2009AJ....137.3245M


Query : 2009AJ....137.3245M

2009AJ....137.3245M - Astron. J., 137, 3245-3253 (2009/February-0)

Starmind: a fuzzy logic knowledge-based system for the automated classification of stars in the MK system.

MANTEIGA M., CARRICAJO I., RODRIGUEZ A., DAFONTE C. and ARCAY B.

Abstract (from CDS):

Astrophysics is evolving toward a more rational use of costly observational data by intelligently exploiting the large terrestrial and spatial astronomical databases. In this paper, we present a study showing the suitability of an expert system to perform the classification of stellar spectra in the Morgan and Keenan (MK) system. Using the formalism of artificial intelligence for the development of such a system, we propose a rules' base that contains classification criteria and confidence grades, all integrated in an inference engine that emulates human reasoning by means of a hierarchical decision rules tree that also considers the uncertainty factors associated with rules. Our main objective is to illustrate the formulation and development of such a system for an astrophysical classification problem. An extensive spectral database of MK standard spectra has been collected and used as a reference to determine the spectral indexes that are suitable for classification in the MK system. It is shown that by considering 30 spectral indexes and associating them with uncertainty factors, we can find an accurate diagnose in MK types of a particular spectrum. The system was evaluated against the NOAO-INDO-US spectral catalog.

Abstract Copyright:

Journal keyword(s): astronomical data bases: miscellaneous - methods: data analysis - stars: fundamental parameters

VizieR on-line data: <Available at CDS (J/AJ/137/3245): table1.dat>

Simbad objects: 363

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Number of rows : 363
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2022
#notes
1 * 85 Peg SB* 00 02 10.3487193861 +27 04 54.599101714 6.47 6.42 5.75 5.16 4.73 G5VbFe-2 533 0
2 * 9 Cas * 00 04 13.6624530168 +62 17 15.591230916 5.89 6.154 5.884     A1II-III 40 0
3 * gam Peg bC* 00 13 14.1512308 +15 11 00.936759 1.75 2.61 2.84 2.94 3.13 B2IV 676 0
4 * iot Cet * 00 19 25.6741634 -08 49 26.111055 5.94 4.77 3.55 2.70 2.11 K1+IIICN0.5 174 0
5 * 28 And dS* 00 30 07.3651144632 +29 45 05.608065024   5.467 5.214     A7III 204 0
6 * zet Cas Pu* 00 36 58.2841866 +53 53 48.867311 2.58 3.47 3.66 3.74 3.95 B2IV 436 0
7 * eps And PM* 00 38 33.3474310042 +29 18 42.311618884 5.72 5.25 4.38 3.70 3.19 G7IIIFe-3CH1 266 0
8 * 32 And * 00 41 07.1845805160 +39 27 31.189510836   6.22 5.33     G8III 99 0
9 * bet Cet PM* 00 43 35.37090 -17 59 11.7827 3.90 3.02 2.01 1.29 0.78 G9.5IIICH-1 508 0
10 * eta Cas PM* 00 49 06.2945942922 +57 48 54.638239716 4.04 4.02 3.44 2.94 2.58 F9V 619 0
11 * nu. And SB* 00 49 48.8473652 +41 04 44.076380 3.80 4.38 4.53 4.56 4.71 B5V 208 0
12 HD 4817 ** 00 51 16.3831719552 +61 48 19.779990984 9.88 8.08 6.18 4.73 3.64 K2.5Ib-IICN-1 76 0
13 * ups02 Cas Pe* 00 56 39.9051464088 +59 10 51.805287084   5.581 4.622     G8.5IIIbFe-0.5 215 0
14 * eta And SB* 00 57 12.4001825 +23 25 03.535627 6.05 5.36 4.42 3.69 3.21 G8-III 183 0
15 * eps Psc ** 01 02 56.6086257 +07 53 24.485522 5.95 5.24 4.28 3.50 2.98 G9IIIbFe-2 147 0
16 HD 6497 PM* 01 07 00.1745063280 +56 56 05.898658776   7.605 6.401     K2III-IV 108 0
17 * mu. Cas SB* 01 08 16.3029454473 +54 55 12.561201263 5.93 5.86 5.17 4.55 4.13 G5Vb 557 1
18 * eta Cet HB* 01 08 35.3914827 -10 10 56.156955 5.80 4.61 3.45 2.61 2.03 K2-IIIb 209 0
19 HD 6833 * 01 09 52.2648344184 +54 44 20.278107384 8.81 7.91 6.74     K0IIIbFe-2 189 0
20 * chi Psc * 01 11 27.2187720 +21 02 04.740561   5.679 4.658     G8.5III 119 0
21 * ksi And * 01 22 20.4200755704 +45 31 43.596248844   5.951 4.868     K0-IIIb 125 0
22 * tet Cet HB* 01 24 01.4052830 -08 10 59.721253 5.57 4.65 3.59 2.83 2.26 K0IIIb 185 0
23 * 46 Cet * 01 25 37.2394436400 -14 35 55.626569448   6.138 4.907     K2+III-IIIbCN0.5 69 0
24 * psi Cas PM* 01 25 56.0223813 +68 07 48.045998   5.780 4.727     K0III-IIIbCN0.5 96 0
25 * eta Psc ** 01 31 29.0102587 +15 20 44.968540 5.320 4.600 3.620 2.90 2.40 G7IIIa 240 0
26 * chi Cas * 01 33 55.8814773504 +59 13 55.394091516   5.675 4.681     G9IIIb 117 0
27 * 50 Cet * 01 35 58.9697335800 -15 24 00.656206380   6.650 5.402     K1.5III 54 0
