2F IFU intersection search


Find in data intersection between dispersions $\sigma$ and gas profiles $\Sigma(R)$


In [1]:
import requests
import time
from IPython.display import HTML
from IPython.display import Image
import pylab as plt
import pandas as pd
%pylab inline


Populating the interactive namespace from numpy and matplotlib
C:\Anaconda\lib\site-packages\IPython\core\magics\pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']
`%matplotlib` prevents importing * from pylab and numpy
  "\n`%matplotlib` prevents importing * from pylab and numpy"

In [2]:
class SurveyCard(dict):
    # Overridden dict class which takes a dict
    # and renders an HTML Table in IPython Notebook.
    def _repr_html_(self):
        html = ["<table width=40%>"]
        for key, value in sorted(self.iteritems(), reverse=True):
            html.append("<tr>")
            html.append("<td>{0}</td>".format(key))
            html.append("<td>{0}</td>".format(value))
            html.append("</tr>")
        html.append("</table>")
        return ''.join(html)

In [3]:
from BeautifulSoup import BeautifulSoup

def get_hyperleda_galaxy_inclination(galaxyname):
    url = 'http://leda.univ-lyon1.fr/ledacat.cgi?o=%s' % galaxyname
    response = requests.get(url)
    if response.ok:
        html = response.content
        soup = BeautifulSoup(html)
        results = soup.findAll("a", {"href" : "leda/param/incl.html"})
        if len(results) > 0:
            incl = float(results[0].findNext('td').contents[0])
            return incl
        else:
            raise Exception('Inclination not found for %s' % galaxyname)

def get_hyperleda_galaxy_type(galaxyname):
    url = 'http://leda.univ-lyon1.fr/ledacat.cgi?o=%s' % galaxyname
    response = requests.get(url)
    if response.ok:
        html = response.content
        soup = BeautifulSoup(html)
        results = soup.findAll("a", {"href" : "leda/param/type.html"})
        if len(results) > 0:
            incl = results[0].findNext('td').contents[0].encode('utf-8').strip()
            return incl
        else:
            print ('Type not found for %s' % galaxyname)

In [4]:
from astroquery.ned import Ned

In [5]:
result_table = Ned.query_object("NGC 338")

In [6]:
print result_table


No. Object Name  RA(deg)   ... Redshift Points Diameter Points Associations
                 degrees   ...                                             
--- ----------- ---------- ... --------------- --------------- ------------
  1    NGC 0338   15.15171 ...              12               8            1

In [7]:
from astropy.io import fits

In [8]:
image_list = Ned.get_image_list("n338")
image_list


Out[8]:
[u'http://ned.ipac.caltech.edu/dss1B2/Bc/NGC_0338:I:103aE:dss1.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2007WHISP.C.......:/UGC_00624_HR:I:21cm:h2002.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2007WHISP.C.......:/UGC_00624_LR:I:21cm:h2002.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2007WHISP.C.......:/UGC_00624_FR:I:21cm:h2002.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2011MNRAS.416.2437H/UGC_00624cl:I:HI:h2011.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2011MNRAS.416.2437H/UGC_00624s30cl:I:HI:h2011.fits.gz',
 u'http://ned.ipac.caltech.edu/img/2011MNRAS.416.2437H/UGC_00624s60cl:I:HI:h2011.fits.gz']

In [9]:
image_data = fits.getdata('http://ned.ipac.caltech.edu/dss1B2/Bc/NGC_0338:I:103aE:dss1.fits.gz', ext=0)

In [10]:
image_data.shape


Out[10]:
(212L, 212L)

In [11]:
plt.figure()
from matplotlib.colors import LogNorm
plt.imshow(image_data, cmap=cm.PuOr, norm=LogNorm())
plt.colorbar()


Out[11]:
<matplotlib.colorbar.Colorbar at 0xc637f60>

Газ

CARMA EDGE


In [12]:
carmaedge_card = {'Name' : 'CARMA EDGE', r'$\Sigma_{\rm{H_2}}$' : '+', r'$\Sigma_{s}$' : '+', r'$\sigma_{s}$' : '+', r'$H_{\alpha} (SFR)$' : '+'}
SurveyCard(carmaedge_card)


Out[12]:
NameCARMA EDGE
$\sigma_{s}$+
$\Sigma_{s}$+
$\Sigma_{\rm{H_2}}$+
$H_{\alpha} (SFR)$+

