In [1]:
%matplotlib inline
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
/home/mldantas/miniconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.
warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')
In [3]:
master_catalog = np.loadtxt('myGAMA_SDSS_GALEX_UKIDSS.csv', delimiter=',', dtype=str)
In [4]:
master_dataframe = pd.DataFrame(master_catalog)
summary_stats_master = open('summary_stats_master.txt', 'w')
print >> summary_stats_master, master_dataframe.describe(include='all')
summary_stats_master.close()
In [6]:
dictionary = {}
for i in range(len(master_catalog[0, :])): # Converting numpy array into dictionary
dictionary[master_catalog[0, i]] = np.array(master_catalog[0 + 1:, i], dtype=str)
In [7]:
print master_catalog.shape
(43969, 152)
In [8]:
redshift = dictionary['Z_HELIO'].astype(float)
print redshift.size
print redshift.max()
print redshift.min()
print redshift[[redshift<0]]
43968
1.56978
0.0
[]
In [9]:
redshift = redshift[[redshift>0]]
print redshift.size
print redshift.max()
43962
1.56978
In [10]:
index = np.where(redshift>=0)
In [11]:
%matplotlib notebook
In [31]:
sns.boxplot(y=redshift)
plt.show()
In [32]:
average = np.average(redshift)
print average
0.172775927619
In [33]:
median = np.median(redshift)
print median
0.161565
In [34]:
std = np.std(redshift)
print std
0.0890271540119
In [35]:
quantiles = np.percentile(redshift, 75)
print quantiles
0.22946
In [36]:
sns.kdeplot(redshift, shade=True)
plt.show()
In [26]:
from astropy.cosmology import Planck13
In [27]:
Planck13.lookback_time(np.percentile(redshift, 75))
Out[27]:
$2.8225839 \; \mathrm{Gyr}$
In [28]:
Planck13.lookback_time(redshift.max())
Out[28]:
$9.6840571 \; \mathrm{Gyr}$
In [42]:
print dictionary
{'MAGERR_PETRO_Z': array(['0.06512446', '0.5344014', '0.1702001', ..., '0.4302158',
'0.1092938', '0.06709368'],
dtype='|S114'), 'MAGERR_PETRO_Y': array(['0.08165', '0.1127', '0.11845', ..., '0.31855', '0.139725',
'0.04945'],
dtype='|S114'), 'MAGERR_PETRO_U': array(['0.115243', '0.4083196', '0.7177367', ..., '0.2589939', '0.3321692',
'0.1729058'],
dtype='|S114'), 'MAGERR_PETRO_R': array(['0.01883182', '0.05261943', '0.07991493', ..., '0.07228862',
'0.03431689', '0.01822866'],
dtype='|S114'), 'MAGERR_PETRO_J': array(['0.186875', '0.1449', '0.198375', ..., '0.26335', '0.1012',
'0.086825'],
dtype='|S114'), 'MAGERR_PETRO_K': array(['0.1288', '0.14375', '0.1633', ..., '569.25', '0.17825', '0.0736'],
dtype='|S114'), 'MAGERR_PETRO_H': array(['0.116725', '0.1127', '0.2116', ..., '0.297275', '0.10235',
'0.107525'],
dtype='|S114'), 'MAGERR_PETRO_I': array(['0.01971233', '0.07497911', '0.08628478', ..., '0.1075859',
'0.03985928', '0.02098087'],
dtype='|S114'), 'MAGERR_PETRO_G': array(['0.02253138', '0.06135861', '0.1493604', ..., '0.07418481',
'0.0491937', '0.02253138'],
dtype='|S114'), 'NUVFLAG': array(['0', '0', '1', ..., '0', '0', '-999'],
dtype='|S114'), 'R_MODEL_ERR': array(['0.01269163', '0.02095801', '0.02882093', ..., '0.02977652',
