Automated Classification of ELODIE Stellar Spectral Library Using ...

arXiv:0804.2742v1 [astro-ph] 17 Apr 2008

Bull. Astr. Soc. India (0000) 00, 000–000

Automated Classification of ELODIE Stellar Spectral Library Using Probabilistic Artificial Neural Networks Bazarghan Mahdi∗ Inter University Center for Astronomy & Astrophysics, Post Bag 4, Ganeshkhind, Pune-411007, India 2008 April 18

Abstract. A Probabilistic Neural Network model has been used for automated classification of ELODIE stellar spectral library consisting of about 2000 spectra into 158 known spectro-luminosity classes. The full spectra with 561 flux bins and a PCA reduced set of 57, 26 and 16 components have been used for the training and test sessions. The results shows a spectral type classification accuracy of 3.2 sub-spectral type and luminosity class accuracy of 2.7 for the full spectra and an accuracy of 3.1 and 2.6 respectively with the PCA set. This technique will be useful for future upcoming large data bases and their rapid classification. Keywords : Probabilistic Neural Network (PNN), Stellar Spectra, Principal Component Analysis.

1.

Introduction

In recent years, Artificial Neural Networks (ANNs) have become very useful tool for classification type applications (in particular the stellar spectral classification) in astronomy. Some of the pioneering efforts of application of ANNs to stellar spectral classifications are: Gulati et al. (1994a, 1994b), Gulati et al. (1995), Von Hippel et al. (1994), Weaver et al. (1995), Singh et al. (1998, 2003), Gupta et al. (2004), and several other groups. All these applications have used ANNs in various forms based on supervised methods where, the computer is trained with certain known classes of spectra and then at the post-training stage, the test set of spectra are input to the program for ∗ e-mail:[email protected]

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a quick classification. The use of Principal Component Analysis (PCA) greatly reduces the complexity of the training matrix to a manageable dimension. Most of the previous attempts for automatic classification of stellar spectra were done using backpropagation algorithm but in this work probabilistic neural network Specht D. F., (1990) is presented, which offers some advantages over the backpropagation technique like: fast training process, no local minima issues, guaranteed to converge to an optimal classifier as the size of representative training set increases, though it suffers from some disadvantages like large memory and more representative training set requirements. The section §2 discusses the input data format; section §3 outlines the PNN technique; section §4 discusses the PCA method; section §5 gives the performance and results and finally the section §6 gives the conclusions of this study.

2.

THE INPUT DATA

The Jacoby et al. (1984) (hereafter referred as JHC library) was used as sample spectra for training of the neural network. This library covers the wavelength range 3510-7427 ˚ A for various O to M type star which contains 161 spectra of individual stars and 158 spectra were selected from this library as a set of learning patterns to neural networks. The ELODIE.3 stellar library, Prugniel & Soubiran (2001, 2004) was used as a set of testing patterns to neural network for classification. This library covers the wavelength range of 4000 to 6800 ˚ A and contains 1962 spectra of which 1959 spectra are selected for the classification. The library is given at two resolutions high and medium of which the medium resolution is selected. The spectral resolution of JHC is 4.5 ˚ A with one flux value per 1.4 ˚ A and the ELODIE has a resolution of 0.55 ˚ A with each flux value at 0.2 ˚ A . Both these libraries were brought to a common platform of spectral resolution of 4.5 ˚ A and sampling fluxes every 5 ˚ A steps (a total of 561 bins) and a wavelength range of 4000-6800 ˚ A . This was achieved by using appropriate convolution and spline fitting routines. Both the libraries were also normalized to unity to take care of difference in flux calibration process of two libraries.

3.

PROBABILISTIC NEURAL NETWORKS

The Probabilistic Neural Network was introduced by Specht D. F., (1990). This technique can be used for the classification problem and estimation of class membership Specht D. F., (1994). This network is a supervised neural network and its development relies on Parzen windows classifier and is the direct continuation of the work of Bayes classifiers Specht D. F., (1990), Parzen E. (1962). The Parzen windows method is a non-parametric procedure that synthesizes an estimation of a probability density function (pdf) by superposition of a number of windows. The PNN learns to approximate the pdf of the training samples. In first step the distance between input vector and the training input vectors will be

ELODIE classification using ANN

3

Figure 1. Schematic of a typical Probabilistic Neural Network

evaluated and then a vector will be produced from which the similarity and closeness of the input to training input will be known. In the next stage the summation of these contributions for each class of inputs will take place in order to produce a vector of probabilities as its net output, and then the maximum of these probabilities will be selected and will be available at the output. The architecture of a PNN illustrated in Figure 1 with four layers: the input layer, the pattern layer, the summation layer and the output layer. An input vector X = (x1 , x2 , ..., xn ) ∈ Rn , is given to the input neurons and then passed to the pattern layer, the neurons of which grouped and each group will be dedicated to one class (or here to one spectra of the training set). The output of the ith pattern neuron of K th group in the pattern layer will be in the form,   1 k X − Xk,i k2 Pk,i (X) = , (1) exp − 2σ 2 (2πσ 2 )n/2 where XK,i ∈ Rn is center of the kernel, σ known as the spread or smoothing parameter. Then the summation layer of the network, which computes the approximation of the conditional class probability function given as: Sk (X) =

Nk X

ωk,i Pk,i (X),

k ∈ {i, ...., K},

(2)

i=1

where Nk is the number of neurons PNk of class k, which in our case Nk will be 561. ωki are positive coefficients satisfying i=1 ωki = 1. Then finally at the output layer we will have: C(X) = arg max (Sk ). 1≤k≤K

(3)

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As seen in the Figure 1, the pattern layer is fully connected to the input layer, with one neuron for each pattern in the training set. The weight values of the neurons in this layer are set equal to the different training patterns. The summation is carried out by the summation layer neurons. The weights on the connections to the summation layer are fixed at unity so that the summation layer simply adds the outputs from the pattern layer neurons. The output layer neuron produces a binary output value corresponding to the largest pdf, this indicates the best classification for the pattern.

4.

PRINCIPAL COMPONENT ANALYSIS

Principal Component Analysis (PCA) is widely used in signal processing, statistics and neural computing. The main idea in using PCA is to extract the components which gives maximum amount of variance. A 1959 × 561 matrix, which is input data size with 1959 row as the number of spectra to be classified and 561 is the size of each spectra. With the help of PCA first tried to reduce the size of input vectors to simplify the network. The PCA transforms input vector with highly correlated dimension of 561 variables by orthogonal transformation to lower number of uncorrelated variables which are called principal components. The resulting principal components comes in an ordered manner such that the first principal component has the largest variation and it will be in reducing order to the next and subsequent principal components, and it eliminates the variables with lowest variation in the whole spectra. This technique is applied to both the training and test data sets and the best performance obtained with 26 principal components as shown in the Table 1. Table 1. Network performance for PNN with PCA and Full Set

Number 1 2 3 4

Principal Component 57 26 16 Full spectra (No PCA)

r1 0.924177 0.92483 0.92440 0.92384

s2 452.3178 448.4866 450.2248 454.6563

1 correlation coefficient, 2 standard deviation

5. 5.1

PERFORMANCE AND RESULT

Spectral class coding

The performance of the ANN is judged by a quantitative correlation analysis. The spectro-luminosity classes which are usually in an alpha-numeric fashion, had to be

5

ELODIE classification using ANN

converted into a numeric code number (Gulati et al. 1994a) which is unique to each spectro-luminosity class and is given as follows:

CodeN umber = 1000.0 × A1 + 100.0 × A2 + (1.5 + 2 × A3)

(4)

where A1 represents the spectral type of the star (ranging from O to M which is numbered as 1 to 7); A2 is the sub-spectral type of the star (with codes ranging from 0.0 to 9.5); and A3 is represents the luminosity class of the stars (ranging from I to V classes which is coded into numbers ranging from 0 to 4). For example consider alpha-numeric spectroluminosity class F3II which will be coded as 4303.5 and K9.5V will be coded as 6959.5.

Table 2. LIST OF SPECTRA APPEARING IN FIGURE 4

5.2

Panel

Jacoby Spectra

a b c d e f g h i j k l m n o p

HD 10032 SAO 87716 SAO 87716 HD 23733 TR A14 HD 26514 HD 12842 SAO 21536 BD 58 ◦ 0204 BD 00 ◦ 3227 SAO 21536 SAO 21536 HD 56030 SAO 21536 SAO 21536 HD 107399

Jacoby Spectral Class 4009.5 3301.5 3301.5 3909.5 5409.5 5605.5 4301.5 4401.5 4201.5 4503.5 4401.5 4401.5 4605.5 4401.5 4401.5 4909.5

ELODIE Spectra HD HD HD HD HD HD HD HD HD HD HD HD HD HD HD HD

338529 190864 000108 172488 017378 216131 049330 172488 225160 172488 018409 192639 016429 015558 015629 184499

ELODIE Spectral Class 2509.5 1705.5 1609.5 2059.5 3501.5 7205.5 2009.5 2059.5 1809.5 2059.5 1901.5 1809.5 1955.5 1509.5 1509.5 1009.5

Performance

The performance of the classification is evaluated by correlation analysis. The list of 1959 ELODIE.3 spectra classified by different networks with different number of principal components was correlated with respect to the catalog classification given in ELODIE at the web site:

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Figure 2. ELODIE library classification using PNN with PCA before rejection

http://www-obs.univ-lyon1.fr/∼prugniel/soubiran/v3/table meas.dat Table 1 shows the network performance estimated from the linear correlation coefficient, r, and the standard deviation, s, of the network and catalog classification. The best performance is for the network with 26 Principal Components (PCs) with lowest standard deviation and largest correlation coefficient.

