A&A 428, 925-934 (2004)
DOI: 10.1051/0004-6361:20040457
N. Vogt1,2 - P. Kroll 1 - E. Splittgerber 1
1 - Sonneberg Observatory, Sternwartestr. 32, 96515 Sonneberg, Germany
2 -
Instituto de Astronomia, Universidad Catolica del Norte, Avenida Angamos
0610, Antofagasta, Chile
Receiced 16 March 2004 / Accepted 7 June 2004
Abstract
The light curves of 216 arbitrarly chosen field stars and of 23 known variables in
the Aur/Tau/Ori region were derived (
)
from scanned,
blue-sensitive archival patrol plates, covering a total of 34 years (1961-1995).
We achieved a photometric accuracy of 0.07 ... 0.12 mag in spite of rather unfavourable
locations of most stars near the plate borders. 17 field stars turned out to
be variables, most of them with time scales of 1000-8000 days in the form of slow
waves with amplitudes between 0.1 and 0.3 mag, i.e. below the threshold
of traditional variable searches on photographic plates. About 50% of these new
long-term variables exhibit drifts indicating periodic or erratic variability
at much longer time scales than covered here. For the 23 known variables we achieved
improvements in their periods and amplitudes and detected long-term
variations (drifts, waves) in about 50% of them. The above fraction of
low-amplitude long-term variables among field stars
implies that a total of about 45 000 new variables should be detectable
in the Sonneberg patrol plate archive. They will represent a new, hitherto not
investigated population of variable stars with a possibly significant
impact on our understanding of the stellar interior and evolution.
Key words: stars: variables: general - stars: evolution
For more than a century, the photographic plate has been the most reliable light detector and data storage device available for astronomical observations. However, it is being nearly completely replaced by digital detectors like CCDs in practically all astronomical applications, even those requiring wide fields. This implies that most of the older photographic observations are becoming obsolete, unless they document variations on long time scales.
This is the case if one considers the patrol plate archive of
the Sonneberg Observatory, which, following Harvard, is the
second largest in size and plate number (Bräuer & Fuhrmann
1992). The Sonneberg Observatory was continuously active in sky patrol
observations from the 1930ies until today in a very homogeneous
manner, using the same optics and very similar plate scales, sizes and
emulsions for many decades. Therefore, the Sonneberg archive which
contains more than 275 000 plates and films, today represents
a unique collection of sky patrol coverage of the entire
northern and equatorial sky (down to declination ), without any
major gaps.
There was a considerable impact of this effort on variable star research. Hoffmeister, together with his collaborators and successors, detected, classified and investigated a total of more than 10 000 variable stars in the Milky Way, about 25% of all variables known at the time when the latest edition of the General Catalogue of Variable Stars (GCVS) was published (Kholopov et al. 1985). The technique used for this purpose: blink comparison and eye estimates of magnitudes. Obviously, only a very small fraction of all the information contained in the plate archive could be extracted this way. Now, with the advent of rapid and precise scanners, the entire plate archive can be digitized and subsequently analysed in a more general manner. As a first step in this direction we determine here the photometric variations of 216 arbitrarily chosen fields stars and, in addition, 23 known variables over a period of 34 years. Our study is restricted to rather small areas (about 74 square degrees in total) in the region of Aur/Tau/Ori. The main aim of this patrol project is to determine the photometric accuracy of scanned stellar images on patrol plates, as well as to find out what kind of information on the long-term variability of all classes of stars can be derived and expected from a comprehensive analysis of patrol plates.
The Sonneberg Sky Patrol (SSP), originally proposed by Paul Guthnik (1879-1947),
is recording the entire accessible sky with 14 short-focus cameras simultaneously
in two colours "pg'' and "pv'' (Bräuer & Fuhrmann 1992; Bräuer et al. 1999).
The plate size is
,
the scale 830''/mm resulting in a useful field size
of about
.
The cameras are centred at declinations
and
,
recording the sky every
in right ascension at
and
south of it, and every
in the
and
zones. The limiting magnitudes are
of the order of
in pg (blue) and
in pv (red), but the average
limit achieved is about 1 mag brighter than these values.
Plate scanning was performed with the digitalization machine DIA ("Digital Image Analyser'')
described by Kroll & Neugebauer (1993). DIA was able to scan an SSP plate
with a resolution of
and 8 bit data depth within 45 min.
More than 5000 plates have been recorded this way between 1994 and 1999,
mainly in the Taurus/Orion region for the study of T Tauri stars (Heines 1999).