In [13]:
#extracted from table in article
carmaedge = '''ARP220 15h34m57.
s3 +23◦30009.
007 Sm 5247 66 30 338 78.0
IC0480 07h55m23.
s1 +26◦44034.
000 Sbc 4595 105 77 168 66.3
IC0540 09h30m10.
s2 +07◦54009.
003 Sb 2022 64 68 350 29.9
IC0944 13h51m30.
s9 +14◦05031.
002 Sa 6907 92 75 106 100.8
IC1151 15h58m32.
s5 +17◦26029.
004 SBc B 2192 134 68 204 30.8
IC1199 16h10m34.
s3 +10◦02024.
003 Sbc 4686 71 64 339 68.3
IC1683 01h22m38.
s8 +34◦26013.
001 Sb 4820 79 55 16 69.7
IC2247 08h15m59.
s0 +23◦11058.
005 Sbc 4254 109 78 328 62.0
IC2487 09h30m09.
s2 +20◦05027.
002 Sb 4310 110 78 163 62.3
IC4566 15h36m42.
s1 +43◦32021.
008 SABb B 5537 81 54 145 80.7
IC5376 00h01m19.
s7 +34◦31032.
005 Sab 4979 98 72 3 72.9
NGC0444 01h15m49.
s6 +31◦04048.
007 Sc 4776 94 75 159 70.1
NGC0447 01h15m37.
s5 +33◦04003.
003 S0-a B 5552 133 29 227 79.7
NGC0477 01h21m20.
s3 +40◦29017.
005 Sc B 5796 93 60 140 85.4
NGC0496 01h23m11.
s5 +33◦31044.
000 Sbc 5958 53 57 36 87.5
NGC0523 01h25m20.
s7 +34◦01029.
000 Sbc M 4760 151 72 277 67.9
NGC0528 01h25m33.
s5 +33◦40017.
004 S0 4638 106 61 58 68.8
NGC0551 01h27m40.
s6 +37◦10058.
004 SBbc B 5141 89 64 315 74.5
NGC1167 03h01m42.
s3 +35◦12020.
005 S0 4797 109 40 88 70.9
NGC2253 06h43m41.
s8 +65◦12022.
003 Sc 3545 86 47 300 51.2
NGC2347 07h16m03.
s9 +64◦42038.
008 Sb R 4387 99 50 189 63.7
NGC2410 07h35m02.
s2 +32◦49019.
005 Sb B 4642 130 72 217 67.5
NGC2480 07h57m10.
s4 +23◦46047.
002 SBd BM 2287 79 55 343 33.1
NGC2486 07h57m56.
s4 +25◦09038.
008 Sa 4569 89 56 93 67.5
NGC2487 07h58m20.
s4 +25◦08057.
001 Sb BR 4795 104 31 118 70.5
NGC2623 08h38m24.
s0 +25◦45014.
007 Sb M 5454 45 46 255 80.2
NGC2639 08h43m38.
s0 +50◦12019.
004 Sa R 3168 97 50 314 45.7
NGC2730 09h02m15.
s7 +16◦50017.
008 Sd B 3727 87 28 261 54.8
NGC2880 09h29m34.
s5 +62◦29026.
001 E-S0 B 1530 140 50 323 22.7
NGC2906 09h32m06.
s2 +08◦26029.
007 Sc 2133 81 56 262 37.7
NGC2916 09h34m57.
s5 +21◦42018.
007 Sb 3620 144 50 200 53.2
NGC2918 09h35m44.
s0 +31◦42019.
008 E 6569 93 46 75 96.6
NGC3303 10h37m00.
s1 +18◦08008.
005 Sa M 6040 66 60 160 89.8
NGC3381 10h48m24.
s8 +34◦42041.
000 SBb B 1625 121 31 333 23.4
NGC3687 11h28m00.
s4 +29◦30039.
005 Sbc BR 2497 84 20 326 36.0
NGC3811 11h41m16.
s8 +47◦41026.
008 SBc BR 3073 122 40 352 44.3
NGC3815 11h41m39.
s1 +24◦48001.
004 Sab 3686 86 60 68 53.6
NGC3994 11h57m36.
s7 +32◦16038.
002 Sc RM 3097 51 60 188 44.7
NGC4047 12h02m50.
s6 +48◦38010.
003 Sb 3419 92 42 104 49.1
NGC4149 12h10m32.
s8 +58◦18014.
007 SABc B 3050 82 66 85 44.1
NGC4185 12h13m22.
s0 +28◦30039.
005 SBbc BR 3874 111 48 344 55.9
NGC4210 12h15m15.
s8 +65◦59007.
004 Sb BR 2714 116 41 278 38.8
NGC4211NED02 12h15m37.
s4 +28◦10010.
005 S0-a M 6605 62 30 25 96.9
NGC4470 12h29m37.
s6 +07◦49026.
000 Sa 2338 77 48 350 33.4
NGC4644 12h42m42.
s8 +55◦08043.
007 Sb BM 4915 91 73 57 71.6
NGC4676A 12h46m10.
s2 +30◦43055.
005 S0-a BM 6541 130 50 185 96.6
NGC4711 12h48m45.
s7 +35◦19057.
007 SBb B 4044 72 58 215 58.8
NGC4961 13h05m47.
s7 +27◦44002.
000 SBc B 2521 67 47 100 36.6
NGC5000 13h09m47.
s5 +28◦54024.
004 Sbc BRM 5557 77 20 31 80.8
NGC5016 13h12m06.
s8 +24◦05041.
000 SABb B 2581 94 40 57 36.9
NGC5056 13h16m12.
s3 +30◦57000.
007 Sc 5550 97 61 178 81.1
NGC5205 13h30m03.
s5 +62◦30041.
003 Sbc 1762 95 50 169 25.1
NGC5218 13h32m10.
s3 +62◦46004.
000 SBb B 2888 110 30 236 41.7
NGC5394 13h58m33.
s6 +37◦27012.
005 SBb BM 3431 158 70 189 49.5
NGC5406 14h00m20.
s1 +38◦54055.
004 Sbc B 5350 102 45 111 77.8
NGC5480 14h06m21.
s5 +50◦43030.
003 Sc 1882 100 42 178 27.0
NGC5485 14h07m11.
s2 +55◦00005.
007 S0 1893 151 47 74 26.9
NGC5520 14h12m22.
s6 +50◦20054.
006 Sb 1870 96 59 245 26.7
NGC5614 14h24m07.
s5 +34◦51032.
000 Sab RM 3859 146 36 270 55.7
NGC5633 14h27m28.
s4 +46◦08047.
000 Sb R 2319 65 42 17 33.4
NGC5657 14h30m43.
s5 +29◦10050.
005 Sb BR 3860 105 68 349 56.3
NGC5682 14h34m45.
s1 +48◦40010.
001 Sb B 2242 39 76 311 32.6
NGC5732 14h40m39.
s0 +38◦38015.
007 Sbc 3723 74 58 43 54.0
NGC5784 14h54m16.
s5 +42◦33028.
000 S0 5427 89 45 255 79.4
NGC5876 15h09m31.
s6 +54◦30023.
004 SBab BR 3240 148 66 51 46.9
NGC5908 15h16m43.
s3 +55◦24033.
008 Sb 3294 202 77 153 47.1
NGC5930 15h26m07.
s7 +41◦40033.
009 SABa BM 2637 111 45 155 37.2
NGC5934 15h28m12.
s7 +42◦55047.
006 Sa M 5566 37 55 5 82.7
NGC5947 15h30m36.
s7 +42◦43001.
009 SBbc B 5898 70 32 249 86.1
NGC5953 15h34m32.
s5 +15◦11037.
006 S0-a M 1988 88 26 48 28.4
NGC5980 15h41m30.
s4 +15◦47015.
003 Sbc 4060 98 66 15 59.4
NGC6004 15h50m22.
s5 +18◦56021.
001 Sc B 3818 114 37 272 55.2
NGC6021 15h57m30.
s6 +15◦57021.
005 E 4673 93 43 157 69.1
NGC6027 15h59m12.
s4 +20◦45047.
008 S0-a BM 4338 137 31 231 62.9
NGC6060 16h05m52.
s0 +21◦29005.
006 SABc BR 4398 114 64 102 63.2
NGC6063 16h07m13.
s0 +07◦58043.
009 Sc 2807 98 56 332 40.7
NGC6081 16h12m56.
s8 +09◦52001.
003 S0 4978 93 66 308 73.5
NGC6125 16h19m11.
s6 +57◦59002.
007 E 4522 83 17 5 68.0
NGC6146 16h25m10.
s1 +40◦53033.
003 E 8693 100 41 78 128.7
NGC6155 16h26m08.
s1 +48◦22000.
004 Sc 2418 80 45 130 34.6
NGC6168 16h31m21.
s0 +20◦11007.
008 Sd 2540 99 77 111 36.1
NGC6186 16h34m25.
s6 +21◦32027.
002 Sa B 2940 94 71 70 42.4
NGC6301 17h08m32.
s6 +42◦20020.
003 Sc R 8222 106 53 288 121.4
NGC6310 17h07m57.
s3 +60◦59024.
003 Sb 3459 101 74 70 48.7
NGC6314 17h12m38.
s8 +23◦16012.
007 Sa 6551 82 58 356 95.9
NGC6361 17h18m41.
s0 +60◦36029.
001 Sb 3789 123 75 47 54.9
NGC6394 17h30m21.
s6 +59◦38023.
006 SBb B 8444 69 60 232 124.3
NGC6478 17h48m38.
s1 +51◦09025.
009 Sc 6797 87 73 29 97.4
NGC7738 23h44m02.
s0 +00◦31000.
001 Sb B 6682 71 66 235 97.8
NGC7819 00h04m24.
s4 +31◦28019.
002 Sb B 4918 86 54 270 71.6
UGC00809 01h15m51.
s8 +33◦48038.
005 Sc 4171 71 79 19 60.4
UGC03253 05h19m41.
s6 +84◦03008.
000 Sb BR 4040 82 58 268 59.5
UGC03539 06h48m53.
s9 +66◦15040.
006 Sbc B 3278 110 72 303 47.1
UGC03969 07h41m14.
s3 +27◦36050.
007 Sc 8037 76 70 134 118.4
UGC03973 07h42m32.
s5 +49◦48035.
002 Sb B 6594 80 39 144 95.9
UGC04029 07h48m19.
s0 +34◦19055.
009 Sbc B 4389 108 78 58 63.5
UGC04132 07h59m13.
s0 +32◦54053.
006 Sbc 5151 74 72 213 75.4
UGC04280 08h14m33.
s3 +54◦47058.
002 Sa 3500 79 72 184 50.9
UGC04461 08h33m22.
s6 +52◦31056.
002 Sbc 4941 83 70 223 72.3
UGC05108 09h35m26.
s3 +29◦48045.
003 SBab B 8015 66 66 136 118.4
UGC05111 09h36m52.
s4 +66◦47018.
002 Sbc 6660 90 73 118 98.2
UGC05244 09h48m48.
s1 +64◦10004.
008 Sc 2974 90 78 33 43.7
UGC05359 09h58m51.
s6 +19◦12053.
000 SABb B 8344 93 72 94 123.2
UGC05498NED01 10h12m03.
s6 +23◦05007.
004 Sa M 6250 94 81 62 91.8
UGC05598 10h22m14.
s1 +20◦35021.
008 Sbc 5591 76 75 216 81.1
UGC06312 11h18m00.
s0 +07◦50040.
007 Sa B 6266 71 69 225 90.0
UGC07012 12h02m03.
s1 +29◦50053.
001 SBc B 3052 65 60 184 44.3
UGC08107 12h59m39.
s8 +53◦20028.
006 IB B 8201 137 71 228 121.6
UGC08250 13h10m20.
s2 +32◦28057.
003 Sc 5169 79 76 12 76.0
UGC08267 13h11m11.
s4 +43◦43035.
004 Sb 7159 67 75 223 103.7
UGC09067 14h10m45.
s4 +15◦12033.
001 Sab 7740 49 62 15 114.5
UGC09476 14h41m31.
s9 +44◦30045.
007 SABc B 3243 90 48 307 46.6
UGC09537 14h48m26.
s6 +34◦59052.
007 Sb 8662 134 72 136 130.1
UGC09542 14h49m01.
s2 +42◦27050.
003 Sc 5413 86 73 214 79.7
UGC09665 15h01m32.
s5 +48◦19011.
002 Sbc 2561 102 74 138 36.5
UGC09759 15h10m40.
s8 +55◦21001.
004 Sb 3394 80 67 50 49.2
UGC09873 15h29m50.
s6 +42◦37044.
003 Sc 5575 80 75 129 91.5
UGC09892 15h32m52.
s0 +41◦11029.
000 Sb 5591 78 72 101 82.2
UGC09919 15h35m39.
s4 +12◦36022.
006 Sc 3160 89 78 349 47.1
UGC10043 15h48m41.
s4 +21◦52010.
001 Sbc 2154 132 90 328 31.0
UGC10123 15h59m02.
s7 +51◦18016.
005 Sab 3738 69 70 235 53.8
UGC10205 16h06m40.
s3 +30◦05056.
004 Sa 6491 87 52 129 94.9
UGC10331 16h17m21.
s1 +59◦19012.
003 Sb 4415 87 76 141 64.8
UGC10380 16h25m49.
s7 +16◦34033.
009 Sb 8624 93 78 288 110.8
UGC10384 16h26m46.
s6 +11◦34048.
007 Sab 4929 70 70 278 71.8
UGC10710 17h06m52.
s5 +43◦07019.
005 Sb 8228 100 70 330 121.7'''

In [14]:
carmaedge = carmaedge.split('\n')[0::3]

In [15]:
len(carmaedge)


Out[15]:
126

In [16]:
carmaedge = [l.split(' ')[0] for l in carmaedge]

In [17]:
carmaedge


Out[17]:
['ARP220',
 'IC0480',
 'IC0540',
 'IC0944',
 'IC1151',
 'IC1199',
 'IC1683',
 'IC2247',
 'IC2487',
 'IC4566',
 'IC5376',
 'NGC0444',
 'NGC0447',
 'NGC0477',
 'NGC0496',
 'NGC0523',
 'NGC0528',
 'NGC0551',
 'NGC1167',
 'NGC2253',
 'NGC2347',
 'NGC2410',
 'NGC2480',
 'NGC2486',
 'NGC2487',
 'NGC2623',
 'NGC2639',
 'NGC2730',
 'NGC2880',
 'NGC2906',
 'NGC2916',
 'NGC2918',
 'NGC3303',
 'NGC3381',
 'NGC3687',
 'NGC3811',
 'NGC3815',
 'NGC3994',
 'NGC4047',
 'NGC4149',
 'NGC4185',
 'NGC4210',
 'NGC4211NED02',
 'NGC4470',
 'NGC4644',
 'NGC4676A',
 'NGC4711',
 'NGC4961',
 'NGC5000',
 'NGC5016',
 'NGC5056',
 'NGC5205',
 'NGC5218',
 'NGC5394',
 'NGC5406',
 'NGC5480',
 'NGC5485',
 'NGC5520',
 'NGC5614',
 'NGC5633',
 'NGC5657',
 'NGC5682',
 'NGC5732',
 'NGC5784',
 'NGC5876',
 'NGC5908',
 'NGC5930',
 'NGC5934',
 'NGC5947',
 'NGC5953',
 'NGC5980',
 'NGC6004',
 'NGC6021',
 'NGC6027',
 'NGC6060',
 'NGC6063',
 'NGC6081',
 'NGC6125',
 'NGC6146',
 'NGC6155',
 'NGC6168',
 'NGC6186',
 'NGC6301',
 'NGC6310',
 'NGC6314',
 'NGC6361',
 'NGC6394',
 'NGC6478',
 'NGC7738',
 'NGC7819',
 'UGC00809',
 'UGC03253',
 'UGC03539',
 'UGC03969',
 'UGC03973',
 'UGC04029',
 'UGC04132',
 'UGC04280',
 'UGC04461',
 'UGC05108',
 'UGC05111',
 'UGC05244',
 'UGC05359',
 'UGC05498NED01',
 'UGC05598',
 'UGC06312',
 'UGC07012',
 'UGC08107',
 'UGC08250',
 'UGC08267',
 'UGC09067',
 'UGC09476',
 'UGC09537',
 'UGC09542',
 'UGC09665',
 'UGC09759',
 'UGC09873',
 'UGC09892',
 'UGC09919',
 'UGC10043',
 'UGC10123',
 'UGC10205',
 'UGC10331',
 'UGC10380',
 'UGC10384',
 'UGC10710']

In [18]:
%%time
for carmaname in carmaedge:
    print carmaname
    result_table = Ned.query_object(carmaname)
    print result_table[0]
    print '\n'