'0.02012614', '0.01120032'],
dtype='|S114'), 'I_MODEL': array(['17.79754', '18.90728', '18.77892', ..., '18.65216', '18.58961',
'17.74113'],
dtype='|S114'), 'SPLIT_MAGERR_FUV': array(['0.115696', '0.229221', '0.600451', ..., '0.0635147', '0.243523',
'-999'],
dtype='|S114'), 'I_MODEL_ERR': array(['0.01554478', '0.02614872', '0.024629', ..., '0.03788096',
'0.02267132', '0.01151163'],
dtype='|S114'), 'RA': array(['221.8451', '219.3092', '222.7029', ..., '217.3131', '223.1262',
'132.4369'],
dtype='|S114'), 'Z_MODEL': array(['17.58029', '18.78498', '18.40713', ..., '18.56581', '18.31249',
'17.56014'],
dtype='|S114'), 'Column2': array(['493643', '493088', '506023', ..., '320243', '299075', '301159'],
dtype='|S114'), 'KRON_RADIUS': array(['3.5', '3.5', '3.5', ..., '3.5', '3.72', '3.5'],
dtype='|S114'), 'SPLIT_MAGERR_NUV': array(['0.0570107', '0.11068', '0.255222', ..., '0.0618877', '0.120901',
'-999'],
dtype='|S114'), 'URL': array([ 'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100842/',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100329/',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00102501/',
...,
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00072877/',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00068602/',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00069500/'],
dtype='|S114'), 'FLUXERR_AUTO_U': array(['201.8924', '162.8104', '191.9753', ..., '230.9364', '157.3138',
'152.9126'],
dtype='|S114'), 'KCORR_R_k1': array(['0.07319286', '0.07130702', '0.4574272', ..., '-0.004517556',
'0.09181257', '0.1478551'],
dtype='|S114'), 'KCORR_FUV_k1': array(['0.4316946', '-0.05040442', '-0.09429342', ..., '0.07210641',
'0.3832984', '-0.1253016'],
dtype='|S114'), 'KCORR_FUV_k0': array(['0.4316946', '-0.05040442', '-0.09429342', ..., '0.07210641',
'0.3832984', '-0.1253016'],
dtype='|S114'), 'KCORR_Y_k1': array(['-0.01122948', '-0.02368502', '0.1926859', ..., '-0.1355442',
'0.02734818', '0.07121805'],
dtype='|S114'), 'BEST_MAG_NUV': array(['20.46078', '21.65598', '22.89509', ..., '21.06731', '22.23861',
'21.8115'],
dtype='|S114'), 'Z_HELIO': array(['0.1435', '0.16939', '0.36226', ..., '0.143', '0.14186', '0.12919'],
dtype='|S114'), 'METS_k0': array(['0.02012975', '0.02566784', '0.02621207', ..., '0.01462944',
'0.02062655', '0.03178594'],
dtype='|S114'), 'METS_k1': array(['0.02012975', '0.02566784', '0.02621207', ..., '0.01462944',
'0.02062655', '0.03178594'],
dtype='|S114'), 'OBJID_SDSSDR7': array(['587729778521276442', '587729778520162658', '587729971252429276',
..., '587726032264888724', '587726031730573811',
'587726032227729692'],
dtype='|S114'), 'KCORR_G_k0': array(['0.2147868', '0.1988727', '1.244765', ..., '0.08588859',
'0.2687564', '0.2144241'],
dtype='|S114'), 'TOT_MAGERR_NUV': array(['0.0529366', '0.11068', '0.255222', ..., '0.0618877', '0.120901',
'-999'],
dtype='|S114'), 'R_MODEL': array(['18.02382', '19.19145', '19.30083', ..., '18.8219', '18.84554',
'18.15069'],
