2023AJ....165..145L


Query : 2023AJ....165..145L

2023AJ....165..145L - Astron. J., 165, 145 (2023/April-0)

LOTUS: A (Non-) LTE Optimization Tool for Uniform Derivation of Stellar Atmospheric Parameters.

LI Y. and EZZEDDINE R.

Abstract (from CDS):

Precise fundamental atmospheric stellar parameters and abundance determination of individual elements in stars are important for all stellar population studies. Non-local thermodynamic equilibrium (non-LTE; hereafter NLTE) models are often important for such high precision, however, can be computationally complex and expensive, which renders the models less utilized in spectroscopic analyses. To alleviate the computational burden of such models, we developed a robust 1D, NLTE fundamental atmospheric stellar parameter derivation tool, LOTUS, to determine the effective temperature Teff, surface gravity $\mathrm{log}g$, metallicity [Fe/H], and microturbulent velocity vmic for FGK-type stars, from equivalent width (EW) measurements of Fe I and Fe II lines. We utilize a generalized curve of growth method to take into account the EW dependencies of each Fe I and Fe II line on the corresponding atmospheric stellar parameters. A global differential evolution optimization algorithm is then used to derive the fundamental parameters. Additionally, LOTUS can determine precise uncertainties for each stellar parameter using a Markov Chain Monte Carlo algorithm. We test and apply LOTUS on a sample of benchmark stars, as well as stars with available asteroseismic surface gravities from the K2 survey, and metal-poor stars from the Gaia-ESO and R-Process Alliance surveys. We find very good agreement between our NLTE-derived parameters in LOTUS to nonspectroscopic values on average within Teff = ±30 K, and $\mathrm{log}g$ = ±0.10 dex for benchmark stars. We provide open access of our code, as well as of the interpolated precomputed NLTE EW grids available on Github (the software is available on GitHubunder an MIT License, and version 0.1.1 (as the persistent version) is archived in Zenodo) and documentation with working examples on the Readthedocs book.

Abstract Copyright: © 2023. The Author(s). Published by the American Astronomical Society.

Journal keyword(s): Stellar physics - Stellar atmospheres - Astronomical techniques - Spectroscopy - Stellar abundances - Effective temperature - Surface gravity - Metallicity - Fundamental parameters of stars - Stellar photospheres

VizieR on-line data: <Available at CDS (J/AJ/165/145): table1.dat table3.dat>

Simbad objects: 180

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Number of rows : 180
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 UCAC2 27019278 Pe* 00 00 22.5920369016 -13 02 27.615586344   13.795 12.891 12.69 11.77 CEMP 14 0
