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**Name, NGC** **Name, UGC** **Type** $i,^{\circ}$ $\sigma$ source
NGC 338 UGC 624 Sab 64±4 Z
NGC 1167 UGC 2487 SA0 38±2 Z (CALIFA?)
NGC 2985 UGC 5253 (R)SA(r)ab 36±2 N08
NGC 3898 UGC 6787 SA(s)ab 61±8 N08 (ATLASS3D?)
NGC 4258 UGC 7353 SABb 65±5 H98 (ATLASS3D?)
NGC 4725 UGC 7989 SABa 50±6 H99 (ATLASS3D?)
NGC 5533 UGC 9133 SA(rs)ab 52±1 N08 (CALIFA?)

N08 - https://ui.adsabs.harvard.edu/#abs/2008MNRAS.388.1381N/abstract

Все картинки:





In [1]:



    


from IPython.display import Image, display
from prettypandas import PrettyPandas
import pandas as pd
import os
import sys
from PIL import Image as Im
%pylab
%matplotlib inline



    


















    






Using matplotlib backend: Qt4Agg
Populating the interactive namespace from numpy and matplotlib

















In [2]:



    


summary_imgs_path = '..\\pics\\notebook_summary\\'



    











In [3]:



    


for img in os.listdir(summary_imgs_path):
    display(Image(summary_imgs_path + img))

Одна большая композитная картинка:





In [4]:



    


images = []
for img in os.listdir(summary_imgs_path):
    im = Im.open(summary_imgs_path + img)
    images.append(im)
    
widths, heights = zip(*(i.size for i in images))

total_height = sum(heights)
max_width = max(widths)

new_im = Im.new('RGB', (max_width, total_height))

offset = 0
for im in images:
    new_im.paste(im, (0,offset))
    offset += im.size[1]

new_im.save('summary_all.jpg')



    











In [5]:



    


# странное поведение - если тут поменять размер с 19 до 20, то картинку нельзя будет "открыть в новой вкладке", так что я просто ее сохранил 

# import matplotlib.pylab as plt

# fig = plt.figure(figsize=[19, 4*6])
# plt.imshow(new_im)
# plt.xticks([])
# plt.yticks([])
# plt.show()

Неустойчивость в далеких спиралях:





In [5]:



    


for img in os.listdir('..\\pics\\instab_spirals\\'):
    display(Image('..\\pics\\instab_spirals\\' + img))

Romeo-Falstad 2013 сравнение





In [7]:



    


images = []
imnames = []
for img in os.listdir('..\\pics\\RF13\\'):
    im = Im.open('..\\pics\\RF13\\' + img)
    images.append(im)
    imnames.append(img)
    
fig, axes = plt.subplots(7, 1, figsize=[10, 20])
for ind, im in enumerate(images):
    axes[ind].imshow(im)
    axes[ind].set_title(imnames[ind], fontsize=30)
plt.show()

Видно, что ситуация для всех похожая более-менее и все выглядит неплохо.

Таблица источников

Ссылка на таблицу на docs.google.

НЕ ПОСЛЕДНЯЯ ВЕРСИЯ





In [58]:



    


data_sources = pd.read_csv('sources_data.csv')

Без ссылок и замечаний (формат в ячейках - $i$, $D(Mpc)$, $PA$):





In [69]:



    


def highlights(s):
    return ['background-color: #D8D8D8' if i in [0, 1, 2, 3, 12, 18, 22,] else '' for i in range(len(s))]

s = data_sources[[c for c in data_sources.columns[:-2]]].style.apply(highlights)
s



    


















    
Out[69]:







        

        

        

        
            
            

                
                
                
                source
                
                N338
                
                N1167
                
                N2985
                
                N3898
                
                N4258
                
                N4725
                
                N5533
                
            

            
        
        
            
            

                
                
                    0
                
                
                    UGC
                
                
                    624
                
                
                    2487
                
                
                    5253
                
                
                    6787
                
                
                    7353
                
                
                    7989
                
                
                    9133
                
            

            
            

                
                
                    1
                
                
                    HYPERLEDA
                
                
                    75.6, 76.560 \pm 17.629, 107.3
                
                
                    49., -, 70.
                
                
                    37.9,-,177
                
                
                    56.3,-,107
                
                
                    68.3, 7.656 \pm  0.124,150
                
                
                    45.4,13.804 \pm  3.179,35.7
                
                
                    60.3,33.33 \pm 0.45,28.2
                
            

            
            

                
                
                    2
                
                
                    NED scale dist
                
                
                    62
                
                
                    66
                
                
                    19
                
                
                    18.4
                
                
                    8.97
                
                
                    20.5
                
                
                    56.1
                
            

            
            

                
                
                    3
                
                
                    Dispersions
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    4
                
                
                    Noordermeer 08
                
                
                    nan
                
                
                    nan
                
                
                    37, 21.1, 356-340
                
                
                    69, 18.9, 107-118
                
                
                    nan
                
                
                    nan
                
                
                    53, 54.3, 24-45
                
            

            
            

                
                
                    5
                
                
                    Zasov 08
                
                
                    nan
                
                
                    36, 67, 70
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    6
                
                
                    Zasov 12
                
                
                    64, 65, 108
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    7
                
                
                    Heraudeau 1998
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    70.3, -480, 150
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    8
                
                
                    Heraudeau 1999
                
                
                    nan
                
                
                    nan
                
                
                    44.2, -1328, 0.
                
