GBAmax: Guilt By Association (GBA) using the maximum rule

Description Usage Arguments Details Value References See Also Examples

Description

GBAmax implements a Guilt By Association (GBA) method based on the maximum of incident edge weights

Usage

1
GBAmax(W, ind.positives)

Arguments

W

numeric matrix representing the adjacency matrix of the graph

ind.positives

indices of the "core" positive examples of the graph. They represent the indices of W corresponding to the positive examples.

Details

GBAmax implements a Guilt By Association (GBA) method for label ranking based on the maximum between the edge weights connecting a node to its positive neighbours

Value

a list with one element:

p

score associated to each node

References

Oliver, S., Guilt-by-association goes global, Nature, 403, pp. 601-603, 2000.

See Also

GBAsum

Examples

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# Application of GBAmax to the prediction of the DrugBank category Penicillins
# using the Tanimoto chemical structure similarity network 
# between 1253 DrugBank drugs
library(bionetdata);
data(DD.chem.data);
data(DrugBank.Cat);
labels <- DrugBank.Cat[,"Penicillins"];
ind.pos <- which(labels==1);
GBAmax(DD.chem.data, ind.pos);
# Application of GBAmax to the prediction of the DrugBank category "Anti_HIV_Agents"
labels <- DrugBank.Cat[,"Anti_HIV_Agents"];
ind.pos <- which(labels==1);
GBAmax(DD.chem.data, ind.pos);

Example output

RANKS: ranking and classification with kernelized score functions.