ARP220
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     ARP 220 233.73856000000001 23.503139999999998    G     5434.0   0.018126                              13.94                --        999    23               342        45              37               8            1


IC0480
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 0480  118.84662 26.743320000000001    G     4559.0 0.015207999999999999                              14.7g                --         52     0                49        12              12               9            1


IC0540
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 0540 142.54303999999999 7.9027500000000002    G     2035.0 0.0067879999999999998                              14.5g                --         39     0                43        24              15               8            0


IC0944
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 0944 207.87862999999999 14.092219999999999    G     6997.0 0.023338999999999999                              14.33                --         54     1                45        15              18              11            1


IC1151
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 1151  239.63475 17.441469999999999    G     2169.0 0.0072350000000000001                              13.49                --        134     1                45        13              19               8            0


IC1199
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 1199 242.64312000000001 10.040369999999999    G     4731.0   0.015781                              14.48                --         29     0                34         8               7              10            0


IC1683
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 1683 20.662500000000001   34.43694    G     4869.0 0.016240999999999998                              14.17                --         55     2                35        13              11               6            0


IC2247
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 2247  123.99624 23.199619999999999    G     4282.0 0.014283000000000001                              14.6g                --         86     1                74        23              17              14            0


IC2487
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 2487 142.53818999999999   20.09085    G     4339.0   0.014473                              14.1g                --         67     1                46        14              10              11            0


IC4566
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                  arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 4566  234.17567   43.53933    G     5774.0 0.019259999999999999                              13.9g                --         59     2                52        15              13              16            0


IC5376
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                  arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 5376    0.33237   34.52572    G     5032.0 0.016785000000000001                              14.59                --         40     0                23         8              10               7            0


NGC0444
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0444 18.956669999999999 31.080249999999999    G     4839.0 0.016140999999999999                              15.02                --         75     1                42        11              13               7            0


NGC0447
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0447 18.906790000000001 33.067720000000001    G     5597.0 0.018669999999999999                               15.1                --         44     2                33         6               5               7            0


NGC0477
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0477 20.334879999999998 40.488190000000003    G     5876.0 0.019599999999999999                              13.70                --         70     2                21        12              11               7            0


NGC0496
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0496   20.79833 33.529170000000001    G     6006.0   0.020034                              14.09                --         83     1                42        13              10               7            0


NGC0523
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0523 21.336390000000002   34.02496    G     4758.0   0.015871                              12.3B                --        109     4                54        10              17               7            0


NGC0528
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0528 21.390000000000001 33.671669999999999    G     4807.0   0.016034                              13.51                --         52     1                29        10               8               7            0


NGC0551
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0551 21.919419999999999 37.182920000000003    G     5196.0   0.017332                              13.48                --         50     0                29         9              10               7            0


NGC1167
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 1167 45.426540000000003 35.205739999999999    G     4945.0 0.016494999999999999                              13.38                --        208    15                56        18              16               7            0


NGC2253
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2253  100.92433 65.206280000000007    G     3563.0   0.011885                              13.15                --         55     1                28        10               6               7            0


NGC2347
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2347 109.01537999999999 64.708920000000006    G     4421.0   0.014747                              13.21                --        102     4                41        14              12              10            0


NGC2410
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2410 113.75942000000001 32.822110000000002    G     4681.0 0.015613999999999999                              13.5g                --         64     0                45        16              12              11            0


NGC2480
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2480  119.29352 23.779810000000001    G     2345.0 0.0078220000000000008                              14.8g                --         35     1                48         6               6              15            0


NGC2486
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                        arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2486  119.48536   25.16086    G     4649.0   0.015507                              14.0g                --         66     2                63        13              17              16            0


NGC2487
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2487 119.58526999999999   25.14921    G     4841.0 0.016147999999999999                              13.5g                --        116     3                66        14              19              18            0


NGC2623
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2623 129.60032000000001 25.754639999999998    G     5549.0 0.018509000000000001                              13.1B                --        372    14               188        31              24               7            0


NGC2639
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2639  130.90866 50.205559999999998    G     3336.0 0.011128000000000001                              12.4g                --        328    19               138        19               8              10            3


NGC2730
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2730 135.56594999999999    16.8383    G     3832.0   0.012782                              13.48                --         43     1                39        12               8              11            0


NGC2880
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2880  142.39398 62.490549999999999    G     1554.0 0.0051840000000000002                              12.5g                --        135     6                43         9               8              11            0


NGC2906
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2906 143.02592000000001    8.44177    G     2140.0 0.0071380000000000002                              13.40                --        103     0                43        17              12              11            0


NGC2916
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2916 143.74001000000001 21.705269999999999    G     3730.0   0.012442                              13.2g                --        114     2                47        19              21              14            0


NGC2918
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2918 143.93350000000001 31.705469999999998    G     6839.0 0.022811999999999999                              13.5g                --         49     1                45        10               7              10            0


NGC3303
No. Object Name      RA(deg)            DEC(deg)       Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees               km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ----- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3303 159.24916999999999 18.136669999999999 GPair     6281.0 0.020951000000000001                               14.5                --         54     1                16         4              12               5            0


NGC3381
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3381  162.10341 34.711410000000001    G     1629.0 0.0054339999999999996                              13.3g                --         95     3                60        23              15              15            0


NGC3687
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3687 172.00253000000001 29.511060000000001    G     2507.0 0.0083619999999999996                              13.1g                --        136     2                52        14              10              13            1


NGC3811
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3811  175.31929 47.690820000000002    G     3105.0   0.010357                               12.9                --        151     3                62        13              12              11            0


NGC3815
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3815 175.41372999999999    24.8005    G     3711.0 0.012378999999999999                              13.7g                --         59     2                49         9              11              11            0


NGC3994
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3994 179.40360999999999 32.277619999999999    G     3086.0 0.010293999999999999                              13.3g                --        151    11                96        21              18              14            0


NGC4047
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4047 180.71117000000001 48.636200000000002    G     3410.0   0.011375                              12.8g                --         75     4                67        16              14              15            0


NGC4149
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                        arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4149  182.63682   58.30415    G     3056.0   0.010194                              13.8g                --         44     1                58        14              10              14            1


NGC4185
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                  arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4185  183.34249   28.51098    G     3904.0 0.013022000000000001                              12.90                --         77     0                42        13              15              11            0


NGC4210
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4210  183.81598 65.985339999999994    G     2732.0 0.0091129999999999996                              13.2g                --         87     2                54        15              10              15            0


NGC4211NED02
No.  Object Name        RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                        degrees            degrees              km / s                                                                  arcm                                                                                                
--- -------------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 NGC 4211 NED02 183.90550999999999 28.169630000000002    G     6686.0 0.022301999999999999                              15.8g                --         45     3                41         7               8               9            1


NGC4470
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4470  187.40742 7.8241899999999998    G     2341.0   0.007809                              12.9g                --        176     4                61        27              27              11            2


NGC4644
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4644  190.67774 55.145510000000002    G     4947.0 0.016500999999999998                              14.4g                --         48     4                55        14              12              15            0


NGC4676A
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   NGC 4676A 191.54212000000001 30.731919999999999    G     6613.0 0.022058999999999999                              14.8g                --        130     7               121        16              19               7            1


NGC4711
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4711 192.19112999999999 35.332700000000003    G     4062.0   0.013549                              14.22                --         44     2                41        13               8              11            0


NGC4961
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4961 196.44819000000001   27.73413    G     2535.0   0.008456                              13.7B                --        141     5                57        19              23              11            1


NGC5000
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5000 197.44785999999999 28.906949999999998    G     5608.0   0.018706                              13.9g                --        139     4                73        20              21              11            0


NGC5016
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5016  198.02784 24.095009999999998    G     2612.0 0.0087130000000000003                              13.49                --        132     3                55        15              13              12            0


NGC5056
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5056 199.05134000000001 30.950320000000001    G     5592.0 0.018652999999999999                               13.7                --        113     2                71        15              14              11            1


NGC5205
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5205 202.51490999999999 62.511569999999999    G     1766.0 0.0058910000000000004                              13.4g                --         75     1                63        15              12              15            0


NGC5218
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5218  203.04325 62.767749999999999    G     2933.0   0.009783                              13.2g                --        131     6                87        13              11              11            0


NGC5394
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5394  209.64022 37.453490000000002    G     3448.0 0.011501000000000001                               13.7                --        166    11                90        25              26              15            0


NGC5406
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5406 210.08383000000001 38.915419999999997    G     5202.0 0.017351999999999999                              13.1g                --         96     1                49        19              15              11            0


NGC5480
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5480  211.58991 50.725110000000001    G     1856.0 0.0061910000000000003                              12.8g                --        168     5                68        20              18              15            0


NGC5485
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5485  211.79728 55.001690000000004    G     1927.0 0.0064279999999999997                              12.4g                --        188     5                67        12              11              15            0


NGC5520
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5520 213.09495999999999 50.348419999999997    G     1877.0 0.0062610000000000001                              13.25                --         77     0                37        16              11               7            0


NGC5614
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5614  216.03162 34.858849999999997    G     3892.0   0.012982                              12.6g                --        121     8                62        14               9              12            0


NGC5633
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5633 216.86825999999999 46.146529999999998    G     2334.0 0.0077850000000000003                              12.9g                --        153     7                86        18              19              16            0


NGC5657
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5657 217.68164999999999   29.18083    G     3906.0 0.013029000000000001                              14.05                --         67     0                56        11               8              11            1


NGC5682
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5682  218.68742 48.670250000000003    G     2273.0 0.0075810000000000001                              14.5g                --         83     3                47        16              16              11            1


NGC5732
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5732 220.16229999999999 38.637819999999998    G     3748.0 0.012501999999999999                              14.1g                --         40     0                55        12               7              15            0


NGC5784
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5784 223.56854000000001   42.55791    G     5370.0 0.017912000000000001                              13.38                --         48     1                43         9               6              11            0


NGC5876
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5876 227.38150999999999 54.506500000000003    G     3276.0   0.010928                              13.3g                --         44     1                51        11               8              15            0


NGC5908
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                        arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5908  229.18008   55.40925    G     3306.0   0.011028                              12.79                --        147     4                54        14              12               8            2


NGC5930
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5930 231.53308999999999   41.67606    G     2616.0 0.0087259999999999994                              13.3g                --        141     5                84        18              18              15            1


NGC5934
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5934 232.05323999999999 42.929920000000003    G     5701.0 0.019016000000000002                              14.1g                --         52     4                74        15              12              14            0