2 * 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
3 UCAC4 337-000045 Pe* 00 02 12.2355430416 -22 41 38.941412100   14.03 13.27 13.24   ~ 4 0
4 UCAC4 326-000048 Pe* 00 02 16.6882893336 -24 53 49.488361116   14.32 13.48 13.28   ~ 8 0
5 TYC 5267-375-1 Pe* 00 13 30.6971035032 -12 59 59.685704556   12.98 11.54     ~ 10 0
6 DENIS J002330.6-163142 Pe* 00 23 30.6793314144 -16 31 43.118622696   12.855 12.282 12.41 11.499 CEMP 18 0
7 UCAC4 233-000699 Pe* 00 40 06.8638990800 -43 25 18.387084360   13.457 12.326 12.078   ~ 22 0
8 CD-52 112 Pe* 00 40 52.5867595512 -51 22 48.989991000   11.737 11.225     F7Vwl 41 0
9 UCAC2 791523 Pe* 00 45 39.3333667344 -74 57 29.521337112   12.587 11.685 11.62 10.75 CEMP 13 0
10 UCAC2 8177127 Pe* 01 20 22.3242285960 -54 25 58.275763320   13.305 12.608 12.74 11.88 ~ 7 0
11 BD-16 251 RG* 01 29 31.1311443552 -16 00 45.495314460 12.527 12.427 11.642 11.189 10.713 CEMP 318 0
12 UCAC2 20534548 SB* 01 33 46.5790846248 -27 27 37.379261880   13.422 12.338 12.15 11.36 CEMP 10 0
13 TYC 8046-39-1 Pe* 01 42 54.2096858928 -50 32 48.773874624   11.970 11.339     ~ 16 0
14 TYC 8853-1317-1 Pe* 01 43 07.2618573936 -64 45 17.477962956   12.810 11.982     ~ 10 0
15 HIP 8191 SB* 01 45 19.5304652232 -28 00 58.457480400   12.760 11.711     ~ 18 0
16 CD-49 506 Pe* 01 49 07.9444788408 -49 11 42.923908572   11.944 11.172     CEMP-r 19 0
17 HD 11582 Pe* 01 53 00.2437340784 -34 17 36.393581688   10.27 9.58     G5/6(V)w 52 0
18 2MASS J02040793-3127556 Pe* 02 04 07.9218753312 -31 27 55.638679500   13.474 12.589 11.996 11.484 ~ 13 0
19 UCAC2 676047 Pe* 02 16 57.1640931288 -75 47 06.581963508   12.974 11.937 11.71 10.69 CEMP 16 0
20 UCAC2 2211263 Pe* 02 35 58.6650136344 -67 45 51.997091688   13.271 11.905 11.64 10.76 CEMP 10 0
21 DENIS J024010.7-141628 Pe* 02 40 10.7590946664 -14 16 29.248792356   13.48   12.58 12.301 CEMP 10 0
22 TYC 5866-150-1 Pe* 02 41 21.5371405608 -18 25 37.731470988   12.939 11.736     ~ 10 0
23 TYC 8056-152-1 Pe* 02 44 14.7960956136 -51 58 24.111808572   12.19 11.570 11.143 10.707 ~ 11 0
24 UCAC2 26140348 Pe* 02 46 20.1351143184 -15 18 41.856499728   13.20 12.44 12.30 11.44 CEMP 20 0
25 UCAC4 192-002619 Pe* 02 50 07.1844188832 -51 45 14.935216068   13.569 12.440 12.322   CEMP 15 0
26 CD-33 1173 Pe* 03 19 35.3159594880 -32 50 43.157572008   11.272 10.902 10.421 10.152 CEMP 63 0
27 TYC 8507-1765-1 Pe* 03 56 37.0353995424 -58 38 28.070925396   12.761 11.450 10.694 10.043 CEMP 20 0
28 HE 0409-1212 Pe* 04 12 13.8814287960 -12 05 05.075250072   13.843 12.897   11.764 ~ 72 0
29 HD 298986 PM* 10 17 14.8774744591 -52 29 18.694800089   10.46 10.03   9.48 F5 97 0
30 HD 102200 Pe* 11 45 34.2345453384 -46 03 46.386995400   9.13 8.76     F2V 128 0
31 HD 103095 Pe* 11 52 58.7673387755 +37 43 07.254113125 7.38 7.20 6.45 5.80 5.35 K1V_Fe-1.5 842 1
