In [1]:
import wsynphot.io.get_filter_data as gfd
import numpy as np
import pandas as pd
[py.warnings ][WARNING] /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)
" (e.g. in jupyter console)", TqdmExperimentalWarning)
(warnings.py:99)
In [2]:
# A utility fuction to convert byte strings to normal literal strings
def byte_to_literal_strings(dataframe):
# Select the str columns:
str_df = dataframe.select_dtypes([np.object])
if not str_df.empty:
# Convert all of them into unicode strings
str_df = str_df.stack().str.decode('utf-8').unstack()
# Swap out converted cols with the original df cols
for col in str_df:
dataframe[col] = str_df[col]
return dataframe
In [3]:
table = gfd.get_filter_index()
index = table.to_table().to_pandas()
byte_to_literal_strings(index) # since strings (np.dtype=object) appear as byte strings
[py.warnings ][WARNING] /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
vo_warn(W42, (), config, pos)
(warnings.py:99)
[WARNING] [py.warnings ] /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
vo_warn(W42, (), config, pos)
(warnings.py:99)
Out[3]:
FilterProfileService
filterID
WavelengthUnit
WavelengthUCD
PhotSystem
DetectorType
Band
Instrument
Facility
ProfileReference
...
WavelengthPhot
FWHM
PhotCalID
MagSys
ZeroPoint
ZeroPointUnit
Mag0
ZeroPointType
AsinhSoft
TrasmissionCurve
0
ivo://svo/fps
IUE/IUE.1250-1300
Angstrom
em.wl
IUE
0
IUE
...
1.284802e+03
5.100000e+01
IUE/IUE.1250-1300/Vega
Vega
78.500328
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
1
ivo://svo/fps
HST/ACS_SBC.F122M
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.415624e+03
1.035811e+02
HST/ACS_SBC.F122M/Vega
Vega
114.341072
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
2
ivo://svo/fps
TD1/SPEC.F1360
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.360629e+03
3.493550e+01
TD1/SPEC.F1360/Vega
Vega
305.763611
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
3
ivo://svo/fps
TD1/SPEC.F1380
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.380699e+03
3.493550e+01
TD1/SPEC.F1380/Vega
Vega
333.016724
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4
ivo://svo/fps
TD1/TD1.140
Angstrom
em.wl
TD1
0
TD1
TD1
...
1.403559e+03
1.000010e+02
TD1/TD1.140/Vega
Vega
368.054199
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
5
ivo://svo/fps
TD1/NARROW1.1400
Angstrom
em.wl
TD1
0
TD1
TD1
http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil...
...
1.403563e+03
1.000000e+02
TD1/NARROW1.1400/Vega
Vega
368.077026
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
6
ivo://svo/fps
TD1/SPEC.F1400
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.400882e+03
3.493550e+01
TD1/SPEC.F1400/Vega
Vega
365.678650
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
7
ivo://svo/fps
TD1/SPEC.F1420
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.420684e+03
3.493550e+01
TD1/SPEC.F1420/Vega
Vega
404.690247
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
8
ivo://svo/fps
HST/ACS_SBC.F115LP
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.522224e+03
3.768554e+02
HST/ACS_SBC.F115LP/Vega
Vega
343.100098
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
9
ivo://svo/fps
TD1/SPEC.F1440
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.440709e+03
3.493550e+01
TD1/SPEC.F1440/Vega
Vega
442.357727
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
10
ivo://svo/fps
TD1/TD1.146
Angstrom
em.wl
TD1
0
TD1
TD1
...
1.457379e+03
1.100010e+02
TD1/TD1.146/Vega
Vega
455.833679
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
11
ivo://svo/fps
TD1/NARROW2.1455
Angstrom
em.wl
TD1
0
TD1
TD1
http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil...
...
1.457380e+03
1.100000e+02
TD1/NARROW2.1455/Vega
Vega
455.819611
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
12
ivo://svo/fps
HST/ACS_SBC.PR110L
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.528501e+03
3.863476e+02
HST/ACS_SBC.PR110L/Vega
Vega
376.796417
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
13
ivo://svo/fps
TD1/SPEC.F1460
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.460012e+03
3.493550e+01
TD1/SPEC.F1460/Vega
Vega
465.783966
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
14
ivo://svo/fps
HST/ACS_SBC.F125LP
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.521558e+03
3.389823e+02
HST/ACS_SBC.F125LP/Vega
Vega
387.348114
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
15
ivo://svo/fps
HST/ACS_SBC.PR130L
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.523507e+03
3.388215e+02
HST/ACS_SBC.PR130L/Vega
Vega
388.584412
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
16
ivo://svo/fps
IUE/IUE.1450-1500
Angstrom
em.wl
IUE
0
IUE
...
