Using the Generalized Methods of Moments in a fixed panel regression
Hello everyone,
I am currently trying to replicate some parts of a certain section of a study.
As you can see in the screenshot, the authors of the study are using a fixed effect panel regression with Newey West t-statistics and a Generalized Methods of Momentum methodology.
To be honest, I simply don't understand what exactly is being done here and how I could replicate it.
After some YouTube videos and internet research, I have put together a code but I have no idea if it is remotely correct or what it should be according to the study.
I would therefore be very grateful to receive feedback from you, the Statalist experts.
Furthermore, I'm still a bit at a loss as to how I should integrate “Parzen Kernel” into my regression and what the lag truncation period is all about.
As you can see, despite trying to understand this topic more deeply, I'm a bit clueless and therefore really hope that someone might have the time to help me out here.
My data set is as follows (unlike the authors of the study, I don't have monthly but annual data and also not the variable "LogAdv").
Thank you very, very much for your help and time! :-)
I am currently trying to replicate some parts of a certain section of a study.
As you can see in the screenshot, the authors of the study are using a fixed effect panel regression with Newey West t-statistics and a Generalized Methods of Momentum methodology.
To be honest, I simply don't understand what exactly is being done here and how I could replicate it.
After some YouTube videos and internet research, I have put together a code but I have no idea if it is remotely correct or what it should be according to the study.
Code:
eststo: xtabond2 COE L.COE numest_log eps_var_log2 log_bmr mv_log BETA financial_dummy health_dummy industrial_dummy it_tel_dummy oil_gas_dummy materials_dummy communication_dummy utility_dummy, robust nomata iv(numest_log eps_var_log2 log_bmr mv_log BETA financial_dummy health_dummy industrial_dummy it_tel_dummy oil_gas_dummy materials_dummy communication_dummy utility_dummy) gmm(L.COE, collapse)
Furthermore, I'm still a bit at a loss as to how I should integrate “Parzen Kernel” into my regression and what the lag truncation period is all about.
As you can see, despite trying to understand this topic more deeply, I'm a bit clueless and therefore really hope that someone might have the time to help me out here.
My data set is as follows (unlike the authors of the study, I don't have monthly but annual data and also not the variable "LogAdv").
Thank you very, very much for your help and time! :-)
Code:
* Example generated by -dataex-. For more info, type help dataex clear input long gvkey float year double COE float(numest_log eps_var_log2 log_bmr mv_log) double BETA float(financial_dummy health_dummy industrial_dummy it_tel_dummy oil_gas_dummy materials_dummy communication_dummy utility_dummy) 1004 1990 .11569511050331624 2.564949 -2.3348334 -.9342557 6.178898 .9436545650609853 0 0 1 0 0 0 0 0 1004 1991 .0947519038516858 1.94591 -2.3318758 -.13809706 5.40481 .8891109190692763 0 0 1 0 0 0 0 0 1004 1992 .133931969462166 2.1972246 -2.355887 -.13233471 5.414203 .5409403327833758 0 0 1 0 0 0 0 0 1004 1994 .07527568886173618 1.3862944 -2.434267 -.26321068 5.507536 1.1318742730406166 0 0 1 0 0 0 0 0 1004 1996 .13978987454795305 .6931472 -1.8791667 -.4655445 5.786772 .7252163101885479 0 0 1 0 0 0 0 0 1004 1997 .10985216439260187 1.7917595 -1.9337573 -.7071649 6.302839 .14121229442238914 0 0 1 0 0 