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 - 2026 		#notes
1 * 85 Peg SB* 00 02 10.3487193861 +27 04 54.599101714 6.47 6.42 5.75 5.16 4.73 G5VbFe-2 568 0
2 * 9 Cas * 00 04 13.6624530168 +62 17 15.591230916 5.89 6.154 5.884     A1II-III 47 0
3 * gam Peg bC* 00 13 14.1523490172 +15 11 00.954346538 1.75 2.61 2.84 2.94 3.13 B2IV 720 0
4 * iot Cet * 00 19 25.6743948847 -08 49 26.108975369 5.94 4.77 3.55 2.70 2.11 K1+IIICN0.5 190 0
5 * 28 And dS* 00 30 07.3651144632 +29 45 05.608065024   5.467 5.214     A7III 220 0
6 * zet Cas bC? 00 36 58.2844874846 +53 53 48.877599163 2.58 3.47 3.66 3.74 3.95 B2IV 470 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 286 0
8 * 32 And * 00 41 07.1845805160 +39 27 31.189510836   6.22 5.33     G7IIIa 113 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-1 543 1
10 * eta Cas PM* 00 49 06.2945942922 +57 48 54.638239716 4.04 4.02 3.44 2.94 2.58 F9V 680 0
11 * nu. And SB* 00 49 48.8463243776 +41 04 44.079221948 3.80 4.38 4.53 4.56 4.71 B5V 229 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 87 0
13 * ups02 Cas Pe* 00 56 39.9051464088 +59 10 51.805287084   5.581 4.622     G8.5IIIbFe-0.5 233 0
14 * eta And SB* 00 57 12.4002792266 +23 25 03.540083245 6.05 5.36 4.42 3.69 3.21 G8-III 199 0
15 * eps Psc PM* 01 02 56.6083833328 +07 53 24.479451631 5.95 5.24 4.28 3.50 2.98 G9IIIbFe-2 170 0
16 HD 6497 PM* 01 07 00.1745063280 +56 56 05.898658776   7.605 6.401     K2III-IV 124 0
17 * mu. Cas SB* 01 08 16.3029454473 +54 55 12.561201263 5.93 5.86 5.17 4.55 4.13 G5Vb 593 1
18 * eta Cet HB* 01 08 35.3913324413 -10 10 56.151936084 5.80 4.61 3.45 2.61 2.03 K2-IIIb 239 0
19 HD 6833 * 01 09 52.2648344184 +54 44 20.278107384 8.81 7.91 6.74     K0IIIbFe-2 204 0
20 * chi Psc * 01 11 27.2186959251 +21 02 04.737004940   5.679 4.658     G8.5III 134 0
21 * ksi And * 01 22 20.4200755704 +45 31 43.596248844   5.951 4.868     K0-IIIb 142 0
22 * tet Cet HB* 01 24 01.4032816333 -08 10 59.739230440 5.57 4.65 3.59 2.83 2.26 K0IIIb 206 0
23 * 46 Cet * 01 25 37.2394436400 -14 35 55.626569448   6.138 4.907     K2+III-IIIbCN0.5 81 0
24 * psi Cas PM* 01 25 56.0231935514 +68 07 48.049669752   5.780 4.727     K0III-IIIbCN0.5 115 0
25 * eta Psc ** 01 31 29.0081880156 +15 20 44.994632991 5.320 4.600 3.620 2.90 2.40 G7IIIa 255 0
26 * chi Cas * 01 33 55.8814773504 +59 13 55.394091516   5.675 4.681     G9IIIb 133 0
27 * 50 Cet * 01 35 58.9697335800 -15 24 00.656206380   6.650 5.402     K1.5III 63 0
28 HD 10307 SB* 01 41 47.1268541099 +42 36 48.221567818 5.69 5.58 4.96 4.43 4.10 G1V 523 0
29 * 107 Psc PM* 01 42 29.7625251280 +20 16 06.645657710 6.57 6.08 5.24 4.55 4.12 K1V 594 0
30 * tau Cet PM* 01 44 04.0831371922 -15 56 14.927607677 4.43 4.22 3.50 2.88 2.41 G8V 1354 1
31 * omi Psc PM* 01 45 23.6252151720 +09 09 27.902640312 5.90 5.22 4.26 3.53 3.04 G8III 174 0
32 * gam02 Ari PM* 01 53 31.8129284424 +19 17 37.879979172   4.49 4.52     A2IVpSiSrCr 162 0
33 * bet Ari SB* 01 54 38.41099 +20 48 28.9133 2.88 2.78 2.65 2.51 2.43 kA4hA5mA5Va 426 1
34 * gam01 And * 02 03 53.95229 +42 19 47.0223 4.22 3.30 2.10 1.16 0.47 K2+IIb 352 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-1 644 2
36 HD 12953 sg* 02 08 40.5790963584 +58 25 24.970714608 6.28 6.29 5.68 5.09 4.59 A1Ia 198 0
37 * ksi01 Cet SB* 02 13 00.0003185160 +08 50 48.128462340 5.86 5.23 4.35 3.68 3.18 G7IIIBa0.4Fe-1 222 1
38 * 6 Per SB* 02 13 36.3431564393 +51 03 56.807950671   6.24   4.7   G8.5IIIbFe-2 136 0
39 * del Tri SB* 02 17 03.2303387763 +34 13 27.235383770 5.50 5.48   4.5   G0.5VFe-0.5 411 0
40 * i Per sg* 02 22 21.4343107056 +55 50 44.350353276 5.43 5.54 5.17 4.79 4.47 A1Ia 201 0
41 * ksi02 Cet * 02 28 09.5570589539 +08 27 36.216809306 4.14 4.25 4.30 4.29 4.34 B9III 352 0
42 * 27 Ari SB* 02 30 54.3979231272 +17 42 13.890810240   7.135 6.225     G8III-IVFe-2 126 0
43 * tet Per PM* 02 44 11.9866154103 +49 13 42.414669174 4.62 4.62 4.11 3.67 3.37 F8V 428 0
44 HD 16458 SB* 02 47 47.7257592048 +81 26 54.505744152   7.091 5.781     K1Ba5 169 0
