ࡱ; 12  !"#$%&'()*+,-./03456789:;<=>?@R FqhnCompObj\WordDocumenttObjectPoolgngn  FMicrosoft Word 6.0 DocumentNB6WWord.Document.6;  Oh+'0  ) 5AI Q]z CMacintosh HD:Applications:Microsoft Office:Microsoft Word 6:NormalJennifer MitchellJennifer Mitchell'@v@`tDn@bnܥhO e/Xt/Urlrllrlrlrlrlrssssss sFss=fsfsfsfsfsfsfsfssssssss&(tXt6slrfs-. fsfsfsfssfslrlrfsfsfsfsfsfslrfslrfssr8r^lrlrlrlrfssfs]fs ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:11:35 1997 Parameters read from file "set1.net"... TRAINING set patterns: 11 TESTING set patterns: 5 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865030295; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49765 TESTING: 0.00 %correct ; RMSErr=0.49721 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.93 %, GradDesc on 0.07 % of weights. TRAINING: 43.80 %correct ; RMSErr=0.24399 TESTING: 43.64 %correct ; RMSErr=0.24975 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00663 TESTING: 100.00 %correct ; RMSErr=0.00675 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00460 TESTING: 100.00 %correct ; RMSErr=0.00503 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00424 TESTING: 100.00 %correct ; RMSErr=0.00468 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00411 TESTING: 100.00 %correct ; RMSErr=0.00450 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00386 TESTING: 100.00 %correct ; RMSErr=0.00426 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00380 TESTING: 100.00 %correct ; RMSErr=0.00415 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00374 TESTING: 100.00 %correct ; RMSErr=0.00415 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00362 TESTING: 100.00 %correct ; RMSErr=0.00405 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00360 TESTING: 100.00 %correct ; RMSErr=0.00399 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00353 TESTING: 100.00 %correct ; RMSErr=0.00393 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00343 TESTING: 100.00 %correct ; RMSErr=0.00385 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 100.00 %correct ; RMSErr=0.00383 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00337 TESTING: 100.00 %correct ; RMSErr=0.00384 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00340 TESTING: 100.00 %correct ; RMSErr=0.00379 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 100.00 %correct ; RMSErr=0.00372 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00334 TESTING: 100.00 %correct ; RMSErr=0.00369 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 100.00 %correct ; RMSErr=0.00367 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 100.00 %correct ; RMSErr=0.00372 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00331 TESTING: 100.00 %correct ; RMSErr=0.00369 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865030295) RELATIVE (1-RMSErr) LOW-----HI Epoch: 275 RMSErr=0.003930 * Epoch: 300 RMSErr=0.003845 *** Epoch: 325 RMSErr=0.003825 **** Epoch: 350 RMSErr=0.003843 *** Epoch: 375 RMSErr=0.003792 ***** Epoch: 400 RMSErr=0.003724 ******** Epoch: 425 RMSErr=0.003687 ********* Epoch: 450 RMSErr=0.003669 ********** Epoch: 475 RMSErr=0.003722 ******** Epoch: 500 RMSErr=0.003692 ********* Training halted after Epoch 500. *--------------------------------------------------------------------* ... Predictions saved to "set1-400-120-11.prd" ... Weights saved to "set1-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 17:18:12 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:18:15 1997 Parameters read from file "set2.net"... TRAINING set patterns: 11 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865030695; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49885 TESTING: 0.00 %correct ; RMSErr=0.49884 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 99.91 %, GradDesc on 0.09 % of weights. TRAINING: 35.54 %correct ; RMSErr=0.25107 TESTING: 67.77 %correct ; RMSErr=0.27827 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00942 TESTING: 91.74 %correct ; RMSErr=0.13756 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00605 TESTING: 93.39 %correct ; RMSErr=0.15497 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00497 TESTING: 93.39 %correct ; RMSErr=0.12601 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00412 TESTING: 93.39 %correct ; RMSErr=0.11921 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00404 TESTING: 94.21 %correct ; RMSErr=0.11846 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00393 TESTING: 94.21 %correct ; RMSErr=0.11882 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00381 TESTING: 94.21 %correct ; RMSErr=0.11891 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00369 TESTING: 94.21 %correct ; RMSErr=0.11849 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00363 TESTING: 93.39 %correct ; RMSErr=0.11964 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00356 TESTING: 