28 HD 10307 SB* 01 41 47.1268541099 +42 36 48.221567818 5.69 5.58 4.96 4.43 4.10 G1V 482 0
29 * 107 Psc PM* 01 42 29.7625251280 +20 16 06.645657710 6.57 6.08 5.24 4.55 4.12 K1V 527 0
30 * tau Cet PM* 01 44 04.0831371922 -15 56 14.927607677 4.43 4.22 3.50 2.88 2.41 G8V 1172 1
31 * omi Psc PM* 01 45 23.6252151720 +09 09 27.902640312 5.90 5.22 4.26 3.53 3.04 G8III 153 0
32 * gam02 Ari PM* 01 53 31.8129284424 +19 17 37.879979172   4.49 4.52     A2IVpSiSrCr 154 0
33 * bet Ari SB* 01 54 38.41099 +20 48 28.9133 2.88 2.78 2.65 2.51 2.43 kA4hA5mA5Va 402 0
34 * gam01 And SB* 02 03 53.95229 +42 19 47.0223 4.22 3.30 2.10 1.16 0.47 K2+IIb 336 0
35 * alf Ari PM* 02 07 10.40570 +23 27 44.7032 4.29 3.17 2.01 1.15 0.54 K2-IIIbCa-1 615 1
36 HD 12953 sg* 02 08 40.5790963584 +58 25 24.970714608 6.28 6.29 5.68 5.09 4.59 A1Ia 190 0
37 * ksi01 Cet EB* 02 13 00.0003185160 +08 50 48.128462340 5.86 5.23 4.35 3.68 3.18 G7IIIBa0.4Fe-1 208 1
38 * 6 Per SB* 02 13 36.3431564393 +51 03 56.807950671   6.24   4.7   G8.5IIIbFe-2 127 0
39 * del Tri SB* 02 17 03.2303387763 +34 13 27.235383770 5.50 5.48   4.5   G0.5VFe-0.5 383 0
40 * i Per sg* 02 22 21.4343107056 +55 50 44.350353276 5.43 5.54 5.17 4.79 4.47 A1Ia 193 0
41 * ksi02 Cet * 02 28 09.5570589539 +08 27 36.216809306 4.14 4.25 4.30 4.29 4.34 B9III 319 0
42 * 27 Ari SB* 02 30 54.3979231272 +17 42 13.890810240   7.135 6.225     G8III-IVFe-2 114 0
43 * tet Per PM* 02 44 11.9866154103 +49 13 42.414669174 4.62 4.62 4.11 3.67 3.37 F8V 396 0
44 HD 16458 Pe* 02 47 47.7257592048 +81 26 54.505744152   7.091 5.781     K1Ba5 157 0
45 * 39 Ari PM* 02 47 54.5414187 +29 14 49.613199 6.710 5.630 4.510 3.72 3.14 K0.5IIIb 162 0
46 HD 17378 sg* 02 49 30.7369299096 +57 05 03.548427576 7.65 7.14 6.26 5.44 4.68 A5Ia 174 0
47 * eta Per * 02 50 41.8095904 +55 53 43.787576 7.38 5.48 3.79 2.56 1.67 K3-Ib-IIa 209 0
48 * eta Eri PM* 02 56 25.6494839 -08 53 53.322099 5.97 4.99 3.87 3.08 2.50 K1+IIIb 185 0
49 HD 18474 * 02 59 49.7897133000 +47 13 14.567181096   6.348 5.485     G5:III:CN-3CH-2Hdel-1 101 0
50 * kap Per PM* 03 09 29.8036400506 +44 51 26.849828627 5.62 4.79 3.81 3.07 2.57 G9.5IIIb 231 0
51 * del Ari PM* 03 11 37.7646526 +19 43 36.039699 6.26 5.40 4.37 3.60 3.09 G9.5IIIb 180 0
52 HD 20123 * 03 16 12.2028107016 +50 56 15.605186388 7.01 6.18 5.03     G5Ib-IIa 93 0
53 HD 20468 * 03 18 43.8258349 +34 13 21.547357 7.86 6.31 4.82 3.75 2.99 K2IIbCN0.5 98 0
54 * 59 Ari PM* 03 19 55.7958132408 +27 04 16.068323604   6.774 5.918     G7IV 65 0
55 V* CQ Cam LP* 03 24 40.5567179496 +64 35 09.579866928 9.53 7.24 5.19 3.61 2.38 M0II 81 0
56 HD 20084 PM* 03 32 20.1347090088 +84 54 39.764690712   6.501 5.609     G5IIFe-1CH2Ba1: 75 0
57 * eps Eri BY* 03 32 55.8444911587 -09 27 29.739493865 5.19 4.61 3.73 3.00 2.54 K2V 1806 1
58 * 10 Tau PM* 03 36 52.3837044168 +00 24 05.992097829 5.23 5.15 4.30 4.09 3.77 F9IV-V 542 0
59 * del Eri * 03 43 14.9005379551 -09 45 48.210955899 5.13 4.46 3.54 2.82 2.32 K0+IV 574 0
60 * zet Per V* 03 54 07.9224751 +31 53 01.081262 2.19 2.97 2.85 2.71 2.62 B1Ib 832 0
61 * eps Per bC* 03 57 51.2320472 +40 00 36.775143 1.71 2.71 2.89 2.96 3.14 B1.5III 508 0
62 HD 25329 PM* 04 03 14.9979736362 +35 16 23.805785323 9.75 9.37 8.50 7.75 7.23 K1VbFe-2 354 0
63 HD 25291 * 04 04 27.1629402984 +59 09 19.832668272 6.10 5.63 5.12 4.62 4.24 F0II 105 0
64 * 37 Tau PM* 04 04 41.7148415 +22 04 54.924282 6.41 5.44 4.37 3.58 3.05 K0III-IIIb 178 0
65 * lam Per * 04 06 35.0435954 +50 21 04.549959 4.27 4.31 4.29 4.21 4.19 A0IVn 107 0
66 * omi01 Eri dS* 04 11 51.9395600 -06 50 15.286388   4.357 4.026     F0III 148 0
67 * omi02 Eri Er* 04 15 16.3196189945 -07 39 10.330779018 5.69 5.25 4.43 3.74 3.29 K0V 774 0
68 * gam Tau ** 04 19 47.6038491 +15 37 39.515422 5.46 4.64 3.65 4.83   G9.5IIIabCN0.5 530 0
69 * 54 Per * 04 20 24.6379073928 +34 34 00.213397500   5.867 4.929     G8+IIIb 134 0
70 HD 27022 * 04 20 40.3256358240 +65 08 25.589310792 6.55 6.08 5.27 4.63 4.20 G4III 149 0
71 * del Tau SB* 04 22 56.0951595936 +17 32 33.049802364 5.56 4.74 3.76 5.56   G9.5IIICN0.5 508 0
72 * pi. Tau * 04 26 36.3714456672 +14 42 49.614689520 6.39 5.67 4.69 3.97 3.46 G7IIIFe-0.5 101 0
73 HD 28099 BY* 04 26 40.1217122952 +16 44 48.885808416 8.98 8.78 8.12 7.56 7.23 G2+V 391 0
74 * 75 Tau ** 04 28 26.3699079120 +16 21 34.829804916   6.104 4.969     K1IIIb 105 0
75 * tet01 Tau SB* 04 28 34.4960341 +15 57 43.849432 5.510 4.780 3.840 5.48   G9IIIFe-0.5 479 0