dtype='|S114'), 'KCORR_G_k1': array(['0.2147868', '0.1988727', '1.244765', ..., '0.08588859',
'0.2687564', '0.2144241'],
dtype='|S114'), 'TOT_MAG_FUV': array(['21.0466', '22.4627', '23.8622', ..., '21.3183', '23.1159', '-999'],
dtype='|S114'), 'A_NUV': array(['0.44491', '0.3932', '0.54261', ..., '0.29585', '0.38269', '0.34628'],
dtype='|S114'), 'KCORR_K_k1': array(['-0.3205533', '-0.3522369', '-0.504846', ..., '-0.3395413',
'-0.3079026', '-0.2359686'],
dtype='|S114'), 'MAGERR_AUTO_Y': array(['0.071875', '0.082225', '0.16445', ..., '0.175375', '0.09315',
'0.0414'],
dtype='|S114'), 'MAGERR_AUTO_Z': array(['0.06255199', '0.1862522', '0.1215944', ..., '0.3695144',
'0.08897707', '0.05243083'],
dtype='|S114'), 'NN_NMATCH4': array(['1', '1', '1', ..., '1', '1', '-999'],
dtype='|S114'), 'MAGERR_AUTO_U': array(['0.1059555', '0.2068342', '0.5821884', ..., '0.2007858',
'0.2491849', '0.1294756'],
dtype='|S114'), 'KCORR_NUV_k1': array(['0.216782', '0.005155872', '0.09911565', ..., '0.09999306',
'0.2302435', '-0.0567688'],
dtype='|S114'), 'KCORR_NUV_k0': array(['0.216782', '0.005155872', '0.09911565', ..., '0.09999306',
'0.2302435', '-0.0567688'],
dtype='|S114'), 'MAGERR_AUTO_R': array(['0.0175222', '0.03729674', '0.05030662', ..., '0.04965449',
'0.02634081', '0.0150862'],
dtype='|S114'), 'GAL_ELLIP_R': array(['0.4439', '0.5982', '0.3343', ..., '0.161', '0.3337', '0.0967'],
dtype='|S114'), 'MAG_PETRO_H': array(['17.3115', '18.0554', '17.9498', ..., '18.7944', '17.5919',
'17.4668'],
dtype='|S114'), 'MAGERR_AUTO_I': array(['0.0187077', '0.04935297', '0.05340527', ..., '0.0730368',
'0.0305442', '0.01679181'],
dtype='|S114'), 'MAGERR_AUTO_J': array(['0.142025', '0.10005', '0.139725', ..., '0.209875', '0.081075',
'0.0598'],
dtype='|S114'), 'MAG_PETRO_K': array(['17.4785', '18.2193', '17.6699', ..., '99', '18.2178', '17.0797'],
dtype='|S114'), 'MAGERR_AUTO_G': array(['0.0203948', '0.04091427', '0.1236756', ..., '0.05129496',
'0.03574108', '0.01851691'],
dtype='|S114'), 'KCORR_K_k0': array(['-0.3205533', '-0.3522369', '-0.504846', ..., '-0.3395413',
'-0.3079026', '-0.2359686'],
dtype='|S114'), 'FILENAME': array(['/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00100842/',
'/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00100329/',
'/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00102501/', ...,
'/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00072877/',
'/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00068602/',
'/GAMA/dr2/data/imaging/gama/SersicPhotometry/v07/S00069500/'],
dtype='|S114'), 'GAL_CHI2_R': array(['6.067', '0.987', '1.025', ..., '1.025', '0.96', '1.03'],
dtype='|S114'), 'FLUX_AUTO_U': array(['12568.97', '5184.136', '2168.406', ..., '7572.974', '4157.181',
'7807.473'],
dtype='|S114'), 'KCORR_U_k0': array(['0.2051812', '0.1834948', '1.230798', ..., '0.08293451',
'0.2205468', '0.2274951'],
dtype='|S114'), 'COG_MAG_NUV': array(['-999', '-999', '22.7697', ..., '21.0528', '22.2516', '21.8115'],