Each plate was subdivided into 4 quarter subsections for the scanning procedure,
called 00, 01, 10 and 11 for the NE, NW, SE and SW quarter resp. of each plate.
For our pilot project we selected a total of 11 smaller sub-fields (about
)
in the quarter sections 00 and 10 of the SSP field
.
The 7 fields in quarter 00 are called: 00.A, 00.B, 00.C, ... 00.G, the remaining 4 in quarter 10:
10.A, 10.B, 10.C and 10.D. These sub-fields were chosen in order to include
some known bright variable stars. Their positions on the sky and plate are shown
in Fig. 1 in a schematic way. Most of them are rather far away from the plate
centre and near the edges and/or corners of the plate. This choice was made to study the photometric accuracy under "worst case conditions''.
Our study refers only to the blue pg plates.
In each of these sub-fields 20-30 field stars were selected according to the following criteria:
For each sub-field, the I-values were linked to the HIPPARCOS and TYCHO
catalogue magnitudes, mB and mV, of the constant stars in order to
define a transformation between I and the photographic magnitude
:
Originally, we had included stars between
and
in our
measurement program. In the course of the reduction procedure
the coverage of very bright and very faint stars in most sub-fields
was too poor to get reliable photometric values. In addition,
systematic variations from the above parabolic fit arise as soon as the
total magnitude range exceeds about 4.5 mag. Therefore, we limited the
final reduction to stars in the range
.
The colour coefficients a3 were determined, in a first step, for different sets of about 60 plates each taken within a three year interval. However, the coefficient did not vary significantly from epoch to epoch, so we could use a mean colour coefficient for each sub-field. Table 1 lists their values, together with the approximate mean distance of each sub-field from the plate center. Apparently, there is no correlation; however, the most distant field 00.A has the largest value of a3.
The mean distances from the plate center and the colour coefficients
for each sub-field are listed in Table 1, together with the mean
standard deviations
from the calibration fits.
Sub-field | Distance from | Colour | Mean standard deviation |
plate center | coefficient | from calibration fit | |
(degrees) | a3 | ![]() |
|
00.G | 6.5 | 0.359 | 0.077 |
10.B | 10.4 | 0.356 | 0.087 |
00.F | 10.6 | 0.353 | 0.091 |
00.E | 12.4 | 0.249 | 0.098 |
10.A | 12.7 | 0.281 | 0.083 |
00.C | 12.8 | 0.309 | 0.120 |
10.D | 12.8 | 0.336 | 0.112 |
10.C | 14.1 | 0.277 | 0.088 |
00.B | 14.3 | 0.305 | 0.110 |
00.D | 14.4 | 0.289 | 0.089 |
00.A | 16.2 | 0.422 | 0.096 |
They range from 0.07 to 0.12 mag, and there is no close correlation with the position on the plate. However, the field nearest to the plate center (00.G) also reveals the smallest scatter, as expected. In general, we derived our photometric data with a mean error of 0.096 mag, and we expect that this value could improve to about 0.06-0.08 mag if all stars of an entire plate are measured, since most stars in our sample are located near the plate edges.
The above reduction procedure reveals light curves of a total of 239 stars, with an average of about 450 measurements distributed more or less homogeneously over 34 years (1961-1995). 23 of them are known variables that will be discussed in Sect. 4.
All light curves were analysed in various ways. We calculated seasonal means and searched for drifts, waves and erratic variability in all accessible time scales. In addition, we applied a period search routine developed by Schwarzenberg-Czerny (1989), searching for periodicities between 1 and 10 000 days. A critical comparative analysis of all light curves revealed a total of 17 new variable stars while the remaining 199 stars of our sample have to be considered as constant within the time interval and accuracy considered here. The latter are listed in Tables 2 and 3 (see online material). The scatter around their mean magnitude value is always of the order of 0.08-0.12 mag, as expected from the photometric accuracy determined in Sect. 2. Only these constant stars were used for the magnitude calibration.
The most important properties of the 17 new variable stars are given in Table 4.
Eight of them were drifting, showing a linear increase or decrease in brightness
over the entire 34-year time interval with a total amplitude between 0.09
and 0.25 mag (- sign refers to increasing, + sign to decreasing brightness
with time). This may indicate the presence of periodic or erratic variations at
much larger time scales than covered here. Five stars show periodic
long-term variations with periods between 3500 and 11 000 days, and amplitudes
up to 0.25 mag. In addition, in seven cases erratic variability with similar
or shorter time scales (down to about 20 days) is present while in one case
(S10953 = GSC 708.0904) the enhanced scatter suggests unresolved short-term variability.
