我们分别在与人类蛋白质组相对应的每个 Pfam 家族上，以 6.5 亿个参数的规模对蛋白质语言模型 ESM-2 进行了微调。
这项工作的目标是在通用的蛋白语言模型基础上，对人类每个蛋白家族提供一个专属的微调好的蛋白质语言模型，用于功能预测或者其他下游任务。
研究人员可以直接使用根据所研究的人类蛋白质所属的 Pfam 家族微调的蛋白质语言模型，为下游任务输出所需的序列嵌入。这一操作可直接在 CPU 上完成，无需大规模 GPU 计算集群。

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PF06337 PF06350 PF06365 PF06367 PF06371 PF06372 PF06373 PF06374 PF06375 PF06384 PF06387 PF06388 PF06391 PF06393 PF06396 PF06398 PF06399 PF06400 PF06401 PF06407 PF06409 PF06413 PF06417 PF06418 PF06419 PF06421 PF06423 PF06424 PF06427 PF06428 PF06432 PF06444 PF06446 PF06448 PF06455 PF06456 PF06459 PF06461 PF06462 PF06463 PF06464 PF06465 PF06466 PF06467 PF06468 PF06469 PF06470 PF06472 PF06473 PF06479 PF06480 PF06482 PF06484 PF06487 PF06512 PF06522 PF06524 PF06529 PF06534 PF06535 PF06540 PF06541 PF06544 PF06546 PF06553 PF06554 PF06565 PF06566 PF06567 PF06573 PF06581 PF06583 PF06584 PF06588 PF06602 PF06607 PF06608 PF06614 PF06617 PF06621 PF06623 PF06624 PF06625 PF06628 PF06631 PF06632 PF06637 PF06638 PF06644 PF06645 PF06650 PF06657 PF06658 PF06662 PF06663 PF06668 PF06677 PF06679 PF06682 PF06699 PF06701 PF06702 PF06703 PF06729 PF06730 PF06732 PF06733 PF06736 PF06741 PF06743 PF06747 PF06752 PF06758 PF06762 PF06773 PF06775 PF06777 PF06783 PF06784 PF06789 PF06803 PF06807 PF06809 PF06814 PF06816 PF06817 PF06821 PF06825 PF06827 PF06831 PF06839 PF06842 PF06858 PF06859 PF06862 PF06870 PF06875 PF06881 PF06883 PF06886 PF06888 PF06905 PF06907 PF06911 PF06916 PF06920 PF06936 PF06937 PF06941 PF06951 PF06954 PF06957 PF06959 PF06963 PF06969 PF06978 PF06979 PF06984 PF06989 PF06990 PF06991 PF07000 PF07001 PF07002 PF07004 PF07010 PF07019 PF07034 PF07035 PF07039 PF07047 PF07051 PF07052 PF07061 PF07064 PF07065 PF07074 PF07084 PF07086 PF07092 PF07093 PF07096 PF07106 PF07111 PF07114 PF07139 PF07140 PF07142 PF07145 PF07147 PF07156 PF07159 PF07160 PF07162 PF07163 PF07175 PF07177 PF07189 PF07192 PF07200 PF07202 PF07213 PF07221 PF07222 PF07225 PF07228 PF07258 PF07259 PF07260 PF07263 PF07281 PF07286 PF07289 PF07292 PF07297 PF07303 PF07304 PF07324 PF07326 PF07334 PF07347 PF07353 PF07354 PF07359 PF07393 PF07400 PF07406 PF07412 PF07421 PF07426 PF07443 PF07448 PF07452 PF07458 PF07469 PF07474 PF07479 PF07491 PF07496 PF07500 PF07502 PF07521 PF07522 PF07524 PF07525 PF07527 PF07528 PF07529 PF07531 PF07533 PF07534 PF07535 PF07539 PF07540 PF07541 PF07542 PF07544 PF07545 PF07546 PF07555 PF07557 PF07558 PF07562 PF07565 PF07569 PF07571 PF07572 PF07574 PF07575 PF07576 PF07593 PF07645 PF07646 PF07647 PF07648 PF07650 PF07651 PF07653 PF07654 PF07657 PF07662 PF07670 PF07677 PF07678 PF07679 PF07683 PF07684 PF07686 PF07687 PF07690 PF07691 PF07693 PF07699 PF07700 PF07701 PF07703 PF07706 PF07707 PF07710 PF07711 PF07713 PF07714 PF07716 PF07717 PF07718 PF07719 PF07722 PF07724 PF07728 PF07731 PF07732 PF07738 PF07741 PF07742 PF07743 PF07744 PF07748 PF07749 PF07757 PF07763 PF07766 PF07767 PF07773 PF07774 PF07776 PF07778 PF07779 PF07780 PF07782 PF07786 PF07787 PF07798 PF07803 PF07807 PF07808 PF07809 PF07810 PF07814 PF07815 PF07817 PF07818 PF07819 PF07830 PF07831 PF07834 PF07837 PF07842 PF07847 PF07850 PF07851 PF07855 PF07856 PF07857 PF07859 PF07884 PF07885 PF07888 PF07890 PF07894 PF07896 PF07904 PF07910 PF07912 PF07915 PF07923 PF07926 PF07928 PF07933 PF07934 PF07941 PF07942 PF07946 PF07947 PF07959 PF07962 PF07965 PF07966 PF07967 PF07970 PF07973 PF07974 PF07975 PF07978 PF07984 PF07985 PF07986 PF07988 PF07989 PF07992 PF07993 PF07994 PF07995 PF07998 PF08005 PF08007 PF08014 PF08016 PF08022 PF08030 PF08032 PF08033 PF08035 PF08038 PF08039 PF08040 PF08043 PF08059 PF08061 PF08062 PF08063 PF08064 PF08065 PF08066 PF08067 PF08068 PF08069 PF08070 PF08071 PF08072 PF08073 PF08074 PF08075 PF08079 PF08080 PF08081 PF08082 PF08083 PF08084 PF08122 PF08123 PF08127 PF08142 PF08143 PF08144 PF08145 PF08146 PF08147 PF08148 PF08149 PF08150 PF08151 PF08152 PF08153 PF08154 PF08155 PF08156 PF08157 PF08158 PF08159 PF08161 PF08163 PF08164 PF08165 