HI

I would like to know some simpler things foreach loop this time.

I have 360 firms with 20 years of daily data(2000-2019). I want to do some calculation for each of the panels in my data.

1. I have to calculate variance for only first day of data in each firm(3rd Jan 2000), as the variance of the returns array (where returns should be the first 500 observations in the data, starting from 3rd Jan 2000 till 15th June 2002 (approx 500days).

2. Then I have to use a formula for all the other days in each panel *4th Jan 2000 to end 2019); formula is
w+a*((L.R-q*SQRT(L.variance)^2)+b*L.Variance
where L.R is lagged returns and w,a,c and b are the estimates. L.variance is the lagged variance.

3. lastly I have to calculate a rolling variable (VaR) as the -NORMSINV(0.01)*SQRT(variance) , which should start from the 501th observation in the data till the end.

The data example is below.

Code:
* Example generated by -dataex-. To install: ssc install dataex
clear
input long ID float(Date Returns)
1 14612           0
1 14613           0
1 14614           0
1 14615           0
1 14616           .
1 14619           0
1 14620           0
1 14621           0
1 14622           0
1 14623           .
1 14626           0
1 14627           0
1 14628    8.512585
1 14629           0
1 14630           .
1 14633           0
1 14634           0
1 14635           0
1 14636           0
1 14637           .
1 14640           0
1 14641   -10.62393
1 14642  -18.152132
1 14643  .011772154
1 14644           .
1 14647           0
1 14648           0
1 14649  -.03530815
1 14650           0
1 14651           .
1 14654   .03530815
1 14655           0
1 14656           0
1 14657           0
1 14658           .
1 14661   -1.646368
1 14662           0
1 14663           0
1 14664           0
1 14665           .
1 14668           0
1 14669           0
1 14670           0
1 14671           0
1 14672           .
1 14675  -.01412542
1 14676           0
1 14677 -.028244857
1 14678  -18.194494
1 14679           .
1 14682           0
1 14683           0
1 14684 -.011770768
1 14685           0
1 14686           .
1 14689   .02354292
1 14690   -4.083606
1 14691           0
1 14692    17.53604
1 14693           .
1 14696           0
1 14697   -4.760924
1 14698           0
1 14699   20.182726
1 14700           .
1 14703           0
1 14704           0
1 14705           0
1 14706           0
1 14707           .
1 14710           0
1 14711           0
1 14712           0
1 14713   -29.70674
1 14714           .
1 14717           0
1 14718   -3.262413
1 14719  -10.606095
1 14720    2.918785
1 14721           .
1 14724    7.416432
1 14725           0
1 14726           0
1 14727           0
1 14728           .
1 14731   14.435922
1 14732  -4.2792726
1 14733    .3805262
1 14734           0
1 14735           .
1 14738 -.020926494
1 14739           0
1 14740           0
1 14741  -2.9486694
1 14742           .
1 14745           0
1 14746           0
1 14747   -.7086453
1 14748           0
1 14749           .
1 14752           0
1 14753           0
1 14754   11.169876
1 14755           0
1 14756           .
1 14759           0
1 14760           0
1 14761           0
1 14762           0
1 14763           .
1 14766           0
1 14767           0
1 14768           0
1 14769           0
1 14770           .
1 14773           0
1 14774           0
1 14775    48.02581
1 14776           0
1 14777           .
1 14780           0
1 14781  -37.249252
1 14782           0
1 14783           0
1 14784           .
1 14787  -10.056312
1 14788   10.466476
1 14789    .0790597
1 14790           0
1 14791           .
1 14794  -9.5258465
1 14795   -4.442923
1 14796   -3.419866
1 14797    7.862789
1 14798           .
1 14801   29.365383
1 14802           0
1 14803  -10.410973
1 14804           0
1 14805           .
1 14808           0
1 14809           0
1 14810           0
1 14811           0
1 14812           .
1 14815   -2.983389
1 14816           0
1 14817           0
1 14818           0
1 14819           .