45 * 39 Ari PM* 02 47 54.5420751618 +29 14 49.625779256 6.710 5.630 4.510 3.72 3.14 K0.5IIIb 184 0
46 HD 17378 sg* 02 49 30.7369299096 +57 05 03.548427576 7.65 7.14 6.26 5.44 4.68 A5Ia 184 0
47 * eta Per * 02 50 41.8099734665 +55 53 43.779721818 7.38 5.48 3.79 2.56 1.67 K3-Ib-IIa 226 0
48 * eta Eri PM* 02 56 25.6492431840 -08 53 53.316500640 5.97 4.99 3.87 3.08 2.50 K1+IIIb 203 0
49 HD 18474 * 02 59 49.7897133000 +47 13 14.567181096   6.348 5.485     G5:III:CN-3CH-2Hdel-1 116 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 246 0
51 * del Ari PM* 03 11 37.7665678572 +19 43 36.023197055 6.26 5.40 4.37 3.60 3.09 G9.5IIIb 207 0
52 HD 20123 * 03 16 12.2028107016 +50 56 15.605186388 7.01 6.18 5.03     G5Ib-IIa 100 0
53 HD 20468 * 03 18 43.8266513449 +34 13 21.553968857 7.86 6.31 4.82 3.75 2.99 K2IIbCN0.5 107 0
54 * 59 Ari PM* 03 19 55.7958132408 +27 04 16.068323604   6.774 5.918     G7IV 79 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 89 0
56 HD 20084 PM* 03 32 20.1347090088 +84 54 39.764690712   6.501 5.609     G5IIFe-1CH2Ba1: 82 0
57 * eps Eri BY* 03 32 55.8444911587 -09 27 29.739493865 5.19 4.61 3.73 3.00 2.54 K2V 2073 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 595 0
59 * del Eri PM* 03 43 14.9005379551 -09 45 48.210955899 5.13 4.46 3.54 2.82 2.32 K0+IV 651 0
60 * zet Per s*b 03 54 07.9224751 +31 53 01.081262 2.19 2.97 2.85 2.71 2.62 B1Ib 881 0
61 * eps Per bC* 03 57 51.2393818140 +40 00 36.719213615 1.71 2.71 2.89 2.96 3.14 B0.5III 533 0
62 HD 25329 PM* 04 03 14.9979736362 +35 16 23.805785323 9.75 9.37 8.50 7.75 7.23 K1VbFe-2 379 0
63 HD 25291 * 04 04 27.1629402984 +59 09 19.832668272 6.10 5.63 5.12 4.62 4.24 F0II 115 0
64 * 37 Tau PM* 04 04 41.7128811713 +22 04 54.946823724 6.41 5.44 4.37 3.58 3.05 K0III-IIIb 194 0
65 * lam Per * 04 06 35.0425894267 +50 21 04.541423730 4.27 4.31 4.29 4.21 4.19 A0IVn 116 0
66 * omi01 Eri dS* 04 11 51.9390483214 -06 50 15.286647564   4.357 4.026     F0III 159 0
67 * omi02 Eri PM* 04 15 16.3196189945 -07 39 10.330779018 5.69 5.25 4.43 3.74 3.29 K0V 879 0
68 * gam Tau ** 04 19 47.6039239005 +15 37 39.511385129 5.46 4.64 3.65 4.83   G9.5IIIabCN0.5 569 0
69 * 54 Per * 04 20 24.6379073928 +34 34 00.213397500   5.867 4.929     G8+IIIb 148 0
70 HD 27022 * 04 20 40.3256358240 +65 08 25.589310792 6.55 6.08 5.27 4.63 4.20 G4III 160 0
71 * del Tau SB* 04 22 56.0951595936 +17 32 33.049802364 5.56 4.74 3.76 5.56   G9.5IIICN0.5 542 0
72 * pi. Tau * 04 26 36.3714456672 +14 42 49.614689520 6.39 5.67 4.69 3.97 3.46 G7IIIFe-0.5 117 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 450 0
74 * 75 Tau ** 04 28 26.3699079120 +16 21 34.829804916   6.104 4.969     K1IIIb 116 0
75 * tet01 Tau SB* 04 28 34.4979222951 +15 57 44.221169423 5.510 4.780 3.840 5.48   G9IIIFe-0.5 509 0
76 * eps Tau ** 04 28 37.0002551195 +19 10 49.563140930 5.42 4.54 3.53     G9.5IIICN0.5 628 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 1298 2
78 HD 29613 RG* 04 39 19.7106414840 -14 21 33.082104168   6.510 5.463     K0.5IVa 69 0
79 * pi.03 Ori PM* 04 49 50.4112051485 +06 57 40.600622266 3.620 3.630 3.190 2.77 2.51 F6V 601 0
80 * pi.02 Ori * 04 50 36.7224881321 +08 54 00.652210041 4.39 4.36 4.35 4.29 4.29 A1Vn 193 0
81 * 2 Aur RG* 04 52 37.9803457176 +36 42 11.477114460   6.164 4.779     K3-IIIBa0.4 156 0
82 * alf Cam s*b 04 54 03.0113886719 +66 20 33.633625509 3.47 4.34 4.29 4.18 4.18 O9Ia 675 1
83 * pi.01 Ori PM* 04 54 53.7280989194 +10 09 03.003446941   4.723 4.648     A0Va_lB 268 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 138 0
85 * bet Eri PM* 05 07 50.9748851089 -05 05 11.389142292 3.02 2.92 2.79 2.65 2.57 A3IV 231 0
86 * 15 Ori ** 05 09 41.9571460296 +15 35 49.966969920 5.33 5.14 4.82 4.50 4.31 F2IV 120 0
87 * 16 Aur SB* 05 18 10.5757087896 +33 22 17.767496392       3.8   K2.5IIIbCN-0.5 150 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-1 567 0
89 * 19 Aur V* 05 20 00.9210992208 +33 57 28.994858280 5.72 5.30 5.03     A5II+ 113 0
90 * e Ori * 05 23 56.8277860189 -07 48 29.025349522 5.78 5.08 4.12 3.40 2.90 G8+III 157 0