1.475382e+03
5.100000e+01
IUE/IUE.1450-1500/Vega
Vega
484.238220
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
17
ivo://svo/fps
TD1/SPEC.F1480
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.480555e+03
3.493550e+01
TD1/SPEC.F1480/Vega
Vega
481.924133
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
18
ivo://svo/fps
Astrosat/UVIT.F148W
Angstrom
em.wl
UVIT
0
UVIT
Astrosat
http://uvit.iiap.res.in/Instrument/Filters
...
1.537395e+03
4.890270e+02
Astrosat/UVIT.F148W/Vega
Vega
445.547974
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
19
ivo://svo/fps
Astrosat/UVIT.F148Wa
Angstrom
em.wl
UVIT
0
UVIT
Astrosat
http://uvit.iiap.res.in/Instrument/Filters
...
1.541436e+03
4.879972e+02
Astrosat/UVIT.F148Wa/Vega
Vega
451.758881
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
20
ivo://svo/fps
TD1/TD1.150
Angstrom
em.wl
TD1
0
TD1
TD1
...
1.501024e+03
1.000010e+02
TD1/TD1.150/Vega
Vega
507.073273
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
21
ivo://svo/fps
TD1/NARROW1.1500
Angstrom
em.wl
TD1
0
TD1
TD1
http://ulisse.pd.astro.it/Astro/ADPS/ADPS2/Fil...
...
1.501025e+03
1.000000e+02
TD1/NARROW1.1500/Vega
Vega
507.096558
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
22
ivo://svo/fps
TD1/SPEC.F1500
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.500246e+03
3.493550e+01
TD1/SPEC.F1500/Vega
Vega
514.445007
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
23
ivo://svo/fps
HST/WFPC2.f160bw
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1.589646e+03
6.134933e+02
HST/WFPC2.f160bw/Vega
Vega
423.670471
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
24
ivo://svo/fps
TD1/SPEC.F1520
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.520053e+03
3.493550e+01
TD1/SPEC.F1520/Vega
Vega
524.650085
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
25
ivo://svo/fps
HST/WFPC2.f157w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1.554911e+03
3.710513e+02
HST/WFPC2.f157w/Vega
Vega
476.138306
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
26
ivo://svo/fps
GALEX/GALEX.FUV
Angstrom
em.wl
GALEX
0
GALEX
http://galexgi.gsfc.nasa.gov/docs/galex/Docume...
...
1.549019e+03
2.278145e+02
GALEX/GALEX.FUV/Vega
Vega
514.975342
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
27
ivo://svo/fps
TD1/SPEC.F1540
Angstrom
em.wl
TD1
0
TD1
TD1
http://adsabs.harvard.edu/abs/1976A%26A....49....
...
1.540070e+03
3.493550e+01
TD1/SPEC.F1540/Vega
Vega
538.214844
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
28
ivo://svo/fps
Astrosat/UVIT.F154W
Angstrom
em.wl
UVIT
0
UVIT
Astrosat
http://uvit.iiap.res.in/Instrument/Filters
...
1.568831e+03
3.858952e+02
Astrosat/UVIT.F154W/Vega
Vega
524.148682
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
29
ivo://svo/fps
HST/ACS_SBC.F140LP
Angstrom
em.wl
ACS_SBC
0
ACS
HST
http://www.stsci.edu/hst/acs/analysis/zeropoints
...
1.559822e+03
2.454278e+02
HST/ACS_SBC.F140LP/Vega
Vega
506.028046
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
4617
ivo://svo/fps
Spitzer/MIPS.70mu
Angstrom
em.wl
MIPS
0
MIPS
Spitzer
http://ssc.spitzer.caltech.edu/mips/spectral_r...
...
6.936470e+05
1.898351e+05
Spitzer/MIPS.70mu/Vega
Vega
0.769955
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4618
ivo://svo/fps
ISO/PHT-C.70mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
7.455638e+05
2.163768e+05
ISO/PHT-C.70mu/Vega
Vega
0.636514
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4619
ivo://svo/fps
AKARI/FIS.WIDE-S
Angstrom
em.wl
FIS
0
FIS
AKARI
http://www.ir.isas.jaxa.jp/AKARI/Observation/R...
