https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530374#M16389 <P>Thank you for replying. Strictly more than 2.</P> Sat, 26 Jan 2019 20:54:45 GMT Xusheng 2019-01-26T20:54:45Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530372#M16387 <PRE><CODE class=" language-sas">data have; input date ：ddmmyy10. interval price_oil return_oil volat_oil price_gas return_gas volat_gas price_cad return_cad volat_cad; datalines; 06/09/2012 1 95.85 0 0 2.7997 0.008929927 0.008929927 1.008715304 -0.004035101 0.004035101 06/09/2012 2 95.82 -0.031303804 0.031303804 2.7995 -0.007143878 0.007143878 1.00879671 0.00806994 0.00806994 06/09/2012 3 95.8 -0.020874648 0.020874648 2.79845 -0.037513733 0.037513733 1.008745828 -0.005043909 0.005043909 06/09/2012 4 95.83 0.031310338 0.031310338 2.7995 0.037513733 0.037513733 1.008796709 0.005043859 0.005043859 06/09/2012 5 95.85 0.020868114 0.020868114 2.80075 0.044640865 0.044640865 1.008796711 1.98E-07 1.98E-07 06/09/2012 6 95.88 0.031294008 0.031294008 2.8005 -0.008926579 0.008926579 1.009219222 0.041873902 0.041873902 06/09/2012 7 95.86 -0.020861583 0.020861584 2.79945 -0.037500335 0.037500335 1.009494297 0.027252505 0.027252505 06/09/2012 8 95.9 0.041718816 0.041718816 2.7985 -0.033940997 0.033940997 1.009494297 0 0 06/09/2012 9 95.95 0.052124056 0.052124056 2.79965 0.041085002 0.041085002 1.009687961 0.01918237 0.01918237 06/09/2012 10 95.94 -0.010422638 0.010422638 2.8004 0.026785475 0.026785475 1.009713447 0.002524164 0.002524164 06/09/2012 11 95.97 0.031264656 0.031264656 2.8004 0 0 1.009840904 0.01262229 0.01262229 06/09/2012 12 95.92 -0.052113191 0.052113191 2.80145 0.037487616 0.037487616 1.009687959 -0.015146602 0.015146602 06/09/2012 13 95.98 0.062532571 0.062532571 2.80165 0.007138905 0.007138905 1.009963291 0.027265302 0.027265302 06/09/2012 14 95.98 0 0 2.79935 -0.082128196 0.082128196 1.009861299 -0.010099095 0.010099095 06/09/2012 15 96.05 0.072905278 0.072905278 2.79935 0 0 1.009769525 -0.009088245 0.009088245 06/09/2012 16 96.04 -0.010411786 0.010411786 2.8003 0.033930692 0.033930692 1.009687961 -0.008077813 0.008077813 06/09/2012 17 96.1 0.062454462 0.062454462 2.79945 -0.030358498 0.030358498 1.009993894 0.030295217 0.030295217 06/09/2012 18 96.12 0.020809489 0.020809489 2.7994 -0.001786081 0.001786081 1.009983693 -0.001010011 0.001010011 06/09/2012 19 96.11 -0.010404203 0.010404203 2.79845 -0.033941603 0.033941603 1.010085708 0.010100148 0.010100148 06/09/2012 20 96.1 -0.010405286 0.010405286 2.79945 0.035727684 0.035727684 1.010396988 0.03081239 0.03081239 06/09/2012 21 96.06 -0.041631974 0.041631974 2.7955 -0.141198783 0.141198783 1.010004095 -0.038892526 0.038892526 06/09/2012 22 96 -0.062480477 0.062480477 2.7965 0.03576538 0.03576538 1.00966757 -0.033324724 0.033324724 06/09/2012 23 95.98 -0.020835504 0.020835504 2.79545 -0.037553984 0.037553984 1.009764425 0.009592252 0.009592252 06/09/2012 24 95.95 -0.031261398 0.031261398 2.79545 0 0 1.009784818 0.00201956 0.00201956 06/09/2012 25 96 0.052096901 0.052096901 2.79555 0.003577178 0.003577178 1.010004095 0.021712913 0.021712913 06/09/2012 26 95.95 -0.052096901 0.052096901 2.79355 -0.071567876 0.071567876 1.009891896 -0.011109433 0.011109433 06/09/2012 27 95.95 0 0 2.7937 0.005369368 0.005369368 1.010075506 0.018179551 0.018179551 06/09/2012 28 95.99 0.041679692 0.041679692 2.79235 -0.048334692 0.048334692 1.010116318 0.004040408 0.004040408 06/09/2012 29 96.04 0.052075198 0.052075198 2.79235 0 0 1.009789918 -0.032318382 0.032318382 06/09/2012 30 96 -0.041657989 0.041657989 2.79145 -0.032236112 0.032236112 1.010080608 0.028783083 0.028783083 06/09/2012 31 96.1 0.104112451 0.104112451 2.7896 -0.066295771 0.066295771 1.009886796 -0.019189666 0.019189666 06/09/2012 32 96.2 0.10400417 0.10400417 2.7874 -0.078895468 0.078895468 1.010080608 0.019189666 0.019189666 06/09/2012 33 96.26 0.06235062 0.06235062 2.7885 0.039455514 0.039455514 1.010233671 0.015152346 0.015152346 06/09/2012 34 96.28 0.020774904 0.020774904 2.78945 0.034062694 0.034062694 1.010407198 0.017175442 0.017175442 06/09/2012 35 96.24 -0.041554125 0.041554125 2.7903 0.030467315 0.030467315 1.01054504 0.013641292 0.013641292 06/09/2012 36 96.44 0.207598165 0.207598165 2.79045 0.005375622 0.005375622 1.010820842 0.027288677 0.027288677 06/09/2012 37 96.52 0.082918744 0.082918744 2.78955 -0.032258065 0.032258065 1.011245048 0.041957684 0.041957684 06/09/2012 38 96.49 -0.031086472 0.031086473 2.78745 -0.07530931 0.07530931 1.01130641 0.006067781 0.006067781 06/09/2012 39 96.54 0.05180542 0.05180542 2.7875 0.001793738 0.001793738 1.011260387 -0.00455095 0.00455095 06/09/2012 40 96.51 -0.031080031 0.031080031 2.78755 0.001793706 0.001793706 1.011311523 0.005056532 0.005056532 06/09/2012 41 96.45 -0.062189057 0.062189057 2.78855 0.035867363 0.035867363 1.011464959 0.015170831 0.015170831 06/09/2012 42 96.54 0.093269088 0.093269088 2.7864 -0.07713074 0.07713074 1.011362662 -0.010114258 0.010114258 06/09/2012 43 96.47 -0.072535105 0.072535105 2.7823 -0.147251629 0.147251629 1.011209259 -0.015169053 0.015169053 06/09/2012 44 96.45 -0.020733983 0.020733983 2.7845 0.079040027 0.079040027 1.01148542 0.027306247 0.027306247 06/09/2012 45 96.5 0.051826899 0.051826899 2.78345 -0.037715856 0.037715856 1.011250162 -0.023261419 0.023261419 06/09/2012 46 96.52 0.020723241 0.020723241 2.7853 0.066442202 0.066442202 1.011250163 9.89E-08 9.89E-08 06/09/2012 47 96.45 -0.072550141 0.072550141 2.7847 -0.021543986 0.021543986 1.011117239 -0.013145386 0.013145386 06/09/2012 48 96.44 -0.010368604 0.010368604 2.78445 -0.008978031 0.008978031 1.010841276 -0.027296554 0.027296554 06/09/2012 49 96.38 -0.06223421 0.06223421 2.7856 0.041292269 0.041292269 1.010723782 -0.011624063 0.011624063 06/09/2012 50 96.4 0.02074904 0.02074904 2.78245 -0.113145548 0.113145548 1.010728891 0.000505429 0.000505429 06/09/2012 51 96.39 -0.010373982 0.010373982 2.78335 0.032340365 0.032340365 1.010810624 0.008086263 0.008086263 06/09/2012 52 96.45 0.062227756 0.062227756 2.78635 0.107725741 0.107725741 1.010800406 -0.001010926 0.001010926 06/09/2012 53 96.44 -0.010368604 0.010368604 2.78855 0.078925187 0.078925187 1.010958797 0.015668681 0.015668681 06/09/2012 54 96.42 -0.020740434 0.020740434 2.7856 -0.105845744 0.105845744 1.010800407 -0.015668582 0.015668582 06/09/2012 55 96.31 -0.11414934 0.114149341 2.78545 -0.005384981 0.005384981 1.010708461 -0.009096769 0.009096769 06/09/2012 56 96.37 0.062279429 0.062279429 2.7863 0.030511061 0.030511061 1.010938355 0.022743241 0.022743241 06/09/2012 57 96.31 -0.062279429 0.062279429 2.7865 0.00717772 0.00717772 1.010841276 -0.009603272 0.009603272 06/09/2012 58 96.34 0.031144563 0.031144563 2.78535 -0.041278929 0.04127893 1.010718676 -0.012129247 0.012129247 06/09/2012 59 96.34 0 0 2.78555 0.007180168 0.007180168 1.010769756 0.005053702 0.005053702 06/09/2012 60 96.33 -0.010380443 0.010380443 2.7856 0.001794962 0.001794962 1.010733999 -0.003537663 0.003537664 06/09/2012 61 96.35 0.020759809 0.020759809 2.78735 0.062803365 0.062803365 1.011117239 0.037909763 0.037909763 06/09/2012 62 96.38 0.031131635 0.031131635 2.7855 -0.06639332 0.06639332 1.010902588 -0.021231345 0.021231345 06/09/2012 63 96.39 0.010375058 0.010375058 2.7885 0.107642637 0.107642637 1.011045677 0.014153626 0.014153626 06/09/2012 64 96.39 0 0 2.78655 -0.069954532 0.069954532 1.011188808 0.014155678 0.014155678 06/09/2012 65 96.43 0.041489473 0.041489473 2.78755 0.035880232 0.035880232 1.01148542 0.029328747 0.029328747 06/09/2012 66 96.45 0.020738283 0.020738283 2.7885 0.0340743 0.0340743 1.011526347 0.004046146 0.004046146 06/09/2012 67 96.56 0.113983744 0.113983744 2.7906 0.075280963 0.075280963 1.011915306 0.038445241 0.038445241 06/09/2012 68 96.5 -0.062156844 0.062156844 2.7904 -0.007167174 0.007167174 1.012017714 0.010119703 0.010119703 06/09/2012 69 96.46 -0.04145937 0.04145937 2.78955 -0.030466223 0.030466223 1.011823156 -0.019226611 0.019226611 06/09/2012 70 96.48 0.020731834 0.020731834 2.7895 -0.00179242 0.00179242 1.01204844 0.022262677 0.022262677 06/09/2012 71 96.48 0 0 2.7884 -0.039441367 0.039441367 1.011986989 -0.006072078 0.006072078 06/09/2012 72 96.46 -0.020731834 0.020731834 2.7896 0.043026175 0.043026175 1.012366055 0.037450533 0.037450533 06/09/2012 73 96.48 0.020731834 0.020731834 2.7904 0.028673835 0.028673835 1.012289194 -0.007592502 0.007592503 06/09/2012 74 96.45 -0.031099363 0.031099363 2.7865 -0.139862671 0.139862671 1.012258455 -0.00303658 0.00303658 06/09/2012 75 96.4 -0.051853774 0.051853774 2.7896 0.111188835 0.111188835 1.011802681 -0.045035597 0.045035597 06/09/2012 76 96.47 0.072587757 0.072587757 2.7835 -0.218908774 0.218908774 1.012002351 0.019732089 0.019732089 06/09/2012 77 96.5 0.031092916 0.031092916 2.7856 0.075416139 0.075416139 1.011961387 -0.004047849 0.004047849 06/09/2012 78 96.48 -0.020727537 0.020727537 2.7846 -0.035905354 0.035905354 1.012150875 0.018723023 0.018723023 06/09/2012 79 96.51 0.031089694 0.031089694 2.7833 -0.046696242 0.046696242 1.011731024 -0.041489625 0.041489625 06/09/2012 80 96.45 -0.062189057 0.062189057 2.7836 0.010777991 0.010777991 1.012038198 0.030356574 0.030356574 06/09/2012 81 96.46 0.010367529 0.010367529 2.7837 0.003592406 0.003592406 1.011976749 -0.006071941 0.006071941 06/09/2012 82 96.38 -0.082970343 0.082970343 2.78335 -0.012573984 0.012573984 1.012079168 0.010120175 0.010120175 06/09/2012 83 96.44 0.06223421 0.06223421 2.78245 -0.032340365 0.032340365 1.012386554 0.030367123 0.030367123 06/09/2012 84 96.41 -0.031112264 0.031112264 2.78455 0.075444588 0.075444588 1.012863368 0.047086881 0.047086881 06/09/2012 85 96.38 -0.031121946 0.031121946 2.7836 -0.034122644 0.034122644 1.013017276 0.015194182 0.015194182 06/09/2012 86 96.29 -0.093423996 0.093423996 2.7935 0.355023593 0.355023593 1.012847979 -0.01671355 0.01671355 06/09/2012 87 96.2 -0.093511358 0.093511358 2.8015 0.285969811 0.285969811 1.013243121 