91 * p Ori SB* 05 24 28.8969780456 -00 53 28.805349264   6.032 5.072     G9III-IVBa0.5 110 0
92 * gam Ori V* 05 25 07.86325 +06 20 58.9318 0.54 1.42 1.64 1.73 1.95 B2III 542 1
93 * bet Tau PM* 05 26 17.51312 +28 36 26.8262 1.03 1.52 1.65 1.66 1.76 B7III 380 2
94 * phi Aur * 05 27 38.8838207832 +34 28 33.166942464   6.467 5.059     K3IIIFe1 177 0
95 * 119 Tau s*r 05 32 12.7516308641 +18 35 39.251766506 8.63 6.41 4.33 2.55 1.13 M2Iab-Ib 295 0
96 * alf Lep V* 05 32 43.8161188 -17 49 20.241380 3.02 2.77 2.57 2.35 2.14 F0Ib 289 0
97 * iot Ori SB* 05 35 25.9861932063 -05 54 35.598684624 1.45 2.53 2.77     O9IIIvar 793 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-2.5 371 0
99 * b Ori PM* 05 42 28.6322296656 +01 28 28.665837804 7.13 6.07 4.90 4.02 3.41 K1III 151 0
100 * tau Aur * 05 49 10.4375785154 +39 10 51.860340710 6.160 5.450 4.500 3.80 3.31 G8IIIbFe-1 162 0
101 * nu. Aur * 05 51 29.3694581040 +39 08 54.686085540 6.160 5.090 3.950 3.15 2.59 K0.5IIICN0.5 206 0
102 HD 39225 LP? 05 52 40.0930146912 +33 55 02.866257912   7.65 6.07     M1+IIIFe-1 57 0
103 * chi01 Ori SB* 05 54 22.9829893 +20 16 34.222038 5.08 5.00 4.40 3.90 3.59 G0V 895 0
104 * ksi Aur * 05 54 50.7669372792 +55 42 25.080150456   5.005 4.960     A2V 126 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 1789 0
106 * eta Lep PM* 05 56 24.2934904501 -14 10 03.718335613 4.05 4.05 3.72 3.39 3.23 F2V 352 0
107 * del Aur SB* 05 59 31.6184193950 +54 17 05.056666306 5.580 4.730 3.720 2.95 2.45 K0IIIb 195 0
108 * bet Aur SB* 05 59 31.7229284 +44 56 50.757259 1.97 1.93 1.90 1.82 1.83 A1IV-Vp 433 1
109 * pi. Aur LP* 05 59 56.0979260520 +45 56 12.245697636 7.80 5.97 4.25 2.56 1.08 M3IIb 179 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 465 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 181 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 187 0
113 * gam Mon * 06 14 51.3332136229 -06 16 29.196403308 6.69 5.27 3.96 2.99 2.36 K1III: 115 0
114 * kap Aur PM* 06 15 22.6883791803 +29 29 53.075320396 6.17 5.36 4.35 3.55 3.01 G8.5IIIb 218 0
115 * mu. Gem LP* 06 22 57.62686 +22 30 48.8979 6.37 4.51 2.87 1.30 -0.08 M3IIIab 392 1
116 * eps Mon A * 06 23 46.0854171912 +04 35 34.376500932   4.583 4.398     A8V(n) 102 0
117 * 6 Lyn PM* 06 30 47.1075901469 +58 09 45.479816893   6.798 5.855 6.95   K0.5IIIbFe0.5 139 1
118 * nu.02 CMa PM* 06 36 41.0376788353 -19 15 21.169452656 5.96 5.011 3.91 3.13 2.61 K1.5III-IVFe1 282 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+ 525 1
120 * 15 Mon Be* 06 40 58.65963 +09 53 44.7229 3.360 4.45 4.68   4.88 O7V+B1.5/2V 823 0
121 * 25 Gem * 06 41 20.8975543776 +28 11 47.904494928   7.521 6.427     G5Ib 97 0
122 * eps Gem V* 06 43 55.9271511904 +25 07 52.057892524 5.85 4.39 2.98 2.01 1.40 G8Ib 408 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 156 0
124 * psi06 Aur SB* 06 47 39.5758906536 +48 47 22.143754212   6.340 5.216     K0.5III 104 0
125 V* V352 Aur dS* 06 55 14.6581261872 +43 54 36.105215040   6.468 6.151     A9IIIa 98 0
126 * iot CMa s*b 06 56 08.2245944314 -17 03 15.259069948 3.62 4.297 4.385 6.40   B3Ib 184 0
127 * tau Gem PM* 07 11 08.3703137689 +30 14 42.589571474 7.08 5.68 4.42 3.45 2.82 K2III 175 1
128 * del Gem SB* 07 20 07.3745658105 +21 58 56.294578663 3.91 3.87 3.53 3.17 2.98 F2VkF0mF0 255 0
129 * 66 Aur * 07 24 08.4675588912 +40 40 20.599881492   6.434 5.188     K0.5IIIa 113 0
130 * iot Gem ** 07 25 43.5956409143 +27 47 53.086950407 5.67 4.83 3.79 3.02 2.52 G9IIIb 222 0
131 * rho Gem PM* 07 29 06.71887 +31 47 04.3773 4.48 4.50 4.18 3.86 3.67 F1V 338 0
132 * del01 CMi * 07 32 05.9488273416 +01 54 52.126832700   5.448 5.233     F0V 91 0
133 * alf Mon PM* 07 41 14.8319734511 -09 33 04.077766984 5.83 4.95 3.93 3.16 2.64 G9.5III-IIIbFe-0.5 214 0
134 * bet Gem PM* 07 45 18.94987 +28 01 34.3160 3.00 2.14 1.14 0.39 -0.11 K0IIIb 1150 2
135 V* QY Pup s*r 07 47 38.5262364936 -15 59 26.481207696   8.095 6.309     K1Ia-Iab 102 0
136 * mu.02 Cnc PM* 08 07 45.8562513552 +21 34 54.526814256 6.14 5.93 5.30     G1IVb 238 0