$p
    DB00115     DB00116     DB00117     DB00118     DB00119     DB00120 
0.241900648 0.316831683 0.161572052 0.244897959 0.072368421 0.234939759 
    DB00121     DB00122     DB00123     DB00125     DB00126     DB00127 
0.443349754 0.080000000 0.198863636 0.205405405 0.140845070 0.096045198 
    DB00128     DB00129     DB00130     DB00131     DB00132     DB00133 
0.163841808 0.182857143 0.191011236 0.190201729 0.106951872 0.132947977 
    DB00134     DB00135     DB00136     DB00138     DB00139     DB00140 
0.207865169 0.248780488 0.142180095 0.164179104 0.091503268 0.275541796 
    DB00141     DB00142     DB00143     DB00144     DB00145     DB00146 
0.301587302 0.173184358 0.463687151 0.196296296 0.086666667 0.127450980 
    DB00147     DB00148     DB00149     DB00150     DB00151     DB00152 
0.153191489 0.119496855 0.132947977 0.238341969 0.174418605 0.171597633 
    DB00153     DB00154     DB00155     DB00156     DB00157     DB00158 
0.130841121 0.106951872 0.232044199 0.171428571 0.217573222 0.285285285 
    DB00159     DB00160     DB00161     DB00162     DB00163     DB00165 
0.090909091 0.127906977 0.156976744 0.069364162 0.210317460 0.141025641 
    DB00166     DB00167     DB00168     DB00169     DB00170     DB00171 
0.181347150 0.183908046 0.398843931 0.134615385 0.153005464 0.194570136 
    DB00172     DB00173     DB00174     DB00175     DB00176     DB00177 
0.275862069 0.092592593 0.180790960 0.199203187 0.182266010 0.316406250 
    DB00178     DB00179     DB00180     DB00181     DB00182     DB00183 
0.444015444 0.174528302 0.192182410 0.242424242 0.167701863 0.388059701 
    DB00184     DB00185     DB00186     DB00187     DB00188     DB00189 
0.168674699 0.287037037 0.230088496 0.237837838 0.298507463 0.055900621 
    DB00190     DB00191     DB00192     DB00193     DB00194     DB00195 
0.236994220 0.176470588 0.230366492 0.205128205 0.187878788 0.228260870 
    DB00196     DB00198     DB00199     DB00200     DB00201     DB00202 
0.216346154 0.291338583 0.261484099 0.285925926 0.180602007 0.157575758 
    DB00203     DB00204     DB00205     DB00206     DB00207     DB00208 
0.280323450 0.268421053 0.174050633 0.291891892 0.307971014 0.224390244 
    DB00209     DB00210     DB00211     DB00212     DB00213     DB00214 
0.269430052 0.194214876 0.314606742 0.405017921 0.198653199 0.228758170 
    DB00215     DB00216     DB00217     DB00218     DB00219     DB00220 
0.198952880 0.260714286 0.167664671 0.276397516 0.279569892 0.451492537 
    DB00221     DB00222     DB00223     DB00224     DB00226     DB00227 
0.250000000 0.288135593 0.174917492 0.386617100 0.181818182 0.204918033 
    DB00228     DB00229     DB00230     DB00231     DB00232     DB00233 
0.053571429 0.445086705 0.170454545 0.232876712 0.182965300 0.156682028 
    DB00234     DB00235     DB00237     DB00238     DB00239     DB00240 
0.238805970 0.119565217 0.179894180 0.219354839 0.206225681 0.177865613 
    DB00241     DB00242     DB00243     DB00245     DB00246     DB00247 
0.171717172 0.204472843 0.279187817 0.240740741 0.253731343 0.298305085 
    DB00248     DB00249     DB00250     DB00251     DB00252     DB00253 
0.333333333 0.222543353 0.110465116 0.242603550 0.350710900 0.174528302 
    DB00254     DB00255     DB00256     DB00257     DB00259     DB00260 
0.269230769 0.155172414 0.266666667 0.169230769 0.099415205 0.130177515 
    DB00261     DB00262     DB00263     DB00264     DB00266     DB00267 
0.258064516 0.097142857 0.205787781 0.198895028 0.196226415 0.441011236 
    DB00268     DB00269     DB00270     DB00272     DB00273     DB00274 
0.277777778 0.171171171 0.214285714 0.115606936 0.233215548 0.418699187 
    DB00275     DB00276     DB00277     DB00278     DB00279     DB00280 
0.237163814 0.159090909 0.171328671 0.341040462 0.258620690 0.229591837 
    DB00281     DB00282     DB00283     DB00284     DB00285     DB00286 
0.224852071 0.080924855 0.250000000 0.308641975 0.220994475 0.228000000 
    DB00287     DB00288     DB00289     DB00290     DB00292     DB00293 
0.211267606 0.200647249 0.219512195 0.321792261 0.176470588 0.303514377 
    DB00294     DB00295     DB00296     DB00297     DB00298     DB00299 
0.128865979 0.256716418 0.282296651 0.269230769 0.186147186 0.197368421 
    DB00301     DB00302     DB00303     DB00304     DB00306     DB00307 
0.946808511 0.167630058 0.406685237 0.061797753 0.170854271 0.179894180 
    DB00308     DB00309     DB00310     DB00311     DB00312     DB00313 
0.218750000 0.283549784 0.263888889 0.177165354 0.195767196 0.104046243 
    DB00315     DB00316     DB00317     DB00318     DB00319     DB00320 
0.290476190 0.144578313 0.207272727 0.253687316 0.950000000 0.400000000 
    DB00321     DB00322     DB00323     DB00324     DB00325     DB00327 
0.187165775 0.227011494 0.173728814 0.151515152 0.027522936 0.273333333 
    DB00328     DB00330     DB00331     DB00332     DB00333     DB00334 
0.254545455 0.186666667 0.049504950 0.275193798 0.210526316 0.182080925 
    DB00335     DB00336     DB00337     DB00338     DB00339     DB00340 
0.261363636 0.124555160 0.295384615 0.214532872 0.094444444 0.189743590 
    DB00341     DB00342     DB00343     DB00344     DB00346     DB00347 
0.299435028 0.219653179 0.360927152 0.190217391 0.258823529 0.182352941 
    DB00348     DB00349     DB00350     DB00351     DB00353     DB00354 
0.149425287 0.205263158 0.153508772 0.165137615 0.305263158 0.239520958 
    DB00355     DB00356     DB00357     DB00358     DB00359     DB00360 
0.316455696 0.176470588 0.275280899 0.267281106 0.133802817 0.274131274 
    DB00361     DB00363     DB00364     DB00365     DB00366     DB00367 
0.274590164 0.216814159 0.235668790 0.237354086 0.194871795 0.102857143 
    DB00368     DB00369     DB00370     DB00371     DB00372     DB00373 
0.218446602 0.159322034 0.250883392 0.107784431 0.202970297 0.192170819 
    DB00374     DB00376     DB00377     DB00378     DB00379     DB00380 
0.222672065 0.217142857 0.329411765 0.144186047 0.194444444 0.270114943 
    DB00381     DB00382     DB00383     DB00384     DB00385     DB00387 
0.222591362 0.167364017 0.279069767 0.161392405 0.260053619 0.217142857 
    DB00388     DB00389     DB00390     DB00391     DB00392     DB00393 
0.245098039 0.122994652 0.201365188 0.329113924 0.189473684 0.200000000 
    DB00394     DB00396     DB00397     DB00398     DB00399     DB00400 
0.163716814 0.143564356 0.223350254 0.232974910 0.109452736 0.216867470 
    DB00401     DB00402     DB00403     DB00404     DB00405     DB00407 
0.187898089 0.274111675 0.416058394 0.170028818 0.205240175 0.286689420 
    DB00408     DB00409     DB00410     DB00411     DB00412     DB00413 
0.275471698 0.393805310 0.176229508 0.112500000 0.343891403 0.196666667 
    DB00414     DB00415     DB00416     DB00417     DB00418     DB00419 
0.242753623 0.958974359 0.274368231 0.803030303 0.218905473 0.308510638 
    DB00420     DB00421     DB00422     DB00423     DB00424     DB00425 
0.152631579 0.225531915 0.312849162 0.166666667 0.280000000 0.186746988 
    DB00426     DB00427     DB00429     DB00430     DB00431     DB00432 
0.180851064 0.193069307 0.165094340 0.529968454 0.055248619 0.217765043 
    DB00433     DB00434     DB00435     DB00436     DB00437     DB00438 
0.208955224 0.197860963 0.013245033 0.246056782 0.151162791 0.450276243 
    DB00440     DB00441     DB00443     DB00444     DB00445     DB00446 
0.166666667 0.202020202 0.163716814 0.247340426 0.256756757 0.271276596 
    DB00447     DB00448     DB00449     DB00450     DB00451     DB00452 
0.396761134 0.208333333 0.238095238 0.226720648 0.258620690 0.231316726 