93.39 %correct ; RMSErr=0.11888 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00351 TESTING: 93.39 %correct ; RMSErr=0.11905 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 18.46 %, GradDesc on 81.54 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00344 TESTING: 93.39 %correct ; RMSErr=0.11989 OOO-AHHH! STOPPED TRAINING: Epoch 325 is at least 2 X BestEpoch 150 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865030695) RELATIVE (1-RMSErr) LOW-----HI Epoch: 100 RMSErr=0.126007 * Epoch: 125 RMSErr=0.119212 ********* Epoch: 150 RMSErr=0.118457 ********** Epoch: 175 RMSErr=0.118822 ********* Epoch: 200 RMSErr=0.118906 ********* Epoch: 225 RMSErr=0.118486 ********* Epoch: 250 RMSErr=0.119641 ******** Epoch: 275 RMSErr=0.118883 ********* Epoch: 300 RMSErr=0.119047 ********* Epoch: 325 RMSErr=0.119886 ******** Training halted after Epoch 325. *--------------------------------------------------------------------* ... Predictions saved to "set2-400-120-11.prd" ... Weights saved to "set2-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 17:22:40 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:22:43 1997 Parameters read from file "set3.net"... TRAINING set patterns: 33 TESTING set patterns: 11 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865030963; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49664 TESTING: 0.00 %correct ; RMSErr=0.49663 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 23.97 %correct ; RMSErr=0.27035 TESTING: 24.79 %correct ; RMSErr=0.26734 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 98.35 %correct ; RMSErr=0.02722 TESTING: 97.52 %correct ; RMSErr=0.05209 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00497 TESTING: 98.35 %correct ; RMSErr=0.02704 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00525 TESTING: 98.35 %correct ; RMSErr=0.02677 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00361 TESTING: 99.17 %correct ; RMSErr=0.01826 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00350 TESTING: 99.17 %correct ; RMSErr=0.01448 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00330 TESTING: 99.17 %correct ; RMSErr=0.01221 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00329 TESTING: 99.17 %correct ; RMSErr=0.01103 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00318 TESTING: 100.00 %correct ; RMSErr=0.00860 *--------------------------------------------------------------------* Epoch 250: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00315 TESTING: 100.00 %correct ; RMSErr=0.00723 *--------------------------------------------------------------------* Epoch 275: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00311 TESTING: 100.00 %correct ; RMSErr=0.00692 *--------------------------------------------------------------------* Epoch 300: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00312 TESTING: 100.00 %correct ; RMSErr=0.00682 *--------------------------------------------------------------------* Epoch 325: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00312 TESTING: 100.00 %correct ; RMSErr=0.00625 *--------------------------------------------------------------------* Epoch 350: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00309 TESTING: 100.00 %correct ; RMSErr=0.00571 *--------------------------------------------------------------------* Epoch 375: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00306 TESTING: 100.00 %correct ; RMSErr=0.00621 *--------------------------------------------------------------------* Epoch 400: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00305 TESTING: 100.00 %correct ; RMSErr=0.00597 *--------------------------------------------------------------------* Epoch 425: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00311 TESTING: 100.00 %correct ; RMSErr=0.00610 *--------------------------------------------------------------------* Epoch 450: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00300 TESTING: 100.00 %correct ; RMSErr=0.00552 *--------------------------------------------------------------------* Epoch 475: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00300 TESTING: 100.00 %correct ; RMSErr=0.00560 *--------------------------------------------------------------------* Epoch 500: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00301 TESTING: 100.00 %correct ; RMSErr=0.00498 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865030963) RELATIVE (1-RMSErr) LOW-----HI Epoch: 275 RMSErr=0.006922 * Epoch: 300 RMSErr=0.006822 * Epoch: 325 RMSErr=0.006245 **** Epoch: 350 RMSErr=0.005715 ****** Epoch: 375 RMSErr=0.006207 **** Epoch: 400 RMSErr=0.005965 ***** Epoch: 425 RMSErr=0.006101 **** Epoch: 450 RMSErr=0.005518 ******* Epoch: 475 RMSErr=0.005599 ******* Epoch: 500 RMSErr=0.004977 ********** Training halted after Epoch 500. *--------------------------------------------------------------------* ... Predictions