137 * omi UMa PM* 08 30 15.8701566400 +60 43 05.405606188 4.79 4.27 3.42 2.76 2.31 G5III: 271 1
138 * eta Hya bC* 08 43 13.4757536071 +03 23 55.182801587 3.380 4.100 4.300 4.37 4.56 B3V 418 1
139 * F Hya * 08 43 40.3744846779 -07 14 01.422508229   5.441 4.625     G1Ib 172 0
140 HD 76151 PM* 08 54 17.9470964696 -05 26 04.054298491 6.89 6.67 6.00     G2V 580 0
141 * zet Hya PM* 08 55 23.6261974442 +05 56 44.034757439 4.92 4.10 3.10 2.39 1.90 G8.5III 254 0
142 * iot UMa A SB* 08 59 12.4531549177 +48 02 30.562298470   3.36 3.13     A7V(n) 257 0
143 * iot UMa ** 08 59 12.45362 +48 02 30.5741 3.40 3.33 3.14 2.92 2.85 A6 307 0
144 HD 77912 Pe* 09 06 31.7678430456 +38 27 07.970169096   5.567 4.539     G7IIa 169 0
145 * tet Hya SB* 09 14 21.8600711562 +02 18 51.551915906   3.82   3.9   B9.5V+DA1.6 224 0
146 * 26 Hya ** 09 19 46.3816547496 -11 58 29.469891720   5.703 4.770     G7III 84 0
147 * alf Lyn PM* 09 21 03.3002104870 +34 23 33.213441656 6.63 4.69 3.14 1.91 1.01 K6III 220 0
148 * kap Leo ** 09 24 39.2586717722 +26 10 56.367449863 7.00 5.69 4.46 3.55 2.92 K2IIIb 148 0
149 * alf Hya * 09 27 35.24270 -08 39 30.9583 5.14 3.42 1.97 0.93 0.16 K3IIIa 455 1
150 * h UMa PM* 09 31 31.7080711355 +63 03 42.695823224 4.10 4.00 3.67 3.33 3.15 F0V 147 0
151 * ksi Leo PM* 09 31 56.7409736040 +11 17 59.358476976   6.015 4.963     G9.5III 119 0
152 * tet UMa PM* 09 32 51.4309337983 +51 40 38.333310508 3.67 3.64 3.18 2.74 2.47 F7V 434 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 315 0
154 HD 82741 * 09 35 03.8297521152 +39 37 17.373515520   5.788 4.800     G9.5IIIbFe-1 110 0
155 * iot Hya PM* 09 39 51.3614722468 -01 08 34.118633450 6.68 5.23 3.91 2.92 2.25 K2.5III 191 0
156 * eps Leo V* 09 45 51.0736168507 +23 46 27.313597604 4.23 3.79 2.98 2.36 1.93 G1IIIa 354 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 339 0
158 * ups01 Hya * 09 51 28.6749789221 -14 50 47.863368049 5.68 5.03 4.11 3.42 2.95 G7III 166 0
159 * phi UMa ** 09 52 06.35437 +54 03 51.5962   4.602 4.557     A3IV 160 0
160 * mu. Leo PM* 09 52 45.8170136628 +26 00 25.024269924 6.50 5.10 3.88 2.97 2.39 K2IIIbCN1Ca1 479 0
161 * 20 LMi PM* 10 01 00.6568762394 +31 55 25.213014837   6.05 5.37 4.9   G3VaHdel1 430 0
162 * eta Leo sg* 10 07 19.9523915176 +16 45 45.587968398 3.17 3.39 3.41 3.32 3.35 A0Ib 351 0
163 * alf Leo PM* 10 08 22.31099 +11 58 01.9516 0.88 1.24 1.40 1.37 1.47 B8IVn 891 1
164 * lam Hya SB* 10 10 35.2885811545 -12 21 14.858923765 5.53 4.61 3.61 2.84 2.36 K0IIIbCN0.5 211 0
165 * 35 Leo PM* 10 16 32.2892262264 +23 30 11.206765404 6.85 6.64   5.6   G1.5IV-V 170 0
166 * zet Leo V* 10 16 41.4151642435 +23 25 02.341160368 3.89 3.72 3.41 3.09 2.91 F0IIIa 235 0
167 * eps Sex PM* 10 17 37.8025445140 -08 04 08.087235049   5.559 5.240     F0IV 108 0
168 * 32 UMa PM* 10 18 02.0266817664 +65 06 30.066247728 6.020 5.910 5.760     A8III 68 0
169 * 40 Leo dS* 10 19 44.1672125464 +19 28 15.285966538   5.24   4.5   F6IV-V 288 0
170 * gam01 Leo PM* 10 19 58.354462 +19 50 29.35920 4.13 3.44 2.23 1.13 0.51 K1-IIIFe-1 289 1
171 * 30 LMi Pe* 10 25 54.8149486684 +33 47 46.029118764   4.978 4.718     F0VmF3/4 157 0
172 HD 90508 ** 10 28 03.88212 +48 47 05.6554 7.09 7.03   5.98   F9-V 247 1
173 * 36 UMa B PM* 10 30 25.3088805072 +55 59 56.855409072   10.10   8.749   K7Ve 143 1
174 HD 91190 * 10 35 05.4903371088 +75 42 46.446678396   5.807 4.853     G8III-IIIb 106 0
175 * 37 LMi * 10 38 43.2128104658 +31 58 34.463378806   5.494 4.677     G2.5IIIa 162 0
176 * 40 LMi PM* 10 43 01.8824111712 +26 19 32.028671352   5.682 5.506     A4Vn 77 0
177 * nu. Hya PM* 10 49 37.4882533447 -16 11 37.129417316 5.62 4.35 3.11 2.17 1.53 K1.5IIIHdel-0.5 191 0
178 * 46 LMi PM* 10 53 18.6891667765 +34 12 53.611679098 5.79 4.87 3.83 3.00 2.46 K0+III-IV 244 0
179 * 54 Leo A PM* 10 55 36.8013543552 +24 44 59.022329568   4.478 4.477 6.04   A1V 68 0
180 * 47 UMa PM* 10 59 27.9727514012 +40 25 48.920572724   5.66   4.7   G1-VFe-0.5 824 1
181 * alf Crt PM* 10 59 46.4651557828 -18 17 55.630394216 6.14 5.16 4.07 3.27 2.72 K0IIIb 224 0