PF08166 PF08167 PF08168 PF08169 PF08170 PF08174 PF08180 PF08190 PF08198 PF08202 PF08204 PF08205 PF08208 PF08209 PF08210 PF08212 PF08213 PF08214 PF08216 PF08221 PF08227 PF08231 PF08232 PF08234 PF08235 PF08236 PF08238 PF08239 PF08240 PF08241 PF08242 PF08243 PF08246 PF08264 PF08265 PF08266 PF08271 PF08285 PF08286 PF08288 PF08292 PF08293 PF08294 PF08295 PF08311 PF08312 PF08313 PF08314 PF08315 PF08318 PF08320 PF08321 PF08324 PF08326 PF08327 PF08332 PF08336 PF08337 PF08338 PF08344 PF08347 PF08351 PF08355 PF08356 PF08357 PF08365 PF08366 PF08367 PF08368 PF08372 PF08373 PF08374 PF08375 PF08377 PF08383 PF08384 PF08385 PF08389 PF08390 PF08391 PF08393 PF08397 PF08399 PF08403 PF08409 PF08412 PF08416 PF08418 PF08423 PF08424 PF08427 PF08429 PF08430 PF08433 PF08434 PF08441 PF08442 PF08443 PF08444 PF08447 PF08449 PF08450 PF08451 PF08454 PF08466 PF08473 PF08474 PF08487 PF08490 PF08491 PF08492 PF08499 PF08504 PF08506 PF08510 PF08511 PF08512 PF08513 PF08514 PF08515 PF08516 PF08517 PF08518 PF08519 PF08523 PF08524 PF08526 PF08527 PF08534 PF08539 PF08540 PF08542 PF08543 PF08544 PF08547 PF08551 PF08555 PF08557 PF08558 PF08561 PF08562 PF08563 PF08564 PF08565 PF08567 PF08568 PF08569 PF08571 PF08572 PF08573 PF08574 PF08577 PF08583 PF08584 PF08585 PF08590 PF08596 PF08597 PF08598 PF08599 PF08600 PF08603 PF08604 PF08606 PF08608 PF08609 PF08610 PF08612 PF08613 PF08614 PF08615 PF08617 PF08620 PF08621 PF08623 PF08625 PF08626 PF08628 PF08629 PF08631 PF08638 PF08640 PF08641 PF08644 PF08645 PF08646 PF08648 PF08652 PF08659 PF08660 PF08661 PF08662 PF08669 PF08672 PF08674 PF08675 PF08676 PF08683 PF08685 PF08686 PF08687 PF08688 PF08694 PF08695 PF08696 PF08698 PF08699 PF08701 PF08702 PF08703 PF08704 PF08709 PF08711 PF08712 PF08718 PF08725 PF08726 PF08729 PF08736 PF08737 PF08740 PF08742 PF08743 PF08746 PF08752 PF08755 PF08758 PF08763 PF08766 PF08767 PF08768 PF08771 PF08772 PF08773 PF08774 PF08776 PF08777 PF08778 PF08781 PF08782 PF08783 PF08784 PF08785 PF08788 PF08790 PF08797 PF08799 PF08801 PF08806 PF08815 PF08824 PF08825 PF08826 PF08831 PF08832 PF08833 PF08839 PF08840 PF08880 PF08910 PF08911 PF08912 PF08913 PF08914 PF08916 PF08917 PF08919 PF08920 PF08923 PF08925 PF08926 PF08934 PF08938 PF08939 PF08941 PF08944 PF08945 PF08947 PF08952 PF08953 PF08954 PF08961 PF08969 PF08976 PF08983 PF08991 PF08996 PF08997 PF08999 PF09004 PF09005 PF09006 PF09007 PF09011 PF09014 PF09026 PF09027 PF09029 PF09030 PF09032 PF09033 PF09034 PF09036 PF09038 PF09040 PF09041 PF09042 PF09045 PF09047 PF09049 PF09050 PF09051 PF09057 PF09058 PF09060 PF09064 PF09066 PF09067 PF09068 PF09069 PF09070 PF09072 PF09073 PF09079 PF09085 PF09088 PF09090 PF09103 PF09104 PF09110 PF09111 PF09121 PF09127 PF09128 PF09133 PF09138 PF09139 PF09141 PF09162 PF09164 PF09165 PF09166 PF09169 PF09170 PF09172 PF09173 PF09174 PF09177 PF09180 PF09184 PF09191 PF09193 PF09202 PF09229 PF09230 PF09236 PF09238 PF09240 PF09243 PF09247 PF09256 PF09257 PF09258 PF09261 PF09262 PF09263 PF09268 PF09270 PF09271 PF09272 PF09273 PF09279 PF09280 PF09282 PF09286 PF09289 PF09291 PF09292 PF09294 PF09296 PF09297 PF09298 PF09302 PF09303 PF09305 PF09307 PF09309 PF09310 PF09311 PF09316 PF09320 PF09324 PF09325 PF09326 PF09329 PF09332 PF09333 PF09334 PF09335 PF09336 PF09340 PF09341 PF09346 PF09349 PF09350 PF09354 PF09358 PF09360 PF09368 PF09371 PF09377 PF09379 PF09380 PF09382 PF09384 PF09387 PF09396 PF09398 PF09402 PF09404 PF09405 PF09409 PF09412 PF09415 PF09416 PF09420 PF09422 PF09429 PF09430 PF09431 PF09439 PF09440 PF09443 PF09445 PF09446 PF09454 PF09457 PF09465 PF09468 PF09469 PF09470 PF09494 PF09495 PF09496 PF09497 PF09507 PF09514 PF09531 PF09532 PF09596 PF09606 PF09607 PF09631 PF09637 PF09649 PF09666 PF09667 PF09668 PF09696 PF09724 PF09725 PF09726 PF09727 PF09728 PF09730 PF09731 PF09732 PF09733 PF09734 PF09735 PF09736 PF09737 PF09738 PF09739 PF09740 PF09741 PF09743 PF09744 PF09745 PF09746 PF09747 PF09748 PF09749 PF09750 PF09751 PF09752 PF09753 