    DB00453     DB00454     DB00455     DB00456     DB00457     DB00458 
0.258823529 0.268571429 0.257971014 0.538732394 0.242105263 0.191256831 
    DB00459     DB00461     DB00462     DB00463     DB00464     DB00465 
0.162601626 0.179640719 0.359259259 0.159090909 0.103658537 0.214559387 
    DB00466     DB00467     DB00468     DB00469     DB00470     DB00471 
0.181818182 0.221238938 0.320610687 0.231362468 0.209964413 0.277153558 
    DB00472     DB00473     DB00474     DB00475     DB00476     DB00477 
0.178571429 0.237288136 0.020000000 0.202380952 0.227611940 0.170854271 
    DB00478     DB00479     DB00480     DB00481     DB00482     DB00483 
0.109826590 0.351254480 0.287500000 0.228373702 0.202816901 0.204081633 
    DB00484     DB00485     DB00486     DB00487     DB00489     DB00490 
0.177165354 0.992565056 0.232558140 0.234309623 0.261363636 0.251231527 
    DB00491     DB00492     DB00493     DB00494     DB00495     DB00496 
0.303191489 0.308411215 0.458100559 0.126666667 0.231843575 0.285714286 
    DB00497     DB00498     DB00499     DB00500     DB00501     DB00502 
0.265372168 0.187134503 0.168367347 0.190677966 0.151260504 0.258064516 
    DB00503     DB00504     DB00505     DB00506     DB00507     DB00508 
0.362017804 0.259259259 0.205714286 0.102857143 0.303249097 0.169902913 
    DB00509     DB00510     DB00511     DB00512     DB00513     DB00514 
0.236842105 0.109826590 0.211409396 0.350961538 0.150289017 0.253061224 
    DB00517     DB00518     DB00519     DB00521     DB00522     DB00523 
0.308457711 0.167464115 0.447963801 0.228464419 0.357142857 0.084745763 
    DB00524     DB00527     DB00528     DB00529     DB00530     DB00532 
0.222602740 0.292682927 0.245161290 0.043209877 0.144230769 0.356481481 
    DB00534     DB00535     DB00536     DB00537     DB00539     DB00540 
0.149758454 0.466463415 0.025252525 0.241803279 0.205357143 0.187165775 
    DB00541     DB00542     DB00543     DB00544     DB00545     DB00546 
0.283095723 0.371428571 0.275471698 0.120833333 0.134529148 0.178470255 
    DB00547     DB00548     DB00549     DB00550     DB00551     DB00552 
0.160714286 0.115606936 0.283625731 0.157480315 0.058441558 0.226315789 
    DB00554     DB00555     DB00557     DB00558     DB00559     DB00560 
0.243626062 0.170658683 0.289017341 0.291291291 0.186666667 0.269754768 
    DB00561     DB00562     DB00563     DB00564     DB00565     DB00567 
0.320441989 0.217213115 0.289902280 0.164021164 0.315018315 0.677966102 
    DB00568     DB00569     DB00570     DB00571     DB00572     DB00573 
0.222857143 0.250720461 0.275362319 0.207070707 0.275193798 0.190751445 
    DB00575     DB00576     DB00577     DB00579     DB00581     DB00582 
0.155844156 0.151815182 0.204747774 0.244343891 0.187969925 0.209549072 
    DB00583     DB00584     DB00585     DB00586     DB00587     DB00588 
0.179775281 0.412955466 0.174377224 0.215469613 0.219512195 0.199356913 
    DB00589     DB00590     DB00591     DB00592     DB00593     DB00594 
0.319218241 0.284615385 0.189710611 0.093333333 0.176136364 0.134328358 
    DB00595     DB00596     DB00598     DB00599     DB00600     DB00602 
0.255131965 0.185185185 0.284946237 0.192708333 0.155251142 0.207100592 
    DB00603     DB00604     DB00605     DB00606     DB00607     DB00608 
0.167464115 0.325581395 0.210526316 0.206060606 0.943661972 0.164102564 
    DB00609     DB00610     DB00611     DB00612     DB00613     DB00615 
0.171270718 0.236966825 0.267206478 0.190677966 0.221774194 0.271844660 
    DB00616     DB00617     DB00618     DB00619     DB00620     DB00621 
0.267441860 0.204545455 0.258928571 0.220895522 0.162280702 0.200000000 
    DB00622     DB00623     DB00624     DB00625     DB00626     DB00627 
0.237942122 0.235576923 0.166666667 0.198156682 0.345565749 0.137931034 
    DB00628     DB00629     DB00630     DB00631     DB00632     DB00633 
0.264840183 0.142045455 0.091370558 0.202863962 0.075144509 0.130208333 
    DB00634     DB00635     DB00636     DB00637     DB00640     DB00641 
0.154135338 0.170616114 0.197044335 0.213483146 0.187878788 0.203319502 
    DB00642     DB00643     DB00644     DB00645     DB00647     DB00648 
0.311728395 0.197044335 0.306451613 0.239130435 0.217616580 0.142857143 
    DB00649     DB00650     DB00651     DB00652     DB00653     DB00654 
0.217522659 0.322475570 0.195121951 0.257142857 0.034482759 0.198501873 
    DB00655     DB00656     DB00657     DB00659     DB00661     DB00663 
0.220779221 0.203947368 0.133720930 0.187500000 0.214689266 0.172932331 
    DB00664     DB00665     DB00666     DB00667     DB00668     DB00669 
0.148437500 0.244094488 0.307420495 0.100000000 0.252427184 0.233502538 
    DB00670     DB00671     DB00672     DB00673     DB00674     DB00675 
0.246963563 0.455072464 0.207407407 0.318885449 0.247787611 0.203703704 
    DB00677     DB00678     DB00679     DB00680     DB00682     DB00683 
0.060301508 0.208450704 0.172566372 0.236734694 0.194656489 0.199468085 
    DB00684     DB00685     DB00686     DB00687     DB00688     DB00690 
0.235507246 0.241279070 0.213286713 0.161434978 0.256410256 0.259090909 
    DB00691     DB00692     DB00693     DB00694     DB00695     DB00696 
0.378737542 0.203125000 0.208333333 0.256756757 0.204255319 0.366120219 
    DB00697     DB00698     DB00699     DB00700     DB00701     DB00703 
0.167247387 0.192567568 0.302052786 0.182608696 0.291536050 0.151515152 
    DB00704     DB00705     DB00706     DB00707     DB00708     DB00709 
0.267973856 0.261324042 0.285123967 0.212121212 0.287804878 0.229411765 
    DB00710     DB00711     DB00712     DB00713     DB00714     DB00715 
0.140000000 0.160256410 0.196531792 0.955056180 0.277566540 0.270588235 
    DB00716     DB00717     DB00718     DB00719     DB00720     DB00721 
0.227692308 0.063953488 0.229007634 0.198473282 0.037433155 0.204545455 
    DB00722     DB00723     DB00724     DB00725     DB00726     DB00727 
0.410891089 0.191256831 0.139194139 0.294117647 0.191256831 0.048309179 
    DB00728     DB00729     DB00730     DB00731     DB00732     DB00733 
0.339622642 0.212290503 0.136518771 0.359813084 0.269767442 0.087962963 
    DB00734     DB00735     DB00736     DB00737     DB00738     DB00739 
0.258485640 0.175438596 0.214532872 0.236686391 0.194690265 0.950000000 
    DB00740     DB00741     DB00744     DB00745     DB00747     DB00748 
0.139917695 0.171428571 0.217741935 0.208092486 0.290155440 0.216080402 
    DB00749     DB00750     DB00751     DB00752     DB00753     DB00754 
0.195918367 0.266272189 0.225454545 0.168674699 0.044368601 0.382775120 
    DB00755     DB00756     DB00757     DB00758     DB00759     DB00760 
0.084745763 0.156424581 0.273469388 0.328125000 0.252225519 0.455445545 
    DB00762     DB00763     DB00764     DB00765     DB00766     DB00767 
0.229957806 0.067484663 0.158590308 0.239263804 0.279605263 0.254237288 
    DB00768     DB00769     DB00770     DB00771     DB00772     DB00773 
0.213483146 0.203703704 0.179245283 0.291005291 0.168582375 0.249299720 
    DB00774     DB00775     DB00776     DB00777     DB00778     DB00780 
0.183606557 0.265151515 0.208333333 0.233009709 0.240506329 0.181818182 
    DB00782     DB00783     DB00784     DB00786     DB00787     DB00788 
0.253886010 0.214592275 0.166666667 0.396907216 0.155555556 0.209876543 
    DB00789     DB00790     DB00792     DB00794     DB00795     DB00796 
0.285714286 0.482412060 0.195876289 0.291666667 0.200704225 0.218130312 
    DB00797     DB00798     DB00799     DB00800     DB00801     DB00802 
0.242603550 0.220833333 0.149484536 0.243243243 0.238532110 0.285714286 
    DB00804     DB00805     DB00806     DB00807     DB00808     DB00809 