182 * 58 Leo ** 11 00 33.6471432816 +03 37 02.992384200   6.007 4.838     K0.5IIIFe-0.5 170 0
183 * psi UMa PM* 11 09 39.8082958358 +44 29 54.555917043 5.27 4.15 3.01 2.18 1.61 K1III 294 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) 292 0
185 * tet Leo PM* 11 14 14.4056705348 +15 25 46.455911128 3.40 3.33 3.35 3.32 3.34 A2IV 353 0
186 * n Leo SB* 11 15 51.8801100552 +13 18 27.234958860 7.61 6.52 5.32     K2III 167 0
187 * ksi UMa A SB* 11 18 10.901164 +31 31 44.97910   4.79 4.25     F8.5:V 320 1
188 * del Crt PM* 11 19 20.4473515372 -14 46 42.743409457 5.66 4.67 3.56 2.73 2.13 G9IIICH0.5 180 0
189 * eps Crt * 11 24 36.5912121144 -10 51 33.575503752   6.338 4.802     K4III 95 0
190 * ups Leo * 11 36 56.9307649665 -00 49 25.499792021 6.05 5.31 4.30 3.58 3.06 G9IIIbFe-0.5 138 0
191 * 61 UMa PM* 11 41 03.0162706212 +34 12 05.881605449 6.31 6.08 5.34 4.73 4.38 G8V 654 0
192 * zet Crt ** 11 44 45.7759757256 -18 21 02.434939560   5.677 4.706     G8.5III 102 0
193 * nu. Vir LP* 11 45 51.5595979999 +06 31 45.748996439 7.32 5.54 4.04 2.79 1.78 M1III 267 0
194 * chi UMa PM* 11 46 03.0140687528 +47 46 45.855272276 6.06 4.90 3.72 2.84 2.24 K0.5IIIb: 228 0
195 HD 102328 * 11 46 55.6222860288 +55 37 41.480416020   6.528 5.254     K2.5IIIbCN1 169 0
196 * bet Vir PM* 11 50 41.7185158616 +01 45 53.001539131 4.26 4.15 3.60 3.13 2.85 F9V 973 0
197 * gam UMa Em* 11 53 49.8473166 +53 41 41.135025 2.440 2.450 2.440 2.44 2.47 A0V 417 0
198 * omi Vir SB* 12 05 12.5318326945 +08 43 58.866875781 5.75 5.11 4.12 3.38 2.89 G8IIICN0.5CH1Ba1 301 0
199 HD 104985 HB* 12 05 15.1171894272 +76 54 20.642733144       5.2   G8.5IIIb 172 1
200 * del UMa PM* 12 15 25.5598467041 +57 01 57.421119850 3.460 3.410 3.320 3.25 3.25 A2Vn 312 0
201 * 7 Com * 12 16 20.5383338546 +23 56 43.466192439   5.81 4.86     G8III-IIIb 137 0
202 * 11 Com PM* 12 20 43.0257695904 +17 47 34.327512348   5.74 4.74     G8+IIIFe-1 178 1
203 * 5 CVn * 12 24 01.4942854464 +51 33 44.124636780   5.643 4.761     G7IIIBa0.3 160 0
204 * 6 CVn PM* 12 25 50.9385584448 +39 01 07.016331180   5.95 5.01     G9III 152 0
205 * bet CVn ** 12 33 44.5442516547 +41 21 26.921352859 4.91 4.86 4.25 3.73 3.42 G0V 613 0
206 * 31 Com Ro* 12 51 41.9201696640 +27 32 26.565016812 5.81 5.61 4.94 4.39 4.04 G0IIIp 443 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 169 0
208 * psi Vir LP* 12 54 21.1630369857 -09 32 20.360128902 7.94 6.39 4.80 3.23 1.95 M3-III 173 0
209 * del Vir RG* 12 55 36.2086240844 +03 23 50.888053818 6.76 4.97 3.38 1.86 0.53 M3+III 282 0
210 * eps Vir PM* 13 02 10.5970152536 +10 57 32.935398266 4.45 3.71 2.79 2.16 1.71 G8III-IIIb 574 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 173 0
212 * 49 Vir * 13 07 53.8128711672 -10 44 25.471334544   6.281 5.151     K0.5IIIbFe-0.5 92 0
213 * tet Vir ** 13 09 56.9889385680 -05 32 20.414634792   4.385 4.397     A1IVs 277 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 946 0
215 HD 115004 PM* 13 13 42.9416937024 +40 09 10.386106164   5.99 4.94     G8.5IIICN0.5 98 0
216 * 57 Vir PM* 13 15 58.7708690051 -19 56 35.161303899   6.25 5.22     K1IV- 100 0
217 * 20 CVn dS* 13 17 32.5411518092 +40 34 21.384382657   5.010 4.698     A9IImF2 248 0
218 * 61 Vir PM* 13 18 24.3139864471 -18 18 40.297748582 5.710 5.440 4.740     G6.5V 742 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 320 0
220 * 70 Vir PM* 13 28 25.8085908881 +13 46 43.638308807 5.930 5.680 4.970 4.37 3.98 G4Va 754 1
221 * zet Vir PM* 13 34 41.5913587272 -00 35 44.939098032 3.58 3.50 3.38 3.31 3.25 A2Van 206 0
222 HD 118100 PM* 13 34 43.2063495866 -08 20 31.338030204 11.578 10.552 9.372 8.602 7.930 K5Ve 360 0
223 * eta UMa PM* 13 47 32.43776 +49 18 47.7602 0.99 1.67 1.86 1.98 2.16 B3V 630 0
224 * 89 Vir PM* 13 49 52.2828951024 -18 08 03.009309756   6.018 4.959     K0+IIIb 116 0
225 * eta Boo SB* 13 54 41.07892 +18 23 51.7946 3.440 3.250 2.680 2.24 1.95 G0IV 733 0
226 * tau Vir * 14 01 38.7935506885 +01 32 40.310188175   4.331 4.237   4.11 A2IV/V 149 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-5 920 0