NGC5947
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5947  232.65248 42.717149999999997    G     5891.0 0.019650000000000001                              14.1g                --         46     1                57        15               7              15            0


NGC5953
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                   arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5953  233.63493   15.19378    G     1965.0 0.0065550000000000001                              13.0g                --        293    15               214        20              20              11            0


NGC5980
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5980 235.37666999999999   15.78767    G     4092.0   0.013649                              12.3B                --         62     2                32        12              10               7            0


NGC6004
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6004 237.59468000000001   18.93928    G     3826.0 0.012762000000000001                              13.11                --         64     1                44        12               9              11            1


NGC6021
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6021  239.37787 15.956049999999999    G     4742.0 0.015817999999999999                              14.15                --         56     2                39         9              11              12            0


NGC6027
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6027 239.80224000000001 20.763359999999999    G     4447.0   0.014834                               14.7                --        103     4                53        12              11               9            0


NGC6060
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6060 241.46657999999999 21.484970000000001    G     4439.0 0.014807000000000001                              13.80                --         78     0                25        10              12               7            0


NGC6063
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6063 241.80414999999999 7.9789899999999996    G     2848.0 0.0094999999999999998                              13.7g                --        155     1                68        18              18              14            0


NGC6081
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6081 243.23690999999999 9.8671100000000003    G     5176.0 0.017264999999999999                              14.07                --         39     1                30        11               9              11            0


NGC6125
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6125 244.79812000000001 57.984220000000001    G     4831.0   0.016114                               13.0                --         80     3                37        10               8              11            0


NGC6146
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6146  246.29316 40.892859999999999    G     8820.0 0.029420000000000002                              13.51                --        129     4                53        21              17              11            0


NGC6155
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6155  246.53473 48.366810000000001    G     2418.0 0.0080660000000000003                              13.2g                --         78     3                68        20              14              15            0


NGC6168
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6168  247.83875 20.184940000000001    G     2519.0 0.0084019999999999997                              14.7g                --         65     1                48        13              13              10            0


NGC6186
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6186 248.60616999999999 21.540890000000001    G     2937.0 0.0097970000000000002                              13.4g                --         57     1                59        12              10              11            0


NGC6301
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6301 257.13641999999999 42.339120000000001    G     8344.0   0.027833                              14.0g                --         33     2                38        10               7              11            0


NGC6310
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6310 256.98946000000001 60.990169999999999    G     3419.0   0.011405                              13.6g                --         44     1                56        16              12              15            0


NGC6314
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6314 258.16131999999999   23.27007    G     6633.0 0.022124999999999999                              13.8g                --         88     3                78        17              16              16            0


NGC6361
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6361   259.6712 60.608159999999998    G     3812.0 0.012715000000000001                              13.6g                --         86     2                79        16              13              15            1


NGC6394
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6394 262.58924999999999 59.639879999999998    G     8486.0 0.028306000000000001                              14.6g                --         70     3                68        18               9              15            0


NGC6478
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6478 267.15978999999999 51.157249999999998    G     6776.0 0.022602000000000001                              13.99                --         51     3                26        11               8               7            0


NGC7738
No. Object Name      RA(deg)             DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees             degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 7738 356.00857999999999 0.51663000000000003    G     6762.0   0.022556                              13.9g                --         56     2                40        13              10              11            0


NGC7819
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 7819 1.1022700000000001 31.472059999999999    G     4958.0 0.016538000000000001                              14.18                --         75     1                30        14              14               8            0


UGC00809
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 00809   18.96613 33.810720000000003    G     4204.0 0.014023000000000001                               15.4                --         47     0                36         8               9               6            0


UGC03253
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 03253 79.924570000000003 84.052589999999995    G     4130.0   0.013776                              13.21                --         43     0                27        14               9               7            0


UGC03539
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 03539 102.22517000000001 66.261359999999996    G     3304.0   0.011021                              15.24                --         44     0                26        11               8               7            0


UGC03969
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 03969 115.30979000000001 27.614139999999999    G     8130.0 0.027119000000000001                              15.68                --         38     2                22        11               7               6            0


UGC03973
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 03973 115.63666000000001 49.809649999999998    G     6652.0   0.022189                              13.5r                --        527    12               214        30              30              12            1


UGC04029
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                  arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04029  117.07899   34.33231    G     4415.0 0.014727000000000001                              14.42                --         46     0                30        10               6               7            0


UGC04132
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04132 119.80437999999999 32.914679999999997    G     5219.0 0.017409000000000001                              13.9g                --         79     1                76        22              18              15            0


UGC04280
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04280 123.63894000000001 54.799570000000003    G     3513.0 0.011717999999999999                              14.3g                --         32     1                58        11               8              15            0


UGC04461
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04461 128.34449000000001 52.532249999999998    G     4993.0   0.016655                              14.2g                --         47     1                57        13               8              14            0


UGC05108
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05108 143.85953000000001 29.812609999999999    G     8091.0 0.026988999999999999                              14.4g                --         39     1                59        13              10              15            0


UGC05111
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05111 144.21825000000001 66.788390000000007    G     6778.0 0.022609000000000001                              15.42                --         29     0                23        11               4               7            0


UGC05244
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05244 147.20197999999999 64.168840000000003    G     3025.0    0.01009                              15.19                --         30     1                42         8               5              13            0


UGC05359
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05359 149.71521000000001 19.214980000000001    G     8472.0 0.028258999999999999                              14.8g                --         37     0                37        11              13              11            0


UGC05498NED01
No.   Object Name        RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                         degrees            degrees              km / s                                                        arcm                                                                                                
--- --------------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 UGC 05498 NED01 153.01525000000001 23.085450000000002    G     6258.0   0.020874                              14.7g                --         22     1                27         7               8               6            0


UGC05598
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05598  155.55837 20.589410000000001    G     5636.0 0.018800000000000001                              14.8g                --         35     0                31        15              10               7            0


UGC06312
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 06312  169.50081 7.8448900000000004    G     6325.0 0.021097999999999999                              14.4g                --         30     0                56         9               4              15            0


UGC07012
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 07012 180.51312999999999 29.847999999999999    G     3081.0   0.010277                              14.30                --         74     2                31        12              17               7            1


UGC08107
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 08107  194.91575 53.341169999999998    G     8300.0 0.027685000000000001                              14.3g                --         35     1                47        14               9              11            0


UGC08250
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 08250 197.58392000000001   32.48319    G     5290.0 0.017645999999999998                              15.2g                --         52     0                28        10              11               6            1


UGC08267
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 08267 197.79724999999999 43.726329999999997    G     7232.0 0.024122999999999999                              14.9g                --         37     1                47        19              10               9            0


UGC09067
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09067 212.68942000000001   15.20941    G     7840.0 0.026151000000000001                              14.42                --         40     1                44        14              10              11            0


UGC09476
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                        arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09476  220.38343   44.51276    G     3262.0   0.010881                              13.6g                --         56     1                66        16              17              15            1


UGC09537
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                  arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09537  222.11148 34.998060000000002    G     8822.0 0.029426999999999998                              14.3g                --         54     0                61        12              10              15            1


UGC09542
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09542 222.25496000000001 42.463920000000002    G     5461.0 0.018217000000000001                              14.5g                --         44     0                46        12               9              10            0


UGC09665
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09665 225.38523000000001 48.319740000000003    G     2558.0 0.0085330000000000007                              14.2g                --         63     1                58        17              14              14            0


UGC09759
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09759 227.67079000000001 55.349829999999997    G     3420.0   0.011408                              15.10                --         38     0                24         7               7               7            1


UGC09873
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09873  232.46105 42.628929999999997    G     5616.0   0.018733                              15.2g                --         44     1                57        14              11              15            0


UGC09892
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09892 233.21645000000001   41.19144    G     5669.0 0.018911000000000001                              14.9g                --         33     0                46        11               8              15            0


UGC09919
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 09919   233.9153 12.606400000000001    G     3183.0   0.010617                              15.30                --         44     1                53        12              10              11            0


UGC10043
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10043 237.17170999999999 21.869389999999999    G     2161.0   0.007208                              14.80                --         67     1                32        12              10               7            1


UGC10123
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10123 239.76232999999999 51.304670000000002    G     3770.0 0.012574999999999999                              14.4g                --         45     0                41        13               9              10            0


UGC10205
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10205 241.66741999999999 30.099080000000001    G     6556.0 0.021867999999999999                              13.9g                --         93     6                61        17              18              11            0


UGC10331
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10331 244.33805000000001 59.320120000000003    G     4471.0   0.014914                              14.79                --         40     2                34         8               5              11            0


UGC10380
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10380 246.45796000000001 16.576059999999998    G     8752.0 0.029194000000000001                              15.1g                --         43     1                23        13              13               7            1


UGC10384
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10384 246.69451000000001 11.580270000000001    G     4966.0   0.016565                              15.00                --         54     0                56        23              19              11            0


UGC10710
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity        Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                  arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- -------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 10710 256.71884999999997 43.122190000000003    G     8387.0 0.027976000000000001                              15.03                --         50     1                35        10               8              11            0


Wall time: 3.24 s

In [19]:
carma_set = []
for carmaname in carmaedge:
    result_table = Ned.query_object(carmaname)
    carma_set.append(result_table[0]['Object Name'])

In [20]:
%%time
incls = []
for carmaname in carmaedge:
    incl = get_hyperleda_galaxy_inclination(carmaname)
    time.sleep(1)
    incls.append(incl)


Wall time: 4min 3s

In [21]:
plt.hist(incls, bins=45);



In [22]:
len(incls)


Out[22]:
126

In [ ]:


In [ ]:

WHISP


In [23]:
whisp_card = {'Name' : 'WHISP', r'$\Sigma_{\rm{HI}}$' : '+'}

In [24]:
SurveyCard(whisp_card)


Out[24]:
NameWHISP
$\Sigma_{\rm{HI}}$+

In [25]:
whisp_url = 'http://www.astro.rug.nl/~whisp/Database/OverviewCatalog/ListByName/listing_by_name.html'
html = requests.get(whisp_url).content

In [26]:
from BeautifulSoup import BeautifulSoup
soup = BeautifulSoup(html)

In [27]:
whisp_galaxies = []
for gal in soup.findAll('a', target="_top")[2:]:
    g = str(gal.string)
    whisp_galaxies.append(int(g.replace('/', ' ').replace('(', ' ').replace('\x08', ' ').split(' ')[2]))

In [28]:
len(unique(whisp_galaxies))


Out[28]:
342

In [29]:
print ['UGC ' + str(l) for l in whisp_galaxies]