0.039005404 0.039005404 06/09/2012 88 96.28 0.083125524 0.083125524 2.80745 0.212161001 0.212161001 1.014173072 0.091737559 0.091737559 06/09/2012 89 96.37 0.093433695 0.093433695 2.81145 0.142376646 0.142376646 1.014286226 0.011156596 0.011156596 06/09/2012 90 96.34 -0.031134866 0.031134866 2.8084 -0.108543833 0.108543833 1.014188512 -0.009634185 0.009634185 06/09/2012 91 96.15 -0.197412917 0.197412917 2.80645 -0.06945867 0.06945867 1.014291368 0.01014119 0.01014119 06/09/2012 92 95.96 -0.197803406 0.197803406 2.80065 -0.206880636 0.206880636 1.01392114 -0.036507812 0.036507812 06/09/2012 93 96.12 0.16659729 0.16659729 2.7995 -0.041070329 0.041070329 1.014502313 0.057302879 0.057302879 06/09/2012 94 95.87 -0.260430378 0.260430378 2.7975 -0.07146686 0.07146686 1.013854323 -0.063893105 0.063893106 06/09/2012 95 95.74 -0.135692312 0.135692313 2.7996 0.075038863 0.075038863 1.013345768 -0.050173144 0.050173144 06/09/2012 96 95.86 0.125260977 0.125260977 2.7975 -0.075038863 0.075038863 1.013607686 0.025843564 0.025843564 06/09/2012 97 96.04 0.187597762 0.187597762 2.7745 -0.825561042 0.825561042 1.013756682 0.014698493 0.014698493 06/09/2012 98 96.21 0.176853102 0.176853102 2.78245 0.286128377 0.286128377 1.014332522 0.056786409 0.056786409 06/09/2012 99 96.11 -0.103993354 0.103993354 2.77855 -0.140262566 0.140262566 1.01410108 -0.022819727 0.022819727 06/09/2012 100 96.92 0.839252711 0.839252711 2.7813 0.09892354 0.09892354 1.014584659 0.047674117 0.047674117 06/09/2012 101 96.88 -0.04127967 0.04127967 2.7766 -0.169128668 0.169128668 1.014275937 -0.030433092 0.030433092 06/09/2012 102 96.71 -0.175628952 0.175628952 2.7735 -0.111709711 0.111709711 1.014322232 0.004564285 0.004564285 06/09/2012 103 96.87 0.165306371 0.165306371 2.76655 -0.250900394 0.250900394 1.014785427 0.045654996 0.045654996 06/09/2012 104 97.36 0.504557524 0.504557524 2.77265 0.2202485 0.2202485 1.015285121 0.049229226 0.049229226 06/09/2012 105 97.11 -0.257109207 0.257109207 2.7766 0.142361604 0.142361604 1.014661868 -0.061405842 0.061405842 06/09/2012 106 97.06 -0.051501263 0.051501263 2.7726 -0.14416495 0.14416495 1.01476998 0.01065446 0.01065446 06/09/2012 107 97.01 -0.0515278 0.0515278 2.7835 0.392362052 0.392362052 1.014538337 -0.022829749 0.022829749 06/09/2012 108 97.11 0.103029063 0.103029063 2.78525 0.062850732 0.062850732 1.014347968 -0.018765862 0.018765862 06/09/2012 109 97.32 0.216016131 0.216016131 2.79345 0.293975511 0.293975511 1.01470305 0.03499981 0.03499981 06/09/2012 110 97.23 -0.092521209 0.092521209 2.7955 0.073359042 0.073359042 1.014842069 0.013699474 0.013699474 06/09/2012 111 97.03 -0.205909678 0.205909678 2.80955 0.501334669 0.501334669 1.01477513 -0.006596219 0.006596219 06/09/2012 112 97 -0.030923053 0.030923053 2.8095 -0.00177966 0.00177966 1.015017183 0.023850026 0.023850026 06/09/2012 113 97.05 0.051533111 0.051533111 2.8036 -0.210222593 0.210222593 1.015465543 0.044162898 0.044162898 06/09/2012 114 97.1 0.051506568 0.051506568 2.82555 0.779873027 0.779873027 1.015563514 0.009647474 0.009647474 06/09/2012 115 97.14 0.041186162 0.041186162 2.8133 -0.434486439 0.434486439 1.016637272 0.105674411 0.105674411 06/09/2012 116 97.24 0.102891253 0.102891253 2.7925 -0.742091957 0.742091957 1.017578675 0.092556798 0.092556798 06/09/2012 117 97.36 0.123329923 0.123329923 2.8017 0.328912384 0.328912384 1.01811222 0.052419109 0.052419109 06/09/2012 118 97.39 0.030808729 0.030808729 2.7835 -0.651724716 0.651724716 1.018869464 0.074349617 0.074349617 06/09/2012 119 97.34 -0.051353157 0.051353157 2.78945 0.213531514 0.213531514 1.018957711 0.008660892 0.008660892 06/09/2012 120 97.37 0.030815059 0.030815059 2.78445 -0.179407644 0.179407644 1.018464769 -0.048388836 0.048388836 06/09/2012 121 97.07 -0.308578727 0.308578727 2.7795 -0.177931193 0.177931193 1.018055214 -0.040221064 0.040221064 06/09/2012 122 96.98 -0.092759605 0.092759605 2.80455 0.897204289 0.897204289 1.017920494 -0.01323395 0.01323395 06/09/2012 123 96.99 0.010310873 0.010310873 2.8146 0.357705728 0.357705728 1.017951581 0.003053925 0.003053925 06/09/2012 124 96.94 -0.051564999 0.051564999 2.82745 0.455508981 0.455508981 1.017454434 -0.048849862 0.048849862 06/09/2012 125 97.16 0.226687372 0.226687372 2.83345 0.211980507 0.211980507 1.017920494 0.045795937 0.045795937 06/09/2012 126 97.13 -0.030881672 0.030881672 2.8376 0.146357403 0.146357403 1.017682232 -0.02340943 0.02340943 06/09/2012 127 96.91 -0.226757467 0.226757467 2.8336 -0.141063643 0.141063643 1.017972304 0.028499138 0.028499138 06/09/2012 128 96.89 -0.020639835 0.020639835 2.82955 -0.143029964 0.143029964 1.018060395 0.008653201 0.008653201 06/09/2012 129 96.83 -0.061945077 0.061945077 2.8316 0.072423451 0.072423451 1.017930857 -0.012724858 0.012724858 06/09/2012 130 96.88 0.051623562 0.051623562 2.8275 -0.144899391 0.144899391 1.017894591 -0.003562781 0.003562781 06/09/2012 131 96.84 -0.041296717 0.041296718 2.82755 0.001768331 0.001768331 1.017863509 -0.003053604 0.003053605 06/09/2012 132 96.82 -0.020654756 0.020654756 2.8366 0.319553956 0.319553956 1.017765094 -0.0096692 0.0096692 06/09/2012 133 96.8 -0.020659023 0.020659023 2.83755 0.033485192 0.033485192 1.018257357 0.048355362 0.048355362 06/09/2012 134 96.81 0.010330045 0.010330045 2.8354 -0.07579831 0.07579831 1.018158866 -0.009673023 0.009673023 06/09/2012 135 96.81 0 0 2.8433 0.278232874 0.278232874 1.01795158 -0.020360978 0.020360978 06/09/2012 136 96.76 -0.051660899 0.051660899 2.8446 0.045711072 0.045711072 1.017961942 0.001017921 0.001017921 06/09/2012 137 96.83 0.072317788 0.072317788 2.8395 -0.179447982 0.179447982 1.017961943 1.47E-07 1.47E-07 06/09/2012 138 96.83 0 0 2.83835 -0.040508292 0.040508292 1.018065577 0.01018002 0.01018002 06/09/2012 139 96.74 -0.092989623 0.092989623 2.83335 -0.176314026 0.176314026 1.018252173 0.018326806 0.018326806 06/09/2012 140 96.87 0.134290604 0.134290604 2.83965 0.222104798 0.222104798 1.018376608 0.012219704 0.012219704 06/09/2012 141 96.59 -0.289465725 0.289465725 2.8455 0.205799392 0.205799392 1.018189967 -0.018328986 0.018328986 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1.022097759 0.030658225 0.030658225 09/09/2012 248 96.35 -0.010378289 0.010378289 2.6633 -0.039417004 0.039417004 1.022254487 0.015332778 0.015332778 09/09/2012 249 96.35 0 0 2.6635 0.007509199 0.007509199 1.022113432 -0.013799424 0.013799424 09/09/2012 250 96.39 0.041506694 0.041506694 2.6636 0.003754388 0.003754388 1.022003748 -0.010731674 0.010731674 09/09/2012 251 96.37 -0.020751193 0.020751193 2.6636 0 0 1.021878423 -0.012263427 0.012263427 09/09/2012 252 96.36 -0.010377212 0.010377212 2.6636 0 0 1.022003746 0.012263231 0.012263231 09/09/2012 253 96.35 -0.010378289 0.010378289 2.6636 0 0 1.021847095 -0.015329005 0.015329005 09/09/2012 254 96.33 -0.020759809 0.020759809 2.6625 -0.041306022 0.041306022 1.022165666 0.031171136 0.031171136 09/09/2012 255 96.3 -0.031147797 0.031147797 2.6625 0 0 1.022338093 0.016867369 0.016867369 09/09/2012 256 96.34 0.04152824 0.04152824 2.6635 0.037551634 0.037551634 1.022583769 0.024027911 0.024027911 09/09/2012 257 96.33 -0.010380443 0.010380443 2.6635 0 0 1.022651743 0.006647059 0.006647059 09/09/2012 258 96.31 -0.02076412 0.02076412 2.66575 0.084439654 0.084439654 1.02282956 0.017386324 0.017386324 09/09/2012 259 96.34 0.031144563 0.031144563 2.6634 -0.088194183 0.088194183 1.022630825 -0.019431762 0.019431762 09/09/2012 260 96.34 0 0 2.6634 0 0 1.022772024 0.013806425 0.013806425 09/09/2012 261 96.35 0.010379366 0.010379366 2.6634 0 0 1.022730182 -0.004091122 0.004091123 09/09/2012 262 96.31 -0.041523929 0.041523929 2.6634 0 0 1.022735412 0.000511424 0.000511424 09/09/2012 263 96.34 0.031144563 0.031144563 2.6634 0 0 1.022730183 -0.000511326 0.000511326 09/09/2012 264 96.34 0 0 2.6636 0.007508917 0.007508917 1.022745872 0.001534068 0.001534068 09/09/2012 265 96.27 -0.072685741 0.072685741 2.6636 0 0 1.022683115 -0.006136317 0.006136317 09/09/2012 266 96.2 -0.072738612 0.072738612 2.6636 0 0 1.022421712 -0.025563775 0.025563775 09/09/2012 267 96.26 0.06235062 0.06235062 2.6636 0 0 1.022411259 -0.001022431 0.001022431 09/09/2012 268 96.28 0.020774904 0.020774904 2.6636 0 0 1.022400806 -0.001022392 0.001022392 09/09/2012 269 96.28 0 0 2.6636 0 0 1.02242694 0.002556108 0.002556108 09/09/2012 270 96.28 0 0 2.6647 0.041288967 0.041288967 1.022437396 0.001022708 0.001022708 09/09/2012 271 96.28 0 0 2.6647 0 0 1.022594224 0.015337416 0.015337416 09/09/2012 272 96.29 0.010385834 0.010385834 2.6647 0 0 1.022531486 -0.00613532 0.00613532 09/09/2012 273 96.29 0 0 2.66655 0.069402113 0.069402113 1.022526259 -0.000511233 0.000511233 09/09/2012 274 96.25 -0.041549808 0.041549808 2.66655 0 0 1.022327641 -0.019426082 0.019426082 09/09/2012 275 96.27 0.020777062 0.020777062 2.66655 0 0 1.02231719 -0.001022329 0.001022329 09/09/2012 276 96.27 0 0 2.66655 0 0 1.022317188 -1.47E-07 1.47E-07 09/09/2012 277 96.25 -0.020777062 0.020777062 2.6655 -0.039384477 0.039384477 1.022332866 0.001533563 0.001533563 09/09/2012 278 96.24 -0.01039015 0.01039015 2.6655 0 0 1.022296286 -0.003578204 0.003578204 09/09/2012 279 96.3 0.062324714 0.062324714 2.6655 0 0 1.022270163 -0.002555309 0.00255531 09/09/2012 280 96.28 -0.020770589 0.020770589 2.6655 0 0 1.022238815 -0.003066604 0.003066604 09/09/2012 281 96.26 -0.020774904 0.020774904 2.6657 0.007503001 0.007503001 1.022191791 -0.004600205 0.004600205 09/09/2012 282 96.25 -0.010389071 0.010389071 2.6665 0.030006377 0.030006377 1.022233589 0.004089022 0.004089022 09/09/2012 283 96.29 0.041549808 0.041549808 2.66555 -0.035633575 0.035633575 1.022233586 -3.42E-07 3.42E-07 09/09/2012 284 96.29 0 0 2.6656 0.001875768 0.001875768 1.022040304 -0.018909599 0.018909599 09/09/2012 285 96.35 0.062292361 0.062292361 2.66745 0.069378689 0.069378689 1.022092535 0.005110333 0.005110333 09/09/2012 286 96.35 0 0 2.66655 -0.033745782 0.033745782 1.022186563 0.009199135 