0.198924731 0.228758170 0.202572347 0.227272727 0.266094421 0.289772727 
    DB00810     DB00811     DB00812     DB00813     DB00814     DB00816 
0.205263158 0.194225722 0.201834862 0.283236994 0.234332425 0.243902439 
    DB00817     DB00818     DB00819     DB00820     DB00821     DB00822 
0.202479339 0.138364780 0.135761589 0.339506173 0.244318182 0.109090909 
    DB00823     DB00824     DB00825     DB00827     DB00828     DB00829 
0.121546961 0.200000000 0.134078212 0.224913495 0.107317073 0.224880383 
    DB00830     DB00831     DB00833     DB00834     DB00835     DB00836 
0.278106509 0.201923077 0.584313725 0.006666667 0.170103093 0.300000000 
    DB00837     DB00838     DB00839     DB00841     DB00842     DB00843 
0.179577465 0.174418605 0.202090592 0.220930233 0.232876712 0.220472441 
    DB00844     DB00845     DB00846     DB00847     DB00848     DB00849 
0.260135135 0.153203343 0.198675497 0.060000000 0.353191489 0.293103448 
    DB00850     DB00851     DB00852     DB00854     DB00855     DB00857 
0.243781095 0.118012422 0.263959391 0.256302521 0.136363636 0.044943820 
    DB00858     DB00860     DB00861     DB00862     DB00863     DB00864 
0.213197970 0.163551402 0.163879599 0.239583333 0.200000000 0.294670846 
    DB00865     DB00866     DB00867     DB00868     DB00869     DB00870 
0.245283019 0.219827586 0.334951456 0.204301075 0.238095238 0.188172043 
    DB00871     DB00872     DB00873     DB00875     DB00876     DB00877 
0.243902439 0.241279070 0.180505415 0.241860465 0.214484680 0.304761905 
    DB00879     DB00880     DB00881     DB00882     DB00883     DB00884 
0.224719101 0.161417323 0.401433692 0.219178082 0.143911439 0.140000000 
    DB00885     DB00887     DB00889     DB00890     DB00891     DB00892 
0.193979933 0.225806452 0.227678571 0.162790698 0.144329897 0.225663717 
    DB00894     DB00896     DB00897     DB00898     DB00899     DB00900 
0.184684685 0.151219512 0.176638177 0.033333333 0.296875000 0.189526185 
    DB00902     DB00903     DB00904     DB00905     DB00906     DB00907 
0.162436548 0.185654008 0.199421965 0.235772358 0.282442748 0.303964758 
    DB00908     DB00909     DB00912     DB00913     DB00914     DB00915 
0.328301887 0.195205479 0.315412186 0.302197802 0.231707317 0.109826590 
    DB00916     DB00917     DB00918     DB00919     DB00920     DB00921 
0.089743590 0.175115207 0.245192308 0.274021352 0.216027875 0.254125413 
    DB00922     DB00923     DB00924     DB00925     DB00927     DB00928 
0.186602871 0.516666667 0.194444444 0.237668161 0.200757576 0.256756757 
    DB00929     DB00932     DB00933     DB00934     DB00935     DB00936 
0.187500000 0.244956772 0.175965665 0.166666667 0.226315789 0.153846154 
    DB00937     DB00938     DB00939     DB00940     DB00941     DB00942 
0.270967742 0.290322581 0.178947368 0.253886010 0.191489362 0.217142857 
    DB00943     DB00944     DB00945     DB00946     DB00947     DB00948 
0.188741722 0.186363636 0.220183486 0.189922481 0.247011952 0.851405622 
    DB00949     DB00950     DB00951     DB00952     DB00953     DB00955 
0.183431953 0.255681818 0.160714286 0.218446602 0.230769231 0.261146497 
    DB00956     DB00957     DB00959     DB00960     DB00961     DB00962 
0.270627063 0.063953488 0.165137615 0.202764977 0.263736264 0.224299065 
    DB00963     DB00964     DB00966     DB00967     DB00968     DB00969 
0.188172043 0.153191489 0.266055046 0.212686567 0.232142857 0.239864865 
    DB00972     DB00973     DB00975     DB00977     DB00978     DB00979 
0.237500000 0.330882353 0.195121951 0.063953488 0.244897959 0.270718232 
    DB00980     DB00981     DB00982     DB00983     DB00984     DB00985 
0.261718750 0.248226950 0.084745763 0.279569892 0.223826715 0.234726688 
    DB00986     DB00987     DB00988     DB00989     DB00990     DB00991 
0.280612245 0.204892966 0.175000000 0.236607143 0.132075472 0.211009174 
    DB00992     DB00993     DB00994     DB00995     DB00996     DB00997 
0.150000000 0.162068966 0.231316726 0.233918129 0.165714286 0.256756757 
    DB00998     DB00999     DB01000     DB01001     DB01002     DB01003 
0.237735849 0.164429530 0.804020101 0.259036145 0.282296651 0.212996390 
    DB01004     DB01005     DB01006     DB01007     DB01009     DB01010 
0.161904762 0.038709677 0.006666667 0.208510638 0.191616766 0.113772455 
    DB01011     DB01012     DB01013     DB01014     DB01015     DB01016 
0.173184358 0.216589862 0.185185185 0.233962264 0.177777778 0.289473684 
    DB01017     DB01018     DB01019     DB01020     DB01021     DB01022 
0.259146341 0.281437126 0.131250000 0.143911439 0.181528662 0.145228216 
    DB01023     DB01024     DB01025     DB01026     DB01028     DB01029 
0.200854701 0.221374046 0.193442623 0.271341463 0.042944785 0.255395683 
    DB01030     DB01031     DB01032     DB01033     DB01034     DB01035 
0.225388601 0.125000000 0.206349206 0.133828996 0.209302326 0.236363636 
    DB01036     DB01037     DB01038     DB01039     DB01041     DB01043 
0.231481481 0.212435233 0.274038462 0.206422018 0.288043478 0.109826590 
    DB01044     DB01045     DB01046     DB01047     DB01048     DB01049 
0.245222930 0.267326733 0.219230769 0.196202532 0.222222222 0.349206349 
    DB01050     DB01051     DB01054     DB01055     DB01056     DB01057 
0.196202532 0.293506494 0.207468880 0.162790698 0.210526316 0.125000000 
    DB01059     DB01060     DB01061     DB01062     DB01063     DB01064 
0.234309623 0.958974359 0.944444444 0.053333333 0.269607843 0.242424242 
    DB01065     DB01066     DB01067     DB01068     DB01069     DB01070 
0.260638298 0.458666667 0.253164557 0.233480176 0.173684211 0.092783505 
    DB01071     DB01072     DB01073     DB01074     DB01075     DB01076 
0.165000000 0.368055556 0.192612137 0.156976744 0.204819277 0.288944724 
    DB01077     DB01078     DB01080     DB01081     DB01082     DB01083 
0.047904192 0.207357860 0.127071823 0.191256831 0.286206897 0.301886792 
    DB01084     DB01085     DB01086     DB01087     DB01088     DB01089 
0.193693694 0.190972222 0.165680473 0.165938865 0.013333333 0.291553134 
    DB01090     DB01091     DB01092     DB01093     DB01094     DB01095 
0.132947977 0.207547170 0.211604096 0.039735099 0.220216606 0.238356164 
    DB01097     DB01098     DB01099     DB01100     DB01101     DB01102 
0.284172662 0.250645995 0.082474227 0.231884058 0.227665706 0.279816514 
    DB01103     DB01104     DB01105     DB01106     DB01107     DB01108 
0.181434599 0.226495726 0.220238095 0.255924171 0.217142857 0.168421053 
    DB01109     DB01110     DB01112     DB01113     DB01114     DB01115 
0.286689420 0.223809524 0.495238095 0.172995781 0.193717277 0.183673469 
    DB01116     DB01117     DB01118     DB01119     DB01120     DB01121 
0.384210526 0.196226415 0.239852399 0.183098592 0.208333333 0.290322581 
    DB01122     DB01123     DB01124     DB01125     DB01126     DB01127 
0.286585366 0.093567251 0.223048327 0.192307692 0.227272727 0.223809524 
    DB01128     DB01129     DB01130     DB01131     DB01132     DB01133 
0.278606965 0.223776224 0.165354331 0.132158590 0.328947368 0.120218579 
    DB01134     DB01135     DB01136     DB01137     DB01138     DB01139 
0.146341463 0.273408240 0.230088496 0.257396450 0.211711712 0.505415162 
    DB01140     DB01142     DB01143     DB01144     DB01145     DB01146 
0.623115578 0.197718631 0.163636364 0.114754098 0.139037433 0.210227273 
    DB01147     DB01148     DB01149     DB01150     DB01151     DB01153 
0.992565056 0.264808362 0.276515152 0.643678161 0.191256831 0.209876543 
    DB01154     DB01155     DB01156     DB01157     DB01158     DB01159 