228 * alf Dra SB* 14 04 23.3575968507 +64 22 33.130623243 3.520 3.640 3.680     A0III 290 0
229 V* BY Boo LP? 14 07 55.7554099635 +43 51 16.028575533 8.52 6.86 5.28 3.43 1.77 M4.5III 186 0
230 V* ET Vir LP* 14 10 50.4870574246 -16 18 07.310535267 8.76 6.63 4.91     M2IIIa 103 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 2417 1
232 * phi Vir RG* 14 28 12.1389021744 -02 13 40.649015856   5.522 4.840     G2IV 204 0
233 * 31 Boo V* 14 41 38.7511938264 +08 09 42.352458552   5.866 4.862     G7IIIa 165 0
234 * omi Boo PM* 14 45 14.4605418090 +16 57 51.395816318 6.33 5.58 4.60 3.87 3.39 G8.5III 135 0
235 * 109 Vir PM* 14 46 14.9234473441 +01 53 34.381780831 3.69 3.72 3.73 3.66 3.68 A0IIInn 346 0
236 HD 130325 PM* 14 47 54.9517110336 -12 50 24.033359292   7.43 6.32     K1IIICN0.5 36 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 344 1
238 * ksi Boo BY* 14 51 23.37993 +19 06 01.6994 5.618 5.370 4.593 3.91 3.48 G7Ve+K5Ve 503 0
239 * 18 Lib PM* 14 58 53.5813630608 -11 08 38.462393832   7.146 5.857     K3-IIICN2 129 0
240 * bet Boo PM* 15 01 56.7623044453 +40 23 26.046853660 5.21 4.47 3.52 2.85 2.37 G8IIIaFe-0.5 267 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-0.5 133 0
242 HD 134190 PM* 15 06 16.7173734168 +54 33 22.744582380 6.85 6.21 5.25     G8IIIFe-1 116 0
243 * c Boo PM* 15 07 18.0659348352 +24 52 09.099406380 5.34 5.36 4.93 4.53 4.32 F5V 374 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 187 0
245 * 16 Ser SB* 15 36 29.5738934952 +10 00 36.529391340   6.217 5.253     K0III:CN1Ba0.7Sr2 215 0
246 * phi Boo PM* 15 37 49.5980578296 +40 21 12.364824816   6.140 5.254     G7III-IVFe-2 132 0
247 * bet Ser PM* 15 46 11.2551806454 +15 25 18.549468647 3.81 3.73 3.67 3.61 3.58 A2IV 189 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 618 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-1 216 0
250 * kap CrB PM* 15 51 13.9312943632 +35 39 26.573691158 6.69 5.82 4.82 4.06 3.57 K1IVa 290 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-1 532 0
252 * tet Lib PM* 15 53 49.5379222294 -16 43 45.469368699 5.99 5.17 4.16 3.44 2.92 G9IIIb 124 0
253 * eps CrB PM* 15 57 35.2514020181 +26 52 40.366652765 6.650 5.360 4.130 3.27 2.64 K2IIIab 280 1
254 * rho CrB PM* 16 01 02.6604891411 +33 18 12.639472357   6.01   5.0   G0+VaFe-1 686 1
255 * r Her SB* 16 01 14.3117373240 +17 49 06.163202784       4.5   G8IIIb 93 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 195 0
257 * eps Oph PM* 16 18 19.2902245358 -04 41 33.047349888 4.95 4.21 3.23 2.54 2.05 G9.5IIIbFe-0.5 246 0
258 * ksi CrB ** 16 22 05.8238662920 +30 53 31.185448080   5.833 4.849     G9IIIFe-0.5 136 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 313 0
260 * psi Oph PM* 16 24 06.1777460190 -20 02 14.352188619 6.37 5.53 4.50 3.72 3.22 K0-II-III 91 0
261 * g Her AB* 16 28 38.5495839988 +41 52 54.044914927 7.70 6.53 5.01 2.49 0.26 M6-III 390 0
262 * phi Oph PM* 16 31 08.3669673955 -16 36 45.831122231 5.90 5.19 4.27 3.62 3.18 G8+IIIa 129 0
263 * h Her PM* 16 32 36.2919789280 +11 29 16.948144457 8.16 6.34 4.85 3.65 2.79 K4.5III 164 0
264 * sig Her ** 16 34 06.1824264648 +42 26 13.234150680   4.177 4.196 6.02   B9V 202 0
265 * zet Oph Be* 16 37 09.5400587698 -10 34 01.509742704 1.73 2.58 2.56 2.46 2.50 O9.2IVnn 1908 0
266 * zet Her SB* 16 41 17.16104 +31 36 09.7873 3.640 3.430 2.800 2.31 1.99 G0IV 562 0
267 * eta Her PM* 16 42 53.7649454572 +38 55 20.117710727 5.03 4.42 3.50 2.83 2.35 G7IIIFe-1 296 0
268 HD 151613 SB* 16 45 17.8614916416 +56 46 54.839965656   5.199 4.837     F2V 127 0
269 V* V2542 Oph dS* 16 54 10.6050289368 -01 36 44.291821428   6.52 6.24     A5/7V 66 0
270 * eps Her SB* 17 00 17.3733587483 +30 55 35.055213817 3.80 3.91 3.92 3.93 3.97 A0V 177 0
271 HD 157910 PM* 17 24 27.1184616864 +36 57 06.960822984   7.119 6.253     G5III 68 0
272 HD 158614 SB* 17 30 23.79699 -01 03 46.4882 6.34     5.52   G9-IV-VHdel1 307 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 139 0