0.009199135 09/09/2012 287 96.37 0.0207555 0.0207555 2.66655 0 0 1.022207462 0.002044518 0.002044518 09/09/2012 288 96.34 -0.031134866 0.031134866 2.6654 -0.043136189 0.043136189 1.022327639 0.011755924 0.011755924 10/09/2012 1 96.31 -0.031144563 0.031144563 2.6666 0.045011254 0.045011254 1.022390353 0.006134245 0.006134245 10/09/2012 2 96.34 0.031144563 0.031144563 2.66655 -0.001875064 0.001875065 1.022385125 -0.000511352 0.000511352 10/09/2012 3 96.32 -0.020761964 0.020761964 2.6653 -0.046888042 0.046888042 1.022390353 0.000511352 0.000511352 10/09/2012 4 96.35 0.03114133 0.03114133 2.66735 0.076884855 0.076884855 1.022453075 0.006134651 0.006134651 10/09/2012 5 96.36 0.010378289 0.010378289 2.66735 0 0 1.022432167 -0.002044858 0.002044858 10/09/2012 6 96.36 0 0 2.66735 0 0 1.022662198 0.022495881 0.022495881 10/09/2012 7 96.36 0 0 2.66665 -0.026246719 0.026246719 1.022688344 0.002556628 0.002556628 10/09/2012 8 96.27 -0.093443396 0.093443396 2.66855 0.071225074 0.071225074 1.022677887 -0.001022555 0.001022555 10/09/2012 9 96.29 0.020772746 0.020772746 2.6676 -0.035606196 0.035606196 1.022604681 -0.007158473 0.007158473 10/09/2012 10 96.29 0 0 2.6664 -0.044994376 0.044994377 1.022562853 -0.004090472 0.004090472 10/09/2012 11 96.21 -0.083116888 0.083116888 2.66555 -0.03188327 0.03188327 1.022489664 -0.007157665 0.007157665 10/09/2012 12 96.23 0.0207857 0.0207857 2.6645 -0.039399256 0.039399256 1.022594227 0.01022584 0.01022584 10/09/2012 13 96.19 -0.04157572 0.04157572 2.66555 0.039399256 0.039399256 1.022531485 -0.006135809 0.006135809 10/09/2012 14 96.26 0.072746171 0.072746171 2.6695 0.148077365 0.148077365 1.022594223 0.006135369 0.006135369 10/09/2012 15 96.23 -0.031170451 0.031170451 2.6665 -0.11244379 0.11244379 1.022552397 -0.004090269 0.004090269 10/09/2012 16 96.24 0.01039123 0.01039123 2.6705 0.149896974 0.149896974 1.02252103 -0.003067518 0.003067518 10/09/2012 17 96.27 0.031167212 0.031167212 2.66865 -0.069299423 0.069299423 1.022583766 0.006135187 0.006135187 10/09/2012 18 96.24 -0.031167212 0.031167212 2.66835 -0.011242271 0.011242271 1.02260991 0.002556677 0.002556677 10/09/2012 19 96.16 -0.083160088 0.083160088 2.66665 -0.063730087 0.063730087 1.022500118 -0.010737026 0.010737026 10/09/2012 20 96.11 -0.052010195 0.052010195 2.66645 -0.007500328 0.007500328 1.022149996 -0.034247669 0.034247669 10/09/2012 21 96.13 0.020807324 0.020807324 2.6654 -0.039385955 0.039385955 1.022144771 -0.00051113 0.00051113 10/09/2012 22 96.13 0 0 2.6654 0 0 1.022040302 -0.01022109 0.01022109 10/09/2012 23 96.15 0.020802996 0.020802996 2.66535 -0.001875909 0.001875909 1.022045526 0.000511084 0.000511084 10/09/2012 24 96.26 0.114339184 0.114339184 2.66535 0 0 1.022186563 0.013798531 0.013798531 10/09/2012 25 96.27 0.010387992 0.010387992 2.66545 0.003751782 0.003751782 1.022583769 0.038850916 0.038850916 10/09/2012 26 96.22 -0.051950752 0.051950752 2.66645 0.037510081 0.037510081 1.022374674 -0.020449755 0.020449756 10/09/2012 27 96.23 0.01039231 0.01039231 2.66865 0.082472686 0.082472686 1.022343317 -0.003067171 0.003067171 10/09/2012 28 96.25 0.02078138 0.02078138 2.6686 -0.001873624 0.001873624 1.022374673 0.003067073 0.003067073 10/09/2012 29 96.28 0.031163975 0.031163975 2.6696 0.037465813 0.037465813 1.022400809 0.00255632 0.00255632 10/09/2012 30 96.25 -0.031163975 0.031163975 2.6696 0 0 1.022291064 -0.010734576 0.010734576 10/09/2012 31 96.24 -0.01039015 0.01039015 2.6674 -0.082443325 0.082443325 1.022233585 -0.005622774 0.005622774 10/09/2012 32 96.24 0 0 2.66345 -0.14819403 0.14819403 1.02222836 -0.000511088 0.000511088 10/09/2012 33 96.15 -0.093559963 0.093559963 2.6645 0.039414785 0.039414785 1.022223135 -0.000511188 0.000511189 10/09/2012 34 96.12 -0.031206117 0.031206117 2.6636 -0.03378315 0.03378315 1.022186563 -0.003577756 0.003577757 10/09/2012 35 96.19 0.07279913 0.07279913 2.6654 0.067554891 0.067554891 1.022228359 0.004088847 0.004088847 10/09/2012 36 96.15 -0.041593013 0.041593013 2.6623 -0.116372932 0.116372932 1.02221791 -0.001022233 0.001022233 10/09/2012 37 96.26 0.114339184 0.114339184 2.6605 -0.067633579 0.067633579 1.022123875 -0.009199538 0.009199538 10/09/2012 38 96.27 0.010387992 0.010387992 2.6595 -0.037593985 0.037593985 1.021967188 -0.015330677 0.015330677 10/09/2012 39 96.3 0.031157501 0.031157501 2.66055 0.039473314 0.039473314 1.021951523 -0.001532889 0.001532889 10/09/2012 40 96.34 0.04152824 0.04152824 2.66165 0.04133629 0.04133629 1.022458301 0.049576998 0.049576998 10/09/2012 41 96.37 0.031134866 0.031134866 2.65945 -0.082689674 0.082689674 1.022531486 0.007157493 0.007157493 10/09/2012 42 96.52 0.155529089 0.155529089 2.66155 0.078932536 0.078932536 1.022385126 -0.014314569 0.014314569 10/09/2012 43 96.51 -0.010361084 0.010361084 2.66455 0.112652797 0.112652797 1.022447847 0.006134633 0.006134633 10/09/2012 44 96.55 0.041437896 0.041437896 2.6654 0.031895234 0.031895234 1.022395578 -0.005112274 0.005112274 10/09/2012 45 96.53 -0.020716801 0.020716801 2.66965 0.159323751 0.159323751 1.022562853 0.016359697 0.016359697 10/09/2012 46 96.49 -0.041446483 0.041446483 2.6705 0.031834312 0.031834312 1.022510575 -0.005112579 0.005112579 10/09/2012 47 96.53 0.041446483 0.041446483 2.6706 0.003744547 0.003744547 1.022740641 0.022497628 0.022497628 10/09/2012 48 96.57 0.041429312 0.041429312 2.66765 -0.110523123 0.110523123 1.022913263 0.016876902 0.016876902 10/09/2012 49 96.49 -0.082875795 0.082875795 2.66655 -0.041243299 0.041243299 1.022944654 0.003068786 0.003068786 10/09/2012 50 96.53 0.041446483 0.041446483 2.66655 0 0 1.022918494 -0.002557405 0.002557405 10/09/2012 51 96.45 -0.082910151 0.082910151 2.6666 0.001875065 0.001875065 1.022960349 0.00409164 0.00409164 10/09/2012 52 96.48 0.031099363 0.031099363 2.66735 0.028121749 0.028121749 1.023138276 0.01739183 0.01739183 10/09/2012 53 96.5 0.020727537 0.020727537 2.66865 0.048725638 0.048725638 1.023133043 -0.000511418 0.000511418 10/09/2012 54 96.5 0 0 2.6697 0.039337998 0.039337998 1.02320632 0.007161764 0.007161764 10/09/2012 55 96.52 0.020723241 0.020723241 2.6686 -0.041211622 0.041211622 1.023730068 0.051173844 0.051173844 10/09/2012 56 96.55 0.031076812 0.031076812 2.6675 -0.041228613 0.041228613 1.023892537 0.015869038 0.015869038 10/09/2012 57 96.49 -0.062163284 0.062163284 2.6684 0.033733766 0.033733766 1.023918746 0.00255966 0.00255966 10/09/2012 58 96.41 -0.082944536 0.082944536 2.6685 0.003747494 0.003747494 1.023714348 -0.019964319 0.019964319 10/09/2012 59 96.46 0.051848397 0.051848397 2.66855 0.001873694 0.001873694 1.023798192 0.008189889 0.008189889 10/09/2012 60 96.45 -0.010367529 0.010367529 2.6675 -0.039354954 0.039354954 1.023840121 0.004095303 0.004095303 10/09/2012 61 96.43 -0.020738283 0.020738283 2.66765 0.005623085 0.005623085 1.023756269 -0.008190237 0.008190237 10/09/2012 62 96.42 -0.010370754 0.010370755 2.66745 -0.007497516 0.007497517 1.023714346 -0.004095102 0.004095102 10/09/2012 63 96.51 0.093298094 0.093298094 2.66845 0.037481962 0.037481962 1.023840121 0.012285339 0.012285339 10/09/2012 64 96.49 -0.020725389 0.020725389 2.6696 0.043086896 0.043086896 1.023892536 0.005119321 0.005119321 10/09/2012 65 96.41 -0.082944536 0.082944536 2.6685 -0.041213166 0.041213166 1.023625274 -0.026105903 0.026105903 10/09/2012 66 96.45 0.041480868 0.041480868 2.66555 -0.110610148 0.110610148 1.023866327 0.023546177 0.023546177 10/09/2012 67 96.39 -0.062227756 0.062227756 2.6714 0.219226425 0.219226425 1.023871569 0.00051198 0.00051198 10/09/2012 68 96.37 -0.020751193 0.020751193 2.6705 -0.033695876 0.033695876 1.023819156 -0.00511923 0.00511923 10/09/2012 69 96.45 0.082978949 0.082978949 2.67265 0.080476877 0.080476877 1.023813916 -0.000511859 0.000511859 10/09/2012 70 96.38 -0.072602814 0.072602814 2.6736 0.03553893 0.03553893 1.023808675 -0.000511862 0.000511862 10/09/2012 71 96.4 0.02074904 0.02074904 2.67745 0.143897017 0.143897017 1.02382964 0.002047676 0.002047676 10/09/2012 72 96.37 -0.031125175 0.031125175 2.6756 -0.069119477 0.069119477 1.023829638 -1.47E-07 1.47E-07 10/09/2012 73 96.35 -0.0207555 0.0207555 2.67635 0.028027168 0.028027168 1.023782471 -0.004607074 0.004607074 10/09/2012 74 96.35 0 0 2.6766 0.009340644 0.009340644 1.023745787 -0.003583198 0.003583198 10/09/2012 75 96.3 -0.051907606 0.051907606 2.6795 0.108287757 0.108287757 1.023986898 0.023549021 0.023549021 10/09/2012 76 96.22 -0.083108253 0.083108253 2.6735 -0.224173455 0.224173455 1.023913504 -0.007167683 0.007167683 10/09/2012 77 96.24 0.02078354 0.02078354 2.6703 -0.119764976 0.119764976 1.023808674 -0.010238694 0.010238694 10/09/2012 78 96.2 -0.041571399 0.0415714 2.6684 -0.07117838 0.07117838 1.02359908 -0.020474134 0.020474134 10/09/2012 79 96.22 0.02078786 0.02078786 2.6654 -0.112490169 0.112490169 1.023431468 -0.016376062 0.016376062 10/09/2012 80 96.21 -0.01039339 0.01039339 2.66835 0.110616369 0.110616369 1.023316262 -0.011257469 0.011257469 10/09/2012 81 96.18 -0.031186652 0.031186652 2.6627 -0.211965827 0.211965827 1.023106872 -0.020463999 0.020463999 10/09/2012 82 96.24 0.062363582 0.062363582 2.6587 -0.150336406 0.150336406 1.023096406 -0.001022968 0.001022968 10/09/2012 83 96.27 0.031167212 0.031167212 2.6595 0.030085368 0.030085368 1.02322203 0.01227805 0.01227805 10/09/2012 84 96.28 0.010386913 0.010386913 2.66065 0.043231864 0.043231864 1.023096406 -0.01227805 0.01227805 10/09/2012 85 96.23 -0.051945355 0.051945355 2.66255 0.071385636 0.071385636 1.02377723 0.066523259 0.066523259 10/09/2012 86 96.19 -0.04157572 0.04157572 2.67955 0.636455978 0.636455978 1.023316266 -0.045035951 0.045035951 10/09/2012 87 96.16 -0.031193138 0.031193138 2.6824 0.106304619 0.106304619 1.023148744 -0.016371841 0.016371841 10/09/2012 88 96.29 0.135100047 0.135100047 2.6766 -0.216458379 0.216458379 1.023682907 0.052194181 0.052194181 10/09/2012 89 96.23 -0.062331188 0.062331188 2.68055 0.147466497 0.147466497 1.023033606 -0.063448066 