5.3

Result

The Neural Network with PNN technique is used to obtain the results given in Table 1. The result of the classification is in the form, such that, for each spectra of ELODIE library (test set for ANN), there is a corresponding spectra from JHC library (training set for ANN) which is its respective spectro-luminosity class. This result is given in Table 7 where the name of the star, their spectral and luminosity class given by ANN and Catalog (the web site given at §5.2) are presented. The result of the classification of PNN with

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ELODIE classification using ANN

Table 3. LIST OF SPECTRA REJECTED IN PNN WITH PCA

Spectra Name HD002796 HD014374 HD014626 HD017925 HD019445 HD034078 HD034078 HD038237 HD043823 HD045674 HD048279 HD099649 HD099649 HD154543 HD163346 HD184499 HD205811 HD216131 HD218502 HD338529 HD039681 BD+362165 HD000108 HD000108 HD001835 HD008992 HD013267 HD013268 HD014947 HD015558 HD015570 HD015629 HD016429 HD016429 HD016429 HD017145 HD017378 HD018409 HD024496 HD034078

Catalog Class 4109.5 5009.5 6009.5 6109.5 3409.5 1959.5 1959.5 3309.5 4209.5 4009.5 1809.5 5509.5 5509.5 6209.5 3309.5 1009.5 4209.5 7205.5 4309.5 2509.5 2909.5 5009.5 1609.5 1609.5 5309.5 4601.5 2501.5 1809.5 1609.5 1509.5 1409.5 1509.5 1955.5 1955.5 1955.5 2801.5 3501.5 1901.5 5009.5 1959.5

ANN Class

Error

5309.5 6009.5 7009.5 5001.5 4509.5 3301.5 3301.5 4601.5 5409.5 5409.5 2805.5 4009.5 4009.5 7305.5 4503.5 4909.5 3109.5 5301.5 2101.5 4009.5 3909.5 4007.5 2701.5 3301.5 7303.5 5909.5 4201.5 2801.5 3909.5 4401.5 4605.5 4401.5 4605.5 4605.5 4605.5 5309.5 5409.5 4401.5 6009.5 3301.5

-1200 -1000 -1000 1108 -1100 -1342 -1342 -1292 -1200 -1400 -996 1500 1500 -1096 -1194 -3900 1100 1904 2208 -1500 -1000 1002 -1092 -1692 -1994 -1308 -1700 -992 -2300 -2892 -3196 -2892 -2650 -2650 -2650 -2508 -1908 -2500 -1000 -1342

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Table 4. Table 3(Contd.)

Spectra Name HD034078 HD049330 HD053003 HD054908 HD057838 HD089010 HD096094 HD110184 HD157857 HD159307 HD161370 HD166734 HD170739 HD172171 HD172488 HD172488 HD172488 HD174512 HD178359 HD182736 HD182736 HD186980 HD190864 HD192639 HD195592 HD199579 HD202124 HD206165 HD210839 HD213470 HD216131 HD216572 HD217086 HD223385 HD225160 HD225160

Catalog Class 1959.5 2009.5 5001.5 3009.5 6209.5 5207.5 5009.5 5509.5 1709.5 4809.5 3009.5 1809.5 2809.5 6105.5 2059.5 2059.5 2059.5 2809.5 4507.5 5009.5 5009.5 1759.5 1705.5 1809.5 1951.5 1609.5 1951.5 2201.5 1609.5 3301.5 7205.5 3009.5 1709.5 3301.5 1809.5 1809.5

ANN Class

Error

3301.5 4301.5 6009.5 4009.5 5101.5 7509.5 3805.5 6705.5 2701.5 3809.5 4009.5 5001.5 4009.5 7505.5 3909.5 4401.5 4503.5 4503.5 5803.5 6009.5 6009.5 2801.5 3301.5 4401.5 4809.5 2701.5 4301.5 3301.5 3301.5 4309.5 5605.5 4709.5 4605.5 4709.5 3301.5 4201.5

-1342 -2292 -1008 -1000 1108 -2302 1204 -1196 -992 1000 -1000 -3192 -1200 -1400 -1850 -2342 -2444 -1694 -1296 -1000 -1000 -1042 -1596 -2592 -2858 -1092 -2350 -1100 -1692 -1008 1600 -1700 -2896 -1408 -1492 -2392

ELODIE classification using ANN

9

Figure 3. ELODIE library classification using PNN with PCA before rejection

26 PCs is presented in a 3D scatter plot format in Figure 2. This figure also shows the number of spectra available at each spectral type and luminosity class. Figure 3 is another 3D picture of classification errors in spectral type and luminosity class shown on the horizontal axis. Some of the misclassified spectra with large classification errors are presented in Figure 4 where, 16 panel shows 16 misclassifications according to the ANN result. The spectra in dotted lines represent those from the learning library (JHC) and the spectra in solid lines are the corresponding ones from the test library (ELODIE). Table 2 describes the details of Figure 4 with the names of the spectra plotted in each panel and their coded spectral class. These plots contribute to the largest classification errors (i.e. high difference between ELODIE class in Catalog and class obtained by ANN). But the plots does not support this and shows good match of these pairs of spectra. So, the classes obtained by ANN could be the correct class of those spectra. The result of ANN produced in two schemes:

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Bazarghan Mahdi

1

0.5 a

e

i

m

b

f

j

n

c

g

k

o

d

h

l

p

0 1

0.5

0 1

0.5

0 1

0.5

0 4000

6000

4000

6000

4000

6000

4000

Figure 4. Plots of Jacoby library vs. ELODIE library listed in table 2.

6000

ELODIE classification using ANN

11

Figure 5. 3-D Scatter diagram of ELODIE library classification using PNN with PCA after rejection

(1) With PCA: In this scheme first, PCA reduction technique is applied to reduce the size of spectra from 561 to 26 PCs and then PNN is used for automatic classification. As seen from the scatter plot in Figure 2, there are some spectra which are outliers and contribute to the large errors in the classification result; these spectra are rejected and their list is given in Table 3. This table gives the name of rejected spectra, their class given by catalog and that of obtained from ANN and the corresponding error. The accuracy of the classification is evaluated separately for the Spectral Type (ST) and Luminosity Class (LC) before and after rejection of the spectra listed in Table 3 from the result of classification of PNN with PCA, and the summary of this is given in Table 4.

After rejecting the spectra listed in Table 3, the 3D scatter plot is shown in Figure 5.

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Table 5. ACCURACY OF CLASSIFICATION FOR PNN WITH PCA

Accuracy before rejection 4.4 ST 2.7 LC

Accuracy after rejection 3.1 ST 2.6 LC

(2) Without PCA: In this scheme the PNN is applied to whole spectra of size 561 flux bins. The list of spectra rejected in this scheme is same as in the Table 3, in addition with the spectra listed in Table 5.

Table 6. LIST OF REJECTED SPECTRA FOR PNN WITHOUT PCA

Spectra Name HD016429 HD110184 HD166734 HD172488 HD199579 HD216131

Catalog Class 1955.5 5509.5 1809.5 2059.5 1609.5 7205.5

ANN Class

Error

4309.5 6603.5 5101.5 4307.5 3001.5 5705.5

-2354 -1094 -3292 -2248 -1392 1500

The accuracy of the classification for ST and LC before and after rejection given in the Table 6.

Table 7. ACCURACY OF CLASSIFICATION FOR PNN WITHOUT PCA

Accuracy before rejection 4.5 ST 2.8 LC

6.

Accuracy after rejection 3.2 ST 2.7 LC

CONCLUSION

The classification of ELODIE on the basis of JHC, then comparing the result of ANN classification with catalog classes and scanning for the spectra contributing to higher error and plotting them, shows that though the spectral class given in catalog is different than that of given by ANN for these plots, but Figure 4 show that they are of same

ELODIE classification using ANN

13

spectro-luminosity class and it supports ANN classification result. So by considering these corrections for misclassification the standard deviation values given in Table 1 will be much lower and also the classification accuracy will improve. The whole set of ELODIE library is classified with JHC library as reference to the spectral type accuracy of 3.2 sub spectral type and luminosity class accuracy of 2.7 for full spectra and spectral type accuracy of 3.1 sub spectral types and luminosity class accuracy of 2.6 for PNN with 26 PCs. The classification of all of the ELODIE test spectra was done in few seconds, so classification of very large spectral libraries can be done in considerably short time using this technique in future.

Acknowledgment The author wishes to thank IUCAA for providing the computational facilities for this work, and Ranjan Gupta for his fruitful discussion.