0.184079602 0.215736041 0.280487805 0.203007519 0.146341463 0.031250000 
    DB01160     DB01161     DB01162     DB01163     DB01165     DB01166 
0.182242991 0.208556150 0.276679842 0.849315068 0.246153846 0.216535433 
    DB01167     DB01169     DB01170     DB01171     DB01172     DB01173 
0.270270270 0.038709677 0.195979899 0.295857988 0.236363636 0.197674419 
    DB01174     DB01175     DB01176     DB01177     DB01178     DB01179 
0.294797688 0.198952880 0.226415094 0.264623955 0.383783784 0.246835443 
    DB01180     DB01182     DB01183     DB01184     DB01185     DB01186 
0.286908078 0.261603376 0.266881029 0.195121951 0.159817352 0.298850575 
    DB01189     DB01190     DB01191     DB01192     DB01193     DB01194 
0.049689441 0.358695652 0.216867470 0.267973856 0.269076305 0.310559006 
    DB01195     DB01196     DB01197     DB01198     DB01199     DB01200 
0.343220339 0.223300971 0.422857143 0.241558442 0.275362319 0.357894737 
    DB01201     DB01202     DB01203     DB01204     DB01205     DB01207 
0.266503667 0.281609195 0.235955056 0.232931727 0.224489796 0.181102362 
    DB01208     DB01209     DB01210     DB01211     DB01212     DB01213 
0.265306122 0.186147186 0.265625000 0.256944444 0.424083770 0.075471698 
    DB01214     DB01215     DB01216     DB01217     DB01218     DB01219 
0.247826087 0.164739884 0.266055046 0.020000000 0.232044199 0.205298013 
    DB01220     DB01221     DB01222     DB01223     DB01224     DB01225 
0.250000000 0.251396648 0.193979933 0.181818182 0.233766234 0.286689420 
    DB01226     DB01227     DB01228     DB01229     DB01231     DB01232 
0.285714286 0.215909091 0.271794872 0.290229885 0.224852071 0.399253731 
    DB01233     DB01234     DB01235     DB01236     DB01237     DB01238 
0.303571429 0.163716814 0.247619048 0.045918367 0.195402299 0.255605381 
    DB01239     DB01240     DB01241     DB01242     DB01244     DB01245 
0.194174757 0.180000000 0.208144796 0.208333333 0.260638298 0.110465116 
    DB01246     DB01247     DB01248     DB01251     DB01252     DB01253 
0.152631579 0.226480836 0.282857143 0.323432343 0.274285714 0.298245614 
    DB01254     DB01255     DB01256     DB01258     DB01259     DB01260 
0.235588972 0.302884615 0.326180258 0.280769231 0.260736196 0.185567010 
    DB01261     DB01262     DB01263     DB01264     DB01265     DB01267 
0.264808362 0.252631579 0.280323450 0.325581395 0.223214286 0.286082474 
    DB01268     DB01273     DB01274     DB01275     DB01282     DB01283 
0.258302583 0.252136752 0.330434783 0.110599078 0.536170213 0.212121212 
    DB01288     DB01291     DB01294     DB01295     DB01297     DB01298 
0.261904762 0.221276596 0.189189189 0.243243243 0.237209302 0.181818182 
    DB01299     DB01301     DB01303     DB01319     DB01320     DB01321 
0.138181818 0.261838440 0.181818182 0.281976744 0.364406780 0.271293375 
    DB01324     DB01325     DB01326     DB01327     DB01328     DB01329 
0.218068536 0.238596491 0.572463768 0.405144695 0.515151515 0.611683849 
    DB01331     DB01332     DB01333     DB01334     DB01336     DB01337 
0.489028213 0.464174455 0.566265060 0.273408240 0.275362319 0.333333333 
    DB01338     DB01339     DB01340     DB01342     DB01348     DB01351 
0.357843137 0.333333333 0.391304348 0.228412256 0.492424242 0.195767196 
    DB01353     DB01354     DB01355     DB01357     DB01359     DB01361 
0.195767196 0.188405797 0.188405797 0.063953488 0.241666667 0.274914089 
    DB01364     DB01365     DB01366     DB01367     DB01369     DB01380 
0.263959391 0.209150327 0.298181818 0.006666667 0.461095101 0.185520362 
    DB01382     DB01384     DB01392     DB01393     DB01394     DB01395 
0.150000000 0.166666667 0.314285714 0.294117647 0.224852071 0.191964286 
    DB01396     DB01398     DB01400     DB01403     DB01406     DB01407 
0.210884354 0.158653846 0.149038462 0.200000000 0.063953488 0.257309942 
    DB01408     DB01409     DB01410     DB01411     DB01412     DB01413 
0.254054054 0.338926174 0.204697987 0.248387097 0.181208054 0.466076696 
    DB01414     DB01415     DB01416     DB01418     DB01420     DB01421 
0.512931034 0.467492260 0.471810089 0.197841727 0.193548387 0.231316726 
    DB01422     DB01425     DB01426     DB01427     DB01429     DB01430 
0.112612613 0.333333333 0.291366906 0.163551402 0.231638418 0.203045685 
    DB01431     DB01433     DB01436     DB01437     DB01438     DB01440 
0.128078818 0.228260870 0.142180095 0.286549708 0.111111111 0.092105263 
    DB01463     DB01544     DB01558     DB01559     DB01567     DB01576 
0.224242424 0.230434783 0.212500000 0.222929936 0.232876712 0.167701863 
    DB01577     DB01579     DB01580     DB01581     DB01582     DB01583 
0.197530864 0.278106509 0.184834123 0.138513514 0.137583893 0.266094421 
    DB01586     DB01587     DB01588     DB01589     DB01590     DB01591 
0.182795699 0.245954693 0.256880734 0.210300429 0.300000000 0.359550562 
    DB01594     DB01595     DB01597     DB01598     DB01599     DB01601 
0.200956938 0.223744292 0.368421053 0.393103448 0.166666667 0.388679245 
    DB01602     DB01603     DB01604     DB01605     DB01606     DB01607 
0.941964286 0.943661972 0.941964286 0.849315068 0.541176471 0.783783784 
    DB01608     DB01611     DB01612     DB01613     DB01614     DB01615 
0.191588785 0.200000000 0.062111801 0.056603774 0.207920792 0.227722772 
    DB01616     DB01618     DB01619     DB01620     DB01621     DB01622 
0.188679245 0.234782609 0.195121951 0.176470588 0.198697068 0.196013289 
    DB01623     DB01624     DB01625     DB01626     DB01627     DB01628 
0.211038961 0.254807692 0.246987952 0.046666667 0.378906250 0.193452381 
    DB01764     DB02300     DB02546     DB02638     DB02703     DB04552 
0.347931873 0.104972376 0.178571429 0.422310757 0.172995781 0.175115207 
    DB04570     DB04573     DB04574     DB04575     DB04786     DB04794 
0.358543417 0.217021277 0.224000000 0.063953488 0.202898551 0.165178571 
    DB04835     DB04837     DB04838     DB04839     DB04840     DB04841 
0.250000000 0.204545455 0.234285714 0.183760684 0.244318182 0.232044199 
    DB04842     DB04843     DB04844     DB04845     DB04861     DB04868 
0.258373206 0.288770053 0.251184834 0.292592593 0.233463035 0.196808511 
    DB04876     DB04877     DB04878     DB04880     DB04890     DB04894 
0.340782123 0.297297297 0.280423280 0.265000000 0.252336449 0.333333333 
    DB04896     DB04898     DB04930     DB04942     DB04948     DB04967 
0.259433962 0.403587444 0.181102362 0.239795918 0.268518519 0.224299065 
    DB05246     DB05260     DB05265     DB05266     DB05271     DB05630 
0.283132530 0.012903226 0.214843750 0.194312796 0.217821782 0.158119658 
    DB06144     DB06147     DB06148     DB06155     DB06196     DB06209 
0.260869565 0.153061224 0.256281407 0.248000000 0.361842105 0.262135922 
    DB06262     DB06267     DB06274     DB06287     DB06288     DB06694 
0.279816514 0.275590551 0.333333333 0.299065421 0.340080972 0.227777778 
    DB06695     DB06696     DB06698     DB06699     DB06700     DB06702 
0.281345566 0.291497976 0.194117647 0.411184211 0.221590909 0.257142857 
    DB06706     DB06707     DB06710     DB06711     DB06712     DB06714 
0.076086957 0.244131455 0.130890052 0.252941176 0.207468880 0.122093023 
    DB06716     DB06717     DB06725     DB06766     DB06772     DB06781 
0.154506438 0.294444444 0.235148515 0.199453552 0.282051282 0.167286245 
    DB06802     DB08795     DB08798     DB08799     DB08800     DB08801 
0.205714286 0.676616915 0.167701863 0.223404255 0.205000000 0.188755020 
    DB08802     DB08804     DB08806     DB08807     DB08808 
0.195312500 0.192825112 0.269709544 0.239700375 0.206896552 