76 * eps Tau ** 04 28 37.0002551195 +19 10 49.563140930 5.42 4.54 3.53     G9.5IIICN0.5 567 1
77 * alf Tau LP? 04 35 55.23907 +16 30 33.4885 4.32 2.40 0.86 -0.37 -1.31 K5+III 1216 1
78 HD 29613 RG* 04 39 19.7106414840 -14 21 33.082104168   6.510 5.463     K0.5IVa 57 0
79 * pi.03 Ori PM* 04 49 50.4109057 +06 57 40.588294 3.620 3.630 3.190 2.77 2.51 F6V 551 0
80 * pi.02 Ori * 04 50 36.7229825 +08 54 00.649333 4.39 4.36 4.35 4.29 4.29 A1Vn 170 0
81 * 2 Aur * 04 52 37.9803457176 +36 42 11.477114460   6.164 4.779     K3-IIIBa0.4 137 0
82 * alf Cam s*b 04 54 03.0103983 +66 20 33.636467 3.47 4.34 4.29 4.18 4.18 O9Ia 647 1
83 * pi.01 Ori PM* 04 54 53.7287660 +10 09 02.995200   4.723 4.648     A0Va_lB 250 0
84 * omi02 Ori PM* 04 56 22.2759672613 +13 30 52.087623488 6.31 5.21 4.06 3.18 2.55 K2-IIIb 118 0
85 * bet Eri PM* 05 07 50.9748851089 -05 05 11.389142292 3.02 2.92 2.79 2.65 2.57 A3IV 216 0
86 * 15 Ori ** 05 09 41.9571460296 +15 35 49.966969920 5.33 5.14 4.82 4.50 4.31 F2IV 108 0
87 * 16 Aur SB* 05 18 10.5702141 +33 22 17.808530       3.8   K2.5IIIbCN-0.5 139 0
88 * lam Aur PM* 05 19 08.4754499121 +40 05 56.585080940 5.46 5.33 4.71 4.18 3.86 G1.5IV-VFe-1 509 0
89 * 19 Aur V* 05 20 00.9210992208 +33 57 28.994858280 5.72 5.30 5.03     A5II+ 103 0
90 * e Ori * 05 23 56.8276764 -07 48 29.033204 5.78 5.08 4.12 3.40 2.90 G8+III 142 0
91 * p Ori SB* 05 24 28.8969780456 -00 53 28.805349264   6.032 5.072     G9III-IVBa0.5 101 0
92 * gam Ori V* 05 25 07.86325 +06 20 58.9318 0.54 1.42 1.64 1.73 1.95 B2V 512 1
93 * bet Tau PM* 05 26 17.51312 +28 36 26.8262 1.03 1.52 1.65 1.66 1.76 B7III 357 1
94 * phi Aur * 05 27 38.8838207832 +34 28 33.166942464   6.467 5.059     K3IIIFe1 164 0
95 * 119 Tau s*r 05 32 12.7525072 +18 35 39.243589 8.63 6.41 4.33 2.55 1.13 M2Iab-Ib 271 0
96 * alf Lep V* 05 32 43.8161188 -17 49 20.241380 3.02 2.77 2.57 2.35 2.14 F0Ib 274 0
97 * iot Ori SB* 05 35 25.9819073 -05 54 35.643537 1.45 2.53 2.77     O9IIIvar 752 0
98 * phi02 Ori PM* 05 36 54.3885728561 +09 17 26.416510827 5.70 5.04 4.09 3.33 2.78 G9.5IIIbFe-2.5 350 0
99 * b Ori PM* 05 42 28.6322296656 +01 28 28.665837804 7.13 6.07 4.90 4.02 3.41 K1III 139 0
100 * tau Aur * 05 49 10.4382558 +39 10 51.862703 6.160 5.450 4.500 3.80 3.31 G8IIIbFe-1 144 0
101 * nu. Aur * 05 51 29.3694581040 +39 08 54.686085540 6.160 5.090 3.950 3.15 2.59 K0.5IIICN0.5 194 0
102 HD 39225 V* 05 52 40.0930146912 +33 55 02.866257912   7.65 6.07     M1+IIIFe-1 50 0
103 * chi01 Ori RS* 05 54 22.9829893 +20 16 34.222038 5.08 5.00 4.40 3.90 3.59 G0V 824 0
104 * ksi Aur * 05 54 50.7669372792 +55 42 25.080150456   5.005 4.960     A2V 117 0
105 * alf Ori s*r 05 55 10.30536 +07 24 25.4304 4.38 2.27 0.42 -1.17 -2.45 M1-M2Ia-Iab 1566 0
106 * eta Lep PM* 05 56 24.2934904501 -14 10 03.718335613 4.05 4.05 3.72 3.39 3.23 F2V 329 0
107 * del Aur SB* 05 59 31.6184193950 +54 17 05.056666306 5.580 4.730 3.720 2.95 2.45 K0IIIb 184 0
108 * bet Aur EB* 05 59 31.7229284 +44 56 50.757259 1.97 1.93 1.90 1.82 1.83 A1IV-Vp 410 0
109 * pi. Aur LP* 05 59 56.0979260520 +45 56 12.245697636 7.80 5.97 4.25 2.56 1.08 M3IIb 165 0
110 * chi02 Ori s*b 06 03 55.1843706432 +20 08 18.428141364 4.24 4.91 4.63 4.32 4.10 B2Ia 438 0
111 V* TV Gem s*r 06 11 51.4142883048 +21 52 05.653085916 10.58 8.81 6.56 4.65 3.17 M0-M1.5Iab 166 0
112 * 6 Gem s*r 06 12 19.0988355816 +22 54 30.653107164 11.11 8.63 6.39 4.55 3.07 M1-M2Ia-Iab 174 0
113 * gam Mon * 06 14 51.3336645 -06 16 29.188011 6.69 5.27 3.96 2.99 2.36 K1III: 102 0
114 * kap Aur PM* 06 15 22.6890616 +29 29 53.076043 6.17 5.36 4.35 3.55 3.01 G8.5IIIb 206 0
115 * mu. Gem LP* 06 22 57.62686 +22 30 48.8979 6.37 4.51 2.87 1.30 -0.08 M3IIIab 371 1
116 * eps Mon A * 06 23 46.0854171912 +04 35 34.376500932   4.583 4.398     A8V(n) 93 0
117 * 6 Lyn PM* 06 30 47.1075901469 +58 09 45.479816893   6.798 5.855 6.95   K0.5IIIbFe0.5 112 1
118 * nu.02 CMa PM* 06 36 41.0375756 -19 15 21.165905 5.96 5.011 3.91 3.13 2.61 K1.5III-IVFe1 251 1
119 * gam Gem SB* 06 37 42.71050 +16 23 57.4095 1.98 1.92 1.92 1.86 1.87 A1.5IV+ 496 0
120 * 15 Mon Be* 06 40 58.65963 +09 53 44.7229 3.360 4.45 4.68   4.88 O7V+B1.5/2V 774 0
121 * 25 Gem * 06 41 20.8975543776 +28 11 47.904494928   7.521 6.427     G5Ib 89 0
122 * eps Gem V* 06 43 55.9262590 +25 07 52.051484 5.85 4.39 2.98 2.01 1.40 G8Ib 384 0
123 * 30 Gem PM* 06 43 59.2871476656 +13 13 40.799645724 6.82 5.65 4.49 3.63 3.03 K0+IIICa1 138 0