0 0 0 1004 1998 .10398965566429046 1.94591 -2.1798522 -.9200186 6.62663 .143114102650287 0 0 1 0 0 0 0 0 1004 1999 .14385813636288644 2.0794415 -2.510012 -.402745 6.18975 1.4366028835615292 0 0 1 0 0 0 0 0 1004 2000 .12518857949478188 1.94591 -1.7138003 -.2779661 6.105484 -.3838136437298539 0 0 1 0 0 0 0 0 1004 2001 .14262122938306038 1.609438 -1.4040314 -.01024713 5.839816 1.2239236018611588 0 0 1 0 0 0 0 0 1004 2002 .1573445783032476 1.3862944 . -.10109968 5.83843 2.285148026542574 0 0 1 0 0 0 0 0 1004 2003 .26210550257692816 .6931472 1.496097 .8961419 4.790793 1.178547084600723 0 0 1 0 0 0 0 0 1004 2005 .11284908728486749 .6931472 -1.443011 -.342193 6.093953 1.8951182279962606 0 0 1 0 0 0 0 0 1004 2006 .11396280834207247 1.609438 -1.4999728 -.9040217 6.950725 1.925532867474237 0 0 1 0 0 0 0 0 1004 2007 .11438750283477479 1.7917595 -2.1852164 -.7437672 6.946795 1.6799164320121585 0 0 1 0 0 0 0 0 1004 2008 .1258444853876287 2.1972246 -2.55696 -.5914637 6.963511 1.604433003895082 0 0 1 0 0 0 0 0 1004 2009 .11399196731916711 1.7917595 -1.9314246 .29801786 6.189507 .13304431298581354 0 0 1 0 0 0 0 0 1004 2010 .12620601042681512 1.7917595 -2.520446 -.27160594 6.887545 1.0424035027103415 0 0 1 0 0 0 0 0 1004 2011 .12131930864945605 2.0794415 -2.0850568 -.27710035 7.005544 1.6591538636523386 0 0 1 0 0 0 0 0 1004 2012 .1291473524160021 1.609438 -2.819323 .1624773 6.599846 1.9928433448154659 0 0 1 0 0 0 0 0 1004 2014 .08950006988132159 1.7917595 -2.830613 -.026734993 6.93399 .7275721203886343 0 0 1 0 0 0 0 0 1004 2015 .10746945985733211 1.0986123 -1.991557 -.25216904 6.991624 .5595424764950154 0 0 1 0 0 0 0 0 1004 2016 .17494142543700764 1.0986123 -2.992591 .07509492 6.688559 1.8929154208390084 0 0 1 0 0 0 0 0 1004 2017 .10106304364024557 1.3862944 -2.2587075 -.23408765 7.052137 -.22842502508897322 0 0 1 0 0 0 0 0 1004 2018 .12537379273149102 1.609438 -1.5833454 -.4919513 7.333887 .04997475749148961 0 0 1 0 0 0 0 0 1004 2019 .1189471145439495 1.609438 -4.5912232 -.2218912 7.03082 .5628285400309845 0 0 1 0 0 0 0 0 1013 1990 .11672515939366199 1.609438 -2.547674 -.6334388 5.531375 .44239398758902465 0 0 0 1 0 0 0 0 1013 1991 .11582207249109565 1.7917595 -2.559306 -.8282942 5.893253 .5006035932839255 0 0 0 1 0 0 0 0 1013 1992 .10285523325413803 1.94591 -1.6479275 -.9927508 6.19779 .15135284283877298 0 0 0 1 0 0 0 0 1013 1993 .07560763089411056 2.0794415 -4.306287 -1.5163466 6.911764 .65255552362103 0 0 0 1 0 0 0 0 1013 1994 .08024081099751627 2.0794415 -3.6207585 -1.5888326 7.167649 .45200050317639 0 0 0 1 0 0 0 0 1013 1995 .07708737372207113 2.6390574 -3.366469 -1.559975 7.796082 2.46081965118654 0 0 0 1 0 0 0 0 1013 1996 .08363286859583324 2.833213 -2.1367745 -1.7901318 8.215762 2.4067748487285283 0 0 0 1 0 0 0 0 1013 1997 .09299462920656412 2.772589 -2.3053775 -1.8873193 8.508452 2.224676959518257 0 0 0 1 0 0 0 0 1013 1998 .09674331114447204 2.944439 -2.524012 -1.1858009 8.004041 1.9528873843155306 0 0 0 1 0 0 0 0 1013 1999 .08615899461732934 3.178054 -2.5246315 -1.4946547 8.624393 1.6284449793724294 0 0 0 1 0 0 0 0 1013 2000 .06280187947242886 3.135494 -1.9691786 -2.381991 10.358827 1.7650942477622658 0 0 0 1 0 0 0 0 1013 2001 .12508768517979146 3.0910425 1.585679 -.6031949 8.149324 .6205969078115522 0 0 0 1 0 0 0 0 1013 2002 .23204950759185194 2.833213 . -.3349179 6.930972 2.2154490668013627 0 0 0 1 0 0 0 0 1013 2003 .10700883014789124 2.564949 . -1.1774025 7.619465 2.0288568522389325 0 0 0 1 0 0 0 0 1013 2005 .09719591940641188 2.564949 -1.957578 -1.1481098 7.799552 1.6901072460542488 0 0 0 1 0 0 0 0 