References Gulati, R. K.; Gupta, R.; Khobragade, S. 1994a, ApJ, 426, 340. Gulati, R. K.; Gupta, R.; Khobragade, S. 1994b, Vistas in Astronomy, 38, 293. Gulati, R. K.; Gupta, R.; Khobragade, S. 1995, Astronomica Data Analysis Software and Systems IV, ASP Conference Series, 77, R. A. Shaw, H.E. Payne,and J.J.E. Hayes, eds. p.253 Gupta, Ranjan; Singh, Harinder P.; Volk, K.; Kwok, S. 2004, ApJS, 152 Issues 2, 201. Jacoby, G. H.; Hunter, D. A.; Christian, C. A. 1984, ApJS, 56, 257. Parzen E. 1962, Annals of Mathematical Statistics, 3, 1065. Prugniel Philippe, Caroline Soubiran. 2001, A&A, 369, 1048. Prugniel Philippe, Caroline Soubiran. 2004, astro-ph/0409214 v2. Singh, Harinder P.; Gulati, Ravi K.; Gupta, Ranjan. 1998, MNRAS, 295, 312. Singh, Harinder P.; Gupta, Ranjan. 2003, Large Telescopes and Virtual Observatory: Visions for the Future, 25th meeting of the IAU, Joint Discussion 8. Specht D. F., 1990, Neural Networks, 1(3), 109. Specht D. F.; H. Romsdahl. 1994, In Proceedings of the IEEE International Conference on Neural Networks, 2, 1203. Von Hipple, T.; Storrie-Lombardi,L. J.; Storrie-Lombardi,M. C.; Irwin,M. J. 1994, MNRAS, 269, 97. Weaver, Wm. Bruce; Torres-Dodgen, Ana V. 1995, ApJ, 446, 300.

Table 7: ELODIE Classification using PNN STAR NAME

ANN CLASS

CATALOG CLASS∗

HD000245 HD000358 HD000400 HD000693 HD001227 HD001835 HD002665 HD002665 HD002796 HD003268 HD003546 HD003567 HD003628 HD003712 HD003712 HD004306 HD004306 HD004307 HD004395 HD004614 HD005234 HD005395 HD005448 HD005516 HD005600 HD005916 HD005916 HD006582 HD006582 HD006755 HD006833 HD006920 HD008724 HD009562 HD009562 HD009927 HD009927 HD010145 HD010307 HD010380 HD010476 HD010700 HD010780 HD012235 HD012235 HD012235 HD013530

F9V B8III F7V F4V G7III G5IV G4V G4V G3V F7V G6III F6III G2V K0I K0I G4V G4V G3V G4V F9V K2III G7III A6V G8III F3V G6III G6III G4V G4V G4V K0I G0III G6III F8III F5II K3III K3III G7V F9V K3III G6III K0V G6III F9V F9V G2IV G7III

G2V B8IVmnp.. F8IV F5V G8II-III G3V G5III G5III Fw F7V G5III F5V G2V K0II-III K0II-III G0 G0 G2V G5 G0V K2III G8III-IV A5V G8III-IV F8 G8III-IV G8III-IV G5Vp G5Vp F8V G8III F8V G5 G2IV G2IV K3III K3III G5V G2V K3III K1V G8V K0V G2IV G2IV G2IV G8III:var

1

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD013612 HD013612 HD013783 HD013974 HD013974 HD014128 HD014128 HD014214 HD014214 HD014214 HD014214 HD014374 HD014625 HD014626 HD014690 HD014690 HD014690 HD014690 HD015596 HD015596 HD015596 HD016458 HD016765 HD016765 HD016765 HD017382 HD017925 HD018768 HD018995 HD019019 HD019304 HD019308 HD019373 HD019445 HD019476 HD019648 HD019994 HD019994 HD020039 HD020468 HD020512 HD020512 HD022049 HD022211 HD022484 HD022484 HD022556

F7V F7V G3V G2V G3V F0IV F5I G0III G0III F8I G0III K0V G8II M0V F0III F4I A8III F0III G6III G6III G6III K1I F6V F6V F6V G9III G0I G3V A9V F7V F0IV G2V F9V F5V K0III F5II F7V F7V G4V K4III K0V K0V K0III G2V F7V F7V F9V

F8V F8V G8V G0V G0V F0 F0 G0.5IV G0.5IV G0.5IV G0.5IV G0 G8III K0 F0Vn F0Vn F0Vn F0Vn G5III-IV G5III-IV G5III-IV G8p F7IV F7IV F7IV K1V K1V F8 F0 F8 F0 G0 G0V A4p K0III F0 F8V F8V F8 K2II G5 G5 K2V G0 F9V F9V F8

2

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD022879 HD023183 HD023439 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD024040 HD024053 HD024534 HD024534 HD024552 HD025329 HD025457 HD025457 HD025621 HD025621 HD025621 HD026297 HD026462 HD026462 HD026630 HD027022 HD027340 HD027348 HD028005 HD012235 HD028099 HD028343 HD028946 HD029139 HD029310 HD029391 HD029391 HD029574 HD029697 HD030495 HD030562 HD030562 HD030834 HD031293 HD032147 HD033256 HD033256

F7V K0III G6III B5III B4III B5III B5III B5III B4III B4III G2V G7V B1I B1I G2V G9III F6V F6V F6V F6V F6V G8II F3IV F3IV G1I K0V A6V G8III G5IV F9V G7V M0V K0V K5I G2IV A9V A9V K3III K4V G2IV G2IV G2IV K4III B4V K4V F3IV F3IV

F9V G8III K1V B7p B7p B7p B7p B7p B7p B7p G0 G0 O9.5pe O9.5pe G0 K1V F5V F5V F6IV F6IV F6IV G5/G6IVw F4V F4V G0Ib G5III A2 G8III G0 G2IV G8V K7V K0 K5III G1V F0V F0V G8/K0IIIw K3V G3V F8V F8V K3III A0pe K3V F2V F2V

3

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD033313 HD033608 HD033608 HD033751 HD033751 HD034078 HD034078 HD034411 HD035369 HD035620 HD294165 HD036395 HD037160 HD037202 HD037202 HD037742 HD037788 HD037828 HD037958 HD038145 HD038237 HD038270 HD038270 HD038309 HD038529 HD038674 HD038675 HD038769 HD038858 HD039003 HD039118 HD039400 HD039400 HD039587 HD039833 HD039853 HD040573 HD040259 HD040335 HD040372 HD040446 HD040460 HD040460 HD040512 HD040573 HD040616 HD040616

F3V F3V F3V K0III K0III A3I A3I G2V G7III K4III G3V M3III G7III B2.5III B2.5III B3I A8III G8II B8III F0V F6I A1V A1V F4I G6III K5I M1I F3IV G2V K2III G9III K3III K3III G2V G2V K5I B9III F0V A6III A6III A1V K0III K0III F3IV A1V G3V G3V

F8 F5V F5V K0 K0 O9.5Vvar O9.5Vvar G0V G8III K4IIIp F8 M1V G8III-IV B4IIIp B4IIIp O9Iab: F0IV K0 B8 F0 A3 B9... B9... F0III:n G4V K2 K5 F0 G4V K0III G8III+... K2IIvar K2IIvar G0V G0III K3... A0 F0V A0 A5me... A1Vs K1III K1III F5IV A0 G0 G0

4

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD041079 HD041142 HD041143 HD041307 HD041380 HD041433 HD041597 HD041661 HD041712 HD041770 HD042217 HD042250 HD042548 HD042618 HD043318 HD043318 HD043338 HD043358 HD043587 HD043587 HD043587 HD043587 HD043823 HD043856 HD044007 HD044195 HD044285 HD044418 HD044638 HD044770 HD044771 HD044966 HD044985 HD044990 HD045067 HD045067 HD045212 HD045282 HD045282 HD045431 HD045600 HD045674 HD045759 HD045829 HD045910 HD045910 HD046090

K3III A8V G8II G8II K0III G3I G8II F3V F5II F3IV M1I K0V F0IV G3V F3V F3V A9V F5II F9V F9V F9V G2V G4V F6V G9III A8III K3III G7III K2III F0IV G8II F6V G0III K0I F7V F7V K5I G4V G3V F4I F3V G4V F6V K4III B2III B2III G6V

K2 F0 K0 K0 G4III K0 G8III F2 F2 F2 K5 G5 F0 G4V F6V F6V F0 F5IV: G0.5Vb G0.5Vb G0.5Vb G0.5Vb F2 F6V G5IV:w... F0 K2 K0 K0 F5V K0 F5 F8 K1Iab... F8V F8V K2 G0 G0 F0 F5 F0 F8 K0Iab B2:IIIpshe B2:IIIpshe G0

5

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304 HD046454 HD046480 HD046480 HD046558 HD046784 HD047072 HD047309 HD048144 HD048279 HD048279 HD048433 HD048568 HD048596 HD049063 HD049368 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049434 HD049932 HD049933 HD050039 HD050281

F0III A9V A9V A9V F6I A9V F0III F0III A9V A9V F6I F6I F6I F6I K4III G6III G6III A9V M3III A8V G3V K7III B5I B8III K3III F3IV K3III K0I M3III A8III F0III A8III F0III A8III A8III A8III A8III A6III A8III A8III A6III A6III A6III F5II F0V F3IV K4V

F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... ?K0 G8IV-V G8IV-V F0 M0III F0II G0 K5 O8 O8 K1III F2 K0 G5 S... F1V F1V F1V F1V F1V F1V F1V F1V F1V F1V F1V F1V F1V F1V F5 F2V F5 K3V

6

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD050522 HD050554 HD051530 HD055057 HD055057 HD057651 HD057651 HD057749 HD057749 HD058946 HD059688 HD060111 HD060503 HD060803 HD060803 HD061366 HD061421 HD061421 HD061421 HD061421 HD061421 HD061421 HD061421 HD062161 HD062323 HD062437 HD062509 HD062968 HD063108 HD063791 HD064021 HD064090 HD064090 HD064235 HD064235 HD064606 HD064630 HD064649 HD064685 HD064815 HD064937 HD065123 HD065583 HD065604 HD065874 HD066011 HD066573