0.063448066 10/09/2012 90 96.26 0.031170451 0.031170451 2.6686 -0.446800702 0.446800702 1.022918494 -0.011252707 0.011252707 10/09/2012 91 96.36 0.103831387 0.103831387 2.67765 0.338555385 0.338555385 1.022782483 -0.013297202 0.013297203 10/09/2012 92 96.38 0.020753347 0.020753347 2.67455 -0.115840228 0.115840228 1.02318015 0.038873291 0.038873291 10/09/2012 93 96.51 0.134791871 0.134791871 2.6656 -0.335196891 0.335196891 1.022897566 -0.02762202 0.02762202 10/09/2012 94 96.46 -0.051821528 0.051821528 2.66825 0.099365382 0.099365382 1.022688344 -0.0204559 0.0204559 10/09/2012 95 96.38 -0.082970343 0.082970343 2.6826 0.536364667 0.536364667 1.022515802 -0.016872888 0.016872888 10/09/2012 96 96.3 -0.083039241 0.083039241 2.69345 0.403642627 0.403642627 1.022395578 -0.011758309 0.011758309 10/09/2012 97 95.89 -0.426661764 0.426661764 2.7024 0.331736731 0.331736731 1.022197011 -0.019423625 0.019423625 10/09/2012 98 95.6 -0.302888111 0.302888111 2.71145 0.334328008 0.334328008 1.022197011 0 0 10/09/2012 99 95.64 0.041832253 0.041832253 2.70645 -0.184573411 0.184573411 1.02229106 0.0092002 0.0092002 10/09/2012 100 95.61 -0.031372549 0.031372549 2.70845 0.07387025 0.07387025 1.02221791 -0.007155752 0.007155752 10/09/2012 101 95.68 0.073187311 0.073187311 2.71945 0.405313844 0.405313844 1.022207462 -0.001022096 0.001022097 10/09/2012 102 95.72 0.041797284 0.041797284 2.7155 -0.145355549 0.145355549 1.022536712 0.032204567 0.032204567 10/09/2012 103 95.7 -0.020896458 0.020896458 2.71865 0.115933508 0.115933508 1.02250012 -0.003578664 0.003578664 10/09/2012 104 95.65 -0.052260257 0.052260257 2.7244 0.211278682 0.211278682 1.022515801 0.001533582 0.001533582 10/09/2012 105 95.67 0.02090738 0.02090738 2.73445 0.368209837 0.368209837 1.022484436 -0.003067481 0.003067481 10/09/2012 106 95.83 0.167101867 0.167101867 2.72665 -0.28565693 0.28565693 1.022531485 0.004601333 0.004601333 10/09/2012 107 95.9 0.073019353 0.073019353 2.73855 0.435483379 0.435483379 1.02252103 -0.001022419 0.001022419 10/09/2012 108 95.77 -0.135649836 0.135649836 2.7345 -0.147997944 0.147997944 1.022291061 -0.022492923 0.022492923 10/09/2012 109 95.84 0.073065083 0.073065083 2.7305 -0.146386119 0.14638612 1.02260468 0.0306733 0.0306733 10/09/2012 110 95.75 -0.093950631 0.093950631 2.7196 -0.399993194 0.399993194 1.022489662 -0.011248136 0.011248136 10/09/2012 111 95.78 0.031326685 0.031326685 2.71925 -0.012870368 0.012870368 1.02260468 0.011248136 0.011248136 10/09/2012 112 95.91 0.135635683 0.135635683 2.72455 0.194716987 0.194716987 1.022500118 -0.01022554 0.01022554 10/09/2012 113 96.03 0.125039091 0.125039091 2.73055 0.219977724 0.219977724 1.02283479 0.03272535 0.03272535 10/09/2012 114 96.01 -0.020828994 0.020828994 2.72555 -0.18328115 0.18328115 1.023133042 0.029155151 0.029155151 10/09/2012 115 96.18 0.176908314 0.176908314 2.7184 -0.262677068 0.262677068 1.023222028 0.008697024 0.008697024 10/09/2012 116 96.2 0.020792182 0.020792182 2.7045 -0.512641961 0.512641961 1.023363389 0.013814278 0.013814278 10/09/2012 117 96.35 0.155803719 0.155803719 2.7035 -0.036982249 0.036982249 1.023122576 -0.023534293 0.023534293 10/09/2012 118 96.37 0.0207555 0.0207555 2.7136 0.372893678 0.372893678 1.023719588 0.058334983 0.058334983 10/09/2012 119 96.35 -0.0207555 0.0207555 2.7054 -0.302639094 0.302639094 1.024264839 0.053247574 0.053247574 10/09/2012 120 96.32 -0.03114133 0.03114133 2.7217 0.60069094 0.60069094 1.0249052 0.062499549 0.062499549 10/09/2012 121 96.36 0.041519619 0.041519619 2.70945 -0.451102281 0.451102281 1.024553426 -0.034328481 0.034328481 10/09/2012 122 96.31 -0.051902217 0.051902217 2.7086 -0.031376603 0.031376603 1.024479951 -0.007171723 0.007171723 10/09/2012 123 96.31 0 0 2.71845 0.36299687 0.36299687 1.024563922 0.008196164 0.008196164 10/09/2012 124 96.52 0.217808518 0.217808518 2.72255 0.150707619 0.150707619 1.024800167 0.023055396 0.023055396 10/09/2012 125 96.41 -0.114031008 0.114031008 2.72345 0.033051781 0.033051781 1.024710907 -0.00871037 0.00871037 10/09/2012 126 96.17 -0.249247195 0.249247195 2.72245 -0.036724876 0.036724876 1.024527185 -0.017930762 0.017930762 10/09/2012 127 96.2 0.031189895 0.031189895 2.72235 -0.00367323 0.00367323 1.024474705 -0.005122494 0.005122494 10/09/2012 128 96.18 -0.020792182 0.020792182 2.7244 0.07527425 0.07527425 1.024112738 -0.035338204 0.035338204 10/09/2012 129 96.15 -0.031196381 0.031196382 2.72955 0.188854006 0.188854006 1.024091761 -0.002048331 0.002048331 10/09/2012 130 96.2 0.051988564 0.051988564 2.72845 -0.040307806 0.040307806 1.024102251 0.001024366 0.001024366 10/09/2012 131 96.32 0.124662389 0.124662389 2.7275 -0.034824366 0.034824366 1.02420714 0.010241519 0.010241519 10/09/2012 132 96.25 -0.072700839 0.072700839 2.72845 0.034824366 0.034824366 1.024411736 0.019973994 0.019973994 10/09/2012 133 96.26 0.010389071 0.010389071 2.7346 0.22514905 0.22514905 1.024416982 0.000512146 0.000512146 10/09/2012 134 95.99 -0.28088445 0.28088445 2.73025 -0.15919928 0.15919928 1.02431205 -0.010243619 0.010243619 10/09/2012 135 95.94 -0.05210233 0.05210233 2.72845 -0.065949771 0.065949771 1.024296312 -0.001536458 0.001536458 10/09/2012 136 95.9 -0.041701418 0.041701419 2.73055 0.076937172 0.076937172 1.024375007 0.007682492 0.007682492 10/09/2012 137 95.96 0.062545608 0.062545608 2.7325 0.071388696 0.071388696 1.02420714 -0.016388554 0.016388555 10/09/2012 138 95.95 -0.010421552 0.010421552 2.7323 -0.007319573 0.007319573 1.024406488 0.019461698 0.019461698 10/09/2012 139 95.9 -0.052124056 0.052124056 2.73255 0.009149382 0.009149382 1.024375007 -0.003073144 0.003073144 10/09/2012 140 96.06 0.166701435 0.166701435 2.73465 0.076821777 0.076821777 1.024238609 -0.013316079 0.013316079 10/09/2012 141 95.97 -0.093735361 0.093735361 2.7305 -0.151871433 0.151871433 1.024133714 -0.01024179 0.01024179 10/09/2012 142 95.98 0.01041938 0.01041938 2.7224 -0.297089841 0.297089841 1.024123226 -0.001024139 0.001024139 10/09/2012 143 96.02 0.041666667 0.041666667 2.72145 -0.03490177 0.03490177 1.024207139 0.008193356 0.008193356 10/09/2012 144 96.06 0.041649313 0.041649313 2.7166 -0.17837281 0.17837281 1.024196649 -0.001024212 0.001024212 10/09/2012 145 96.07 0.010409619 0.010409619 2.71565 -0.034976299 0.034976299 1.024133716 -0.006144858 0.006144858 10/09/2012 146 96.14 0.072837004 0.072837004 2.7185 0.104892219 0.104892219 1.024117982 -0.001536286 0.001536286 10/09/2012 147 96.15 0.010400957 0.010400957 2.7216 0.113968506 0.113968506 1.02411798 -1.95E-07 1.95E-07 10/09/2012 148 96.17 0.020798669 0.020798669 2.72245 0.031226752 0.031226752 1.024091762 -0.002560089 0.002560089 10/09/2012 149 96.08 -0.093628095 0.093628095 2.7256 0.115637718 0.115637718 1.024049814 -0.004096201 0.004096201 10/09/2012 150 96.09 0.010407452 0.010407452 2.72575 0.005503224 0.005503224 1.02402884 -0.002048164 0.002048164 10/09/2012 151 96.21 0.124805008 0.124805008 2.72635 0.022009868 0.022009868 1.02401311 -0.001536101 0.001536101 10/09/2012 152 96.15 -0.062383034 0.062383034 2.72235 -0.146824039 0.146824039 1.023724826 -0.028156337 0.028156338 10/09/2012 153 96.04 -0.114470068 0.114470068 2.7294 0.258632693 0.258632693 1.023499554 -0.022007602 0.022007602 10/09/2012 154 96.06 0.020822488 0.020822488 2.73465 0.192165211 0.192165211 1.023562411 0.006141192 0.006141192 10/09/2012 155 96.11 0.05203726 0.05203726 2.7335 -0.042061758 0.042061758 1.023620036 0.005629689 0.005629689 10/09/2012 156 95.98 -0.135353241 0.135353241 2.73255 -0.034760019 0.034760019 1.023468128 -0.014841325 0.014841325 10/09/2012 157 96.14 0.166562604 0.166562604 2.73355 0.036589159 0.036589159 1.023572887 0.010235164 0.010235164 10/09/2012 158 96.15 0.010400957 0.010400957 2.73335 -0.007316761 0.007316761 1.023630514 0.005629827 0.005629827 10/09/2012 159 96.2 0.051988564 0.051988564 2.75935 0.94671816 0.94671816 1.02351003 -0.011771004 0.011771004 10/09/2012 160 96.31 0.11427979 0.11427979 2.7585 -0.030809102 0.030809102 1.023557172 0.004605809 0.004605809 10/09/2012 161 96.42 0.114149341 0.114149341 2.7665 0.289592963 0.289592963 1.023557172 0 0 10/09/2012 162 96.53 0.114019188 0.114019188 2.8134 1.681073299 1.681073299 1.023431467 -0.012281944 0.012281944 10/09/2012 163 96.54 0.010358937 0.010358937 2.82545 0.427392761 0.427392761 1.02346289 0.003070359 0.003070359 10/09/2012 164 96.48 -0.062169725 0.062169725 2.82445 -0.035398857 0.035398857 1.023321501 -0.01381572 0.01381572 10/09/2012 165 96.44 -0.041467967 0.041467967 2.81845 -0.212656693 0.212656693 1.02318015 -0.013813964 0.013813964 10/09/2012 166 96.48 0.041467967 0.041467967 2.8144 -0.143799345 0.143799345 1.023127807 -0.005115848 0.005115848 10/09/2012 167 96.46 -0.020731834 0.020731834 2.8165 0.074588435 0.074588435 1.023138277 0.001023327 0.001023327 10/09/2012 168 96.46 0 0 2.82165 0.182684087 0.182684087 1.022970813 -0.016368971 0.016368971 10/09/2012 169 96.52 0.062182612 0.062182612 2.82845 0.240703821 0.240703821 1.022949884 -0.002045974 0.002045974 10/09/2012 170 96.53 0.01036001 0.01036001 2.8254 -0.107891094 0.107891094 1.022981278 0.003068969 0.003068969 10/09/2012 171 96.42 -0.114019188 0.114019188 2.8235 -0.067269736 0.067269737 1.022955117 -0.002557411 0.002557411 10/09/2012 172 96.39 -0.031118718 0.031118718 2.8235 0 0 1.022855714 -0.009717663 0.009717663 10/09/2012 173 96.37 -0.020751193 0.020751193 2.82435 0.03009995 0.03009995 1.022918494 0.006137481 0.006137481 10/09/2012 174 96.38 0.010376135 0.010376135 2.8226 -0.061980363 0.061980363 1.022871409 -0.004603112 0.004603112 10/09/2012 175 96.32 -0.062272965 0.062272965 2.8247 0.074371827 0.074371827 1.02265697 -0.020966612 0.020966612 10/09/2012 176 96.36 0.041519619 0.041519619 2.8266 0.067241168 0.067241168 1.022730183 0.00715884 0.00715884 10/09/2012 177 96.3 -0.062285894 0.062285894 2.82435 -0.079632632 0.079632632 1.022562853 -0.016362448 0.016362448 10/09/2012 178 96.27 -0.031157501 0.031157501 2.8216 -0.097414969 0.097414969 