['UGC 79', 'UGC 89', 'UGC 94', 'UGC 192', 'UGC 232', 'UGC 485', 'UGC 499', 'UGC 508', 'UGC 528', 'UGC 608', 'UGC 622', 'UGC 623', 'UGC 624', 'UGC 624', 'UGC 625', 'UGC 655', 'UGC 690', 'UGC 718', 'UGC 731', 'UGC 798', 'UGC 1013', 'UGC 1178', 'UGC 1249', 'UGC 1256', 'UGC 1281', 'UGC 1286', 'UGC 1305', 'UGC 1310', 'UGC 1313', 'UGC 1317', 'UGC 1437', 'UGC 1437', 'UGC 1501', 'UGC 1541', 'UGC 1550', 'UGC 1633', 'UGC 1810', 'UGC 1856', 'UGC 1886', 'UGC 1913', 'UGC 1993', 'UGC 2023', 'UGC 2034', 'UGC 2045', 'UGC 2053', 'UGC 2065', 'UGC 2069', 'UGC 2080', 'UGC 2082', 'UGC 2141', 'UGC 2141', 'UGC 2154', 'UGC 2183', 'UGC 2193', 'UGC 2455', 'UGC 2459', 'UGC 2459', 'UGC 2487', 'UGC 2487', 'UGC 2487', 'UGC 2491', 'UGC 2503', 'UGC 2800', 'UGC 2855', 'UGC 2866', 'UGC 2916', 'UGC 2916', 'UGC 2916', 'UGC 2941', 'UGC 2941', 'UGC 2942', 'UGC 2953', 'UGC 3013', 'UGC 3137', 'UGC 3205', 'UGC 3205', 'UGC 3205', 'UGC 3205', 'UGC 3273', 'UGC 3326', 'UGC 3334', 'UGC 3344', 'UGC 3354', 'UGC 3371', 'UGC 3382', 'UGC 3382', 'UGC 3384', 'UGC 3384', 'UGC 3407', 'UGC 3407', 'UGC 3407', 'UGC 3407', 'UGC 3422', 'UGC 3426', 'UGC 3426', 'UGC 3546', 'UGC 3546', 'UGC 3574', 'UGC 3580', 'UGC 3642', 'UGC 3642', 'UGC 3660', 'UGC 3685', 'UGC 3698', 'UGC 3698', 'UGC 3698', 'UGC 3711', 'UGC 3734', 'UGC 3740', 'UGC 3759', 'UGC 3817', 'UGC 3826', 'UGC 3851', 'UGC 3909', 'UGC 3965', 'UGC 3966', 'UGC 3992', 'UGC 3993', 'UGC 4036', 'UGC 4165', 'UGC 4173', 'UGC 4256', 'UGC 4273', 'UGC 4274', 'UGC 4278', 'UGC 4284', 'UGC 4305', 'UGC 4325', 'UGC 4458', 'UGC 4458', 'UGC 4483', 'UGC 4499', 'UGC 4543', 'UGC 4605', 'UGC 4637', 'UGC 4666', 'UGC 4666', 'UGC 4701', 'UGC 4806', 'UGC 4838', 'UGC 4862', 'UGC 5060', 'UGC 5060', 'UGC 5079', 'UGC 5251', 'UGC 5253', 'UGC 5272', 'UGC 5316', 'UGC 5351', 'UGC 5414', 'UGC 5446', 'UGC 5452', 'UGC 5459', 'UGC 5532', 'UGC 5556', 'UGC 5557', 'UGC 5559', 'UGC 5582', 'UGC 5538', 'UGC 5589', 'UGC 5614', 'UGC 5685', 'UGC 5717', 'UGC 5721', 'UGC 5786', 'UGC 5789', 'UGC 5829', 'UGC 5840', 'UGC 5846', 'UGC 5906', 'UGC 5909', 'UGC 5918', 'UGC 5927', 'UGC 5935', 'UGC 5960', 'UGC 5982', 'UGC 5986', 'UGC 5997', 'UGC 6001', 'UGC 6016', 'UGC 6024', 'UGC 6118', 'UGC 6126', 'UGC 6128', 'UGC 6161', 'UGC 6225', 'UGC 6251', 'UGC 6263', 'UGC 6283', 'UGC 6446', 'UGC 6456', 'UGC 6537', 'UGC 6621', 'UGC 6628', 'UGC 6713', 'UGC 6733', 'UGC 6742', 'UGC 6778', 'UGC 6786', 'UGC 6787', 'UGC 6787', 'UGC 6791', 'UGC 6797', 'UGC 6813', 'UGC 6815', 'UGC 6816', 'UGC 6817', 'UGC 6833', 'UGC 6840', 'UGC 6856', 'UGC 6869', 'UGC 6870', 'UGC 6880', 'UGC 6884', 'UGC 6917', 'UGC 6921', 'UGC 6922', 'UGC 6923', 'UGC 6930', 'UGC 6937', 'UGC 6940', 'UGC 6944', 'UGC 6956', 'UGC 6964', 'UGC 6969', 'UGC 7030', 'UGC 7047', 'UGC 7075', 'UGC 7081', 'UGC 7089', 'UGC 7090', 'UGC 7094', 'UGC 7095', 'UGC 7125', 'UGC 7151', 'UGC 7154', 'UGC 7166', 'UGC 7183', 'UGC 7183', 'UGC 7199', 'UGC 7204', 'UGC 7222', 'UGC 7232', 'UGC 7256', 'UGC 7261', 'UGC 7278', 'UGC 7321', 'UGC 7323', 'UGC 7329', 'UGC 7353', 'UGC 7353', 'UGC 7387', 'UGC 7399', 'UGC 7408', 'UGC 7483', 'UGC 7489', 'UGC 7490', 'UGC 7506', 'UGC 7506', 'UGC 7524', 'UGC 7559', 'UGC 7577', 'UGC 7584', 'UGC 7592', 'UGC 7599', 'UGC 7603', 'UGC 7608', 'UGC 7651', 'UGC 7690', 'UGC 7704', 'UGC 7766', 'UGC 7774', 'UGC 7774', 'UGC 7831', 'UGC 7853', 'UGC 7861', 'UGC 7866', 'UGC 7916', 'UGC 7917', 'UGC 7949', 'UGC 7971', 'UGC 7989', 'UGC 7989', 'UGC 8146', 'UGC 8188', 'UGC 8201', 'UGC 8246', 'UGC 8254', 'UGC 8271', 'UGC 8271', 'UGC 8271', 'UGC 8271', 'UGC 8286', 'UGC 8303', 'UGC 8314', 'UGC 8331', 'UGC 8396', 'UGC 8403', 'UGC 8490', 'UGC 8508', 'UGC 8550', 'UGC 8651', 'UGC 8683', 'UGC 8699', 'UGC 8700', 'UGC 8709', 'UGC 8711', 'UGC 8805', 'UGC 8837', 'UGC 8863', 'UGC 8900', 'UGC 9018', 'UGC 9128', 'UGC 9133', 'UGC 9211', 'UGC 9242', 'UGC 9366', 'UGC 9431', 'UGC 9632', 'UGC 9642', 'UGC 9644', 'UGC 9648', 'UGC 9649', 'UGC 9753', 'UGC 9797', 'UGC 9805', 'UGC 9858', 'UGC 9969', 'UGC 9992', 'UGC 10227', 'UGC 10310', 'UGC 10359', 'UGC 10445', 'UGC 10448', 'UGC 10470', 'UGC 10497', 'UGC 10502', 'UGC 10546', 'UGC 10564', 'UGC 10713', 'UGC 10757', 'UGC 10769', 'UGC 10791', 'UGC 10791', 'UGC 10791', 'UGC 10791', 'UGC 10897', 'UGC 11124', 'UGC 11670', 'UGC 11218', 'UGC 11269', 'UGC 11283', 'UGC 11283', 'UGC 11300', 'UGC 11429', 'UGC 11466', 'UGC 11496', 'UGC 11557', 'UGC 11707', 'UGC 11852', 'UGC 11861', 'UGC 11864', 'UGC 11891', 'UGC 11909', 'UGC 11914', 'UGC 11951', 'UGC 11951', 'UGC 11994', 'UGC 12043', 'UGC 12060', 'UGC 12082', 'UGC 12212', 'UGC 12276', 'UGC 12554', 'UGC 12632', 'UGC 12693', 'UGC 12713', 'UGC 12732', 'UGC 12754', 'UGC 12808', 'UGC 12815']

In [30]:
whisp = ['UGC ' + str(l) for l in whisp_galaxies]

THINGS

The HI Nearby Galaxy Survey http://www.mpia.de/THINGS/Data.html


In [31]:
Image('http://www.mpia.de/THINGS/THINGS_Poster_files/droppedImage.jpg')


Out[31]:

In [32]:
things_card = {'Name' : 'THINGS', r'$\Sigma_{\rm{HI}}$' : '+', r'$\sigma_{\rm{HI}}$' : '+'}

In [33]:
SurveyCard(things_card)


Out[33]:
NameTHINGS
$\sigma_{\rm{HI}}$+
$\Sigma_{\rm{HI}}$+

In [34]:
things = ['NGC 628',
'NGC 925',
'NGC 1569',
'NGC 2366',
'NGC 2403',
'Ho II',
'M81 DwA',
'DDO 53',
'NGC 2841',
'NGC 2903',
'Ho I',
'NGC 2976',
'NGC 3031',
'NGC 3077',
'M81 DwB',
'NGC 3184',
'NGC 3198',
'IC 2574',
'NGC 3351',
'NGC 3521',
'NGC 3621',
'NGC 3627',
'NGC 4214',
'NGC 4449',
'NGC 4736',
'DDO 154',
'NGC 4826',
'NGC 5055',
'NGC 5194',
'NGC 5236',
'NGC 5457',
'NGC 6946',
'NGC 7331',
'NGC 7793']

In [35]:
%%time
for thing in things:
    print thing
    result_table = Ned.query_object(thing)
    print result_table[0]
    print '\n'


NGC 628
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 074 24.173950000000001 15.783659999999999    G      657.0 0.0021919999999999999                               9.95                --       1049    21               229        42              21               8            0


NGC 925
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0925 36.820329999999998 33.579169999999998    G      553.0 0.0018450000000000001                              10.69                --        594    15               130        23              19               8            0


NGC 1569
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity          Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                     arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ----------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 1569 67.704409999999996 64.847939999999994    G     -104.0 -0.00034699999999999998                              11.86                --        620    19               167        29              16               8            0