G1I F9V F7V F0V F0V M4III M4III F0V F0V A9V G2V A9V K2I F9V F9V G8II A9V A9V F5II F5II F5II F0IV F5II F5II F7V A2I G8III G1I F0IV G1I F4I F8III G3V F0IV F3IV K0V A7V K0I F4I G0III M3III F5II K0V K7III G0III F9V G3V

G5III-IV F8 F8Vbwvar F2V F2V K5 K5 F3IV F3IV F0V... G0 F2V K0 G0V G0V G5 F5IV-V F5IV-V F5IV-V F5IV-V F5IV-V F5IV-V F5IV-V F5 F8 F0III K0IIIb F5 F0 G0 F5 sdG2 sdG2 F5IVs F5IVs G8V F0 G5 F2IV F8 K5 F6V G8V K5 G0 G0IV G0

7

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD066776 HD067230 HD003196 HD003196 HD068284 HD068380 HD003229 HD003229 HD070689 HD070923 HD070937 HD070937 HD070958 HD070958 HD071148 HD071155 HD071431 HD071497 HD071515 HD071557 HD071595 HD071955 HD072561 HD072722 HD072760 HD072905 HD072945 HD072945 HD073344 HD073667 HD075318 HD075732 HD076151 HD076151 HD076932 HD077093 HD077093 HD077093 HD078362 HD078362 HD079210 HD081809 HD081809 HD081997 HD081997 HD084021 HD084607

K0III F0V F7V F7V F6V F0IV F3IV F5II K5I G0III F3IV F3IV F3V F3V G2V B9III F9V G5I K2III B6V F0IV K3III G8II K7III G9V G0III F6V F7V F9V G6III G9V G6III G2IV G2IV F5II A8V A9V A9V F0IV F0IV M0V G2V G2V F3IV F3V K4III A9V

G5... F2 F8V... F8V... F8 F5 F5IV F5IV K5 G0 F2V F2V F3V F3V G5V A0V G0 G5 K0 A0 F5 K2 G5III K5 G5 G1.5Vb F8V F8V F8 K1V G5 G8V G3V G3V F7/F8IV/V A9Vn A9Vn A9Vn Am Am M0V G2V G2V F6V F6V K2 F4IV

8

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD084607 HD084937 HD085503 HD086728 HD086986 HD087140 HD087141 HD087141 HD088072 HD088230 HD088725 HD089269 HD089307 HD089507 HD089507 HD089744 HD090361 HD090508 HD094028 HD094672 HD095128 HD095735 HD096833 HD097633 HD098630 HD099329 HD099649 HD099649 HD100470 HD100563 HD100563 HD101177 HD101227 HD102224 HD102870 HD103095 HD104979 HD105755 HD106116 HD106210 HD106516 HD106516 HD106516 HD107705 HD108076 HD108317 HD108678

A9V F0IV K3III G5IV A3V G3V F6V F6V G2V M0V G2V G6V G2V F3IV F3IV F7V A2V F9V F4V F3IV G2V M3III K2III A1V G0III A9V F0V F0V G8II F3V F3V F9V G7V K0I G0III K0V G7III F7V G2IV G7V F5II F5II A8III F7V F9V G3V F0IV

F4IV sdF5 K0III G1V A1V K0 F5V F5V G0 K8V G1V G5 G0V F2 F2 F7V A0 G1V F4V F2III G0V M2V K1III A2V G0 F3IV G5 G5 K0III F5V F5V G0V G0 K0III F8V G8Vp G8III G0Vm G4V G3V F5V F5V F5V F8V G0V G0 F2

9

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD108945 HD108954 HD108956 HD108986 HD109358 HD109387 HD109387 HD110897 HD112185 HD112185 HD112185 HD112185 HD112413 HD112413 HD112413 HD113226 HD114710 HD114762 HD115274 HD115383 HD116568 HD116568 HD117176 HD117635 HD117876 HD119850 HD122956 HD124292 HD124425 HD124425 HD124850 HD124897 HD126053 HD126868 HD127243 HD128167 HD132052 HD133002 HD133002 HD133208 HD133826 HD134044 HD135722 HD137107 HD137107 HD137759 HD137909

A2V G0III G2V A9V F9V B5III B4III G0III A2V A2V A2V A2V A1V A1V B8III G7III F9V F7V F7V F9V F3IV F3IV G6V K0V G7III M3III G9III G6V F3IV F3IV F5II K1I G3V G3V K0V A9V A8III G3V G3V G3I G0III F7V G6III F7V F9V K2III A9V

A2pvar F9V F8V F2 G0V B6IIIp B6IIIp G0V A0p... A0p... A0p... A0p... A0spe... A0spe... A0spe... G8IIIvar G0V F9V G0 G0Vs F3V F3V G5V G9V G8III M3V G6IV/Vw... G0 F7Vw F7Vw F7V K1.5III G1V G2III G3IV F3Vwvar F0V F9V F9V G8III G0 F8V G8III G2V G2V K2III F0p

10

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD138749 HD138749 HD139195 HD139798 HD140283 HD140283 HD140538 HD141004 HD142860 HD142926 HD142926 HD144284 HD145675 HD145675 HD145729 HD146233 HD147411 HD147449 HD147470 HD147550 HD147907 HD150177 HD150680 HD152391 HD154359 HD154443 HD154543 HD154797 HD154931 HD157089 HD157214 HD157214 HD158614 HD158837 HD159181 HD159269 HD159482 HD160346 HD160454 HD160933 HD161074 HD161098 HD161622 HD161677 HD161797 HD161941 HD162028

B5III B4III G8III F0V A8III F3V G6V G2IV F6III B8V B8V F7V G5III G8III F9V G2V K1I A9V A3V A1V F3IV F5II G2V K0V A6V A8V M3III F4III G3V F9V G1V G2V G4V G9III G1I F0IV F9V K4V F3V G0III K5I G5IV F3V B8III G6III A4I B8III

B6Vnn B6Vnn K0p F2V sdF3 sdF3 G5V G0Vvar F6V B9p B9p F8IV-V K0V K0V F8 G1V K0 F0V A0 B9V F2 F3V F9IV G8V A0 F0 K2 F2 G0 F9V G0V G0V G8IV-V G8III G2II F2 G0V K3V F0 F9V K4III G5 F0 B6V G5IV B9.5V B6V

11

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD162056 HD162178 HD162651 HD162652 HD162691 HD162736 HD162917 HD162954 HD163346 HD163489 HD163624 HD163641 HD163792 HD164115 HD164115 HD164257 HD164258 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164557 HD164967 HD165146 HD165173 HD165341 HD165401 HD165419 HD165476 HD165476 HD165511 HD165670 HD165887 HD165908 HD165908 HD166072 HD166073 HD166161 HD166183 HD166208

A8V A8III A9I G8II F3IV A8III F5II B8III F5II G8II A6V B8III A1V F0IV F0IV A3V A3V A9V F0V A9V A9V F0V A9V F0IV F0V A9V F0V F0V B8III A6V A9V G9V G6III G0III K4III G2V G2V A5V F6V A7V F7V F7V A6V F0IV G9III F5II G1I

F0IV A5 A0 K2 F2 A2 F4IV-V B8 A3 K2 A3V B9III A0 F0 F0 A0 A3spe... F3V F3V F3V F3V F3V F3V F3V F3V F3V F3V F3V A0 A0 F0 G5 K0V G0V K2 G5 G5 A0 F5 A2 F7V F7V A2 F2 G5 F8 G8III...

12

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD166233 HD166257 HD166283 HD166285 HD166285 HD166384 HD166620 HD166958 HD166991 HD167065 HD167278 HD167808 HD167858 HD167946 HD168723 HD168797 HD169006 HD169032 HD169725 HD169822 HD170008 HD170115 HD170247 HD170274 HD170291 HD170512 HD166257 HD170579 HD170699 HD170712 HD170782 HD170818 HD170899 HD170973 HD170987 HD171234 HD171263 HD171388 HD171586 HD171834 HD171834 HD171834 HD171834 HD171834 HD171834 HD171834 HD171834

F0V F4III A3V F3V F6V A1V G6III A1V A1V G0III F0IV A8III F4I B9III G5I B5III F6V A8III A8III G3V G9III A3V A0I A8III F4III F8I F6III F5II A7V A4I A3V F0V G8III B8III F0IV A6III A0I A6III A3III F0IV F0IV F0V F4I F4I F4I A9V F0V

F2V F5 A0 F5V F5V A0 K2V B9 A2 G0 F2 A2 F2V A0 K0III-IV B3Ve G0 A2 A3 G7V G5 A0 A0 F0 F5 G0 F5 F5 A2 A0 A2 F2 ?G0 A0sp... F5 A3 A0p Am A2pvar F3V F3V F3V F3V F3V F3V F3V F3V

13

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD171834 HD171834 HD171834 HD171834 HD171834 HD181853 HD171836 HD171887 HD171888 HD171914 HD171951 HD171953 HD171954 HD172230 HD172365 HD172426 HD172506 HD172506 HD172506 HD172675 HD172718 HD172961 HD173073 HD173093 HD173158 HD173174 HD173452 HD173495 HD173566 HD173667 HD173669 HD174240 HD174912 HD174966 HD175037 HD175272 HD175305 HD175306 HD175337 HD175543 HD175805 HD175805 HD175806 HD176074 HD176232 HD176303 HD176437