PF09754 PF09755 PF09756 PF09758 PF09759 PF09762 PF09763 PF09764 PF09765 PF09766 PF09767 PF09768 PF09769 PF09770 PF09771 PF09772 PF09773 PF09774 PF09775 PF09776 PF09777 PF09778 PF09779 PF09781 PF09782 PF09783 PF09785 PF09786 PF09787 PF09788 PF09789 PF09790 PF09791 PF09793 PF09794 PF09797 PF09799 PF09801 PF09803 PF09804 PF09805 PF09806 PF09807 PF09808 PF09809 PF09810 PF09811 PF09812 PF09813 PF09814 PF09815 PF09816 PF09817 PF09822 PF09848 PF09976 PF09992 PF10018 PF10033 PF10034 PF10036 PF10037 PF10044 PF10046 PF10058 PF10075 PF10146 PF10147 PF10148 PF10149 PF10151 PF10152 PF10154 PF10155 PF10156 PF10157 PF10158 PF10159 PF10160 PF10161 PF10162 PF10163 PF10164 PF10165 PF10166 PF10167 PF10168 PF10169 PF10170 PF10171 PF10172 PF10174 PF10175 PF10176 PF10177 PF10178 PF10179 PF10180 PF10181 PF10183 PF10184 PF10185 PF10186 PF10187 PF10188 PF10189 PF10190 PF10191 PF10192 PF10193 PF10195 PF10197 PF10198 PF10200 PF10203 PF10204 PF10205 PF10206 PF10208 PF10209 PF10210 PF10211 PF10212 PF10213 PF10215 PF10217 PF10218 PF10220 PF10221 PF10222 PF10223 PF10224 PF10225 PF10226 PF10228 PF10229 PF10230 PF10231 PF10232 PF10233 PF10234 PF10235 PF10236 PF10237 PF10238 PF10239 PF10240 PF10241 PF10242 PF10243 PF10244 PF10245 PF10246 PF10247 PF10248 PF10249 PF10250 PF10251 PF10252 PF10253 PF10254 PF10255 PF10256 PF10257 PF10258 PF10259 PF10260 PF10261 PF10262 PF10263 PF10264 PF10265 PF10266 PF10267 PF10268 PF10269 PF10270 PF10271 PF10272 PF10273 PF10274 PF10275 PF10276 PF10277 PF10278 PF10280 PF10283 PF10288 PF10291 PF10294 PF10300 PF10304 PF10309 PF10312 PF10341 PF10343 PF10344 PF10345 PF10347 PF10350 PF10351 PF10354 PF10357 PF10358 PF10363 PF10366 PF10367 PF10373 PF10374 PF10376 PF10377 PF10382 PF10384 PF10390 PF10391 PF10392 PF10393 PF10394 PF10396 PF10397 PF10401 PF10403 PF10404 PF10405 PF10406 PF10408 PF10409 PF10413 PF10415 PF10417 PF10419 PF10420 PF10421 PF10426 PF10427 PF10430 PF10431 PF10433 PF10436 PF10441 PF10442 PF10444 PF10447 PF10453 PF10456 PF10457 PF10461 PF10469 PF10470 PF10471 PF10472 PF10473 PF10474 PF10475 PF10476 PF10477 PF10479 PF10480 PF10481 PF10482 PF10483 PF10484 PF10486 PF10487 PF10488 PF10490 PF10491 PF10493 PF10494 PF10495 PF10496 PF10497 PF10498 PF10500 PF10501 PF10502 PF10504 PF10505 PF10506 PF10507 PF10508 PF10509 PF10510 PF10511 PF10512 PF10513 PF10514 PF10515 PF10516 PF10520 PF10521 PF10522 PF10523 PF10524 PF10525 PF10529 PF10531 PF10534 PF10537 PF10541 PF10557 PF10558 PF10559 PF10561 PF10562 PF10565 PF10568 PF10570 PF10571 PF10572 PF10573 PF10574 PF10577 PF10579 PF10580 PF10581 PF10583 PF10584 PF10585 PF10587 PF10588 PF10589 PF10590 PF10591 PF10595 PF10596 PF10597 PF10598 PF10599 PF10600 PF10601 PF10602 PF10606 PF10607 PF10608 PF10609 PF10613 PF10629 PF10630 PF10631 PF10637 PF10639 PF10642 PF10644 PF10650 PF10660 PF10744 PF10780 PF10856 PF10873 PF10961 PF10996 PF11002 PF11027 PF11028 PF11029 PF11032 PF11035 PF11037 PF11057 PF11069 PF11092 PF11095 PF11107 PF11109 PF11111 PF11176 PF11221 PF11229 PF11232 PF11235 PF11244 PF11261 PF11262 PF11265 PF11277 PF11315 PF11326 PF11357 PF11365 PF11380 PF11404 PF11409 PF11411 PF11413 PF11416 PF11461 PF11464 PF11465 PF11466 PF11467 PF11470 PF11502 PF11510 PF11515 PF11521 PF11527 PF11531 PF11532 PF11538 PF11540 PF11543 PF11547 PF11548 PF11555 PF11559 PF11560 PF11566 PF11568 PF11569 PF11571 PF11573 PF11577 PF11587 PF11598 PF11601 PF11605 PF11608 PF11616 PF11618 PF11620 PF11626 PF11627 PF11628 PF11629 PF11635 PF11636 PF11640 PF11648 PF11652 PF11669 PF11698 PF11699 PF11701 PF11704 PF11705 PF11707 PF11708 PF11712 PF11717 PF11718 PF11719 PF11721 PF11722 PF11732 PF11759 PF11764 PF11768 PF11770 PF11771 PF11779 PF11781 PF11788 PF11789 PF11793 PF11798 PF11799 PF11802 PF11803 PF11816 PF11817 PF11819 PF11822 PF11825 PF11830 PF11831 PF11834 PF11835 PF11838 PF11841 PF11851 PF11857 PF11861 PF11864 PF11865 PF11875 PF11878 PF11879 PF11881 PF11882 PF11894 PF11904 PF11911 PF11914 PF11916 PF11919 PF11923 PF11928 