dtype='|S114'), 'KCORR_I_k0': array(['-0.0309916', '-0.1107947', '0.2654688', ..., '-0.107921',
'0.02357995', '-0.02888804'],
dtype='|S114'), 'NMATCHUV': array(['1', '1', '1', ..., '1', '1', '-999'],
dtype='|S114'), 'A_Y': array(['0.06164', '0.05447', '0.07517', ..., '0.04099', '0.05302',
'0.04797'],
dtype='|S114'), 'A_B': array(['0.21531', '0.19028', '0.26258', ..., '0.14317', '0.18519',
'0.16757'],
dtype='|S114'), 'SPECID_BEST': array(['G15_Y2_004_244', 'G15_Y2_016_379', 'G15_Y1_GX2_086', ...,
'G15_Y3_001_214', 'G15_Y1_IN1_385', 'G09_Y1_CN1_020'],
dtype='|S114'), 'A_K': array(['0.01832', '0.01619', '0.02235', ..., '0.01218', '0.01576',
'0.01426'],
dtype='|S114'), 'A_J': array(['0.04525', '0.03999', '0.05519', ..., '0.03009', '0.03892',
'0.03522'],
dtype='|S114'), 'A_H': array(['0.02942', '0.026', '0.03588', ..., '0.01956', '0.02531', '0.0229'],
dtype='|S114'), 'A_u': array(['0.26239', '0.23189', '0.32', ..., '0.17447', '0.22569', '0.20422'],
dtype='|S114'), 'DEC': array(['-1.228581', '-1.302377', '-1.965155', ..., '1.706166', '1.24124',
'1.165748'],
dtype='|S114'), 'A_r': array(['0.14002', '0.12375', '0.17077', ..., '0.09311', '0.12044',
'0.10898'],
dtype='|S114'), 'FUVFLAG': array(['0', '0', '0', ..., '0', '256', '-999'],
dtype='|S114'), 'Z_MODEL_ERR': array(['0.0421836', '0.0754646', '0.07778312', ..., '0.1371088',
'0.06132298', '0.03724301'],
dtype='|S114'), 'TOT_MAG_NUV': array(['20.2957', '21.656', '22.8951', ..., '21.0673', '22.2386', '-999'],
dtype='|S114'), 'KCORR_U_k1': array(['0.2051812', '0.1834948', '1.230798', ..., '0.08293451',
'0.2205468', '0.2274951'],
dtype='|S114'), 'A_z': array(['0.07528', '0.06653', '0.09181', ..., '0.05006', '0.06475',
'0.05859'],
dtype='|S114'), 'A_g': array(['0.19306', '0.17062', '0.23546', ..., '0.12838', '0.16606',
'0.15026'],
dtype='|S114'), 'A_FUV': array(['0.42633', '0.37678', '0.51995', ..., '0.28349', '0.36671',
'0.33182'],
dtype='|S114'), 'A_i': array(['0.10618', '0.09384', '0.12949', ..., '0.0706', '0.09133', '0.08264'],
dtype='|S114'), 'TOT_MAGERR_FUV': array(['0.806099', '0.921783', '1.25454', ..., '0.301664', '0.992596',
'-999'],
dtype='|S114'), 'KCORR_H_k1': array(['-0.04575376', '-0.04058086', '-0.03072675', ..., '-0.1180318',
'-0.02869546', '0.03848036'],
dtype='|S114'), 'BEST_MAGERR_NUV': array(['0.05701065', '0.1106796', '0.2552223', ..., '0.06188774',
'0.1209011', '0.07970843'],
dtype='|S114'), 'MAG_PETRO_Y': array(['17.6551', '18.7497', '17.8848', ..., '19.1963', '18.359', '17.5124'],
dtype='|S114'), 'SPLIT_MAG_FUV': array(['21.2116', '22.4627', '23.8622', ..., '21.3183', '23.1159', '-999'],
dtype='|S114'), 'MAG_PETRO_Z': array(['17.5436', '19.8279', '18.3662', ..., '19.1892', '18.2268', '17.623'],
dtype='|S114'), 'KCORR_H_k0': array(['-0.04575376', '-0.04058086', '-0.03072675', ..., '-0.1180318',
'-0.02869546', '0.03848036'],
dtype='|S114'), 'URL_R': array([ 'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100842/prfplot_sdss_r_g15_S00100842.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100329/prfplot_sdss_r_g15_S00100329.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00102501/prfplot_sdss_r_g15_S00102501.png',