1013 2008 .12747068140640896 2.0794415 -1.5308704 -.22145754 7.039507 1.5467749556511197 0 0 0 1 0 0 0 0 1034 1990 .13890562523178432 1.609438 -2.666962 -.59277165 5.302437 .4190576970098891 0 1 0 0 0 0 0 0 1034 1991 .1089375671617383 1.609438 -2.761001 -1.1374539 5.873705 .004415339299541972 0 1 0 0 0 0 0 0 1034 1992 .10857128664223611 1.94591 -1.5815158 -1.1571194 6.372734 1.9480313048113083 0 1 0 0 0 0 0 0 1034 1993 .10309061906134001 1.609438 -1.3999205 -.6155403 5.834982 1.3806488097966005 0 1 0 0 0 0 0 0 1034 1994 .11473864204328661 1.609438 -1.94533 -.7558243 5.955911 .7483068548696622 0 1 0 0 0 0 0 0 1034 1995 .10597471886163756 1.7917595 -2.0444462 -.9297231 6.25366 .6660741359088765 0 1 0 0 0 0 0 0 1034 1996 .16786315604336635 1.3862944 -1.2223247 -.3800593 5.606032 2.086055080137761 0 1 0 0 0 0 0 0 1034 1997 .09879500222272992 1.7917595 -.8551437 -.8521484 6.326405 -.4680668405141933 0 1 0 0 0 0 0 0 1034 1998 .10654457053435612 1.609438 -2.2779136 -1.0277097 6.616003 .44020670857129546 0 1 0 0 0 0 0 0 1034 1999 .11134101320110476 1.94591 -2.343928 -1.0854635 6.948905 1.3629821009230951 0 1 0 0 0 0 0 0 1034 2001 .11818401981554387 1.94591 -1.5934393 -.3197878 7.112823 -.43786874744480075 0 1 0 0 0 0 0 0 1034 2002 .1748375941874456 1.94591 -2.2435074 .7198991 6.189698 .29687580221450777 0 1 0 0 0 0 0 0 1034 2003 .1080443088481439 1.7917595 -1.889907 .17841254 6.853319 .5396737795749683 0 1 0 0 0 0 0 0 1034 2004 .11363021528319688 1.609438 -1.5077482 -.013105717 6.797158 1.6919821283517305 0 1 0 0 0 0 0 0 1034 2005 .3783834513592917 1.94591 -.9512084 -.3826112 7.204894 .8513009753868169 0 1 0 0 0 0 0 0 1034 2006 .09791337109879256 1.0986123 -3.4162226 -.27292898 6.857719 2.060180276879693 0 1 0 0 0 0 0 0 1034 2007 .12082934826431035 1.609438 -1.8742098 -.2111711 6.805758 -.050888110402641226 0 1 0 0 0 0 0 0 1036 1990 .23265879174139895 2.3025851 -1.42253 .3214195 5.459731 .9161154604100306 0 0 1 0 0 0 0 0 1036 1994 .15599837272833186 2.0794415 -1.9629864 -.45774895 6.725314 .6527419459572087 0 0 1 0 0 0 0 0 1036 1995 .13888557383925648 2.564949 -2.669557 -.3441227 6.770377 1.2026081965511786 0 0 1 0 0 0 0 0 1036 1996 .12787951968643482 2.6390574 -2.874606 -.12758598 6.838463 .8305139401974588 0 0 1 0 0 0 0 0 1036 1997 .11543633312199272 2.70805 -2.814011 -.24617255 7.03063 .961721956272518 0 0 1 0 0 0 0 0 1036 1998 .13799480320101534 2.890372 -2.647814 .08017726 6.719192 1.6131963490453067 0 0 1 0 0 0 0 0 1036 1999 .13475377772922156 2.484907 -3.310293 .1053496 6.718203 -.29198814326295786 0 0 1 0 0 0 0 0 1038 1991 .1673410021361787 1.0986123 . -.07299925 4.0308366 1.416776561733911 0 0 0 0 0 0 0 0 1038 1992 .13871893008681863 .6931472 -.29631928 -.4449331 4.30955 .8564772018579083 0 0 0 0 0 0 0 0 1038 1995 .12519014066190354 1.609438 -1.6039994 -.2126499 5.254273 -.018604237339796183 0 0 0 0 0 0 0 0 1038 1998 .129875915749196 2.397895 -1.1324164 -1.4082974 6.337397 .33637127859718624 0 0 0 0 0 0 0 0 1038 1999 .06277382969245943 2.484907 . -1.272479 6.021446 1.5163264710337012 0 0 0 0 0 0 0 0 1038 2003 .24632826906980868 2.3025851 . -.026329413 5.702114 2.1411485590239296 0 0 0 0 0 0 0 0 1038 2004 .11318000326149008 2.484907 . -.7053444 6.341576 .06061392465022497 0 0 0 0 0 0 0 0 1043 1990 .289995942233107 1.609438 .27685824 .6138171 4.5987573 .2904550376123349 0 0 1 0 0 0 0 0 1045 2014 .2637191267345173 2.890372 -1.6822387 -2.6581914 10.26954 -.19343680748921752 0 0 1 0 0 0 0 0 1045 2015 .0886114642529994 2.70805 -1.9673216 -1.633807 10.27056 .8913810612248785 0 0 1 0 0 0 0 0 1045 2016 .11102382456103617 2.70805 -1.7217227 -1.6940576 9.932858 1.0982205372206566 0 0 1 0 0 0 0 0 1045 2018 .16747897226897848 2.70805 -2.22689 . 