I apologise in advance if this is a daft question, but I've been battling
GLMMs for a while in R 2.1.1 and keep getting bizarre degrees of freedom
appearing.
For instance, using the example data attached and a simplified model from
the one I need, I have: binary choice data, fixed factors = PositionIndex
and Treatment and random factor = Name nested within treatment. I use the
model:
glmmPQL(FreeChoice ~ PositionIndex + Treatment, random = ~1 +
Treatment|Name, family = binomial, data = Exemplar)
The output I receive gives the expected df for the treatment variables (df
= 47), but the PositionIndex df come out at 3953 when I think 7 should be
closer to the mark. Have I got my model wrong? The full output is shown
below, I'd be very grateful for any advice.
Many thanks, Mark
PS - is there a way to specify a single p-value for a factor e.g.
PositionIndex as well as the two-way contrasts?
Linear mixed-effects model fit by maximum likelihood
Data: students
AIC BIC logLik
17254.33 17361.37 -8610.163
Random effects:
Formula: ~1 + Treatment | Name
Structure: General positive-definite, Log-Cholesky parametrization
StdDev Corr
(Intercept) 0.08118364 (Intr) Trtmnt
Treatmentvl 0.89891387 -0.059
Treatmentvs 0.54219504 -0.438 0.006
Residual 0.98920592
Variance function:
Structure: fixed weights
Formula: ~invwt
Fixed effects: FreeChoice ~ PositionIndex + Treatment
Value Std.Error DF t-value p-value
(Intercept) 0.2329314 0.1231124 3953 1.892022 0.0586
PositionIndexb -0.0758549 0.1385700 3953 -0.547412 0.5841
PositionIndexc -0.2560203 0.1372310 3953 -1.865616 0.0622
PositionIndexd -0.2770403 0.1646272 3953 -1.682835 0.0925
PositionIndexe -0.1087767 0.1573432 3953 -0.691334 0.4894
PositionIndexf -0.2561706 0.1368936 3953 -1.871312 0.0614
PositionIndexg -0.5037723 0.1390067 3953 -3.624086 0.0003
PositionIndexh -0.7039981 0.1595509 3953 -4.412373 0.0000
Treatmentvl 0.0800244 0.2552349 47 0.313533 0.7553
Treatmentvs -0.2539611 0.1443501 47 -1.759341 0.0850
Correlation:
(Intr) PstnIndxb PstnIndxc PstnIndxd PostnIndx PstnIndxf
PstnIndxg PstnIndxh Trtmntvl
PositionIndexb -0.765
PositionIndexc -0.768 0.673
PositionIndexd -0.642 0.562 0.567
PositionIndexe -0.667 0.589 0.591 0.494
PositionIndexf -0.773 0.676 0.682 0.569 0.595
PositionIndexg -0.767 0.667 0.672 0.561 0.587 0.675
PositionIndexh -0.655 0.578 0.585 0.486 0.509 0.586
0.578
Treatmentvl -0.105 0.012 0.008 0.010 0.001 0.009
0.010 0.001
Treatmentvs -0.189 0.018 0.013 0.009 0.013 0.020
0.029 0.006 0.082
Standardized Within-Group Residuals:
Min Q1 Med Q3 Max
-2.3171394 -0.9911849 -0.3750489 1.0130225 3.2386547
Number of Observations: 4010
Number of Groups: 50
------------------------------------------------------------------------
Mark Steer
School of Biological Sciences
University of Bristol
Woodland Road
Bristol, BS8 1UG
tel - ++44 (0)117 9545945 (int. 45945)
-------------- next part --------------
Name Sex Treatment PositionIndex TotalDelay FreeChoice
ab1322 m cc d 20.0548 1
ab1322 m cc e 18.0371 0
ab1322 m cc d 20.055 0
ab1322 m cc f 22.0451 1
ab1322 m cc b 20.0566 1
ab1322 m cc b 18.0371 0
ab1322 m cc e 20.0549 1
ab1322 m cc b 18.0468 0
ab1322 m cc e 20.0549 0
ab1322 m cc d 22.0451 1
ab1322 m cc c 20.0487 0
ab1322 m cc f 22.0449 1
ab1322 m cc c 20.0549 0
ab1322 m cc g 22.045 0
ab1322 m cc f 24.063 1
ab1322 m cc g 22.0504 0
ab1322 m cc f 24.0632 1
ab1322 m cc b 22.0451 1
ab1322 m cc c 20.0548 1
ab1322 m cc e 18.0369 1
ab1322 m cc d 16.0467 1
ab1322 m cc h 14.0564 0
ab1322 m cc b 16.0465 1
ab1322 m cc a 14.0565 0
ab1322 m cc e 16.0466 1
ab1322 m cc h 14.0562 0
ab1322 m cc a 16.0467 1
ab1322 m cc a 14.0566 0
ab1322 m cc a 16.0481 0
ab1322 m cc c 18.037 1
ab1322 m cc f 16.0467 0
ab1322 m cc b 18.0369 1
ab1322 m cc d 16.0464 0
ab1322 m cc c 18.037 1
ab1322 m cc a 16.0464 1
ab1322 m cc a 14.0566 0
ab1322 m cc e 16.0468 1
ab1322 m cc g 14.0563 0
ab1322 m cc a 16.0466 1
ab1322 m cc d 14.0566 1
ab1322 m cc b 12.0383 0
