{ "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": [ "
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8ivo://svo/fpsHST/ACS_SBC.F115LPAngstromem.wlACS_SBC0ACSHSThttp://www.stsci.edu/hst/acs/analysis/zeropoints...1.522224e+033.768554e+02HST/ACS_SBC.F115LP/VegaVega343.100098Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
9ivo://svo/fpsTD1/SPEC.F1440Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.440709e+033.493550e+01TD1/SPEC.F1440/VegaVega442.357727Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
10ivo://svo/fpsTD1/TD1.146Angstromem.wlTD10TD1TD1...1.457379e+031.100010e+02TD1/TD1.146/VegaVega455.833679Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
11ivo://svo/fpsTD1/NARROW2.1455Angstromem.wlTD10TD1TD1http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil......1.457380e+031.100000e+02TD1/NARROW2.1455/VegaVega455.819611Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
12ivo://svo/fpsHST/ACS_SBC.PR110LAngstromem.wlACS_SBC0ACSHSThttp://www.stsci.edu/hst/acs/analysis/zeropoints...1.528501e+033.863476e+02HST/ACS_SBC.PR110L/VegaVega376.796417Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
13ivo://svo/fpsTD1/SPEC.F1460Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.460012e+033.493550e+01TD1/SPEC.F1460/VegaVega465.783966Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
14ivo://svo/fpsHST/ACS_SBC.F125LPAngstromem.wlACS_SBC0ACSHSThttp://www.stsci.edu/hst/acs/analysis/zeropoints...1.521558e+033.389823e+02HST/ACS_SBC.F125LP/VegaVega387.348114Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
15ivo://svo/fpsHST/ACS_SBC.PR130LAngstromem.wlACS_SBC0ACSHSThttp://www.stsci.edu/hst/acs/analysis/zeropoints...1.523507e+033.388215e+02HST/ACS_SBC.PR130L/VegaVega388.584412Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
16ivo://svo/fpsIUE/IUE.1450-1500Angstromem.wlIUE0IUE...1.475382e+035.100000e+01IUE/IUE.1450-1500/VegaVega484.238220Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
17ivo://svo/fpsTD1/SPEC.F1480Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.480555e+033.493550e+01TD1/SPEC.F1480/VegaVega481.924133Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
18ivo://svo/fpsAstrosat/UVIT.F148WAngstromem.wlUVIT0UVITAstrosathttp://uvit.iiap.res.in/Instrument/Filters...1.537395e+034.890270e+02Astrosat/UVIT.F148W/VegaVega445.547974Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
19ivo://svo/fpsAstrosat/UVIT.F148WaAngstromem.wlUVIT0UVITAstrosathttp://uvit.iiap.res.in/Instrument/Filters...1.541436e+034.879972e+02Astrosat/UVIT.F148Wa/VegaVega451.758881Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
20ivo://svo/fpsTD1/TD1.150Angstromem.wlTD10TD1TD1...1.501024e+031.000010e+02TD1/TD1.150/VegaVega507.073273Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
21ivo://svo/fpsTD1/NARROW1.1500Angstromem.wlTD10TD1TD1http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil......1.501025e+031.000000e+02TD1/NARROW1.1500/VegaVega507.096558Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
22ivo://svo/fpsTD1/SPEC.F1500Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.500246e+033.493550e+01TD1/SPEC.F1500/VegaVega514.445007Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
23ivo://svo/fpsHST/WFPC2.f160bwAngstromem.wl0WFPC2HSThttp://www.stsci.edu/hst/wfpc2/analysis/filter......1.589646e+036.134933e+02HST/WFPC2.f160bw/VegaVega423.670471Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
24ivo://svo/fpsTD1/SPEC.F1520Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.520053e+033.493550e+01TD1/SPEC.F1520/VegaVega524.650085Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
25ivo://svo/fpsHST/WFPC2.f157wAngstromem.wl0WFPC2HSThttp://www.stsci.edu/hst/wfpc2/analysis/filter......1.554911e+033.710513e+02HST/WFPC2.f157w/VegaVega476.138306Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
26ivo://svo/fpsGALEX/GALEX.FUVAngstromem.wlGALEX0GALEXhttp://galexgi.gsfc.nasa.gov/docs/galex/Docume......1.549019e+032.278145e+02GALEX/GALEX.FUV/VegaVega514.975342Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
27ivo://svo/fpsTD1/SPEC.F1540Angstromem.wlTD10TD1TD1http://adsabs.harvard.edu/abs/1976A%26A....49.......1.540070e+033.493550e+01TD1/SPEC.F1540/VegaVega538.214844Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
28ivo://svo/fpsAstrosat/UVIT.F154WAngstromem.wlUVIT0UVITAstrosathttp://uvit.iiap.res.in/Instrument/Filters...1.568831e+033.858952e+02Astrosat/UVIT.F154W/VegaVega524.148682Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
29ivo://svo/fpsHST/ACS_SBC.F140LPAngstromem.wlACS_SBC0ACSHSThttp://www.stsci.edu/hst/acs/analysis/zeropoints...1.559822e+032.454278e+02HST/ACS_SBC.F140LP/VegaVega506.028046Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
..................................................................