32 HD 106038 PM* 12 12 01.3688687080 +13 15 40.618559661 10.45 10.630 10.162 9.851 9.539 F6wl 204 0
33 TYC 6708-260-1 Pe* 13 16 48.2344641360 -27 43 35.082242688   12.300 11.473     ~ 9 0
34 * eta Boo SB* 13 54 41.07892 +18 23 51.7946 3.440 3.250 2.680 2.24 1.95 G0IV 733 0
35 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
36 HD 122564 ** 14 02 49.7743720608 -03 47 14.763219936   10.618 9.600 9.712   K1(III) 5 0
37 CD-33 9514 Pe* 14 03 35.4314575056 -33 35 25.675628820   12.243 11.544 11.02   K1:wl 30 0
38 * 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
39 TYC 6731-975-1 Pe* 14 16 40.8391305936 -24 22 00.049664064   11.911 10.873 10.38 9.684 ~ 19 0
40 2MASS J14232679-2834200 Pe* 14 23 26.7859641744 -28 34 20.084925468   13.510 12.720 12.2 11.698 ~ 15 0
41 UCAC2 22479848 Pe* 14 30 13.8563844408 -23 17 38.815190196   13.462 11.981 11.67 10.53 ~ 10 0
42 TYC 7814-133-1 Pe* 14 32 53.3360210280 -41 25 49.477241028   11.76 11.08     ~ 15 0
43 UCAC2 23384621 Pe* 14 38 11.1945844512 -21 20 08.521690920   12.610 11.373 11.16 10.79 CEMP 10 0
44 * 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
45 HE 1523-0901 Pe* 15 26 01.0697532504 -09 11 38.885639784   12.37 11.50 10.476 9.863 CEMP 93 0
46 CD-23 12296 Pe* 15 27 13.5096135192 -23 36 17.856983592   11.309 10.849     CEMP 18 0
47 HD 140283 Pe* 15 43 03.0971190219 -10 56 00.595693188 7.508 7.711 7.212 6.63 8.21 F9VkA5mA1 985 0
48 BD-08 4115 Pe* 15 57 51.8399981688 -08 39 55.102774428   11.689 10.402     CEMP 8 0
49 UCAC2 27497364 Pe* 15 58 29.6299383600 -12 24 34.448910336   13.18 12.33 12.21 11.20 ~ 18 0
50 BD-14 4336 Pe* 16 02 44.9893148568 -15 21 01.653050844   11.224 10.345     ~ 12 0
51 UCAC4 289-085841 Pe* 16 08 06.8076692160 -32 15 59.256359064   13.70 12.65 12.53   ~ 6 0
52 BD-09 4312 Pe* 16 09 51.1806496392 -09 41 17.463800328   11.585 10.488     ~ 13 0
53 UCAC4 501-063456 Pe* 16 10 31.0611750432 +10 03 05.590136412   13.44 12.76 12.64   CEMP 6 0
54 * 18 Sco PM* 16 15 37.2702755653 -08 22 09.982125430   6.15 5.50     G2Va 671 0
55 UCAC2 29474930 Pe* 16 18 43.0334179176 -06 30 55.864426572   13.001 12.133 12.03 10.99 ~ 10 0
56 UCAC2 5455272 Pe* 17 09 31.9842672000 -60 27 27.086525640   13.645 12.529 12.28 11.21 CEMP 11 0
57 UCAC4 137-160035 Pe* 17 09 49.2489847008 -62 39 28.542704580   13.828 12.64 12.373   ~ 8 0
58 UCAC4 190-169127 Pe* 17 12 42.8453326464 -52 11 47.912096364   14.25 13.06 12.77   CEMP 6 0
59 UCAC2 1423411 Pe* 17 22 57.4043041968 -71 23 00.029012640   13.813 12.925 12.73 11.83 ~ 15 0
60 UCAC4 120-147487 Pe* 17 25 56.8097568576 -66 03 39.665527560   13.51 12.72 12.66   ~ 6 0
61 UCAC4 193-172653 Pe* 17 27 38.8666694112 -51 33 29.827278144   13.44 12.60 12.37   ~ 5 0