1 14822     .422934
1 14823           0
1 14824           0
1 14825           0
1 14826           .
1 14829           0
1 14830           0
1 14831           0
1 14832           0
1 14833           .
1 14836           0
1 14837           0
1 14838           0
1 14839   28.711714
1 14840           .
1 14843           0
1 14844           0
1 14845           0
1 14846           0
1 14847           .
1 14850           0
1 14851           0
1 14852           0
1 14853           0
1 14854           .
1 14857           0
1 14858           0
1 14859           0
1 14860  -.27395055
1 14861           .
1 14864           0
1 14865           0
1 14866           0
1 14867           0
1 14868           .
1 14871           0
1 14872           0
1 14873           0
1 14874           0
1 14875           .
1 14878  -25.101044
1 14879           0
1 14880           0
1 14881           0
1 14882           .
1 14885           0
1 14886           0
1 14887           0
1 14888           0
1 14889           .
1 14892           0
1 14893           0
1 14894           0
1 14895     5.85219
1 14896           .
1 14899           0
1 14900           0
1 14901           0
1 14902           0
1 14903           .
1 14906           0
1 14907           0
1 14908           0
1 14909  -3.6085525
1 14910           .
1 14913           0
1 14914  -14.081148
1 14915           0
1 14916           0
1 14917           .
1 14920           0
1 14921           0
1 14922           0
1 14923   -2.832303
1 14924           .
1 14927   17.298744
1 14928           0
1 14929           0
1 14930  -17.116732
1 14931           .
1 14934           0
1 14935           0
1 14936           0
1 14937           0
1 14938           .
1 14941           0
1 14942           0
1 14943           0
1 14944           0
1 14945           .
1 14948           0
1 14949           0
1 14950           0
1 14951           0
1 14952           .
1 14955           0
1 14956           0
1 14957           0
1 14958           0
1 14959           .
1 14962           0
1 14963           0
1 14964           0
1 14965           0
1 14966           .
1 14969           0
1 14970           0
1 14971           0
1 14972           0
1 14973           .
1 14976           0
1 14977           0
1 14978           0
1 14979           0
1 14980           .
1 14983           0
1 14984           0
1 14985           0
1 14986           0
1 14987           .
1 14990           0
1 14991           0
1 14992           0
1 14993           0
1 14994           .
1 14997           0
1 14998           0
1 14999           0
1 15000           0
1 15001           .
1 15004           0
1 15005           0
1 15006           0
1 15007           0
1 15008           .
1 15011           0
1 15012   28.231297
1 15013  -22.001505
1 15014           0
1 15015           .
1 15018   -5.892745
1 15019           0
1 15020           0
1 15021           0
1 15022           .
1 15025           0
1 15026           0
1 15027           0
1 15028           0
1 15029           .
1 15032           0
1 15033           0
1 15034   17.700146
1 15035           0
1 15036           .
1 15039           0
1 15040           0
1 15041           0
1 15042           0
1 15043           .
1 15046           0
1 15047   1.1959203
1 15048   -4.446949
1 15049           0
1 15050           .
1 15053           0
1 15054           0
1 15055           0
1 15056           0
1 15057           .
1 15060           0
1 15061           0
1 15062           0
1 15063    7.994109
1 15064           .
1 15067           0
1 15068           0
1 15069           0
1 15070           0
1 15071           .
1 15074           0
1 15075           0
1 15076           0
1 15077           0
1 15078           .
1 15081           0
1 15082   2.9623005
1 15083           0
1 15084           0
1 15085           .
1 15088           0
1 15089           0
1 15090           0
1 15091           0
1 15092           .
1 15095           0
1 15096           0
1 15097           0
1 15098           0
1 15099           .
1 15102           0
1 15103           0
1 15104           0
1 15105           0
1 15106           .
1 15109  -2.2789073
1 15110           0
1 15111    21.07791
1 15112           0
1 15113           .
1 15116  -16.937727
1 15117    14.00581
1 15118           0
1 15119           0
1 15120           .