The amplitude of the erratic variations ranges from 0.15 to 0.5 mag. A special
case is S10955 = GSC 714.0246 for which the period search routine has revealed a strictly
periodic variation with 1.58625 days, displaying the typical light curve of an
eclipsing binary (Fig. 4), probably of Lyrae type with
small amplitude (0.2 mag).
Sonneberg | Hip or | Spec. | N | Mean | Drift | Periodic Var. | Erratic Variable | Remarks | ||
variable | GSC No. | type | mag | ampl. | P(d) | ampl. | Time scale | ampl. | ||
designation | B | (mag) | (mag) | (d) | (mag) | |||||
S10949 | Hip 25972 | A0 | 478 | 8.547 | -0.15 | 30-8000 | 0.35 | |||
S10950 | Hip 26162 | B8e | 467 | 8.570 | -0.22 | 1000-4000 | 0.5 | |||
S10951 | Hip 26669 | A0 | 497 | 9.027 | 8000: | 0.2 | 30-300 | 0.15 | see Fig. 2 | |
S10952 | Hip 27699 | B5e | 477 | 9.010 | +0.26 | 4700 | 0.25 | see Fig. 3 | ||
S10953 | 0708.0904 | M0 | 473 | 11.158 | =NSV 2001,(1),
![]() |
|||||
S10954 | 0709.0746 | A5 | 425 | 9.778 | +0.21 | |||||
S10955 | 0714.0246 | A0 | 481 | 9.281 | 1.58625 | 0.2 | (2), see Fig. 4 | |||
S10956 | 0714.1144 | K0 | 476 | 9.578 | 11000: | 0.2 | "wave'' see Fig. 5 | |||
S10957 | 1873.0775 | M | 468 | 11.026 | 4000-6000 | 0.3 | =NSV 2444, Fig. 6 | |||
S10958 | 1875.2587 | A2 | 474 | 8.182 | +0.18 | =NSV 2670 | ||||
S10959 | 2403.0702 | A5m | 461 | 10.265 | +0.17 | 8000: | 0.15 | see Fig. 7 | ||
S10960 | 2405.0168 | A0 | 461 | 10.764 | +0.09 | |||||
S10961 | 2405.0203 | F2 | 389 | 11.370 | 2000 | 0.25 | ||||
S10962 | 2405.1545 | B0e | 409 | 9.716 | 3580 | 0.12 | see Fig. 8 | |||
S10963 | 2407.0022 | M3 | 372 | 11.554 | 20-100 | 0.4 | =NSV 2073 | |||
S10964 | 2408.0661 | B5 | 397 | 9.003 | 3000 | 0.2 | see Fig. 9 | |||
S10965 | 2409.0265 | A2 | 401 | 11.091 | -0.16 |
The most interesting light curves of these new variables are shown in Figs. 2 to 9, together with that of a nearby constant star from the same sub-field and similar brightness.
In general, most observed amplitudes of the new variables do not exceed 0.3 mag, the typical threshold for a detection with blink comparator or similar visual inspection methods, as applied traditionally at the Sonneberg Observatory. Therefore, it is not surprising that the variables listed in Table 4 have previously not been detected. However, four of them are listed in the New Catalogue of Suspected Variables (NSV: Kukarkin et al. 1982).
The spectral type o the 17 new variable stars are distributed as follows: B(4 stars), A(8), F(1), G(0), K(1) and M(3). This could be a hint of a bimodal frequency distribution in spectral types of long-term variables with low amplitude, with maxima around types A and M, since the fraction of A type among the constant stars in our sample is only 20%, that of M stars only 1%. The maximum at A stars is surprising and would require more data for confirmation. This preliminary result suffers from the low star numbers.
The 23 previously named variable stars included in our study are listed in Table 5; a sample of the most interesting light curves is given in Figs. 10 to 20.