62 UCAC4 078-043871 Pe* 17 28 59.2935880224 -74 27 53.324312940   13.94 13.07 12.97   ~ 6 0
63 UCAC4 194-166570 Pe* 17 33 42.8518599624 -51 21 55.134642276   13.34 12.49 12.32   ~ 4 0
64 CD-60 6745 sg* 17 40 06.8043200232 -61 02 12.857949168   11.093 10.248     G0Ia 21 0
65 UCAC2 8654394 Pe* 17 43 51.1389578904 -53 59 33.356884236   12.858 12.023 11.83 11.00 ~ 14 0
66 * mu.01 Her ** 17 46 27.5472960785 +27 43 14.560978925 4.56 4.17 3.42 2.89 2.51 G5IV 719 0
67 UCAC2 13007354 Pe* 18 02 42.2736456576 -44 04 42.648519648   13.851 12.621 12.30 11.26 CEMP 19 0
68 UCAC4 203-173073 Pe* 18 12 10.4591393784 -49 34 49.390479732   13.76 12.63 12.34   CEMP 6 0
69 UCAC4 278-198446 Pe* 18 28 50.8713610368 -34 34 20.442331596   13.78 12.74 12.55   ~ 5 0
70 UCAC4 225-172194 Pe* 18 29 41.2285825680 -45 04 00.134599404   13.70 12.85 12.76   CEMP 6 0
71 UCAC4 128-171197 Pe* 18 36 23.1865551768 -64 28 12.466785108   13.25 12.51 12.36   ~ 9 0
72 TYC 9299-73-1 Pe* 18 36 36.1439913048 -71 36 59.817887748   11.926 10.875     ~ 10 0
73 HD 175305 RG* 18 47 06.4416868934 +74 43 31.451436187 8.07 7.93 7.18 6.52 6.03 G5III 239 0
74 HD 175955 RG* 18 55 33.3263357328 +47 26 26.786309568   8.18 7.02     K0 38 0
75 UCAC4 086-060198 Pe* 18 56 27.7533885504 -72 51 33.077357136   13.73 12.73 12.47   ~ 8 0
76 UCAC4 207-173444 Pe* 19 01 49.5171961728 -48 44 35.959384320   13.38 12.50 12.36   ~ 7 0
77 TYC 8764-1992-1 Pe* 19 16 18.2200707336 -55 44 45.396079728   12.643 11.447     CEMP 20 0
78 UCAC2 13872617 Pe* 19 17 24.0305383656 -42 11 23.997331392   13.764 12.850 12.71 11.69 ~ 8 0
79 UCAC4 118-148434 Pe* 19 17 33.1092002688 -66 28 54.463298088   14.19 13.10 12.79   ~ 5 0
80 UCAC4 118-148541 Pe* 19 20 20.6995328280 -66 27 20.306780892   13.75 12.76 12.49   CEMP 7 0
81 TYC 7943-1023-1 Pe* 19 21 50.7749582376 -44 52 54.462049248   12.622 11.402     CEMP 11 0
82 TYC 8773-230-1 Pe* 19 23 25.1843675280 -58 33 41.047906320   12.759 11.829     CEMP 15 0
83 UCAC2 5977500 Pe* 19 32 48.5823935664 -59 08 02.029636356   14.298 12.753 12.55 11.23 ~ 11 0
84 UCAC2 6703127 Pe* 19 34 54.9730514808 -57 51 39.965760144   14.554 13.131 12.69 11.57 ~ 9 0
85 * 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
86 * 16 Cyg B PM* 19 41 51.9726777456 +50 31 03.089030916 7.07 6.86 6.20 5.76 5.42 G3V 949 1
87 UCAC2 8419818 Pe* 19 49 40.2618024072 -54 24 11.350436184   13.705 12.75 12.42 11.45 ~ 10 0
88 UCAC2 5726991 Pe* 19 53 49.7804195664 -59 40 00.163242192   13.592 12.620   11.48 KIIvw 54 0
89 * bet Aql PM* 19 55 18.7928429719 +06 24 24.351242346 5.040 4.560 3.710 3.05 2.56 G8IV 578 0
90 UCAC2 21432948 Pe* 19 59 45.5784925848 -25 49 07.593512016   13.346 12.212 12.01 10.92 ~ 8 0
91 HD 190360 PM* 20 03 37.4050868074 +29 53 48.492435887   6.44   5.2   G7IV-V 490 1
