{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using get_filter_data (gfd) module\n", "Use this to fetch filter data from **SVO Filter Profile Service (FPS)** as parsed VOTable (specifically Table element in parsed VOTable tree). It can be further converted into any presentable table format (like Pandas dataframe) to use the data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[\u001b[1mpy.warnings \u001b[0m][\u001b[1;33mWARNING\u001b[0m] /home/jpolygon/miniconda3/envs/sktest2/lib/python3.6/site-packages/tqdm/autonotebook/__init__.py:14: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " \" (e.g. in jupyter console)\", TqdmExperimentalWarning)\n", " (\u001b[1mwarnings.py\u001b[0m:99)\n" ] } ], "source": [ "import wsynphot.io.get_filter_data as gfd\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# A utility fuction to convert byte strings to normal literal strings\n", "def byte_to_literal_strings(dataframe):\n", " # Select the str columns:\n", " str_df = dataframe.select_dtypes([np.object])\n", " \n", " if not str_df.empty:\n", " # Convert all of them into unicode strings\n", " str_df = str_df.stack().str.decode('utf-8').unstack()\n", " # Swap out converted cols with the original df cols\n", " for col in str_df:\n", " dataframe[col] = str_df[col]\n", " \n", " return dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get index (master list) of all Filters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[\u001b[1mpy.warnings \u001b[0m][\u001b[1;33mWARNING\u001b[0m] /home/jpolygon/miniconda3/envs/sktest2/lib/python3.6/site-packages/astropy/io/votable/tree.py:3369: W42: None:2:0: W42: No XML namespace specified\n", " vo_warn(W42, (), config, pos)\n", " (\u001b[1mwarnings.py\u001b[0m:99)\n", "[\u001b[1;33mWARNING\u001b[0m] [\u001b[1mpy.warnings \u001b[0m] /home/jpolygon/miniconda3/envs/sktest2/lib/python3.6/site-packages/astropy/io/votable/tree.py:3369: W42: None:2:0: W42: No XML namespace specified\n", " vo_warn(W42, (), config, pos)\n", " (\u001b[1mwarnings.py\u001b[0m:99)\n" ] }, { "data": { "text/html": [ "
\n", " | FilterProfileService | \n", "filterID | \n", "WavelengthUnit | \n", "WavelengthUCD | \n", "PhotSystem | \n", "DetectorType | \n", "Band | \n", "Instrument | \n", "Facility | \n", "ProfileReference | \n", "... | \n", "WavelengthPhot | \n", "FWHM | \n", "PhotCalID | \n", "MagSys | \n", "ZeroPoint | \n", "ZeroPointUnit | \n", "Mag0 | \n", "ZeroPointType | \n", "AsinhSoft | \n", "TrasmissionCurve | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "ivo://svo/fps | \n", "IUE/IUE.1250-1300 | \n", "Angstrom | \n", "em.wl | \n", "IUE | \n", "0 | \n", "\n", " | \n", " | IUE | \n", "\n", " | ... | \n", "1.284802e+03 | \n", "5.100000e+01 | \n", "IUE/IUE.1250-1300/Vega | \n", "Vega | \n", "78.500328 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
1 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.F122M | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.415624e+03 | \n", "1.035811e+02 | \n", "HST/ACS_SBC.F122M/Vega | \n", "Vega | \n", "114.341072 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
2 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1360 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.360629e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1360/Vega | \n", "Vega | \n", "305.763611 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
3 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1380 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.380699e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1380/Vega | \n", "Vega | \n", "333.016724 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4 | \n", "ivo://svo/fps | \n", "TD1/TD1.140 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "\n", " | ... | \n", "1.403559e+03 | \n", "1.000010e+02 | \n", "TD1/TD1.140/Vega | \n", "Vega | \n", "368.054199 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
5 | \n", "ivo://svo/fps | \n", "TD1/NARROW1.1400 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... | \n", "... | \n", "1.403563e+03 | \n", "1.000000e+02 | \n", "TD1/NARROW1.1400/Vega | \n", "Vega | \n", "368.077026 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