124 * psi06 Aur SB* 06 47 39.5758906536 +48 47 22.143754212   6.340 5.216     K0.5III 96 0
125 V* V352 Aur dS* 06 55 14.6581261872 +43 54 36.105215040   6.468 6.151     A9IIIa 85 0
126 * iot CMa bC* 06 56 08.2241266 -17 03 15.267468 3.62 4.297 4.385 6.40   B3Ib/II 165 1
127 * tau Gem PM* 07 11 08.3703137689 +30 14 42.589571474 7.08 5.68 4.42 3.45 2.82 K2III 147 1
128 * del Gem SB* 07 20 07.3745658105 +21 58 56.294578663 3.91 3.87 3.53 3.17 2.98 F2VkF0mF0 237 0
129 * 66 Aur * 07 24 08.4675588912 +40 40 20.599881492   6.434 5.188     K0.5IIIa 99 0
130 * iot Gem ** 07 25 43.5953160 +27 47 53.092849 5.67 4.83 3.79 3.02 2.52 G9IIIb 204 0
131 * rho Gem PM* 07 29 06.71887 +31 47 04.3773 4.48 4.50 4.18 3.86 3.67 F1V 320 0
132 * del01 CMi * 07 32 05.9488273416 +01 54 52.126832700   5.448 5.233     F0V 79 0
133 * alf Mon PM* 07 41 14.8325688 -09 33 04.071083 5.83 4.95 3.93 3.16 2.64 G9.5III-IIIbFe-0.5 191 0
134 * bet Gem PM* 07 45 18.94987 +28 01 34.3160 3.00 2.14 1.14 0.39 -0.11 K0IIIb 1075 1
135 V* QY Pup s*r 07 47 38.5262364936 -15 59 26.481207696   8.095 6.309     K1Ia-Iab 88 0
136 * mu.02 Cnc PM* 08 07 45.8562513552 +21 34 54.526814256 6.14 5.93 5.30     G1IVb 217 0
137 * omi UMa PM* 08 30 15.8701566400 +60 43 05.405606188 4.79 4.27 3.42 2.76 2.31 G5III: 239 1
138 * eta Hya bC* 08 43 13.4749927 +03 23 55.186711 3.380 4.100 4.300 4.37 4.56 B3V 391 1
139 * F Hya * 08 43 40.3734513 -07 14 01.432289   5.441 4.625     G1Ib 158 0
140 HD 76151 PM* 08 54 17.9470964696 -05 26 04.054298491 6.89 6.67 6.00     G2V 493 0
141 * zet Hya PM* 08 55 23.6261352 +05 56 44.035380 4.92 4.10 3.10 2.39 1.90 G8.5III 233 0
142 * iot UMa A SB* 08 59 12.4531549177 +48 02 30.562298470   3.36 3.13     A7V(n) 253 0
143 * iot UMa ** 08 59 12.45362 +48 02 30.5741 3.40 3.33 3.14 2.92 2.85 A6 290 0
144 HD 77912 Pe* 09 06 31.7678430456 +38 27 07.970169096   5.567 4.539     G7IIa 157 0
145 * tet Hya SB* 09 14 21.8600711562 +02 18 51.551915906   3.82   3.9   B9.5V+DA1.6 207 0
146 * 26 Hya ** 09 19 46.3816547496 -11 58 29.469891720   5.703 4.770     G7III 73 0
147 * alf Lyn PM* 09 21 03.3002104870 +34 23 33.213441656 6.63 4.69 3.14 1.91 1.01 K6III 203 0
148 * kap Leo ** 09 24 39.2587397 +26 10 56.364971 7.00 5.69 4.46 3.55 2.92 K2IIIb 137 0
149 * alf Hya * 09 27 35.24270 -08 39 30.9583 5.14 3.42 1.97 0.93 0.16 K3IIIa 419 0
150 * h UMa PM* 09 31 31.7087322 +63 03 42.701339 4.10 4.00 3.67 3.33 3.15 F0V 130 0
151 * ksi Leo PM* 09 31 56.7409736040 +11 17 59.358476976   6.015 4.963     G9.5III 107 0
152 * tet UMa PM* 09 32 51.4338939 +51 40 38.281102 3.67 3.64 3.18 2.74 2.47 F7V 399 0
153 * d UMa RS* 09 34 28.8594727848 +69 49 49.226541888 5.67 5.34 4.57 3.91 3.50 G5III-IV 286 0
154 HD 82741 * 09 35 03.8297521152 +39 37 17.373515520   5.788 4.800     G9.5IIIbFe-1 98 0
155 * iot Hya PM* 09 39 51.3614457 -01 08 34.113491 6.68 5.23 3.91 2.92 2.25 K2.5III 170 0
156 * eps Leo V* 09 45 51.0733004 +23 46 27.320834 4.23 3.79 2.98 2.36 1.93 G1IIIa 330 0
157 * 15 LMi PM* 09 48 35.3713484808 +46 01 15.626615412 5.80 5.72 5.10 4.57 4.23 G0.5Va 299 0
158 * ups01 Hya * 09 51 28.6938376 -14 50 47.771030 5.68 5.03 4.11 3.42 2.95 G7III 153 0
159 * phi UMa ** 09 52 06.35437 +54 03 51.5962   4.602 4.557     A3IV 149 0
160 * mu. Leo PM* 09 52 45.8165435 +26 00 25.031882 6.50 5.10 3.88 2.97 2.39 K2IIIbCN1Ca1 425 0
161 * 20 LMi PM* 10 01 00.6568762394 +31 55 25.213014837   6.02   4.9   G3VaHdel1 373 0
162 * eta Leo * 10 07 19.9518606 +16 45 45.580270 3.17 3.39 3.41 3.32 3.35 A0Ib 327 0
163 * alf Leo PM* 10 08 22.31099 +11 58 01.9516 0.88 1.24 1.40 1.37 1.47 B8IVn 829 0
164 * lam Hya SB* 10 10 35.2885811545 -12 21 14.858923765 5.53 4.61 3.61 2.84 2.36 K0IIIbCN0.5 199 0
165 * 35 Leo PM* 10 16 32.2892262264 +23 30 11.206765404 6.85 6.64   5.6   G1.5IV-V 153 0
166 * zet Leo V* 10 16 41.4159679 +23 25 02.322080 3.89 3.72 3.41 3.09 2.91 F0IIIa 221 0
167 * eps Sex PM* 10 17 37.8019973 -08 04 08.089800   5.559 5.240     F0IV 98 0
168 * 32 UMa PM* 10 18 02.0266817664 +65 06 30.066247728 6.020 5.910 5.760     A8III 59 0
169 * 40 Leo dS* 10 19 44.1672125464 +19 28 15.285966538   5.24   4.5   F6IV-V 258 0
170 * gam01 Leo PM* 10 19 58.354462 +19 50 29.35920 4.13 3.13 1.98 1.13 0.51 K1-IIIFe-1 278 1
171 * 30 LMi Pe* 10 25 54.8149486684 +33 47 46.029118764   4.978 4.718     F0VmF3/4 144 0
172 HD 90508 ** 10 28 03.88212 +48 47 05.6554 7.09 7.03   5.98   F9-V 234 1