NGC 2366
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2366 112.22777000000001 69.215789999999998    G       80.0 0.00026699999999999998                              11.43                --        527    25                59        28              16               7            1


NGC 2403
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                    arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2403  114.21417 65.602559999999997    G      133.0 0.00044499999999999997                              8.11B                --       1157    28               194        35              15               8            0


Ho II
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 Holmberg II 124.77075000000001 70.720029999999994    G      142.0 0.00047399999999999997                              11.10                --        483    24               109        36              12               7            0


M81 DwA
No.     Object Name      RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                         degrees        degrees              km / s                                                                    arcm                                                                                                
--- ------------------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 081 DWARF A  125.97958 71.032219999999995    G      113.0 0.00037599999999999998                              16.5:                --        135     2                47        13               6               0            0


DDO 53
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                    arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04459     128.53 66.181669999999997    G       20.0 6.7000000000000002e-05                              14.48                --        239     7               105        26              10               6            0


NGC 2841
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2841 140.51097999999999 50.976520000000001    G      638.0 0.0021280000000000001                              9.53B                --        902    21               189        27              18               8            2


NGC 2903
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2903 143.04212000000001 21.500830000000001    G      550.0 0.0018339999999999999                               9.68                --        911    29               216        36              27               8            0


Ho I
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1  Holmberg I 145.14627999999999 71.179550000000006    G      139.0   0.000464                               13.0                --        254     9                84        22               6               5            0


NGC 2976
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2976 146.81442000000001 67.916390000000007    G        3.0 9.0000000000000002e-06          SPEC                10.82                --        459    16               151        31              11               8            1


NGC 3031
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 081 148.88821999999999 69.065290000000005    G      -34.0  -0.000113                               7.89                --       2297    48               244        47              29               8            1


NGC 3077
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3077 150.82946000000001 68.733919999999998    G       14.0 4.6999999999999997e-05                              10.61                --        446    14               133        27              10               8            0


M81 DwB
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05423   151.3775 70.364440000000002    G      347.0 0.0011590000000000001                              15.19                --        154     2                93        22               9               4            0


NGC 3184
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3184 154.57025999999999 41.424050000000001    G      601.0 0.0020049999999999998          SPEC                10.3B                --        569    12               123        28              14               8            1


NGC 3198
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3198  154.97897 45.549619999999997    G      667.0 0.0022260000000000001          SPEC                10.8B                --        636    17               223        30              18              12            1


IC 2574
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 2574 157.09782999999999 68.412139999999994    G       57.0 0.00019000000000000001                              10.80                --        422    16               111        24               8               7            0


NGC 3351
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 095  160.99042 11.703810000000001    G      756.0 0.0025219999999999999          SPEC                11.4g                --        729    19               263        36              24              12            0


NGC 3521
No. Object Name      RA(deg)              DEC(deg)       Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees              degrees               km / s                                                                   arcm                                                                                                
--- ----------- ------------------ --------------------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3521 166.45241999999999 -0.035860000000000003    G      801.0 0.0026719999999999999                               9.83                --        583    17               268        39              23               8            0


NGC 3621
No. Object Name      RA(deg)             DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees             degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3621 169.56879000000001 -32.814059999999998    G      730.0 0.0024350000000000001                              10.18                --        346    11               139        22              13              18            0


NGC 3627
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 066 170.06235000000001 12.991540000000001    G      727.0 0.0024250000000000001                               9.65                --       1021    26               285        48              26               8            0


NGC 4214
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4214 183.91320999999999 36.326889999999999    G      291.0 0.00097000000000000005                              10.24                --        657    25               123        39              17               8            0


NGC 4449
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4449 187.04625999999999 44.093629999999997    G      207.0 0.00068999999999999997                               9.99                --        682    22               131        35              17              12            1


NGC 4736
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 094  192.72109 41.120460000000001    G      308.0 0.0010269999999999999                               8.99                --        939    36               243        39              26               8            1


DDO 154
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   NGC 4789A 193.52187000000001 27.149640000000002    G      374.0   0.001248                              13.94                --        333     8                95        27              14               8            0


NGC 4826
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 064 194.18183999999999 21.682970000000001    G      408.0   0.001361                               9.36                --        643    24               237        35              19               8            0


NGC 5055
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 063 198.95554000000001   42.02928    G      484.0   0.001614                               9.31                --        886    28               233        43              25               8            2


NGC 5194
No. Object Name   RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                  degrees        degrees              km / s                                                        arcm                                                                                                
--- ------------ ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 051a  202.46963 47.195169999999997    G      463.0   0.001544                               8.96                --       1648    35               315        52              34               8            0


NGC 5236
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 083 204.25396000000001  -29.86542    G      513.0 0.0017110000000000001                               8.20                --       1320    26               207        38              25              17            1


NGC 5457
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 101 210.80226999999999 54.348950000000002    G      247.0 0.00082299999999999995          SPEC                 8.31                --       1472    28               159        39              18               8            0


NGC 6946
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6946 308.71800999999999 60.153910000000003    G       40.0 0.00013300000000000001                              8.23B                --       1473    30               221        40              15               8            0


NGC 7331
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 7331 339.26672000000002 34.415520000000001    G      816.0   0.002722                              10.35                --        875    30               252        32              26               8            0


NGC 7793
No. Object Name      RA(deg)             DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees             degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 7793 359.45762999999999 -32.591030000000003    G      230.0   0.000767                               9.98                --        616    16               172        24              19              19            0


Wall time: 1.3 s

In [36]:
thing_set = []
for thing in things:
    result_table = Ned.query_object(thing)
    thing_set.append(result_table[0]['Object Name'])

In [37]:
intersect = set(carma_set).intersection(thing_set)
intersect


Out[37]:
set()

SAMI

есть дисперсии газа вроде (да, как минимум отдельно обработанная выборка тут https://arxiv.org/pdf/1601.02022.pdf), но очень маленькая область. Данные есть были для ~100 объектов.

Теперь релизнулся каталог, https://arxiv.org/pdf/1707.08402.pdf, там ~770 объектов. Очень маленькие области и не ясно, что за газ - но есть дисперсии! Это важно.

Однако оказалось, что это дисперсии ионизованного газа, что не есть хорошо.


In [38]:
sami_card = {'Name' : 'SAMI', r'$SFR$' : '+', r'$\sigma_{g, ion}$' : '+', r'$V_g$' : '+'}
SurveyCard(sami_card)


Out[38]:
NameSAMI
$\sigma_{g, ion}$+
$V_g$+
$SFR$+

In [39]:
# sami = [
# '2MASX J08444542+0211080',
# '2MASX J08445895+0203060',
# '2MASX J08445921+0228350',
# 'SDSS J084517.68+021650.0',
# '2MASX J08453179+0228336',
# 'SDSS J084637.68+023651.7',
# '2MASX J08464363+0150354',
# '2MASX J08465431+0233361',
# '2MASX J08471547+0153441',
# 'SDSS J084728.99+021637.5',
# 'GAMA 422683',
# 'SDSS J084825.61+021716.1',
# '2MASX J08483006+0010151',
# '2MASX J08484561+0017289',
# 'GAMA 203037',
# '2MASX J08493279-0005002',
# 'SDSS J085000.61-001056.2',
# '2MASX J08500161+0013326',
# '2MASX J08503171+0019082',
# '2MASX J08503260-0015101',
# '2MASX J08505842-0013434',
# 'CGCG 005-017',
# 'SDSS J085121.63-002342.5',
# '2MASX J08513652+0016235',
# 'CGCG 006-027',
# 'SDSS J091833.93+012037.5',
# 'SDSS J091849.99+010122.7',
# '2MFGC 07229',
# 'GALEXASC J091858.14+013352.4',
# '2MASX J09190412+0110453',
# 'SDSS J091906.31+004039.4',
# 'SDSS J091910.38+010319.7',
# '2MASX J09191636+0102106',
# 'SDSS J091942.13+011932.9',
# 'SDSS J091955.94+003828.6',
# 'GAMA 218717',
# 'SDSS J091958.88+005739.0',
# 'SDSS J092002.40+005039.1',
# 'SDSS J092012.55+010908.3',
# 'GALEXMSC J092015.56+014716.9',
# 'SDSS J092021.96+004924.5',
# 'SDSS J092031.46+005613.2',
# 'SDSS J092033.28+004315.7',
# 'SDSS J092034.36+013303.9',
# 'SDSS J092037.21+004921.7',
# 'SDSS J092046.17+003616.9',
# 'SDSS J092123.80+011033.9',
# '*2MASX J12034435+0150095',
# '*UGC 07042',
# '2MASX J12040196+0126415',
# '*NGC 4063',
# 'SDSS J120407.42+013459.3',
# 'NGC 4073',
# 'SDSS J120430.27+014102.4',
# 'SDSS J120444.63+014245.0',
# 'SDSS J120445.36+015512.6',
# 'SDSS J120448.72+013847.3',
# 'SDSS J120456.91+013029.6',
# 'SDSS J120522.07+015004.5',
# 'CGCG 018-062',
# 'SDSS J141032.73-005030.6',
# 'SDSS J141100.80-005414.1',
# '2dFGRS N274Z062',
# 'SDSS J141110.36-001709.8',
# 'SDSS J141112.02-005802.5',
# 'SDSS J141120.29-002950.7',
# 'SHOC 452',
# 'SDSS J141212.88-005046.9',
# 'CGCG 018-079 NED01',
# 'GALEXASC J141250.09-004402.5',
# 'UM 647',
# 'SDSS J141453.62+002426.2',
# '2MASX J14152834+0013384',
# 'CGCG 018-104',
# 'CGCG 018-103',
# '2MASX J14170455-0015086',
# '2MASX J14170767-0000546',
# 'SDSS J141721.25-001008.5',
# 'CGCG 018-107',
# '2MASX J14173511+0009328',
# '2MASX J14175124+0019098',
# '2MASX J14180218+0029037',
# 'SDSS J141805.48+001338.5',
# 'SDSS J142336.60-010336.9',
# 'SDSS J142358.19-010742.3',
# '2MASX J14241764-0135030',
# '2MASX J14242424-0145540',
# '2MASX J14243031-0137420',
# 'CGCG 019-019',
# 'CGCG 019-022',
# '2MASX J14253466-0122336',
# '2MASX J14260079-0124431',
# '2MASX J14260486-0132201',
# '2MASX J14260877-0112077',
# 'SDSS J142623.70-013537.4',
# 'SDSS J144926.88-000951.1',
# 'GALEXMSC J144944.90-001428.4',
# '2MASX J14500368+0005506',
# '2MASX J14505461+0001405',
# 'SDSS J145058.07+000531.8',
# '2MASX J14510301-0031374',
# '2MASX J14510387-0027434',
# 'SDSS J145109.68-000728.2',
# 'SDSS J145113.68+000140.6',
# 'SDSS J145153.48-004324.4',
# '2MASX J14521940-0016095',
# '2MASX J14523193-0009585']