ab1322 m cc e 14.0565 0
ab1322 m cc b 16.0466 1
ab1322 m cc c 14.0563 0
ab1322 m cc c 16.0467 1
ab1322 m cc a 14.0565 0
ab1322 m cc f 16.0466 1
ab1322 m cc c 14.0564 0
ab1322 m cc h 16.0468 1
ab1322 m cc f 14.0562 0
ab1322 m cc a 16.0468 0
ab1322 m cc f 18.0369 1
ab1322 m cc b 16.0466 0
ab1322 m cc b 18.0369 0
ab1322 m cc f 20.0548 0
ab1322 m cc f 22.0449 1
ab1322 m cc g 20.055 1
ab1322 m cc e 18.037 1
ab1322 m cc e 16.0468 1
ab1322 m cc c 14.0563 0
ab1322 m cc g 16.0467 1
ab1322 m cc e 14.0563 1
ab1322 m cc c 12.0386 0
ab1322 m cc d 14.0565 1
ab1322 m cc g 12.0384 0
ab1322 m cc b 14.0562 0
ab1322 m cc a 16.0464 0
ab1322 m cc f 18.0367 1
ab1322 m cc b 16.0465 0
ab1322 m cc e 18.0369 1
ab1322 m cc a 16.0466 1
ab1322 m cc a 14.0564 0
ab1322 m cc f 16.0467 0
ab1322 m cc a 18.049 0
ab1322 m cc c 20.0546 1
ab1322 m cc g 18.0369 0
ab1322 m cc f 20.055 0
ab1322 m cc b 22.0452 1
ab1322 m cc h 20.0549 0
ab1322 m cc f 22.0452 0
ab1322 m cc g 24.0629 1
ab1322 m cc f 22.0451 0
ab1322 m cc a 24.0505 1
ab1322 m cc d 22.0468 1
ab1322 m cc c 20.0547 1
ab1322 m cc g 18.0371 1
ab1322 m cc b 16.0467 1
ab1322 m cc g 14.0564 1
ab1322 m cc d 12.0384 0
ab1322 m cc f 14.0565 1
ab1322 m cc d 12.0386 0
ab1322 m cc g 14.0565 0
ab1322 m cc a 16.0465 0
ab1322 m cc h 18.0369 0
ab1322 m cc g 20.0548 1
ab1322 m cc e 18.0371 1
ab1322 m cc c 16.0467 1
ab1452 f cc c 20.0496 1
ab1452 f cc g 18.0321 0
ab1452 f cc f 20.0494 1
ab1452 f cc f 18.0321 0
ab1452 f cc g 20.0494 1
ab1452 f cc c 18.0321 0
ab1452 f cc g 20.0494 0
ab1452 f cc c 22.0393 1
ab1452 f cc b 20.0496 1
ab1452 f cc g 18.032 0
ab1452 f cc g 20.0495 1
ab1452 f cc b 18.0321 1
ab1452 f cc h 16.0423 0
ab1452 f cc g 18.0322 0
ab1452 f cc c 20.0496 0
ab1452 f cc f 22.0393 1
ab1452 f cc c 20.0495 1
ab1452 f cc d 18.032 0
ab1452 f cc d 20.0496 0
ab1452 f cc f 22.0393 0
ab1452 f cc h 24.0291 1
ab1452 f cc a 22.0393 1
ab1452 f cc a 20.0495 0
ab1452 f cc a 22.0393 1
ab1452 f cc f 20.0496 0
ab1452 f cc e 22.0393 1
ab1452 f cc g 20.0496 0
ab1452 f cc b 22.0392 1
ab1452 f cc b 20.0496 1
ab1452 f cc c 18.0322 0
ab1452 f cc g 20.0494 0
ab1452 f cc g 22.0393 1
ab1452 f cc c 20.0496 1
ab1452 f cc c 18.0322 1
ab1452 f cc d 16.0425 1
ab1452 f cc g 14.025 0
ab1452 f cc g 16.0422 0
ab1452 f cc a 18.032 0
ab1452 f cc g 20.0495 0
ab1452 f cc b 22.0393 1
ab1452 f cc b 20.0494 0
ab1452 f cc g 22.0392 0
ab1452 f cc b 24.0291 0
ab1452 f cc f 26.0464 1
ab1452 f cc b 24.029 0
ab1452 f cc f 26.0464 0
ab1452 f cc a 28.0363 1
ab1452 f cc c 26.0465 1
ab1452 f cc f 24.0291 1
ab1452 f cc f 22.0393 1
ab1452 f cc b 20.0495 0
ab1452 f cc c 22.0393 1
ab1452 f cc g 20.0495 0
ab1452 f cc g 22.0393 0
ab1452 f cc f 24.0291 1
ab1452 f cc g 22.0393 1
ab1452 f cc h 20.0496 0
ab1452 f cc c 22.0393 1
ab1452 f cc h 20.0495 1
ab1452 f cc f 18.0322 0
ab1452 f cc a 20.0494 1
ab1452 f cc b 18.0321 1
ab1452 f cc a 16.0423 1
ab1452 f cc g 14.025 0
ab1452 f cc g 16.0425 0
ab1452 f cc f 18.0322 0
ab1452 f cc f 20.0496 0
ab1452 f cc h 22.0394 0
ab1452 f cc f 24.029 0
ab1452 f cc b 26.0465 1
ab1452 f cc b 24.029 1
ab1452 f cc d 22.0393 0
ab1452 f cc f 24.0291 1
ab1452 f cc b 22.0392 0
ab1452 f cc g 24.0291 1
ab1452 f cc g 22.0392 0
ab1452 f cc a 24.0289 1
ab1452 f cc h 22.0393 0
ab1452 f cc b 24.029 1
ab1452 f cc f 22.0393 1
ab1452 f cc g 20.0495 0
ab1528 f vs b 20.051 1
ab1528 f vs h 21.0459 0
ab1528 f vs h 20.051 0
ab1528 f vs g 20.0508 1
ab1528 f vs h 21.0458 1
ab1528 f vs g 22.0546 1
ab1528 f vs d 23.0496 1
ab1528 f vs g 24.0584 1
ab1528 f vs c 25.0532 1
ab1528 f vs b 26.0482 1
ab1528 f vs a 27.057 0
ab1528 f vs e 26.0483 0
ab1528 f vs d 25.0532 1
ab1528 f vs a 26.0483 0
ab1528 f vs c 25.0532 0
ab1528 f vs c 24.0583 0
ab1528 f vs g 23.0495 1
ab1528 f vs f 24.0582 0
ab1528 f vs g 23.0494 0
ab1528 f vs f 22.0546 1
ab1528 f vs c 23.0495 1
ab1528 f vs f 24.0584 0
ab1528 f vs g 23.0494 1
ab1528 f vs f 24.0584 1
ab1528 f vs g 25.0532 0
ab1528 f vs c 24.0583 1