9.690185 1.3513507338945858 0 0 1 0 0 0 0 0 1050 2007 .10626416972168375 .6931472 -1.3480875 -1.6603962 5.372162 .3130419517204981 0 0 1 0 0 0 0 0 1050 2009 .2629715768631911 .6931472 -.2215387 -.5176906 3.975898 .7974082397097232 0 0 1 0 0 0 0 0 1050 2010 .15207120519312656 .6931472 -.5512632 -.8005587 4.360866 .7525761763880462 0 0 1 0 0 0 0 0 1050 2011 .11854695903653659 1.0986123 -1.9269984 -.7060434 4.467011 .6902339203530635 0 0 1 0 0 0 0 0 1050 2012 .11299446228731301 1.7917595 -2.3190649 -.8841786 5.011216 2.008207347961833 0 0 1 0 0 0 0 0 1050 2013 .10040017671144842 1.0986123 -2.0655026 -.9746363 6.11282 1.3948836773745559 0 0 1 0 0 0 0 0 1050 2014 .12407850879493948 1.94591 -3.4007165 -.7302367 5.929971 1.1377197073345027 0 0 1 0 0 0 0 0 1050 2015 .159006392709823 1.609438 -3.049177 -.23513825 5.712242 .7350087022415841 0 0 1 0 0 0 0 0 1050 2016 .11907417257848223 1.609438 -2.2889168 -.5761931 5.823648 .8340451829217125 0 0 1 0 0 0 0 0 1050 2017 .14614115650986778 1.0986123 -1.2852643 -.485522 5.714323 2.1131369465693823 0 0 1 0 0 0 0 0 1050 2018 .11620791499680516 .6931472 -1.7788675 -.3720232 5.556948 -.11597224085416298 0 0 1 0 0 0 0 0 1054 1990 .1668641202771644 2.397895 -1.8239516 .0791782 4.6464825 1.2317232513190282 0 0 0 1 0 0 0 0 1054 1991 .14081494777069736 1.94591 -.888824 .12700447 5.020217 .8888296076807507 0 0 0 1 0 0 0 0 1054 1992 .1531019475036436 1.7917595 -1.112024 -.8654154 5.750518 2.084119936896682 0 0 0 1 0 0 0 0 1055 1991 .09936492235781813 3.0445225 -2.1992874 -.8798026 6.522284 1.239771592075094 0 0 0 1 0 0 0 0 1055 1992 .15003771564538554 3.433987 -2.3108873 -.3503527 6.245491 1.964057234884 0 0 0 1 0 0 0 0 1055 1994 .17370431108276105 3.2580965 .4360391 -.4755046 6.366491 1.2757497902825539 0 0 0 1 0 0 0 0 1055 1995 .2402608882003451 3.218876 . -.7818865 6.354945 1.091111241995847 0 0 0 1 0 0 0 0 1056 1997 .18932327517928277 .6931472 -1.914547 -.1847533 3.7412436 .28519435692959755 0 0 0 1 0 0 0 0 1056 1998 .09734403497431367 1.7917595 -1.9087275 -1.000732 5.467054 -.16309810719625442 0 0 0 1 0 0 0 0 1056 2000 .0899992517843142 1.609438 -1.1972414 -1.635548 6.943479 .4510183049517175 0 0 0 1 0 0 0 0 1056 2002 .09732484281512764 2.1972246 -.9123055 -1.212619 6.732006 1.4691910211649821 0 0 0 1 0 0 0 0 1056 2003 .13922620077956382 2.1972246 -1.0619732 -.22443083 5.778998 .919985211627397 0 0 0 1 0 0 0 0 1056 2004 .10210512107016133 2.3025851 -1.6237646 -.7789294 6.83594 2.0331201959227188 0 0 0 1 0 0 0 0 1056 2006 .093559164615018 2.0794415 -2.4286144 -.6659328 6.855572 2.081811337388052 0 0 0 1 0 0 0 0 1065 1990 .23454831201488577 .6931472 . . 3.863838 1.3572341166474182 0 0 0 1 0 0 0 0 1072 1996 .1254144420503455 .6931472 -2.3431163 -1.3088524 7.745003 .5877027084396936 0 0 0 1 0 0 0 0 1072 1998 .1177171045571111 1.609438 -1.0556917 -.7474585 7.493734 .900593975678127 0 0 0 1 0 0 0 0 1072 1999 .09081802507700498 1.609438 -.9531263 -.4759504 7.198148 .591111120979909 0 0 0 1 0 0 0 0 1072 2000 .08259944309422416 1.7917595 -.7056746 -1.6650953 8.5547085 1.0451427586073434 0 0 0 1 0 0 0 0 1072 2001 .13995451650355772 1.3862944 .09000412 -.9311694 8.24774 2.4811191053552233 0 0 0 1 0 0 0 0 1072 2002 .05300850529563265 1.7917595 -.8299264 -.8545429 8.151658 1.9294146901479154 0 0 0 1 0 0 0 0 1072 2004 .08325721121041291 2.1972246 .23632006 -.7795054 8.014075 1.5629674966687035 0 0 0 1 0 0 0 0 1072 2005 .061323427293120694 2.397895 -2.2735755 -.3321585 7.604037 1.9697984118481833 0 0 0 1 0 0 0 0 1072 2007 .08359887763839152 2.1972246 -2.9043386 -.41672295 7.816292 .7607049586769661 0 0 0 1 0 0 0 0 1072 2008 .10020779887013678 1.94591 -1.7640772 -.19758733 7.709304 .9349578865619602 0 0 0 1 0 0 0 0 1072 2009 .09553307302519581 1.3862944 -2.1365876 .07190649 7.348525 .4371520437149469 0 0 0 1 0 0 0 0 1072 2010 .24359635566737944 1.3862944 -1.4902028 -.11498874 7.61109 .6384772875738228 0 0 0 1 0 0 0 0 1072 2011 .1023257135215237 1.3862944 -2.820955 -.26860017 7.889019 1.32025902124267 0 0 0 1 0 0 0 0 1072 2012 .09080309469751027 1.0986123 -1.2974392 -.05110411 7.71063 1.1630992228160182 0 0 0 1 0 0 0 0 1072 2013 .07707401814926024 .6931472 -2.810166 .02681446 7.560461 1.0423763512981823 0 0 0 1 0 0 0 0 1072 2014 .09571995263502255 1.0986123 -1.942096 -.05958988 7.684055 .6916393197229243 0 0 0 1 0 0 0 0 1072 2015 .1492898653407033 .6931472 -2.2027411 -.01984614 7.684645 .6195878145510523 0 0 0 1 0 0 0 0 1072 2016 .07209468207058042 .6931472 -3.8128896 .12420978 7.561542 .7281896844484608 0 0 0 1 0 0 0 0 1072 2017 .060381892101801796 .6931472 -3.843003 -.2048833 7.908558 .5069738443829606 0 0 0 1 0 0 0 0 1072 2018 .10231503065300629 .6931472 -1.243246 -.2978098 8.0135765 .691954443137193 0 0 0 1 0 0 0 0 1075 1990 .17657693590541473 2.564949 -1.4845345 .4363368 6.884815 2.3117787889349573 0 0 0 0 0 0 0 1 1075 1991 .12799251052708271 2.70805 -2.499721 .1394505 7.050021 1.2083052035626898 0 0 0 0 0 0 0 1 1075 1992 .11323092215213068 2.70805 -2.4084344 -.1625385 7.4635 -.11443272124709652 0 0 0 0 0 0 0 1 1075 1993 .07867986140167466 2.944439 -3.197013 -.19803655 7.606264 -.02297689258550714 0 0 0 0 0 0 0 1 1075 1994 .08307126862499341 2.995732 -3.759718 .08701043 7.395343 1.2595810968611958 0 0 0 0 0 0 0 1 1075 1996 .08049895762894715 3.0445225 -3.868156 -.3158156 7.901768 .6829887845061704 0 0 0 0 0 0 0 1 1075 1997 .09332024675864625 2.890372 -3.8250766 -.3760539 7.990581 .05214455459495653 0 0 0 0 0 0 0 1 1075 1998 .08925521696077954 2.772589 -3.598947 -.54109573 8.22051 .03115509889185364 0 0 0 0 0 0 0 1 1075 1999 .09023872548468187 2.772589 -3.97141 -.349309 8.048124 .25410427217495807 0 0 0 0 0 0 0 1 1075 2001 .11692593181397065 2.6390574 -3.52815 -.3580498 8.181825 .3170395204952407 0 0 0 0 0 0 0 1 1075 2002 .13808898380049647 2.0794415 -2.7761555 .032303464 7.863562 1.0571369542648574 0 0 0 0 0 0 0 1 1075 2003 .10579657857080475 2.397895 -2.4081106 -.16502024 8.112974 .552873724789721 0 0 0 0 0 0 0 1 1075 2004 .11681108541259108 2.397895 -3.431273 -.28223273 8.271859 .05704794501146011 0 0 0 0 0 0 0 1 1075 2005 .08012773674227207 2.3025851 -2.8519454 -.18878807 8.327635 .6612633084725876 0 0 0 0 0 0 0 1 1075 2006 .09412035096525556 2.1972246 -3.843472 -.3269919 8.471995 .7802439570703461 0 0 0 0 0 0 0 1 1075 2007 .09019005611906485 1.7917595 -2.656693 -.13933879 8.308848 1.0784878709080106 0 0 0 0 0 0 0 1 1075 2008 .0997467869300867 2.3025851 -3.121223 .07621418 8.068749 .33761039439716256 0 0 0 0 0 0 0 1 1075 2009 .13534496009287839 2.1972246 -3.661043 .04287232 8.063675 .6206237432667618 0 0 0 0 0 0 0 1 1075 2010 .06410257298028259 2.397895 -2.39195 -.1951308 8.406702 .46221224204896144 0 0 0 0 0 0 0 1 1075 2011 .09217200197895126 2.6390574 -3.2812574 -.2645814 8.513071 .32238057509761797 0 0 0 0 0 0 0 1 1075 2012 .06304752185610656 2.772589 -2.8303466 -.3806391 8.667867 -.14209913362292673 0 0 0 0 0 0 0 1 1075 2013 .07677914852806059 2.890372 -3.856317 -.3864985 8.728021 1.3320870877246647 0 0 0 0 0 0 0 1 1075 2014 .07770693173647128 