PF11931 PF11933 PF11934 PF11935 PF11938 PF11942 PF11945 PF11952 PF11956 PF11957 PF11968 PF11971 PF11976 PF11977 PF11978 PF11979 PF11980 PF11987 PF12001 PF12002 PF12004 PF12009 PF12012 PF12016 PF12017 PF12018 PF12020 PF12022 PF12024 PF12026 PF12030 PF12031 PF12036 PF12037 PF12038 PF12045 PF12047 PF12052 PF12053 PF12054 PF12057 PF12062 PF12063 PF12064 PF12066 PF12067 PF12068 PF12070 PF12075 PF12090 PF12104 PF12108 PF12109 PF12110 PF12114 PF12125 PF12126 PF12129 PF12130 PF12134 PF12140 PF12144 PF12145 PF12146 PF12148 PF12153 PF12157 PF12160 PF12162 PF12166 PF12171 PF12177 PF12178 PF12179 PF12180 PF12185 PF12188 PF12191 PF12196 PF12201 PF12202 PF12203 PF12205 PF12210 PF12213 PF12214 PF12215 PF12220 PF12230 PF12231 PF12232 PF12234 PF12235 PF12237 PF12240 PF12248 PF12251 PF12253 PF12254 PF12257 PF12258 PF12260 PF12265 PF12269 PF12280 PF12284 PF12287 PF12295 PF12297 PF12301 PF12304 PF12308 PF12309 PF12310 PF12316 PF12317 PF12325 PF12328 PF12329 PF12333 PF12335 PF12336 PF12341 PF12346 PF12347 PF12348 PF12349 PF12353 PF12356 PF12360 PF12366 PF12368 PF12369 PF12371 PF12372 PF12374 PF12394 PF12397 PF12400 PF12402 PF12403 PF12409 PF12413 PF12414 PF12416 PF12417 PF12422 PF12423 PF12424 PF12430 PF12432 PF12436 PF12440 PF12443 PF12444 PF12448 PF12451 PF12453 PF12455 PF12456 PF12457 PF12460 PF12463 PF12465 PF12470 PF12473 PF12474 PF12478 PF12480 PF12483 PF12485 PF12489 PF12490 PF12491 PF12494 PF12496 PF12497 PF12509 PF12510 PF12513 PF12516 PF12529 PF12530 PF12533 PF12534 PF12537 PF12540 PF12542 PF12547 PF12548 PF12549 PF12554 PF12560 PF12567 PF12569 PF12572 PF12576 PF12577 PF12578 PF12580 PF12584 PF12589 PF12595 PF12597 PF12598 PF12605 PF12606 PF12610 PF12612 PF12618 PF12619 PF12624 PF12627 PF12631 PF12632 PF12640 PF12643 PF12656 PF12657 PF12660 PF12661 PF12662 PF12678 PF12689 PF12697 PF12701 PF12705 PF12706 PF12714 PF12717 PF12719 PF12721 PF12722 PF12734 PF12736 PF12738 PF12739 PF12742 PF12743 PF12745 PF12752 PF12756 PF12763 PF12765 PF12767 PF12769 PF12770 PF12772 PF12773 PF12774 PF12777 PF12780 PF12781 PF12783 PF12796 PF12799 PF12807 PF12813 PF12816 PF12820 PF12826 PF12830 PF12832 PF12838 PF12842 PF12845 PF12848 PF12850 PF12851 PF12859 PF12861 PF12862 PF12871 PF12872 PF12877 PF12881 PF12884 PF12885 PF12886 PF12894 PF12896 PF12901 PF12906 PF12922 PF12923 PF12924 PF12925 PF12926 PF12928 PF12931 PF12932 PF12933 PF12934 PF12936 PF12937 PF12938 PF12940 PF12947 PF12971 PF12972 PF12998 PF12999 PF13000 PF13001 PF13012 PF13015 PF13017 PF13019 PF13023 PF13041 PF13085 PF13086 PF13087 PF13088 PF13091 PF13092 PF13094 PF13096 PF13097 PF13167 PF13174 PF13176 PF13180 PF13181 PF13185 PF13191 PF13193 PF13202 PF13229 PF13234 PF13236 PF13240 PF13243 PF13249 PF13251 PF13270 PF13271 PF13281 PF13287 PF13289 PF13293 PF13299 PF13300 PF13302 PF13306 PF13307 PF13325 PF13330 PF13339 PF13341 PF13344 PF13349 PF13359 PF13360 PF13361 PF13364 PF13369 PF13378 PF13383 PF13392 PF13393 PF13401 PF13402 PF13405 PF13409 PF13417 PF13419 PF13423 PF13426 PF13439 PF13445 PF13460 PF13472 PF13476 PF13499 PF13506 PF13516 PF13517 PF13519 PF13520 PF13532 PF13537 PF13538 PF13543 PF13553 PF13564 PF13570 PF13593 PF13599 PF13606 PF13621 PF13625 PF13637 PF13638 PF13639 PF13640 PF13649 PF13656 PF13660 PF13661 PF13664 PF13673 PF13676 PF13679 PF13691 PF13695 PF13696 PF13705 PF13716 PF13718 PF13725 PF13733 PF13757 PF13764 PF13765 PF13768 PF13774 PF13775 PF13778 PF13793 PF13802 PF13804 PF13812 PF13815 PF13820 PF13821 PF13833 PF13836 PF13837 PF13839 PF13840 PF13841 PF13842 PF13843 PF13844 PF13846 PF13847 PF13850 PF13851 PF13853 PF13855 PF13857 PF13862 PF13863 PF13864 PF13865 PF13866 PF13867 PF13868 PF13869 PF13870 PF13871 PF13872 PF13873 PF13874 PF13877 PF13878 PF13879 PF13880 PF13881 PF13882 PF13884 PF13885 PF13886 PF13887 PF13888 PF13889 PF13890 PF13891 PF13892 PF13895 PF13897 PF13898 PF13901 PF13902 PF13903 PF13904 PF13905 PF13906 PF13907 PF13908 PF13910 PF13911 PF13914 PF13915 PF13916 PF13918 