...,
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00072877/prfplot_sdss_r_g15_S00072877.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00068602/prfplot_sdss_r_g15_S00068602.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00069500/prfplot_sdss_r_g09_S00069500.png'],
dtype='|S114'), 'CATAID': array(['493643', '493088', '506023', ..., '320243', '299075', '301159'],
dtype='|S114'), 'COG_MAGERR_NUV': array(['-999', '-999', '0.196705', ..., '0.0651389', '0.112352',
'0.0797084'],
dtype='|S114'), 'URL_K': array([ 'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100842/prfplot_ukidss_K_g15_S00100842.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00100329/prfplot_ukidss_K_g15_S00100329.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00102501/prfplot_ukidss_K_g15_S00102501.png',
...,
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00072877/prfplot_ukidss_K_g15_S00072877.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00068602/prfplot_ukidss_K_g15_S00068602.png',
'http://www.gama-survey.org/dr2/data/imaging/gama/SersicPhotometry/v07/S00069500/prfplot_ukidss_K_g09_S00069500.png'],
dtype='|S114'), 'KCORR_R_k0': array(['0.07319286', '0.07130702', '0.4574272', ..., '-0.004517556',
'0.09181257', '0.1478551'],
dtype='|S114'), 'MAG_PETRO_U': array(['19.7325', '21.0371', '21.3378', ..., '20.1621', '20.9187',
'20.3151'],
dtype='|S114'), 'GAL_QFLAG_R': array(['1026', '0', '0', ..., '0', '0', '0'],
dtype='|S114'), 'NN_DIST': array(['0.9219597', '1.013598', '2.534365', ..., '0.2686404', '0.7129018',
'-999'],
dtype='|S114'), 'PETRO_RADIUS': array(['3.96', '5.28', '5.94', ..., '5.28', '5.28', '4.62'],
dtype='|S114'), 'MAG_PETRO_R': array(['18.0981', '19.3001', '19.6508', ..., '19.301', '18.9348', '18.1438'],
dtype='|S114'), 'Column4': array(['493643', '493088', '506023', ..., '320243', '299075', '301159'],
dtype='|S114'), 'Column1': array(['493643', '493088', '506023', ..., '320243', '299075', '301159'],
dtype='|S114'), 'Column3': array(['493643', '493088', '506023', ..., '320243', '299075', '301159'],
dtype='|S114'), 'MAG_AUTO_G': array(['18.6555', '19.8444', '20.9829', ..., '19.7357', '19.7824',
'18.9105'],
dtype='|S114'), 'MASS_k1': array(['1.037108E+10', '3.30162E+09', '6.46058E+10', ..., '1.824557E+09',
'6.507672E+09', '9.136853E+09'],
dtype='|S114'), 'MASS_k0': array(['1.037108E+10', '3.30162E+09', '6.46058E+10', ..., '1.824557E+09',
'6.507672E+09', '9.136853E+09'],
dtype='|S114'), 'U_MODEL_ERR': array(['0.1033679', '0.1404033', '0.5234814', ..., '0.1558086',
'0.2511652', '0.08283377'],
dtype='|S114'), 'G_MODEL': array(['18.6538', '19.69605', '20.8253', ..., '19.18731', '19.5954',
'18.7669'],
dtype='|S114'), 'MAG_AUTO_J': array(['18.0063', '18.7495', '18.1619', ..., '18.9583', '18.1126',
'17.6575'],
dtype='|S114'), 'MAGERR_AUTO_H': array(['0.09775', '0.0828', '0.108675', ..., '0.173075', '0.08165',