                
                    49.2, -1153, 107
                
                
                    nan
                
                
                    46.5, -1225,35
                
                
                    nan
                
            

            
            

                
                
                    9
                
                
                    CALIFA 2016
                
                
                    nan
                
                
                     40.5,-,62
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    10
                
                
                    Dumas 07 SAURON
                
                
                    nan
                
                
                    nan
                
                
                    38,22.4,-2
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    11
                
                
                    Pignatelli 01
                
                
                    nan
                
                
                    nan
                
                
                    54., 17.1, 107
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    12
                
                
                    Gas data
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    13
                
                
                    Noordermeer 05 HI
                
                
                    59, 65.1
                
                
                    36., 67.4
                
                
                    38, 21.1
                
                
                    67, 18.9
                
                
                    nan
                
                
                    51., 18.2
                
                
                    53, 54.3
                
            

            
            

                
                
                    14
                
                
                    Lavezzi 98 CO
                
                
                    +'
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    15
                
                
                    Courteau 97 Vel_21cm
                
                
                    68, 71.22, -
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    16
                
                
                    Eymeren 11 Vel_HI
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    69.5, 7.8, 331.25
                
                
                    44.19,25.91,32.45
                
                
                    51.9,54.3,30.36
                
            

            
            

                
                
                    17
                
                
                    Yim 16 CO+HI
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    66., 8.0?, 
                
                
                    44., 26.8
                
                
                    nan
                
            

            
            

                
                
                    18
                
                
                    SF
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    19
                
                
                    Epinat 08 GHASP
                
                
                    nan
                
                
                    nan
                
                
                    36\pm 5, 21.1, 176
                
                
                    53\pm 2, 18.9, 112
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    20
                
                
                    Hameed 05 H_alpha
                
                
                    nan
                
                
                    nan
                
                
                    42., 22.4
                
                
                    46., 21.9
                
                
                    nan
                
                
                    43., 12.4
                
                
                    nan
                
            

            
            

                
                
                    21
                
                
                    SPITZER
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    +'
                
                
                    +'
                
                
                    nan
                
            

            
            

                
                
                    22
                
                
                    Photometry
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    23
                
                
                    Noordermer, Hulst 07 BR (I)
                
                
                    64, -, -72
                
                
                    38, -, 70
                
                
                    36, -, -3
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    52, -, 26
                
            

            
            

                
                
                    24
                
                
                    CALIFA 16 gri
                
                
                    nan
                
                
                    -,-,72
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    -,-,27.5
                
            

            
            

                
                
                    25
                
                
                    Heidt 01 JHK
                
                
                    nan
                
                
                    nan
                
                
                    32-40,28.,2-160
                
                
                    63-74,37.5,102-106
                
                
                    nan
                
                
                    63,13.0, 44.5
                
                
                    nan
                
            

            
            

                
                
                    26
                
                
                    Gutierrez 2012 R
                
                
                    nan
                
                
                    nan
                
                
                    36, 21.1, 178
                
                
                    53., 18.9, 107
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    27
                
                
                    Mendez-Abreu 08 J
                
                
                    nan
                
                
                    nan
                
                
                    29.5, 22.4, 1.5
                
                
                    60., 21.9, 106.9
                
                
                    nan
                
                
                    nan
                
                
                    50., 54., 26.3
                
            

            
            

                
                
                    28
                
                
                    S4G 15
                
                
                    nan
                
                
                    nan
                
                
                    33.9, -,175
                
                
                    nan
                
                
                    nan
                
                
                    56., -,34.
                
                
                    nan
                
            

            
            

                
                
                    29
                
                
                    YOSHINO 08 VIJ
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    59.3,7.8
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    30
                
                
                    Fisher 10 S4G
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    -,8.17,-
                
                
                    -,13.24,-
                
                
                    nan
                
            

            
            

                
                
                    31
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    32
                
                
                    HUBBLE
                
                
                    nan
                
                
                    nan
                
                
                    +'
                
                
                    nan
                
                
                    nan
                
                
                    +'
                
                
                    nan

Ссылки:





In [65]:



    


PrettyPandas(data_sources[[c for c in (data_sources.columns[0], data_sources.columns[-2])]])



    


















    
Out[65]:







        

        

        

        
            
            

                
                
                
                source
                
                link
                
            

            
        
        
            
            

                
                
                    0
                
                
                    UGC
                
                
                    nan
                
            

            
            

                
                
                    1
                
                
                    HYPERLEDA
                
                
                    nan
                
            

            
            

                
                
                    2
                
                
                    NED scale dist
                
                
                    nan
                
            

            
            

                
                
                    3
                
                
                    Dispersions
                
                
                    nan
                
            

            
            

                
                