F0V A9V F0V F0V A9V F3V F0V K7III F7V A0I F7V F3V A9V A8V G7V F3IV A9V A9V F4I F5II F7V F0IV A6V F5II K4III G0III A4I B9III A1V F4III A3V B9III G3V A6III A2V F0V G4V K0I A9V A7V F7V F6V F6III A6V F0III F7V B8III

F3V F3V F3V F3V F3V F2V F0 K5 F8 A0p G0 F5 F2 A5 F8Ib-II F2 F2 F2 F2 F8 F8 F5 A0 F7V K0 G0 A0 A1V A0 F6V A0 A1V F8 A3 A0 F5 G5III K0II-III.. F5 A5V F8 F8 F5 A2 F0spe... F8V B9III

14

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD177463 HD177552 HD177552 HD178266 HD179315 HD180028 HD180711 HD180945 HD181096 HD181214 HD181526 HD181853 HD181906 HD182572 HD182905 HD183085 HD184406 HD184499 HD184499 HD184499 HD184499 HD184571 HD184768 HD185094 HD185124 HD185144 HD185351 HD007476 HD007476 HD185657 HD185758 HD186039 HD186104 HD186226 HD186408 HD186413 HD186427 HD187003 HD187111 HD187406 HD187691 HD187897 HD188119 HD188405 HD188512 HD188947 HD189259

K2III A9V A9V K3III K0I G4V K0III F6V F4III F7V F4III F3V F5II G6III G9V A9V K3III G0III G0III F9V F9V F3IV G2V A9V F5II K0V G5III F5II F5II K0III G4V F9V G2V F6V G2V F9V G7V G0III K0I F5II G0III G0III G6III F0IV G9III K0III F3IV

K1III F1V F1V K5 K2 F6Ib G9III F5 F6IV: F8III F8 F2V F8 G8IVvar G5 F0 K3III G0V G0V G0V 0V F2 G5 F0 F3IV K0V K0III F5V F5V G6V G0II F8 G0 F5 G2V G0 G5V G5 G8III/IVw F5 F8V G5 G8III F2V G8IVvar K0IIIvar F2

15

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD189340 HD189340 HD189478 HD189479 HD189509 HD189509 HD189511 HD189558 HD189712 HD190073 HD190404 HD190412 HD190437 HD190498 HD191026 HD191144 HD191533 HD191548 HD191709 HD191984 HD192586 HD192895 HD193225 HD193326 HD193374 HD193581 HD194244 HD194452 HD194453 HD194598 HD195005 HD195104 HD194154 HD195198 HD195533 HD195533 HD195617 HD195633 HD195634 HD195729 HD196125 HD196203 HD196218 HD196346 HD196426 HD196755 HD197832

F5II F8III F3IV A0I F7V F6V K0III G3V F3IV A3III G6III G4V F5II A9V G6III K3III F3V F0IV F3IV A1V F0IV A8III F0V G9III F5II F0IV B8III A6V A1V F7V F7V F6V F3V B8III F0IV A9V K5I F9V F5II A6III A8III F6V F5II K3III B9I G6V A3V

F8V F8V F0 B9 F5 F5 G5 G0/G1V F5 Ape K1V G5 F5 F8 K0IV K5 F8 F2 F0 A0 F5 F2 F0 G5 F8 F0 B9V A2 A0 F7V-VI G0 F8 F5 A0 F0 F0 K2 G0Vm F2 A2 F0 F8 F8 G9III B8IIIp G5IV+... A0

16

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD197832 HD197964 HD197967 HD197989 HD198023 HD198061 HD198149 HD198809 HD199766 HD199766 HD199870 HD199960 HD200081 HD200375 HD200375 HD200494 HD200580 HD200790 HD200790 HD200905 HD201053 HD201091 HD201092 HD201099 HD201221 HD201377 HD201889 HD201891 HD202109 HD203235 HD203387 HD203454 HD203522 HD204155 HD204543 HD204613 HD204867 HD205435 HD205512 HD205555 HD205702 HD205734 HD205811 HD206778 HD206859 HD206862 HD207130

A3V G8II F7V K0III F3IV F3V G6III G6III F5II F5II K0III G2IV G9V F6III F3V K1I F7V F7V F7V M1I K0III K4III M0V F9V A3V A6V G3V F7V K0III F7V G6III F9V G3V F9V G9III G3V G9III G3I G5I F0IV F9V A6III A1V K5I K0I F3V G5I

A0 K1IV F2 K0III F2 F5 K0IV G8III F5III... F5III... G8III G1V G0 F5V F5V K0 F9V F8V F8V K5Ib... K0 K5V K7V G0 A2 A3 G1V F8V-VI G8II... F8 G8III F8V F8 G5 G0 G0IIIwsp G0Ib G8III K1III F0 F8 F0 F2V K2Ibvar G5Ib F8 K0III

17

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD207978 HD207978 HD207978 HD208906 HD209472 HD209750 HD209763 HD209763 HD209965 HD210752 HD210807 HD212754 HD212754 HD212943 HD213235 HD214132 HD214448 HD214567 HD215648 HD215665 HD216131 HD216143 HD216174 HD216228 HD216385 HD217014 HD217107 HD217476 HD217927 HD218059 HD218209 HD218502 HD218857 HD219134 HD219449 HD219615 HD219617 HD219617 HD219623 HD219877 HD219877 HD219916 HD220954 HD221170 HD221345 HD221377 HD221585

F5II F4V F3V F7V F3V G8III F0IV A9V F7V G0III G3I F7V F7V G8II F5II F3IV K0V G3I F4III K0III G3I G6III K0I K0III F6V G2V G9V G1I F5II F3V G2V B1I G4V K4V K2III G6III F7V F7V F7V F3IV F3IV G6III G5I G9II K0III F3V G5IV

F6IVwvar F6IVwvar F6IVwvar F8V-VI F5 G2Ib F5 F5 F8V G0 G8III F7V F7V K0III F5IVs F0 G1IV-V G8II F7V G8II-III M2III G5 K1III K0III F7IV G5V G8IV G0Iab: F2 F8 G6V F3:w G6:w... K3Vvar K0III G7III F8:w F8:w F7V F3IV F3IV K0III K1III G2IV K0III F7Vm G8IV

18

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD221830 HD221950 HD221950 HD222107 HD222368 HD222368 HD222368 HD222404 HD223707 HD224315 HD224315 HD224431 HD224559 HD224559 HD224617 HD224617 HD224639 HD224930 HD224945 HD225239 HD232078 HD338529 HD345957 BD+023375 BD+023375 BD+044551 BD+174708 BD+233130 HD345957 BD+251981 BD+290366 BD+292290 BD+302611 HD025893 BD+413931 BD+442051 BD+461635 BD+463471 BD+660268 BD+720094 BD-004234 BD-185550 HD039681 HD080715 HD089269 HD101206 HD108954

G3V F5II F5III G8II F7V F7V F7V G5I A3III F4I A8III F5II B5III B4III F5II F5II F0V G3V A8III G3V M1I F0V F6III A9V A9V F6III F3V G3V F4III F0V G3V G2V K0I G6III F7V M3III M0V B4V G3V F0IV G6III G9III A9V K4V G2V K4V F7V

F9V F6Vbwvar F6Vbwvar G8III-IV F7V F7V F7V K1IV A2 F0 F0 F8 B4Vne B4Vne F4IV F4IV F0 G3V A3 G2V K3IIp B5 G0Vwe A5 A5 F7Vwe sdF8 G0 G0Vwe F0 F8V G5 G8III G5 G5 M2Vvar K7V B9.5Ve G0 sdF2: K3Ve+... G0 B9 K2V G5 K5V F9V

19

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD118096 HD119802 HD119802 HD122064 HD122120 SUN SUN SUN SUN SUN SUN SUN BD+024651 BD+133683 BD+203603 BD+292091 BD+321561 BD+362165 BD+412695 BD+423607 BD+473452 BD+473454 BD+473458 BD+473458 BD+780830 BD-040782 HD000108 HD000108 HD000144 HD000245 HD000432 HD000560 HD000842 HD000886 HD000886 HD001280 HD001400 HD001562 HD001835 HD002506 HD002628 HD003360 HD003369 HD003546 HD003628 HD003651 HD003765

K4V K4V K4V K4V K4III G3V G3V G2V G2V G2V F9V F9V F5V G4V F0IV F3IV G6III F0IV M0V F5V A3V A3V A1V A1V M7II K3III B7I A3I A0I G0III F0V A1V F5II B8I B3III A3V K4III G3V M3II G6III A8III B3III B8III K0V G5IV G6III G8II

K5IV K2 K2 K3V K G2V G2V G2V G2V G2V G2V G2V F5 F5 F0 F5 K2V G0 M0 F3 A2V A2V A1V A1V M0 K5V O6pe O6pe B9III G2V F2III-IV B9V A9Iab: B2IV B2IV A2V K7Iab: G0 G3V G4III A7III B2IV B5V G5III... G2V K0V K2V

20

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD003765 HD003883 HD004614 HD004628 HD004778 HD004813 HD004813 HD005015 HD005286 HD005294 HD005294 HD214167 HD005394 HD005395 HD005448 HD005448 BD+362219 HD005857 HD006755 HD006695 HD006715 HD006860 HD006961 HD007351 HD007374 HD008538 HD008574 HD008648 HD008992 HD009472 HD009826 HD009919 HD009973 HD010086 HD010086 HD010307 HD010476 HD010780 HD011007 HD011257 HD011636 HD011926 HD011946 HD011973 HD012216 HD012846 HD013041