'0.0713'],
dtype='|S114'), 'MAG_PETRO_I': array(['17.5898', '19.0811', '19.1917', ..., '19.169', '18.5746', '17.7566'],
dtype='|S114'), 'MAG_PETRO_J': array(['18.173', '18.731', '17.9721', ..., '18.764', '17.9934', '17.7978'],
dtype='|S114'), 'KCORR_Z_k0': array(['-0.03627668', '-0.03491116', '0.162131', ..., '-0.1188775',
'-0.01135994', '0.05152805'],
dtype='|S114'), 'NMATCHOPT': array(['3', '1', '1', ..., '1', '1', '-999'],
dtype='|S114'), 'MAGERR_AUTO_K': array(['0.10925', '0.096025', '0.1081', ..., '569.25', '0.117875',
'0.058075'],
dtype='|S114'), 'B300_k0': array(['0.03514527', '0.04694267', '0.0006007419', ..., '0.1995879',
'0.02131701', '0.005430317'],
dtype='|S114'), 'B300_k1': array(['0.03514527', '0.04694267', '0.0006007419', ..., '0.1995879',
'0.02131701', '0.005430317'],
dtype='|S114'), 'G_MODEL_ERR': array(['0.01578466', '0.02438762', '0.07634434', ..., '0.02904377',
'0.02699816', '0.01298282'],
dtype='|S114'), 'MAG_PETRO_G': array(['18.6482', '19.8579', '20.631', ..., '19.7189', '19.7846', '18.8735'],
dtype='|S114'), 'SEX_INDEX_G': array(['0.8809849', '1.183854', '0.04927587', ..., '1.318126', '1.54424',
'3.076026'],
dtype='|S114'), 'SEX_INDEX_K': array(['0.8614245', '1.322982', '0.8500346', ..., '0.2032867', '0.5524842',
'1.242855'],
dtype='|S114'), 'SEX_INDEX_J': array(['0.4110401', '0.5973306', '0.6174935', ..., '0.2173194',
'0.3790359', '0.823493'],
dtype='|S114'), 'SEX_INDEX_I': array(['2.446688', '1.092134', '1.90311', ..., '0.7750819', '1.50512',
'2.26619'],
dtype='|S114'), 'SEX_INDEX_H': array(['0.8034135', '1.378905', '5.298391', ..., '0.582988', '0.7616576',
'0.804339'],
dtype='|S114'), 'BEST_MAGERR_FUV': array(['0.115696', '0.2292213', '0.6004505', ..., '0.06351471',
'0.2435226', '0.1230028'],
dtype='|S114'), 'KCORR_Z_k1': array(['-0.03627668', '-0.03491116', '0.162131', ..., '-0.1188775',
'-0.01135994', '0.05152805'],
dtype='|S114'), 'SEX_INDEX_R': array(['0.6998503', '1.303793', '1.143467', ..., '0.7202741', '1.245958',
'2.932633'],
dtype='|S114'), 'INTSFH_k1': array(['1.904219E+10', '5.71056E+09', '1.20106E+11', ..., '2.904688E+09',
'1.217042E+10', '1.625698E+10'],
dtype='|S114'), 'INTSFH_k0': array(['1.904219E+10', '5.71056E+09', '1.20106E+11', ..., '2.904688E+09',
'1.217042E+10', '1.625698E+10'],
dtype='|S114'), 'SEX_INDEX_U': array(['0.4300806', '0.05041962', '-9999', ..., '0.05122219', '0.1887666',
'1.803757'],
dtype='|S114'), 'U_MODEL': array(['19.82183', '20.65051', '21.71857', ..., '19.98006', '20.8629',
'19.90026'],
dtype='|S114'), 'SEX_INDEX_Z': array(['0.2626728', '0.9581156', '1.122462', ..., '0.07212458',
'0.9998073', '2.260492'],
dtype='|S114'), 'SEX_INDEX_Y': array(['0.8304486', '0.4309752', '0.962776', ..., '1.216988', '0.5019831',
'2.190769'],
dtype='|S114'), 'KCORR_Y_k0': array(['-0.01122948', '-0.02368502', '0.1926859', ..., '-0.1355442',
'0.02734818', '0.07121805'],
dtype='|S114'), 'KCORR_J_k0': array(['-0.1082048', '-0.09764969', '0.03308818', ..., '-0.1494718',