4617ivo://svo/fpsSpitzer/MIPS.70muAngstromem.wlMIPS0MIPSSpitzerhttp://ssc.spitzer.caltech.edu/mips/spectral_r......6.936470e+051.898351e+05Spitzer/MIPS.70mu/VegaVega0.769955Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4618ivo://svo/fpsISO/PHT-C.70muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......7.455638e+052.163768e+05ISO/PHT-C.70mu/VegaVega0.636514Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4619ivo://svo/fpsAKARI/FIS.WIDE-SAngstromem.wlFIS0FISAKARIhttp://www.ir.isas.jaxa.jp/AKARI/Observation/R......8.036109e+052.707058e+05AKARI/FIS.WIDE-S/VegaVega0.515878Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4620ivo://svo/fpsSOFIA/HAWC.CAngstromem.wl0HAWCSOFIAhttps://www.sofia.usra.edu/science/proposing-a......8.835179e+051.704136e+05SOFIA/HAWC.C/VegaVega0.490535Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4621ivo://svo/fpsISO/PHT-C.90muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......8.544859e+053.841473e+05ISO/PHT-C.90mu/VegaVega0.455685Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4622ivo://svo/fpsCOBE/DIRBE.100mAngstromem.wlDIRBE0DIRBECOBEhttps://lambda.gsfc.nasa.gov/product/cobe/c_sp......9.412082e+053.097860e+05COBE/DIRBE.100m/VegaVega0.406927Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4623ivo://svo/fpsIRAS/IRAS.100muAngstromem.wlIRAS0IRAShttp://irsa.ipac.caltech.edu/IRASdocs/exp.sup/......9.694183e+053.222499e+05IRAS/IRAS.100mu/VegaVega0.386524Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4624ivo://svo/fpsISO/PHT-P.100muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......9.824935e+053.004847e+05ISO/PHT-P.100mu/VegaVega0.380426Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4625ivo://svo/fpsISO/PHT-C.100muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......9.678518e+053.355158e+05ISO/PHT-C.100mu/VegaVega0.383468Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4626ivo://svo/fpsHerschel/Pacs.greenAngstromem.wlHerschel0PacsHerschelhttps://nhscsci.ipac.caltech.edu/sc/index.php/......9.901764e+053.568660e+05Herschel/Pacs.green/VegaVega0.378392Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4627ivo://svo/fpsISO/PHT-C.105muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.032345e+062.100148e+05ISO/PHT-C.105mu/VegaVega0.345418Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4628ivo://svo/fpsISO/PHT-C.120muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.124067e+062.165200e+05ISO/PHT-C.120mu/VegaVega0.283105Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4629ivo://svo/fpsAKARI/FIS.WIDE-LAngstromem.wlFIS0FISAKARIhttp://www.ir.isas.jaxa.jp/AKARI/Observation/R......1.429926e+063.894922e+05AKARI/FIS.WIDE-L/VegaVega0.176714Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4630ivo://svo/fpsCOBE/DIRBE.140mAngstromem.wlDIRBE0DIRBECOBEhttps://lambda.gsfc.nasa.gov/product/cobe/c_sp......1.420013e+063.514022e+05COBE/DIRBE.140m/VegaVega0.176088Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4631ivo://svo/fpsISO/PHT-C.135muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.453382e+064.405572e+05ISO/PHT-C.135mu/VegaVega0.167201Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4632ivo://svo/fpsSOFIA/HAWC.DAngstromem.wl0HAWCSOFIAhttps://www.sofia.usra.edu/science/proposing-a......1.536151e+063.394504e+05SOFIA/HAWC.D/VegaVega0.158686Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4633ivo://svo/fpsSpitzer/MIPS.160muAngstromem.wlMIPS0MIPSSpitzerhttp://ssc.spitzer.caltech.edu/mips/spectral_r......1.536888e+063.454720e+05Spitzer/MIPS.160mu/VegaVega0.157904Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4634ivo://svo/fpsAKARI/FIS.N160