ab1528 f vs b 25.0533 1
ab1528 f vs b 26.0482 1
ab1528 f vs g 27.0571 0
ab1528 f vs f 26.0482 0
ab1528 f vs d 25.0533 1
ab1528 f vs g 26.0483 0
ab1528 f vs c 25.0533 0
ab1528 f vs e 24.0582 1
ab1528 f vs a 25.0532 1
ab1528 f vs f 26.0481 1
ab1528 f vs g 27.0569 1
ab1528 f vs d 28.0519 1
ab1528 f vs b 29.0468 1
ab1528 f vs f 30.0557 1
ab1528 f vs d 31.0505 0
ab1528 f vs b 30.0556 0
ab1528 f vs b 29.0469 0
ab1528 f vs b 28.0517 0
ab1528 f vs g 27.0569 0
ab1528 f vs h 26.0483 0
ab1528 f vs b 25.0533 1
ab1528 f vs g 26.0483 0
ab1528 f vs b 25.0532 0
ab1528 f vs g 24.0584 1
ab1528 f vs b 25.0532 1
ab1528 f vs e 26.0482 1
ab1528 f vs d 27.0569 1
ab1528 f vs f 28.0519 0
ab1528 f vs h 27.057 0
ab1528 f vs c 26.0482 0
ab1528 f vs c 25.0532 1
ab1528 f vs c 26.0481 0
ab1528 f vs e 25.0532 1
ab1528 f vs f 26.0482 1
ab1528 f vs c 27.057 1
ab1528 f vs c 28.0519 0
ab1528 f vs c 27.057 0
ab1528 f vs b 26.0481 0
ab1528 f vs f 25.0533 1
ab1528 f vs h 26.0481 1
ab1528 f vs c 27.0571 0
ab1528 f vs h 26.0482 1
ab1528 f vs e 27.0567 0
ab1528 f vs a 26.0482 0
ab1528 f vs c 25.0532 0
ab1528 f vs c 24.0584 0
ac1874 f vl c 20.0456 1
ac1874 f vl f 21.0452 0
ac1874 f vl d 20.0456 1
ac1874 f vl c 21.0451 0
ac1874 f vl b 20.0457 1
ac1874 f vl d 21.0451 1
ac1874 f vl g 22.0446 1
ac1874 f vl f 23.0442 1
ac1874 f vl g 24.0436 1
ac1874 f vl f 25.0433 1
ac1874 f vl f 26.0426 1
ac1874 f vl e 27.0422 1
ac1874 f vl h 28.0416 0
ac1874 f vl b 30.6186 1
ac1874 f vl c 28.0417 1
ac1874 f vl g 29.041 1
ac1874 f vl f 30.0413 1
ac1874 f vl f 31.0402 1
ac1874 f vl f 32.0535 1
ac1874 f vl h 33.053 1
ac1874 f vl f 34.0525 1
ac1874 f vl h 35.052 1
ac1874 f vl d 36.0515 1
ac1874 f vl a 37.0512 1
ac1874 f vl d 38.0504 1
ac1874 f vl e 39.05 1
ac1874 f vl h 40.0495 1
ac1874 f vl c 41.049 1
ac1874 f vl g 42.0485 1
ac1874 f vl g 43.048 1
ac1874 f vl g 44.0476 1
ac1874 f vl c 45.0471 1
ac1874 f vl f 46.0473 1
ac1874 f vl a 47.0461 1
ac1874 f vl c 48.0456 1
ac1874 f vl e 49.045 1
ac1874 f vl a 50.0446 1
ac1874 f vl b 51.0441 1
ac1874 f vl e 52.0436 1
ac1874 f vl g 53.043 1
ac1874 f vl f 54.0426 1
ac1874 f vl c 55.0421 0
ac1874 f vl a 54.0426 1
ac1874 f vl h 55.042 0
ac1874 f vl g 54.0514 1
ac1874 f vl g 55.0419 0
ac1874 f vl d 54.0425 1
ac1874 f vl b 55.042 1
ac1874 f vl e 56.0415 1
ad0239 m vs d 20.0491 1
ad0239 m vs c 21.044 1
ad0239 m vs a 22.0525 0
ad0239 m vs f 21.0438 1
ad0239 m vs g 22.0527 1
ad0239 m vs e 23.0475 0
ad0239 m vs f 22.0527 0
ad0239 m vs a 21.0438 1
ad0239 m vs f 22.0526 0
ad0239 m vs e 21.0439 0
ad0239 m vs c 20.049 1
ad0239 m vs c 21.0438 1
ad0239 m vs b 22.0526 1
ad0239 m vs c 23.0475 0
ad0239 m vs g 22.0525 1
ad0239 m vs b 23.0473 1
ad0239 m vs b 24.0562 0
ad0239 m vs c 23.0475 1
ad0239 m vs e 24.0561 0
ad0239 m vs b 23.0476 1
ad0239 m vs d 24.0561 0
ad0239 m vs a 23.0475 1
ad0239 m vs f 24.056 0
ad0239 m vs e 23.0475 0
ad0239 m vs g 22.0526 0
ad0239 m vs c 21.0439 1
ad0239 m vs a 22.0526 1
ad0239 m vs c 23.0476 1
ad0239 m vs h 24.0562 0
ad0239 m vs e 23.0474 0
ad0239 m vs e 22.0526 0
ad0239 m vs c 21.0441 1
ad0239 m vs h 22.0525 0
ad0239 m vs c 21.044 1
ad0239 m vs b 22.0526 1
ad0239 m vs f 23.0475 0
ad0239 m vs c 22.0525 1
ad0239 m vs c 23.0474 0
ad0239 m vs b 22.0524 1
ad0239 m vs d 23.0475 0
ad0239 m vs h 22.0527 0
ad0239 m vs c 21.0439 1
ad0239 m vs f 22.0525 0
ad0239 m vs d 21.0439 0
ad0239 m vs c 20.0491 0
ad0239 m vs h 20.049 1
ad0239 m vs a 21.0438 1
ad0239 m vs b 22.0526 1
ad0239 m vs f 23.0475 0
ad0239 m vs h 22.0527 1
ad0239 m vs a 23.0474 1
ad0239 m vs b 24.056 0
ad0239 m vs g 23.0474 0
ad0239 m vs c 22.0525 1
ad0239 m vs f 23.0475 0
ad0239 m vs c 22.0526 0
ad0239 m vs g 21.0439 1
ad0239 m vs b 22.0526 1
ad0239 m vs c 23.0474 0
ad0239 m vs c 22.0527 1
ad0239 m vs f 23.0475 0
ad0239 m vs b 22.0526 0
ad0239 m vs g 21.0439 1
ad0239 m vs g 22.0526 0
ad0239 m vs b 21.0439 0
ad0239 m vs d 20.0492 0
ad0239 m vs c 20.049 0
ad0239 m vs f 20.049 1
ad0239 m vs b 21.0441 1
