6.6 Results

Object
(b -y)st
Err(b -y)st
m1st
Errm1st
c1st
Errc1st
Hbst
ErrHbst


















BD -00 03543 -0.023 0.011 1.707 0.170 0.299 0.151 3.467 0.324
BD -12 05132 -2.594 0.078 0.314 0.360 2.467 0.825 4.372 0.840
BD -19 05036 0.242 0.013 0.336 0.080 0.011 0.056 2.826 0.080
BD -20 05381 0.029 0.012 0.377 0.074 0.112 0.052 2.728 0.050
BD +02 03815 0.099 0.011 0.577 0.084 0.105 0.056 2.753 0.057
BD +23 1448 0.461 0.021 -0.147 0.112 0.197 0.133 2.473 0.118
BD +27 797 0.285 0.014 -0.447 0.086 0.216 0.112 2.477 0.095
BD +27 850 0.098 0.013 -0.003 0.067 0.176 0.076 2.571 0.068
BD +36 03946 0.349 0.014 -0.149 0.079 -0.039 0.066 2.582 0.063
BD +37 03856 0.289 0.014 0.027 0.076 -0.016 0.060 2.629 0.051
BD +37 675 -0.002 0.010 0.526 0.079 0.123 0.052 2.738 0.052
BD +40 1213 0.020 0.011 0.232 0.067 0.117 0.052 2.699 0.045
BD +42 1376 0.073 0.011 0.145 0.066 0.098 0.052 2.672 0.044
BD +46 275 -0.031 0.010 0.592 0.082 0.164 0.061 2.744 0.055
BD +47 03985 -0.025 0.010 0.257 0.067 0.145 0.056 2.700 0.045
BD +49 614 -0.018 0.011 0.585 0.083 0.133 0.054 2.770 0.061
BD +55 552 0.166 0.015 0.366 0.079 -0.012 0.052 2.703 0.048
BD +55 605 0.241 0.013 0.084 0.073 -0.050 0.059 2.668 0.044
BD +56 473 0.275 0.013 -0.075 0.074 0.010 0.060 2.613 0.055
BD +56 478 0.255 0.014 -0.001 0.074 -0.021 0.058 2.628 0.051
BD +56 511 0.397 0.015 0.232 0.089 -0.132 0.081 3.438 0.202
BD +56 573 0.309 0.015 -0.235 0.082 0.088 0.078 2.597 0.057
BD +20 4449 0.030 0.008 0.037 0.052 0.029 0.017 2.622 0.051
BD +29 3842 0.342 0.013 0.166 0.081 -0.075 0.033 2.689 0.044
BD +29 4453 0.077 0.008 -0.004 0.053 -0.019 0.016 2.660 0.043
BD +31 4018 0.194 0.009 -0.108 0.061 -0.027 0.021 2.617 0.052
BD +42 4538 0.107 0.008 0.321 0.060 -0.013 0.017 2.705 0.044
BD +50 825 0.065 0.007 0.629 0.072 0.105 0.018 2.763 0.059
BD +58 554 0.279 0.011 0.635 0.089 -0.040 0.027 2.806 0.072
CD -22 13183 0.144 0.012 0.405 0.078 0.092 0.057 2.709 0.047









Table 6.2: The full Strömgren data set for the representative sample.
The fits to the plotted graphs may be compared in Table 6.3. The data in both graphs of Figure 6.5 are found to correlate at the 3s level, although the form of that correlation is not returned. Regarding this a cautionary note is sounded by Anscombe’s quartet (Anscombe1973, see also Wall 1996), which shows four simple eleven point x,y scatter plots each of which contain the same mean x and y value, the same correlation coefficient, the same linear fits and error on the fits, but very different scatters. Two of the plots would not normally be associated with linear fits; whilst the data maybe correlated the form of that correlation is far from clear and not necessarily a simple linear. To be noted also is that the correlation test does not take into account errors on the data; “No quantity is of the slightest use unless it has an error of measurement associated, the uncertainties must be known” (Wall1996). To ascertain the form of the association a linear relationship is fitted as a first attempt.

The results of both fits are in agreement with those of Fabregat and Torrejon (1998), however the errors on those fits are too large to regard the data to be linearly related on the basis of these data alone, the source of the errors on the fits come from the observations. The xreduced2=1.047 which gives more substance to the linear fit being correct. Fabregat and Torrejon (1998) supply 1s error values (s = 0.043), although this value appears to be the scatter about the fitted line and not an error on the fits, as a comparison the standard deviation on the representative sample is 0.07. It is therefore not clear whether the fits presented by Fabregat and Torrejon (1998) can be regarded with more significance than those derived for the representative sample.

In an attempt to ascertain how significant the effect of including objects above B5 is, the full representative data sample is plotted, see Figure 6.6. Whilst rs is smaller for those plots containing the full data sample (see Table 6.3) the confidence levels are the same, indicating that there is no significant difference between the two data sets and that the change in correlation between data sets is minimal.


circumstellar emission versus H-alpha, full sample circumstellar emission versus H-beta, full sample
Figure 6.6: A plot of E(b-y)cs versus Ha EW/Å(left panel) and E(b-y)cs versus Hb EW/Å(right panel) using the full-sample of the representative sample, derived using the Fabregat and Torrejon (1998) method.


Plot rs dof Sig. level Conf. level Stan. dev. Gradient Intercept _____ E(b - y)cs vs Ha 0.34 26 0.05 3.0s ±0.06 0.0008±0.0011 +0.017±0.027 E(b - y)cs vs Hb 0.28 26 0.10 3.0s ±0.07 0.0030±0.0068 +0.021±0.029 Mv (Stromgren) vs Mv (Schmidt-Kaler) 0.77 24 <0.0005 4.0s ±1.44 0.4788±0.1240 +0.710±0.344 Including only values earlier than B5 E(b - y)cs vs Ha 0.43 21 0.025 3.0s ±0.07 0.0008±0.0011 +0.022±0.028 E(b - y)cs vs Hb 0.40 21 0.05 3.0s ±0.07 0.0050±0.0067 +0.020±0.028 Mv (Stromgren) vs Mv (Schmidt-Kaler) 0.72 21 <0.0005 4.0s ±1.27 0.2954±0.065 +0.077±0.072__ Table 6.3: Full Table of Reduced Results for the Representative Sample (uvbyb). Col. 1 indicates the plot and whence it has been derived, the Spearman rank correlation coefficient is listed in Col. 2 and the number of degrees of freedom of the test in Col. 3. Col. 4 shows the significance levels obtained from the lookup tables of Wall (1996) and Col. 5 the confidence levels extracted from Wall (1979). The standard deviation about the weighted least squares fit is given in Col. 6 and Cols. 7 & 8 give the weighted gradient and intercept of each fit.

Using zero age main sequence fits, derived by Balona and Shobbrook (1984), it is possible to derive the magnitude (Mv) of the underlying Be star. The generated magnitudes are plotted against magnitudes tabulated by Schmidt-Kaler (1982). The results are plotted in Figure 6.7.


Derived magnitude against externally derived magnitudes Derived magnitude against tabulated magnitude
Figure 6.7: Plot of Mv derived using Balona and Shobbrook (1984) against tabulated Mv values (Schmidt-Kaler1982) for the full represenatative sample (left panel) and those stars earlier than B5 (right panel).