173 * 36 UMa B PM* 10 30 25.3088805072 +55 59 56.855409072   10.10   8.749   K7Ve 125 1
174 HD 91190 * 10 35 05.4903371088 +75 42 46.446678396   5.807 4.853     G8III-IIIb 91 0
175 * 37 LMi * 10 38 43.2126896 +31 58 34.460669   5.494 4.677     G2.5IIIa 152 0
176 * 40 LMi PM* 10 43 01.8824111712 +26 19 32.028671352   5.682 5.506     A4Vn 65 0
177 * nu. Hya PM* 10 49 37.4887449 -16 11 37.135989 5.62 4.35 3.11 2.17 1.53 K1.5IIIHdel-0.5 166 0
178 * 46 LMi PM* 10 53 18.7048735 +34 12 53.537492 5.79 4.87 3.83 3.00 2.46 K0+III-IV 230 0
179 * 54 Leo A PM* 10 55 36.8013543552 +24 44 59.022329568   4.478 4.477 6.04   A1V 63 0
180 * 47 UMa PM* 10 59 27.9727514012 +40 25 48.920572724   5.66   4.7   G1-VFe-0.5 748 1
181 * alf Crt PM* 10 59 46.4651557828 -18 17 55.630394216 6.14 5.16 4.07 3.27 2.72 K0IIIb 209 0
182 * 58 Leo ** 11 00 33.6471432816 +03 37 02.992384200   6.007 4.838     K0.5IIIFe-0.5 156 0
183 * psi UMa PM* 11 09 39.8086764 +44 29 54.552050 5.27 4.15 3.01 2.18 1.61 K1III 270 0
184 * del Leo PM* 11 14 06.50142 +20 31 25.3853 2.79 2.68 2.53 2.44 2.41 A5IV(n) 270 0
185 * tet Leo PM* 11 14 14.4044630 +15 25 46.454086 3.40 3.33 3.35 3.32 3.34 A2IV 324 0
186 * n Leo SB* 11 15 51.8801100552 +13 18 27.234958860 7.61 6.52 5.32     K2III 150 0
187 * ksi UMa A SB* 11 18 10.901164 +31 31 44.97910   4.79 4.25     F8.5:V 307 1
188 * del Crt PM* 11 19 20.4475617 -14 46 42.741307 5.66 4.67 3.56 2.73 2.13 G9IIICH0.5 161 0
189 * eps Crt * 11 24 36.5912121144 -10 51 33.575503752   6.338 4.802     K4III 87 0
190 * ups Leo * 11 36 56.9308590 -00 49 25.496304 6.05 5.31 4.30 3.58 3.06 G9IIIbFe-0.5 126 0
191 * 61 UMa PM* 11 41 03.0162706212 +34 12 05.881605449 6.31 6.08 5.34 4.73 4.38 G8V 590 0
192 * zet Crt ** 11 44 45.7759757256 -18 21 02.434939560   5.677 4.706     G8.5III 93 0
193 * nu. Vir LP* 11 45 51.5595736 +06 31 45.741287 7.32 5.54 4.04 2.79 1.78 M1III 248 0
194 * chi UMa PM* 11 46 03.0140741 +47 46 45.862653 6.06 4.90 3.72 2.84 2.24 K0.5IIIb: 210 0
195 HD 102328 * 11 46 55.6222860288 +55 37 41.480416020   6.528 5.254     K2.5IIIbCN1 144 0
196 * bet Vir PM* 11 50 41.7185158616 +01 45 53.001539131 4.26 4.15 3.60 3.13 2.85 F9V 894 0
197 * gam UMa Em* 11 53 49.8473166 +53 41 41.135025 2.440 2.450 2.440 2.44 2.47 A0Ve+K2V 387 0
198 * omi Vir PM* 12 05 12.5404884 +08 43 58.749788 5.75 5.11 4.12 3.38 2.89 G8IIICN0.5CH1Ba1 277 0
199 HD 104985 HB* 12 05 15.1171894272 +76 54 20.642733144       5.2   G8.5IIIb 145 1
200 * del UMa PM* 12 15 25.5606327 +57 01 57.415606 3.460 3.410 3.320 3.25 3.25 A2Vn 288 0
201 * 7 Com * 12 16 20.5383091 +23 56 43.469998   5.81 4.86     G8III-IIIb 125 0
202 * 11 Com PM* 12 20 43.0257695904 +17 47 34.327512348   5.74 4.74     G8+IIIFe-1 155 1
203 * 5 CVn * 12 24 01.4942854464 +51 33 44.124636780   5.643 4.761     G7IIIBa0.3 141 0
204 * 6 CVn PM* 12 25 50.9385584448 +39 01 07.016331180   5.95 5.01     G9III 138 0
205 * bet CVn ** 12 33 44.5442516547 +41 21 26.921352859 4.91 4.86 4.25 3.73 3.42 G0V 562 0
206 * 31 Com Ro* 12 51 41.9201696640 +27 32 26.565016812 5.81 5.61 4.94 4.39 4.04 G0IIIp 417 1
207 HD 112127 C* 12 53 55.7452187592 +26 46 47.982961020 9.56 8.14 6.88 5.97 5.39 C-R4IIIb 146 0
208 * psi Vir LP* 12 54 21.1634176 -09 32 20.378283 7.94 6.39 4.80 3.23 1.95 M3-III 163 0
209 * del Vir RG* 12 55 36.2086058 +03 23 50.893225 6.76 4.97 3.38 1.86 0.53 M3+III 265 0
210 * eps Vir PM* 13 02 10.5978496 +10 57 32.941443 4.45 3.71 2.79 2.16 1.71 G8III-IIIb 536 0
211 * 41 Com PM* 13 07 10.7299222671 +27 37 29.055438610 8.14 6.22 4.69 3.64 2.83 K5-III 150 0
212 * 49 Vir * 13 07 53.8128711672 -10 44 25.471334544   6.281 5.151     K0.5IIIbFe-0.5 80 0
213 * tet Vir ** 13 09 56.9889385680 -05 32 20.414634792   4.385 4.397     A1IVs 247 0
214 * bet Com PM* 13 11 52.3938268062 +27 52 41.462309460 4.92 4.84 4.25 3.77 3.47 F9.5V 871 0
215 HD 115004 PM* 13 13 42.9416937024 +40 09 10.386106164   5.99 4.94     G8.5IIICN0.5 89 0
216 * 57 Vir PM* 13 15 58.7708690051 -19 56 35.161303899   6.25 5.22     K1IV- 87 0
217 * 20 CVn dS* 13 17 32.5409307 +40 34 21.387477   5.010 4.698     A9IImF2 236 0
218 * 61 Vir PM* 13 18 24.3139864471 -18 18 40.297748582 5.710 5.440 4.740     G6.5V 631 1
219 * zet01 UMa SB* 13 23 55.5422805173 +54 55 31.295579890 2.11 2.271 2.220 2.10 2.12 A1.5Vas 305 0
220 * 70 Vir PM* 13 28 25.8085908881 +13 46 43.638308807 5.930 5.680 4.970 4.37 3.98 G4Va 695 1