PF13919 PF13922 PF13925 PF13926 PF13931 PF13932 PF13934 PF13949 PF13959 PF13965 PF13967 PF13971 PF14008 PF14046 PF14047 PF14048 PF14049 PF14050 PF14051 PF14061 PF14073 PF14075 PF14077 PF14138 PF14160 PF14161 PF14186 PF14204 PF14222 PF14225 PF14228 PF14237 PF14252 PF14260 PF14291 PF14304 PF14306 PF14309 PF14324 PF14327 PF14336 PF14360 PF14369 PF14370 PF14374 PF14377 PF14382 PF14396 PF14413 PF14429 PF14438 PF14443 PF14444 PF14465 PF14469 PF14473 PF14478 PF14484 PF14492 PF14493 PF14497 PF14500 PF14513 PF14523 PF14533 PF14538 PF14542 PF14545 PF14551 PF14554 PF14560 PF14565 PF14572 PF14575 PF14593 PF14596 PF14599 PF14603 PF14604 PF14617 PF14619 PF14621 PF14622 PF14629 PF14630 PF14631 PF14632 PF14633 PF14634 PF14635 PF14636 PF14637 PF14638 PF14639 PF14641 PF14642 PF14643 PF14644 PF14645 PF14646 PF14647 PF14648 PF14649 PF14650 PF14652 PF14653 PF14654 PF14655 PF14656 PF14658 PF14661 PF14662 PF14663 PF14664 PF14665 PF14666 PF14668 PF14669 PF14671 PF14672 PF14674 PF14675 PF14676 PF14677 PF14678 PF14679 PF14680 PF14687 PF14688 PF14691 PF14694 PF14695 PF14698 PF14699 PF14700 PF14701 PF14702 PF14703 PF14704 PF14705 PF14712 PF14713 PF14716 PF14719 PF14721 PF14722 PF14723 PF14724 PF14726 PF14727 PF14728 PF14732 PF14735 PF14736 PF14737 PF14738 PF14739 PF14740 PF14744 PF14745 PF14746 PF14748 PF14749 PF14750 PF14753 PF14759 PF14761 PF14762 PF14763 PF14764 PF14765 PF14766 PF14767 PF14768 PF14769 PF14770 PF14771 PF14772 PF14773 PF14774 PF14775 PF14777 PF14778 PF14779 PF14780 PF14781 PF14782 PF14783 PF14784 PF14788 PF14791 PF14792 PF14796 PF14797 PF14798 PF14799 PF14800 PF14802 PF14806 PF14807 PF14808 PF14811 PF14813 PF14815 PF14816 PF14817 PF14818 PF14820 PF14821 PF14822 PF14825 PF14826 PF14828 PF14833 PF14835 PF14836 PF14837 PF14838 PF14839 PF14843 PF14844 PF14845 PF14846 PF14851 PF14852 PF14853 PF14854 PF14857 PF14858 PF14868 PF14875 PF14880 PF14881 PF14886 PF14887 PF14892 PF14893 PF14895 PF14901 PF14904 PF14906 PF14908 PF14909 PF14910 PF14911 PF14912 PF14913 PF14914 PF14915 PF14916 PF14917 PF14918 PF14919 PF14920 PF14921 PF14922 PF14923 PF14925 PF14926 PF14929 PF14931 PF14932 PF14933 PF14934 PF14935 PF14936 PF14937 PF14939 PF14940 PF14941 PF14942 PF14943 PF14944 PF14945 PF14946 PF14948 PF14949 PF14950 PF14951 PF14952 PF14953 PF14954 PF14955 PF14956 PF14957 PF14958 PF14959 PF14960 PF14961 PF14962 PF14963 PF14964 PF14966 PF14967 PF14968 PF14969 PF14970 PF14972 PF14973 PF14974 PF14975 PF14976 PF14977 PF14978 PF14980 PF14981 PF14982 PF14983 PF14984 PF14985 PF14986 PF14987 PF14988 PF14989 PF14990 PF14991 PF14992 PF14993 PF14994 PF14995 PF14996 PF14997 PF14998 PF14999 PF15000 PF15001 PF15002 PF15003 PF15004 PF15005 PF15006 PF15007 PF15008 PF15009 PF15010 PF15011 PF15012 PF15013 PF15014 PF15015 PF15016 PF15017 PF15018 PF15019 PF15020 PF15021 PF15022 PF15024 PF15025 PF15027 PF15028 PF15029 PF15030 PF15031 PF15032 PF15033 PF15034 PF15036 PF15037 PF15038 PF15039 PF15040 PF15041 PF15042 PF15043 PF15044 PF15045 PF15046 PF15047 PF15048 PF15049 PF15050 PF15051 PF15052 PF15053 PF15054 PF15055 PF15056 PF15057 PF15058 PF15059 PF15060 PF15061 PF15062 PF15063 PF15064 PF15065 PF15066 PF15067 PF15068 PF15069 PF15070 PF15071 PF15072 PF15073 PF15074 PF15075 PF15076 PF15077 PF15078 PF15079 PF15080 PF15081 PF15083 PF15084 PF15085 PF15086 PF15087 PF15088 PF15089 PF15090 PF15091 PF15092 PF15093 PF15094 PF15095 PF15096 PF15097 PF15098 PF15099 PF15100 PF15101 PF15102 PF15103 PF15104 PF15105 PF15106 PF15107 PF15108 PF15109 PF15110 PF15111 PF15112 PF15113 PF15114 PF15115 PF15116 PF15117 PF15118 PF15119 PF15120 PF15121 PF15122 PF15123 PF15124 PF15125 PF15127 PF15128 PF15129 PF15130 PF15132 PF15133 PF15134 PF15135 PF15136 PF15137 PF15138 PF15139 PF15140 PF15141 PF15142 PF15143 PF15144 PF15145 PF15146 PF15147 PF15148 PF15149 PF15150 PF15151 PF15152 PF15153 PF15155 PF15156 PF15157 PF15158 PF15159 PF15160 PF15161 PF15162 PF15163 PF15164 PF15165 PF15167 PF15168 PF15169 PF15170 