1.022552397 -0.001022534 0.001022534 10/09/2012 179 96.28 0.010386913 0.010386913 2.8235 0.067315019 0.067315019 1.022819098 0.02607849 0.02607849 10/09/2012 180 96.28 0 0 2.8265 0.1061947 0.1061947 1.023002209 0.017901026 0.017901026 10/09/2012 181 96.26 -0.020774904 0.020774904 2.8266 0.003537882 0.003537882 1.022824329 -0.017389549 0.017389549 10/09/2012 182 96.31 0.05192917 0.05192917 2.83465 0.284389682 0.284389682 1.022902797 0.007671356 0.007671356 10/09/2012 183 96.27 -0.041541178 0.041541178 2.8377 0.107539214 0.107539214 1.022923724 0.002045824 0.002045824 10/09/2012 184 96.26 -0.010387991 0.010387992 2.8327 -0.176354448 0.176354448 1.022991743 0.006649248 0.006649248 10/09/2012 185 96.22 -0.04156276 0.04156276 2.84265 0.350639527 0.350639527 1.023002208 0.001022975 0.001022975 10/09/2012 186 96.29 0.072723498 0.072723498 2.8385 -0.146097207 0.146097207 1.023085938 0.008184398 0.008184398 10/09/2012 187 96.25 -0.041549808 0.041549808 2.83535 -0.111035728 0.111035728 1.022986512 -0.009718669 0.009718669 10/09/2012 188 96.24 -0.01039015 0.01039015 2.83445 -0.031747152 0.031747152 1.023106872 0.011764859 0.011764859 10/09/2012 189 96.26 0.020779221 0.020779221 2.8334 -0.037051087 0.037051087 1.023065004 -0.004092374 0.004092374 10/09/2012 190 96.26 0 0 2.8377 0.151646094 0.151646094 1.023023139 -0.00409215 0.00409215 10/09/2012 191 96.28 0.020774904 0.020774904 2.84035 0.093341911 0.093341911 1.022976049 -0.004603179 0.004603179 10/09/2012 192 96.28 0 0 2.84155 0.042239392 0.042239392 1.022860947 -0.011252265 0.011252265 10/09/2012 193 96.28 0 0 2.84245 0.03166784 0.03166784 1.022997015 0.013301754 0.013301754 10/09/2012 194 96.26 -0.020774904 0.020774904 2.8425 0.00175903 0.00175903 1.023075472 0.007669034 0.007669034 10/09/2012 195 96.3 0.041545493 0.041545493 2.8396 -0.102074946 0.102074946 1.022913261 -0.015856441 0.015856441 10/09/2012 196 96.3 0 0 2.8396 0 0 1.02296558 0.005114575 0.005114575 10/09/2012 197 96.3 0 0 2.8396 0 0 1.02291326 -0.005114721 0.005114721 10/09/2012 198 96.3 0 0 2.8396 0 0 1.022808635 -0.010228614 0.010228614 10/09/2012 199 96.3 0 0 2.8396 0 0 1.022808637 1.47E-07 1.47E-07 10/09/2012 200 96.3 0 0 2.8396 0 0 1.022808635 -1.47E-07 1.47E-07 10/09/2012 201 96.3 0 0 2.8396 0 0 1.022860945 0.005114218 0.005114218 10/09/2012 202 96.3 0 0 2.8396 0 0 1.022965582 0.010229264 0.010229264 10/09/2012 203 96.3 0 0 2.8396 0 0 1.022860946 -0.010229166 0.010229166 10/09/2012 204 96.3 0 0 2.8396 0 0 1.023106886 0.024041385 0.024041385 10/09/2012 205 96.28 -0.020770589 0.020770589 2.84265 0.107351852 0.107351852 1.023017907 -0.00869727 0.00869727 10/09/2012 206 96.3 0.020770589 0.020770589 2.8416 -0.036944188 0.036944188 1.023085948 0.006650787 0.006650787 10/09/2012 207 96.26 -0.041545493 0.041545493 2.83665 -0.174349536 0.174349536 1.02308071 -0.000512031 0.000512031 10/09/2012 208 96.24 -0.020779221 0.020779221 2.83845 0.063435008 0.063435008 1.023138284 0.005627404 0.005627404 10/09/2012 209 96.26 0.020779221 0.020779221 2.8335 -0.174543191 0.174543191 1.023263917 0.012278378 0.012278378 10/09/2012 210 96.26 0 0 2.8343 0.028229648 0.028229648 1.023237736 -0.00255861 0.00255861 10/09/2012 211 96.25 -0.010389071 0.010389071 2.83465 0.012347966 0.012347966 1.023426233 0.018419976 0.018419976 10/09/2012 212 96.24 -0.01039015 0.01039015 2.8346 -0.001763902 0.001763902 1.023190621 -0.023024534 0.023024534 10/09/2012 213 96.23 -0.01039123 0.01039123 2.83355 -0.037049126 0.037049126 1.023290088 0.009720737 0.009720737 10/09/2012 214 96.24 0.01039123 0.01039123 2.83455 0.035285193 0.035285193 1.023342446 0.005116551 0.005116551 10/09/2012 215 96.24 0 0 2.83455 0 0 1.023331975 -0.00102327 0.00102327 10/09/2012 216 96.24 0 0 2.8344 -0.005291985 0.005291985 1.023331978 2.93E-07 2.93E-07 10/09/2012 217 96.269 0.030128462 0.030128462 2.8346 0.007055918 0.007055918 1.023499557 0.016374479 0.016374479 10/09/2012 218 96.27 0.001038751 0.001038751 2.83665 0.072294471 0.072294471 1.023698634 0.019448777 0.019448777 10/09/2012 219 96.26 -0.010387991 0.010387992 2.83535 -0.045839211 0.045839211 1.023604319 -0.009213585 0.009213585 10/09/2012 220 96.26 0 0 2.83645 0.038788392 0.038788392 1.023646232 0.004094565 0.004094565 10/09/2012 221 96.27 0.010387992 0.010387992 2.83665 0.007050819 0.007050819 1.023719587 0.007165744 0.007165744 10/09/2012 222 96.28 0.010386913 0.010386913 2.83635 -0.010576415 0.010576415 1.023719588 1.47E-07 1.47E-07 10/09/2012 223 96.28 0 0 2.83545 -0.031735957 0.031735957 1.023640994 -0.007677641 0.007677641 10/09/2012 224 96.28 0 0 2.8343 -0.040566163 0.040566163 1.023436706 -0.019958988 0.019958988 10/09/2012 225 96.28 0 0 2.83455 0.008820131 0.008820131 1.023405284 -0.003070242 0.003070242 10/09/2012 226 96.29 0.010385834 0.010385834 2.8346 0.001763933 0.001763933 1.023373863 -0.003070336 0.003070336 10/09/2012 227 96.28 -0.010385834 0.010385834 2.83445 -0.005291892 0.005291892 1.023625276 0.024564055 0.024564055 10/09/2012 228 96.26 -0.020774904 0.020774904 2.83755 0.109308897 0.109308897 1.023604321 -0.002047157 0.002047157 10/09/2012 229 96.24 -0.020779221 0.020779221 2.83135 -0.218737408 0.218737408 1.023714345 0.010748156 0.010748156 10/09/2012 230 96.23 -0.01039123 0.01039123 2.8304 -0.033558529 0.033558529 1.023698629 -0.001535255 0.001535255 10/09/2012 231 96.25 0.02078138 0.02078138 2.83155 0.040622048 0.040622048 1.023792954 0.009213713 0.009213713 10/09/2012 232 96.17 -0.083151444 0.083151444 2.83155 0 0 1.02367767 -0.011261065 0.011261065 10/09/2012 233 96.2 0.031189895 0.031189895 2.8326 0.03707529 0.03707529 1.023766749 0.008701433 0.008701433 10/09/2012 234 96.21 0.01039447 0.01039447 2.8315 -0.038841123 0.038841123 1.023730068 -0.00358296 0.00358296 10/09/2012 235 96.25 0.04156708 0.04156708 2.8315 0 0 1.023803435 0.007166379 0.007166379 10/09/2012 236 96.25 0 0 2.8315 0 0 1.023698627 -0.010237645 0.010237645 10/09/2012 237 96.22 -0.03117369 0.03117369 2.8316 0.003531635 0.003531635 1.023635755 -0.00614184 0.00614184 10/09/2012 238 96.24 0.02078354 0.02078354 2.83045 -0.04062133 0.04062133 1.023646232 0.001023503 0.001023503 10/09/2012 239 96.24 0 0 2.8307 0.008832128 0.008832128 1.023614797 -0.003070932 0.003070932 10/09/2012 240 96.27 0.031167212 0.031167212 2.8307 0 0 1.023630515 0.001535527 0.001535527 10/09/2012 241 96.22 -0.051950752 0.051950752 2.82935 -0.04770276 0.04770276 1.02336339 -0.026099247 0.026099247 10/09/2012 242 96.2 -0.02078786 0.02078786 2.8288 -0.019440983 0.019440983 1.023373863 0.001023336 0.001023336 10/09/2012 243 96.2 0 0 2.82735 -0.051271626 0.051271626 1.023541459 0.01637547 0.01637547 10/09/2012 244 96.16 -0.041588688 0.041588689 2.8285 0.04066586 0.04066586 1.023530981 -0.001023657 0.001023657 10/09/2012 245 96.17 0.010398794 0.010398794 2.8275 -0.035360679 0.035360679 1.023211559 -0.031212768 0.031212768 10/09/2012 246 96.21 0.041584365 0.041584365 2.82745 -0.001768362 0.001768362 1.023227263 0.001534764 0.001534764 10/09/2012 247 96.21 0 0 2.8265 -0.033604825 0.033604825 1.023331973 0.010232785 0.010232785 10/09/2012 248 96.2 -0.01039447 0.01039447 2.82745 0.033604825 0.033604825 1.023279615 -0.005116506 0.005116506 10/09/2012 249 96.25 0.05196155 0.05196155 2.82855 0.038896747 0.038896747 1.023373865 0.009210108 0.009210108 10/09/2012 250 96.22 -0.03117369 0.03117369 2.8275 -0.037128385 0.037128385 1.023457653 0.008187142 0.008187142 10/09/2012 251 96.24 0.02078354 0.02078354 2.8275 0 0 1.023562412 0.01023522 0.01023522 10/09/2012 252 96.24 0 0 2.8255 -0.070758892 0.070758892 1.02366719 0.010236077 0.010236077 10/09/2012 253 96.29 0.051939959 0.051939959 2.82635 0.030078647 0.030078647 1.023855848 0.018427973 0.018427973 10/09/2012 254 96.29 0 0 2.82635 0 0 1.023834883 -0.002047673 0.002047673 10/09/2012 255 96.28 -0.010385834 0.010385834 2.82635 0 0 1.02405506 0.021502816 0.021502816 10/09/2012 256 96.26 -0.020774904 0.020774904 2.82735 0.035375065 0.035375065 1.024044574 -0.001024022 0.001024022 10/09/2012 257 96.27 0.010387992 0.010387992 2.82665 -0.024761231 0.024761231 1.024023599 -0.002048272 0.002048272 10/09/2012 258 96.24 -0.031167212 0.031167212 2.82665 0 0 1.024034084 0.001023897 0.001023897 10/09/2012 259 96.24 0 0 2.8267 0.001768863 0.001768863 1.024013113 -0.002047902 0.002047902 10/09/2012 260 96.31 0.072708391 0.072708391 2.82755 0.03006588 0.03006588 1.024107494 0.009216401 0.009216401 10/09/2012 261 96.45 0.145258378 0.145258378 2.82755 0 0 1.024443219 0.032776831 0.032776831 10/09/2012 262 96.33 -0.124494258 0.124494258 2.82635 -0.042448576 0.042448576 1.023834882 -0.059399895 0.059399895 10/09/2012 263 96.31 -0.02076412 0.02076412 2.82635 0 0 1.023976414 0.013822758 0.013822758 10/09/2012 264 96.34 0.031144563 0.031144563 2.82755 0.042448576 0.042448576 1.023992141 0.001535912 0.001535912 10/09/2012 265 96.34 0 0 2.82755 0 0 1.023876811 -0.011263416 0.011263416 10/09/2012 266 96.36 0.020757655 0.020757655 2.82755 0 0 1.023876811 0 0 10/09/2012 267 96.32 -0.041519619 0.041519619 2.82755 0 0 1.023887295 0.001023897 0.001023897 10/09/2012 268 96.3 -0.020766276 0.020766276 2.82445 -0.109695694 0.109695694 1.023824398 -0.00614315 0.00614315 10/09/2012 269 96.33 0.031147797 0.031147797 2.8235 -0.033640525 0.033640525 1.024133716 0.030207454 0.030207454 10/09/2012 270 96.31 -0.02076412 0.02076412 2.82435 0.03009995 0.03009995 1.024191405 0.005632846 0.005632846 10/09/2012 271 96.3 -0.010383677 0.010383677 2.8216 -0.097414969 0.097414969 1.024144204 -0.004608717 0.004608717 10/09/2012 272 96.25 -0.051934564 0.051934564 2.82145 -0.005316274 0.005316274 1.024107493 -0.003584618 0.003584618 10/09/2012 273 96.27 0.020777062 0.020777062 2.82245 0.035436489 0.035436489 1.024112738 0.000512103 0.000512103 10/09/2012 274 96.34 0.072685741 0.072685741 2.82345 0.035423936 0.035423936 1.024170426 0.005632815 0.005632815 10/09/2012 275 96.29 -0.051912995 0.051912995 2.8236 0.005312508 0.005312508 1.024159936 -0.001024249 0.001024249 