In [40]:
df = pd.read_csv('sami_overview.csv')

In [41]:
df.head()


Out[41]:
ID IAU Identifier Catalog Coordinate Ra Catalog Coordinate Dec mag r-band Petrosian mag r-band Auto Redshift (Heliocentric) Redshift (Flow Corrected) Absolute Mag r-band Auto r-band Effective Radius Surface Brightness (1R_e_AVG) Surface Brightness (1R_e) Surface Brightness (2R_e) Ellipticity r-band Position Angle r-band Stellar Mass Colour Auto g-i Galactic extinction g-band Priority Class Bad Class
0 7715 J115654.89+004326.1 179.22873 0.72392 15.966 15.820 0.07798 0.07927 -22.06 4.28 20.90 22.34 23.90 0.2308 74.40 10.99 1.29 0.073 8 0
1 7841 J115826.11+004247.1 179.60883 0.71311 15.477 15.800 0.07852 0.07981 -22.07 2.74 18.99 19.99 21.65 0.6845 62.02 10.96 1.24 0.085 8 0
2 8353 J120803.95+004151.3 182.01649 0.69761 15.618 15.440 0.01967 0.02147 -19.41 5.37 20.90 21.43 23.42 0.3726 58.87 9.44 0.56 0.093 8 0
3 8391 J120831.01+004509.3 182.12925 0.75260 17.927 17.928 0.02035 0.02205 -16.98 1.64 20.79 21.81 23.47 0.1988 46.16 8.81 0.99 0.095 8 0
4 8404 J120852.97+004220.0 182.22071 0.70557 17.907 17.852 0.01885 0.02077 -16.92 4.07 22.62 23.50 25.21 0.1941 71.28 8.75 0.94 0.094 8 0

In [42]:
df.shape


Out[42]:
(772, 20)

In [43]:
sami = df[u' IAU Identifier'].values

In [44]:
%%time

bad_ind = 0
sami_set = []
for s in sami:
    try:
        result_table = Ned.query_object('SDSS '+s)
        sami_set.append(result_table[0]['Object Name'])
    except Exception:
        print s
        bad_ind+=1
        
print bad_ind


J120852.97+004220.0
J121032.60+004039.0
J121109.76+004708.7
J121119.88+004817.1
J120834.05+011205.9
J120917.26+010905.6
J122208.95+010645.9
J114928.80-010543.4
J114032.18-004010.6
J121754.76-004441.0
J121810.60-004441.9
J140834.28-004723.3
J141250.05-004403.4
J145153.34-004324.4
J113950.75-002455.4
J144944.93-001428.4
J145050.95+000533.3
J145113.81+000140.6
J120928.65+003159.7
J121016.64+003735.7
J141712.95+003201.2
J141802.00+002901.7
J115645.75+010051.2
J120816.48+005546.5
J141803.22+005833.4
J114608.59-014936.5
J114818.18-013825.2
J115817.10-014341.1
J120253.15-014644.8
J120258.18-014208.1
J120326.68-014905.7
J114510.69-012246.1
J120048.97-012351.3
J114810.60-015920.7
J114257.14-013220.8
J120246.62-013536.3
J091903.78-004903.5
J092037.48-004046.0
J084901.58-002056.7
J091846.26-001316.9
J085114.56+001112.9
J091957.77+005044.1
J120305.13+012841.4
J120358.18+012857.9
J120603.12+013317.8
J141124.95+011511.5
J115459.40+015129.2
J120422.61+015202.0
J120618.70+015456.9
J141229.97+013515.7
J142610.02+013617.6
J142643.74+013733.8
J120256.91+012337.7
J122318.52+011636.9
J122337.90+011733.7
J085137.78+004936.6
J085441.49+005356.8
J085432.40+005112.6
J120411.23+014611.3
J120444.64+014245.1
J120900.82+014113.5
J141128.16+012620.2
J142440.67+013034.0
J142728.02+012015.8
J142749.80+012811.7
J083639.55+010809.9
J083710.58+010004.9
J083849.62+010715.6
J084818.68+011550.3
J141429.43+014845.4
J084808.41+013357.7
J092029.80+015053.3
J092015.56+014716.5
J084138.30+015805.1
J090147.33+020232.3
J085416.68+005850.8
J091942.13+011933.0
J083606.39+011823.0
J084840.85+012958.4
J085103.37+012200.8
J091858.14+013352.8
J083753.95+014704.1
J084638.34+014342.7
J085157.29+015344.3
J084342.75+023521.0
J084443.28+023421.8
J084731.38+024408.4
J145006.22-013641.6
J144945.38-011027.3
J142843.73-013930.4
J142845.91-013454.5
J143140.57-013441.3
J144516.98-013409.4
J144752.26-013412.1
J145034.48-012925.6
J144620.36-010457.9
J084651.74+023405.1
J121715.66-005535.6
J121808.87-005845.3
J121950.67-005241.6
J092354.93-002657.1
J113729.77-002824.2
J120919.62-003138.9
J141103.98-003242.4
J114456.06-000314.3
J114537.70-000419.6
J085111.21+001551.6
J114212.22+002004.0
J141453.62+002426.3
J145239.87+002340.1
J085502.83+004539.7
J085537.30+004431.0
J121554.27+000508.4
J091747.22-005909.2
114
Wall time: 17 s

In [45]:
inters = set(sami_set).intersection(carma_set)
inters


Out[45]:
set()

In [46]:
inters = set(sami_set).intersection(thing_set)
inters


Out[46]:
set()

In [ ]:

HALOGAS

https://www.aanda.org/articles/aa/pdf/2011/02/aa15938-10.pdf

Не похоже, что там есть что-то полезное

HERACLES

The HERA CO Line Extragalactic Survey https://www.cv.nrao.edu/~aleroy/HERACLES/Sample.html (я поискал дисперсии в работах, но не нашел - только радиальные профили)


In [47]:
heracles_card = {'Name' : 'IRAM HERACLES', r'$\Sigma_{\rm{HI}}$' : '+', r'$\Sigma_{\rm{H_2}}$' : '+', r'$SFR$' : '+', r'$V_g$' : '+', r'$\Sigma_{s}$' : '?'}

In [48]:
SurveyCard(heracles_card)


Out[48]:
NameIRAM HERACLES
$\Sigma_{s}$?
$\Sigma_{\rm{H_2}}$+
$\Sigma_{\rm{HI}}$+
$V_g$+
$SFR$+

In [49]:
heracles = [
        'DDO 053',
    'DDO 154',
    'DDO 165',
    'Holmberg I',
    'Holmberg II',
    'IC 2574',
    'M81 Dwarf A',
    'M81 Dwarf B',
    'NGC 0337',
    'NGC 0628',
    'NGC 0925',
    'NGC 2146',
    'NGC 2366',
    'NGC 2403',
    'NGC 2798',
    'NGC 2841',
    'NGC 2903',
    'NGC 2976',
    'NGC 3034',
    'NGC 3049',
    'NGC 3077',
    'NGC 3184',
    'NGC 3190',
    'NGC 3198',
    'NGC 3351',
    'NGC 3521',
    'NGC 3627',
    'NGC 3938',
    'NGC 4214',
    'NGC 4236',
    'NGC 4254',
    'NGC 4321',
    'NGC 4536',
    'NGC 4559',
    'NGC 4569',
    'NGC 4579',
    'NGC 4594',
    'NGC 4625',
    'NGC 4631',
    'NGC 4725',
    'NGC 4736',
    'NGC 5055',
    'NGC 5194',
    'NGC 5457',
    'NGC 5474',
    'NGC 5713',
    'NGC 6946',
    'NGC 7331'
]

In [50]:
%%time
for hera in heracles:
    print hera
    result_table = Ned.query_object(hera)
    print result_table[0]
    print '\n'


DDO 053
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                    arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 04459     128.53 66.181669999999997    G       20.0 6.7000000000000002e-05                              14.48                --        239     7               105        26              10               6            0


DDO 154
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   NGC 4789A 193.52187000000001 27.149640000000002    G      374.0   0.001248                              13.94                --        333     8                95        27              14               8            0


DDO 165
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 08201 196.60354000000001 67.706940000000003    G       31.0   0.000102                               12.8                --        185     7                80        19               6               7            0


Holmberg I
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1  Holmberg I 145.14627999999999 71.179550000000006    G      139.0   0.000464                               13.0                --        254     9                84        22               6               5            0


Holmberg II
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 Holmberg II 124.77075000000001 70.720029999999994    G      142.0 0.00047399999999999997                              11.10                --        483    24               109        36              12               7            0


IC 2574
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1     IC 2574 157.09782999999999 68.412139999999994    G       57.0 0.00019000000000000001                              10.80                --        422    16               111        24               8               7            0


M81 Dwarf A
No.     Object Name      RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                         degrees        degrees              km / s                                                                    arcm                                                                                                
--- ------------------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 081 DWARF A  125.97958 71.032219999999995    G      113.0 0.00037599999999999998                              16.5:                --        135     2                47        13               6               0            0


M81 Dwarf B
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1   UGC 05423   151.3775 70.364440000000002    G      347.0 0.0011590000000000001                              15.19                --        154     2                93        22               9               4            0


NGC 0337
No. Object Name  RA(deg)         DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees         degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0337   14.95871 -7.5779699999999997    G     1646.0 0.0054900000000000001                              12.46                --        210     6               196        25              13               6            0


NGC 0628
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 074 24.173950000000001 15.783659999999999    G      657.0 0.0021919999999999999                               9.95                --       1049    21               229        42              21               8            0


NGC 0925
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 0925 36.820329999999998 33.579169999999998    G      553.0 0.0018450000000000001                              10.69                --        594    15               130        23              19               8            0


NGC 2146
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2146 94.657120000000006 78.357029999999995    G      893.0 0.0029789999999999999                              11.38                --        478    17               162        27              18               8            0


NGC 2366
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2366 112.22777000000001 69.215789999999998    G       80.0 0.00026699999999999998                              11.43                --        527    25                59        28              16               7            1


NGC 2403
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                    arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2403  114.21417 65.602559999999997    G      133.0 0.00044499999999999997                              8.11B                --       1157    28               194        35              15               8            0


NGC 2798
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2798 139.34496999999999   41.99973    G     1726.0   0.005757                              13.04                --        265     8               191        24              13              12            1