Angstromem.wlFIS0FISAKARIhttp://www.ir.isas.jaxa.jp/AKARI/Observation/R......1.603095e+063.327812e+05AKARI/FIS.N160/VegaVega0.145898Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4635ivo://svo/fpsHerschel/Pacs.redAngstromem.wlHerschel0PacsHerschelhttps://nhscsci.ipac.caltech.edu/sc/index.php/......1.569063e+067.495406e+05Herschel/Pacs.red/VegaVega0.143548Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4636ivo://svo/fpsISO/PHT-C.160muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.597013e+065.584378e+05ISO/PHT-C.160mu/VegaVega0.134895Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4637ivo://svo/fpsISO/PHT-C.180muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.742852e+064.259885e+05ISO/PHT-C.180mu/VegaVega0.119502Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4638ivo://svo/fpsISO/PHT-C.200muAngstromem.wlISO0PHTISOhttp://general-tools.cosmos.esa.int/iso/manual......1.979992e+062.962398e+05ISO/PHT-C.200mu/VegaVega0.094259Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4639ivo://svo/fpsSOFIA/HAWC.EAngstromem.wl0HAWCSOFIAhttps://www.sofia.usra.edu/science/proposing-a......2.123903e+064.403009e+05SOFIA/HAWC.E/VegaVega0.082318Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4640ivo://svo/fpsHerschel/SPIRE.PSWAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......2.449650e+067.770002e+05Herschel/SPIRE.PSW/VegaVega0.060750Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4641ivo://svo/fpsCOBE/DIRBE.240mAngstromem.wlDIRBE0DIRBECOBEhttps://lambda.gsfc.nasa.gov/product/cobe/c_sp......2.353122e+061.008312e+06COBE/DIRBE.240m/VegaVega0.061681Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4642ivo://svo/fpsHerschel/SPIRE.PSW_extAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......2.492830e+066.589304e+05Herschel/SPIRE.PSW_ext/VegaVega0.058680Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4643ivo://svo/fpsHerschel/SPIRE.PMWAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......3.437871e+061.059688e+06Herschel/SPIRE.PMW/VegaVega0.030295Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4644ivo://svo/fpsHerschel/SPIRE.PMW_extAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......3.496571e+069.371992e+05Herschel/SPIRE.PMW_ext/VegaVega0.029263Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4645ivo://svo/fpsHerschel/SPIRE.PLWAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......4.890142e+061.998631e+06Herschel/SPIRE.PLW/VegaVega0.014141Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4646ivo://svo/fpsHerschel/SPIRE.PLW_extAngstromem.wlSPIRE0SPIREHerschelhttp://herschel.esac.esa.int/Docs/SPIRE/html/s......5.034501e+061.848042e+06Herschel/SPIRE.PLW_ext/VegaVega0.013288Jy0.0Pogson0.0http://svo2.cab.inta-csic.es//theory/fps/fps.p...
\n", "

4647 rows × 31 columns

\n", "
" ], "text/plain": [ " FilterProfileService filterID WavelengthUnit \\\n", "0 ivo://svo/fps IUE/IUE.1250-1300 Angstrom \n", "1 ivo://svo/fps HST/ACS_SBC.F122M Angstrom \n", "2 ivo://svo/fps TD1/SPEC.F1360 Angstrom \n", "3 ivo://svo/fps TD1/SPEC.F1380 Angstrom \n", "4 ivo://svo/fps TD1/TD1.140 Angstrom \n", "5 ivo://svo/fps TD1/NARROW1.1400 Angstrom \n", "6 ivo://svo/fps TD1/SPEC.F1400 Angstrom \n", "7 ivo://svo/fps TD1/SPEC.F1420 Angstrom \n", "8 ivo://svo/fps HST/ACS_SBC.F115LP Angstrom \n", "9 ivo://svo/fps TD1/SPEC.F1440 Angstrom \n", "10 ivo://svo/fps TD1/TD1.146 Angstrom \n", "11 ivo://svo/fps TD1/NARROW2.1455 Angstrom \n", "12 ivo://svo/fps HST/ACS_SBC.PR110L Angstrom \n", "13 ivo://svo/fps TD1/SPEC.F1460 Angstrom \n", "14 ivo://svo/fps HST/ACS_SBC.F125LP Angstrom \n", "15 ivo://svo/fps HST/ACS_SBC.PR130L