ad0239 m vs a 22.0525 1
ad0239 m vs b 23.0474 0
ad0239 m vs b 22.0526 0
ad0239 m vs c 21.0438 1
ad0239 m vs a 22.0525 1
ad0239 m vs c 23.0473 0
ad0239 m vs a 22.0526 0
ad0239 m vs d 21.044 1
ad0239 m vs d 22.0526 1
ad0239 m vs c 23.0474 1
ad0239 m vs d 24.0561 1
ah1575 m cc f 20.0418 1
ah1575 m cc c 18.0195 1
ah1575 m cc b 16.0251 1
ah1575 m cc e 14.0306 0
ah1575 m cc e 16.0252 0
ah1575 m cc h 18.0195 0
ah1575 m cc f 20.0417 0
ah1575 m cc d 22.0362 1
ah1575 m cc e 20.0416 1
ah1575 m cc b 18.0194 0
ah1575 m cc b 20.0417 1
ah1575 m cc b 18.0195 0
ah1575 m cc b 20.0417 0
ah1575 m cc b 22.0361 1
ah1575 m cc f 20.0416 0
ah1575 m cc a 22.0362 1
ah1575 m cc b 20.0417 1
ah1575 m cc g 18.0195 1
ah1575 m cc g 16.025 0
ah1575 m cc g 18.0196 1
ah1575 m cc f 16.0249 0
ah1575 m cc h 18.0195 0
ah1575 m cc b 20.0417 1
ah1575 m cc a 18.0194 1
ah1575 m cc b 16.025 0
ah1575 m cc g 18.0195 0
ah1575 m cc g 20.0417 1
ah1575 m cc g 18.0194 0
ah1575 m cc c 20.0417 0
ah1575 m cc b 22.0361 1
ah1575 m cc d 20.0416 0
ah1575 m cc d 22.036 0
ah1575 m cc c 24.0306 1
ah1575 m cc c 22.0361 0
ah1575 m cc g 24.0307 0
ah1575 m cc e 26.025 1
ah1575 m cc c 24.0306 0
ah1575 m cc c 26.025 1
ah1575 m cc c 24.0305 1
ah1575 m cc f 22.0361 1
ah1575 m cc b 20.0416 0
ah1575 m cc e 22.0361 1
ah1575 m cc c 20.0416 0
ah1575 m cc f 22.0362 1
ah1575 m cc a 20.0417 1
ah1575 m cc f 18.0195 0
ah1575 m cc f 20.0416 0
ah1575 m cc b 22.0362 1
ah1575 m cc c 20.0417 1
ah1575 m cc h 18.0195 0
ah1575 m cc g 20.0417 0
ah1575 m cc d 22.0361 1
ah1575 m cc b 20.0416 0
ah1575 m cc b 22.0362 1
ah1575 m cc h 20.0417 0
ah1575 m cc f 22.0362 1
ah1575 m cc f 20.0417 0
ah1575 m cc c 22.0361 1
ah1575 m cc g 20.0416 1
ah1575 m cc h 18.0195 1
ah1575 m cc g 16.025 0
ah1575 m cc d 18.0195 1
ah1575 m cc f 16.025 0
ah1575 m cc b 18.0195 1
ah1575 m cc b 16.025 0
ah1575 m cc b 18.0195 1
ah1575 m cc h 16.0251 0
ah1575 m cc g 18.0195 0
ah1575 m cc h 20.0416 1
ah1575 m cc g 18.0195 1
ah1575 m cc b 16.0249 0
ah1575 m cc e 18.0195 1
ah1575 m cc a 16.0251 0
ah1575 m cc g 18.0195 1
ah1575 m cc d 16.025 0
ah1575 m cc d 18.0195 0
ah1575 m cc f 20.0416 1
ah1575 m cc b 18.0194 1
ah1575 m cc e 16.025 1
ah1575 m cc b 14.0305 0
ah1575 m cc e 16.0251 1
ah1575 m cc c 14.0305 0
ah1575 m cc c 16.0251 1
ah1575 m cc c 14.0306 1
ah1575 m cc e 12.0361 0
ah1575 m cc f 14.0305 0
ah1575 m cc a 16.025 1
ah1575 m cc c 14.0307 1
ah1575 m cc b 12.0361 0
ah1575 m cc e 14.0306 0
ah1575 m cc a 16.025 1
ak1774 f vl b 20.0415 0
ak1774 f vl b 19.0445 0
ak1774 f vl c 18.047 1
ak1774 f vl g 19.0444 0
ak1774 f vl g 18.0472 0
ak1774 f vl b 17.0499 1
ak1774 f vl b 18.0472 1
ak1774 f vl b 19.0445 1
ak1774 f vl h 20.0418 0
ak1774 f vl c 19.0445 1
ak1774 f vl c 20.0416 0
ak1774 f vl h 19.0445 0
ak1774 f vl c 18.0472 1
ak1774 f vl c 19.0444 0
ak1774 f vl a 18.0472 0
ak1774 f vl c 17.05 1
ak1774 f vl c 18.0471 0
ak1774 f vl f 17.0499 1
ak1774 f vl h 18.0471 1
ak1774 f vl e 19.0444 0
ak1774 f vl g 18.0472 0
ak1774 f vl g 17.0498 0
ak1774 f vl h 16.0526 1
ak1774 f vl d 17.05 0
ak1774 f vl c 16.0528 1
ak1774 f vl g 17.0499 0
ak1774 f vl a 16.0527 1
ak1774 f vl g 17.05 1
ak1774 f vl h 18.0472 0
ak1774 f vl b 17.0499 1
ak1774 f vl b 18.0471 1
ak1774 f vl g 19.0444 1
ak1774 f vl c 20.0416 0
ak1774 f vl d 19.0444 0
ak1774 f vl d 18.0471 1
ak1774 f vl f 19.0445 0
ak1774 f vl h 18.0472 0
ak1774 f vl g 17.05 1
ak1774 f vl g 18.0473 1
ak1774 f vl f 19.0443 1
ak1774 f vl g 20.0416 0
ak1774 f vl f 19.0444 1
ak1774 f vl h 20.0415 1
ak1774 f vl c 21.0528 0
ak1774 f vl d 20.0417 1
ak1774 f vl f 21.0527 0
ak1774 f vl g 20.0417 1
ak1774 f vl c 21.0527 0
ak1774 f vl c 20.0417 1
ak1774 f vl c 21.0527 0
ak1774 f vl c 20.0416 1
ak1774 f vl g 21.0528 0
ak1774 f vl f 20.0415 1
ak1774 f vl g 21.0527 0
ak1774 f vl g 20.0416 1
ak1774 f vl f 21.0528 0
ak1774 f vl c 20.0416 1
ak1774 f vl f 21.0527 1
ak1774 f vl g 22.05 0
ak1774 f vl c 21.0528 1
ak1774 f vl c 22.0501 1