...
8.036109e+05
2.707058e+05
AKARI/FIS.WIDE-S/Vega
Vega
0.515878
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4620
ivo://svo/fps
SOFIA/HAWC.C
Angstrom
em.wl
0
HAWC
SOFIA
https://www.sofia.usra.edu/science/proposing-a...
...
8.835179e+05
1.704136e+05
SOFIA/HAWC.C/Vega
Vega
0.490535
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4621
ivo://svo/fps
ISO/PHT-C.90mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
8.544859e+05
3.841473e+05
ISO/PHT-C.90mu/Vega
Vega
0.455685
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4622
ivo://svo/fps
COBE/DIRBE.100m
Angstrom
em.wl
DIRBE
0
DIRBE
COBE
https://lambda.gsfc.nasa.gov/product/cobe/c_sp...
...
9.412082e+05
3.097860e+05
COBE/DIRBE.100m/Vega
Vega
0.406927
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4623
ivo://svo/fps
IRAS/IRAS.100mu
Angstrom
em.wl
IRAS
0
IRAS
http://irsa.ipac.caltech.edu/IRASdocs/exp.sup/...
...
9.694183e+05
3.222499e+05
IRAS/IRAS.100mu/Vega
Vega
0.386524
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4624
ivo://svo/fps
ISO/PHT-P.100mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
9.824935e+05
3.004847e+05
ISO/PHT-P.100mu/Vega
Vega
0.380426
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4625
ivo://svo/fps
ISO/PHT-C.100mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
9.678518e+05
3.355158e+05
ISO/PHT-C.100mu/Vega
Vega
0.383468
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4626
ivo://svo/fps
Herschel/Pacs.green
Angstrom
em.wl
Herschel
0
Pacs
Herschel
https://nhscsci.ipac.caltech.edu/sc/index.php/...
...
9.901764e+05
3.568660e+05
Herschel/Pacs.green/Vega
Vega
0.378392
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4627
ivo://svo/fps
ISO/PHT-C.105mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.032345e+06
2.100148e+05
ISO/PHT-C.105mu/Vega
Vega
0.345418
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4628
ivo://svo/fps
ISO/PHT-C.120mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.124067e+06
2.165200e+05
ISO/PHT-C.120mu/Vega
Vega
0.283105
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4629
ivo://svo/fps
AKARI/FIS.WIDE-L
Angstrom
em.wl
FIS
0
FIS
AKARI
http://www.ir.isas.jaxa.jp/AKARI/Observation/R...
...
1.429926e+06
3.894922e+05
AKARI/FIS.WIDE-L/Vega
Vega
0.176714
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4630
ivo://svo/fps
COBE/DIRBE.140m
Angstrom
em.wl
DIRBE
0
DIRBE
COBE
https://lambda.gsfc.nasa.gov/product/cobe/c_sp...
...
1.420013e+06
3.514022e+05
COBE/DIRBE.140m/Vega
Vega
0.176088
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4631
ivo://svo/fps
ISO/PHT-C.135mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.453382e+06
4.405572e+05
ISO/PHT-C.135mu/Vega
Vega
0.167201
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4632
ivo://svo/fps
SOFIA/HAWC.D
Angstrom
em.wl
0
HAWC
SOFIA
https://www.sofia.usra.edu/science/proposing-a...
...
1.536151e+06
3.394504e+05
SOFIA/HAWC.D/Vega
Vega
0.158686
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4633
ivo://svo/fps
Spitzer/MIPS.160mu
Angstrom
em.wl
MIPS
0
MIPS
Spitzer
http://ssc.spitzer.caltech.edu/mips/spectral_r...
...
1.536888e+06
3.454720e+05
Spitzer/MIPS.160mu/Vega
Vega
0.157904
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4634
ivo://svo/fps
AKARI/FIS.N160
Angstrom
em.wl
FIS
0
FIS
AKARI
http://www.ir.isas.jaxa.jp/AKARI/Observation/R...
...
1.603095e+06
3.327812e+05
AKARI/FIS.N160/Vega
Vega
0.145898
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4635
ivo://svo/fps
Herschel/Pacs.red
Angstrom
em.wl
Herschel
0
Pacs
Herschel
https://nhscsci.ipac.caltech.edu/sc/index.php/...
...