10/09/2012 276 96.33 0.041532552 0.041532552 2.8225 -0.03896495 0.03896495 1.024201896 0.004096981 0.004096981 10/09/2012 277 96.34 0.010380443 0.010380443 2.8216 -0.03189171 0.03189171 1.024254347 0.005121027 0.005121027 10/09/2012 278 96.34 0 0 2.8213 -0.010632831 0.010632831 1.024364514 0.010755246 0.010755246 10/09/2012 279 96.34 0 0 2.82725 0.210673614 0.210673614 1.024264839 -0.009730896 0.009730896 10/09/2012 280 96.38 0.041511001 0.041511001 2.82725 0 0 1.024364513 0.009730799 0.009730799 10/09/2012 281 96.37 -0.010376135 0.010376135 2.82725 0 0 1.024306805 -0.005633749 0.005633749 10/09/2012 282 96.37 0 0 2.82445 -0.099085239 0.099085239 1.024159936 -0.014339408 0.014339408 10/09/2012 283 96.29 -0.083047861 0.083047861 2.82145 -0.106271818 0.106271818 1.024217629 0.005633092 0.005633092 10/09/2012 284 96.28 -0.010385834 0.010385834 2.8224 0.033664963 0.033664963 1.024233367 0.001536527 0.001536527 10/09/2012 285 96.32 0.041536865 0.041536865 2.8195 -0.102802257 0.102802257 1.024138961 -0.00921766 0.00921766 10/09/2012 286 96.25 -0.072700839 0.072700839 2.8174 -0.074509042 0.074509042 1.024201896 0.006145022 0.006145022 10/09/2012 287 96.29 0.041549808 0.041549808 2.81845 0.037261461 0.037261461 1.024165181 -0.003584856 0.003584856 10/09/2012 288 96.26 -0.031160738 0.031160738 2.81545 -0.106498173 0.106498173 1.024191405 0.002560541 0.002560541 11/09/2012 1 96.23 -0.031170451 0.031170451 2.81755 0.074560628 0.074560628 1.023960684 -0.022529675 0.022529675 11/09/2012 2 96.25 0.02078138 0.02078138 2.81655 -0.035498128 0.035498128 1.023960684 0 0 11/09/2012 3 96.29 0.041549808 0.041549808 2.81765 0.039047248 0.039047248 1.02399214 0.003071897 0.003071897 11/09/2012 4 96.26 -0.031160738 0.031160738 2.8164 -0.044373054 0.044373054 1.023939716 -0.005119702 0.005119702 11/09/2012 5 96.25 -0.010389071 0.010389071 2.8154 -0.035512625 0.035512625 1.023944957 0.000511894 0.000511894 11/09/2012 6 96.25 0 0 2.8154 0 0 1.023981656 0.003583966 0.003583966 11/09/2012 7 96.23 -0.02078138 0.02078138 2.81655 0.040838431 0.040838431 1.023986896 0.000511775 0.000511775 11/09/2012 8 96.24 0.01039123 0.01039123 2.81555 -0.035510733 0.035510734 1.023997383 0.001024129 0.001024129 11/09/2012 9 96.19 -0.05196695 0.05196695 2.81555 0 0 1.024028841 0.003072031 0.003072031 11/09/2012 10 96.22 0.031183411 0.031183411 2.81655 0.035510734 0.035510734 1.024238611 0.020482677 0.020482677 11/09/2012 11 96.21 -0.01039339 0.01039339 2.81735 0.02839951 0.02839951 1.024333036 0.00921857 0.00921857 11/09/2012 12 96.2 -0.01039447 0.01039447 2.81665 -0.02484913 0.02484913 1.024322542 -0.001024428 0.001024428 11/09/2012 13 96.21 0.01039447 0.01039447 2.81665 0 0 1.024018353 -0.029701062 0.029701062 11/09/2012 14 96.13 -0.08318603 0.08318603 2.81835 0.06033718 0.06033718 1.023950199 -0.006655766 0.006655766 11/09/2012 15 96.18 0.051999377 0.051999377 2.8186 0.008870045 0.008870045 1.023976412 0.002560004 0.002560004 11/09/2012 16 96.16 -0.020796506 0.020796506 2.8195 0.031925649 0.031925649 1.02392923 -0.004607829 0.00460783 11/09/2012 17 96.08 -0.083229302 0.083229302 2.8185 -0.035473573 0.035473573 1.023798192 -0.012798383 0.012798383 11/09/2012 18 96.15 0.072829426 0.072829426 2.8165 -0.070984919 0.070984919 1.023997382 0.019454042 0.019454042 11/09/2012 19 96.34 0.197412917 0.197412917 2.81945 0.104685112 0.104685112 1.024469457 0.046090618 0.046090618 11/09/2012 20 96.33 -0.010380443 0.010380443 2.82035 0.031916026 0.031916026 1.024978736 0.049699086 0.049699086 11/09/2012 21 96.39 0.062266503 0.062266503 2.8194 -0.033689437 0.033689437 1.025462232 0.047160247 0.047160247 11/09/2012 22 96.43 0.041489473 0.041489473 2.8206 0.042553192 0.042553192 1.025735715 0.026665637 0.026665637 11/09/2012 23 96.42 -0.010370754 0.010370755 2.82155 0.033675106 0.033675106 1.026198862 0.045142522 0.045142522 11/09/2012 24 96.51 0.093298094 0.093298094 2.82455 0.106268053 0.106268053 1.025925132 -0.026677725 0.026677725 11/09/2012 25 96.4 -0.11404283 0.11404283 2.8203 -0.15057976 0.15057976 1.025967234 0.004103675 0.004103675 11/09/2012 26 96.45 0.051853774 0.051853774 2.8203 0 0 1.026541227 0.055930879 0.055930879 11/09/2012 27 96.45 0 0 2.8203 0 0 1.026393718 -0.014370548 0.014370548 11/09/2012 28 96.34 -0.114113815 0.114113815 2.81945 -0.03014318 0.03014318 1.025930394 -0.045151105 0.045151105 11/09/2012 29 96.46 0.124481344 0.124481344 2.8225 0.108118658 0.108118658 1.026098827 0.016416238 0.016416238 11/09/2012 30 96.45 -0.010367529 0.010367529 2.82365 0.040735723 0.040735723 1.026193596 0.009235429 0.009235429 11/09/2012 31 96.43 -0.020738283 0.020738283 2.8225 -0.040735723 0.040735723 1.026014604 -0.017443893 0.017443893 11/09/2012 32 96.43 0 0 2.82245 -0.001771495 0.001771495 1.026246251 0.022574859 0.022574859 11/09/2012 33 96.29 -0.145288527 0.145288527 2.82245 0 0 1.02611462 -0.012827325 0.012827325 11/09/2012 34 96.36 0.072670649 0.072670649 2.8225 0.001771495 0.001771495 1.026425325 0.030275172 0.030275172 11/09/2012 35 96.38 0.020753347 0.020753347 2.82145 -0.037207984 0.037207984 1.026620267 0.018990518 0.018990518 11/09/2012 36 96.45 0.072602814 0.072602814 2.82445 0.106271818 0.106271818 1.026688778 0.006673277 0.006673277 11/09/2012 37 96.53 0.082910151 0.082910151 2.82645 0.070785188 0.070785188 1.026752027 0.006160295 0.006160295 11/09/2012 38 96.51 -0.020721094 0.020721094 2.82565 -0.028308063 0.028308063 1.026604459 -0.014373344 0.014373344 11/09/2012 39 96.48 -0.031089694 0.031089694 2.8254 -0.008847913 0.008847913 1.026499079 -0.010265483 0.010265483 11/09/2012 40 96.49 0.010364305 0.010364305 2.8254 0 0 1.026499077 -1.95E-07 1.95E-07 11/09/2012 41 96.57 0.082875795 0.082875795 2.8266 0.042462846 0.042462846 1.026767842 0.026179256 0.026179256 11/09/2012 42 96.57 0 0 2.8254 -0.042462846 0.042462846 1.027036746 0.026185938 0.026185938 11/09/2012 43 96.61 0.041412155 0.041412155 2.8355 0.356834098 0.356834098 1.027321622 0.027733818 0.027733818 11/09/2012 44 96.62 0.01035036 0.01035036 2.83555 0.001763342 0.001763342 1.027606656 0.027741552 0.027741552 11/09/2012 45 96.57 -0.051762515 0.051762515 2.83555 0 0 1.027691141 0.008221193 0.008221193 11/09/2012 46 96.58 0.010354647 0.010354647 2.8325 -0.107620797 0.107620797 1.027627776 -0.006165953 0.006165953 11/09/2012 47 96.57 -0.010354647 0.010354647 2.8304 -0.07416695 0.07416695 1.027728109 0.009763029 0.009763029 11/09/2012 48 96.58 0.010354647 0.010354647 2.83175 0.047685068 0.047685068 1.027696423 -0.003083159 0.003083159 11/09/2012 49 96.63 0.051757157 0.051757157 2.8357 0.139392518 0.139392518 1.027992232 0.028779602 0.028779602 11/09/2012 50 96.63 0 0 2.83155 -0.146455538 0.146455538 1.027400782 -0.057551088 0.057551088 11/09/2012 51 96.56 -0.072467522 0.072467522 2.83155 0 0 1.026915456 -0.047249348 0.047249348 11/09/2012 52 96.65 0.093162887 0.093162887 2.8345 0.104128988 0.104128988 1.027316347 0.039030698 0.039030698 11/09/2012 53 96.63 -0.020695364 0.020695364 2.83455 0.001763964 0.001763964 1.0275961 0.02722773 0.02722773 11/09/2012 54 96.62 -0.010349288 0.010349289 2.83355 -0.035285193 0.035285193 1.027289961 -0.029796153 0.029796154 11/09/2012 55 96.64 0.020697506 0.020697506 2.83255 -0.035297648 0.035297648 1.028208918 0.089414504 0.089414504 11/09/2012 56 96.57 -0.072460021 0.072460021 2.83255 0 0 1.027833742 -0.036495012 0.036495012 11/09/2012 57 96.55 -0.02071251 0.02071251 2.8316 -0.03354431 0.03354431 1.027685864 -0.014388333 0.014388333 11/09/2012 58 96.55 0 0 2.8353 0.130582877 0.130582877 1.027712265 0.002568894 0.002568894 11/09/2012 59 96.56 0.010356792 0.010356792 2.83635 0.037026263 0.037026263 1.027596098 -0.011304046 0.011304046 11/09/2012 60 96.61 0.051767874 0.051767874 2.8346 -0.061718056 0.061718056 1.027448286 -0.014385334 0.014385334 11/09/2012 61 96.59 -0.020703934 0.020703934 2.83535 0.02645526 0.02645526 1.027205542 -0.023628652 0.023628652 11/09/2012 62 96.6 0.010352503 0.010352503 2.83145 -0.137643842 0.137643842 1.026862735 -0.033378394 0.033378394 11/09/2012 63 96.64 0.041399297 0.041399297 2.8165 -0.529396858 0.529396858 1.026984008 0.011809401 0.011809401 11/09/2012 64 96.59 -0.0517518 0.0517518 2.8195 0.106458491 0.106458491 1.026899641 -0.008215363 0.008215363 11/09/2012 65 96.53 -0.062137533 0.062137533 2.81555 -0.140193988 0.140193988 1.026904913 0.00051334 0.00051334 11/09/2012 66 96.47 -0.062176168 0.062176168 2.8106 -0.175964071 0.175964071 1.026825829 -0.007701448 0.007701448 11/09/2012 67 96.49 0.020729685 0.020729685 2.8125 0.067578385 0.067578385 1.026794198 -0.003080511 0.003080511 11/09/2012 68 96.51 0.020725389 0.020725389 2.8154 0.103057988 0.103057988 1.026794199 9.74E-08 9.74E-08 11/09/2012 69 96.53 0.020721094 0.020721094 2.81065 -0.168857409 0.168857409 1.026899639 0.010268327 0.010268327 11/09/2012 70 96.6 0.072490036 0.072490036 2.8115 0.030237543 0.030237543 1.026899639 0 0 11/09/2012 71 96.56 -0.041416443 0.041416443 2.81455 0.108424216 0.108424216 1.026794199 -0.010268327 0.010268327 11/09/2012 72 96.57 0.010355719 0.010355719 2.8156 0.037299184 0.037299184 1.02701565 0.021564898 0.021564898 11/09/2012 73 96.55 -0.02071251 0.02071251 2.8173 0.060359675 0.060359675 1.026889095 -0.012323405 0.012323405 11/09/2012 74 96.48 -0.07252759 0.07252759 2.8166 -0.024849571 0.024849572 1.026557034 -0.032341779 0.032341779 11/09/2012 75 96.47 -0.01036538 0.01036538 2.81365 -0.104791093 0.104791094 1.026889096 0.032341876 0.032341876 11/09/2012 76 96.64 0.1760655 0.1760655 2.81025 -0.120912549 0.120912549 1.027284686 0.038515778 0.038515778 11/09/2012 77 96.61 -0.031047866 0.031047866 2.81535 0.181314043 0.181314043 1.0280028 0.069879667 0.069879667 11/09/2012 78 96.62 0.01035036 0.01035036 2.8144 -0.033749279 0.033749279 1.027992232 -0.001028018 0.001028018 11/09/2012 79 96.62 0 0 2.81655 0.076363672 0.076363672 1.028346371 0.034443647 0.034443647 11/09/2012 80 96.65 0.031044653 0.031044653 2.81245 -0.145674213 0.145674213 