274 * gam Oph PM* 17 47 53.5605898827 +02 42 26.204838837 3.83 3.80 3.75 3.71 3.71 A1VnkA0mA0 411 0
275 * ksi Dra PM* 17 53 31.7295427958 +56 52 21.510944948 6.14 4.93 3.75 2.92 2.33 K2III 285 0
276 * 89 Her pA* 17 55 25.1883476136 +26 02 59.968457664 5.36 5.70 5.36 5.06 4.94 F2Ibp 421 0
277 * nu. Her LP* 17 58 30.1496073102 +30 11 21.387652276 4.95 4.80 4.41 4.01 3.78 kA9hF2mF2(IV) 186 0
278 * nu. Oph PM* 17 59 01.5922136612 -09 46 25.080976810 5.20 4.33 3.34 2.64 2.16 G9IIIa 226 1
279 * zet Ser PM* 18 00 29.0100539320 -03 41 24.977568563   4.982 4.616     F2V 203 0
280 * 67 Oph s*b 18 00 38.7157893000 +02 55 53.633402904 3.34 3.96 3.93 3.84 3.81 B4Ib-II 422 0
281 * 68 Oph ** 18 01 45.1974936313 +01 18 18.306278873   4.453 4.429     A0.5Van 153 0
282 * 70 Oph SB* 18 05 27.28518 +02 30 00.3558 5.40 4.89 4.03 3.38 2.92 K0-V 679 0
283 * 71 Oph * 18 07 18.3593981592 +08 44 01.922061912   5.592 4.640     G8III 182 0
284 HD 166208 SB* 18 07 28.7442485448 +43 27 42.802503948   5.915 4.997     G8IIICN-1CH-3 160 0
285 * omi Her Be* 18 07 32.5511122149 +28 45 44.967836300 3.74 3.802 3.827     B9.5III 162 0
286 HD 165687 PM* 18 07 48.3402803712 -17 09 14.970162060   6.641 5.508     K1III 47 0
287 * 104 Her V* 18 11 54.1566238248 +31 24 19.256317416 8.56 6.62 4.97     M3III 127 0
288 * 106 Her PM* 18 20 17.9149366104 +21 57 40.667073804 8.54 6.54 4.96 3.62 2.62 M1III 103 0
289 * eta Ser PM* 18 21 18.6004923875 -02 53 55.780691633 4.84 4.19 3.25 2.55 2.05 K0III-IV 390 0
290 * 109 Her ** 18 23 41.8897062084 +21 46 11.109609046 6.18 5.02 3.84 2.99 2.39 K2IIIab 187 0
291 * 42 Dra PM* 18 25 59.1369601368 +65 33 48.531343788   6.005 4.823     K1.5IIIFe-1 190 1
292 * omi Dra RS* 18 51 12.0943444536 +59 23 18.060530136   5.798 4.636     G9IIIFe-0.5 226 0
293 HD 175535 SB* 18 53 13.5509916072 +50 42 29.594035404   5.82 4.92     G7IIIaFe-1 93 0
294 * del02 Lyr LP* 18 54 30.2826884969 +36 53 55.031674618 7.62 5.97 4.30 2.52 0.89 M4II 251 0
295 * eta Sct PM* 18 57 03.6701923416 -05 50 46.734335232   5.904 4.818     K1-III 106 0
296 * 49 Dra * 19 00 43.4564400648 +55 39 29.883053808   6.368 5.513     G6IIbFe-0.5 64 0
297 * 16 Lyr PM* 19 01 26.3826174888 +46 56 05.147482164   5.189 5.006     A6IV 94 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 364 0
299 HD 178717 SB* 19 09 22.0095424584 +10 14 28.239748008   9.05 7.14     K3.5III:Ba4+ 119 0
300 * del Dra PM* 19 12 33.3013729052 +67 39 41.539165396 4.85 4.07 3.07 2.37 1.86 G9III 295 0
301 HD 185351 PM* 19 36 37.9768465728 +44 41 41.761562352   6.109 5.169     G8.5IIIbFe-0.5 156 0
302 * iot Aql * 19 36 43.2777028800 -01 17 11.758614396 3.84 4.28 4.36 4.34 4.42 B5III 180 0
303 * kap Aql * 19 36 53.4488871022 -07 01 38.924816492 4.050 4.930 4.960 4.90 4.94 B0.5IIIn 354 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 814 0
305 * 15 Cyg PM* 19 44 16.6052015928 +37 21 15.682143024   5.830 4.887     G8III 120 0
306 * f Sgr PM* 19 46 21.7395133902 -19 45 40.012615240   5.930 4.873     K0+III 73 0
307 * eps Dra PM* 19 48 10.3504589976 +70 16 04.549073664   4.83 3.91     G7IIIbFe-1 160 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 322 0
309 * 13 Vul Pu* 19 53 27.6957191856 +24 04 46.608138660 4.39 4.57 4.64     B9.5III 99 0
310 * ksi Aql ** 19 54 14.8815179040 +08 27 41.235438096   5.759 4.707     G9.5IIIb 157 1
311 * 58 Aql * 19 54 44.7948526968 +00 16 25.050363384   5.703 5.631     B9IV 228 0
312 * gam Sge PM* 19 58 45.4282303572 +19 29 31.726069716 6.97 5.04 3.47 2.27 1.35 M0-III 276 0
313 * b01 Cyg RS* 20 06 21.7672972921 +35 58 20.889117643   6.21   4.8   G8.5IVa 191 0
314 HD 191046 PM* 20 06 28.9895876016 +36 13 35.916794904   8.17 7.02     K0IIIFe-1.5 104 0
315 * rho Aql PM* 20 14 16.6186826232 +15 11 51.386417088   5.006 4.946     A1Va 137 0
316 * nu. Cap * 20 20 39.8157949497 -12 45 32.690284207 4.61 4.72 4.76 4.75 4.81 B9IV 279 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 186 0
318 * alf Del ** 20 39 38.2796355689 +15 54 43.776032197 3.550 3.740 3.800 3.77 3.81 B9IV 289 0