G8II A8V F9V K0III A3III F5V F7V F7V G8II G3V G3V B5III B5I G6III A7V A7V M3III G8II G4V A6V G3V K7III A7V M3III B6V A6V F9V G2IV G9V G3V G0III A9V G4V G7V G7V G2V G6III G9V F9V F4I A6V G2V A1V A8III A5V G3V A6V

K2V A7m G0V... K2V A0p... F7IV-V F7IV-V F8V K1IV G5 G5 B2Ve B0IVe G8III-IV A5V A5V M1 G5 F8V A3V G5 M0IIIvar A7Vvar M2S... B8III A5V... F8 G5 F6Ib G0 F8V F0V F5Iab G5IV G5IV G2V K1V K0V F8V F2Vw A5V... G5 A0Vn F0V A2V G2V A5IV-V

21

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD013174 HD013267 HD013268 HD013403 HD013507 HD013555 HD013825 HD013974 HD014191 HD014221 HD014633 HD014802 HD014947 HD015335 HD015558 HD015570 HD015629 HD015753 HD015830 HD015866 HD016232 HD016429 HD016429 HD016429 HD017145 HD017378 HD017674 HD017905 HD018144 HD018191 HD018409 HD018803 HD020630 HD020771 HD021183 HD021183 HD021183 HD022468 HD022468 HD023050 HD023050 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862

A9V F2I B8I G3V G3V F3IV G7V G3V A1V F3IV O7.5V F9V A9V F9V F4I F6III F4I G4V G3V G2IV F4III F6III F6III F6III G3V G4V F9V F7V K0V M7II F4I G6V G2V F7V G2IV G3V G3V G6III G6III G3V F9V B4III B5III B5III B5I B5I B5III

F2III B5Ia O8Vnn G3V G0 F5V G8IV G0V A1Vn F4V O8.5V G2V O6e... G0V O5e O4... O5e G0 G0 G0III F4V O9.5III O9.5III O9.5III B8Ia A5Ia G0V F5 G5 M6IIIvar O9Ib G8V G5Vvar G0 F9V F9V F9V G5IV-V+... G5IV-V+... G2V G2V B7p B7p B7p B7p B7p B7p

22

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD023862 HD024040 HD024206 HD024496 HD024534 HD024534 HD024912 HD026756 HD026913 HD026923 HD026965 HD027282 HD027685 HD028447 HD029150 HD029645 HD031412 HD032259 HD033021 HD033632 HD034078 HD034078 HD082969 HD034878 HD035961 HD036066 HD036215 HD036667 HD037124 HD037124 HD038230 HD038528

B5III B5III B5III B5I B3I B8I B8I B5I B5III B5III B5III B5III B5III B5III B5III B5III G7V G6V K0V B8I B8I B5I G5IV G7V F9V K0V G2III G2V G6V G6V F9V F9V G3V G3V F7V A3I A3I G5III K0III G2V F9V F9V F9V G4V G4V G6III A6V

B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p B7p G0 G0 G0 O9.5pe O9.5pe O7.5Iab: G5V G5IV G0IV... K1V G8V G4V G5 G5 G0V F8 G0 G1IV F8 O9.5Vvar O9.5Vvar G5 G8IV G1V F8V F8 F8 G4IV-V G4IV-V K0V A0

23

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD038650 HD038798 HD038856 HD039082 HD039773 HD040616 HD040616 HD040650 HD040964 HD041330 HD041361 HD041361 HD041380 HD041433 HD041460 HD041501 HD041547 HD041547 HD041593 HD041593 HD041733 HD041770 HD041808 HD042035 HD042089 HD042092 HD042092 HD042111 HD042256 HD042278 HD042278 HD042299 HD042317 HD042353 HD042353 HD042481 HD042548 HD042597 HD042618 HD042618 HD042773 HD042787 HD042807 HD042807 HD042983 HD043021 HD043039

A1V A1V B4V A1V B8III G3V F9V F9V B9III F9V K0III K0III G8III G1I K7III A0I A9V F0V K0V K0V K3III F3IV A0I B8III G9III A1V A1V A1V G5I F4I A9V A8III K2III B4V B6V K4III F0IV B5III G3V G5IV M1I M3III G3V G3V G8II A9V K0III

B9 A0... B8 B9 B9... G0 G0 F5 B8V G0V G7III: G7III: G4III K0 K5 B9 F4V: F4V: K0 K0 K2 F2 A0 B9V G0 A0 A0 A3Vn K0 F3IVw F3IVw A3 G5 B9 B9 K2 F0 B1V G4V G4V K5 M... G8V G8V K0 A0 G8IIIvar

24

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD043083 HD043188 HD043264 HD043285 HD043285 HD043286 HD043318 HD043338 HD043021 HD043338 HD043523 HD043526 HD043588 HD043776 HD043856 HD043947 HD044109 HD044195 HD044256 HD044274 HD044333 HD044515 HD044602 HD044614 HD044716 HD044769 HD044783 HD044947 HD045152 HD045196 HD045211 HD045317 HD045355 HD045391 HD045415 HD045416 HD045507 HD045514 HD046122 HD046199 HD046301 HD046304 HD046304 HD046304 HD046304 HD046304 HD046304

G6III G8III B8III B4III B8III B4III F5II F0IV A8III A9V F9V B1III K7III K3III F7V F7V B8V A9V K4III M5III A8V K4III A3V G2V G4V A6V B8III A8III G7III F3IV K0III G8II M1I G3V K0III K2III G6III K4III K0V F0III F3V A3III A4I A1V A7V A1V F4I

K0 K0 B9 B6V B6V B5 F6V F0 A0 F0 F5 B7III K2 K0 F6V F8V B9 F0 K2 M... A4.5V K0 A3 G0 F5 A5IV B8Vn A3 G5 F0 K0 G5 K5 G0 G9III K1II G5 K2 G3IV A3 F5V F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+... F0Vnn+...

25

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD046304 HD046304 HD046304 HD046377 HD046380 HD047127 HD047309 HD047309 HD047530 HD048616 HD042143 HD049367 HD049385 HD049434 HD049434 HD049434 HD049434 HD049434 HD049641 HD049739 HD050084 HD050167 HD050209 HD050229 HD050277 HD050277 HD050277 HD050372 HD050554 HD049330 HD050696 HD050794 HD050819 HD051105 HD051219 HD051219 HD051219 HD051419 HD051419 HD052010 HD053003 HD053451 HD054079 HD054217 HD054357 HD054371 HD054489

F0III A3III A3III M1I B2III G4V G2V G3V G6III G4V A6V K2III F8I A8III A8III F0V F0III F0V K3III A8III K0III K5I B7I K0I A8III A8III A6III G5I F9V F3I B5I A9V G6III K2III G7V G2V G5IV G3V G3V F5III K0V K0III K0I A1V A6III G7V K3III

F0Vnn+... F0Vnn+... F0Vnn+... K4III B2Vne G5 G0 G0 G5 F5Ib A0 K1II G0 F1V F1V F1V F1V F1V K0 A5 K2 K5 B9Ve K5 F0Vn F0Vn F0Vn G6II F8 B0:nnpe B1:V:nne F0 K0 G5 G8V G8V G8V G5V G5V F5 G0Ib K0 K0III: A0 A0 G8V G9III

26

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD054619 HD054632 HD054828 HD054908 HD055011 HD055575 HD055583 HD055606 HD055828 HD055973 HD056079 HD056303 HD056303 HD056394 HD100284 HD056359 HD056448 HD056515 HD056539 HD056793 HD056891 HD057006 HD057006 HD057006 HD057132 HD057275 HD057313 HD057707 HD057838 HD058051 HD058072 HD058207 HD058368 HD058369 HD058431 HD058455 HD058500 HD058554 HD058595 HD058714 HD058781 HD058923 HD059061 HD059090 HD059227 HD059295 HD059380

K5I K5I K0V F0V K5I G0III K2III B2III M3III A9V K5I F9V G2V F5II A9V F0III G3I F9V K7III K0III G8II F7V F7V F7V K4III B9III G8III K0III G1I K5I G3I K0III K0III M1I F0V K3III K0III K3III G4V K4III G6V A7V K0III F4III G8III G5I F5II

K2 K2 G5 A0 K2 G0V K0 B1:V:nnpe M... F2 K2 G0 G0 F2 F8 A2 K0 G0 K5 K0 K0 F8V F8V F8V K0 B9 G5 G5 K2 K0 G5 G9III+... K0 K5 F0 K0 K0 K0 G5 K0 G5 F0III K0 F8 G5 K0 F8V

27

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD059380 HD059473 HD059511 HD059984 HD059984 HD060408 HD060501 HD061606 HD061935 HD062345 HD062346 HD062509 HD062613 HD063433 HD063436 HD063798 HD115268 HD065372 HD066011 HD066090 HD067230 HD067589 HD067767 HD068017 HD068638 HD068638 HD070093 HD070110 HD070110 HD070298 HD070458 HD070494 HD070757 HD071148 HD071262 HD071310 HD128661 HD071640 HD071881 HD072097 HD072946 HD072946 HD073108 HD073226 HD073226 HD073344 HD073344

F5II F0III K4III F6III F6V K0V M4III G8II K0III G3I G3V G8III G6V G7V A9V G7III A8III A4I F7V K5I F0IV A9V K0V G3V G9V K0V K4III F9V F9V F0IV K5I K5I A9V G2V B7III A9I A6III F7V G2V A8III G6V G6V K2III G3V G3V F9V F9V