92 UCAC2 17391823 Pe* 20 09 33.9473949192 -34 10 27.350325408   12.67 11.769 11.52 10.21 ~ 12 0
93 UCAC2 7179982 Pe* 20 14 46.0850789208 -56 35 30.061735116   13.343 12.196 12.03 11.09 CEMP 10 0
94 UCAC4 425-121652 SB* 20 16 53.5752887040 -05 03 59.314496112   13.77   12.51   ~ 6 0
95 CD-25 14822 Pe* 20 30 33.3923903040 -25 19 50.247031440   11.679 10.415     CEMP 10 0
96 BPS CS 30336-0121 Pe* 20 31 35.3103516648 -31 27 31.959798552   14.364 13.571 13.49   ~ 15 0
97 TYC 6921-896-1 Pe* 20 44 55.8565728384 -22 50 59.830521108   12.510 11.242 10.43 9.964 CEMP 10 0
98 UCAC2 9853078 Pe* 20 49 27.6581602104 -51 24 44.055218304   12.659 11.55 11.23 10.34 ~ 13 0
99 UCAC2 4695246 Pe* 20 51 49.7289997320 -61 58 00.927831252   12.98 12.31 12.19 11.61 ~ 9 0
100 TYC 5179-42-1 Pe* 20 54 23.4713454696 -00 33 09.692316936   13.044 11.650     CEMP 12 0
101 HD 358059 Pe* 20 56 09.1348060632 -13 31 17.690158776   11.016 10.192     G0 74 0
102 UCAC4 184-213072 Pe* 21 02 37.5297474264 -53 16 13.210124124       12.66   ~ 5 0
103 HD 200654 Pe* 21 06 34.7513254468 -49 57 50.280288000   9.74 9.1     CEMP 118 0
104 UCAC2 2203606 Pe* 21 06 42.9488737416 -68 28 26.703682860   13.499 12.799 12.74 11.91 CEMP 18 0
105 HD 358246 Pe* 21 09 18.2497595112 -13 10 06.201527160   11.564 10.705     CEMP 16 0
106 2MASS J21095804-0945400 Pe* 21 09 58.0486813872 -09 45 39.988011636   14.495 13.202 12.66 11.638 CEMP 17 0
107 HD 201891 Pe* 21 11 59.0321495469 +17 43 39.890919730 7.74 7.88 7.37 6.91 6.59 G5V_Fe-2.5 409 0
108 TYC 8801-161-1 Pe* 21 14 13.5027668856 -57 26 36.284002368   11.349 10.546 10.35 9.58 CEMP-no 10 0
109 DENIS J211525.5-150330 Pe* 21 15 25.5129528744 -15 03 30.986562096   13.07   12.16 11.575 CEMP 14 0
110 V* AC Aqr LP* 21 16 21.8575776576 -02 13 41.983196124   11.601 10.247     F8 20 0
111 TYC 8423-827-1 Pe* 21 22 45.9185005416 -46 41 03.114416148   12.74 12.18     ~ 18 0
112 UCAC2 23270810 Pe* 21 26 25.2587621400 -21 44 24.282901068   13.254 12.115 11.91 10.80 CEMP 10 0
113 2MASS J21291592-4236219 Pe* 21 29 15.9278158872 -42 36 21.908234988   13.946 12.964   11.864 ~ 15 0
114 UCAC4 403-135428 Pe* 21 37 08.0861703360 -09 27 34.614506592   14.505 13.264 12.943   CEMP 16 0
115 HD 207785 Pe* 21 51 35.9489467320 -05 43 39.728427564   10.902 9.973     Fwp 18 0
116 * 15 Peg PM* 21 52 29.9168018496 +28 47 36.750679764 5.82 5.95 5.53     F2V 250 0
117 UCAC4 390-136422 RG* 21 56 36.0801158764 -12 02 42.327392240   13.685 12.755 12.502   ~ 11 0
118 UCAC4 391-132278 RG* 21 59 08.8742962065 -11 59 07.838141868   13.090 12.018 11.811   ~ 13 0
119 UCAC4 392-127803 RG* 22 01 33.6919866342 -11 41 24.499238837   13.656 12.607 12.466   ~ 15 0
120 UCAC4 405-133684 RG* 22 01 39.4468358760 -09 09 22.678862220   12.874 11.737 11.506   ~ 15 0
121 UCAC4 391-132373 RG* 22 01 55.0615646611 -11 53 02.137451370   12.747 11.735 11.564   ~ 13 0