1.028314648 -0.003084903 0.003084903 11/09/2012 81 96.6 -0.051746444 0.051746444 2.8127 0.008888652 0.008888652 1.028219487 -0.009254502 0.009254502 11/09/2012 82 96.57 -0.031060724 0.031060724 2.80835 -0.154775384 0.154775384 1.028018652 -0.019534265 0.019534265 11/09/2012 83 96.58 0.010354647 0.010354647 2.8056 -0.097970243 0.097970243 1.02806621 0.004626122 0.004626122 11/09/2012 84 96.51 -0.072505053 0.072505053 2.80355 -0.073094857 0.073094857 1.02812963 0.006168625 0.006168625 11/09/2012 85 96.6 0.09321113 0.09321113 2.81835 0.526513605 0.526513605 1.02823006 0.009767746 0.009767746 11/09/2012 86 96.78 0.186162015 0.186162015 2.8266 0.292296863 0.292296863 1.028695463 0.045252344 0.045252344 11/09/2012 87 96.76 -0.020667562 0.020667562 2.81635 -0.363285561 0.363285561 1.028743085 0.004629203 0.004629203 11/09/2012 88 96.63 -0.134443373 0.134443373 2.8235 0.253552979 0.253552979 1.028177201 -0.055022455 0.055022455 11/09/2012 89 96.66 0.031041441 0.031041441 2.8385 0.52984935 0.52984935 1.028272353 0.009254008 0.009254008 11/09/2012 90 96.69 0.031031808 0.031031808 2.83465 -0.135727086 0.135727086 1.028298791 0.002571124 0.002571124 11/09/2012 91 96.67 -0.020686802 0.020686802 2.85155 0.594423332 0.594423332 1.02778092 -0.050374604 0.050374605 11/09/2012 92 96.6 -0.072437526 0.072437526 2.84645 -0.179010227 0.179010227 1.027363839 -0.040588966 0.040588966 11/09/2012 93 96.67 0.072437526 0.072437526 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1.027216095 -0.012327659 0.012327659 11/09/2012 214 96.75 -0.020669698 0.020669698 3.0046 -0.026622296 0.026622296 1.027216094 -1.46E-07 1.46E-07 11/09/2012 215 96.75 0 0 3.0046 0 0 1.027152789 -0.006162963 0.006162963 11/09/2012 216 96.75 0 0 3.0046 0 0 1.027348013 0.019004568 0.019004568 11/09/2012 217 96.74 -0.010336452 0.010336452 3.0046 0 0 1.027221373 -0.012327644 0.012327644 11/09/2012 218 96.74 0 0 3.00665 0.068205451 0.068205451 1.02725303 0.003081761 0.003081761 11/09/2012 219 96.76 0.020671835 0.020671835 3.0075 0.028266671 0.028266671 1.027300516 0.004622464 0.004622464 11/09/2012 220 96.79 0.030999742 0.030999742 3.0125 0.166112995 0.166112995 1.027200267 -0.009758964 0.009758964 11/09/2012 221 96.78 -0.01033218 0.01033218 3.01545 0.097877396 0.097877396 1.027237199 0.003595388 0.003595388 11/09/2012 222 96.79 0.01033218 0.01033218 3.0194 0.130906338 0.130906338 1.027284685 0.004622584 0.004622584 11/09/2012 223 96.78 -0.01033218 0.01033218 3.02145 0.067871246 0.067871246 1.027295238 0.001027266 0.001027266 11/09/2012 224 96.79 0.01033218 0.01033218 3.02135 -0.003309724 0.003309724 1.027253027 -0.00410903 0.00410903 11/09/2012 225 96.79 0 0 3.01945 -0.062905577 0.062905578 1.027253027 0 0 11/09/2012 226 96.78 -0.01033218 0.01033218 3.01805 -0.046376812 0.046376812 1.027200272 -0.005135722 0.005135722 11/09/2012 227 96.81 0.030993337 0.030993337 3.01805 0 0 1.027189717 -0.001027507 0.001027507 11/09/2012 228 96.89 0.082601967 0.082601967 3.01755 -0.016568361 0.016568361 1.027200267 0.00102702 0.00102702 11/09/2012 229 96.88 -0.010321515 0.010321515 3.0234 0.193678207 0.193678207 1.027295238 0.009245238 0.009245238 11/09/2012 230 96.92 0.04127967 0.04127967 3.0214 -0.06617258 0.066172581 1.027369117 0.007191345 0.007191345 11/09/2012 231 96.96 0.041262637 0.041262637 3.02145 0.001654848 0.001654848 1.027411339 0.004109588 0.004109588 11/09/2012 232 96.99 0.030935808 0.030935808 3.0206 -0.028136146 0.028136146 1.027453563 0.004109711 0.004109711 11/09/2012 233 96.96 -0.030935808 0.030935808 3.02255 0.064535882 0.064535882 1.027670023 0.0210654 0.0210654 11/09/2012 234 96.98 0.020624936 0.020624936 3.0216 -0.031435355 0.031435355 1.027759796 0.008735156 0.008735156 11/09/2012 235 97.05 0.072153794 0.072153794 3.02235 0.024818207 0.024818207 1.027738671 -0.002055462 0.002055463 11/09/2012 236 97.05 0 0 3.0224 0.001654328 0.001654328 1.02782846 0.008736227 0.008736227 11/09/2012 237 97.06 0.010303436 0.010303436 3.0224 0 0 1.027833742 0.000513849 0.000513849 11/09/2012 238 97.07 0.010302375 0.010302375 3.0226 0.006617039 0.006617039 1.028171913 0.03289597 0.03289597 11/09/2012 239 97.06 -0.010302375 0.010302375 3.0194 -0.1059252 0.1059252 1.027997519 -0.016963048 0.016963048 11/09/2012 240 97.04 -0.020607934 0.020607934 3.01945 0.001655944 0.001655944 1.027670023 -0.031862691 0.031862691 11/09/2012 241 97.08 0.041211622 0.041211622 3.01945 0 0 1.027765082 0.009249477 0.009249477 11/09/2012 242 97.13 0.051490656 0.051490656 3.01745 -0.066259175 0.066259175 1.027643622 -0.011818525 0.011818525 11/09/2012 243 97.15 0.020588841 0.020588841 3.01555 -0.062986907 0.062986907 1.027633058 -0.001027988 0.001027988 11/09/2012 244 97.06 -0.092683185 0.092683185 3.0165 0.031498413 0.031498413 1.02746412 -0.016440877 0.016440877 11/09/2012 245 97.05 -0.010303436 0.010303436 3.01565 -0.028182323 0.028182323 1.02755914 0.009247584 0.009247584 11/09/2012 246 97.02 -0.03091668 0.03091668 3.01555 -0.00331609 0.00331609 1.027416616 -0.013871161 0.013871161 11/09/2012 247 97.05 0.03091668 0.03091668 3.01525 -0.009948929 0.009948929 1.027516907 0.009760997 0.009760997 11/09/2012 248 97.02 -0.03091668 0.03091668 3.01465 -0.019900828 0.019900828 1.0275697 0.005137837 0.005137837 11/09/2012 249 97.06 0.041220116 0.041220116 3.0141 -0.018245905 0.018245905 1.027622498 0.005137962 0.005137962 11/09/2012 250 97.08 0.020603688 0.020603688 3.0136 -0.016590076 0.016590076 1.027854871 0.022610174 0.022610174 11/09/2012 251 97.09 0.010300252 0.010300252 3.01745 0.127672645 0.127672645 1.027971099 0.011307134 0.011307134 11/09/2012 252 97 -0.092740488 0.092740488 3.0165 -0.031488495 0.031488495 1.027823177 -0.014390691 0.014390691 11/09/2012 253 97.05 0.051533111 0.051533111 3.0149 -0.053055677 0.053055677 1.0280028 0.017474534 0.017474534 11/09/2012 254 97.04 -0.010304498 0.010304498 3.01245 -0.081296096 0.081296097 1.02821949 0.021076467 0.021076467 11/09/2012 255 97.1 0.061811066 0.061811066 3.01145 -0.033201083 0.033201083 1.02839396 0.016966776 0.016966776 11/09/2012 256 97.09 -0.010299192 0.010299192 3.01355 0.069709546 0.069709546 1.028457421 0.006170645 0.006170645 11/09/2012 257 97.05 -0.041207377 0.041207377 3.01355 0 0 1.028494442 0.003599647 0.003599647 11/09/2012 258 97.1 0.051506568 0.051506568 3.0135 -0.001659187 0.001659187 1.028468 -0.002571024 0.002571024 11/09/2012 259 97.07 -0.030900757 0.030900757 3.0115 -0.066390044 0.066390044 1.028526178 0.005656652 0.005656652 11/09/2012 260 97.11 0.041198888 0.041198888 3.0115 0 0 1.028478576 -0.004628332 0.004628332 11/09/2012 261 97.11 0 0 3.0124 0.029880974 0.029880974 1.02851031 0.00308553 0.00308553 11/09/2012 262 97.1 -0.010298131 0.010298131 3.0136 0.039827415 0.039827415 1.028430979 -0.007713541 0.007713541 11/09/2012 263 97.08 -0.020599444 0.020599444 3.0136 0 0 1.028288213 -0.013882887 0.013882887 11/09/2012 264 97.09 0.010300252 0.010300252 3.0136 0 0 1.028282927 -0.00051406 0.00051406 11/09/2012 265 97.11 0.020597322 0.020597322 3.01565 0.068001827 0.068001827 1.028552627 0.026224751 0.026224751 11/09/2012 266 97.1 -0.010298131 0.010298131 3.01365 -0.066342696 0.066342696 1.028605524 0.005142726 0.005142726 11/09/2012 267 97.08 -0.020599444 0.020599444 3.01255 -0.036507252 0.036507252 1.028669012 0.006172098 0.006172098 11/09/2012 268 97.06 -0.020603688 0.020603688 3.01445 0.063049612 0.063049612 1.028388677 -0.02725592 0.02725592 11/09/2012 269 97.06 0 0 3.0135 -0.031519837 0.031519837 1.0283781 -0.001028556 0.001028556 11/09/2012 270 97.04 -0.020607934 0.020607934 3.0135 0 0 1.028457422 0.007713062 0.007713062 11/09/2012 271 97.08 0.041211622 0.041211622 3.0146 0.036495745 0.036495745 1.028526177 0.006684983 0.006684983 11/09/2012 272 97.08 0 0 3.01565 0.034824427 0.034824427 1.028531467 0.000514327 0.000514327 11/09/2012 273 97.08 0 0 3.0175 0.061327832 0.061327832 1.028478576 -0.005142513 0.005142513 11/09/2012 274 97.08 0 0 3.01775 0.008284661 0.008284661 1.028489154 0.001028504 0.001028504 11/09/2012 275 97.06 -0.020603688 0.020603688 3.0173 -0.014912884 0.014912884 1.028367523 -0.011826881 0.011826881 11/09/2012 276 97.07 0.010302375 0.010302375 3.0174 0.003314166 0.003314166 1.028499732 0.012855375 0.012855375 11/09/2012 277 97.07 0 0 3.0175 0.003314057 0.003314057 1.028494443 -0.000514197 0.000514197 11/09/2012 278 97.1 0.030900757 0.030900757 3.0174 -0.003314057 0.003314057 1.028446844 -0.004628183 0.004628183 11/09/2012 279 97.08 -0.020599444 0.020599444 3.0165 -0.029831453 0.029831453 1.028594944 0.014399319 0.014399319 11/09/2012 280 97.09 0.010300252 0.010300252 3.01745 0.031488495 0.031488495 1.028605524 0.001028582 0.001028582 11/09/2012 281 97.09 0 0 3.0166 -0.028173449 0.028173449 1.028552625 -0.00514292 0.00514292 11/09/2012 282 97.12 0.030894393 0.030894393 3.0177 0.036458247 0.036458247 1.028637266 0.008228798 0.008228798 11/09/2012 283 97.16 0.041177682 0.041177682 3.0184 0.023193784 0.023193784 1.028774838 0.013373305 0.013373305 11/09/2012 284 97.17 0.010291772 0.010291772 3.01945 0.034780593 0.034780593 1.029076564 0.029324421 0.029324421 11/09/2012 285 97.16 -0.010291772 0.010291772 3.0216 0.071179682 0.071179682 1.029208954 0.012864105 0.012864105 11/09/2012 286 97.16 0 0 3.02145 -0.004964381 0.004964381 1.029018322 -0.01852395 0.018523951 11/09/2012 287 97.18 0.020582484 0.020582484 3.01855 -0.096026497 0.096026497 1.028885977 -0.012862066 0.012862066 ; run;</CODE></PRE><P>Hi, I have data with 5 minutes frequency and variables called 'return_oil', 'return_gas' and 'return_cad'.<span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Data sample" style="width: 600px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/26600i94337F4FB90DEDC1/image-size/large?v=v2&amp;px=999" role="button" title="1548534790(1).png" alt="Data sample" /><span class="lia-inline-image-caption" onclick="event.preventDefault();">Data sample</span></span></P><P>Inside each return, I have some continuous 0, I would like to remove the entire observations of the corresponding date whenever 'return_oil' or 'return_gas' or 'return_cad' contains more than 2 continuous 0. Does anyone know how to code this?