2.772589 -4.872521 -.4422626 8.824207 .9822106785049226 0 0 0 0 0 0 0 1 1075 2015 .07667263424534396 2.833213 -4.260721 -.43023825 8.860547 -.24328260889318223 0 0 0 0 0 0 0 1 1075 2016 .07116982293453684 2.772589 -3.984818 -.56787854 9.045004 .045715774143682976 0 0 0 0 0 0 0 1 1075 2017 .06859113122323278 2.564949 -3.5648446 -.6717877 9.190318 1.0709034816213896 0 0 0 0 0 0 0 1 1075 2018 .07208312446296875 2.70805 -4.042501 -.56836164 9.129172 -.4437247314710057 0 0 0 0 0 0 0 1 1076 1990 .14636885324280102 .6931472 -2.519163 .08932898 3.751799 .4035422894179597 1 0 0 0 0 0 0 0 1076 1991 .08008175534722972 .6931472 -2.788183 .05319062 3.731499 .014265780796000174 1 0 0 0 0 0 0 0 1076 1994 .12666558854527132 .6931472 -2.3825095 -.7152682 4.806776 .783562910124044 1 0 0 0 0 0 0 0 1076 1995 .14075285020734823 1.94591 -2.55436 -.4633853 4.90546 .5979493396062828 1 0 0 0 0 0 0 0 1076 1996 .11894778196708641 1.7917595 -2.7188075 -.978711 5.654666 .9064463562159557 1 0 0 0 0 0 0 0 1076 1997 .10367260288467123 1.7917595 -2.977593 -1.0392785 5.796783 .27564007057080525 1 0 0 0 0 0 0 0 1076 1998 .13012115594343668 1.609438 -2.931829 -.55916774 5.688303 1.3786125791968236 1 0 0 0 0 0 0 0 1076 1999 .11136797059035264 1.609438 -2.5142975 -.51527244 5.728674 .6259176514495631 1 0 0 0 0 0 0 0 1076 2000 .13918524377167057 1.3862944 -3.284766 -.4059302 5.746051 .8181761154470713 1 0 0 0 0 0 0 0 1076 2002 .11618244723372742 1.3862944 -1.826347 -.5982695 6.235003 .2749520577830693 1 0 0 0 0 0 0 0 1076 2003 .09211843716059154 1.7917595 -2.464953 -.7411888 6.510091 .3523784961190914 1 0 0 0 0 0 0 0 1076 2005 .10989281080124637 1.7917595 -2.329388 -.7288054 6.802935 1.088984895824471 1 0 0 0 0 0 0 0 1076 2006 .09656852592810754 1.609438 -2.334311 -.7080058 7.11656 .8912628455521711 1 0 0 0 0 0 0 0 1076 2007 .10992333378610632 2.0794415 -2.907613 -.4479559 6.960266 .9659496845976613 1 0 0 0 0 0 0 0 1076 2008 .11439762224089858 1.7917595 -3.123372 -.3675584 7.002906 .675946857231248 1 0 0 0 0 0 0 0 1076 2009 .09687563446772568 2.397895 -2.5474694 -.17411846 6.962256 .48025662656834517 1 0 0 0 0 0 0 0 1076 2010 .10982162483055347 2.0794415 -3.088788 -.432669 7.319626 2.133603829154167 1 0 0 0 0 0 0 0 1076 2011 .09032401056106117 2.564949 -2.8055584 -.7288634 7.612894 .580724125997986 1 0 0 0 0 0 0 0 1076 2012 .09310462418429213 2.484907 -3.141942 -.7201511 7.75553 .2268366480608446 1 0 0 0 0 0 0 0 1076 2013 .09895233123104281 2.484907 -2.860958 -.5964513 7.635202 1.0349795198238385 1 0 0 0 0 0 0 0 1076 2016 .11159713861440124 1.94591 -3.7435465 -.1753154 7.476192 1.1901772214015176 1 0 0 0 0 0 0 0 1076 2018 .10797779165834243 2.0794415 -2.513167 -.58687365 8.060345 .5893429543443904 1 0 0 0 0 0 0 0 1076 2019 .0946377952435136 2.1972246 -3.223671 -1.0569652 8.517029 1.7159935489927145 1 0 0 0 0 0 0 0 1078 1990 .10096768136954665 3.433987 -4.666024 -1.8260484 9.775357 .6442448509967854 0 1 0 0 0 0 0 0 1078 1991 .09023951154883526 3.433987 -7.221416 -2.05629 10.12813 .13746365545692377 0 1 0 0 0 0 0 0 1078 1992 .095139239105792 3.433987 -7.366598 -1.9799755 10.095986 1.6696699958615306 0 1 0 0 0 0 0 0 1078 1993 .10423168124900026 3.433987 -3.300398 -1.8469008 10.05619 .7024458940028583 0 1 0 0 0 0 0 0 1078 1994 .09716247617625276 3.433987 -4.823288 -1.8163666 10.12269 .20991735536788644 0 1 0 0 0 0 0 0 1078 1995 .09142918249142265 3.367296 -4.996657 -1.962585 10.351228 .40646692561735026 0 1 0 0 0 0 0 0 1078 1996 .082980038292171 3.367296 -5.490454 -2.0984964 10.579063 .42601517293266283 0 1 0 0 0 0 0 0 1078 1997 .07927794333829817 3.3322046 -6.154495 -2.237754 10.754683 1.093606633567005 0 1 0 0 0 0 0 0 1078 1998 .07116730969747224 3.178054 -3.5112455 -2.5234044 11.073166 .7194271407829576 0 1 0 0 0 0 0 0 1078 1999 .0818305727033608 3.218876 -3.480526 -2.1293392 11.042296 1.2336153399296552 0 1 0 0 0 0 0 0 1078 2000 .07118367553975058 3.2580965 -5.245452 -2.2540028 11.073166 -.05000508375835437 0 1 0 0 0 0 0 0 1078 2001 .07636390240811342 2.995732 -6.180863 -2.2072814 11.073166 -.4310956825844693 0 1 0 0 0 0 0 0 1078 2002 .08184664074379398 2.890372 -3.159986 -1.8142947 11.073166 .027433965596541 0 1 0 0 0 0 0 0 1078 2003 .08968837105180477 2.890372 -5.255829 -1.6294092 11.073166 1.0924837176040167 0 1 0 0 0 0 0 0 1078 2004 .08800851515837499 2.564949 -3.3117 -1.5351986 11.073166 .2869436533803005 0 1 0 0 0 0 0 0 1078 2005 .08413279869219438 2.70805 -6.182852 -1.5253595 11.073166 -.16411122054635957 0 1 0 0 0 0 0 0 1078 2006 .08837102891391936 2.890372 -4.870368 -1.6480105 11.073166 -.11909817728759131 0 1 0 0 0 0 0 0 1078 2007 .10062342610909042 2.70805 -3.4398174 -1.560605 11.073166 .748056875472227 0 1 0 0 0 0 0 0 1078 2008 .10006888641156582 2.70805 -3.2074745 -1.5888485 11.073166 .1696906103677221 0 1 0 0 0 0 0 0 1078 2009 .10695064348371072 2.6390574 -3.5270836 -1.2331693 11.073166 .18154820394821375 0 1 0 0 0 0 0 0 1078 2010 .1097055133479676 3.0910425 -3.412559 -1.2658566 11.073166 .5307658550567487 0 1 0 0 0 0 0 0 1078 2011 .10767047685945078 3.135494 -3.552594 -1.2416764 11.073166 .44453012479392223 0 1 0 0 0 0 0 0 1078 2012 .08905102478796181 2.995732 -3.770139 -1.351915 11.073166 .20774922704507656 0 1 0 0 0 0 0 0 1078 2013 .09335347060940247 3.178054 -.94675 -.8100157 10.943463 1.5213539209618858 0 1 0 0 0 0 0 0 1078 2014 .08608182072525139 2.1972246 -3.5066204 -1.1163737 11.073166 1.040739184472634 0 1 0 0 0 0 0 0 1078 2015 .08534098127588756 3.0445225 -4.249558 -1.1347619 11.073166 1.399160822978149 0 1 0 0 0 0 0 0 1078 2016 .0850239885267176 2.890372 -4.5279083 -1.0346321 10.964664 1.9099528403618933 0 1 0 0 0 0 0 0 1078 2017 .08462482820715772 3.0445225 -3.39327 -1.1185282 11.073166 1.1286066872388376 0 1 0 0 0 0 0 0 1078 2018 .06825663344520753 3.0445225 -3.261344 -1.3775448 11.073166 1.1679510514212954 0 1 0 0 0 0 0 0 1078 2019 .0679053179077998 2.995732 -3.4433064 -1.556076 11.073166 .6451102905344063 0 1 0 0 0 0 0 0 1081 2004 .16060858336979342 2.833213 . -.22335905 7.87221 1.6516013413837578 0 0 0 0 0 1 0 0 1081 2005 .18059363224717326 2.890372 . .3762961 7.215961 2.203756528753063 0 0 0 0 0 1 0 0 1094 2012 .16054866338760387 .6931472 -1.859525 -.3667435 5.490726 1.4942194285964805 0 1 0 0 0 0 0 0 1094 2013 .13880997553361202 .6931472 -1.840489 -.3968046 5.667956 .6251240495495679 0 1 0 0 0 0 0 0 1094 2014 .09470546986181658 .6931472 -2.598813 -.9914339 6.444975 .5712470985340103 0 1 0 0 0 0 0 0 1094 2016 .11040111315800209 1.3862944 -4.1806054 -.7795243 6.498005 .8361170516768133 0 1 0 0 0 0 0 0 1094 2017 .17613015876383453 1.0986123 -2.1934795 -.16344287 6.167495 1.8635797872400202 0 1 0 0 0 0 0 0 1095 1999 .07482455971568516 1.0986123 -.322979 -2.922719 6.369008 .7685110566582015 0 0 0 0 0 0 0 0 1097 1990 .15784754946253343 .6931472 -1.795244 -.17753065 3.565913 .2870062496198172 1 0 0 0 0 0 0 0 1097 1991 .14617778615535337 .6931472 -1.9107895 .14323878 3.328976 .34608307521554066 1 0 0 0 0 0 0 0 1097 1994 .13979233943676683 .6931472 -2.703855 .035336148 3.602382 .2606713737795087 1 0 0 0 0 0 0 0 1097 1995 .145032372708457 .6931472 -2.440321 -.03353871 3.660197 .7312425797416353 1 0 0 0 