ak1774 f vl g 23.0473 0
ak1774 f vl a 22.05 0
ak1774 f vl c 21.0528 1
ak1774 f vl b 22.0499 1
ak1774 f vl g 23.0473 0
ak1774 f vl a 22.0501 1
ak1774 f vl a 23.0473 1
ak1774 f vl g 24.0444 1
ak1774 f vl c 25.0418 0
ak1774 f vl a 24.0445 1
ak1774 f vl a 25.0418 0
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bs0274 f cc c 24.0754 1
bs0274 f cc f 22.0768 1
bs0274 f cc f 20.0787 0
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bs0274 f cc b 20.0788 1
bs0274 f cc b 18.0806 0
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bs0274 f cc c 20.0787 1
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bs1694 f vl c 30.0416 1
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cg9526 f vl c 33.0474 1
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co0662 f vl e 20.0492 1
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ep0961 f vl f 13.0473 1
ep0961 f vl c 14.0445 1
ep0961 f vl f 15.0417 1
ep0961 f vl g 16.0528 1
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ep0961 f vl f 18.0471 1
ep0961 f vl f 19.0444 1
ep0961 f vl g 20.0417 1
ep0961 f vl b 21.0528 1
ep0961 f vl d 22.05 1
er1806 f cc f 20.0446 1
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er1806 f cc b 22.0436 1
er1806 f cc e 20.0448 1
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er1806 f cc c 20.0445 1
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er1806 f cc h 28.0403 1
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er1806 f cc f 26.0414 1
er1806 f cc f 24.0424 1
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er1806 f cc e 22.0435 1
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er1806 f cc f 30.0392 0
er1806 f cc b 32.0381 0
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er1806 f cc f 42.0326 0
er1806 f cc c 44.0315 0
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et1115 f vs g 20.0492 1
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et1115 f vs f 21.0439 1
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et1115 f vs g 23.0476 1
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et1115 f vs f 23.0476 0
et1115 f vs c 22.0528 0
et1115 f vs c 21.044 1
et1115 f vs g 22.0527 1
et1115 f vs f 23.0475 1
et1115 f vs g 24.0561 1
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et1115 f vs b 23.0474 1
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et1115 f vs g 23.0474 1
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et1115 f vs h 23.0473 1
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et1115 f vs f 21.0441 1
et1115 f vs f 22.0527 0
et1115 f vs b 21.0439 1
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et1115 f vs c 21.044 0
et1115 f vs d 20.0491 0
et1115 f vs d 20.0491 1
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et1115 f vs h 20.0492 1
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ew0289 f vs e 20.0491 0
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ew0289 f vs c 22.0526 1
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ew0289 f vs f 20.0492 1
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ew0289 f vs f 20.0492 1
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ew0289 f vs e 20.0491 1
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ew0289 f vs b 21.044 1
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ew0289 f vs f 20.0492 1
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ew1456 f vs g 20.0417 0
ew1456 f vs g 20.0417 1
ew1456 f vs a 21.0388 1
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ew1456 f vs f 21.0389 0
ew1456 f vs a 20.0416 1
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ew1456 f vs g 28.0334 1
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fb0733 f cc b 20.0511 0
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fb0733 f cc b 18.0336 1
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fd1672 f cc c 24.0437 1
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fw1072 f vs e 20.0416 0