1.569063e+06
7.495406e+05
Herschel/Pacs.red/Vega
Vega
0.143548
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4636
ivo://svo/fps
ISO/PHT-C.160mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.597013e+06
5.584378e+05
ISO/PHT-C.160mu/Vega
Vega
0.134895
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4637
ivo://svo/fps
ISO/PHT-C.180mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.742852e+06
4.259885e+05
ISO/PHT-C.180mu/Vega
Vega
0.119502
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4638
ivo://svo/fps
ISO/PHT-C.200mu
Angstrom
em.wl
ISO
0
PHT
ISO
http://general-tools.cosmos.esa.int/iso/manual...
...
1.979992e+06
2.962398e+05
ISO/PHT-C.200mu/Vega
Vega
0.094259
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4639
ivo://svo/fps
SOFIA/HAWC.E
Angstrom
em.wl
0
HAWC
SOFIA
https://www.sofia.usra.edu/science/proposing-a...
...
2.123903e+06
4.403009e+05
SOFIA/HAWC.E/Vega
Vega
0.082318
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4640
ivo://svo/fps
Herschel/SPIRE.PSW
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
2.449650e+06
7.770002e+05
Herschel/SPIRE.PSW/Vega
Vega
0.060750
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4641
ivo://svo/fps
COBE/DIRBE.240m
Angstrom
em.wl
DIRBE
0
DIRBE
COBE
https://lambda.gsfc.nasa.gov/product/cobe/c_sp...
...
2.353122e+06
1.008312e+06
COBE/DIRBE.240m/Vega
Vega
0.061681
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4642
ivo://svo/fps
Herschel/SPIRE.PSW_ext
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
2.492830e+06
6.589304e+05
Herschel/SPIRE.PSW_ext/Vega
Vega
0.058680
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4643
ivo://svo/fps
Herschel/SPIRE.PMW
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
3.437871e+06
1.059688e+06
Herschel/SPIRE.PMW/Vega
Vega
0.030295
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4644
ivo://svo/fps
Herschel/SPIRE.PMW_ext
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
3.496571e+06
9.371992e+05
Herschel/SPIRE.PMW_ext/Vega
Vega
0.029263
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4645
ivo://svo/fps
Herschel/SPIRE.PLW
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
4.890142e+06
1.998631e+06
Herschel/SPIRE.PLW/Vega
Vega
0.014141
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4646
ivo://svo/fps
Herschel/SPIRE.PLW_ext
Angstrom
em.wl
SPIRE
0
SPIRE
Herschel
http://herschel.esac.esa.int/Docs/SPIRE/html/s...
...
5.034501e+06
1.848042e+06
Herschel/SPIRE.PLW_ext/Vega
Vega
0.013288
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4647 rows × 31 columns
In [4]:
filter_id = 'Keck/NIRC2.Kp'
table = gfd.get_transmission_data(filter_id)
data = table.to_table().to_pandas()
data
Out[4]:
Wavelength
Transmission
0
19044.839844
0.005075
1
19048.699219
0.005073
2
19052.570312
0.005071
3
19056.439453
0.005069
4
19060.310547
0.005068
5
19064.179688
0.005066
6
19068.050781
0.005064
7
19071.919922
0.005062
8
19075.789062
0.005060
9
19075.800781
0.006175
10
19079.669922
0.006173
11
19083.539062
0.006171
12
19087.410156
0.006169
13
19091.279297
0.006168
14
19091.300781
0.007282
15
19095.160156
0.007281
16
19099.029297
0.007279
17
19102.900391
0.007277
18
19106.769531
0.007275
19
19106.789062
0.008390
20
19110.660156
0.008388
21
19114.529297
0.008386
22
19118.390625
0.008384
23
19122.259766
0.008382
24
19122.279297
0.009497
25
19126.150391
0.009495
26
19130.019531
0.009494
27
19133.890625
0.009492
28
19133.900391
0.010607
29
19137.769531
0.010605
...
...
...