6 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1400 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.400882e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1400/Vega | \n", "Vega | \n", "365.678650 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
7 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1420 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.420684e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1420/Vega | \n", "Vega | \n", "404.690247 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
8 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.F115LP | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.522224e+03 | \n", "3.768554e+02 | \n", "HST/ACS_SBC.F115LP/Vega | \n", "Vega | \n", "343.100098 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
9 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1440 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.440709e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1440/Vega | \n", "Vega | \n", "442.357727 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
10 | \n", "ivo://svo/fps | \n", "TD1/TD1.146 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "\n", " | ... | \n", "1.457379e+03 | \n", "1.100010e+02 | \n", "TD1/TD1.146/Vega | \n", "Vega | \n", "455.833679 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
11 | \n", "ivo://svo/fps | \n", "TD1/NARROW2.1455 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... | \n", "... | \n", "1.457380e+03 | \n", "1.100000e+02 | \n", "TD1/NARROW2.1455/Vega | \n", "Vega | \n", "455.819611 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
12 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.PR110L | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.528501e+03 | \n", "3.863476e+02 | \n", "HST/ACS_SBC.PR110L/Vega | \n", "Vega | \n", "376.796417 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
13 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1460 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.460012e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1460/Vega | \n", "Vega | \n", "465.783966 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
14 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.F125LP | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.521558e+03 | \n", "3.389823e+02 | \n", "HST/ACS_SBC.F125LP/Vega | \n", "Vega | \n", "387.348114 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
15 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.PR130L | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.523507e+03 | \n", "3.388215e+02 | \n", "HST/ACS_SBC.PR130L/Vega | \n", "Vega | \n", "388.584412 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
16 | \n", "ivo://svo/fps | \n", "IUE/IUE.1450-1500 | \n", "Angstrom | \n", "em.wl | \n", "IUE | \n", "0 | \n", "\n", " | \n", " | IUE | \n", "\n", " | ... | \n", "1.475382e+03 | \n", "5.100000e+01 | \n", "IUE/IUE.1450-1500/Vega | \n", "Vega | \n", "484.238220 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
17 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1480 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.480555e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1480/Vega | \n", "Vega | \n", "481.924133 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
18 | \n", "ivo://svo/fps | \n", "Astrosat/UVIT.F148W | \n", "Angstrom | \n", "em.wl | \n", "UVIT | \n", "0 | \n", "\n", " | UVIT | \n", "Astrosat | \n", "http://uvit.iiap.res.in/Instrument/Filters | \n", "... | \n", "1.537395e+03 | \n", "4.890270e+02 | \n", "Astrosat/UVIT.F148W/Vega | \n", "Vega | \n", "445.547974 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
19 | \n", "ivo://svo/fps | \n", "Astrosat/UVIT.F148Wa | \n", "Angstrom | \n", "em.wl | \n", "UVIT | \n", "0 | \n", "\n", " | UVIT | \n", "Astrosat | \n", "http://uvit.iiap.res.in/Instrument/Filters | \n", "... | \n", "1.541436e+03 | \n", "4.879972e+02 | \n", "Astrosat/UVIT.F148Wa/Vega | \n", "Vega | \n", "451.758881 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