![]() |
Figure 2: Light curve of the new variable star S10951 = Hip 26669 ( lower panel) and the constant star Hip 26239. |
![]() |
Figure 3: Light curve of the new variable S10952 = Hip 27699 ( upper panel) and the constant star Hip 27686. |
![]() |
Figure 4:
Light curve of the new eclipsing binary S10955 = GSC 714.0246 ( lower panel) and the constant star Hip 25814
vs. phase of the period
![]() |
![]() |
Figure 5: Light curve of the new variable S10956 = GSC 714.1144 ( central panel) and the two constant stars Hip 26729 ( upper panel) and GSC 701.0006 ( lower panel). |
Name | Type | Spectr. | N | Mean | Drift | Periodic Variable | Erratic Variable | Remarks | ||
(GCVS) | type | mag. | ampl. | P(d) | ampl. | Time scale | ampl. | |||
B | (mag) | (mag) | (d) | (mag) | ||||||
U Aur | M | M9 | 392 | 11.184 | 408.09 | 2.5 | (4), see Fig. 10 | |||
RZ Aur | EA/SD | A | 306 | 11.564 | 3.010644 | ? | (1), (3) | |||
FP Aur | EA | 286 | 11.531 | +0.35 | 0.947236(?) | (5), see text | ||||
FU Aur | LB | CII | 426 | 11.152 | 20-100 | 0.4 | carbon star | |||
FW Aur | EA/SD | 322 | 11.671 | 2.55997 | ? | (1), (2), (3) | ||||
HH Aur | INSB: | G6IV | 485 | 9.95 | constant,
![]() |
|||||
V356 Aur | DSCT | F4IIIp | 483 | 8.69 | 0.18916 | constant,
![]() |
||||
V362 Aur | LC | M1.5Ia | 438 | 9.612 | +0.23 | 1000-3000 | 0.4 | see Fig. 11 | ||
V399 Aur | SR | S | 431 | 11.734 | 8000: | 0.5 | 30-1000 | 0.3 | (8) | |
V438 Aur | GCAS | B2pshl | 415 | 8.044 | 50-6000 | 0.5 | see text and Fig. 12 | |||
BK Ori | M | M7 | 165 | 11.899 | 346.3 | >2.5 | (1), (6), see text and Fig. 13 | |||
CO Ori | INSB | G5Vpe | 404 | 11.711 | -0.50 | 20-1000 | 0.8 | (1) | ||
GW Ori | INST | K3V:e | 476 | 10.818 | +0.14 | |||||
HK Ori | INSA | A4pe | 426 | 11.608 | +0.13 | 2400 | 0.25 | 30-1000 | 0.2 | (8), see Figs. 14 and 15 |
OS Ori | EA/SD | A0 | 358 | 12.087 | 2.383525 | >0.6 | (1), (3), (10), see Fig. 16 | |||
V440 Ori | LB | M5 | 357 | 11.692 | +0.13 | (10),
![]() |
||||
V451 Ori | GCAS | B9 | 425 | 9.858 | -0.09 | 100-3000 | 0.1 | |||
V1374 Ori | BE | B8 | 481 | 8.082 | -0.25 | 5685 | 0.5 | (8), (9), see Fig. 17 | ||
V1376 Ori | LB | M5 | 483 | 9.029 | see (11) | see (11) | =NSV 2258, (11) | |||
V1409 Ori | INA | AIab:e | 471 | 10.490 | 3445: | 0.1: | =NSV 2041, (8) | |||
SV Tau | EA/SD | B9 | 467 | 10.128 | 2.1669051 | 1.2 | (4), (7) see Fig. 18 | |||
AB Tau | SRA | M3 | 456 | 11.649 | 143 | 0.25 | 10-50 | 0.2 | (6), see text and Fig. 19 | |
V1163 Tau | BE | B1Vne | 469 | 8.451 | 20-6000 | 0.5 | see Fig. 20 |
These variables can be subdivided into the following classes (GCVS designations in brackets):
For one Mira star, U Aur, our data give exactly the published ephemeris values.
In the other case, BK Ori, the GCVS gives a period
of
,
valid after HJD 24 38800, and an epoch of maximum HJD 24 40925.
At earlier epochs, the period varied between 326 and 346 days. Our data fit
best the element maximum = HJD 24 40908 + 346.3 E (see Fig. 13).
As expected, the third group of late type giants and supergiants demonstrate
a wide range of behaviour, from unresolved short-term variability (V440 Ori),
to erratic variations at all time scales from 20 to 3000 days and amplitudes up to 0.4 mag, as well as possible long-term waves with quasi-periods up to 8000 days.
A special case is AB Tau: the GCVS gives an epoch HJD 24 37340 for the light
maximum and a period of
.
Our data fit well to the epoch, but the period
search routine reveals
as the best period. The enhanced scatter (see Fig. 19)
implies additional short-term variability.
One of the Orion-type variables (HH Aur) turned out to be constant in our data set. The remaining variables show either erratic variations at time scales of 20 to 1000 days with amplitudes up to 0.8 mag, or waves with quasi-periods of 2400-3500 days and amplitudes up to 0.25 mag.
The group of Be stars is characterized by erratic variations in all time scales
between 20 and 6000 days, with amplitudes up to 0.6 mag. The only Scuti star in our sample,
V 356 Aur, seems to be constant with a slightly enhanced scatter.