F8V A5 K0 F5V F5V G5 M... K2V K0III G8III G5 K0IIIb G8V G5IV F2 G5 A3 A3 G0IV K2 F2 F0 G8IV G4V G8V G8V K0 F9V F9V F2 K5 K5 F0 G5V A0 A2 F0V F5 G1V F0 G5V G5V K2III G5 G5 F8 F8

28

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD073667 HD073668 HD073668 HD074011 HD074156 HD074156 HD074280 HD074280 HD075302 HD075732 HD075933 HD076294 HD076752 HD076780 HD077350 HD078175 HD079469 HD079469 HD079555 HD079555 HD080536 HD080607 HD080607 HD149419 HD081192 HD082106 HD082106 HD082885 HD084737 HD085235 HD085235 HD085503 HD086133 HD086133 HD086560 HD087737 HD088072 HD088609 HD088986 HD089010 HD089251 HD089307 HD089307 HD089389 HD089744 HD090343 HD090507

G6III G2V F9V G3V F9V G0III B3III B2III G7V G6III G3V K0III G3V G6V B8III F5II B9III B9III K4V K4V G2V G5III G6III F3IV G5III K4V K4V G9V G2IV A3V A3V K3III F9V F9V F9V B5I G3V G0I G2V M5V G3V G2V G2V F9V F7V K0V G6III

K1V G1V G1V F8 G0 G0 B3V... B3V... G0 G8V G5 G8III-IV G2V G5 A0III F5V B9.5V B9.5V K0 K0 G0 G5 G5 G0 G7III K3V K3V G8IV-V G2V A3IV A3IV K0III G0 G0 F8 A0Ib G0 G5IIIwe G0V G2IV G0 G0V G0V F9V F7V K0 G5

29

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD091347 HD091347 HD091752 HD092127 HD094587 HD095128 HD095128 HD096094 HD096094 HD096094 HD097711 HD097711 HD097778 HD097916 HD098630 HD099491 HD099491 HD099505 HD100284 HD101177 HD101242 HD101501 HD101690 HD103095 HD103095 HD105087 HD105546 HD106116 HD106252 HD107213 HD107213 HD107700 HD107700 HD107700 HD107700 HD107700 HD108134 HD108956 HD109358 HD110184 HD110833 HD111398 HD111812 HD112185 HD112185 HD112185 HD112185

F9V F9V F3V F3IV G5III G2V G2V F9V A8III G3V G3V G3V M3III F3IV F9V G6III G9III G3V F0IV G2V G7V G9V G2V K0V K0V G9III G2V G2III G2V F7V F7V F5III F6V F5III F5III F5III F9V G2V G2V K7III G8II G7V G2V A2V A2V A2V A1V

F8 F8 F3V F5 G5 G0V G0V G0 G0 G0 G0 G0 M3III F5V G0 K0IV K0IV G5 F8 G0V G5 G8Vvar G0 G8Vp G8Vp K0 G2IIIm G4V G0 F8Vs F8Vs F8:p... F8:p... F8:p... F8:p... F8:p... G0p F8V G0V G5 K3V G5V G0III A0p... A0p... A0p... A0p...

30

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112185 HD112735 HD112758 HD113319 HD114174 HD115268 HD115268 HD115274 HD115404 HD116442 HD116443 HD116443 HD116515 HD117043 HD117176 HD118022 HD118022 HD119550 HD120066 HD120066 HD120136 HD122064 HD122563 HD124320 HD124320 HD125184 HD126031 HD126246 HD126246 HD126323 HD126512 HD126512 HD126512

A2V A2V A2V A1V A2V A2V A1V A1V A2V A1V A2V A2V A1V A1V A1V F9V G9III G3V G7V A8V A8V F7V K0I K0V G6III G6III K0III G9V G4V A3III B2III G3V G2V G2V F6V K4V G0I A6V A6V G6V A9V F9V F9V F9V G3V F9V G0III

A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... A0p... G0 K0V G8IV G5IV A3 A3 G0 K2V G5 G5 G5 K0 G6V G5V A1p... A1p... G2V G0V G0V F7V K3V F8IV A2V A2V F9V A2 F5 F5 G0 F9V F9V F9V

31

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD127243 HD127506 HD128165 HD129499 HD129814 HD130322 HD130322 HD131042 HD131977 HD132142 HD133002 HD134083 HD134083 HD134169 HD135101 HD135101 HD135101 HD135204 HD135599 HD136202 HD136512 HD136512 HD136512 HD136512 HD136512 HD136923 HD136923 HD136923 HD137107 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD137909 HD138573 HD139323 HD139324 HD139341

K0V K4V K4V F9V G2V G9V G9V G3V K3III K0V G3V F3IV F3IV F5II G6V G6V G6V G9V K0V F7V G7III G7III G7III K0III K0III G9V G9V G9V F9V A8V A8V A9V F0III F0III A8V F0III F0III A8V A8V A8V A8V F0III F0III G6V G8II G2V G6III

G3IV K3V K3V G5 G5V K0III K0III G5 K4V K1V F9V F5V F5V G1Vm G5V G5V G5V K0V K0 F8III-IV K0III K0III K0III K0III K0III K0 K0 K0 G2V F0p F0p F0p F0p F0p F0p F0p F0p F0p F0p F0p F0p F0p F0p G5IV-V K3V G5 K2V

32

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD139341 HD139341 HD139341 HD140233 HD141272 HD142091 HD142091 HD142091 HD142091 HD142373 HD143213 HD034200 HD143761 HD144206 HD144287 HD144579 HD144579 HD144579 HD144579 HD145389 HD145675 HD145742 HD148856 HD148856 HD148856 HD149661 HD150680 HD150997 HD150997 HD150997 HD150997 HD151541 HD066444 HD066444 HD154345 HD154345 HD155763 HD155763 HD156729 HD156729 HD157857 HD157881 HD157881 HD158633 HD158633 HD159062 HD159062

G6III G6III G6III G3V K0V G8III G8III G8III K0III F9V A6V G5III G2V B6V G9V G4V G4V G4V G4V B6V G8III K0III G1I G1I G1I G9III G2V G3I G3I G3I G5III K0V G6III G6III G9V G6V B6V B8V A3V A3V B7I M0V M0V K0V G6III K0V G4V

K2V K2V K2V G0 G8V K0III-IV K0III-IV K0III-IV K0III-IV F9V A0 G5 G2V B9III G8V G8V G8V G8V G8V B9MNp... K0V K0 G8III G8III G8III K2V F9IV G8III-IV G8III-IV G8III-IV G8III-IV K1V K0 K0 G8V G8V B6III B6III A2V A2V O7e K7V K7V K0V K0V G5 G5

33

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD159222 HD159307 HD159909 HD160693 HD161074 HD161096 HD161270 HD161289 HD161289 HD161289 HD161370 HD161370 HD161587 HD161587 HD161750 HD161797 HD161868 HD161868 HD162163 HD162211 HD162651 HD162651 HD162651 HD162691 HD162753 HD163311 HD163588 HD163610 HD163611 HD163611 HD163611 HD163826 HD163993 HD163993 HD164058 HD164058 HD164115 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259 HD164259

G2V A8V G5IV F9V K5I K2III A2V A1V A1V A1V A8III F0V K5I K5I A8III G6III B9III A1V M4III K2III A9I A9I A9I F0IV M5III M1I K2III K7III F5II F3IV F3V M1I G3I G5III K5I K5I F0IV F4I F4I F4I A9V A9V A8III F4I F4I A9V A9V

G5V F8 G5 G0V K4III K2III A1IV-V A0V A0V A0V A0 A0 ?K2 ?K2 F0 G5IV A0V A0V K5 K2III A0 A0 A0 F2 M... ?K2 K2III ?K5 F4Vvar F4Vvar F4Vvar K5 K0III K0III K5III K5III F0 F3V F3V F3V F3V F3V F3V F3V F3V F3V F3V

34

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD164259 HD164259 HD164259 HD164259 HD164285 HD164353 HD164651 HD164651 HD164922 HD165146 HD165173 HD165195 HD165195 HD165341 HD165341 HD165341 HD165672 HD166620 HD166734 HD166782 HD166782 HD166782 HD167006 HD167006 HD167218 HD167218 HD167241 HD167392 HD167676 HD168009 HD168009 HD168413 HD168720 HD168720 HD168723 HD169267 HD169268 HD169268 HD169268 HD169931 HD169959 HD169986 HD170009 HD170053 HD170270 HD170291 HD170413

A9V A9V A9V F4I G6III B5I G6V G5IV G6III F0V G6V K0I K7III K0V G9III G9III G2V G6III G0I K3III K3III K3III M3III M3III K5I K5I K4III A0I K0III G3V G2V M1I K7III K7III G8III K0III F0V F4I F4I M7II A3V F5II A0I K3III K5I F7V K0I

F3V F3V F3V F3V K0 B5Ib G5 G5 K0V F0 G5 K3p K3p K0V K0V K0V G5 K2V O8e K2 K2 K2 M3III M3III K5 K5 ?K0 B9 K0 G2V G2V K5 M1III M1III K0III-IV K0 F6III-IV F6III-IV F6III-IV M7 A0III F5V B8 K2II K5 F5 K2