$p
   DB00115    DB00116    DB00117    DB00118    DB00119    DB00120    DB00121 
0.31043257 0.34042553 0.20814480 0.43537415 0.08750000 0.27956989 0.33187773 
   DB00122    DB00123    DB00125    DB00126    DB00127    DB00128    DB00129 
0.16216216 0.34523810 0.31578947 0.26865672 0.21518987 0.27058824 0.29761905 
   DB00130    DB00131    DB00132    DB00133    DB00134    DB00135    DB00136 
0.29545455 0.42657343 0.14736842 0.20987654 0.23157895 0.29787234 0.27678571 
   DB00138    DB00139    DB00140    DB00141    DB00142    DB00143    DB00144 
0.16037736 0.12345679 0.30065359 0.45864662 0.31764706 0.40170940 0.30578512 
   DB00145    DB00146    DB00147    DB00148    DB00149    DB00150    DB00151 
0.11538462 0.24528302 0.21287129 0.13333333 0.20987654 0.33816425 0.19540230 
   DB00152    DB00153    DB00154    DB00155    DB00156    DB00157    DB00158 
0.23600000 0.23076923 0.14736842 0.31578947 0.28915663 0.38328530 0.36532508 
   DB00159    DB00160    DB00161    DB00162    DB00163    DB00165    DB00166 
0.12765957 0.20000000 0.24691358 0.13541667 0.32857143 0.19444444 0.21495327 
   DB00167    DB00168    DB00169    DB00170    DB00171    DB00172    DB00173 
0.30120482 0.39593909 0.24324324 0.17123288 0.40594059 0.44186047 0.28333333 
   DB00174    DB00175    DB00176    DB00177    DB00178    DB00179    DB00180 
0.26136364 0.23371648 0.24166667 0.40167364 0.54166667 0.25396825 0.25000000 
   DB00181    DB00182    DB00183    DB00184    DB00185    DB00186    DB00187 
0.26923077 0.20765027 0.51626016 0.35937500 0.27659574 0.36000000 0.31658291 
   DB00188    DB00189    DB00190    DB00191    DB00192    DB00193    DB00194 
0.51739130 0.09302326 0.24120603 0.18644068 0.26395939 0.35678392 0.47637795 
   DB00195    DB00196    DB00198    DB00199    DB00200    DB00201    DB00202 
0.27586207 0.23041475 0.32196970 0.31012658 0.27444795 0.32116788 0.19791667 
   DB00203    DB00204    DB00205    DB00206    DB00207    DB00208    DB00209 
0.28248588 0.31730769 0.21428571 0.40625000 0.44585987 0.24782609 0.26940639 
   DB00210    DB00211    DB00212    DB00213    DB00214    DB00215    DB00216 
0.25238095 0.32178218 0.47191011 0.24481328 0.28310502 0.27702703 0.35416667 
   DB00217    DB00218    DB00219    DB00220    DB00221    DB00222    DB00223 
0.16111111 0.34343434 0.26635514 0.48800000 0.26530612 0.32231405 0.24087591 
   DB00224    DB00226    DB00227    DB00228    DB00229    DB00230    DB00231 
0.57142857 0.18803419 0.22568093 0.17094017 0.32506203 0.30120482 0.36904762 
   DB00232    DB00233    DB00234    DB00235    DB00237    DB00238    DB00239 
0.25000000 0.25806452 0.34453782 0.21019108 0.22613065 0.43111111 0.24180328 
   DB00240    DB00241    DB00242    DB00243    DB00245    DB00246    DB00247 
0.22794118 0.23414634 0.48207171 0.32558140 0.40495868 0.31304348 0.39130435 
   DB00248    DB00249    DB00250    DB00251    DB00252    DB00253    DB00254 
0.46987952 0.74407583 0.16243655 0.26449275 0.27317073 0.24793388 0.33226837 
   DB00255    DB00256    DB00257    DB00259    DB00260    DB00261    DB00262 
0.21969697 0.34579439 0.22842640 0.20212766 0.16161616 0.24324324 0.14285714 
   DB00263    DB00264    DB00266    DB00267    DB00268    DB00269    DB00270 
0.27131783 0.26262626 0.27935223 0.31490385 0.33802817 0.24113475 0.25085911 
   DB00272    DB00273    DB00274    DB00275    DB00276    DB00277    DB00278 
0.16292135 0.21532847 0.24054983 0.24390244 0.35135135 0.29811321 0.42756184 
   DB00279    DB00280    DB00281    DB00282    DB00283    DB00284    DB00285 
0.30841121 0.30985915 0.27480916 0.17931034 0.34677419 0.36318408 0.33684211 
   DB00286    DB00287    DB00288    DB00289    DB00290    DB00292    DB00293 
0.29565217 0.26693227 0.25441696 0.31100478 0.38302277 0.24545455 0.32534247 
   DB00294    DB00295    DB00296    DB00297    DB00298    DB00299    DB00301 
0.15909091 0.36333333 0.33492823 0.28155340 0.40487805 0.66239316 0.36257310 
   DB00302    DB00303    DB00304    DB00306    DB00307    DB00308    DB00309 
0.26829268 0.37971014 0.09638554 0.23300971 0.22818792 0.31400966 0.36088154 
   DB00310    DB00311    DB00312    DB00313    DB00315    DB00316    DB00317 
0.28991597 0.22433460 0.22277228 0.14814815 0.37946429 0.25000000 0.27935223 
   DB00318    DB00319    DB00320    DB00321    DB00322    DB00323    DB00324 
0.35855263 0.40282686 0.53146853 0.18954248 0.73023256 0.22292994 0.22627737 
   DB00325    DB00327    DB00328    DB00330    DB00331    DB00332    DB00333 
0.04838710 0.44531250 0.28517110 0.29113924 0.05932203 0.37692308 0.28488372 
   DB00334    DB00335    DB00336    DB00337    DB00338    DB00339    DB00340 
0.18475073 0.30102041 0.14479638 0.32000000 0.22916667 0.18343195 0.26804124 
   DB00341    DB00342    DB00343    DB00344    DB00346    DB00347    DB00348 
0.27014218 0.27358491 0.34680135 0.22380952 0.31275720 0.21359223 0.24380165 
   DB00349    DB00350    DB00351    DB00353    DB00354    DB00355    DB00356 
0.30526316 0.35500000 0.20183486 0.40225564 0.24626866 0.31964809 0.37037037 
   DB00357    DB00358    DB00359    DB00360    DB00361    DB00363    DB00364 
0.33165829 0.35497835 0.23004695 0.28506787 0.36979167 0.28384279 0.22680412 
   DB00365    DB00366    DB00367    DB00368    DB00369    DB00370    DB00371 
0.24475524 0.25324675 0.20253165 0.22962963 0.46153846 0.39234450 0.15544041 
   DB00372    DB00373    DB00374    DB00376    DB00377    DB00378    DB00379 
0.23660714 0.22105263 0.38248848 0.33009709 0.46666667 0.17821782 0.25405405 
   DB00380    DB00381    DB00382    DB00383    DB00384    DB00385    DB00387 
0.24242424 0.23508772 0.26940639 0.27800830 0.28634361 0.32000000 0.33009709 
   DB00388    DB00389    DB00390    DB00391    DB00392    DB00393    DB00394 
0.23357664 0.25000000 0.24418605 0.34246575 0.24456522 0.26056338 0.25000000 
   DB00396    DB00397    DB00398    DB00399    DB00400    DB00401    DB00402 
0.16826923 0.25654450 0.39130435 0.17674419 0.28343949 0.24825175 0.33793103 
   DB00403    DB00404    DB00405    DB00407    DB00408    DB00409    DB00410 
0.56790123 0.26470588 0.28426396 0.27046263 0.24229075 0.35483871 0.27800830 
   DB00411    DB00412    DB00413    DB00414    DB00415    DB00416    DB00417 
0.15966387 0.32743363 0.28013029 0.31627907 0.41064639 0.30980392 0.39245283 
   DB00418    DB00419    DB00420    DB00421    DB00422    DB00423    DB00424 
0.26666667 0.33854167 0.22680412 0.22264151 0.32673267 0.18881119 0.29770992 
   DB00425    DB00426    DB00427    DB00429    DB00430    DB00431    DB00432 
0.28634361 0.46700508 0.23451327 0.27350427 0.35028249 0.10714286 0.74528302 
   DB00433    DB00434    DB00435    DB00436    DB00437    DB00438    DB00440 
0.23618090 0.20370370 0.02666667 0.33466135 0.20000000 0.31529412 0.22619048 
   DB00441    DB00443    DB00444    DB00445    DB00446    DB00447    DB00448 
0.77835052 0.25000000 0.27415144 0.28875380 0.30046948 0.40983607 0.23928571 
   DB00449    DB00450    DB00451    DB00452    DB00453    DB00454    DB00455 
0.27142857 0.30232558 0.30841121 0.30666667 0.30538922 0.27093596 0.32452830 
   DB00456    DB00457    DB00458    DB00459    DB00461    DB00462    DB00463 
0.31117825 0.37962963 0.27419355 0.17647059 0.22994652 0.41830065 0.21717172 
   DB00464    DB00465    DB00466    DB00467    DB00468    DB00469    DB00470 
0.15384615 0.28947368 0.24291498 0.33454545 0.42436975 0.28428094 0.30158730 
   DB00471    DB00472    DB00473    DB00474    DB00475    DB00476    DB00477 
0.29056604 0.29931973 0.28828829 0.04054054 0.20567376 0.27310924 0.23717949 
   DB00478    DB00479    DB00480    DB00481    DB00482    DB00483    DB00484 
0.18987342 0.42941176 0.37799043 0.27027027 0.24253731 0.21875000 0.23188406 
   DB00485    DB00486    DB00487    DB00489    DB00490    DB00491    DB00492 
0.36858006 0.34801762 0.23791822 0.28571429 0.28415301 0.98648649 0.38827839 
   DB00493    DB00494    DB00495    DB00496    DB00497    DB00498    DB00499 
0.30361446 0.16250000 0.56756757 0.44976077 0.45210728 0.20100503 0.28571429 
   DB00500    DB00501    DB00502    DB00503    DB00504    DB00505    DB00506 
0.23684211 0.16342412 0.28301887 0.54909091 0.39336493 0.32352941 0.20253165 
   DB00507    DB00508    DB00509    DB00510    DB00511    DB00512    DB00513 
0.25000000 0.24401914 0.26760563 0.14634146 0.23595506 0.40106952 0.24691358 
   DB00514    DB00517    DB00518    DB00519    DB00521    DB00522    DB00523 
0.41826923 0.48648649 0.22277228 0.53953488 0.31304348 0.36936937 0.12621359 
   DB00524    DB00527    DB00528    DB00529    DB00530    DB00532    DB00534 
0.29166667 0.35751295 0.28472222 0.11678832 0.26923077 0.33168317 0.22699387 
   DB00535    DB00536    DB00537    DB00539    DB00540    DB00541    DB00542 
0.30050505 0.04477612 0.24452555 0.28229665 0.18954248 0.36503856 0.42386831 
   DB00543    DB00544    DB00545    DB00546    DB00547    DB00548    DB00549 
0.24229075 0.29166667 0.18025751 0.26938776 0.22727273 0.15853659 0.34875445 
   DB00550    DB00551    DB00552    DB00554    DB00555    DB00557    DB00558 
0.32386364 0.07407407 0.46788991 0.32307692 0.20994475 0.26206897 0.30225080 
   DB00559    DB00560    DB00561    DB00562    DB00563    DB00564    DB00565 
0.29392971 0.33137830 0.36683417 0.24074074 0.39405204 0.29496403 0.36186770 
   DB00567    DB00568    DB00569    DB00570    DB00571    DB00572    DB00573 
0.35494881 0.22598870 0.26751592 0.34635417 0.24271845 0.37692308 0.22058824 