fw1072 f vs d 20.0416 1
fw1072 f vs g 21.0389 0
fw1072 f vs f 20.0418 0
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fw1072 f vs f 20.0417 0
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fw1072 f vs d 20.0417 0
fw1072 f vs d 20.0416 0
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fw1072 f vs e 20.0416 1
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gh0928 f vs f 20.0549 0
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gh0928 f vs c 20.0547 1
gh0928 f vs a 21.0637 1
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gh0928 f vs h 23.0541 0
gh0928 f vs g 22.0587 0
gh0928 f vs c 21.064 1
gh0928 f vs h 22.0589 1
gh0928 f vs c 23.054 1
gh0928 f vs g 24.0631 0
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gh0928 f vs c 22.0588 0
gh0928 f vs c 21.0638 1
gh0928 f vs f 22.0587 1
gh0928 f vs b 23.054 1
gh0928 f vs b 24.0565 0
gh0928 f vs f 23.0541 1
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gh0928 f vs a 23.0541 1
gh0928 f vs f 24.0631 1
gh0928 f vs g 25.0584 0
gh0928 f vs f 24.0632 1
gh0928 f vs b 25.058 1
gh0928 f vs c 26.0673 1
gh0928 f vs c 27.0621 0
gh0928 f vs h 26.0658 1
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gh0928 f vs c 26.0671 0
gh0928 f vs c 25.0583 1
gh0928 f vs d 26.0657 0
gh0928 f vs c 25.0581 1
gh0928 f vs f 26.0657 1
gh0928 f vs a 27.0621 1
gh0928 f vs f 28.0574 0
gh0928 f vs g 27.0622 0
gh0928 f vs c 26.0672 0
gh0928 f vs d 25.0581 1
gh0928 f vs g 26.0683 0
gh0928 f vs e 25.0581 1
gh0928 f vs c 26.0671 0
gh0928 f vs e 25.058 1
gh0928 f vs b 26.0671 0
gh0928 f vs c 25.0582 1
gh0928 f vs h 26.0673 0
gh0928 f vs h 25.0584 0
gh0928 f vs c 24.063 0
gh0928 f vs h 23.0539 0
gh0928 f vs f 22.0588 0
gh0928 f vs e 21.0637 0
gh0928 f vs d 20.0548 0
gh0928 f vs f 20.0547 1
gh0928 f vs f 21.0637 0
gh0928 f vs f 20.0549 0
gh0928 f vs c 20.0572 1
gh0928 f vs h 21.0639 1
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gh0928 f vs f 21.0638 1
gl1463 m vs e 20.0549 1
gl1463 m vs b 21.0636 1
gl1463 m vs d 22.0591 0
gl1463 m vs c 21.0639 1
gl1463 m vs d 22.0591 0
gl1463 m vs h 21.0637 0
gl1463 m vs g 20.055 0
gl1463 m vs c 20.0548 1
gl1463 m vs h 21.0636 1
gl1463 m vs b 22.0589 1
gl1463 m vs e 23.054 1
gl1463 m vs f 24.0631 1
gl1463 m vs a 25.0585 1
gl1463 m vs b 26.0548 0
gl1463 m vs a 25.0583 1
gl1463 m vs d 26.0671 0
gl1463 m vs e 25.0579 0
gl1463 m vs h 24.063 0
gl1463 m vs c 23.0556 0
gl1463 m vs b 22.0593 0
gl1463 m vs e 21.0638 0
gl1463 m vs f 20.055 1
gl1463 m vs f 21.0639 0
gl1463 m vs b 20.055 0
gl1463 m vs h 20.0548 0
gl1463 m vs e 20.0552 0
gl1463 m vs c 20.055 0
gl1463 m vs d 20.055 0
gl1463 m vs b 20.0548 0
gl1463 m vs a 20.055 0
gl1463 m vs b 20.0549 0
gl1463 m vs b 20.0549 0
gl1463 m vs h 20.0549 0
gl1463 m vs b 20.0548 0
gl1463 m vs d 20.0549 0
gl1463 m vs c 20.055 0
gl1463 m vs f 20.0548 0
gl1463 m vs e 20.0575 0
gl1463 m vs c 20.0549 0
gl1463 m vs h 20.0549 0
gl1463 m vs h 20.0576 1
gl1463 m vs c 21.0638 0
gl1463 m vs c 20.0549 0
gl1463 m vs f 20.0547 0
gl1463 m vs a 20.0565 0
gl1463 m vs e 20.0548 0
gl1463 m vs d 20.0551 0
gl1463 m vs c 20.0551 0
gl1463 m vs g 20.055 0
gl1463 m vs h 20.0549 0
gl1463 m vs f 20.0548 0
gl1463 m vs b 20.055 0
gl1463 m vs b 20.0549 0
gl1463 m vs d 20.0548 0
gl1463 m vs b 20.0548 0
gl1463 m vs b 20.0547 0
gl1463 m vs d 20.0549 0
gl1463 m vs g 20.0549 0
gl1463 m vs d 20.055 0
gl1463 m vs c 20.0574 0
gl1463 m vs h 20.0549 0
gl1463 m vs d 20.0549 0
gl1463 m vs c 20.0548 0
gl1463 m vs b 20.0549 0
gl1463 m vs a 20.0548 0
gl1463 m vs h 20.0549 0
gl1463 m vs g 20.055 0
gl1463 m vs c 20.055 0
gl1463 m vs d 20.0548 0
gl1463 m vs b 20.0549 0
gl1463 m vs d 20.0549 0
gl1463 m vs b 20.0549 0
gl1463 m vs g 20.0547 0
gl1463 m vs b 20.0549 0
gl1463 m vs c 20.0658 0
gl1463 m vs g 20.0549 0
gl1463 m vs b 20.0547 0
gl1463 m vs h 20.0547 0
gl1463 m vs c 20.0547 0
gl1463 m vs f 20.0548 0
gl1463 m vs f 20.0548 0
gl1463 m vs g 20.0552 0
gl1463 m vs f 20.055 0