Angstrom \n", "16 ivo://svo/fps IUE/IUE.1450-1500 Angstrom \n", "17 ivo://svo/fps TD1/SPEC.F1480 Angstrom \n", "18 ivo://svo/fps Astrosat/UVIT.F148W Angstrom \n", "19 ivo://svo/fps Astrosat/UVIT.F148Wa Angstrom \n", "20 ivo://svo/fps TD1/TD1.150 Angstrom \n", "21 ivo://svo/fps TD1/NARROW1.1500 Angstrom \n", "22 ivo://svo/fps TD1/SPEC.F1500 Angstrom \n", "23 ivo://svo/fps HST/WFPC2.f160bw Angstrom \n", "24 ivo://svo/fps TD1/SPEC.F1520 Angstrom \n", "25 ivo://svo/fps HST/WFPC2.f157w Angstrom \n", "26 ivo://svo/fps GALEX/GALEX.FUV Angstrom \n", "27 ivo://svo/fps TD1/SPEC.F1540 Angstrom \n", "28 ivo://svo/fps Astrosat/UVIT.F154W Angstrom \n", "29 ivo://svo/fps HST/ACS_SBC.F140LP Angstrom \n", "... ... ... ... \n", "4617 ivo://svo/fps Spitzer/MIPS.70mu Angstrom \n", "4618 ivo://svo/fps ISO/PHT-C.70mu Angstrom \n", "4619 ivo://svo/fps AKARI/FIS.WIDE-S Angstrom \n", "4620 ivo://svo/fps SOFIA/HAWC.C Angstrom \n", "4621 ivo://svo/fps ISO/PHT-C.90mu Angstrom \n", "4622 ivo://svo/fps COBE/DIRBE.100m Angstrom \n", "4623 ivo://svo/fps IRAS/IRAS.100mu Angstrom \n", "4624 ivo://svo/fps ISO/PHT-P.100mu Angstrom \n", "4625 ivo://svo/fps ISO/PHT-C.100mu Angstrom \n", "4626 ivo://svo/fps Herschel/Pacs.green Angstrom \n", "4627 ivo://svo/fps ISO/PHT-C.105mu Angstrom \n", "4628 ivo://svo/fps ISO/PHT-C.120mu Angstrom \n", "4629 ivo://svo/fps AKARI/FIS.WIDE-L Angstrom \n", "4630 ivo://svo/fps COBE/DIRBE.140m Angstrom \n", "4631 ivo://svo/fps ISO/PHT-C.135mu Angstrom \n", "4632 ivo://svo/fps SOFIA/HAWC.D Angstrom \n", "4633 ivo://svo/fps Spitzer/MIPS.160mu Angstrom \n", "4634 ivo://svo/fps AKARI/FIS.N160 Angstrom \n", "4635 ivo://svo/fps Herschel/Pacs.red Angstrom \n", "4636 ivo://svo/fps ISO/PHT-C.160mu Angstrom \n", "4637 ivo://svo/fps ISO/PHT-C.180mu Angstrom \n", "4638 ivo://svo/fps ISO/PHT-C.200mu Angstrom \n", "4639 ivo://svo/fps SOFIA/HAWC.E Angstrom \n", "4640 ivo://svo/fps Herschel/SPIRE.PSW Angstrom \n", "4641 ivo://svo/fps COBE/DIRBE.240m Angstrom \n", "4642 ivo://svo/fps Herschel/SPIRE.PSW_ext Angstrom \n", "4643 ivo://svo/fps Herschel/SPIRE.PMW Angstrom \n", "4644 ivo://svo/fps Herschel/SPIRE.PMW_ext Angstrom \n", "4645 ivo://svo/fps Herschel/SPIRE.PLW Angstrom \n", "4646 ivo://svo/fps Herschel/SPIRE.PLW_ext Angstrom \n", "\n", " WavelengthUCD PhotSystem DetectorType Band Instrument Facility \\\n", "0 em.wl IUE 0 IUE \n", "1 em.wl ACS_SBC 0 ACS HST \n", "2 em.wl TD1 0 TD1 TD1 \n", "3 em.wl TD1 0 TD1 TD1 \n", "4 em.wl TD1 0 TD1 TD1 \n", "5 em.wl TD1 0 TD1 TD1 \n", "6 em.wl TD1 0 TD1 TD1 \n", "7 em.wl TD1 0 TD1 TD1 \n", "8 em.wl ACS_SBC 0 ACS HST \n", "9 em.wl TD1 0 TD1 TD1 \n", "10 em.wl TD1 0 TD1 TD1 \n", "11 em.wl TD1 0 TD1 TD1 \n", "12 em.wl ACS_SBC 0 ACS HST \n", "13 em.wl TD1 0 TD1 TD1 \n", "14 em.wl ACS_SBC 0 ACS HST \n", "15 em.wl ACS_SBC 0 ACS HST \n", "16 em.wl IUE 0 IUE \n", "17 em.wl TD1 0 TD1 TD1 \n", "18 em.wl UVIT 0 UVIT Astrosat \n", "19 em.wl UVIT 0 UVIT Astrosat \n", "20 em.wl TD1 0 TD1 TD1 \n", "21 em.wl TD1 0 TD1 TD1 \n", "22 em.wl TD1 0 TD1 TD1 \n", "23 em.wl 0 WFPC2 HST \n", "24 em.wl TD1 0 TD1 TD1 \n", "25 em.wl 0 WFPC2 HST \n", "26 em.wl GALEX 0 GALEX \n", "27 em.wl TD1 0 TD1 TD1 \n", "28 em.wl UVIT 0 UVIT Astrosat \n", "29 em.wl ACS_SBC 0 ACS HST \n", "... ... ... ... ... ... ... \n", "4617 em.wl MIPS 0 MIPS Spitzer \n", "4618 em.wl ISO 0 PHT ISO \n", "4619 em.wl FIS 0 FIS AKARI \n", "4620 em.wl 0 HAWC SOFIA \n", "4621 em.wl ISO 0 PHT ISO \n", "4622 em.wl DIRBE 0 DIRBE COBE \n", "4623 em.wl IRAS 0 IRAS \n", "4624 em.wl ISO 0 PHT ISO \n", "4625 em.wl ISO 0 PHT ISO \n", "4626 em.wl Herschel 0 Pacs Herschel \n", "4627 em.wl ISO 0 