221 * zet Vir PM* 13 34 41.5913587272 -00 35 44.939098032 3.58 3.50 3.38 3.31 3.25 A2Van 189 0
222 HD 118100 Er* 13 34 43.2063495866 -08 20 31.338030204 11.578 10.552 9.372 8.602 7.930 K5Ve 334 0
223 * eta UMa PM* 13 47 32.43776 +49 18 47.7602 0.99 1.67 1.86 1.98 2.16 B3V 591 0
224 * 89 Vir PM* 13 49 52.2828951024 -18 08 03.009309756   6.018 4.959     K0+IIIb 103 0
225 * eta Boo SB* 13 54 41.07892 +18 23 51.7946 3.440 3.250 2.680 2.24 1.95 G0IV 682 1
226 * tau Vir * 14 01 38.7934143 +01 32 40.314540   4.331 4.237   4.11 A2IV/V 139 0
227 HD 122563 Pe* 14 02 31.8455084952 +09 41 09.944391876 7.47 7.10 6.19 5.37 4.79 G8:III:Fe-5 800 0
228 * alf Dra SB* 14 04 23.3499533 +64 22 33.061896 3.520 3.640 3.680     A0III 262 0
229 V* BY Boo LP? 14 07 55.7560046 +43 51 16.025944 8.52 6.86 5.28 3.43 1.77 M4.5III 170 0
230 V* ET Vir LP* 14 10 50.4870574246 -16 18 07.310535267 8.76 6.63 4.91     M2IIIa 95 0
231 * alf Boo RG* 14 15 39.67207 +19 10 56.6730 2.46 1.18 -0.05 -1.03 -1.68 K1.5IIIFe-0.5 2227 0
232 * phi Vir PM* 14 28 12.1389021744 -02 13 40.649015856   5.522 4.840     G2IV 182 0
233 * 31 Boo V* 14 41 38.7511938264 +08 09 42.352458552   5.866 4.862     G7IIIa 154 0
234 * omi Boo PM* 14 45 14.4602643 +16 57 51.407805 6.33 5.58 4.60 3.87 3.39 G8.5III 124 0
235 * 109 Vir PM* 14 46 14.9253599 +01 53 34.384496 3.69 3.72 3.73 3.66 3.68 A0IIInn 328 0
236 HD 130325 PM* 14 47 54.9517110336 -12 50 24.033359292   7.43 6.32     K1IIICN0.5 24 0
237 * bet UMi V* 14 50 42.32580 +74 09 19.8142 5.32 3.55 2.08 0.97 0.21 K4-III 316 0
238 * ksi Boo BY* 14 51 23.37993 +19 06 01.6994 5.618 5.370 4.593 3.91 3.48 G7Ve+K5Ve 452 0
239 * 18 Lib PM* 14 58 53.5813630608 -11 08 38.462393832   7.146 5.857     K3-IIICN2 117 0
240 * bet Boo Er* 15 01 56.7623786 +40 23 26.040607 5.21 4.47 3.52 2.85 2.37 G8IIIaFe-0.5 246 0
241 * 110 Vir PM* 15 02 54.0375635908 +02 05 28.695699730 6.31 5.44 4.40 3.59 3.05 K0+IIIbFe-0.5 122 0
242 HD 134190 PM* 15 06 16.7173734168 +54 33 22.744582380 6.85 6.21 5.25     G8IIIFe-1 103 0
243 * c Boo PM* 15 07 18.0659348352 +24 52 09.099406380 5.34 5.36 4.93 4.53 4.32 F5V 346 0
244 * 37 Lib PM* 15 34 10.7024841438 -10 03 52.317750492 6.48 5.63 4.62 3.85 3.33 K1III-IV 168 0
245 * 16 Ser SB* 15 36 29.5738934952 +10 00 36.529391340   6.217 5.253     K0III:CN1Ba0.7Sr2 200 0
246 * phi Boo PM* 15 37 49.5980578296 +40 21 12.364824816   6.140 5.254     G7III-IVFe-2 118 0
247 * bet Ser PM* 15 46 11.2543458 +15 25 18.595866 3.81 3.73 3.67 3.61 3.58 A2IV 171 0
248 * lam Ser PM* 15 46 26.6142121632 +07 21 11.047378824 5.13 5.03 4.42 3.92 3.60 G0-V 552 0
249 * del CrB RS* 15 49 35.6469970632 +26 04 06.214310112 5.80 5.43 4.63 4.00 3.58 G5III-IVFe-1 198 0
250 * kap CrB PM* 15 51 13.9312943632 +35 39 26.573691158 6.69 5.82 4.82 4.06 3.57 K1IVa 249 1
251 * chi Her PM* 15 52 40.5410491705 +42 27 05.462878877 5.19 5.19 4.62 4.14 3.82 F8VFe-2Hdel-1 490 0
252 * tet Lib PM* 15 53 49.5380636 -16 43 45.458225 5.99 5.17 4.16 3.44 2.92 G9IIIb 112 0
253 * eps CrB PM* 15 57 35.2514020181 +26 52 40.366652765 6.650 5.360 4.130 3.27 2.64 K2IIIab 253 1
254 * rho CrB PM* 16 01 02.6604891411 +33 18 12.639472357   6.01   5.0   G0+VaFe-1 610 1
255 * r Her SB* 16 01 14.3117373240 +17 49 06.163202784       4.5   G8IIIb 81 0
256 * tau CrB PM* 16 08 58.3089242491 +36 29 27.134047440 6.64 5.75 4.73 4.01 3.47 K1-III-IV 180 0
257 * eps Oph PM* 16 18 19.2897431 -04 41 33.034466 4.95 4.21 3.23 2.54 2.05 G9.5IIIbFe-0.5 229 0
258 * ksi CrB ** 16 22 05.8238662920 +30 53 31.185448080   5.833 4.849     G9IIIFe-0.5 124 0
259 * eta Dra PM* 16 23 59.4863284800 +61 30 51.155139060 4.35 3.65 2.74 2.12 1.66 G8-IIIab 286 0
260 * psi Oph PM* 16 24 06.1846427 -20 02 14.378421 6.37 5.53 4.50 3.72 3.22 K0-II-III 80 0
261 * g Her AB* 16 28 38.5485851 +41 52 54.040593 7.70 6.53 5.01 2.49 0.26 M6-III 370 0
262 * phi Oph PM* 16 31 08.3673228 -16 36 45.830632 5.90 5.19 4.27 3.62 3.18 G8+IIIa 116 0
263 * h Her PM* 16 32 36.2919015 +11 29 16.947932 8.16 6.34 4.85 3.65 2.79 K4.5III 149 0
264 * sig Her ** 16 34 06.1824264648 +42 26 13.234150680   4.177 4.196 6.02   B9V 189 0
265 * zet Oph Be* 16 37 09.5390545 -10 34 01.529471 1.73 2.58 2.56 2.46 2.50 O9.2IVnn 1778 2
266 * zet Her SB* 16 41 17.16104 +31 36 09.7873 3.640 3.430 2.800 2.31 1.99 G0IV 533 0
267 * eta Her PM* 16 42 53.7650947 +38 55 20.112868 5.03 4.42 3.50 2.83 2.35 G7IIIFe-1 277 0
268 HD 151613 SB* 16 45 17.8614916416 +56 46 54.839965656   5.199 4.837     F2V 114 0