PF15171 PF15172 PF15173 PF15174 PF15175 PF15177 PF15179 PF15180 PF15181 PF15182 PF15183 PF15184 PF15185 PF15186 PF15187 PF15188 PF15189 PF15190 PF15191 PF15192 PF15193 PF15194 PF15195 PF15196 PF15198 PF15199 PF15200 PF15201 PF15202 PF15203 PF15204 PF15205 PF15206 PF15207 PF15208 PF15209 PF15210 PF15211 PF15212 PF15213 PF15214 PF15215 PF15216 PF15217 PF15218 PF15219 PF15220 PF15221 PF15223 PF15224 PF15225 PF15226 PF15228 PF15230 PF15231 PF15232 PF15233 PF15234 PF15235 PF15236 PF15237 PF15238 PF15239 PF15240 PF15241 PF15242 PF15243 PF15244 PF15245 PF15246 PF15247 PF15248 PF15249 PF15250 PF15251 PF15252 PF15253 PF15254 PF15255 PF15256 PF15257 PF15258 PF15259 PF15260 PF15261 PF15262 PF15264 PF15265 PF15266 PF15268 PF15269 PF15273 PF15274 PF15275 PF15276 PF15277 PF15279 PF15280 PF15281 PF15282 PF15285 PF15287 PF15288 PF15289 PF15290 PF15291 PF15292 PF15293 PF15294 PF15295 PF15296 PF15297 PF15298 PF15299 PF15300 PF15301 PF15302 PF15303 PF15304 PF15305 PF15306 PF15307 PF15308 PF15309 PF15310 PF15311 PF15312 PF15313 PF15314 PF15315 PF15316 PF15317 PF15318 PF15319 PF15320 PF15321 PF15322 PF15323 PF15324 PF15325 PF15326 PF15327 PF15328 PF15331 PF15332 PF15333 PF15334 PF15335 PF15336 PF15337 PF15338 PF15339 PF15340 PF15341 PF15342 PF15343 PF15344 PF15346 PF15347 PF15348 PF15349 PF15350 PF15351 PF15352 PF15353 PF15354 PF15355 PF15356 PF15357 PF15358 PF15359 PF15360 PF15361 PF15362 PF15363 PF15364 PF15366 PF15367 PF15368 PF15369 PF15370 PF15371 PF15372 PF15373 PF15374 PF15375 PF15376 PF15377 PF15378 PF15379 PF15380 PF15382 PF15383 PF15384 PF15386 PF15387 PF15388 PF15389 PF15390 PF15391 PF15392 PF15393 PF15394 PF15395 PF15396 PF15397 PF15398 PF15399 PF15400 PF15409 PF15410 PF15412 PF15419 PF15423 PF15424 PF15427 PF15429 PF15431 PF15433 PF15434 PF15435 PF15439 PF15440 PF15441 PF15442 PF15443 PF15444 PF15449 PF15450 PF15451 PF15452 PF15453 PF15454 PF15455 PF15462 PF15464 PF15465 PF15466 PF15467 PF15468 PF15469 PF15470 PF15471 PF15472 PF15473 PF15475 PF15476 PF15477 PF15478 PF15479 PF15480 PF15482 PF15483 PF15484 PF15485 PF15486 PF15487 PF15488 PF15489 PF15490 PF15492 PF15494 PF15497 PF15498 PF15499 PF15501 PF15502 PF15503 PF15504 PF15505 PF15506 PF15508 PF15509 PF15510 PF15511 PF15512 PF15519 PF15539 PF15546 PF15547 PF15549 PF15550 PF15551 PF15552 PF15553 PF15554 PF15555 PF15556 PF15557 PF15558 PF15559 PF15576 PF15578 PF15612 PF15613 PF15619 PF15620 PF15621 PF15622 PF15623 PF15625 PF15627 PF15630 PF15636 PF15661 PF15662 PF15663 PF15664 PF15665 PF15666 PF15667 PF15668 PF15669 PF15670 PF15671 PF15672 PF15673 PF15674 PF15675 PF15676 PF15677 PF15678 PF15679 PF15680 PF15681 PF15682 PF15683 PF15684 PF15685 PF15686 PF15687 PF15688 PF15689 PF15690 PF15691 PF15693 PF15694 PF15696 PF15702 PF15703 PF15705 PF15706 PF15707 PF15708 PF15709 PF15710 PF15711 PF15712 PF15713 PF15715 PF15716 PF15717 PF15718 PF15719 PF15721 PF15722 PF15724 PF15725 PF15726 PF15727 PF15728 PF15729 PF15730 PF15732 PF15733 PF15734 PF15735 PF15736 PF15737 PF15739 PF15740 PF15741 PF15742 PF15743 PF15744 PF15745 PF15746 PF15747 PF15748 PF15749 PF15750 PF15751 PF15752 PF15753 PF15754 PF15755 PF15756 PF15757 PF15758 PF15759 PF15760 PF15761 PF15762 PF15763 PF15764 PF15765 PF15766 PF15767 PF15768 PF15769 PF15770 PF15771 PF15772 PF15773 PF15774 PF15775 PF15776 PF15778 PF15779 PF15780 PF15782 PF15783 PF15784 PF15785 PF15786 PF15787 PF15788 PF15789 PF15790 PF15791 PF15792 PF15793 PF15794 PF15795 PF15796 PF15797 PF15798 PF15799 PF15800 PF15801 PF15802 PF15803 PF15804 PF15805 PF15806 PF15807 PF15808 PF15809 PF15810 PF15811 PF15812 PF15813 PF15814 PF15815 PF15816 PF15817 PF15818 PF15819 PF15820 PF15821 PF15822 PF15823 PF15824 PF15825 PF15828 PF15829 PF15830 PF15831 PF15832 PF15833 PF15834 PF15835 PF15836 PF15838 PF15839 PF15840 PF15841 PF15842 PF15843 PF15844 PF15845 PF15846 PF15847 PF15848 PF15849 PF15851 PF15852 PF15854 PF15855 PF15856 PF15858 PF15859 PF15862 PF15865 PF15867 PF15870 PF15871 