1573
23262.810547
0.019782
1574
23266.679688
0.019780
1575
23270.529297
0.018664
1576
23274.400391
0.018662
1577
23278.259766
0.017545
1578
23282.130859
0.017543
1579
23285.970703
0.015312
1580
23289.839844
0.015310
1581
23293.699219
0.014193
1582
23297.570312
0.014191
1583
23301.419922
0.013075
1584
23305.279297
0.011958
1585
23309.150391
0.011956
1586
23313.019531
0.011954
1587
23316.880859
0.010838
1588
23320.740234
0.010836
1589
23324.599609
0.009719
1590
23328.470703
0.009717
1591
23332.330078
0.008601
1592
23336.199219
0.008599
1593
23340.050781
0.007482
1594
23343.919922
0.007480
1595
23347.789062
0.007478
1596
23351.650391
0.006362
1597
23355.519531
0.006360
1598
23359.390625
0.006358
1599
23363.240234
0.005241
1600
23367.109375
0.005239
1601
23370.970703
0.004123
1602
23374.839844
0.004121
1603 rows × 2 columns
In [6]:
%pylab notebook
from astropy import units as u
ax = data.plot.line('Wavelength', 'Transmission', legend=None, title=filter_id)
ax.set(xlabel="Wavelength [{0}]".format(u.Unit("Angstrom").to_string(format='latex')),
ylabel="Transmission [1]");
Populating the interactive namespace from numpy and matplotlib
In [7]:
table = gfd.get_filter_list('HST','WFPC2')
wfpc2_list = table.to_table().to_pandas()
byte_to_literal_strings(wfpc2_list)
[py.warnings ][WARNING] /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
vo_warn(W42, (), config, pos)
(warnings.py:99)
[WARNING] [py.warnings ] /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
vo_warn(W42, (), config, pos)
(warnings.py:99)
Out[7]:
FilterProfileService
filterID
WavelengthUnit
WavelengthUCD
PhotSystem
DetectorType
Band
Instrument
Facility
ProfileReference
...
WavelengthPhot
FWHM
PhotCalID
MagSys
ZeroPoint
ZeroPointUnit
Mag0
ZeroPointType
AsinhSoft
TrasmissionCurve
0
ivo://svo/fps
HST/WFPC2.f160bw
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1589.646362
613.493286
HST/WFPC2.f160bw/Vega
Vega
423.670471
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
1
ivo://svo/fps
HST/WFPC2.f157w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1554.911255
371.051331
HST/WFPC2.f157w/Vega
Vega
476.138306
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
2
ivo://svo/fps
HST/WFPC2.f170w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1725.446289
497.129547
HST/WFPC2.f170w/Vega
Vega
608.020325
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
3
ivo://svo/fps
HST/WFPC2.f185w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
1920.735229
331.462952
HST/WFPC2.f185w/Vega
Vega
709.650146
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
4
ivo://svo/fps
HST/WFPC2.f218w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
2142.110107
403.931885
HST/WFPC2.f218w/Vega
Vega
755.231140
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
5
ivo://svo/fps
HST/WFPC2.f255w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
2577.231934
426.421356
HST/WFPC2.f255w/Vega
Vega
847.552795
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
6
ivo://svo/fps
HST/WFPC2.f300w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
2996.103516
875.319641
HST/WFPC2.f300w/Vega
Vega
1050.755981
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
7
ivo://svo/fps
HST/WFPC2.f336w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
3336.824463
490.912506
HST/WFPC2.f336w/Vega
Vega
1217.048340
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
8
ivo://svo/fps
HST/WFPC2.f343n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
3427.127686
28.869694
HST/WFPC2.f343n/Vega
Vega
1262.576294
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
9
ivo://svo/fps
HST/WFPC2.f375n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
3732.807373
29.737703
HST/WFPC2.f375n/Vega
Vega
1621.132568
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
10
ivo://svo/fps
HST/WFPC2.f390n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
3888.094238
61.253635
HST/WFPC2.f390n/Vega
Vega
3387.970703
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
11
ivo://svo/fps
HST/WFPC2.f380w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4049.786865
939.505310
HST/WFPC2.f380w/Vega
Vega
3176.536621
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
12
ivo://svo/fps
HST/WFPC2.f410m
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4087.387207
182.367340
HST/WFPC2.f410m/Vega
Vega
4151.048340
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
13
ivo://svo/fps
HST/WFPC2.f439w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4300.279297
705.810486
HST/WFPC2.f439w/Vega
Vega
4171.254395
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
14
ivo://svo/fps
HST/WFPC2.f437n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4370.145020
31.426109
HST/WFPC2.f437n/Vega
Vega
3961.369385
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
15
ivo://svo/fps
HST/WFPC2.f450w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4475.374023
1286.249023
HST/WFPC2.f450w/Vega
Vega
3929.992676
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
16
ivo://svo/fps
HST/WFPC2.f467m
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4663.890625
217.983444