122 HE 2159-0551 Pe* 22 02 16.3602355800 -05 36 48.534816816   13.3       CEMP-mp 18 0
123 TYC 5805-1216-1 * 22 02 18.4846703832 -11 39 14.332567392   12.564 11.374     ~ 14 0
124 UCAC2 26584082 HB* 22 03 36.8441529000 -14 49 36.495026796   13.010 11.994 11.79 10.95 ~ 15 0
125 TYC 5808-534-1 RG* 22 03 52.2874084200 -14 57 03.782863764   12.20 11.39     ~ 10 0
126 TYC 5802-914-1 RG* 22 05 21.1406119920 -08 48 00.194190984   12.998 11.986     ~ 19 0
127 TYC 5802-664-1 HB* 22 05 25.4888136360 -08 54 43.643856348   12.192 11.182     ~ 16 0
128 UCAC4 407-136519 RG* 22 05 51.4840922328 -08 40 02.713234152   13.711 12.697 12.522 11.583 ~ 25 0
129 HD 209834 RG* 22 06 20.7349394760 -08 09 07.739694900   11.173 10.079     G8/K1 21 0
130 UCAC2 26584271 RG* 22 07 17.4799678392 -14 55 52.317514056   13.070 12.068 11.88 11.00 ~ 20 0
131 TYC 5808-1684-1 RG* 22 07 27.7068542664 -14 40 39.144091476   12.410 11.305     ~ 16 0
132 UCAC2 26131532 RG* 22 07 29.5896106368 -15 30 43.823043360   13.125 12.23 12.05 11.23 ~ 18 0
133 UCAC4 396-133315 * 22 07 46.0862005872 -10 55 49.188863424   13.713 12.788 12.616 11.744 ~ 19 0
134 TYC 5806-1496-1 RG* 22 07 47.2899539496 -10 59 40.462515636   12.295 11.180     ~ 18 0
135 BD-16 6028 RG* 22 07 56.0589713952 -15 35 08.107420920   12.054 10.936     ~ 18 0
136 TYC 5803-1676-1 HB* 22 08 36.2390865936 -09 48 55.308356496   12.41 10.96     ~ 12 0
137 TYC 5230-906-1 RG* 22 08 58.5064960656 -06 08 20.481598464   11.960 10.903     ~ 19 0
138 TYC 5803-1805-1 * 22 09 11.7909115032 -09 44 32.842847940   11.97 11.34     ~ 13 0
139 HD 210276 HB* 22 09 24.1705448472 -06 10 47.074722384   10.692 9.609     K0III 19 0
140 UCAC4 419-145914 RG* 22 09 28.8472536816 -06 17 51.411217992   12.809 11.779 11.544   ~ 16 0
141 UCAC4 396-133401 * 22 09 45.0534511597 -10 51 02.993942656   14.104 12.816 12.601   ~ 11 0
142 HD 210409 * 22 10 21.9447590640 -09 23 15.894287700   9.090 8.07     G8/K0III 18 0
143 UCAC4 393-133263 * 22 10 40.6085501240 -11 25 28.342755460   12.803 11.621 11.467   ~ 9 0
144 UCAC4 401-130308 RG* 22 10 53.7308533016 -09 56 59.672344525   13.719 12.703 12.595   ~ 14 0
145 UCAC4 401-130355 RG* 22 11 45.5864733912 -09 57 43.300107252   12.852 11.888 11.792   ~ 12 0
146 UCAC2 29382822 RG* 22 12 27.2873419296 -07 19 01.145993556   13.418 12.167 11.93 10.88 ~ 18 0
147 UCAC4 416-149799 RG* 22 13 05.8087960790 -06 58 57.510218216   13.890 12.665 12.485   ~ 12 0
148 UCAC2 29756867 HB* 22 15 30.4352344440 -06 17 29.122326924   12.685 11.737 11.66 10.70 ~ 17 0
149 UCAC4 464-129364 Pe* 22 16 35.9639920032 +02 46 16.993943220   13.57 12.77 12.57   CEMP-no 19 0
150 UCAC4 368-189401 * 22 17 27.2348201941 -16 33 03.717331017   13.295 12.267 12.103   ~ 7 0