PF15872 PF15873 PF15874 PF15875 PF15876 PF15877 PF15878 PF15879 PF15880 PF15882 PF15884 PF15895 PF15897 PF15898 PF15901 PF15902 PF15903 PF15904 PF15906 PF15907 PF15908 PF15909 PF15910 PF15911 PF15912 PF15913 PF15914 PF15917 PF15920 PF15921 PF15923 PF15924 PF15925 PF15926 PF15927 PF15936 PF15938 PF15949 PF15951 PF15961 PF15963 PF15964 PF15965 PF15966 PF15974 PF15982 PF15985 PF15990 PF15991 PF15996 PF15997 PF16000 PF16002 PF16004 PF16005 PF16006 PF16014 PF16016 PF16017 PF16018 PF16019 PF16021 PF16026 PF16028 PF16034 PF16038 PF16043 PF16044 PF16045 PF16046 PF16050 PF16053 PF16054 PF16058 PF16059 PF16066 PF16070 PF16076 PF16078 PF16088 PF16092 PF16093 PF16094 PF16095 PF16096 PF16097 PF16098 PF16099 PF16100 PF16113 PF16114 PF16121 PF16122 PF16123 PF16124 PF16134 PF16158 PF16159 PF16164 PF16165 PF16171 PF16172 PF16174 PF16176 PF16177 PF16178 PF16179 PF16180 PF16181 PF16182 PF16183 PF16185 PF16186 PF16187 PF16188 PF16190 PF16191 PF16192 PF16193 PF16195 PF16197 PF16198 PF16199 PF16200 PF16201 PF16202 PF16203 PF16204 PF16205 PF16206 PF16207 PF16208 PF16209 PF16210 PF16211 PF16212 PF16213 PF16214 PF16218 PF16273 PF16274 PF16275 PF16276 PF16278 PF16279 PF16282 PF16294 PF16297 PF16311 PF16317 PF16320 PF16322 PF16332 PF16347 PF16350 PF16360 PF16363 PF16366 PF16367 PF16368 PF16381 PF16399 PF16413 PF16414 PF16415 PF16417 PF16418 PF16420 PF16421 PF16422 PF16423 PF16450 PF16453 PF16454 PF16455 PF16457 PF16470 PF16471 PF16472 PF16474 PF16482 PF16484 PF16486 PF16487 PF16488 PF16489 PF16491 PF16492 PF16493 PF16494 PF16495 PF16496 PF16497 PF16498 PF16499 PF16500 PF16501 PF16503 PF16507 PF16508 PF16511 PF16512 PF16515 PF16516 PF16517 PF16519 PF16521 PF16523 PF16526 PF16528 PF16529 PF16531 PF16533 PF16534 PF16540 PF16543 PF16544 PF16545 PF16546 PF16550 PF16551 PF16553 PF16556 PF16557 PF16558 PF16559 PF16561 PF16562 PF16563 PF16564 PF16565 PF16566 PF16568 PF16573 PF16574 PF16575 PF16577 PF16579 PF16589 PF16600 PF16608 PF16617 PF16621 PF16622 PF16632 PF16641 PF16644 PF16646 PF16647 PF16649 PF16652 PF16653 PF16656 PF16661 PF16667 PF16669 PF16672 PF16673 PF16674 PF16675 PF16676 PF16678 PF16679 PF16680 PF16682 PF16685 PF16686 PF16687 PF16689 PF16690 PF16692 PF16696 PF16698 PF16699 PF16700 PF16704 PF16705 PF16706 PF16716 PF16717 PF16725 PF16726 PF16727 PF16735 PF16737 PF16739 PF16740 PF16741 PF16742 PF16744 PF16748 PF16752 PF16756 PF16757 PF16759 PF16764 PF16766 PF16768 PF16769 PF16770 PF16772 PF16776 PF16780 PF16783 PF16788 PF16791 PF16794 PF16799 PF16801 PF16808 PF16832 PF16833 PF16835 PF16837 PF16840 PF16858 PF16860 PF16863 PF16864 PF16866 PF16869 PF16870 PF16876 PF16878 PF16879 PF16880 PF16881 PF16884 PF16885 PF16886 PF16891 PF16897 PF16898 PF16899 PF16900 PF16901 PF16905 PF16906 PF16908 PF16909 PF16910 PF16920 PF16921 PF16922 PF16923 PF16953 PF16954 PF16959 PF16969 PF16978 PF16979 PF17004 PF17034 PF17035 PF17039 PF17045 PF17047 PF17048 PF17054 PF17061 PF17065 PF17066 PF17085 PF17095 PF17098 PF17101 PF17102 PF17103 PF17105 PF17121 PF17125 PF17135 PF17136 PF17144 PF17146 PF17169 PF17171 PF17172 PF17177 PF17180 PF17189 PF17205 PF17207 PF17208 PF17211 PF17213 PF17215 PF17216 PF17217 PF17218 PF17219 PF17221 PF17226 PF17229 PF17256 PF17284 PF17285 PF17286 PF17291 PF17292 PF17297 PF17307 PF17333 PF17387 PF17391 PF17392 PF17403 PF17404 PF17405 PF17406 PF17407 PF17408 PF17450 PF17489 PF17490 PF17517 PF17653 PF17654 PF17655 PF17658 PF17659 PF17661 PF17662 PF17663 PF17664 PF17665 PF17666 PF17669 PF17670 PF17671 PF17672 PF17673 PF17674 PF17675 PF17677 PF17681 PF17682 PF17683 PF17685 PF17686 PF17687 PF17688 PF17690 PF17692 PF17694 PF17695 PF17696 PF17697 PF17698 PF17699 PF17701 PF17702 PF17703 PF17704 PF17706 PF17707 PF17708 PF17709 PF17710 PF17711 PF17712 PF17713 PF17714 PF17715 PF17716 PF17717 PF17718 PF17719 PF17720 PF17721 PF17722 PF17724 PF17725 PF17729 PF17730 PF17731 PF17732 PF17734 PF17736 PF17737 PF17738 PF17739 PF17740 PF17741 PF17742 PF17743 PF17744 PF17745 