PHT ISO \n", "4628 em.wl ISO 0 PHT ISO \n", "4629 em.wl FIS 0 FIS AKARI \n", "4630 em.wl DIRBE 0 DIRBE COBE \n", "4631 em.wl ISO 0 PHT ISO \n", "4632 em.wl 0 HAWC SOFIA \n", "4633 em.wl MIPS 0 MIPS Spitzer \n", "4634 em.wl FIS 0 FIS AKARI \n", "4635 em.wl Herschel 0 Pacs Herschel \n", "4636 em.wl ISO 0 PHT ISO \n", "4637 em.wl ISO 0 PHT ISO \n", "4638 em.wl ISO 0 PHT ISO \n", "4639 em.wl 0 HAWC SOFIA \n", "4640 em.wl SPIRE 0 SPIRE Herschel \n", "4641 em.wl DIRBE 0 DIRBE COBE \n", "4642 em.wl SPIRE 0 SPIRE Herschel \n", "4643 em.wl SPIRE 0 SPIRE Herschel \n", "4644 em.wl SPIRE 0 SPIRE Herschel \n", "4645 em.wl SPIRE 0 SPIRE Herschel \n", "4646 em.wl SPIRE 0 SPIRE Herschel \n", "\n", " ProfileReference ... WavelengthPhot \\\n", "0 ... 1.284802e+03 \n", "1 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.415624e+03 \n", "2 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.360629e+03 \n", "3 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.380699e+03 \n", "4 ... 1.403559e+03 \n", "5 http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... ... 1.403563e+03 \n", "6 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.400882e+03 \n", "7 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.420684e+03 \n", "8 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.522224e+03 \n", "9 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.440709e+03 \n", "10 ... 1.457379e+03 \n", "11 http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... ... 1.457380e+03 \n", "12 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.528501e+03 \n", "13 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.460012e+03 \n", "14 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.521558e+03 \n", "15 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.523507e+03 \n", "16 ... 1.475382e+03 \n", "17 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.480555e+03 \n", "18 http://uvit.iiap.res.in/Instrument/Filters ... 1.537395e+03 \n", "19 http://uvit.iiap.res.in/Instrument/Filters ... 1.541436e+03 \n", "20 ... 1.501024e+03 \n", "21 http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil... ... 1.501025e+03 \n", "22 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.500246e+03 \n", "23 http://www.stsci.edu/hst/wfpc2/analysis/filter... ... 1.589646e+03 \n", "24 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.520053e+03 \n", "25 http://www.stsci.edu/hst/wfpc2/analysis/filter... ... 1.554911e+03 \n", "26 http://galexgi.gsfc.nasa.gov/docs/galex/Docume... ... 1.549019e+03 \n", "27 http://adsabs.harvard.edu/abs/1976A%26A....49.... ... 1.540070e+03 \n", "28 http://uvit.iiap.res.in/Instrument/Filters ... 1.568831e+03 \n", "29 http://www.stsci.edu/hst/acs/analysis/zeropoints ... 1.559822e+03 \n", "... ... ... ... \n", "4617 http://ssc.spitzer.caltech.edu/mips/spectral_r... ... 6.936470e+05 \n", "4618 http://general-tools.cosmos.esa.int/iso/manual... ... 7.455638e+05 \n", "4619 http://www.ir.isas.jaxa.jp/AKARI/Observation/R... ... 8.036109e+05 \n", "4620 https://www.sofia.usra.edu/science/proposing-a... ... 8.835179e+05 \n", "4621 http://general-tools.cosmos.esa.int/iso/manual... ... 8.544859e+05 \n", "4622 https://lambda.gsfc.nasa.gov/product/cobe/c_sp... ... 9.412082e+05 \n", "4623 http://irsa.ipac.caltech.edu/IRASdocs/exp.sup/... ... 9.694183e+05 \n", "4624 http://general-tools.cosmos.esa.int/iso/manual... ... 9.824935e+05 \n", "4625 http://general-tools.cosmos.esa.int/iso/manual... ... 9.678518e+05 \n", "4626 https://nhscsci.ipac.caltech.edu/sc/index.php/... ... 9.901764e+05 \n", "4627 http://general-tools.cosmos.esa.int/iso/manual... ... 