                    4
                
                
                    Noordermeer 08
                
                
                    https://ui.adsabs.harvard.edu/#abs/2008MNRAS.388.1381N/abstract https://ui.adsabs.harvard.edu/#abs/2007MNRAS.376.1513N/abstract https://ui.adsabs.harvard.edu/#abs/2007MNRAS.376.1480N/abstract
                
            

            
            

                
                
                    5
                
                
                    Zasov 08
                
                
                    https://ui.adsabs.harvard.edu/#abs/2008ARep...52...79Z/abstract
                
            

            
            

                
                
                    6
                
                
                    Zasov 12
                
                
                    https://ui.adsabs.harvard.edu/#abs/2012AstBu..67..362Z/abstract
                
            

            
            

                
                
                    7
                
                
                    Heraudeau 1998
                
                
                    http://adsabs.harvard.edu/cgi-bin/bib_query?1998A%26AS..133..317H
                
            

            
            

                
                
                    8
                
                
                    Heraudeau 1999
                
                
                    http://adsabs.harvard.edu/cgi-bin/bib_query?1999A%26AS..136..509H
                
            

            
            

                
                
                    9
                
                
                    CALIFA 2016
                
                
                    ftp://ftp.caha.es/CALIFA/dataproducts/Stellar_Kinematics_V1200/FalconBarroso_etal_2016.pdf
                
            

            
            

                
                
                    10
                
                
                    Dumas 07 SAURON
                
                
                    https://ui.adsabs.harvard.edu/#abs/2007MNRAS.379.1249D/abstract
                
            

            
            

                
                
                    11
                
                
                    Pignatelli 01
                
                
                    https://ui.adsabs.harvard.edu/#abs/2001MNRAS.323..188P/abstract
                
            

            
            

                
                
                    12
                
                
                    Gas data
                
                
                    nan
                
            

            
            

                
                
                    13
                
                
                    Noordermeer 05 HI
                
                
                    https://ui.adsabs.harvard.edu/#abs/2005A&A...442..137N/abstract
                
            

            
            

                
                
                    14
                
                
                    Lavezzi 98 CO
                
                
                    https://ui.adsabs.harvard.edu/#abs/1998AJ....115..405L/abstract
                
            

            
            

                
                
                    15
                
                
                    Courteau 97 Vel_21cm
                
                
                    https://ui.adsabs.harvard.edu/#abs/1997AJ....114.2402C/abstract
                
            

            
            

                
                
                    16
                
                
                    Eymeren 11 Vel_HI
                
                
                    https://arxiv.org/pdf/1103.4928v1.pdf
                
            

            
            

                
                
                    17
                
                
                    Yim 16 CO+HI
                
                
                    https://arxiv.org/pdf/1608.06735v1.pdf
                
            

            
            

                
                
                    18
                
                
                    SF
                
                
                    nan
                
            

            
            

                
                
                    19
                
                
                    Epinat 08 GHASP
                
                
                    https://arxiv.org/pdf/0808.0132v1.pdf
                
            

            
            

                
                
                    20
                
                
                    Hameed 05 H_alpha
                
                
                    http://iopscience.iop.org/article/10.1086/430211/pdf
                
            

            
            

                
                
                    21
                
                
                    SPITZER
                
                
                    nan
                
            

            
            

                
                
                    22
                
                
                    Photometry
                
                
                    nan
                
            

            
            

                
                
                    23
                
                
                    Noordermer, Hulst 07 BR (I)
                
                
                    https://ui.adsabs.harvard.edu/#abs/2007MNRAS.376.1480N/abstract
                
            

            
            

                
                
                    24
                
                
                    CALIFA 16 gri
                
                
                    http://adsabs.harvard.edu/abs/2016arXiv161005324M
                
            

            
            

                
                
                    25
                
                
                    Heidt 01 JHK
                
                
                    http://www.aanda.org/articles/aa/pdf/2001/10/aa10227.pdf
                
            

            
            

                
                
                    26
                
                
                    Gutierrez 2012 R
                
                
                    https://ui.adsabs.harvard.edu/#abs/2011AJ....142..145G/abstract
                
            

            
            

                
                
                    27
                
                
                    Mendez-Abreu 08 J
                
                
                    https://ui.adsabs.harvard.edu/#abs/2008A&A...478..353M/abstract
                
            

            
            

                
                
                    28
                
                
                    S4G 15
                
                
                    http://adsabs.harvard.edu/abs/2015ApJS..219....4S
                
            

            
            

                
                
                    29
                
                
                    YOSHINO 08 VIJ
                
                
                    http://pasj.oxfordjournals.org/content/60/3/493.full.pdf
                
            

            
            

                
                
                    30
                
                
                    Fisher 10 S4G
                
                
                    http://iopscience.iop.org/article/10.1088/0004-637X/716/2/942/pdf
                
            

            
            

                
                
                    31
                
                
                    nan
                
                
                    nan
                
            

            
            

                
                
                    32
                
                
                    HUBBLE
                
                
                    nan
                
            

            
        
        

        
















In [8]:



    


for img in os.listdir('..\\pics\\incl_summary\\'):
    display(Image('..\\pics\\incl_summary\\' + img))

Content source: Amarchuk/2FInstability

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