Its
-period (amplitude 0.1 mag) reported in the literature apparently
was not resolved by our data.
Due to our period search routine it was possible to discover new, hitherto
unknown long-term periodicities in four cases (V399 Aur, HK Ori, V 1374 Ori
and V 1409 Ori), with
and amplitudes between 0.1 and 0.5 mag. In another four cases (U Aur, BK Ori, SV Tau and AB Tau) we were
able to modify and/or improve the published periods. In addition, eight stars (35% of our sample of previously known variables)
show significant drift variations in the entire 34 year interval covered,
with amplitudes between 0.09 and 0.5 mag. Three of them belong to the group of Orion variables, the remaining
ones are more or less evenly distributed among the other variable types. All
these findings support the importance of this kind of supplementary
information which can be derived by a study like ours even for known variables:
they all are either well known, or recently discovered by
HIPPARCOS due to striking short-term variations. Their long-term behaviour
has never been investigated because there is essentially no way to do
this other than via sky patrol plate archives.
![]() |
Figure 6: Light curve of the new variable S10957 = GSC 1873.0775 (NSV 2444: central panel) and the two constant stars GSC 1873.0519 ( upper panel) and GSC 1873.0489 ( lower panel). |
![]() |
Figure 7: Light curve of the new variable S10959 = GSC 2403.0702 ( upper panel) and the constant star Hip 25512. |
![]() |
Figure 8: Light curve of the new periodic variable S10962 = GSC 2405.1545 ( lower panel) and the constant star Hip 27404 vs. phase of the period 3580 days. |
![]() |
Figure 9: Light curve of the new variable S10964 = GSC 2408.0661 ( lower panel) and the constant star Hip 26326. |
This comparison, however, has to be considered with caution for two reasons. Firstly, our fraction of 7% variables is a lower limit because many "constant'' stars show drifts and/or possible waves with amplitudes between 0.05 and 0.1 mag which, however, failed the test of statistical significance with the presently available data. This problem will be solved as soon as the red plates are included in the analysis. They will provide a simultaneously observed, independent data set in a band pass whose variations should be similar to those on blue plates. Secondly, none of the above cited studies investigated the long-term behaviour. 15 of the 17 new variables show variations with time scales of the order of 1000 days or longer. This makes any comparison with published results difficult.
Similar arguments are valid if we compare our study with those made with other modern techniques. Recently, many new variable stars have been detected and investigated as a by-product of the search for gravitational microlensing effects such as MACHO and OGLE. These surveys record simultaneously millions of stars on large CCD arrays with higher photometric accuracy, lower limiting magnitude and better time resolution than provided by SSP. OGLE has detected a total of about 200 000 variables stars in the Galactic Bulge (Wozniak et al. 2002) and 68 000 variables in the Magellanic Clouds (Zebrun et al. 2001). Thus, the question arises to what extent we should study relatively bright stars on photographic sky patrol plates (with all the problems of calibration, image distortions, blends etc.) if we can get similar information from other ongoing research projects?
![]() |
Figure 11: Light curve of the LC type variable V362 Aur ( upper panel) and the constant star GSC 1860.1270. |
We would have to wait more than 50-100 years to be able to cover the time scales available in Harvard, Sonneberg and few similar existing plate archives. Archival studies cover mainly stars of the solar neighbourhood, i.e. a rather homogeneous population of stars whose fundamental data such as spectral type, luminosity class, radial velocity, parallax, proper motion, UV and IR spectrum etc. are known or at least will be known very soon due to scheduled survey projects and space missions. In contrast, OGLE and MACHO observe a mixture of stellar populations at far distances, consisting of very faint stars without any hope of easily obtaining the fundamental data mentioned above and required for a meaningful astrophysical discussion of their variation. Both methods, instead, could complement each other. In the near future plates will definitely be replaced by large CCDs, but the policy to observe the entire sky or at least a large fraction of it should be maintained.
The future impact of a complete analysis of all SSP plates is obvious:
according to Allen (1973) there are about 29 stars per square degree
brighter than
in average. SSP has covered the entire sky down to
about
declination, containing about 28 000 square degrees in total.