1.032345e+06 \n", "4628 http://general-tools.cosmos.esa.int/iso/manual... ... 1.124067e+06 \n", "4629 http://www.ir.isas.jaxa.jp/AKARI/Observation/R... ... 1.429926e+06 \n", "4630 https://lambda.gsfc.nasa.gov/product/cobe/c_sp... ... 1.420013e+06 \n", "4631 http://general-tools.cosmos.esa.int/iso/manual... ... 1.453382e+06 \n", "4632 https://www.sofia.usra.edu/science/proposing-a... ... 1.536151e+06 \n", "4633 http://ssc.spitzer.caltech.edu/mips/spectral_r... ... 1.536888e+06 \n", "4634 http://www.ir.isas.jaxa.jp/AKARI/Observation/R... ... 1.603095e+06 \n", "4635 https://nhscsci.ipac.caltech.edu/sc/index.php/... ... 1.569063e+06 \n", "4636 http://general-tools.cosmos.esa.int/iso/manual... ... 1.597013e+06 \n", "4637 http://general-tools.cosmos.esa.int/iso/manual... ... 1.742852e+06 \n", "4638 http://general-tools.cosmos.esa.int/iso/manual... ... 1.979992e+06 \n", "4639 https://www.sofia.usra.edu/science/proposing-a... ... 2.123903e+06 \n", "4640 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 2.449650e+06 \n", "4641 https://lambda.gsfc.nasa.gov/product/cobe/c_sp... ... 2.353122e+06 \n", "4642 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 2.492830e+06 \n", "4643 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 3.437871e+06 \n", "4644 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 3.496571e+06 \n", "4645 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 4.890142e+06 \n", "4646 http://herschel.esac.esa.int/Docs/SPIRE/html/s... ... 5.034501e+06 \n", "\n", " FWHM PhotCalID MagSys ZeroPoint \\\n", "0 5.100000e+01 IUE/IUE.1250-1300/Vega Vega 78.500328 \n", "1 1.035811e+02 HST/ACS_SBC.F122M/Vega Vega 114.341072 \n", "2 3.493550e+01 TD1/SPEC.F1360/Vega Vega 305.763611 \n", "3 3.493550e+01 TD1/SPEC.F1380/Vega Vega 333.016724 \n", "4 1.000010e+02 TD1/TD1.140/Vega Vega 368.054199 \n", "5 1.000000e+02 TD1/NARROW1.1400/Vega Vega 368.077026 \n", "6 3.493550e+01 TD1/SPEC.F1400/Vega Vega 365.678650 \n", "7 3.493550e+01 TD1/SPEC.F1420/Vega Vega 404.690247 \n", "8 3.768554e+02 HST/ACS_SBC.F115LP/Vega Vega 343.100098 \n", "9 3.493550e+01 TD1/SPEC.F1440/Vega Vega 442.357727 \n", "10 1.100010e+02 TD1/TD1.146/Vega Vega 455.833679 \n", "11 1.100000e+02 TD1/NARROW2.1455/Vega Vega 455.819611 \n", "12 3.863476e+02 HST/ACS_SBC.PR110L/Vega Vega 376.796417 \n", "13 3.493550e+01 TD1/SPEC.F1460/Vega Vega 465.783966 \n", "14 3.389823e+02 HST/ACS_SBC.F125LP/Vega Vega 387.348114 \n", "15 3.388215e+02 HST/ACS_SBC.PR130L/Vega Vega 388.584412 \n", "16 5.100000e+01 IUE/IUE.1450-1500/Vega Vega 484.238220 \n", "17 3.493550e+01 TD1/SPEC.F1480/Vega Vega 481.924133 \n", "18 4.890270e+02 Astrosat/UVIT.F148W/Vega Vega 445.547974 \n", "19 4.879972e+02 Astrosat/UVIT.F148Wa/Vega Vega 451.758881 \n", "20 1.000010e+02 TD1/TD1.150/Vega Vega 507.073273 \n", "21 1.000000e+02 TD1/NARROW1.1500/Vega Vega 507.096558 \n", "22 3.493550e+01 TD1/SPEC.F1500/Vega Vega 514.445007 \n", "23 6.134933e+02 HST/WFPC2.f160bw/Vega Vega 423.670471 \n", "24 3.493550e+01 TD1/SPEC.F1520/Vega Vega 524.650085 \n", "25 3.710513e+02 HST/WFPC2.f157w/Vega Vega 476.138306 \n", "26 2.278145e+02 GALEX/GALEX.FUV/Vega Vega 514.975342 \n", "27 3.493550e+01 TD1/SPEC.F1540/Vega Vega 538.214844 \n", "28 3.858952e+02 Astrosat/UVIT.F154W/Vega Vega 524.148682 \n", "29 2.454278e+02 HST/ACS_SBC.F140LP/Vega Vega 506.028046 \n", "... ... ... ... ... \n", "4617 1.898351e+05 Spitzer/MIPS.70mu/Vega Vega 0.769955 \n", "4618 2.163768e+05 ISO/PHT-C.70mu/Vega Vega 0.636514 \n", "4619 2.707058e+05 AKARI/FIS.WIDE-S/Vega Vega 0.515878 \n", "4620 1.704136e+05 SOFIA/HAWC.C/Vega Vega 0.490535 \n", "4621 3.841473e+05 ISO/PHT-C.90mu/Vega