35

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD170739 HD170780 HD170783 HD170783 HD170785 HD171067 HD171089 HD171170 HD171304 HD171304 HD171367 HD171802 HD171834 HD171834 HD171834 HD171834 HD171834 HD171834 HD171834 HD171917 HD171917 HD171917 HD171952 HD171995 HD172167 HD172167 HD172167 HD172171 HD172472 HD172488 HD172488 HD172488 HD172522 HD172588 HD172588 HD172675 HD172748 HD172786 HD173005 HD173034 HD173216 HD173328 HD173329 HD173369 HD173611 HD173634 HD173667

F0V K7III A0I A0I K0III G7V M1I K3III F8III G2V K0I F3IV F4I F4I F4I A9V F4I A9V F0V K2III K2III K2III M1I K4III A1V A1V A1V M5III K0I A9V F4I F5II A9I A8V F3IV F3V F0IV K2III K4III K3III F7V G9III M4III A8V A7V F6V F4V

B8 ?K5 B5 B5 K0 G8V K5 K2 G5 G5 K0 F5III F3V F3V F3V F3V F3V F3V F3V K0 K0 K0 K5 ?K2 A0V A0V A0V K1III+... K2 B0.5V B0.5V B0.5V A2III F0II-III F0II-III F8 F2IIIp K0 K2 K0 F8 K2 M... A2 A0 F5 F6V

36

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD173673 HD173701 HD173799 HD173819 HD174069 HD174350 HD174512 HD174515 HD174701 HD174704 HD174719 HD174866 HD174866 HD174866 HD174866 HD174884 HD174913 HD175015 HD175058 HD175100 HD175181 HD175225 HD175225 HD175272 HD175337 HD175337 HD175337 HD175376 HD175543 HD175588 HD175638 HD175639 HD175726 HD175786 HD175806 HD169985 HD175900 HD176112 HD176112 HD176118 HD176488 HD176630 HD176698 HD176737 HD176841 HD176841 HD176851

B8III G5III M4III K3III A0I G5I F5II K3III B6V F6III G6V A9I A9I A7V A6V A1I K5I A3III A8III M4III K0III G6III G6III F0IV A9V A9V A9V K4III A7V M4III A6V A7V F9V M3III G0III F7V G0III A6III A7V F3IV K3III A0I G5I K5I G7V G2V F5III

B8 K0 M... K0Ibpvar B1.5V K1III B8 K0 B9 F1Vp G6V A7Vn A7Vn A7Vn A7Vn B8 ?K2 A0 A2 M... G5 G9IVa G9IVa F5 F5 F5 F5 K2 A5V M4IIvar A5V A5Vn G5 K5 F5 G0III+... G5 F0 F0 F8 K2 B4IV K0 K4II-III G5 G5 F5

37

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD177028 HD177089 HD177257 HD177282 HD177495 HD177702 HD177749 HD177756 HD177904 HD177904 HD177942 HD178165 HD178265 HD178287 HD178359 HD178574 HD178596 HD179079 HD179104 HD179124 HD179406 HD179761 HD179791 HD180029 HD180086 HD180163 HD180590 HD180711 HD180896 HD180973 HD181096 HD181366 HD181414 HD181420 HD181440 HD181475 HD181527 HD181655 HD181806 HD182488 HD182640 HD182640 HD182640 HD182640 HD182736 HD182736 HD183341

G8II K5I K4III K4III K4III A8V F6V B7III F3IV F3IV K5I G5I F0V G8II G8II F4V A8V G7V K5I A0I B9I B6V A3V A2I F0V B5III K0III K0III G5I F0IV F4III K0III A6III F3IV A1V M1I A8III G7V F3V G9III F0III F0III F0III F0III K0V K0V G2V

K0 K2 K2 K5 K2 F0 F5... B9Vn F2+... F2+... K5 K3III-IV F0 G5 ?F5IV F5 F0III-IV G5 ?K0 B9 B3V B8II-III A3V ?A2 F0 B2.5IV K0 G9III K0 F0 F6IV: K0 A2 F2 B9III K5II A2 G8V F5 G8V F0IV F0IV F0IV F0IV G0 G0 G5

38

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD183341 HD184385 HD184406 HD184499 HD184663 HD184663 HD184663 HD184786 HD185144 HD185758 HD186379 HD186379 HD186980 HD187123 HD187691 HD187923 HD187923 HD188056 HD188209 HD188326 HD188326 HD188510 HD189087 HD190007 HD190007 HD190067 HD190228 HD190228 HD190229 HD190229 HD190360 HD190864 HD191026 HD191692 HD192639 HD193793 HD193793 HD193793 HD193793 HD194093 HD194388 HD195034 HD195592 HD195634 HD196426 HD196755 HD196867

F9V G6III K2III G3V F0V A9V A9V M4III K0V G4V F9V F7V B8I G2V G0III G3V G2IV K3III B2I G9V K0V F8III K0V K3III K4III K0V K0V K0V B4V B4V G9V A3I G5III B8V F4I M3II M3II M3II M3II G5IV A7I G3V F8V A9V B8III G7V A1V

G5 G5V K3III G0V F6IV F6IV F6IV M4.5III K0V G0II F8V F8V O7.5... G5 F8V G0V G0V K3IIIvar O9.5Ia G8IVvar G8IVvar G5Vwe K1V K4V K4V G7V G5IV G5IV B9MNp... B9MNp... G6IV+... O7III... K0IV B9.5III O8e WC+... WC+... WC+... WC+... F8Ib F0 G5 O9.5Ia F2 B8IIIp G5IV+... B9V

39

Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD196991 HD197076 HD197076 HD199191 HD199579 HD200375 HD201092 HD201092 HD201547 HD202108 HD202124 HD203839 HD204521 HD205073 HD205117 HD205198 HD205331 HD206088 HD206165 HD206374 HD206374 HD207795 HD209459 HD209975 HD209993 HD210460 HD210460 HD210667 HD210807 HD210809 HD210839 HD211336 HD211472 HD212061 HD212076 HD212454 HD212571 HD212943 HD213307 HD213420 HD213470 HD213558 HD214132 HD214168 HD224544 HD214680 HD214680

F5II G3V G3V K0III B7I F6V M0V M0V G4V G2V F3I F3V F9V A1V B9III A1V A1V F0V A3I G4V G7V G6III B9III B5I A3V G4V G3V G5III G3I B8I A3I F0III K0V A1V B5III B4III B2.5III G8II B9I B2I F3V A1V F0IV B5III B5III O9V O7.5V

G0 G5V G5V G8III+... O6... F5V K7V K7V G0 G0 O9.5Ib F0 G5 A1p A1p A1.5Vp A1III A7III:mp.. B2Ib G8V G8V K2 B9.5V O9.5Ib A3V G0V G0V K0 G8III O9Ib O6e F0IV K1V A0V B2IV-V B8III-IV B1Ve K0III A0 B2IV A3Ia... A1V F0 B2V B6IVe O9V O9V

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Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD214923 HD214923 HD214994 HD215065 HD215648 HD215704 HD216131 HD216219 HD216385 HD216572 HD216672 HD216735 HD216831 HD216916 HD217086 HD217754 HD217833 HD217891 HD217906 HD218045 HD218209 HD218329 HD218376 HD218804 HD218915 HD219134 HD219396 HD219396 HD219420 HD219420 HD219449 HD219734 HD220182 HD220182 HD220575 HD220825 HD220933 HD221354 HD221354 HD221354 HD221354 HD221354 HD221354 HD221354 HD221354 HD221354 HD221585

B8III B6V A1V G2V F6V G6III G6III G3V F4III F7V M4III B9III B8III B2.5III F6III A9V B8III B5III M3III A1V G3V K7III B4III F3V B5I K4V G5IV G5IV F7V G0III K2III M3III K0V G6III A0I A3III B9III G6III G6III K6II G6III G6III G6III G5III G6III G5III G6III

B8.5V B8.5V A1IV G5 F7V K0 M2III G0IIp F7IV A0... S... A1V B7III B2IV O7n F2IV B9IIIwe... B6Ve M2II-IIIva B9.5III G6V M2III B0.5IV F5IV O9.5Iab K3Vvar G0 G0 F5 F5 K0III M2III K1V K1V B8III A0p... A0MNp... K2V K2V K2V K2V K2V K2V K2V K2V K2V G8IV

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Table 7 (continued) STAR NAME

ANN Class

Catalog Class

HD221756 HD222404 HD222439 HD222451 HD222603 HD223047 HD223323 HD223385 HD224559 HD224726 HD224785 HD224839 HD225160 HD225160 HD295354 HD024098 HD027887 HD032662 HD084347 HD111154 HD115675 HD118905 HD119291 HD119291 HD121934 HD122796 SUN SUN SUN SUN SUN SUN

A3V G5I B9III F3IV A7V G5I F5II F7V B3I K3III K3III F9V A3I F2I F0V F0IV F4V F7V G8II F9V K4V K0III M3II M1V G8III G8II G0III F8III F9V G0V G2V G2V

A1III K1IV B9IVn F1V A7V G5Ib F2IV-V A3Ia+... B4Vne K0 K0 F8V O8e O8e A3 F2 F5 G0 K0 G5 K0 K1III K7V K7V K0 K1III G2V G2V G2V G2V G2V G2V

∗

from 2001A&A...369.1048P and 2004astro-ph/0409214 (Prugniel and Soubiran). Parameters measured on the spectra and their Spectral and Luminocity class are given in the: http://www-obs.univ-lyon1.fr/∼prugniel/soubiran/v3/table meas.dat

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