   DB00575    DB00576    DB00577    DB00579    DB00581    DB00582    DB00583 
0.24137931 0.23504274 0.68674699 0.25910931 0.24812030 0.27067669 0.34939759 
   DB00584    DB00585    DB00586    DB00587    DB00588    DB00589    DB00590 
0.50241546 0.22558923 0.36363636 0.34256055 0.26530612 0.35272727 0.33039648 
   DB00591    DB00592    DB00593    DB00594    DB00595    DB00596    DB00598 
0.25088339 0.14285714 0.25287356 0.27027027 0.33333333 0.25842697 0.30769231 
   DB00599    DB00600    DB00602    DB00603    DB00604    DB00605    DB00606 
0.21296296 0.23200000 0.24013158 0.22689076 0.36796537 0.24626866 0.29501916 
   DB00607    DB00608    DB00609    DB00610    DB00611    DB00612    DB00613 
0.45018450 0.26373626 0.22857143 0.25757576 0.41314554 0.24657534 0.34239130 
   DB00615    DB00616    DB00617    DB00618    DB00619    DB00620    DB00621 
0.30516432 0.38766520 0.24561404 0.31730769 0.39224138 0.26515152 0.25925926 
   DB00622    DB00623    DB00624    DB00625    DB00626    DB00627    DB00628 
0.28571429 0.25974026 0.25000000 0.21138211 0.43181818 0.21229050 0.35428571 
   DB00629    DB00630    DB00631    DB00632    DB00633    DB00634    DB00635 
0.17518248 0.17218543 0.43060498 0.17333333 0.19689119 0.27319588 0.22131148 
   DB00636    DB00637    DB00640    DB00641    DB00642    DB00643    DB00644 
0.20863309 0.23404255 0.47637795 0.22440945 0.38620690 0.28795812 0.41406250 
   DB00645    DB00647    DB00648    DB00649    DB00650    DB00651    DB00652 
0.31155779 0.30000000 0.23577236 0.56756757 0.34035088 0.35932203 0.37674419 
   DB00653    DB00654    DB00655    DB00656    DB00657    DB00659    DB00661 
0.02994012 0.28813559 0.31250000 0.23622047 0.25974026 0.14000000 0.27835052 
   DB00663    DB00664    DB00665    DB00666    DB00667    DB00668    DB00669 
0.24535316 0.23346304 0.27325581 0.41245136 0.15217391 0.22695035 0.29473684 
   DB00670    DB00671    DB00672    DB00673    DB00674    DB00675    DB00677 
0.66836735 0.30097087 0.24299065 0.31081081 0.34228188 0.27093596 0.09890110 
   DB00678    DB00679    DB00680    DB00682    DB00683    DB00684    DB00685 
0.24904215 0.23660714 0.30285714 0.28925620 0.22878229 0.31724138 0.34113712 
   DB00686    DB00687    DB00688    DB00690    DB00691    DB00692    DB00693 
0.23423423 0.24806202 0.26530612 0.34659091 0.53252033 0.24468085 0.22905028 
   DB00694    DB00695    DB00696    DB00697    DB00698    DB00699    DB00700 
0.28875380 0.28571429 0.43925234 0.20526316 0.19031142 0.38775510 0.21074380 
   DB00701    DB00703    DB00704    DB00705    DB00706    DB00707    DB00708 
0.86635945 0.13991770 0.45736434 0.43111111 0.39069767 0.26845638 0.34389140 
   DB00709    DB00710    DB00711    DB00712    DB00713    DB00714    DB00715 
0.90425532 0.28712871 0.16939891 0.21014493 0.38485804 0.32926829 0.38666667 
   DB00716    DB00717    DB00718    DB00719    DB00720    DB00721    DB00722 
0.27739726 0.10389610 0.28350515 0.28278689 0.09090909 0.31297710 0.54922280 
   DB00723    DB00724    DB00725    DB00726    DB00727    DB00728    DB00729 
0.25352113 0.39215686 0.39285714 0.27419355 0.10416667 0.52459016 0.21578947 
   DB00730    DB00731    DB00732    DB00733    DB00734    DB00735    DB00736 
0.20942408 0.50515464 0.29288703 0.13888889 0.27272727 0.19298246 0.22916667 
   DB00737    DB00738    DB00739    DB00740    DB00741    DB00744    DB00745 
0.24705882 0.21393035 0.40845070 0.21287129 0.27586207 0.24519231 0.20714286 
   DB00747    DB00748    DB00749    DB00750    DB00751    DB00752    DB00753 
0.31060606 0.28662420 0.27307692 0.27941176 0.25654450 0.22994652 0.15517241 
   DB00754    DB00755    DB00756    DB00757    DB00758    DB00759    DB00760 
0.31188119 0.12621359 0.26515152 0.37238494 0.35059761 0.32258065 0.32456140 
   DB00762    DB00763    DB00764    DB00765    DB00766    DB00767    DB00768 
0.31621622 0.09146341 0.24060150 0.25000000 0.30081301 0.34959350 0.25301205 
   DB00769    DB00770    DB00771    DB00772    DB00773    DB00774    DB00775 
0.21804511 0.24590164 0.27027027 0.14361702 0.27976190 0.27380952 0.37021277 
   DB00776    DB00777    DB00778    DB00780    DB00782    DB00783    DB00784 
0.31506849 0.27860697 0.27561837 0.19327731 0.25570776 0.30476190 0.31782946 
   DB00786    DB00787    DB00788    DB00789    DB00790    DB00792    DB00794 
0.45378151 0.66952790 0.22834646 0.62921348 0.47014925 0.47798742 0.28205128 
   DB00795    DB00796    DB00797    DB00798    DB00799    DB00800    DB00801 
0.33333333 0.23676012 0.19117647 0.30327869 0.22162162 0.28378378 0.36094675 
   DB00802    DB00804    DB00805    DB00806    DB00807    DB00808    DB00809 
0.34070796 0.26262626 0.29245283 0.32312925 0.28571429 0.28467153 0.31188119 
   DB00810    DB00811    DB00812    DB00813    DB00814    DB00816    DB00817 
0.29661017 0.38360656 0.24267782 0.30769231 0.24791086 0.24242424 0.28099174 
   DB00818    DB00819    DB00820    DB00821    DB00822    DB00823    DB00824 
0.19491525 0.15510204 0.47750865 0.25423729 0.09183673 0.15920398 0.31355932 
   DB00825    DB00827    DB00828    DB00829    DB00830    DB00831    DB00833 
0.36363636 0.25274725 0.26000000 0.36708861 0.27536232 0.25247525 0.34563758 
   DB00834    DB00835    DB00836    DB00837    DB00838    DB00839    DB00841 
0.01351351 0.25592417 0.30882353 0.22779923 0.23722628 0.30136986 0.26562500 
   DB00842    DB00843    DB00844    DB00845    DB00846    DB00847    DB00848 
0.36904762 0.32500000 0.42125984 0.22857143 0.24909747 0.07792208 0.23828125 
   DB00849    DB00850    DB00851    DB00852    DB00854    DB00855    DB00857 
0.30964467 0.25663717 0.24701195 0.28497409 0.40000000 0.21428571 0.10000000 
   DB00858    DB00860    DB00861    DB00862    DB00863    DB00864    DB00865 
0.24778761 0.26890756 0.21379310 0.27012987 0.19672131 0.31353135 0.25531915 
   DB00866    DB00867    DB00868    DB00869    DB00870    DB00871    DB00872 
0.27227723 0.34871795 0.35294118 0.23728814 0.19867550 0.24242424 0.31660232 
   DB00873    DB00875    DB00876    DB00877    DB00879    DB00880    DB00881 
0.22932331 0.22357724 0.26946108 0.31740614 0.90425532 0.21637427 0.58295964 
   DB00882    DB00883    DB00884    DB00885    DB00887    DB00889    DB00890 
0.27403846 0.25714286 0.21658986 0.23577236 0.27225131 0.36086957 0.19565217 
   DB00891    DB00892    DB00894    DB00896    DB00897    DB00898    DB00899 
0.30054645 0.28662420 0.23045267 0.22123894 0.26748971 0.06756757 0.33649289 
   DB00900    DB00902    DB00903    DB00904    DB00905    DB00906    DB00907 
0.31372549 0.22772277 0.24848485 0.30120482 0.33928571 0.26720648 0.35616438 
   DB00908    DB00909    DB00912    DB00913    DB00914    DB00915    DB00916 
0.43459916 0.22277228 0.38056680 0.32850242 0.20512821 0.18987342 0.21559633 
   DB00917    DB00918    DB00919    DB00920    DB00921    DB00922    DB00923 
0.23622047 0.28431373 0.33333333 0.23954373 0.40458015 0.22429907 0.32944606 
   DB00924    DB00925    DB00927    DB00928    DB00929    DB00932    DB00933 
0.20689655 0.25628141 0.18241042 0.46188341 0.24166667 0.28758170 0.24347826 
   DB00934    DB00935    DB00936    DB00937    DB00938    DB00939    DB00940 
0.24444444 0.22018349 0.20833333 0.25000000 0.34482759 0.37313433 0.25570776 
   DB00941    DB00942    DB00943    DB00944    DB00945    DB00946    DB00947 
0.27956989 0.33009709 0.61306533 0.24832215 0.21014493 0.27500000 0.30472103 
   DB00948    DB00949    DB00950    DB00951    DB00952    DB00953    DB00955 
0.38019169 0.26984127 0.27860697 0.20731707 0.30769231 0.29107981 0.32323232 
   DB00956    DB00957    DB00959    DB00960    DB00961    DB00962    DB00963 
0.44015444 0.10389610 0.25806452 0.23333333 0.27669903 0.29333333 0.24827586 
   DB00964    DB00966    DB00967    DB00968    DB00969    DB00972    DB00973 
0.25170068 0.26206897 0.28571429 0.24352332 0.35408560 0.32340426 0.45867769 
   DB00975    DB00977    DB00978    DB00979    DB00980    DB00981    DB00982 
0.42452830 0.10389610 0.24727273 0.25837321 0.39461883 0.33877551 0.12621359 
   DB00983    DB00984    DB00985    DB00986    DB00987    DB00988    DB00989 
0.32885906 0.30769231 0.28852459 0.30275229 0.81182796 0.21311475 0.25652174 
   DB00990    DB00991    DB00992    DB00993    DB00994    DB00995    DB00996 
0.16455696 0.24731183 0.19780220 0.26274510 0.30666667 0.21345029 0.27710843 
   DB00997    DB00998    DB00999    DB01000    DB01001    DB01002    DB01003 
0.28875380 0.37656904 0.21610169 0.42971888 0.23469388 0.33492823 0.23616236 
   DB01004    DB01005    DB01006    DB01007    DB01009    DB01010    DB01011 
0.67094017 0.06617647 0.01351351 0.24489796 0.20454545 0.20661157 0.23118280 
   DB01012    DB01013    DB01014    DB01015    DB01016    DB01017    DB01018 
0.38505747 0.25373134 0.24497992 0.28395062 0.33870968 0.32781457 0.25179856 
   DB01019    DB01020    DB01021    DB01022    DB01023    DB01024    DB01025 
0.17977528 0.25714286 0.25403226 0.23236515 0.25520833 0.27118644 0.25581395 
   DB01026    DB01028    DB01029    DB01030    DB01031    DB01032    DB01033 
0.29655172 0.14035088 0.31120332 0.28205128 0.18478261 0.33000000 0.40425532 
   DB01034    DB01035    DB01036    DB01037    DB01038    DB01039    DB01041 
0.26562500 0.32692308 0.27717391 0.25683060 0.28326180 0.27891156 0.37500000 
   DB01043    DB01044    DB01045    DB01046    DB01047    DB01048    DB01049 