&nbsp; I appreciate any advice. I also attached the sample file in case anyone may need that.</P><P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Problem" style="width: 600px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/26601iE181AE0443A4C0D3/image-size/large?v=v2&amp;px=999" role="button" title="1548534946(1).png" alt="Problem" /><span class="lia-inline-image-caption" onclick="event.preventDefault();">Problem</span></span></P> Sat, 26 Jan 2019 21:35:37 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530372#M16387 Xusheng 2019-01-26T21:35:37Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530373#M16388 <P>Strictly more than two consecutive observations or two or more?</P> Sat, 26 Jan 2019 20:44:58 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530373#M16388 PeterClemmensen 2019-01-26T20:44:58Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530374#M16389 <P>Thank you for replying. Strictly more than 2.</P> Sat, 26 Jan 2019 20:54:45 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530374#M16389 Xusheng 2019-01-26T20:54:45Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530375#M16390 <P>Ok. Can you post some example data for us to work with? Preferably as a data step or insert&nbsp; a table directly.</P> Sat, 26 Jan 2019 21:01:05 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530375#M16390 PeterClemmensen 2019-01-26T21:01:05Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530379#M16391 <P>Sure, I will include the sas&nbsp;data step.&nbsp;</P> Sat, 26 Jan 2019 21:30:36 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530379#M16391 Xusheng 2019-01-26T21:30:36Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530381#M16392 <P>Thank you. Is this a 'one time data cleaning' task or a task that you want to run repeatedly?&nbsp;</P> Sat, 26 Jan 2019 21:52:46 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530381#M16392 PeterClemmensen 2019-01-26T21:52:46Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530382#M16393 <P>I have merged all the data into one file so it is 'one-time' for now. I just have more than 0.4 million obs but they are all in one file.</P> Sat, 26 Jan 2019 21:58:53 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530382#M16393 Xusheng 2019-01-26T21:58:53Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530385#M16394 <P>Hi&nbsp;<a href="https://communities.sas.com/t5/user/viewprofilepage/user-id/114336">@Xusheng</a>&nbsp; it's simple and I am lazy relaxing my saturday and so didn't bother to use your humongous sample. So not moving a muscle ,I create a rather simple sample and I trust you are smart and capable of replicating for your needs.</P> <P>&nbsp;</P> <PRE><CODE class=" language-sas">data have; input n; interval=_n_; n1=n; n2=n1; cards; 0 2 0 0 6 4 0 0 0 3 0 4 0 0 0 0 0 0 0 ; data _null_; if _n_=1 then do; declare hash H (dataset:'have',ordered: "A") ; h.definekey ("interval") ; h.definedata (all:'y') ; h.definedone () ; end; set have end=lr; array j(*) n n1 n2; array t(3) ; do k=1 to dim(j); if j(k) ne 0 and lag(j(k))=0 then t(k)=0; else if j(k)=0 then t(k)+1; if t(k)=3 then do i=interval-2 to interval; rc=h.remove(key:i) ; end; else if t(k)&gt;3 then rc=h.remove(); end; if lr; h.output(dataset:'want'); run;</CODE></PRE> <P>array j(*) n n1 n2; This is where you replicate with return group of 3 vars<BR />Let me know if you can't follow. In that case, I may have to have a coffee and concentrate</P> <P>&nbsp;</P> <P>Your interval variable is very advantageous as it was ordered sequence.&nbsp;</P> Sat, 26 Jan 2019 23:30:09 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530385#M16394 novinosrin 2019-01-26T23:30:09Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530388#M16395 <P>Here's a somewhat different datastep-style take on it. I only did the coding for oil, but it can easily be extended to the other two variables.</P> <P>&nbsp;</P> <P>Tom</P> <P>&nbsp;</P> <PRE><CODE class=" language-sas">data Inter01; retain OilFlag 0; set have; SeqNum = _n_; if return_oil ^= 0 then OilFlag = 0; else OilFlag = OilFlag + 1; run; proc sort data=Inter01 out=Inter02; by descending SeqNum; run; data Inter03; retain OilCount 0; set Inter02; if OilCount = 0 then OilCount = OilFlag; if return_oil ^= 0 then OilCount = 0; drop OilFlag; run; proc sort data=Inter03 out=Inter04(drop=SeqNum); by SeqNum; run; data Want; set Inter04; if OilCount &gt;= 3 then delete; drop OilCount; run;</CODE></PRE> Sat, 26 Jan 2019 22:48:04 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530388#M16395 TomKari 2019-01-26T22:48:04Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530389#M16396 <P>Assuming your data are sorted, you want to remove an observation if it is part of a series of 3 or more consecutive zero returns.&nbsp; This means you have to look both forward and backward to see if the obs is the start, middle or end of such a series:</P> <P>&nbsp;</P> <PRE><CODE class=" language-sas"> data want (drop=_ret:); merge have have (firstobs=2 keep=return_oil return_gas return_cad rename=(return_oil=_ret_oil1 return_gas=_ret_gas1 return_cad=_ret_cad1)) have (firstobs=2 keep=return_oil return_gas return_cad rename=(return_oil=_ret_oil2 return_gas=_ret_gas2 return_cad=_ret_cad2)); if find(catx('!',lag2(return_oil),lag1(return_oil),return_oil,of _ret_oil:),'0!0!0') then delete; else if find(catx('!',lag2(return_gas),lag1(return_gas),return_gas,of _ret_gas:),'0!0!0') then delete; else if find(catx('!',lag2(return_cad),lag1(return_cad),return_cad,of _ret_cad:),'0!0!0') then delete; run; </CODE></PRE> <OL style="list-style-position: inside;"> <LI>This data step makes 5 consecutive values of a return available for testing: <OL> <LI>lag2(return_oil) and lag1(return_oil) for the preceding 2 observations</LI> <LI>return_oil for the current obs</LI> <LI>"firstobs=2"&nbsp;or 3, plus "rename=(return_oil=_ret_oil1)" or _ret_oil2, for the two following obs.</LI> </OL> </LI> <LI>Those 5 values are concatenated into a !-delimited list of values (the CATX function accept numeric variables and puts them into character strings).&nbsp; The concatenated string is then tested for a substring of "0!0!0" via the FIND function, which returns a positive integer if the string is found (otherwise it returns a zero).&nbsp; If found, the observation is deleted.&nbsp;&nbsp; The test is repeated for each return series.</LI> </OL> <P>&nbsp;&nbsp;&nbsp;&nbsp; return_</P> Sat, 26 Jan 2019 23:13:10 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530389#M16396 mkeintz 2019-01-26T23:13:10Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530748#M16403 <P>Thank you, Tom. May I ask why you sort in descending first?</P><P>&nbsp;</P><P>&nbsp;</P> Mon, 28 Jan 2019 20:05:55 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530748#M16403 Xusheng 2019-01-28T20:05:55Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530749#M16404 <P>Thank you for replying! Very efficient&nbsp;code. It works for me.</P> Mon, 28 Jan 2019 20:07:32 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530749#M16404 Xusheng 2019-01-28T20:07:32Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530750#M16405 <P>Thank you mekeintz. Your code works for me.</P> Mon, 28 Jan 2019 20:08:31 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530750#M16405 Xusheng 2019-01-28T20:08:31Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530804#M16406 <P>The first data step increases "OilFlag" by one with each consecutive zero. So the first zero has a one, the second a two, etc.</P> <P>&nbsp;</P> <P>Then the dataset is sorted descending, so the highest value of OilFlag is at the top. The second data step ripples the highest value down all of the consecutive zeroes.</P> <P>&nbsp;</P> <P>Tom</P> Mon, 28 Jan 2019 21:48:35 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530804#M16406 TomKari 2019-01-28T21:48:35Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530809#M16407 Thank you for clarifying. I still didn't get why we would have the highest<BR />value of OilFlag at the top when we descending sort the file by SeqNum<BR />(instead of OilFlag)?<BR /><BR /> Mon, 28 Jan 2019 21:59:50 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530809#M16407 Xusheng 2019-01-28T21:59:50Z https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530820#M16408 <P>It can be useful to take a look at your data between the intermediate steps.</P> <P>&nbsp;</P> <P>Here's Inter01 for a useful bit of your data:</P> <P>&nbsp;</P> <P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="SASPic.png" style="width: 600px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/26646iA66ECC3C2C72CBB0/image-size/large?v=v2&amp;px=999" role="button" title="SASPic.png" alt="SASPic.png" /></span></P> <P>&nbsp;</P> <P>See how OilFlag is non-zero, and goes up, when return_oil is zero?</P> <P>&nbsp;</P> <P>After we sort it by descending SeqNum:</P> <P>&nbsp;</P> <P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="SASPic.png" style="width: 600px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/26647iDBA81011983AC7CC/image-size/large?v=v2&amp;px=999" role="button" title="SASPic.png" alt="SASPic.png" /></span></P> <P>&nbsp;</P> <P>And after the high value of OilFlag is rippled downward:</P> <P>&nbsp;</P> <P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="SASPic.png" style="width: 600px;"><img src="https://communities.sas.com/t5/image/serverpage/image-id/26648i99A3907D5B22B82C/image-size/large?v=v2&amp;px=999" role="button" title="SASPic.png" alt="SASPic.png" /></span></P> Mon, 28 Jan 2019 23:18:31 GMT https://communities.sas.com/t5/SAS-Data-Management/Remove-observations-when-a-variable-contains-more-than-2/m-p/530820#M16408 TomKari 2019-01-28T23:18:31Z