saved to "set3-400-120-11.prd" ... Weights saved to "set3-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 17:38:50 1997 ######################### Welcome to NevProp ######################### NevProp started on Fri May 30 17:38:52 1997 Parameters read from file "set4.net"... TRAINING set patterns: 44 TESTING set patterns: 44 InputUnits: 400 -- HiddenUnits: 120 -- OutputUnits: 11 SEED for initial random weights=865031935; Using lrand48(),srand48(). IBMorDOS 0 UseQuickProp 1 EpochWiseUpdate 1 BestByCindex 0 MinEpochs 200 BeyondBestEpoch 2 WtRange 0.01 HyperErr 1 SigmoidPrimeOffset 0.1 Epsilon 0.1 SplitEpsilon 1 Momentum 0.1 Decay -0.001 ScoreThreshold 0.1 MaxFactor 1.75 ModeSwitchThreshold 0 *--------------------------------------------------------------------* Epoch 0: TRAINING: 0.00 %correct ; RMSErr=0.49965 TESTING: 0.00 %correct ; RMSErr=0.49969 *--------------------------------------------------------------------* Epoch 25: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 31.61 %correct ; RMSErr=0.26298 TESTING: 19.21 %correct ; RMSErr=0.29174 *--------------------------------------------------------------------* Epoch 50: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.01390 TESTING: 83.68 %correct ; RMSErr=0.31475 *--------------------------------------------------------------------* Epoch 75: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00396 TESTING: 83.68 %correct ; RMSErr=0.31235 *--------------------------------------------------------------------* Epoch 100: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00298 TESTING: 84.50 %correct ; RMSErr=0.30931 *--------------------------------------------------------------------* Epoch 125: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00285 TESTING: 84.30 %correct ; RMSErr=0.30908 *--------------------------------------------------------------------* Epoch 150: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00287 TESTING: 83.68 %correct ; RMSErr=0.31210 *--------------------------------------------------------------------* Epoch 175: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00278 TESTING: 83.06 %correct ; RMSErr=0.31460 *--------------------------------------------------------------------* Epoch 200: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00273 TESTING: 82.02 %correct ; RMSErr=0.31593 *--------------------------------------------------------------------* Epoch 225: Did QuickProp on 100.00 %, GradDesc on 0.00 % of weights. TRAINING: 100.00 %correct ; RMSErr=0.00264 TESTING: 82.02 %correct ; RMSErr=0.31662 OOO-AHHH! STOPPED TRAINING: Epoch 225 is at least 2 X BestEpoch 25 *--------------------------------------------------------------------* (Up to) 10 BEST runs on the TEST set, according to RMS error: (using training weight SEED=865031935) RELATIVE (1-RMSErr) LOW-----HI Epoch: 25 RMSErr=0.291742 ********** Epoch: 50 RMSErr=0.314745 * Epoch: 75 RMSErr=0.312353 ** Epoch: 100 RMSErr=0.309312 *** Epoch: 125 RMSErr=0.309084 *** Epoch: 150 RMSErr=0.312100 ** Epoch: 175 RMSErr=0.314601 * Epoch: 200 RMSErr=0.315931 * Epoch: 225 RMSErr=0.316618 * Training halted after Epoch 225. *--------------------------------------------------------------------* ... Predictions saved to "set4-400-120-11.prd" ... Weights saved to "set4-400-120-11.wts" ********************************************************************** NevProp completed on Fri May 30 17:48:24 1997 |HHHV,(hh hd'01F ࡱ; SummaryInformation(@Microsoft Word 6.0.12ࡱ; /XXuIuv  QR -SE,rYA n ) V !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-  > k & S  ; #j R:"i Q~9f!N{ !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!- 6cK3zcdF:c  -tJKLM!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-VW.XyJ 1 x !_!!!!F"""".#u###$]$$$!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-$$E%r%%%-&Z&&&'B'o'''*(W((()?))))'*n***++U+V++++,B,,,,, -6-`---!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!---.1.Z.[.|....$/k//////008090S0m0n000001L1}111152?2l222&3S333 4:4g4!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-g444!5N555 666}6667e7778M888859|999:d:::;L;y;;;4<a<<<=I=v==>1>^>>!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!->>?F???@.@u@@@A]AAAAEBBBB-CtCCCD\DDDDDD=EfEEEF FBFdFFFFF GHGpG!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-pGGGGH6H7HeHHHHHH$IPIQIyIzIIIIII-J.J\JJJJ K/KvKKKK!LgLLLMNM{MMM5NbN!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-bNNNOJOwOOP2P_PPPQGQQQR/RvRRRS^SSSSTDTETTTTT1UoUUUUUVBVfVVVVV!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!-VVWXWWWWX.X/X!!!!!!!!! K@Normala c"A@"Default Paragraph Font/U/X          B)g1=FDQ/U-)->G-X- $-g4>pGbNV/X./012345678]Jennifer MitchellHMacintosh HD:Desktop Folder:JimFiles:results-0:Set... all results in one@RRRR5=MTimes New Roman Symbol MArial MTimes"1h   $6Jennifer MitchellJennifer Mitchellࡱ;