HST/WFPC2.f467m/Vega
Vega
4212.601074
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
17
ivo://svo/fps
HST/WFPC2.f469n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4694.236328
33.038872
HST/WFPC2.f469n/Vega
Vega
4212.981445
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
18
ivo://svo/fps
HST/WFPC2.f487n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
4865.740234
33.911213
HST/WFPC2.f487n/Vega
Vega
2666.103760
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
19
ivo://svo/fps
HST/WFPC2.f502n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5012.266602
36.255291
HST/WFPC2.f502n/Vega
Vega
3948.548096
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
20
ivo://svo/fps
HST/WFPC2.f555w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5231.327148
1588.569824
HST/WFPC2.f555w/Vega
Vega
3660.951660
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
21
ivo://svo/fps
HST/WFPC2.f547m
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5450.053223
682.579102
HST/WFPC2.f547m/Vega
Vega
3619.208008
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
22
ivo://svo/fps
HST/WFPC2.f569w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5538.028320
1107.310913
HST/WFPC2.f569w/Vega
Vega
3526.540771
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
23
ivo://svo/fps
HST/WFPC2.f588n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5893.295410
64.668968
HST/WFPC2.f588n/Vega
Vega
3358.873535
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
24
ivo://svo/fps
HST/WFPC2.f606w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5808.630859
2384.035645
HST/WFPC2.f606w/Vega
Vega
3274.247803
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
25
ivo://svo/fps
HST/WFPC2.f122m
Angstrom
em.wl
WFPC2
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5548.210938
9751.470703
HST/WFPC2.f122m/Vega
Vega
1919.378052
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
26
ivo://svo/fps
HST/WFPC2.f130lp
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5548.210938
9751.470703
HST/WFPC2.f130lp/Vega
Vega
1919.378052
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
27
ivo://svo/fps
HST/WFPC2.f622w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6138.911133
1382.223755
HST/WFPC2.f622w/Vega
Vega
3162.772217
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
28
ivo://svo/fps
HST/WFPC2.f631n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6306.383789
42.111244
HST/WFPC2.f631n/Vega
Vega
3138.661621
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
29
ivo://svo/fps
HST/WFPC2.f165lp
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
5650.034180
9327.294922
HST/WFPC2.f165lp/Vega
Vega
2047.942871
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
30
ivo://svo/fps
HST/WFPC2.f656n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6563.694824
28.549088
HST/WFPC2.f656n/Vega
Vega
2165.856201
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
31
ivo://svo/fps
HST/WFPC2.f658n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6591.892578
38.418915
HST/WFPC2.f658n/Vega
Vega
2677.627441
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
32
ivo://svo/fps
HST/WFPC2.f673n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6732.303223
63.023956
HST/WFPC2.f673n/Vega
Vega
2928.051514
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
33
ivo://svo/fps
HST/WFPC2.f675w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6724.198242
1276.952637
HST/WFPC2.f675w/Vega
Vega
2879.461670
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
34
ivo://svo/fps
HST/WFPC2.f702w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
6965.933594
2191.742920
HST/WFPC2.f702w/Vega
Vega
2750.898682
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
35
ivo://svo/fps
HST/WFPC2.f791w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
7988.940430
1911.519043
HST/WFPC2.f791w/Vega
Vega
2416.019043
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
36
ivo://svo/fps
HST/WFPC2.f814w
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
8254.406250
2556.246094
HST/WFPC2.f814w/Vega
Vega
2372.143555
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
37
ivo://svo/fps
HST/WFPC2.f785lp
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
9353.302734
3040.796143
HST/WFPC2.f785lp/Vega
Vega
2160.194580
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
38
ivo://svo/fps
HST/WFPC2.f953n
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
9545.127930
69.690704
HST/WFPC2.f953n/Vega
Vega
1955.779297
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
39
ivo://svo/fps
HST/WFPC2.f850lp
Angstrom
em.wl
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
9687.476562
2455.799316
HST/WFPC2.f850lp/Vega
Vega
2131.670410
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
40
ivo://svo/fps
HST/WFPC2.f1042m
Angstrom
em.wl
WFPC2
0
WFPC2
HST
http://www.stsci.edu/hst/wfpc2/analysis/filter...
...
10441.485352
896.940063
HST/WFPC2.f1042m/Vega
Vega
2017.356812
Jy
0.0
Pogson
0.0
http://svo2.cab.inta-csic.es//theory/fps/fps.p...
41 rows × 31 columns
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