0.18987342 0.26297578 0.31701031 0.23868313 0.25259516 0.31372549 0.44609665 
   DB01050    DB01051    DB01054    DB01055    DB01056    DB01057    DB01059 
0.20161290 0.28370787 0.26909091 0.25443787 0.29457364 0.12962963 0.23791822 
   DB01060    DB01061    DB01062    DB01063    DB01064    DB01065    DB01066 
0.42481203 0.40647482 0.10810811 0.27947598 0.24060150 0.30331754 0.31292517 
   DB01067    DB01068    DB01069    DB01070    DB01071    DB01072    DB01073 
0.33864542 0.29729730 0.22826087 0.16326531 0.23041475 0.56746032 0.40397351 
   DB01074    DB01075    DB01076    DB01077    DB01078    DB01080    DB01081 
0.31168831 0.31147541 0.31666667 0.13571429 0.24060150 0.20454545 0.31868132 
   DB01082    DB01083    DB01084    DB01085    DB01086    DB01087    DB01088 
0.33582090 0.32835821 0.28846154 0.23129252 0.33050847 0.30555556 0.02702703 
   DB01089    DB01090    DB01091    DB01092    DB01093    DB01094    DB01095 
0.41139241 0.28947368 0.22641509 0.24615385 0.03896104 0.28925620 0.28315412 
   DB01097    DB01098    DB01099    DB01100    DB01101    DB01102    DB01103 
0.24311927 0.26153846 0.28497409 0.29147982 0.63793103 0.32178218 0.27179487 
   DB01104    DB01105    DB01106    DB01107    DB01108    DB01109    DB01110 
0.33644860 0.25263158 0.36082474 0.29213483 0.30526316 0.27046263 0.27647059 
   DB01112    DB01113    DB01114    DB01115    DB01116    DB01117    DB01118 
0.29213483 0.24210526 0.25471698 0.24285714 0.38139535 0.31517510 0.26037736 
   DB01119    DB01120    DB01121    DB01122    DB01123    DB01124    DB01125 
0.25443787 0.30316742 0.23280423 0.26627219 0.21019108 0.29326923 0.22549020 
   DB01126    DB01127    DB01128    DB01129    DB01130    DB01131    DB01132 
0.30578512 0.27647059 0.28193833 0.23321555 0.21311475 0.25925926 0.30384615 
   DB01133    DB01134    DB01135    DB01136    DB01137    DB01138    DB01139 
0.14354067 0.18859649 0.29795918 0.27777778 0.29126214 0.30603448 0.32817337 
   DB01140    DB01142    DB01143    DB01144    DB01145    DB01146    DB01147 
0.30769231 0.24034335 0.16000000 0.16346154 0.18493151 0.29104478 0.37082067 
   DB01148    DB01149    DB01150    DB01151    DB01153    DB01154    DB01155 
0.32677165 0.31889764 0.34405145 0.27419355 0.26368159 0.21028037 0.33333333 
   DB01156    DB01157    DB01158    DB01159    DB01160    DB01161    DB01162 
0.25925926 0.32673267 0.18633540 0.09649123 0.29166667 0.36764706 0.33486239 
   DB01163    DB01165    DB01166    DB01167    DB01169    DB01170    DB01171 
0.37050360 0.28040541 0.33471074 0.28059701 0.04310345 0.27777778 0.29824561 
   DB01172    DB01173    DB01174    DB01175    DB01176    DB01177    DB01178 
0.31944444 0.30708661 0.30456853 0.27702703 0.24528302 0.27863777 0.23931624 
   DB01179    DB01180    DB01182    DB01183    DB01184    DB01185    DB01186 
0.30402930 0.38719512 0.33823529 0.44696970 0.27329193 0.23809524 0.39917695 
   DB01189    DB01190    DB01191    DB01192    DB01193    DB01194    DB01195 
0.15178571 0.39711191 0.21134021 0.45736434 0.30630631 0.29773463 0.35185185 
   DB01196    DB01197    DB01198    DB01199    DB01200    DB01201    DB01202 
0.27802691 0.46601942 0.35820896 0.31102362 0.41592920 0.31552163 0.31578947 
   DB01203    DB01204    DB01205    DB01207    DB01208    DB01209    DB01210 
0.36936937 0.26495726 0.27272727 0.26377953 0.28975265 0.29064039 0.35454545 
   DB01211    DB01212    DB01213    DB01214    DB01215    DB01216    DB01217 
0.30061350 0.29596413 0.08571429 0.27941176 0.26271186 0.32835821 0.04054054 
   DB01218    DB01219    DB01220    DB01221    DB01222    DB01223    DB01224 
0.31654676 0.24125874 0.29906542 0.30769231 0.24908425 0.29962547 0.26086957 
   DB01225    DB01226    DB01227    DB01228    DB01229    DB01231    DB01232 
0.27046263 0.33073930 0.33490566 0.32484076 0.33650794 0.28431373 0.57142857 
   DB01233    DB01234    DB01235    DB01236    DB01237    DB01238    DB01239 
0.29032258 0.25000000 0.29533679 0.15044248 0.29230769 0.34831461 0.26380368 
   DB01240    DB01241    DB01242    DB01244    DB01245    DB01246    DB01247 
0.25378788 0.23589744 0.30612245 0.31868132 0.24000000 0.22680412 0.21600000 
   DB01248    DB01251    DB01252    DB01253    DB01254    DB01255    DB01256 
0.35897436 0.34800000 0.33846154 0.39473684 0.33802817 0.43915344 0.32704403 
   DB01258    DB01259    DB01260    DB01261    DB01262    DB01263    DB01264 
0.49302326 0.28158845 0.24621212 0.39344262 0.49519231 0.34346505 0.81034483 
   DB01265    DB01267    DB01268    DB01273    DB01274    DB01275    DB01282 
0.79797980 0.28753994 0.31386861 0.35813953 0.36111111 0.15642458 0.49367089 
   DB01283    DB01288    DB01291    DB01294    DB01295    DB01297    DB01298 
0.33333333 0.25641026 0.24583333 0.17679558 0.30198020 0.28780488 0.35922330 
   DB01299    DB01301    DB01303    DB01319    DB01320    DB01321    DB01324 
0.25373134 0.34482759 0.30451128 0.86635945 0.28448276 0.29616725 0.25378788 
   DB01325    DB01326    DB01327    DB01328    DB01329    DB01331    DB01332 
0.29464286 0.33846154 0.24928367 0.31486880 0.35151515 0.30334190 0.30909091 
   DB01333    DB01334    DB01336    DB01337    DB01338    DB01339    DB01340 
0.32673267 0.29795918 0.31102362 0.52631579 0.46721311 0.52631579 0.49795918 
   DB01342    DB01348    DB01351    DB01353    DB01354    DB01355    DB01357 
0.26353791 0.44715447 0.22277228 0.22277228 0.24186047 0.24186047 0.10389610 
   DB01359    DB01361    DB01364    DB01365    DB01366    DB01367    DB01369 
0.36683417 0.30268199 0.28497409 0.19125683 0.32319392 0.01351351 0.54426230 
   DB01380    DB01382    DB01384    DB01392    DB01393    DB01394    DB01395 
0.22131148 0.25112108 0.22377622 0.48461538 0.30952381 0.29801325 0.23170732 
   DB01396    DB01398    DB01400    DB01403    DB01406    DB01407    DB01408 
0.24045802 0.20661157 0.25190840 0.22580645 0.10389610 0.36718750 0.28859060 
   DB01409    DB01410    DB01411    DB01412    DB01413    DB01414    DB01415 
0.36787565 0.25182482 0.26223776 0.32234432 0.31435644 0.28268551 0.32984293 
   DB01416    DB01418    DB01420    DB01421    DB01422    DB01425    DB01426 
0.30541872 0.30196078 0.21900826 0.30666667 0.20786517 0.31799163 0.43724696 
   DB01427    DB01429    DB01430    DB01431    DB01433    DB01436    DB01437 
0.20574163 0.27363184 0.28061224 0.25961538 0.27184466 0.27678571 0.32307692 
   DB01438    DB01440    DB01463    DB01544    DB01558    DB01559    DB01567 
0.23163842 0.12500000 0.27717391 0.26562500 0.27272727 0.24454148 0.34502924 
   DB01576    DB01577    DB01579    DB01580    DB01581    DB01582    DB01583 
0.20765027 0.24043716 0.27536232 0.23008850 0.23660714 0.24000000 0.31627907 
   DB01586    DB01587    DB01588    DB01589    DB01590    DB01591    DB01594 
0.32608696 0.40886700 0.33714286 0.26701571 0.31907895 0.43829787 0.32704403 
   DB01595    DB01597    DB01598    DB01599    DB01601    DB01602    DB01603 
0.27374302 0.33035714 0.32542373 0.22439024 0.54909091 0.38305085 0.45149254 
   DB01604    DB01605    DB01606    DB01607    DB01608    DB01611    DB01612 
0.39575972 0.35640138 0.29392971 0.34589041 0.23563218 0.26511628 0.11764706 
   DB01613    DB01614    DB01615    DB01616    DB01618    DB01619    DB01620 
0.13000000 0.27669903 0.28061224 0.23780488 0.32231405 0.22173913 0.25242718 
   DB01621    DB01622    DB01623    DB01624    DB01625    DB01626    DB01627 
0.30508475 0.25523013 0.27755102 0.26285714 0.25000000 0.09459459 0.38257576 
   DB01628    DB01764    DB02300    DB02546    DB02638    DB02703    DB04552 
0.25345622 0.30110497 0.18095238 0.22463768 0.50214592 0.22040816 0.41237113 
   DB04570    DB04573    DB04574    DB04575    DB04786    DB04794    DB04835 
0.36615385 0.30660377 0.29694323 0.10389610 0.30188679 0.21428571 0.38339921 
   DB04837    DB04838    DB04839    DB04840    DB04841    DB04842    DB04843 
0.30303030 0.23076923 0.20416667 0.23188406 0.22535211 0.32735426 0.26818182 
   DB04844    DB04845    DB04861    DB04868    DB04876    DB04877    DB04878 
0.34529148 0.36363636 0.39234450 0.37878788 0.43434343 0.34188034 0.87012987 
   DB04880    DB04890    DB04894    DB04896    DB04898    DB04930    DB04942 
0.25991189 0.30769231 0.40310078 0.36734694 0.49769585 0.28025478 0.31818182 
   DB04948    DB04967    DB05246    DB05260    DB05265    DB05266    DB05271 
0.26511628 0.26794258 0.27411168 0.02531646 0.29613734 0.23181818 0.27981651 
   DB05630    DB06144    DB06147    DB06148    DB06155    DB06196    DB06209 
0.16891892 0.31726908 0.22368421 0.29743590 0.28481013 0.55952381 0.31386861 
   DB06262    DB06267    DB06274    DB06287    DB06288    DB06694    DB06695 
0.29611650 0.34393064 0.44387755 0.31372549 0.39013453 0.19248826 0.38549618 
   DB06696    DB06698    DB06699    DB06700    DB06702    DB06706    DB06707 
0.33093525 0.22335025 0.50751880 0.31216931 0.33333333 0.17647059 0.25247525 
   DB06710    DB06711    DB06712    DB06714    DB06716    DB06717    DB06725 
0.15686275 0.20095694 0.26909091 0.26666667 0.18181818 0.29022989 0.27848101 
   DB06766    DB06772    DB06781    DB06802    DB08795    DB08798    DB08799 
0.28676471 0.35782748 0.23443223 0.25735294 0.32539683 0.24096386 0.29444444 
   DB08800    DB08801    DB08802    DB08804    DB08806    DB08807    DB08808 
0.46107784 0.28017241 0.33990148 0.22267206 0.33971292 0.27314815 0.25123153 

RANKS documentation built on May 1, 2019, 9:27 p.m.