0 0 0 0 1097 1996 .1116382804654272 .6931472 -4.4023995 -.12329412 4.0293393 .30717638164204153 1 0 0 0 0 0 0 0 1097 1997 .11068875794160267 1.0986123 -2.9440475 -.42598385 4.104257 .5901310019128954 1 0 0 0 0 0 0 0 1098 1990 .17348772196764156 1.0986123 -1.577234 .24175803 3.9185615 .40740855519442515 0 0 0 1 0 0 0 0 1098 1993 .1261863985401523 1.0986123 -1.5651213 -.12299877 4.2370152 -.0807971195057137 0 0 0 1 0 0 0 0 1098 1994 .13335593249613437 .6931472 -1.925705 -.8680406 4.2719674 1.6473112055124004 0 0 0 1 0 0 0 0 1098 1995 .0979344521389434 1.0986123 -1.8344464 -.7364467 5.134223 .9731402523092952 0 0 0 1 0 0 0 0 1104 2009 .12977909125243647 .6931472 -1.279688 -.07782537 3.2781706 .706101726304531 0 0 1 0 0 0 0 0 1104 2016 .10021674754913751 .6931472 -2.79804 -.4548815 4.286128 2.0749792836864995 0 0 1 0 0 0 0 0 1115 1994 .16098132412882574 .6931472 -1.6087965 -.31488115 4.627906 .8390035502487198 0 1 0 0 0 0 0 0 1115 1995 .13625154846665039 1.0986123 -2.0169604 -1.0057831 5.421824 .685473695114663 0 1 0 0 0 0 0 0 1115 1998 .12063032524523311 2.1972246 -2.548694 -1.394091 6.313356 .4816970476998007 0 1 0 0 0 0 0 0 1115 1999 .20653381456070175 1.3862944 -.06279971 -.2996589 4.977271 .31361354566555666 0 1 0 0 0 0 0 0 1128 1990 .1460060304938522 1.7917595 -2.64592 -.04125177 5.247985 .2425794698096151 0 0 1 0 0 0 0 0 1128 1991 .12507021962324003 1.609438 -1.4517506 -.28934738 5.537397 .03262535465672303 0 0 1 0 0 0 0 0 1128 1992 .14067467935092454 1.0986123 -2.214297 .04709253 5.25438 .6116948289902568 0 0 1 0 0 0 0 0 1128 1993 .1219699023016948 .6931472 -2.3368232 -.2075009 5.599605 .9610498691194349 0 0 1 0 0 0 0 0 1137 1990 .14085236202351098 1.3862944 -2.0819714 -.9110063 4.012764 .7148079909622506 0 0 1 0 0 0 0 0 1137 1991 .1802067956627943 1.0986123 -1.6330633 -.58839756 3.8261735 1.447001730632425 0 0 1 0 0 0 0 0 1137 1992 .19030053553309678 1.0986123 -2.2915392 -.7112147 4.1134114 .48358319402446426 0 0 1 0 0 0 0 0 1137 1993 .11114536280059698 1.0986123 -2.234647 -.7570525 4.4078407 1.3321196095147398 0 0 1 0 0 0 0 0 1137 1994 .1736469406972036 .6931472 -2.583796 -.37147605 4.2678776 2.415862304547076 0 0 1 0 0 0 0 0 1138 1994 .1013074301012592 1.0986123 -1.7863405 -.8201433 4.317408 .8541539256748422 1 0 0 0 0 0 0 0 1148 1990 .3799511170052223 .6931472 -.2377562 .7230974 3.658929 .8394647080917925 1 0 0 0 0 0 0 0 1161 1990 .2178356821487342 3.0910425 .5771097 .690243 5.765378 .22334748337438884 0 0 0 1 0 0 0 0 1161 1991 .1654782655193189 3.135494 -.894785 -.3131745 6.976717 .43845555133640207 0 0 0 1 0 0 0 0 1161 1992 .15037056343981003 3.178054 -1.9119443 -.3298597 7.283262 .9083866065126341 0 0 0 1 0 0 0 0 1161 1995 .1351659995783718 3.433987 -2.2528317 -.15661576 7.806369 -.02332577792562042 0 0 0 1 0 0 0 0 1161 1996 .1714151196647663 3.295837 1.1278098 -.18880896 7.800591 1.4674541068565252 0 0 0 1 0 0 0 0 1161 1997 .16565822909610411 3.218876 -.27122056 -.4766212 8.092187 .42765153332799644 0 0 0 1 0 0 0 0 1161 1998 .20817584561483474 3.295837 . -.4928834 8.096307 2.418565982921741 0 0 0 1 0 0 0 0 1161 1999 .23862938886694604 3.135494 . -.3974631 7.987948 1.4547778387463177 0 0 0 1 0 0 0 0 1161 2000 .1473448872084933 2.890372 -1.0408591 -.8068721 8.868885 1.2915271211676413 0 0 0 1 0 0 0 0 1161 2004 .0908989909444726 3.3322046 .017970016 -.7834515 8.793164 1.4645987684653838 0 0 0 1 0 0 0 0 1161 2007 .19783344770421554 2.772589 . -.9749357 8.977964 1.199689436592453 0 0 0 1 0 0 0 0 1161 2008 .33395241916831137 2.833213 . . 7.664581 1.5251819676053648 0 0 0 1 0 0 0 0 end
Comment