319 * eta Cep PM* 20 45 17.3751675120 +61 50 19.614231888 4.960 4.320 3.410 2.76 2.27 K0IV 461 0
320 * 52 Cyg * 20 45 39.7531133582 +30 43 10.972342474 6.16 5.29 4.23 3.46 2.93 K0IIIa 130 0
321 * lam Cyg ** 20 47 24.53766 +36 29 26.5737 3.93 4.43 4.54 4.58 4.69 B5V 312 0
322 HD 199478 s*b 20 55 49.8039729168 +47 25 03.564093468 5.79 6.12 5.64 5.16 4.78 B7Ia 231 0
323 HD 199870 SB* 20 58 19.4663810952 +44 28 18.140900268   6.528 5.547     K0III:Fe-0.5 109 0
324 HD 202259 V* 21 14 37.0489556472 +00 05 32.120170836   8.03 6.39     M1-III 33 0
325 * sig Cyg s*b 21 17 24.9522700076 +39 23 40.847039148 3.98 4.37 4.24 4.06 3.92 B9Iab 272 0
326 * 1 Peg PM* 21 22 05.1994953807 +19 48 16.237518964 6.25 5.20 4.09 3.30 2.76 K1III 190 0
327 * iot Cap BY* 21 22 14.7959829093 -16 50 04.358014058 5.74 5.18 4.27 3.65 3.17 G7IIIFe-1.5 204 0
328 HD 204613 SB* 21 27 42.9670649688 +57 19 18.928743348       7.8   G1IIIa:_CH1.5 111 0
329 * bet Aqr * 21 31 33.5320760349 -05 34 16.229381029 4.27 3.71 2.89 2.29 1.84 G0Ib 463 0
330 * rho Cyg PM* 21 33 58.8530450102 +45 35 30.620055459 5.47 4.91 4.02 3.31 2.81 G8IIIFe-0.5 211 0
331 * 9 Cep s*b 21 37 55.2241394424 +62 04 54.990376788 4.49 5.03 4.73 4.42 4.24 B2Ib 315 0
332 * 11 Cep PM* 21 41 55.3084514088 +71 18 41.267467908       3.9   K0.5III 156 0
333 * 78 Dra PM* 21 43 04.0432859016 +72 19 12.307929132   6.234 5.173     K0-IIICN1 99 0
334 * mu. Cep s*r 21 43 30.4595558543 +58 46 48.165937434 8.85 6.43 4.08 1.98 0.22 M2-Ia 695 1
335 * 13 Cep s*b 21 54 53.1538880928 +56 36 40.415024952 6.50 6.52 5.80 5.12 4.52 B7Iab 195 0
336 HD 208947 SB* 21 57 11.1009923376 +66 09 22.155335100 5.65 6.337 6.394     B2V 102 0
337 * 24 Cep * 22 09 48.4306626240 +72 20 28.339730448   5.707 4.786     G7II-III 108 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 705 1
339 HD 210889 PM* 22 12 47.8242890424 +34 36 16.527575880   6.482 5.343     K2-IIIb 73 0
340 * tet Aqr PM* 22 16 50.0366846016 -07 46 59.839473115 5.95 5.15 4.16 3.46 2.98 G9II 147 0
341 * bet Lac ** 22 23 33.6233135918 +52 13 44.568181879 6.26 5.46 4.44 3.67 3.10 G9IIIbCa1 161 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 276 0
343 * kap Aqr PM* 22 37 45.3805453954 -04 13 40.997283364   6.174 5.030     K1.5IIIbCN0.5 92 0
344 * 42 Peg PM* 22 41 27.7207176 +10 49 52.907917 3.10 3.33 3.41 3.43 3.50 B8.5IV 320 0
345 * iot Cep PM* 22 49 40.8174918750 +66 12 01.458192633 5.50 4.60 3.54 2.69 2.19 K0-III 257 0
346 * mu. Peg PM* 22 50 00.1930748087 +24 36 05.692620534 5.10 4.42 3.48 2.80 2.33 G8+III 304 0
347 HD 216219 SB* 22 50 52.1530053936 +18 00 07.703208072   8.06 7.44     G1II-III:Fe-1CH0.5 123 0
348 * sig Peg PM* 22 52 24.0744611045 +09 50 08.394417666   5.63 5.16 4.9   F6V 289 0
349 * 77 Aqr PM* 22 54 45.4698913584 -16 16 19.046212932   6.70 5.56     K2.5III 72 0
350 * 51 Peg PM* 22 57 27.9804852576 +20 46 07.797040104 6.39 6.16 5.46 4.97 4.61 G2IV 1216 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 606 1
352 * 3 And PM* 23 04 10.9826882352 +50 03 07.525524888   5.71   4.0   K0IIIb 134 0
353 HD 219134 PM* 23 13 16.9749603608 +57 10 06.083823619 7.460 6.560 5.570 4.76 4.23 K3V 677 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-0.5 260 1
355 * gam Psc PM* 23 17 09.9371132484 +03 16 56.245688417 5.20 4.62 3.70 2.98 2.47 G9III:Fe-2 277 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 185 0
357 * 70 Peg SB* 23 29 09.2992398120 +12 45 37.979571348 6.24 5.50 4.56 3.82 3.37 G8IIIa 159 0
358 HD 221148 PM* 23 29 32.0817754272 -04 31 57.892874556   7.34 6.25     K3-IIIbFe2 146 0
359 HD 221861 * 23 34 59.0427914904 +71 38 31.359003828 9.37 7.64 5.84     G9Ib 74 0
360 * gam Cep SB* 23 39 20.9104133784 +77 37 56.510781384 5.190 4.250   2.6   K1III-IVCN1 626 1
361 * 104 Aqr * 23 41 45.8063762520 -17 48 59.515007076 6.14 5.65 4.83 4.22 3.80 G2Ib/II 111 0
362 * psi And ** 23 46 02.0470343064 +46 25 12.986458896   6.064 4.966     G3Ib-II 188 0
363 * tau Cas PM* 23 47 03.4543856136 +58 39 07.167728628   5.993 4.873     K1-IIIa 115 0

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