This means that a total of roughly 800 000 stars in the magnitude range of our
pilot study have been monitored in Sonneberg during the past five or more
decades. These data will soon be available in digital form: about 30% of the
plates have already been scanned with the new HP flat-bed scanners, and we
expect to digitize the entire Sonneberg archive within the next five years. If
we modify our software so that full-automatic photometric measurements are
possible and if we eliminate, in a first attempt, 20% of the targets due to
blends, background variability etc. we could study the long-term behaviour of
about 650 000 stars just with the methods presented here. 7% of them,
i.e. about 45 000 are expected to show long-term variability according to our
pilot results; this number is of the same order as that of all known galactic
variable stars in the GCVS. This means, on the other hand, that more than 50% of stellar variability is unknown to us because never investigated with
proper methods. We will be able to determine, for the first time, the entire
frequency distribution of variable stars, including its hitherto unknown tail
at low amplitudes and time scales of over 1000 days. Such a study will have
important consequences for our understanding of the stellar interior, evolution
and variability.
![]() |
Figure 12:
Light curve of the ![]() |
![]() |
Figure 14: Light curve of the INSA type variable HK Ori ( lower panel) and the constant star GSC 709.1948. |
![]() |
Figure 15: Light curve of the INSA type variable HK Ori ( lower panel) and the constant star GSC 709.1948 vs. phase of the period 2400 days. |
![]() |
Figure 16:
Light curve of the eclipsing binary OS Ori ( lower panel) and the constant star GSC 701.0006 vs.
phase of the period
![]() |
![]() |
Figure 17: Light curve of the Be type variable V1374 Ori ( upper panel) and the constant star GSC 701.0053 vs. phase of the period 5685 days. |
![]() |
Figure 19: Light curve of the SRA type variable AB Tau ( lower panel) and the constant star GSC 1869.1671 vs. phase of the period 143 days. |
![]() |
Figure 20: Light curve of the Be type variable V1163 Tau ( upper panel) and the constant star Hip 26845. |
We can summarize the main results of our pilot study as follows:
Acknowledgements
We thank 4pi Systeme - Gesellschaft für Astronomie und Informationstechnologie mbH, Sonneberg, Germany, for financial and logistic support for this project.
HIPPARCOS | Number of |
![]() |
Standard dev.
![]() |
HIPPARCOS | Number of |
![]() |
Standard dev.
![]() |
Number | measurements | from
![]() |
Number | measurements | from
![]() |
||
23201 |
268 | 8.758 | 0.049 | 26163 | 275 | 10.191 | 0.095 |
23209 | 274 | 9.174 | 0.055 | 26196 | 455 | 11.600 | 0.098 |
23523 | 389 | 9.310 | 0.057 | 26206 | 414 | 8.724 | 0.092 |
23570 | 425 | 10.483 | 0.081 | 26227 | 446 | 11.266 | 0.084 |
23634 | 427 | 9.537 | 0.065 | 26239 | 467 | 8.350 | 0.051 |
23721 | 431 | 10.694 | 0.105 | 26291 | 414 | 8.379 | 0.105 |
23772 | 430 | 9.839 | 0.068 | 26326 | 417 | 8.605 | 0.079 |
24035 | 385 | 10.511 | 0.085 | 26335 | 488 | 10.729 | 0.039 |
25033 | 420 | 10.049 | 0.094 | 26341 | 474 | 8.920 | 0.090 |
25077 | 477 | 8.098 | 0.127 | 26342 | 481 | 10.061 | 0.080 |
25123 | 480 | 10.879 | 0.092 | 26356 | 447 | 8.233 | 0.054 |
25157 | 433 | 8.006 | 0.076 | 26374 | 456 | 10.875 | 0.088 |
25160 | 408 | 7.927 | 0.067 | 26418 | 278 | 8.484 | 0.089 |
25185 | 425 | 9.289 | 0.113 | 26419 | 461 | 8.736 | 0.075 |
25245 | 466 | 8.152 | 0.066 | 26518 | 462 | 8.269 | 0.064 |
25286 | 486 | 9.056 | 0.096 | 26550 | 472 | 9.863 | 0.105 |
25294 | 480 | 10.135 | 0.077 | 26555 | 475 | 8.804 | 0.088 |
25297 | 484 | 8.614 | 0.090 | 26570 | 452 | 11.213 | 0.101 |
25323 | 484 | 8.489 | 0.091 | 26609 | 478 | 9.399 | 0.074 |
25326 | 418 | 10.301 | 0.091 | 26618 | 478 | 9.998 | 0.093 |
25375 | 484 | 10.365 | 0.096 | 26658 | 399 | 9.115 | 0.089 |
25433 | 451 | 7.793 | 0.092 | 26711 | 473 | 8.470 | 0.076 |
25445 | 481 | 8.526 | 0.083 | 26729 | 479 | 8.776 | 0.080 |
25481 | 485 | 9.152 | 0.118 | 26765 | 438 | 11.076 | 0.085 |
25494 | 446 | 10.183 | 0.086 | 26845 | 472 | 9.263 | 0.080 |
25512 | 468 | 10.845 | 0.083 | 26852 | 403 | 8.485 | 0.078 |
25554 | 449 | 11.055 | 0.091 | 26854 | 466 | 9.738 | 0.092 |
25609 | 105 | 9.253 | 0.068 | 26875 | 485 | 9.358 | 0.089 |
25614 | 466 | 10.849 | 0.086 | 26946 | 467 | 9.896 | 0.088 |
25666 | 485 | 8.879 | 0.117 | 26969 | 467 | 7.977 | 0.065 |
25698 | 434 | 10.276 | 0.111 | 26993 | 480 | 9.146 | 0.093 |
25711 | 462 | 10.252 | 0.094 | 27312 | 450 | 7.849 | 0.094 |
25789 | 454 | 11.365 | 0.117 | 27404 | 464 | 8.896 | 0.049 |
25794 | 460 | 7.969 | 0.080 | 27548 | 463 | 9.165 | 0.088 |
25801 | 449 | 9.818 | 0.122 | 27605 | 405 | 7.684 | 0.078 |
25814 | 402 | 8.817 | 0.069 | 27613 | 466 | 9.702 | 0.107 |
25876 | 412 | 10.947 | 0.110 | 27635 | 414 | 10.341 | 0.117 |
25904 | 447 | 10.781 | 0.105 | 27676 | 472 | 8.150 | 0.095 |
25917 | 420 | 10.227 | 0.120 | 27686 | 475 | 9.620 | 0.095 |
25948 | 423 | 8.455 | 0.099 | 27783 | 413 | 8.967 | 0.100 |
26028 | 479 | 9.356 | 0.075 | 27798 | 435 | 9.064 | 0.084 |
26044 | 479 | 9.994 | 0.086 | 27800 | 472 | 9.231 | 0.095 |
GSC | Number of |
![]() |
Standard dev.
![]() |
GSC | Number of |
![]() |
Standard dev.
![]() |
Number | measurements | from
![]() |
Number | measurements | from
![]() |
||
0700.0205 | 466 | 10.852 | 0.106 | 1873.0388 | 479 | 9.840 | 0.069 |
0700.0658 | 271 | 11.757 | 0.090 | 1873.0489 | 399 | 11.717 | 0.085 |
0700.0904 | 439 | 11.210 | 0.103 | 1873.0505 | 470 | 10.980 | 0.087 |
0700.0931 | 485 | 9.178 | 0.077 | 1873.0519 | 484 | 10.316 | 0.103 |
0700.1022 | 473 | 11.055 | 0.110 | 1873.0712 | 452 | 11.625 | 0.104 |
0700.1074 | 453 | 11.186 | 0.094 | 1873.0733 | 417 | 11.777 | 0.093 |
0700.1124 | 391 | 11.863 | 0.099 | 1873.0742 | 435 | 10.620 | 0.096 |
0700.1155 | 462 | 11.360 | 0.124 | 1873.0784 | 461 | 9.809 | 0.085 |
0700.1347 | 484 | 9.961 | 0.097 | 1873.0833 | 438 | 11.808 | 0.091 |
0700.1538 | 397 | 11.513 | 0.101 | 1874.0147 | 193 | 11.881 | 0.092 |
0700.1580 | 465 | 10.995 | 0.104 | 1874.0642 | 468 | 9.744 | 0.091 |
0700.1745 | 480 | 10.942 | 0.108 | 1874.1252 | 385 | 11.643 | 0.081 |
0701.0006 | 423 | 10.297 | 0.072 | 1874.1261 | 349 | 11.783 | 0.092 |