20 | \n", "ivo://svo/fps | \n", "TD1/TD1.150 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "\n", " | ... | \n", "1.501024e+03 | \n", "1.000010e+02 | \n", "TD1/TD1.150/Vega | \n", "Vega | \n", "507.073273 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
21 | \n", "ivo://svo/fps | \n", "TD1/NARROW1.1500 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... | \n", "... | \n", "1.501025e+03 | \n", "1.000000e+02 | \n", "TD1/NARROW1.1500/Vega | \n", "Vega | \n", "507.096558 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
22 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1500 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.500246e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1500/Vega | \n", "Vega | \n", "514.445007 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
23 | \n", "ivo://svo/fps | \n", "HST/WFPC2.f160bw | \n", "Angstrom | \n", "em.wl | \n", "\n", " | 0 | \n", "\n", " | WFPC2 | \n", "HST | \n", "http://www.stsci.edu/hst/wfpc2/analysis/filter... | \n", "... | \n", "1.589646e+03 | \n", "6.134933e+02 | \n", "HST/WFPC2.f160bw/Vega | \n", "Vega | \n", "423.670471 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
24 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1520 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.520053e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1520/Vega | \n", "Vega | \n", "524.650085 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
25 | \n", "ivo://svo/fps | \n", "HST/WFPC2.f157w | \n", "Angstrom | \n", "em.wl | \n", "\n", " | 0 | \n", "\n", " | WFPC2 | \n", "HST | \n", "http://www.stsci.edu/hst/wfpc2/analysis/filter... | \n", "... | \n", "1.554911e+03 | \n", "3.710513e+02 | \n", "HST/WFPC2.f157w/Vega | \n", "Vega | \n", "476.138306 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
26 | \n", "ivo://svo/fps | \n", "GALEX/GALEX.FUV | \n", "Angstrom | \n", "em.wl | \n", "GALEX | \n", "0 | \n", "\n", " | \n", " | GALEX | \n", "http://galexgi.gsfc.nasa.gov/docs/galex/Docume... | \n", "... | \n", "1.549019e+03 | \n", "2.278145e+02 | \n", "GALEX/GALEX.FUV/Vega | \n", "Vega | \n", "514.975342 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
27 | \n", "ivo://svo/fps | \n", "TD1/SPEC.F1540 | \n", "Angstrom | \n", "em.wl | \n", "TD1 | \n", "0 | \n", "\n", " | TD1 | \n", "TD1 | \n", "http://adsabs.harvard.edu/abs/1976A%26A....49.... | \n", "... | \n", "1.540070e+03 | \n", "3.493550e+01 | \n", "TD1/SPEC.F1540/Vega | \n", "Vega | \n", "538.214844 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
28 | \n", "ivo://svo/fps | \n", "Astrosat/UVIT.F154W | \n", "Angstrom | \n", "em.wl | \n", "UVIT | \n", "0 | \n", "\n", " | UVIT | \n", "Astrosat | \n", "http://uvit.iiap.res.in/Instrument/Filters | \n", "... | \n", "1.568831e+03 | \n", "3.858952e+02 | \n", "Astrosat/UVIT.F154W/Vega | \n", "Vega | \n", "524.148682 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
29 | \n", "ivo://svo/fps | \n", "HST/ACS_SBC.F140LP | \n", "Angstrom | \n", "em.wl | \n", "ACS_SBC | \n", "0 | \n", "\n", " | ACS | \n", "HST | \n", "http://www.stsci.edu/hst/acs/analysis/zeropoints | \n", "... | \n", "1.559822e+03 | \n", "2.454278e+02 | \n", "HST/ACS_SBC.F140LP/Vega | \n", "Vega | \n", "506.028046 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
4617 | \n", "ivo://svo/fps | \n", "Spitzer/MIPS.70mu | \n", "Angstrom | \n", "em.wl | \n", "MIPS | \n", "0 | \n", "\n", " | MIPS | \n", "Spitzer | \n", "http://ssc.spitzer.caltech.edu/mips/spectral_r... | \n", "... | \n", "6.936470e+05 | \n", "1.898351e+05 | \n", "Spitzer/MIPS.70mu/Vega | \n", "Vega | \n", "0.769955 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4618 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.70mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "7.455638e+05 | \n", "2.163768e+05 | \n", "ISO/PHT-C.70mu/Vega | \n", "Vega | \n", "0.636514 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4619 | \n", "ivo://svo/fps | \n", "AKARI/FIS.WIDE-S | \n", "Angstrom | \n", "em.wl | \n", "FIS | \n", "0 | \n", "\n", " | FIS | \n", "AKARI | \n", "http://www.ir.isas.jaxa.jp/AKARI/Observation/R... | \n", "... | \n", "8.036109e+05 | \n", "2.707058e+05 | \n", "AKARI/FIS.WIDE-S/Vega | \n", "Vega | \n", "0.515878 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4620 | \n", "ivo://svo/fps | \n", "SOFIA/HAWC.C | \n", "Angstrom | \n", "em.wl | \n", "\n", " | 0 | \n", "\n", " | HAWC | \n", "SOFIA | \n", "https://www.sofia.usra.edu/science/proposing-a... | \n", "... | \n", "8.835179e+05 | \n", "1.704136e+05 | \n", "SOFIA/HAWC.C/Vega | \n", "Vega | \n", "0.490535 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4621 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.90mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "8.544859e+05 | \n", "3.841473e+05 | \n", "ISO/PHT-C.90mu/Vega | \n", "Vega | \n", "0.455685 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4622 | \n", "ivo://svo/fps | \n", "COBE/DIRBE.100m | \n", "Angstrom | \n", "em.wl | \n", "DIRBE | \n", "0 | \n", "\n", " | DIRBE | \n", "COBE | \n", "https://lambda.gsfc.nasa.gov/product/cobe/c_sp... | \n", "... | \n", "9.412082e+05 | \n", "3.097860e+05 | \n", "COBE/DIRBE.100m/Vega | \n", "Vega | \n", "0.406927 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4623 | \n", "ivo://svo/fps | \n", "IRAS/IRAS.100mu | \n", "Angstrom | \n", "em.wl | \n", "IRAS | \n", "0 | \n", "\n", " | \n", " | IRAS | \n", "http://irsa.ipac.caltech.edu/IRASdocs/exp.sup/... | \n", "... | \n", "9.694183e+05 | \n", "3.222499e+05 | \n", "IRAS/IRAS.100mu/Vega | \n", "Vega | \n", "0.386524 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4624 | \n", "ivo://svo/fps | \n", "ISO/PHT-P.100mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "9.824935e+05 | \n", "3.004847e+05 | \n", "ISO/PHT-P.100mu/Vega | \n", "Vega | \n", "0.380426 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4625 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.100mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "9.678518e+05 | \n", "3.355158e+05 | \n", "ISO/PHT-C.100mu/Vega | \n", "Vega | \n", "0.383468 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4626 | \n", "ivo://svo/fps | \n", "Herschel/Pacs.green | \n", "Angstrom | \n", "em.wl | \n", "Herschel | \n", "0 | \n", "\n", " | Pacs | \n", "Herschel | \n", "https://nhscsci.ipac.caltech.edu/sc/index.php/... | \n", "... | \n", "9.901764e+05 | \n", "3.568660e+05 | \n", "Herschel/Pacs.green/Vega | \n", "Vega | \n", "0.378392 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4627 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.105mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.032345e+06 | \n", "2.100148e+05 | \n", "ISO/PHT-C.105mu/Vega | \n", "Vega | \n", "0.345418 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4628 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.120mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.124067e+06 | \n", "2.165200e+05 | \n", "ISO/PHT-C.120mu/Vega | \n", "Vega | \n", "0.283105 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4629 | \n", "ivo://svo/fps | \n", "AKARI/FIS.WIDE-L | \n", "Angstrom | \n", "em.wl | \n", "FIS | \n", "0 | \n", "\n", " | FIS | \n", "AKARI | \n", "http://www.ir.isas.jaxa.jp/AKARI/Observation/R... | \n", "... | \n", "1.429926e+06 | \n", "3.894922e+05 | \n", "AKARI/FIS.WIDE-L/Vega | \n", "Vega | \n", "0.176714 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4630 | \n", "ivo://svo/fps | \n", "COBE/DIRBE.140m | \n", "Angstrom | \n", "em.wl | \n", "DIRBE | \n", "0 | \n", "\n", " | DIRBE | \n", "COBE | \n", "https://lambda.gsfc.nasa.gov/product/cobe/c_sp... | \n", "... | \n", "1.420013e+06 | \n", "3.514022e+05 | \n", "COBE/DIRBE.140m/Vega | \n", "Vega | \n", "0.176088 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4631 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.135mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.453382e+06 | \n", "4.405572e+05 | \n", "ISO/PHT-C.135mu/Vega | \n", "Vega | \n", "0.167201 