PF17749 PF17751 PF17753 PF17756 PF17759 PF17763 PF17767 PF17771 PF17772 PF17773 PF17776 PF17777 PF17778 PF17779 PF17780 PF17781 PF17786 PF17787 PF17789 PF17790 PF17791 PF17793 PF17794 PF17795 PF17796 PF17797 PF17798 PF17799 PF17802 PF17807 PF17809 PF17811 PF17812 PF17813 PF17817 PF17819 PF17820 PF17821 PF17822 PF17823 PF17824 PF17825 PF17826 PF17827 PF17830 PF17832 PF17833 PF17835 PF17838 PF17840 PF17846 PF17848 PF17849 PF17852 PF17855 PF17856 PF17857 PF17862 PF17865 PF17867 PF17869 PF17870 PF17872 PF17874 PF17875 PF17877 PF17887 PF17888 PF17889 PF17900 PF17902 PF17903 PF17904 PF17906 PF17907 PF17908 PF17911 PF17913 PF17916 PF17919 PF17921 PF17927 PF17942 PF17949 PF17950 PF17956 PF17958 PF17959 PF17960 PF17968 PF17971 PF17976 PF17978 PF17979 PF17980 PF17981 PF17982 PF17988 PF18001 PF18004 PF18005 PF18012 PF18016 PF18018 PF18020 PF18026 PF18027 PF18028 PF18031 PF18035 PF18036 PF18037 PF18038 PF18039 PF18044 PF18048 PF18049 PF18051 PF18055 PF18072 PF18076 PF18077 PF18084 PF18086 PF18091 PF18097 PF18098 PF18100 PF18101 PF18102 PF18104 PF18108 PF18110 PF18111 PF18112 PF18114 PF18115 PF18116 PF18118 PF18119 PF18121 PF18122 PF18124 PF18127 PF18129 PF18130 PF18131 PF18136 PF18137 PF18139 PF18140 PF18141 PF18147 PF18148 PF18149 PF18150 PF18151 PF18162 PF18190 PF18192 PF18193 PF18198 PF18199 PF18201 PF18207 PF18210 PF18212 PF18253 PF18256 PF18262 PF18263 PF18264 PF18265 PF18266 PF18267 PF18278 PF18279 PF18282 PF18289 PF18290 PF18292 PF18293 PF18295 PF18296 PF18300 PF18307 PF18308 PF18323 PF18326 PF18332 PF18334 PF18336 PF18346 PF18358 PF18359 PF18360 PF18362 PF18366 PF18371 PF18372 PF18373 PF18375 PF18376 PF18377 PF18379 PF18382 PF18383 PF18384 PF18385 PF18386 PF18387 PF18391 PF18392 PF18394 PF18396 PF18397 PF18400 PF18401 PF18402 PF18403 PF18404 PF18408 PF18409 PF18410 PF18411 PF18418 PF18420 PF18422 PF18424 PF18432 PF18434 PF18436 PF18437 PF18439 PF18440 PF18442 PF18445 PF18447 PF18450 PF18452 PF18453 PF18455 PF18459 PF18461 PF18463 PF18464 PF18474 PF18479 PF18485 PF18486 PF18503 PF18517 PF18521 PF18552 PF18553 PF18554 PF18561 PF18567 PF18568 PF18569 PF18574 PF18577 PF18580 PF18581 PF18584 PF18587 PF18589 PF18594 PF18597 PF18606 PF18608 PF18611 PF18613 PF18617 PF18619 PF18633 PF18635 PF18658 PF18694 PF18695 PF18696 PF18699 PF18700 PF18703 PF18704 PF18706 PF18707 PF18716 PF18717 PF18720 PF18727 PF18738 PF18755 PF18770 PF18771 PF18773 PF18774 PF18777 PF18779 PF18784 PF18786 PF18787 PF18797 PF18800 PF18806 PF18808 PF18816 PF18826 PF18829 PF18831 PF18837 PF18861 PF18872 PF18875 PF18876 PF18890 PF18891 PF18913 PF18972 PF18995 PF19016 PF19018 PF19026 PF19028 PF19031 PF19032 PF19033 PF19035 PF19036 PF19037 PF19038 PF19039 PF19046 PF19047 PF19052 PF19055 PF19088 PF19179 PF19188 PF19193 PF19221 PF19236 PF19252 PF19256 PF19257 PF19269 PF19270 PF19272 PF19273 PF19274 PF19277 PF19279 PF19280 PF19281 PF19282 PF19283 PF19284 PF19285 PF19286 PF19292 PF19303 PF19304 PF19305 PF19309 PF19311 PF19314 PF19316 PF19317 PF19318 PF19321 PF19323 PF19324 PF19325 PF19326 PF19329 PF19330 PF19332 PF19333 PF19334 PF19336 PF19337 PF19338 PF19339 PF19340 PF19341 PF19418 PF19421 PF19422 PF19423 PF19424 PF19426 PF19427 PF19428 PF19430 PF19431 PF19432 PF19433 PF19434 PF19435 PF19437 PF19438 PF19439 PF19440 PF19441 PF19442 PF19444 PF19445 PF19518 PF19520 PF19525 PF19532 PF19533 PF19536 PF19548 PF19566 PF19627 PF19675 PF19687 PF19699 PF19704 PF19710 PF19712 PF19718 PF19722 PF19725 PF19729 PF19737 PF19743 PF19745 PF19913 PF19914 PF20010 PF20023 PF20053 PF20144 PF20145 PF20165 PF20166 PF20170 PF20173 PF20175 PF20179 PF20180 PF20206 PF20210 PF20252 PF20256 PF20258 PF20259 PF20262 PF20266 PF20267 PF20268 PF20302 PF20309 PF20406 PF20408 PF20412 PF20416 PF20417 PF20421 PF20422 PF20425 PF20426 PF20427 PF20433 PF20443 PF20468 PF20470 PF20478 PF20479 PF20490 PF20491 PF20492 PF20500 PF20502 PF20504 PF20510 PF20511 PF20512 PF20514 PF20517 PF20518 PF20519 PF20520 PF20588 PF20624