gl1463 m vs f 20.0549 0
gl1463 m vs a 20.0549 0
gl1463 m vs e 20.0548 0
gl1463 m vs f 20.0552 0
gl1463 m vs c 20.0547 0
gl1463 m vs a 20.0548 0
gl1463 m vs h 20.0552 0
gl1463 m vs g 20.0548 0
gl1463 m vs b 20.0549 0
gl1463 m vs c 20.0549 0
gm1760 m cc g 20.0511 1
gm1760 m cc f 18.0337 0
gm1760 m cc b 20.0512 0
gm1760 m cc c 22.0411 1
gm1760 m cc a 20.0512 1
gm1760 m cc f 18.0337 0
gm1760 m cc f 20.0512 0
gm1760 m cc f 22.0412 0
gm1760 m cc e 24.031 1
gm1760 m cc e 22.041 0
gm1760 m cc c 24.031 0
gm1760 m cc g 26.0486 1
gm1760 m cc b 24.031 1
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gm1760 m cc g 24.031 0
gm1760 m cc b 26.0486 0
gm1760 m cc f 28.0386 1
gm1760 m cc c 26.0486 0
gm1760 m cc c 28.0385 1
gm1760 m cc c 26.0487 1
gm1760 m cc c 24.0311 1
gm1760 m cc g 22.0412 1
gm1760 m cc d 20.051 0
gm1760 m cc b 22.0411 1
gm1760 m cc c 20.0513 1
gm1760 m cc b 18.0336 1
gm1760 m cc b 16.0437 1
gm1760 m cc g 14.0262 1
gm1760 m cc c 12.0363 1
gm1760 m cc f 12.0363 1
gm1760 m cc g 12.036 1
gm1760 m cc c 12.0361 1
gm1760 m cc f 12.0363 1
gm1760 m cc a 12.0362 0
gm1760 m cc b 14.0261 1
gm1760 m cc f 12.0363 0
gm1760 m cc c 14.0263 0
gm1760 m cc c 16.044 0
gm1760 m cc f 18.0337 1
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gm1760 m cc e 12.0363 1
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gm1760 m cc a 14.0262 0
gm1760 m cc c 16.0437 1
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gm1760 m cc h 14.0261 0
gm1760 m cc f 16.0438 0
gm1760 m cc h 18.0337 1
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gm1760 m cc h 18.0336 1
gm1760 m cc b 16.0438 0
gm1760 m cc f 18.0337 0
gm1760 m cc f 20.0512 0
gm1760 m cc e 22.0411 1
gm1760 m cc h 20.0513 1
gm1760 m cc g 18.0337 0
gm1760 m cc g 20.0513 0
gm1760 m cc c 22.0411 1
gm1760 m cc c 20.0513 1
gm1760 m cc d 18.0336 0
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gm1760 m cc c 16.0437 0
gm1760 m cc h 18.0338 0
gm1760 m cc f 20.0513 1
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gm1760 m cc c 20.0513 0
gs0326 m vs g 20.0492 1
gs0326 m vs b 21.044 0
gs0326 m vs g 20.049 0
gs0326 m vs c 20.0491 0
gs0326 m vs g 20.0491 0
gs0326 m vs b 20.0492 1
gs0326 m vs f 21.0438 1
gs0326 m vs d 22.0526 0
gs0326 m vs c 21.0439 1
gs0326 m vs g 22.0526 1
gs0326 m vs g 23.0473 0
gs0326 m vs g 22.0527 0
gs0326 m vs d 21.044 1
gs0326 m vs d 22.0526 0
gs0326 m vs h 21.0439 1
gs0326 m vs a 22.0526 1
gs0326 m vs b 23.0474 1
gs0326 m vs d 24.0561 0
gs0326 m vs f 23.0474 0
gs0326 m vs e 22.0526 1
gs0326 m vs b 23.0474 0
gs0326 m vs c 22.0527 1
gs0326 m vs f 23.0473 0
gs0326 m vs c 22.0526 0
gs0326 m vs f 21.0439 1
gs0326 m vs e 22.0528 0
gs0326 m vs f 21.0438 1
gs0326 m vs d 22.0526 1
gs0326 m vs e 23.0474 0
gs0326 m vs f 22.0526 0
gs0326 m vs b 21.0439 0
gs0326 m vs g 20.0489 1
gs0326 m vs b 21.0439 1
gs0326 m vs g 22.0525 0
gs0326 m vs b 21.0438 0
gs0326 m vs b 20.0491 1
gs0326 m vs d 21.0439 0
gs0326 m vs h 20.0491 0
gs0326 m vs a 20.049 1
gs0326 m vs a 21.044 1
gs0326 m vs f 22.0525 1
gs0326 m vs g 23.0475 1
gs0326 m vs b 24.056 1
gs0326 m vs f 25.0509 0
gs0326 m vs b 24.0561 0
gs0326 m vs e 23.0475 1
gs0326 m vs h 24.0561 0
gs0326 m vs f 23.0474 0
gs0326 m vs g 22.0526 0
gs0326 m vs b 21.0439 1
gs0326 m vs g 22.0526 1
gs0326 m vs g 23.0475 0
gs0326 m vs h 22.0526 1
gs0326 m vs f 23.0474 0
gs0326 m vs f 22.0525 1
gs0326 m vs g 23.0473 1
gs0326 m vs f 24.0563 1
gs0326 m vs b 25.051 1
gs0326 m vs a 26.0458 1
gs0326 m vs f 27.0546 1
gs0326 m vs f 28.0492 1
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gs0326 m vs f 28.0494 1
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gs0326 m vs a 27.0544 0
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gs0326 m vs d 25.0509 0
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gs0326 m vs g 23.0475 0
gs0326 m vs f 22.0526 1
gs0326 m vs g 23.0474 1
gs0326 m vs c 24.0562 1
gs0326 m vs e 25.0511 0
gs0326 m vs h 24.0562 1
