["NPTS"] = Column(npts_r5000) otable.write( @@ -329,7 +327,7 @@ def make_obsdata_from_model( # Convolve data nflux = convolve(otable["FLUX"].data, g) - lrs_table = Table() + lrs_table = QTable() lrs_table["WAVELENGTH"] = otable["WAVELENGTH"] lrs_table["FLUX"] = nflux lrs_table["NPTS"] = otable["NPTS"] diff --git a/measure_extinction/utils/mock_spectra_data.py b/measure_extinction/utils/mock_spectra_data.py index b28bbce..37449b5 100644 --- a/measure_extinction/utils/mock_spectra_data.py +++ b/measure_extinction/utils/mock_spectra_data.py @@ -32,7 +32,6 @@ def mock_stis_single_grating(moddata, gname="G140L", applylsfs=True): cmoddata : astropy.table Convolved and cropped model spectrum for the grating requested """ - if gname == "G140L": gtags = ["G140L_1200", "G140L_1500"] gwaves = [1200.0, 1500.0] * u.Angstrom From 1b63790f5df6a15a6c45c8f6adb047783070a0ab Mon Sep 17 00:00:00 2001 From: Karl Gordon Date: Fri, 27 Aug 2021 10:18:32 -0400 Subject: [PATCH 3/5] update stis lsf plot --- .../utils/STIS_LSF/plot_lsfs.py | 35 ++++++++++++++++--- 1 file changed, 30 insertions(+), 5 deletions(-) diff --git a/measure_extinction/utils/STIS_LSF/plot_lsfs.py b/measure_extinction/utils/STIS_LSF/plot_lsfs.py index 5c753bf..fb96ad0 100644 --- a/measure_extinction/utils/STIS_LSF/plot_lsfs.py +++ b/measure_extinction/utils/STIS_LSF/plot_lsfs.py @@ -12,11 +12,22 @@ parser.add_argument("--pdf", help="save figure as a pdf file", action="store_true") args = parser.parse_args() - fig, ax = plt.subplots(ncols=3, figsize=(16, 8)) + fig, ax = plt.subplots(ncols=4, figsize=(16, 8)) + + # setup the plots + fontsize = 12 + font = {"size": fontsize} + plt.rc("font", **font) + plt.rc("lines", linewidth=2) + plt.rc("axes", linewidth=2) + plt.rc("xtick.major", width=2) + plt.rc("ytick.major", width=2) # resolutions in A/pixel g140l_res = 0.5831004076162168 g230l_res = 1.548239955089159 + g430l_res = 2.7463714795193273 + g750l_res = 4.879600079462369 tags = ["G140L_1200", "G140L_1500"] for i, ctag in enumerate(tags): @@ -46,7 +57,7 @@ ax[1].set_xlabel(r"$\Delta\lambda$ [$\AA$]") ax[1].set_xlim(-20 * g230l_res, 20 * g230l_res) - tags = ["G430L_3200", "G430L_5500", "G750L_7000"] + tags = ["G430L_3200", "G430L_5500"] for i, ctag in enumerate(tags): a = Table.read( f"data/LSF_{ctag}.txt", format="ascii.commented_header", header_start=-1 @@ -55,10 +66,24 @@ # slits = ["52x0.1", "52x0.2", "52x0.5", "52x2.0"] slits = ["52x2.0"] for cslit in slits: - ax[2].plot(a["Rel_pixel"], a[cslit], label=ctag) + ax[2].plot(g430l_res * a["Rel_pixel"], a[cslit], label=ctag) ax[2].legend() - ax[2].set_xlabel(r"$\Delta\lambda$ [pixel]") - ax[2].set_xlim(-20, 20) + ax[2].set_xlabel(r"$\Delta\lambda$ [$\AA$]") + ax[2].set_xlim(-20 * g430l_res, 20 * g430l_res) + + tags = ["G750L_7000"] + for i, ctag in enumerate(tags): + a = Table.read( + f"data/LSF_{ctag}.txt", format="ascii.commented_header", header_start=-1 + ) + + # slits = ["52x0.1", "52x0.2", "52x0.5", "52x2.0"] + slits = ["52x2.0"] + for cslit in slits: + ax[3].plot(g750l_res * a["Rel_pixel"], a[cslit], label=ctag) + ax[3].legend() + ax[3].set_xlabel(r"$\Delta\lambda$ [$\AA$]") + ax[3].set_xlim(-20 * g750l_res, 20 * g750l_res) fig.tight_layout() From f49a1f2a64bd73240616aa266341d095b57c0662 Mon Sep 17 00:00:00 2001 From: Karl Gordon Date: Thu, 16 Sep 2021 16:04:14 -0400 Subject: [PATCH 4/5] adding STIS mocking docs --- docs/images/mock_stis_obs.png | Bin 0 -> 167554 bytes docs/images/stis_lsfs.png | Bin 0 -> 98982 bytes docs/model_standards.rst | 19 ++++++++++++++++++ measure_extinction/utils/mock_spectra_data.py | 15 +++++++------- 4 files changed, 27 insertions(+), 7 deletions(-) create mode 100644 docs/images/mock_stis_obs.png create mode 100644 docs/images/stis_lsfs.png diff --git a/docs/images/mock_stis_obs.png b/docs/images/mock_stis_obs.png 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zsj@Gyp}YT<7&$^>AFcg*YT*Lb?J%49hInr4$&+bb+u6ETPlOPO9*8xF0lA)6*V2ku zIxq+K{{*Z7_E_dW)ur%GqnF^>fp{3YX-T#l5u&~Z3{7Bn6L7Jh*JuQ&K!05NP6PDp z)qkECLi7a*l5o%OICCj3CkGDf3S-N0O2_%>*4CDE>01aSLFPYI-GqJw6)T=^uF;up zZ*T7&h-b^EUe|x7KYwP-$jG=y&&UX2X5Rahqzozt|7F)9ME^zASv+C-2V3(0X+gki c%8Xv#ner-W-voV{y9YK|NkxeYaf1*43qmz6F8}}l literal 0 HcmV?d00001 diff --git a/docs/model_standards.rst b/docs/model_standards.rst index 6684398..7452278 100644 --- a/docs/model_standards.rst +++ b/docs/model_standards.rst @@ -57,3 +57,22 @@ observed. The specific code is `utils/make_obsdata_from_model.py`. This code uses the 'merge_obsspec' functions to transform the model SEDs to the observed spectral formats. The `utils/make_all_tlusty_obsdata.py` runs on the `*.flux.gz` tlusty files. + +STIS Mocking +^^^^^^^^^^^^ + +The HST STIS observations are simulated by convolving the high spectral +resolution model spectra to the STIS resolution using STIS line-spread-fuctions (LSFs) +retrieved from +`STScI `_. +These line-spread functions are provided at specific wavelengths and are linearly +interpolated/extrapolated for other wavelengths (see `utils/mock_spectra_data.py` +for details.) + +STIS LSFs (52x2 slit): + +.. image:: images/stis_lsfs.png + +Example of mocked STIS observations: + +.. image:: images/ diff --git a/measure_extinction/utils/mock_spectra_data.py b/measure_extinction/utils/mock_spectra_data.py index 37449b5..4ddd463 100644 --- a/measure_extinction/utils/mock_spectra_data.py +++ b/measure_extinction/utils/mock_spectra_data.py @@ -5,8 +5,6 @@ from astropy.table import QTable import astropy.units as u -from astropy.convolution import Gaussian1DKernel, convolve - __all__ = ["mock_stis_data"] @@ -190,12 +188,15 @@ def mock_stis_data(moddata, applylsfs=True): ax[i].plot(mockobs_wolsfs[i]["WAVELENGTH"], mockobs_wolsfs[i]["FLUX"], "k-") # old way of doing things - stis_fwhm_pix = 5000.0 / 1000.0 - g = Gaussian1DKernel(stddev=stis_fwhm_pix / 2.355) - nflux = convolve(mockobs_wolsfs[i]["FLUX"].data, g) - ax[i].plot(mockobs_wolsfs[i]["WAVELENGTH"], nflux, "r:") + # stis_fwhm_pix = 5000.0 / 1000.0 + # g = Gaussian1DKernel(stddev=stis_fwhm_pix / 2.355) + # nflux = convolve(mockobs_wolsfs[i]["FLUX"].data, g) + # ax[i].plot(mockobs_wolsfs[i]["WAVELENGTH"], nflux, "r:") + + ax[i].plot(cmockobs["WAVELENGTH"], cmockobs["FLUX"], "b-") + ax[i].set_ylabel("Flux") - ax[i].plot(cmockobs["WAVELENGTH"], cmockobs["FLUX"], "b-", label="G140L") + ax[3].set_xlabel(r"$\lambda$ [$\AA$]") fig.tight_layout() From ebc0446bf25d18c0aef2458e4205f0ccf4d0d2c3 Mon Sep 17 00:00:00 2001 From: Karl Gordon Date: Thu, 16 Sep 2021 16:08:48 -0400 Subject: [PATCH 5/5] minor doc update --- docs/model_standards.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/model_standards.rst b/docs/model_standards.rst index 7452278..2efe864 100644 --- a/docs/model_standards.rst +++ b/docs/model_standards.rst @@ -73,6 +73,6 @@ STIS LSFs (52x2 slit): .. image:: images/stis_lsfs.png -Example of mocked STIS observations: +Example of mocked STIS observations for all four low-resolution grating settings: -.. image:: images/ +.. image:: images/mock_stis_obs.png