1 15123           0
1 15124  -1.0050402
1 15125           0
1 15126           0
1 15127           .
1 15130           0
1 15131   1.6111387
1 15132           0
1 15133           0
1 15134           .
1 15137           0
1 15138           0
1 15139           0
1 15140   1.3331873
1 15141           .
1 15144           0
1 15145           0
1 15146    .8633079
1 15147           0
1 15148           .
1 15151           0
1 15152           0
1 15153   -.1444068
1 15154    8.929655
1 15155           .
1 15158           0
1 15159           0
1 15160   -1.658611
1 15161           0
1 15162           .
1 15165    7.774342
1 15166   -5.799669
1 15167  -1.7882805
1 15168    11.66176
1 15169           .
1 15172           0
1 15173  -2.1773756
1 15174           0
1 15175   -1.929977
1 15176           .
1 15179    .5442169
1 15180           0
1 15181           0
1 15182           0
1 15183           .
1 15186           0
1 15187           0
1 15188           0
1 15189           0
1 15190           .
1 15193           0
1 15194           0
1 15195           0
1 15196           0
1 15197           .
1 15200           0
1 15201           0
1 15202           0
1 15203    6.140208
1 15204           .
1 15207           0
1 15208           0
1 15209           0
1 15210           0
1 15211           .
1 15214           0
1 15215           0
1 15216           0
1 15217           0
1 15218           .
1 15221           0
1 15222           0
1 15223           0
1 15224    6.986582
1 15225           .
1 15228  -15.459617
1 15229           0
1 15230   16.715124
1 15231  -1.8153797
1 15232           .
1 15235           0
1 15236           0
1 15237           0
1 15238           0
1 15239           .
1 15242   22.012394
1 15243           0
1 15244           0
1 15245           0
1 15246           .
1 15249           0
1 15250           0
1 15251           0
1 15252           0
1 15253           .
1 15256           0
1 15257           0
1 15258  -16.037134
1 15259  -15.184305
1 15260           .
1 15263   4.5725555
1 15264           0
1 15265           0
1 15266           0
1 15267           .
1 15270   1.8228434
1 15271           0
1 15272           0
1 15273           0
1 15274           .
1 15277           0
1 15278           0
1 15279           0
1 15280           0
1 15281           .
1 15284           0
1 15285           0
1 15286           0
1 15287           0
1 15288           .
1 15291           0
1 15292           0
1 15293  -3.5548706
1 15294           0
1 15295           .
1 15298           0
1 15299           0
1 15300           0
1 15301           0
1 15302           .
1 15305           0
1 15306           0
1 15307           0
1 15308           0
1 15309           .
1 15312           0
1 15313           0
1 15314   2.4154334
1 15315           0
1 15316           .
1 15319           0
1 15320           0
1 15321           0
1 15322           0
1 15323           .
1 15326           0
1 15327           0
1 15328           0
1 15329           0
1 15330           .
1 15333           0
1 15334           0
1 15335           0
1 15336           0
1 15337           .
1 15340           0
1 15341           0
1 15342           0
1 15343           0
1 15344           .
1 15347           0
1 15348           0
1 15349           0
1 15350           0
1 15351           .
1 15354           0
1 15355           0
1 15356           0
1 15357     48.8905
1 15358           .
1 15361           0
1 15362           0
1 15363           0
1 15364           0
1 15365           .
1 15368           0
1 15369           0
1 15370           0
1 15371   -56.21821
1 15372           .
1 15375           0
1 15376           0
1 15377           0
1 15378           0
1 15379           .
1 15382           0
1 15383           0
1 15384           0
1 15385           0
1 15386           .
1 15389           0
1 15390           0
1 15391           0
1 15392           0
1 15393           .
1 15396           0
1 15397           0
1 15398           0
1 15399  -1.5943105
1 15400           .
1 15403   16.566969
1 15404   32.839508
1 15405  -32.839508
1 15406           0
1 15407           .
1 15410   4.0712967
1 15411           0
1 15412           0
1 15413           0
1 15414           .