gs0326 m vs a 25.0509 0
gs0326 m vs c 24.0561 0
gs0326 m vs h 23.0474 1
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gs0326 m vs b 23.0474 1
gs0326 m vs c 24.056 0
gs0326 m vs a 23.0473 0
gs0326 m vs f 22.0526 0
gs0326 m vs a 21.0439 0
gs0326 m vs f 20.049 1
gs0326 m vs c 21.0439 1
gs0326 m vs h 22.0525 0
gs0326 m vs h 21.044 0
gs0326 m vs b 20.0491 0
gs1003 m vs d 20.0416 1
gs1003 m vs d 21.0388 1
gs1003 m vs c 22.036 0
gs1003 m vs h 21.0388 0
gs1003 m vs e 20.0416 1
gs1003 m vs a 21.0389 0
gs1003 m vs c 20.0417 1
gs1003 m vs c 21.039 0
gs1003 m vs d 20.0418 0
gs1003 m vs d 20.0416 1
gs1003 m vs d 21.0389 1
gs1003 m vs a 22.0361 0
gs1003 m vs h 21.0389 0
gs1003 m vs f 20.0417 0
gs1003 m vs a 20.0417 0
gs1003 m vs e 20.0414 1
gs1003 m vs f 21.0389 0
gs1003 m vs f 20.0417 0
gs1003 m vs c 20.0416 0
gs1003 m vs b 20.0418 1
gs1003 m vs g 21.0389 1
gs1003 m vs c 22.0362 0
gs1003 m vs c 21.0389 1
gs1003 m vs b 22.0363 1
gs1003 m vs g 23.0334 1
gs1003 m vs h 24.0444 0
gs1003 m vs f 23.0334 1
gs1003 m vs h 24.0444 1
gs1003 m vs g 25.0417 1
gs1003 m vs g 26.039 0
gs1003 m vs a 25.0417 0
gs1003 m vs f 24.0443 0
gs1003 m vs b 23.0333 0
gs1003 m vs a 22.0361 1
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gs1003 m vs c 22.0361 1
gs1003 m vs d 23.0333 1
gs1003 m vs f 24.0444 1
gs1003 m vs b 25.0417 1
gs1003 m vs f 26.039 0
gs1003 m vs g 25.0417 1
gs1003 m vs f 26.0389 1
gs1003 m vs b 27.0362 0
gs1003 m vs b 26.039 1
gs1003 m vs g 27.0362 0
gs1003 m vs e 26.0389 1
gs1003 m vs f 27.0362 1
gs1003 m vs f 28.0334 0
gs1003 m vs a 27.0362 0
gs1003 m vs b 26.0389 1
gs1003 m vs h 27.0361 0
gs1003 m vs c 26.039 1
gs1003 m vs f 27.0361 1
gs1003 m vs f 28.0333 0
gs1003 m vs f 27.0362 1
gs1003 m vs d 28.0335 1
gs1003 m vs d 29.0444 0
gs1003 m vs g 28.0335 1
gs1003 m vs b 29.0444 0
gs1003 m vs g 28.0334 0
gs1003 m vs a 27.0361 0
gs1003 m vs c 26.039 0
gs1003 m vs e 25.0417 0
gs1003 m vs f 24.0444 0
gs1003 m vs h 23.0333 1
gs1003 m vs a 24.0444 0
gs1003 m vs f 23.0333 0
gs1003 m vs f 22.036 0
gs1003 m vs d 21.0389 1
gs1003 m vs g 22.0362 0
gs1003 m vs b 21.0388 1
gs1003 m vs c 22.0361 1
hb1881 f cc g 20.0416 0
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hb1881 f cc c 22.0361 1
hb1881 f cc h 20.0416 0
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hb1881 f cc e 20.0417 1
hb1881 f cc f 18.0196 1
hb1881 f cc g 16.0249 0
hb1881 f cc c 18.0195 1
hb1881 f cc b 16.025 1
hb1881 f cc c 14.0305 0
hb1881 f cc b 16.0251 1
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hb1881 f cc f 16.025 1
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hb1881 f cc h 20.0418 0
hb1881 f cc f 22.0361 1
hb1881 f cc c 20.0417 1
hb1881 f cc f 18.0195 1
hb1881 f cc h 16.0248 1
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hb1881 f cc c 12.0361 0
hb1881 f cc e 14.0305 1
hb1881 f cc h 12.0359 0
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hb1881 f cc e 16.025 1
hb1881 f cc f 14.0306 1
hb1881 f cc f 12.036 0
hb1881 f cc g 14.0304 0
hb1881 f cc h 16.025 1
hb1881 f cc f 14.0306 1
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hb1881 f cc g 16.025 1
hb1881 f cc f 14.0306 1
hb1881 f cc g 12.0361 0
hb1881 f cc b 14.0306 0
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hb1881 f cc b 12.036 0
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hb1881 f cc c 14.0306 0
hb1881 f cc h 16.0251 1
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hb1881 f cc f 16.0251 1
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hb1881 f cc b 12.0359 0
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hb1881 f cc h 12.036 0
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hb1881 f cc f 16.025 1
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hb1881 f cc f 12.0361 0
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hb1881 f cc c 18.0196 1
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hb1881 f cc g 18.0195 1
hb1881 f cc c 16.025 0