Vega 0.455685 \n", "4622 3.097860e+05 COBE/DIRBE.100m/Vega Vega 0.406927 \n", "4623 3.222499e+05 IRAS/IRAS.100mu/Vega Vega 0.386524 \n", "4624 3.004847e+05 ISO/PHT-P.100mu/Vega Vega 0.380426 \n", "4625 3.355158e+05 ISO/PHT-C.100mu/Vega Vega 0.383468 \n", "4626 3.568660e+05 Herschel/Pacs.green/Vega Vega 0.378392 \n", "4627 2.100148e+05 ISO/PHT-C.105mu/Vega Vega 0.345418 \n", "4628 2.165200e+05 ISO/PHT-C.120mu/Vega Vega 0.283105 \n", "4629 3.894922e+05 AKARI/FIS.WIDE-L/Vega Vega 0.176714 \n", "4630 3.514022e+05 COBE/DIRBE.140m/Vega Vega 0.176088 \n", "4631 4.405572e+05 ISO/PHT-C.135mu/Vega Vega 0.167201 \n", "4632 3.394504e+05 SOFIA/HAWC.D/Vega Vega 0.158686 \n", "4633 3.454720e+05 Spitzer/MIPS.160mu/Vega Vega 0.157904 \n", "4634 3.327812e+05 AKARI/FIS.N160/Vega Vega 0.145898 \n", "4635 7.495406e+05 Herschel/Pacs.red/Vega Vega 0.143548 \n", "4636 5.584378e+05 ISO/PHT-C.160mu/Vega Vega 0.134895 \n", "4637 4.259885e+05 ISO/PHT-C.180mu/Vega Vega 0.119502 \n", "4638 2.962398e+05 ISO/PHT-C.200mu/Vega Vega 0.094259 \n", "4639 4.403009e+05 SOFIA/HAWC.E/Vega Vega 0.082318 \n", "4640 7.770002e+05 Herschel/SPIRE.PSW/Vega Vega 0.060750 \n", "4641 1.008312e+06 COBE/DIRBE.240m/Vega Vega 0.061681 \n", "4642 6.589304e+05 Herschel/SPIRE.PSW_ext/Vega Vega 0.058680 \n", "4643 1.059688e+06 Herschel/SPIRE.PMW/Vega Vega 0.030295 \n", "4644 9.371992e+05 Herschel/SPIRE.PMW_ext/Vega Vega 0.029263 \n", "4645 1.998631e+06 Herschel/SPIRE.PLW/Vega Vega 0.014141 \n", "4646 1.848042e+06 Herschel/SPIRE.PLW_ext/Vega Vega 0.013288 \n", "\n", " ZeroPointUnit Mag0 ZeroPointType AsinhSoft \\\n", "0 Jy 0.0 Pogson 0.0 \n", "1 Jy 0.0 Pogson 0.0 \n", "2 Jy 0.0 Pogson 0.0 \n", "3 Jy 0.0 Pogson 0.0 \n", "4 Jy 0.0 Pogson 0.0 \n", "5 Jy 0.0 Pogson 0.0 \n", "6 Jy 0.0 Pogson 0.0 \n", "7 Jy 0.0 Pogson 0.0 \n", "8 Jy 0.0 Pogson 0.0 \n", "9 Jy 0.0 Pogson 0.0 \n", "10 Jy 0.0 Pogson 0.0 \n", "11 Jy 0.0 Pogson 0.0 \n", "12 Jy 0.0 Pogson 0.0 \n", "13 Jy 0.0 Pogson 0.0 \n", "14 Jy 0.0 Pogson 0.0 \n", "15 Jy 0.0 Pogson 0.0 \n", "16 Jy 0.0 Pogson 0.0 \n", "17 Jy 0.0 Pogson 0.0 \n", "18 Jy 0.0 Pogson 0.0 \n", "19 Jy 0.0 Pogson 0.0 \n", "20 Jy 0.0 Pogson 0.0 \n", "21 Jy 0.0 Pogson 0.0 \n", "22 Jy 0.0 Pogson 0.0 \n", "23 Jy 0.0 Pogson 0.0 \n", "24 Jy 0.0 Pogson 0.0 \n", "25 Jy 0.0 Pogson 0.0 \n", "26 Jy 0.0 Pogson 0.0 \n", "27 Jy 0.0 Pogson 0.0 \n", "28 Jy 0.0 Pogson 0.0 \n", "29 Jy 0.0 Pogson 0.0 \n", "... ... ... ... ... \n", "4617 Jy 0.0 Pogson 0.0 \n", "4618 Jy 0.0 Pogson 0.0 \n", "4619 Jy 0.0 Pogson 0.0 \n", "4620 Jy 0.0 Pogson 0.0 \n", "4621 Jy 0.0 Pogson 0.0 \n", "4622 Jy 0.0 Pogson 0.0 \n", "4623 Jy 0.0 Pogson 0.0 \n", "4624 Jy 0.0 Pogson 0.0 \n", "4625 Jy 0.0 Pogson 0.0 \n", "4626 Jy 0.0 Pogson 0.0 \n", "4627 Jy 0.0 Pogson 0.0 \n", "4628 Jy 0.0 Pogson 0.0 \n", "4629 Jy 0.0 Pogson 0.0 \n", "4630 Jy 0.0 Pogson 0.0 \n", "4631 Jy 0.0 Pogson 0.0 \n", "4632 Jy 0.0 Pogson 0.0 \n", "4633 Jy 0.0 Pogson 0.0 \n", "4634 Jy 0.0 Pogson 0.0 \n", "4635 Jy 0.0 Pogson 0.0 \n", "4636 Jy 0.0 Pogson 0.0 \n", "4637 Jy 0.0 Pogson 0.0 \n", "4638 Jy 0.0 Pogson 0.0 \n", "4639 Jy 0.0 Pogson 0.0 \n", "4640 Jy 0.0 Pogson 0.0 \n", "4641 Jy 0.0 Pogson 0.0 \n", "4642 Jy 0.0 Pogson 0.0 \n", "4643 Jy 0.0 Pogson 0.0 \n", "4644 Jy 0.0 Pogson 0.0 \n", "4645 Jy 0.0 Pogson 0.0 \n", "4646 Jy 0.0 Pogson 0.0 \n", "\n", " TrasmissionCurve \n", "0 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "1 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "2 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "3 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "4 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "5 