1 15417           0
1 15418           0
1 15419           0
1 15420   -12.11078
1 15421           .
1 15424           0
1 15425           0
1 15426           0
1 15427           0
1 15428           .
1 15431           0
1 15432           0
1 15433           0
1 15434    18.54647
1 15435           .
1 15438  -11.782845
1 15439    9.320562
1 15440           0
1 15441           0
1 15442           .
1 15445  -11.512134
1 15446  -2.1445765
1 15447   2.1445765
1 15448           0
1 15449           .
1 15452           0
1 15453           0
1 15454           0
1 15455           0
1 15456           .
1 15459           0
1 15460           0
1 15461           0
1 15462   -16.02242
1 15463           .
1 15466   -2.097143
1 15467           0
1 15468           0
1 15469           0
1 15470           .
1 15473           0
1 15474           0
1 15475           0
1 15476           0
1 15477           .
1 15480           0
1 15481           0
1 15482           0
1 15483           0
1 15484           .
1 15487           0
1 15488           0
1 15489           0
1 15490   -26.76185
1 15491           .
1 15494           0
1 15495           0
1 15496           0
1 15497           0
1 15498           .
1 15501           0
1 15502           0
1 15503           0
1 15504           0
1 15505           .
1 15508           0
1 15509           0
1 15510           0
1 15511           0
1 15512           .
1 15515           0
1 15516           0
1 15517           0
1 15518           0
1 15519           .
1 15522    19.99903
1 15523           0
1 15524           0
1 15525           0
1 15526           .
1 15529           0
1 15530           0
1 15531           0
1 15532           0
1 15533           .
1 15536   17.179455
1 15537   2.2127957
1 15538  -2.2127957
1 15539   -8.489123
1 15540           .
1 15543           0
1 15544   .16226143
1 15545           0
1 15546   10.359377
1 15547           .
1 15550           0
1 15551           0
1 15552           0
1 15553   -3.910845
1 15554           .
1 15557           0
1 15558           0
1 15559   -3.793664
1 15560           0
1 15561           .
1 15564           0
1 15565           0
1 15566           0
1 15567           0
1 15568           .
1 15571    3.294566
1 15572           0
1 15573           0
1 15574           0
1 15575           .
1 15578           0
1 15579           0
1 15580           0
1 15581   -.4206432
1 15582           .
1 15585  -18.140623
1 15586    8.659522
1 15587           0
1 15588           0
1 15589           .
1 15592           0
1 15593           0
1 15594   -43.50762
1 15595    41.32888
1 15596           .
1 15599           0
1 15600           0
1 15601   -5.218576
1 15602           0
1 15603           .
1 15606    3.448618
1 15607           0
1 15608    -5.31732
1 15609   28.741373
1 15610           .
1 15613           0
1 15614  -2.1932256
1 15615           0
1 15616           0
1 15617           .
1 15620    -8.45006
1 15621   .12869513
1 15622           0
1 15623           0
1 15624           .
1 15627   1.5603795
1 15628           0
1 15629   -1.651412
1 15630   -7.280721
1 15631           .
1 15634           0
1 15635   -5.406724
1 15636           0
1 15637  -1.6691307
1 15638           .
1 15641           0
1 15642           0
1 15643           0
1 15644           0
1 15645           .
1 15648   -1.667577
1 15649           0
1 15650           0
1 15651           0
1 15652           .
1 15655           0
1 15656           0
1 15657    3.283286
1 15658  -23.117527
1 15659           .
1 15662    1.301069
1 15663   .08591531
1 15664  -4.1457815
1 15665           0
1 15666           .
1 15669           0
1 15670           0
1 15671           0
1 15672           0
1 15673           .
1 15676           0
1 15677           0
1 15678           0
1 15679           0
1 15680           .
1 15683   15.984584
1 15684  -14.513502
1 15685           0
1 15686    5.518949
1 15687           .
1 15690   -6.990031
1 15691   -2.672956
1 15692    6.887517
1 15693    -2.74348
1 15694           .