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4632 | \n", "ivo://svo/fps | \n", "SOFIA/HAWC.D | \n", "Angstrom | \n", "em.wl | \n", "\n", " | 0 | \n", "\n", " | HAWC | \n", "SOFIA | \n", "https://www.sofia.usra.edu/science/proposing-a... | \n", "... | \n", "1.536151e+06 | \n", "3.394504e+05 | \n", "SOFIA/HAWC.D/Vega | \n", "Vega | \n", "0.158686 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4633 | \n", "ivo://svo/fps | \n", "Spitzer/MIPS.160mu | \n", "Angstrom | \n", "em.wl | \n", "MIPS | \n", "0 | \n", "\n", " | MIPS | \n", "Spitzer | \n", "http://ssc.spitzer.caltech.edu/mips/spectral_r... | \n", "... | \n", "1.536888e+06 | \n", "3.454720e+05 | \n", "Spitzer/MIPS.160mu/Vega | \n", "Vega | \n", "0.157904 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4634 | \n", "ivo://svo/fps | \n", "AKARI/FIS.N160 | \n", "Angstrom | \n", "em.wl | \n", "FIS | \n", "0 | \n", "\n", " | FIS | \n", "AKARI | \n", "http://www.ir.isas.jaxa.jp/AKARI/Observation/R... | \n", "... | \n", "1.603095e+06 | \n", "3.327812e+05 | \n", "AKARI/FIS.N160/Vega | \n", "Vega | \n", "0.145898 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4635 | \n", "ivo://svo/fps | \n", "Herschel/Pacs.red | \n", "Angstrom | \n", "em.wl | \n", "Herschel | \n", "0 | \n", "\n", " | Pacs | \n", "Herschel | \n", "https://nhscsci.ipac.caltech.edu/sc/index.php/... | \n", "... | \n", "1.569063e+06 | \n", "7.495406e+05 | \n", "Herschel/Pacs.red/Vega | \n", "Vega | \n", "0.143548 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4636 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.160mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.597013e+06 | \n", "5.584378e+05 | \n", "ISO/PHT-C.160mu/Vega | \n", "Vega | \n", "0.134895 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4637 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.180mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.742852e+06 | \n", "4.259885e+05 | \n", "ISO/PHT-C.180mu/Vega | \n", "Vega | \n", "0.119502 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4638 | \n", "ivo://svo/fps | \n", "ISO/PHT-C.200mu | \n", "Angstrom | \n", "em.wl | \n", "ISO | \n", "0 | \n", "\n", " | PHT | \n", "ISO | \n", "http://general-tools.cosmos.esa.int/iso/manual... | \n", "... | \n", "1.979992e+06 | \n", "2.962398e+05 | \n", "ISO/PHT-C.200mu/Vega | \n", "Vega | \n", "0.094259 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4639 | \n", "ivo://svo/fps | \n", "SOFIA/HAWC.E | \n", "Angstrom | \n", "em.wl | \n", "\n", " | 0 | \n", "\n", " | HAWC | \n", "SOFIA | \n", "https://www.sofia.usra.edu/science/proposing-a... | \n", "... | \n", "2.123903e+06 | \n", "4.403009e+05 | \n", "SOFIA/HAWC.E/Vega | \n", "Vega | \n", "0.082318 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4640 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PSW | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "2.449650e+06 | \n", "7.770002e+05 | \n", "Herschel/SPIRE.PSW/Vega | \n", "Vega | \n", "0.060750 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4641 | \n", "ivo://svo/fps | \n", "COBE/DIRBE.240m | \n", "Angstrom | \n", "em.wl | \n", "DIRBE | \n", "0 | \n", "\n", " | DIRBE | \n", "COBE | \n", "https://lambda.gsfc.nasa.gov/product/cobe/c_sp... | \n", "... | \n", "2.353122e+06 | \n", "1.008312e+06 | \n", "COBE/DIRBE.240m/Vega | \n", "Vega | \n", "0.061681 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4642 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PSW_ext | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "2.492830e+06 | \n", "6.589304e+05 | \n", "Herschel/SPIRE.PSW_ext/Vega | \n", "Vega | \n", "0.058680 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4643 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PMW | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "3.437871e+06 | \n", "1.059688e+06 | \n", "Herschel/SPIRE.PMW/Vega | \n", "Vega | \n", "0.030295 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4644 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PMW_ext | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "3.496571e+06 | \n", "9.371992e+05 | \n", "Herschel/SPIRE.PMW_ext/Vega | \n", "Vega | \n", "0.029263 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4645 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PLW | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "4.890142e+06 | \n", "1.998631e+06 | \n", "Herschel/SPIRE.PLW/Vega | \n", "Vega | \n", "0.014141 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4646 | \n", "ivo://svo/fps | \n", "Herschel/SPIRE.PLW_ext | \n", "Angstrom | \n", "em.wl | \n", "SPIRE | \n", "0 | \n", "\n", " | SPIRE | \n", "Herschel | \n", "http://herschel.esac.esa.int/Docs/SPIRE/html/s... | \n", "... | \n", "5.034501e+06 | \n", "1.848042e+06 | \n", "Herschel/SPIRE.PLW_ext/Vega | \n", "Vega | \n", "0.013288 | \n", "Jy | \n", "0.0 | \n", "Pogson | \n", "0.0 | \n", "http://svo2.cab.inta-csic.es//theory/fps/fps.p... | \n", "
4647 rows × 31 columns
\n", "\n", " | Wavelength | \n", "Transmission | \n", "
---|---|---|
0 | \n", "19044.839844 | \n", "0.005075 | \n", "
1 | \n", "19048.699219 | \n", "0.005073 | \n", "
2 | \n", "19052.570312 | \n", "0.005071 | \n", "
3 | \n", "19056.439453 | \n", "0.005069 | \n", "
4 | \n", "19060.310547 | \n", "0.005068 | \n", "
5 | \n", "19064.179688 | \n", "0.005066 | \n", "
6 | \n", "19068.050781 | \n", "0.005064 | \n", "
7 | \n", "19071.919922 | \n", "0.005062 | \n", "
8 | \n", "19075.789062 | \n", "0.005060 | \n", "
9 | \n", "19075.800781 | \n", "0.006175 | \n", "
10 | \n", "19079.669922 | \n", "0.006173 | \n", "
11 | \n", "19083.539062 | \n", "0.006171 | \n", "
12 | \n", "19087.410156 | \n", "0.006169 | \n", "
13 | \n", "19091.279297 | \n", "0.006168 | \n", "
14 | \n", "19091.300781 | \n", "0.007282 | \n", "
15 | \n", "19095.160156 | \n", "0.007281 | \n", "
16 | \n", "19099.029297 | \n", "0.007279 | \n", "
17 | \n", "19102.900391 | \n", "0.007277 | \n", "
18 | \n", "19106.769531 | \n", "0.007275 | \n", "
19 | \n", "19106.789062 | \n", "0.008390 | \n", "
20 | \n", "19110.660156 | \n", "0.008388 | \n", "
21 | \n", "19114.529297 | \n", "0.008386 | \n", "
22 | \n", "19118.390625 | \n", "0.008384 | \n", "
23 | \n", "19122.259766 | \n", "0.008382 | \n", "
24 | \n", "19122.279297 | \n", "0.009497 | \n", "
25 | \n", "19126.150391 | \n", "0.009495 | \n", "
26 | \n", "19130.019531 | \n", "0.009494 | \n", "
27 | \n", "19133.890625 | \n", "0.009492 | \n", "
28 | \n", "19133.900391 | \n", "0.010607 | \n", "
29 | \n", "19137.769531 | \n", "0.010605 | \n", "
... | \n", "... | \n", "... | \n", "
1573 | \n", "23262.810547 | \n", "0.019782 | \n", "
1574 | \n", "23266.679688 | \n", "0.019780 | \n", "
1575 | \n", "23270.529297 | \n", "0.018664 | \n", "
1576 | \n", "23274.400391 | \n", "0.018662 | \n", "
1577 | \n", "23278.259766 | \n", "0.017545 | \n", "
1578 | \n", "23282.130859 | \n", "0.017543 | \n", "
1579 | \n", "23285.970703 | \n", "0.015312 | \n", "
1580 | \n", "23289.839844 | \n", "0.015310 | \n", "
1581 | \n", "23293.699219 | \n", "0.014193 | \n", "
1582 | \n", "23297.570312 | \n", "0.014191 | \n", "
1583 | \n", "23301.419922 | \n", "0.013075 | \n", "
1584 | \n", "23305.279297 | \n", "0.011958 | \n", "
1585 | \n", "23309.150391 | \n", "0.011956 | \n", "
1586 | \n", "23313.019531 | \n", "0.011954 | \n", "
1587 | \n", "23316.880859 | \n", "0.010838 | \n", "
1588 | \n", "23320.740234 | \n", "0.010836 | \n", "
1589 | \n", "23324.599609 | \n", "0.009719 | \n", "
1590 | \n", "23328.470703 | \n", "0.009717 | \n", "
1591 | \n", "23332.330078 | \n", "0.008601 | \n", "
1592 | \n", "23336.199219 | \n", "0.008599 | \n", "
1593 | \n", "23340.050781 | \n", "0.007482 | \n", "
1594 | \n", "23343.919922 | \n", "0.007480 | \n", "
1595 | \n", "23347.789062 | \n", "0.007478 | \n", "
1596 | \n", "23351.650391 | \n", "0.006362 | \n", "
1597 | \n", "23355.519531 | \n", "0.006360 | \n", "
1598 | \n", "23359.390625 | \n", "0.006358 | \n", "
1599 | \n", "23363.240234 | \n", "0.005241 | \n", "
1600 | \n", "23367.109375 | \n", "0.005239 | \n", "
1601 | \n", "23370.970703 | \n", "0.004123 | \n", "
1602 | \n", "23374.839844 | \n", "0.004121 | \n", "
1603 rows × 2 columns
\n", "