151 UCAC2 27015460 * 22 17 44.0584053600 -13 38 28.537208484   12.920 11.964 11.80 10.91 ~ 12 0
152 TYC 5810-1419-1 * 22 17 52.6773020568 -13 44 26.809985328   12.15 11.02     ~ 9 0
153 UCAC4 386-151173 Pe* 22 18 50.3826161790 -12 57 58.779147231   12.811 11.614 11.335   ~ 6 0
154 TYC 5810-181-1 RG* 22 19 52.1647281240 -12 34 59.323832364   12.19 11.28     ~ 12 0
155 UCAC2 27402020 * 22 20 46.3497325248 -12 45 07.428720024   12.751 11.724 11.53 10.64 ~ 12 0
156 UCAC4 379-164888 RG* 22 23 50.0173267440 -14 22 41.689200108   13.929 12.787 12.468   ~ 13 0
157 HD 212370 RG* 22 23 56.7610276224 -14 28 41.542724388   10.82 9.77     K0/1III 22 0
158 UCAC4 378-173619 HB* 22 24 34.2310225032 -14 30 03.295760940   12.581 11.347 11.084   ~ 12 0
159 HD 212520 * 22 25 05.0612984664 -13 41 41.426047968   10.74 9.63     G8/K0III 9 0
160 TYC 5810-1267-1 * 22 25 40.7045579016 -14 31 27.643084608   11.49 10.58     ~ 12 0
161 BD-08 5880 RG* 22 29 17.5570685184 -08 06 28.628705160   11.296 10.246     ~ 16 0
162 TYC 5232-52-1 HB* 22 29 29.6982340512 -07 13 34.723399368   12.165 11.104 10.23 10.054 ~ 20 0
163 TYC 5239-304-1 RG* 22 34 20.6838510840 -05 20 34.810371780   12.668 11.609     ~ 17 0
164 BD-06 6020 RG* 22 34 27.7110034776 -05 22 50.096770140   11.884 10.768 9.86   ~ 20 0
165 TYC 5239-714-1 RG* 22 34 48.0065148864 -05 16 21.358419024   11.94 11.23     ~ 12 0
166 TYC 5239-1296-1 * 22 35 41.6985076296 -05 43 25.004313120   11.921 10.852     ~ 13 0
167 UCAC4 422-136413 RG* 22 36 29.4471219408 -05 40 12.264654180       12.059   ~ 13 0
168 HD 214403 HB* 22 37 54.1284186096 -06 04 25.624862760   10.63 9.46     K0/1(III) 14 0
169 UCAC2 26361369 RG* 22 39 03.9550690920 -15 00 41.986828692   13.833 12.663 12.56 11.49 ~ 19 0
170 BD-15 6255 RG* 22 39 12.9067078152 -15 02 19.580454024   11.073 10.065     ~ 17 0
171 UCAC2 7426974 Pe* 22 44 47.0166923304 -56 17 53.954845584   14.038 12.58 12.29 11.04 CEMP 8 0
172 TYC 6964-83-1 Pe* 22 49 27.5692134888 -22 38 28.941522324   12.999 12.001     ~ 11 0
173 CD-23 17654 SB* 22 53 19.8548690352 -22 48 55.502522964   12.347 11.165     CEMP 11 0
174 BD-16 6190 Pe* 22 59 58.8510661368 -15 54 18.229739796   11.841 10.873     ~ 8 0
175 TYC 9338-874-1 Pe* 23 02 22.8947875320 -68 33 23.350630572   12.276 11.592     ~ 17 0
176 TYC 8011-346-1 Pe* 23 04 49.1331921240 -42 43 47.970356880   13.39 12.25     ~ 12 0
177 HE 2310-4523 Pe* 23 13 00.0416103048 -45 07 06.565285596   12.120 11.207 10.55   CEMP-mp 24 0
178 BD-02 5957 Pe* 23 26 52.5880629288 -01 59 24.689307444   12.61 11.38     CEMP 15 0
179 TYC 5251-615-1 Pe* 23 31 07.1659017456 -02 23 30.140808000   12.606 11.545     CEMP 9 0
180 UCAC4 170-210771 Pe* 23 36 22.0259542968 -56 07 49.766385252   14.133   12.644   CEMP 16 0

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