269 V* V2542 Oph dS* 16 54 10.6050289368 -01 36 44.291821428   6.52 6.24     A5/7V 57 0
270 * eps Her SB* 17 00 17.3737789 +30 55 35.056489 3.80 3.91 3.92 3.93 3.97 A0V 165 0
271 HD 157910 PM* 17 24 27.1184616864 +36 57 06.960822984   7.119 6.253     G5III 55 0
272 HD 158614 SB* 17 30 23.79699 -01 03 46.4882 6.34 6.03 5.31 5.52   G9-IV-VHdel1 288 0
273 * lam Her V* 17 30 44.3098209648 +26 06 38.324204244 7.53 5.85 4.41 3.37 2.62 K3.5III 128 0
274 * gam Oph PM* 17 47 53.5597327 +02 42 26.199985 3.83 3.80 3.75 3.71 3.71 A1VnkA0mA0 378 0
275 * ksi Dra PM* 17 53 31.7296234 +56 52 21.514262 6.14 4.93 3.75 2.92 2.33 K2III 262 0
276 * 89 Her pA* 17 55 25.1883476136 +26 02 59.968457664 5.36 5.70 5.36 5.06 4.94 F2Ibp 400 0
277 * nu. Her LP* 17 58 30.1490931 +30 11 21.387017 4.95 4.80 4.41 4.01 3.78 F2II 175 0
278 * nu. Oph PM* 17 59 01.5919129 -09 46 25.079852 5.20 4.33 3.34 2.64 2.16 G9IIIa 200 1
279 * zet Ser PM* 18 00 29.0113725 -03 41 24.968552   4.982 4.616     F2V 185 0
280 * 67 Oph * 18 00 38.7157893000 +02 55 53.633402904 3.34 3.96 3.93 3.84 3.81 B5I 395 0
281 * 68 Oph ** 18 01 45.1988377 +01 18 18.277526   4.453 4.429     A0.5Van 145 0
282 * 70 Oph ** 18 05 27.28518 +02 30 00.3558 5.40 4.89 4.03 3.38 2.92 K0-V 629 0
283 * 71 Oph * 18 07 18.3593981592 +08 44 01.922061912   5.592 4.640     G8III 170 0
284 HD 166208 SB* 18 07 28.7442485448 +43 27 42.802503948   5.915 4.997     G8IIICN-1CH-3 145 0
285 * omi Her Be* 18 07 32.5507266 +28 45 44.967843 3.74 3.802 3.827     B9.5III 148 0
286 HD 165687 PM* 18 07 48.3402803712 -17 09 14.970162060   6.641 5.508     K1III 40 0
287 * 104 Her V* 18 11 54.1566238248 +31 24 19.256317416 8.56 6.62 4.97     M3III 116 0
288 * 106 Her PM* 18 20 17.9149366104 +21 57 40.667073804 8.54 6.54 4.96 3.62 2.62 M1III 94 0
289 * eta Ser PM* 18 21 18.6005560 -02 53 55.776595 4.84 4.19 3.25 2.55 2.05 K0III-IV 364 0
290 * 109 Her ** 18 23 41.8897062084 +21 46 11.109609046 6.18 5.02 3.84 2.99 2.39 K2IIIab 172 0
291 * 42 Dra PM* 18 25 59.1369601368 +65 33 48.531343788   6.005 4.823     K1.5IIIFe-1 146 1
292 * omi Dra RS* 18 51 12.0943444536 +59 23 18.060530136   5.798 4.636     G9IIIFe-0.5 209 0
293 HD 175535 SB* 18 53 13.5509916072 +50 42 29.594035404   5.82 4.92     G7IIIaFe-1 81 0
294 * del02 Lyr LP* 18 54 30.2833502 +36 53 55.013331 7.62 5.97 4.30 2.52 0.89 M4II 229 0
295 * eta Sct PM* 18 57 03.6701923416 -05 50 46.734335232   5.904 4.818     K1-III 96 0
296 * 49 Dra * 19 00 43.4564400648 +55 39 29.883053808   6.368 5.513     G6IIbFe-0.5 55 0
297 * 16 Lyr PM* 19 01 26.3826174888 +46 56 05.147482164   5.189 5.006     A6IV 82 0
298 * zet Aql PM* 19 05 24.6080155 +13 51 48.518212 2.99 3.00 2.99 2.98 2.98 A0IV-Vnn 335 0
299 HD 178717 SB* 19 09 22.0095424584 +10 14 28.239748008   9.05 7.14     K3.5III:Ba4+ 110 0
300 * del Dra PM* 19 12 33.3019645 +67 39 41.545581 4.85 4.07 3.07 2.37 1.86 G9III 268 0
301 HD 185351 PM* 19 36 37.9768465728 +44 41 41.761562352   6.109 5.169     G8.5IIIbFe-0.5 134 0
302 * iot Aql * 19 36 43.2777028800 -01 17 11.758614396 3.84 4.28 4.36 4.34 4.42 B5III 163 0
303 * kap Aql * 19 36 53.4495162 -07 01 38.917563 4.050 4.930 4.960 4.90 4.94 B0.5IIIn 332 0
304 * 16 Cyg A ** 19 41 48.9534996168 +50 31 30.219536784 6.79 6.59 5.95 5.50 5.17 G1.5Vb 714 1
305 * 15 Cyg PM* 19 44 16.6052015928 +37 21 15.682143024   5.830 4.887     G8III 110 0
306 * f Sgr PM* 19 46 21.7395133902 -19 45 40.012615240   5.930 4.873     K0+III 65 0
307 * eps Dra PM* 19 48 10.3504589976 +70 16 04.549073664   4.83 3.91     G7IIIbFe-1 142 0
308 HD 188209 s*b 19 51 59.0687638680 +47 01 38.419078944 4.61 5.55 5.63 5.54 5.64 O9.5Iab 299 0
309 * 13 Vul * 19 53 27.6957191856 +24 04 46.608138660 4.39 4.57 4.64     B9.5III 90 0
310 * ksi Aql ** 19 54 14.8815179040 +08 27 41.235438096   5.759 4.707     G9.5IIIb 135 1
311 * 58 Aql * 19 54 44.7948526968 +00 16 25.050363384   5.703 5.631     B9IV 202 0
312 * gam Sge PM* 19 58 45.4286265 +19 29 31.728079 6.97 5.04 3.47 2.27 1.35 M0-III 253 0
313 * b01 Cyg RS* 20 06 21.7672972921 +35 58 20.889117643   6.21   4.8   G8.5IVa 166 0
314 HD 191046 PM* 20 06 28.9895876016 +36 13 35.916794904   8.17 7.02     K0IIIFe-1.5 98 0
315 * rho Aql PM* 20 14 16.6186826232 +15 11 51.386417088   5.006 4.946     A1Va 125 0
316 * nu. Cap * 20 20 39.8156206 -12 45 32.684421 4.61 4.72 4.76 4.75 4.81 B9IV 265 0