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "6 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "7 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "8 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "9 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "10 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "11 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "12 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "13 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "14 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "15 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "16 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "17 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "18 http://svo2.cab.inta-csic.es//theory/fps/fps.p... \n", "19 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"\n", "For e.g.: Kp filter of Keck/NIRC2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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WavelengthTransmission
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2619130.0195310.009494
2719133.8906250.009492
2819133.9003910.010607
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.........
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1603 rows × 2 columns

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" ], "text/plain": [ " Wavelength Transmission\n", "0 19044.839844 0.005075\n", "1 19048.699219 0.005073\n", "2 19052.570312 0.005071\n", "3 19056.439453 0.005069\n", "4 19060.310547 0.005068\n", "5 19064.179688 0.005066\n", "6 19068.050781 0.005064\n", "7 19071.919922 0.005062\n", "8 19075.789062 0.005060\n", "9 19075.800781 0.006175\n", "10 19079.669922 0.006173\n", "11 19083.539062 0.006171\n", "12 19087.410156 0.006169\n", "13 19091.279297 0.006168\n", "14 19091.300781 0.007282\n", "15 19095.160156 0.007281\n", "16 19099.029297 0.007279\n", "17 19102.900391 0.007277\n", "18 19106.769531 0.007275\n", "19 19106.789062 0.008390\n", "20 19110.660156 0.008388\n", "21 19114.529297 0.008386\n", "22 19118.390625 0.008384\n", "23 19122.259766 0.008382\n", "24 19122.279297 0.009497\n", "25 19126.150391 0.009495\n", "26 19130.019531 0.009494\n", "27 19133.890625 0.009492\n", "28 19133.900391 0.010607\n", "29 19137.769531 0.010605\n", "... ... ...\n", "1573 23262.810547 0.019782\n", "1574 23266.679688 0.019780\n", "1575 23270.529297 0.018664\n", "1576 23274.400391 0.018662\n", "1577 23278.259766 0.017545\n", "1578 23282.130859 0.017543\n", "1579 23285.970703 0.015312\n", "1580 23289.839844 0.015310\n", "1581 23293.699219 0.014193\n", "1582 23297.570312 0.014191\n", "1583 23301.419922 0.013075\n", "1584 23305.279297 0.011958\n", "1585 23309.150391 0.011956\n", "1586 23313.019531 0.011954\n", "1587 23316.880859 0.010838\n", "1588 23320.740234 0.010836\n", "1589 23324.599609 0.009719\n", "1590 23328.470703 0.009717\n", "1591 23332.330078 0.008601\n", "1592 23336.199219 0.008599\n", "1593 23340.050781 0.007482\n", "1594 23343.919922 0.007480\n", "1595 23347.789062 0.007478\n", "1596 23351.650391 0.006362\n", "1597 23355.519531 0.006360\n", "1598 23359.390625 0.006358\n", "1599 23363.240234 0.005241\n", "1600 23367.109375 0.005239\n", "1601 23370.970703 0.004123\n", "1602 23374.839844 0.004121\n", "\n", "[1603 rows x 2 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filter_id = 'Keck/NIRC2.Kp'\n", "table = gfd.get_transmission_data(filter_id)\n", "data = table.to_table().to_pandas()\n", "data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support. ' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
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