1 15697   .03973988
1 15698           0
1 15699  -16.285673
1 15700  -2.3200555
1 15701           .
1 15704           0
1 15705           0
2 14612           .
2 14613           .
2 14614           .
2 14615           .
2 14616           .
2 14619           .
2 14620           .
2 14621           .
2 14622           .
2 14623           .
2 14626           .
2 14627           .
2 14628           .
2 14629           .
2 14630           .
2 14633           .
2 14634           .
2 14635           .
2 14636           .
2 14637           .
2 14640           .
2 14641           .
2 14642           .
2 14643           .
2 14644           .
2 14647           .
2 14648           .
2 14649           .
2 14650           .
2 14651           .
2 14654           .
2 14655           .
2 14656           .
2 14657           .
2 14658           .
2 14661           .
2 14662           .
2 14663           .
2 14664           .
2 14665           .
2 14668           .
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2 14670           .
2 14671           .
2 14672           .
2 14675           .
2 14676           .
2 14677           .
2 14678           .
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2 14682           .
2 14683           .
2 14684           .
2 14685           .
2 14686           .
2 14689           .
2 14690           .
2 14691           .
2 14692           .
2 14693           .
2 14696           .
2 14697           .
2 14698           .
2 14699           .
2 14700           .
2 14703           .
2 14704           .
2 14705           .
2 14706           .
2 14707           .
2 14710           .
2 14711           .
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2 14714           .
2 14717           .
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2 14720           .
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2 14724           .
2 14725           .
2 14726           .
2 14727           .
2 14728           .
2 14731           .
2 14732           .
2 14733           .
2 14734           .
2 14735           .
2 14738           .
2 14739           .
2 14740           .
2 14741           .
2 14742           .
2 14745           .
2 14746           .
2 14747           .
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2 14752           .
2 14753           .
2 14754           .
2 14755           .
2 14756           .
2 14759           .
2 14760           .
2 14761           .
2 14762           .
2 14763           .
2 14766           .
2 14767           .
2 14768           .
2 14769           .
2 14770           .
2 14773           .
2 14774           .
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2 14776           .
2 14777           .
2 14780           .
2 14781           .
2 14782           .
2 14783           .
2 14784           .
2 14787           .
2 14788           .
2 14789           .
2 14790           .
2 14791           .
2 14794           .
2 14795           .
2 14796           .
2 14797           .
2 14798           .
2 14801           .
2 14802           .
2 14803           .
2 14804           .
2 14805           .
2 14808           .
2 14809           .
2 14810           .
2 14811           .
2 14812           .
2 14815           .
2 14816           .
2 14817           .
2 14818           .
2 14819           .
2 14822           .
2 14823           .
2 14824           .
2 14825           .
2 14826           .
2 14829           .
2 14830           .
2 14831           .
2 14832           .
2 14833           .
2 14836           .
2 14837           .
2 14838           .
2 14839           .
2 14840           .
2 14843           .
2 14844           .
2 14845           .
2 14846           .
2 14847           .
2 14850           .
2 14851           .
2 14852           .
2 14853           .
2 14854           .
2 14857           .
2 14858           .
2 14859           .
2 14860           .
2 14861           .
2 14864           .
2 14865           .
2 14866           .
2 14867           .
2 14868           .
2 14871           .
2 14872           .
2 14873           .
2 14874           .
2 14875           .
2 14878           .
2 14879           .
2 14880           .
2 14881           .
2 14882           .
2 14885           .
2 14886           .
2 14887           .
2 14888           .
2 14889           .
2 14892           .
2 14893           .
2 14894           .
2 14895           .
2 14896           .
2 14899           .
2 14900           .
2 14901           .
2 14902           .
2 14903           .
2 14906           .
2 14907           .
2 14908           .
2 14909           .
2 14910           .
2 14913           .
2 14914           .
2 14915           .
end
format %td Date
label values FI FI
label def FI 1 "786 PA Equity", modify
label def FI 2 "AAYAN KK Equity", modify
Regards