317 V* EU Del LP* 20 37 54.7276970976 +18 16 06.894742044 8.42 7.38 5.89 3.24 0.97 M6III 171 0
318 * alf Del ** 20 39 38.2872009 +15 54 43.463736 3.550 3.740 3.800 3.77 3.81 B9IV 274 0
319 * eta Cep PM* 20 45 17.3755540 +61 50 19.616737 4.960 4.320 3.410 2.76 2.27 K0IV 429 0
320 * 52 Cyg * 20 45 39.7530399 +30 43 10.975578 6.16 5.29 4.23 3.46 2.93 K0IIIa 118 0
321 * lam Cyg ** 20 47 24.53766 +36 29 26.5737 3.93 4.43 4.54 4.58 4.69 B5V 298 0
322 HD 199478 s*b 20 55 49.8039729168 +47 25 03.564093468 5.79 6.12 5.64 5.16 4.78 B8Ia 220 0
323 HD 199870 SB* 20 58 19.4663810952 +44 28 18.140900268   6.528 5.547     K0III:Fe-0.5 99 0
324 HD 202259 V* 21 14 37.0489556472 +00 05 32.120170836   8.03 6.39     M1-III 28 0
325 * sig Cyg sg* 21 17 24.9524404 +39 23 40.852798 3.98 4.37 4.24 4.06 3.92 A0Ia 260 0
326 * 1 Peg PM* 21 22 05.1994953807 +19 48 16.237518964 6.25 5.20 4.09 3.30 2.76 K1III 177 0
327 * iot Cap BY* 21 22 14.7956478 -16 50 04.359799 5.74 5.18 4.27 3.65 3.17 G7IIIFe-1.5 186 0
328 HD 204613 SB* 21 27 42.9670649688 +57 19 18.928743348       7.8   G1IIIa:_CH1.5 100 0
329 * bet Aqr * 21 31 33.5317148 -05 34 16.232006 4.27 3.71 2.89 2.29 1.84 G0Ib 438 0
330 * rho Cyg PM* 21 33 58.8530450102 +45 35 30.620055459 5.47 4.91 4.02 3.31 2.81 G8IIIFe-0.5 188 0
331 * 9 Cep Pu* 21 37 55.2241394424 +62 04 54.990376788 4.49 5.03 4.73 4.42 4.24 B2Ib 293 0
332 * 11 Cep PM* 21 41 55.3084514088 +71 18 41.267467908       3.9   K0.5III 142 0
333 * 78 Dra PM* 21 43 04.0432859016 +72 19 12.307929132   6.234 5.173     K0-IIICN1 88 0
334 * mu. Cep s*r 21 43 30.4610574 +58 46 48.160181 8.85 6.43 4.08 1.98 0.22 M2-Ia 648 1
335 * 13 Cep V* 21 54 53.1538880928 +56 36 40.415024952 6.50 6.52 5.80 5.12 4.52 B8Ib 182 0
336 HD 208947 EB* 21 57 11.1009923376 +66 09 22.155335100 5.65 6.337 6.394     B2V 91 0
337 * 24 Cep * 22 09 48.4306626240 +72 20 28.339730448   5.707 4.786     G7II-III 99 0
338 * lam Cep s*b 22 11 30.5765111040 +59 24 52.154264880 4.55 5.29 5.05 4.77 4.62 O6.5I(n)fp 666 1
339 HD 210889 PM* 22 12 47.8242890424 +34 36 16.527575880   6.482 5.343     K2-IIIb 65 0
340 * tet Aqr PM* 22 16 50.0366846016 -07 46 59.839473115 5.95 5.15 4.16 3.46 2.98 G9II 138 0
341 * bet Lac ** 22 23 33.6237466 +52 13 44.564655 6.26 5.46 4.44 3.67 3.10 G9IIIbCa1 150 0
342 * 35 Peg PM* 22 27 51.5231162634 +04 41 44.404460456 6.74 5.86 4.80 4.02 3.46 K1-III-IV 261 0
343 * kap Aqr PM* 22 37 45.3804916 -04 13 40.993883   6.174 5.030     K1.5IIIbCN0.5 80 0
344 * 42 Peg PM* 22 41 27.7207176 +10 49 52.907917 3.10 3.33 3.41 3.43 3.50 B8V 292 0
345 * iot Cep PM* 22 49 40.8169435 +66 12 01.463616 5.50 4.60 3.54 2.69 2.19 K0-III 239 0
346 * mu. Peg PM* 22 50 00.1931506 +24 36 05.698380 5.10 4.42 3.48 2.80 2.33 G8+III 284 0
347 HD 216219 Pe* 22 50 52.1530053936 +18 00 07.703208072   8.06 7.44     G1II-III:Fe-1CH0.5 113 0
348 * sig Peg PM* 22 52 24.0744611045 +09 50 08.394417666   5.64   4.9   F6V 271 0
349 * 77 Aqr PM* 22 54 45.4698913584 -16 16 19.046212932   6.70 5.56     K2.5III 62 0
350 * 51 Peg PM* 22 57 27.9804852576 +20 46 07.797040104 6.39 6.16 5.46 4.97 4.61 G2IV 1118 1
351 * bet Peg LP* 23 03 46.45746 +28 04 58.0336 6.05 4.09 2.42 0.92 -0.40 M2.5II-III 585 0
352 * 3 And PM* 23 04 10.9826882352 +50 03 07.525524888   5.71   4.0   K0IIIb 118 0
353 HD 219134 Er* 23 13 16.9749603608 +57 10 06.083823619 7.460 6.560 5.570 4.76 4.23 K3V 558 1
354 * psi01 Aqr PM* 23 15 53.4940495770 -09 05 15.844964053 6.37 5.36 4.25 3.46 2.90 K1-IIIFe-0.5 233 1
355 * gam Psc PM* 23 17 09.9374911 +03 16 56.237975 5.20 4.62 3.70 2.98 2.47 G9III:Fe-2 260 0
356 * tet Psc PM* 23 27 58.0946643849 +06 22 44.372303191 6.41 5.38 4.30 3.50 2.97 K0.5III 169 0
357 * 70 Peg SB* 23 29 09.2992398120 +12 45 37.979571348 6.24 5.50 4.56 3.82 3.37 G8IIIa 146 0
358 HD 221148 PM* 23 29 32.0817754272 -04 31 57.892874556   7.34 6.25     K3-IIIbFe2 134 0
359 HD 221861 * 23 34 59.0427914904 +71 38 31.359003828 9.37 7.64 5.84     G9Ib 66 0
360 * gam Cep SB* 23 39 20.9104133784 +77 37 56.510781384 5.190 4.250   2.6   K1III-IVCN1 573 1
361 * 104 Aqr * 23 41 45.8063762520 -17 48 59.515007076 6.14 5.65 4.83 4.22 3.80 G2Ib/II 102 0
362 * psi And ** 23 46 02.0470343064 +46 25 12.986458896   6.064 4.966     G3Ib-II 179 0
363 * tau Cas PM* 23 47 03.4543856136 +58 39 07.167728628   5.993 4.873     K1-IIIa 101 0

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2022.07.03-19:52:19

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