0701.0053 | 482 | 9.151 | 0.082 | 1875.0065 | 461 | 9.278 | 0.104 |
0701.0171 | 477 | 9.327 | 0.079 | 2403.0052 | 454 | 11.548 | 0.111 |
0701.0356 | 280 | 10.290 | 0.106 | 2403.0181 | 446 | 11.454 | 0.128 |
0701.0669 | 477 | 9.838 | 0.082 | 2403.0287 | 440 | 11.319 | 0.097 |
0701.0974 | 277 | 9.453 | 0.085 | 2403.0297 | 472 | 10.666 | 0 084 |
0701.1392 | 472 | 10.828 | 0.107 | 2403.0309 | 457 | 10.661 | 0.100 |
0704.0195 | 484 | 9.780 | 0.117 | 2403.0496 | 467 | 10.780 | 0.089 |
0704.0605 | 483 | 9.932 | 0.090 | 2403.0654 | 469 | 9.939 | 0.109 |
0704.1511 | 465 | 11.197 | 0.121 | 2403.0655 | 458 | 10.177 | 0.093 |
0705.0092 | 313 | 12.160 | 0.066 | 2403.0657 | 456 | 11.212 | 0.109 |
0705.0366 | 391 | 11.714 | 0.079 | 2403.0736 | 426 | 11.676 | 0.113 |
0705.0442 | 102 | 10.397 | 0.081 | 2403.0758 | 325 | 11.271 | 0.105 |
0705.0920 | 479 | 9.853 | 0.100 | 2403.0857 | 443 | 11.248 | 0.103 |
0708.0577 | 485 | 9.727 | 0.090 | 2403.0963 | 414 | 11.630 | 0.120 |
0708.1646 | 479 | 9.867 | 0.087 | 2403.1062 | 452 | 11.656 | 0.124 |
0708.1710 | 453 | 9.206 | 0.094 | 2403.1246 | 384 | 12.100 | 0.111 |
0709.0030 | 422 | 9.664 | 0.102 | 2403.1379 | 407 | 11.391 | 0.117 |
0709.1150 | 400 | 11.607 | 0.069 | 2404.0110 | 464 | 11.067 | 0.091 |
0709.1571 | 375 | 11.555 | 0.071 | 2404.0128 | 427 | 9.851 | 0.107 |
0709.1948 | 431 | 10.904 | 0.078 | 2404.0204 | 369 | 11.680 | 0.086 |
0709.2061 | 455 | 11.232 | 0.093 | 2404.0231 | 192 | 11.640 | 0.098 |
0714.0247 | 477 | 9.327 | 0.079 | 2404.0358 | 449 | 11.131 | 0.093 |
1840.0262 | 317 | 11.725 | 0.038 | 2404.0403 | 420 | 11.625 | 0.112 |
1853.0315 | 429 | 10.949 | 0.111 | 2404.0564 | 454 | 11.098 | 0.094 |
1853.0713 | 428 | 11.007 | 0.095 | 2404.0578 | 467 | 10.518 | 0.095 |
1857.1561 | 431 | 10.954 | 0.095 | 2404.0746 | 214 | 11.832 | 0.075 |
1857.1645 | 431 | 10.112 | 0.081 | 2404.0821 | 446 | 10.809 | 0.096 |
1859.0283 | 252 | 12.122 | 0.067 | 2404.0993 | 439 | 11.591 | 0.101 |
1859.1338 | 403 | 9.775 | 0.094 | 2404.1175 | 455 | 11.268 | 0.105 |
1860.0021 | 423 | 10.666 | 0.099 | 2405.0063 | 420 | 9.421 | 0.074 |
1860.0211 | 130 | 11.414 | 0.078 | 2405.0620 | 429 | 11.579 | 0.071 |
1860.0229 | 240 | 11.105 | 0.091 | 2405.0856 | 458 | 9.982 | 0.110 |
1860.0362 | 443 | 10.249 | 0.090 | 2405.1338 | 384 | 10.861 | 0.075 |
1860.0486 | 198 | 11.549 | 0.081 | 2405.1617 | 409 | 11.478 | 0.100 |
1860.0726 | 310 | 11.106 | 0.099 | 2405.1747 | 403 | 11.217 | 0.086 |
1860.0785 | 300 | 11.421 | 0.081 | 2406.0439 | 456 | 10.937 | 0.103 |
1860.1233 | 436 | 9.663 | 0.093 | 2406.0529 | 352 | 11.812 | 0.053 |
1860.1260 | 427 | 9.452 | 0.079 | 2406.0677 | 458 | 11.155 | 0.108 |
1860.1270 | 432 | 10.668 | 0.093 | 2407.0056 | 378 | 8.963 | 0.099 |
1869.1223 | 468 | 11.341 | 0.087 | 2407.1282 | 412 | 11.130 | 0.116 |
1869.1325 | 481 | 8.619 | 0.093 | 2408.0323 | 364 | 11.651 | 0.127 |
1869.1671 | 475 | 10.041 | 0.074 | 2408.0619 | 336 | 11.617 | 0.085 |
1869.1689 | 474 | 11.278 | 0.098 | 2409.0281 | 409 | 10.692 | 0.116 |
1870.1592 | 129 | 12.089 | 0.095 | 2409.0423 | 392 | 9.991 | 0.094 |
1873.0139 | 468 | 11.299 | 0.098 |