'-0.09649172', '-0.01830685'],
dtype='|S114'), 'KCORR_J_k1': array(['-0.1082048', '-0.09764969', '0.03308818', ..., '-0.1494718',
'-0.09649172', '-0.01830685'],
dtype='|S114'), 'BEST_MAG_FUV': array(['21.21164', '22.46268', '23.86223', ..., '21.31826', '23.11587',
'22.3676'],
dtype='|S114'), 'KCORR_I_k1': array(['-0.0309916', '-0.1107947', '0.2654688', ..., '-0.107921',
'0.02357995', '-0.02888804'],
dtype='|S114'), 'SPLIT_MAG_NUV': array(['20.4608', '21.656', '22.8951', ..., '21.0673', '22.2386', '-999'],
dtype='|S114'), 'CHI2_k1': array(['5.598145', '0.1679688', '1.043701', ..., '0.295166', '3.781738',
'0.2382813'],
dtype='|S114'), 'CHI2_k0': array(['5.598145', '0.1679688', '1.043701', ..., '0.295166', '3.781738',
'0.2382813'],
dtype='|S114'), 'B1000_k1': array(['0.06461494', '0.2782414', '0.1121969', ..., '0.2876477',
'0.02977201', '0.2837297'],
dtype='|S114'), 'B1000_k0': array(['0.06461494', '0.2782414', '0.1121969', ..., '0.2876477',
'0.02977201', '0.2837297'],
dtype='|S114'), 'GAL_INDEX_K': array(['0.9951', '1.8691', '3.3618', ..., '2.0986', '0.7224', '1.4459'],
dtype='|S114'), 'GAL_INDEX_J': array(['0.3686', '1.3386', '2.209', ..., '0.8723', '0.4049', '1'],
dtype='|S114'), 'GAL_INDEX_I': array(['2.2486', '1.1267', '4.7767', ..., '1.6814', '0.7424', '1.1437'],
dtype='|S114'), 'GAL_INDEX_H': array(['1.8635', '1.2674', '11.6587', ..., '2.197', '0.2174', '0.8604'],
dtype='|S114'), 'GAL_INDEX_G': array(['0.43', '0.9899', '2.7848', ..., '1.4918', '0.7001', '1.2965'],
dtype='|S114'), 'MAG_AUTO_K': array(['17.4309', '18.2133', '17.7895', ..., '99', '18.1371', '17.0967'],
dtype='|S114'), 'MAG_AUTO_H': array(['17.2557', '18.1516', '17.7984', ..., '18.6458', '17.7131',
'17.3058'],
dtype='|S114'), 'MAG_AUTO_I': array(['17.6367', '19.0449', '19.2198', ..., '19.1679', '18.6201',
'17.7798'],
dtype='|S114'), 'MAG_AUTO_R': array(['18.1078', '19.3259', '19.6823', ..., '19.3053', '18.9893',
'18.1872'],
dtype='|S114'), 'EBV': array(['0.0509', '0.04498', '0.06208', ..., '0.03385', '0.04378', '0.03962'],
dtype='|S114'), 'GAL_INDEX_Z': array(['0.5102', '1.0726', '1.874', ..., '0.5339', '1.0624', '0.9777'],
dtype='|S114'), 'GAL_INDEX_Y': array(['0.6308', '0.9016', '3.5806', ..., '1.1426', '0.7867', '1.1815'],
dtype='|S114'), 'MAG_AUTO_U': array(['19.7518', '20.7133', '21.6596', ..., '20.3018', '20.953', '20.2687'],
dtype='|S114'), 'MAG_AUTO_Z': array(['17.6133', '19.0974', '18.5493', ..., '19.4399', '18.3512',
'17.6213'],
dtype='|S114'), 'GAL_INDEX_U': array(['0.1849', '0.6876', '-9999', ..., '2.8894', '0.0818', '1.4375'],
dtype='|S114'), 'MAG_AUTO_Y': array(['17.6406', '18.8116', '18.812', ..., '18.9775', '18.2698', '17.5228'],
dtype='|S114'), 'GAL_INDEX_R': array(['1.7571', '1.133', '4.5774', ..., '1.5675', '0.7992', '1.2691'],
dtype='|S114')}
In [ ]:
sdss_magnitudes = pd.concat([master_dataframe['U_MODEL']], axis=1)
Content source: mdastro/UV_ETGs
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