NGC 2841
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2841 140.51097999999999 50.976520000000001    G      638.0 0.0021280000000000001                              9.53B                --        902    21               189        27              18               8            2


NGC 2903
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2903 143.04212000000001 21.500830000000001    G      550.0 0.0018339999999999999                               9.68                --        911    29               216        36              27               8            0


NGC 2976
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 2976 146.81442000000001 67.916390000000007    G        3.0 9.0000000000000002e-06          SPEC                10.82                --        459    16               151        31              11               8            1


NGC 3034
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 082 148.96969000000001 69.679379999999995    G      203.0 0.00067699999999999998                               9.30                --       2125    36               393        46              28               9            0


NGC 3049
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3049 148.70652000000001 9.2710899999999992    G     1458.0 0.0048630000000000001          SPEC                13.6g                --        261     9               235        26              26              15            0


NGC 3077
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3077 150.82946000000001 68.733919999999998    G       14.0 4.6999999999999997e-05                              10.61                --        446    14               133        27              10               8            0


NGC 3184
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3184 154.57025999999999 41.424050000000001    G      601.0 0.0020049999999999998          SPEC                10.3B                --        569    12               123        28              14               8            1


NGC 3190
No. Object Name  RA(deg)    DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees    degrees          km / s                                                                   arcm                                                                                                
--- ----------- ---------- ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3190  154.52347   21.83229    G     1271.0 0.0042399999999999998                              11.3B                --        450     8               178        22              15               8            0


NGC 3198
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3198  154.97897 45.549619999999997    G      667.0 0.0022260000000000001          SPEC                10.8B                --        636    17               223        30              18              12            1


NGC 3351
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 095  160.99042 11.703810000000001    G      756.0 0.0025219999999999999          SPEC                11.4g                --        729    19               263        36              24              12            0


NGC 3521
No. Object Name      RA(deg)              DEC(deg)       Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees              degrees               km / s                                                                   arcm                                                                                                
--- ----------- ------------------ --------------------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3521 166.45241999999999 -0.035860000000000003    G      801.0 0.0026719999999999999                               9.83                --        583    17               268        39              23               8            0


NGC 3627
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 066 170.06235000000001 12.991540000000001    G      727.0 0.0024250000000000001                               9.65                --       1021    26               285        48              26               8            0


NGC 3938
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 3938  178.20604 44.120719999999999    G      809.0   0.002699                              10.8B                --        438    13               154        26              12               8            0


NGC 4214
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4214 183.91320999999999 36.326889999999999    G      291.0 0.00097000000000000005                              10.24                --        657    25               123        39              17               8            0


NGC 4236
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                        arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4236   184.1755 69.462580000000003    G        0.0        0.0                              10.05                --        369    16               102        16               6               8            0


NGC 4254
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 099 184.70668000000001 14.416510000000001    G     2407.0 0.0080289999999999997                              10.44                --        757    21               238        46              23              12            0


NGC 4321
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 100 185.72846000000001 15.821820000000001    G     1571.0 0.0052399999999999999                              9.84B                --       1391    38               254        49              28              10            0


NGC 4536
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4536 188.61270999999999 2.1881400000000002    G     1808.0 0.0060309999999999999                              11.16                --        741    16               216        39              22              12            0


NGC 4559
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4559 188.99019000000001 27.959990000000001    G      824.0   0.002748          SPEC                10.46                --        460    15               201        27              23               8            1


NGC 4569
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity          Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                     arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ----------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 090  189.20747 13.162940000000001    G     -235.0 -0.00078399999999999997                              10.26                --        675    28               238        35              23               8            0


NGC 4579
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 058 189.43134000000001   11.81819    G     1517.0 0.0050600000000000003                              10.48                --        885    26               355        43              25              12            0


NGC 4594
No. Object Name      RA(deg)             DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees             degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 104 189.99762999999999 -11.623049999999999    G     1024.0 0.0034160000000000002                               8.98                --        836    25               321        39              27               7            0


NGC 4625
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4625 190.46967000000001 41.273960000000002    G      608.0 0.0020279999999999999          SPEC                13.2g                --        235    10               194        38              22              15            0


NGC 4631
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4631 190.53337999999999 32.541499999999999    G      606.0 0.0020209999999999998                               9.75                --        720    25               233        38              26               7            0


NGC 4725
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 4725  192.61076 25.500800000000002    G     1206.0 0.0040229999999999997                              10.11                --        552    18               202        33              20               8            0


NGC 4736
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                   arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 094  192.72109 41.120460000000001    G      308.0 0.0010269999999999999                               8.99                --        939    36               243        39              26               8            1


NGC 5055
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                        arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 063 198.95554000000001   42.02928    G      484.0   0.001614                               9.31                --        886    28               233        43              25               8            2


NGC 5194
No. Object Name   RA(deg)        DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                  degrees        degrees              km / s                                                        arcm                                                                                                
--- ------------ ---------- ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 051a  202.46963 47.195169999999997    G      463.0   0.001544                               8.96                --       1648    35               315        52              34               8            0


NGC 5457
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1 MESSIER 101 210.80226999999999 54.348950000000002    G      247.0 0.00082299999999999995          SPEC                 8.31                --       1472    28               159        39              18               8            0


NGC 5474
No. Object Name  RA(deg)        DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                 degrees        degrees              km / s                                                                    arcm                                                                                                
--- ----------- ---------- ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5474  211.25671 53.662219999999998    G      275.0 0.00091799999999999998          SPEC                11.28                --        352    15               116        28              14              12            1


NGC 5713
No. Object Name      RA(deg)        DEC(deg)  Type  Velocity         Redshift       Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees        degrees          km / s                                                                   arcm                                                                                                
--- ----------- ------------------ ---------- ---- ---------- --------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 5713 220.04794000000001   -0.28897    G     1899.0 0.0063340000000000002                              12.18                --        319    11               194        25              16              12            1


NGC 6946
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity         Redshift        Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                                    arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------------------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 6946 308.71800999999999 60.153910000000003    G       40.0 0.00013300000000000001                              8.23B                --       1473    30               221        40              15               8            0


NGC 7331
No. Object Name      RA(deg)            DEC(deg)      Type  Velocity   Redshift  Redshift Flag Magnitude and Filter Distance (arcmin) References Notes Photometry Points Positions Redshift Points Diameter Points Associations
                     degrees            degrees              km / s                                                        arcm                                                                                                
--- ----------- ------------------ ------------------ ---- ---------- ---------- ------------- -------------------- ----------------- ---------- ----- ----------------- --------- --------------- --------------- ------------
  1    NGC 7331 339.26672000000002 34.415520000000001    G      816.0   0.002722                              10.35                --        875    30               252        32              26               8            0


Wall time: 1.5 s

IRAM NUGA

Nuclei of Galaxies http://www.mpia.de/NUGA/Nuga_results.html

HI Intensity Maps, CO Intensity Maps

Но как-то все очень разнозненно

BIMA SONG


In [51]:
bima_card = {'Name' : 'BIMA SONG', r'$\Sigma_{\rm{H_2}}$' : '+'}

In [52]:
SurveyCard(bima_card)


Out[52]:
NameBIMA SONG
$\Sigma_{\rm{H_2}}$+

In [53]:
bima = '''NGC 0628 NGC 0925 NGC 1068 IC 342 NGC 2403 NGC 2841 NGC 2903
NGC 2976 NGC 3031 NGC 3184 NGC 3344 NGC 3351 NGC 3368 NGC 3521
NGC 3627 NGC 3726 NGC 3938 NGC 3953 NGC 3992 NGC 4051 NGC 4258
NGC 4303 NGC 4321 NGC 4414 NGC 4450 NGC 4490 NGC 4535 NGC 4548
NGC 4559 NGC 4569 NGC 4579 NGC 4699 NGC 4725 NGC 4736 NGC 4826
NGC 5005 NGC 5033 NGC 5055 NGC 5194 NGC 5248 NGC 5247 NGC 5457
NGC 6946 NGC 7331'''

In [54]:
bima  = bima.replace('\n', ' ').split(' ')

In [55]:
bima = [l[0]+l[1] for l in zip(bima[::2], bima[1::2])]

CARMA STING


In [56]:
carmasting_card = {'Name' : 'CARMA STING', r'$\Sigma_{\rm{H_2}}$' : '+'}

In [57]:
SurveyCard(carmasting_card)


Out[57]:
NameCARMA STING
$\Sigma_{\rm{H_2}}$+

In [58]:
carmasting = [
'NGC337',
'NGC772',
'NGC1156',
'NGC1569',
'NGC1637',
'NGC2681',
'NGC2782',
'NGC2976',
'NGC3147',
'NGC3198',
'NGC3486',
'NGC3593',
'NGC3949',
'NGC4151',
'NGC4254',
'NGC4273',
'NGC4536',
'NGC4605',
'NGC4654',
'NGC5371',
'NGC5713',
'NGC6503',
'NGC6951'
]

In [ ]:

THE RELATIONSHIP BETWEEN GAS CONTENT AND STAR FORMATION IN MOLECULE-RICH SPIRAL GALAXIES


In [59]:
WongBlitz2010_card = {'Name' : 'WongBlitz2010', r'$\Sigma_{\rm{HI}}$' : '+', r'$\Sigma_{\rm{H_2}}$' : '+', r'$SFR$' : '+'}

In [60]:
SurveyCard(WongBlitz2010_card)


Out[60]:
NameWongBlitz2010
$\Sigma_{\rm{H_2}}$+
$\Sigma_{\rm{HI}}$+
$SFR$+

In [61]:
WongBlitz2010 = ['NGC 4321',
'NGC 4414',
'NGC 4501',
'NGC 4736',
'NGC 5033',
'NGC 5055',
'NGC 5457']

Звезды

VENGA

http://iopscience.iop.org/article/10.1088/0004-6256/145/5/138/pdf

https://users.obs.carnegiescience.edu/gblancm/venga.html

К сожалению у них только один куб выложен в статье (628), а остальных нет.


In [62]:
venga_card = {'Name' : 'VENGA', r'$\Sigma_{s}$' : '+', r'$\sigma_{s}$' : '+', r'$H_{\alpha} (SFR)$' : '+'}
SurveyCard(venga_card)


Out[62]:
NameVENGA
$\sigma_{s}$+
$\Sigma_{s}$+
$H_{\alpha} (SFR)$+

In [63]:
Image('https://users.obs.carnegiescience.edu/gblancm/venga_files/NGC2903_plots.jpg', width=900)


Out[63]: