4 Months NDx100_topN_4_BM

( Interactive Figure)


55 Months NDx100_topN_4_BM

( Interactive Figure)


110 Months NDx100_topN_4_BM

( Interactive Figure)


220 Months NDx100_topN_4_BM

( Interactive Figure)

topNstocks topNbegPrices topNendPrices topN_4_positions topN_4_monthlyReturn topN_4_aggregateReturn SELL TimetopN_4_AggRet benchmark benchmarkAggRet
Date
2000-01-31 ['QCOM', 'BVSN-202005', 'VIAV', 'SDLI-200102'] [42.83672, 9539.046, 463.7842, 129.5938] [48.04374, 18925.11, 599.5225, 205.] [583.61144364 2.62080715 53.90438053 192.91046331] 0.495015 1198.166101 0 1198.166101 3570.050 24.964944
1999-12-31 ['QCOM', 'BVSN-202005', 'SDLI-200102', 'VSTR-200105'] [59.40644, 12751.72, 109., 141.2531] [42.83672, 9539.046, 129.5938, 116.5012] [420.82979556 1.96051984 229.35779817 176.98726612] -0.129290 801.440995 0 801.440995 3707.830 25.967017
1999-11-30 ['QCOM', 'VIAV', 'CNXT-201104', 'RNWK'] [30.55173, 260.1058, 212.9214, 187.5246] [59.40644, 366.8487, 238.5259, 161.7316] [818.28426737 96.11473485 117.41421952 133.31584229] 0.334386 920.445013 0 920.445013 2966.710 20.576857
1999-10-29 ['QCOM', 'VSTR-200105', 'VIAV', 'CNXT-201104'] [18.78323, 98.01489, 189.7493, 167.7767] [30.55173, 91.56328, 260.1058, 212.9214] [1330.97449161 255.06328681 131.75279171 149.00757972] 0.300146 689.788976 0 689.788976 2637.440 18.182079
1999-09-30 ['QCOM', 'STCN', 'CNXT-201104', 'VIAV'] [15.9531, 441.3887, 130.493, 129.4133] [18.78323, 471.2632, 167.7767, 189.7493] [1567.09354295 56.63942008 191.58115761 193.17952637] 0.249257 530.547434 0 530.547434 2407.900 16.512637
1999-08-31 ['QCOM', 'EYE-200505', 'STCN', 'CNXT-201104'] [16.20607, 90.5, 361.4543, 129.1454] [15.9531, 79.125, 441.3887, 130.493] [1542.63186571 276.24309392 69.16503691 193.58025915] 0.022570 424.690427 0 424.690427 2396.870 16.432416
1999-07-30 ['EYE-200505', 'QCOM', 'STCN', 'CNXT-201104'] [101.25, 13.15458, 396.9807, 112.9741] [90.5, 16.20607, 361.4543, 129.1454] [ 246.91358025 1900.47876861 62.97535371 221.28965843] 0.044862 415.316608 0 415.316608 2270.930 15.516455
1999-06-30 ['STCN', 'QCOM', 'CNET-200806', 'IMNX-200207'] [491.1795, 12.10053, 57.625, 21.23958] [396.9807, 13.15458, 40., 18.8125] [ 50.89788967 2066.02520716 433.83947939 1177.04775706] -0.131200 397.484557 0 397.484557 2296.770 15.704389
1999-05-31 ['STCN', 'AMZN', 'IMNX-200207', 'QCOM'] [446.2332, 59.375, 21.6875, 8.200534] [491.1795, 62.5625, 21.23958, 12.10053] [ 56.02451812 421.05263158 1152.73775216 3048.5819582 ] 0.152333 457.510039 0 457.510039 2089.700 14.198371
1999-04-30 ['STCN', 'AMZN', 'AABA-201910', 'ATHMA-200109'] [548.1025, 86.03125, 11.9049, 71.96875] [446.2332, 59.375, 10.08616, 63.375] [ 45.61190653 290.59208137 2099.97564028 347.37299175] -0.191971 397.029285 0 397.029285 2136.390 14.537947
1999-03-31 ['STCN', 'AMZN', 'AABA-201910', 'ATHMA-200109'] [394.1547, 86.09375, 11.47471, 78.75] [548.1025, 86.03125, 11.9049, 71.96875] [ 63.42687275 290.38112523 2178.70429841 317.46031746] 0.085308 491.355209 0 491.355209 2106.390 14.319757
1999-02-26 ['AMZN', 'AABA-201910', 'NSCP-199903', 'IMNX-200207'] [64.0625, 10.46098, 77.4375, 11.79167] [86.09375, 11.47471, 97.625, 13.875] [ 390.24390244 2389.83345729 322.84100081 2120.14074342] 0.219545 452.733602 0 452.733602 1925.280 13.002546
1999-01-29 ['AMZN', 'AABA-201910', 'NSCP-199903', 'DELL-201310'] [58.46875, 12.07102, 73.8125, 47.91349] [64.0625, 10.46098, 77.4375, 38.39069] [ 427.57883485 2071.07601512 338.69602032 521.77372176] -0.046837 371.231530 0 371.231530 2127.190 14.471035
1998-12-31 ['AMZN', 'AABA-201910', 'NSCP-199903', 'DELL-201310'] [53.54167, 8.073611, 60.75, 35.06669] [58.46875, 12.07102, 73.8125, 47.91349] [ 466.92604097 3096.5078699 411.52263374 712.92728227] 0.292129 389.473372 0 389.473372 1836.010 12.353286
1998-11-30 ['AABA-201910', 'DELL-201310', 'WWWW-200709', 'BGEN-200311'] [6.542373, 29.13739, 227.5, 37.9375] [8.073611, 35.06669, 173.125, 41.5] [3821.24345402 858.00409714 109.89010989 658.9785832 ] 0.073109 301.419792 0 301.419792 1557.960 10.331030
1998-10-30 ['AABA-201910', 'DELL-201310', 'AAPL', 'NOVL-201104'] [4.459547, 31.38334, 0.2838317, 14.875] [6.542373, 29.13739, 0.2441717, 16.5625] [ 5605.95055955 796.60099913 88080.36593517 1680.67226891] 0.092300 280.884512 0 280.884512 1400.520 9.185970
1998-09-30 ['AABA-201910', 'DELL-201310', 'AAPL', 'BGEN-200311'] [4.412694, 31.50312, 0.291477, 32.90625] [4.459547, 31.38334, 0.2838317, 34.75] [ 5665.47329137 793.57219221 85770.06075951 759.73409307] 0.009154 257.149696 0 257.149696 1345.480 8.785665
1998-08-31 ['DELL-201310', 'AAPL', 'TCOMA-199903', 'SPLS-201709'] [23.95675, 0.2384377, 33., 8.679041] [31.50312, 0.291477, 39.125, 9.398961] [ 1043.54722573 104849.19121431 757.57575758 2880.50258087] 0.201500 254.817070 0 254.817070 1140.340 7.293683
1998-07-31 ['DELL-201310', 'AAPL', 'TCOMA-199903', 'SPLS-201709'] [26.02302, 0.2647184, 41.75, 10.51884] [23.95675, 0.2384377, 33., 8.679041] [ 960.68788327 94439.9784828 598.80239521 2376.68792376] -0.140791 212.082448 0 212.082448 1377.260 9.016801
1998-06-30 ['DELL-201310', 'TCOMA-199903', 'CTXS', 'CSCO'] [22.23486, 38.4375, 13.04931, 11.09617] [26.02302, 41.75, 12.15471, 11.54062] [1124.36057614 650.40650407 1915.81010797 2253.02964897] 0.057012 246.834638 0 246.834638 1337.340 8.726463
1998-05-29 ['DELL-201310', 'RXSD-200007', 'TCOMA-199903', 'AFM-200008'] [19.73437, 33.5, 34.3125, 41.8125] [22.23486, 35.25, 38.4375, 49.65625] [1266.82534076 746.26865672 728.59744991 597.90732436] 0.121690 233.521121 0 233.521121 1192.070 7.669915
1998-04-30 ['CTXS', 'DELL-201310', 'AFM-200008', 'RXSD-200007'] [11.8565, 19.34507, 47.4375, 31.9375] [9.95994, 19.73437, 41.8125, 33.5] [2108.54805381 1292.31892157 527.00922266 782.77886497] -0.052372 208.186946 0 208.186946 1248.120 8.077566
1998-03-31 ['CTXS', 'DELL-201310', 'AFM-200008', 'CPWR-201412'] [10.34164, 16.2307, 45.875, 22.36254] [11.8565, 19.34507, 47.4375, 22.13608] [2417.41155175 1540.29093015 544.95912807 1117.94098524] 0.090574 219.692746 0 219.692746 1220.660 7.877850
1998-02-27 ['DELL-201310', 'CTXS', 'RXSD-200007', 'AFM-200008'] [16.75475, 8.027592, 37., 44.75] [16.2307, 10.34164, 34.0625, 45.875] [1492.11417658 3114.25892098 675.67567568 558.65921788] 0.050683 201.446884 0 201.446884 1194.130 7.684898
1998-01-30 ['CTXS', 'DELL-201310', 'IMNX-200207', 'AFM-200008'] [8.747252, 11.91099, 4.578125, 34.375] [8.027592, 16.75475, 4.927083, 44.75] [2858.04044516 2098.90193846 5460.75085324 727.27272727] 0.175608 191.729466 0 191.729466 1071.130 6.790320
1997-12-31 ['DELL-201310', 'TCOMA-199903', 'CPWR-201412', 'NXTL-200508'] [10.06183, 27.9375, 14.49319, 13.] [11.91099, 28., 17.66358, 13.65625] [2484.63748642 894.85458613 1724.94806181 1923.07692308] 0.113812 163.089642 0 163.089642 990.800 6.206080
1997-11-28 ['DELL-201310', 'CPWR-201412', 'GNCI-199908', 'TCOMA-199903'] [10.08429, 15.82362, 34.125, 22.90625] [10.06183, 14.49319, 34., 27.9375] [2479.10363546 1579.91660568 732.6007326 1091.40518417] 0.032419 146.424751 0 146.424751 1050.510 6.640351
1997-10-31 ['DELL-201310', 'QMCO', 'CPWR-201412', 'MLKN'] [9.597672, 213.125, 14.97441, 18.00134] [10.08429, 179.4294, 15.82362, 18.74893] [2604.79833026 117.30205279 1669.51485902 1388.78550152] -0.002290 141.826854 0 141.826854 1019.620 6.415688
1997-09-30 ['DELL-201310', 'QMCO', 'AMAT', 'CPWR-201412'] [11.60405, 258.1929, 8.926508, 13.70059] [9.597672, 213.125, 6.255585, 14.97441] [2154.42022397 96.82682986 2800.64724078 1824.7389346 ] -0.138423 142.152398 0 142.152398 1097.170 6.979708
1997-08-29 ['DELL-201310', 'QMCO', 'AMAT', 'KLAC'] [9.829752, 236.2908, 8.844506, 19.39796] [11.60405, 258.1929, 8.926508, 18.49136] [2543.29915953 105.80183401 2826.61349317 1288.79531662] 0.058932 164.990915 0 164.990915 1074.170 6.812430
1997-07-31 ['DELL-201310', 'QMCO', 'AMAT', 'MLKN'] [10.24151, 195.856, 8.610214, 18.25162] [9.829752, 236.2908, 8.844506, 19.06024] [2441.04629103 127.64480026 2903.5282979 1369.74142569] 0.059440 155.808763 0 155.808763 1107.030 7.051420
1997-06-30 ['DELL-201310', 'AMAT', 'QMCO', 'FORT-199708'] [7.033551, 6.636308, 136.8886, 50.625] [10.24151, 8.610214, 195.856, 55.75] [3554.3923688 3767.15486985 182.63025555 493.82716049] 0.321385 147.067032 0 147.067032 957.300 5.962435
1997-05-30 ['DELL-201310', 'CPWR-201412', 'AMAT', 'ALTR-201512'] [6.737835, 10.5019, 6.115009, 11.95488] [7.033551, 10.81328, 6.636308, 11.39097] [3710.39065219 2380.5216199 4088.3014236 2091.19623116] 0.027904 111.297682 0 111.297682 958.850 5.973708
1997-04-30 ['DELL-201310', 'QMCO', 'MSFT', 'ALTR-201512'] [5.015944, 140.6794, 9.568385, 11.1654] [6.737835, 130.9919, 9.765265, 11.95488] [4984.10668062 177.70903203 2612.77112073 2239.05995307] 0.091426 108.276287 0 108.276287 874.740 5.361977
1997-03-31 ['DELL-201310', 'QMCO', 'INTC', 'APCC-200702'] [4.050187, 130.1495, 10.52766, 10.14608] [5.015944, 140.6794, 11.591, 9.031774] [6172.5545018 192.0867925 2374.69675122 2464.00580323] 0.077633 99.206230 0 99.206230 797.060 4.797011
1997-02-28 ['DELL-201310', 'QMCO', 'INTC', 'CPWR-201412'] [4.259809, 133.9402, 10.73575, 7.048446] [4.050187, 130.1495, 10.52766, 7.10506] [5868.80773293 186.65046043 2328.66823464 3546.88111394] -0.022215 92.059388 0 92.059388 850.460 5.185389
1997-01-31 ['DELL-201310', 'CPWR-201412', 'APCC-200702', 'INTC'] [3.96035, 7.727815, 12.66794, 12.27754] [4.259809, 7.048446, 9.794196, 10.73575] [6312.57338367 3235.06709206 1973.48582327 2036.23852987] -0.091182 94.150986 0 94.150986 921.550 5.702426
1996-12-31 ['DELL-201310', 'APCC-200702', 'INTC', 'CPWR-201412'] [3.181755, 12.78524, 9.909553, 5.675556] [3.96035, 12.66794, 12.27754, 7.727815] [7857.29888065 1955.37979733 2522.81813317 4404.85478427] 0.209022 103.597176 0 103.597176 821.360 4.973744
1996-11-29 ['DELL-201310', 'CPWR-201412', 'APCC-200702', 'AN'] [3.043255, 6.397385, 11.1431, 30.12847] [3.181755, 5.675556, 12.78524, 28.21018] [8214.88833502 3907.84672175 2243.5408459 829.77993904] 0.004094 85.686765 0 85.686765 834.010 5.065748
1996-10-31 ['CSCC-199706', 'CPWR-201412', 'AN', 'DELL-201310'] [72.625, 5.97278, 28.09734, 2.43685] [69.125, 6.397385, 30.12847, 3.043255] [ 344.23407917 4185.65559086 889.76394207 10259.14602868] 0.086009 85.337381 0 85.337381 751.990 4.469217
1996-09-30 ['CSCC-199706', 'CPWR-201412', 'DELL-201310', 'ASND-199906'] [81.5, 5.180183, 2.328296, 66.125] [72.625, 5.97278, 2.43685, 65.375] [ 306.74846626 4826.08432945 10737.46637026 378.07183365] 0.019848 78.578922 0 78.578922 737.570 4.364341
1996-08-30 ['CSCC-199706', 'CNTO-199910', 'AN', 'ASND-199906'] [68.125, 33.875, 23.58371, 52.375] [81.5, 35.5, 26.17904, 66.125] [ 366.97247706 738.00738007 1060.05374048 477.32696897] 0.154220 77.049650 0 77.049650 663.570 3.826139
1996-07-31 ['CSCC-199706', 'CPWR-201412', 'ASND-199906', 'HBOC-199901'] [61.5, 4.769732, 48.5, 15.24056] [68.125, 4.868806, 52.375, 13.59209] [ 406.50406504 5241.38463125 515.46391753 1640.35967182] 0.025057 66.754761 0 66.754761 636.010 3.625695
1996-06-28 ['USRX-199706', 'HBOC-199901', 'IT', 'STRM-199607'] [85.5, 16.85793, 34.51664, 56.25] [53.75, 15.24056, 30.7469, 57.25] [ 292.39766082 1482.98159976 724.28834325 444.44444444] -0.139681 65.122967 0 65.122967 677.300 3.925997
1996-05-31 ['USRX-199706', 'CNTO-199910', 'IT', 'PSFT-200501'] [91.75, 35.375, 33.69201, 17.42852] [85.5, 29.875, 34.51664, 17.55169] [ 272.47956403 706.71378092 742.01568859 1434.43046225] -0.048014 75.696293 0 75.696293 692.390 4.035747
1996-04-30 ['CNTO-199910', 'USRX-199706', 'IT', 'TWX-201806'] [40., 78.25, 32.27835, 6.09412] [35.375, 91.75, 33.69201, 5.379965] [ 625. 319.48881789 774.51294753 4102.31501841] -0.004123 79.514045 0 79.514045 666.730 3.849122
1996-03-29 ['CNTO-199910', 'USRX-199706', 'TWX-201806', 'IT'] [36.125, 64.625, 5.332355, 28.74423] [40., 78.25, 6.09412, 32.27835] [ 692.04152249 386.84719536 4688.36002104 869.73977038] 0.145976 79.843252 0 79.843252 609.690 3.434270
1996-02-29 ['USRX-199706', 'JAVA-201001', 'TWX-201806', 'PSFT-200501'] [62., 13.125, 4.677713, 13.30233] [64.625, 10.9375, 5.332355, 14.16452] [ 403.22580645 1904.76190476 5344.49206268 1879.3700051 ] 0.020109 69.672680 0 69.672680 622.830 3.529837
1996-01-31 ['IT', 'CNTO-199910', 'USRX-199706', 'JAVA-201001'] [26.03473, 34.25, 44.125, 11.5] [25.50461, 29.125, 62., 13.125] [ 960.25578141 729.9270073 566.57223796 2173.91304348] 0.094102 68.299248 0 68.299248 591.820 3.304302
1995-12-29 ['USRX-199706', 'JAVA-201001', 'IDXX', 'NWACQ-200705'] [43.875, 11.40625, 11.75, 51.] [44.125, 11.5, 12.5625, 45.125] [ 569.8005698 2191.78082192 2127.65957447 490.19607843] -0.008032 62.424959 0 62.424959 576.230 3.190916
1995-11-30 ['USRX-199706', 'TWX-201806', 'INTU', 'CSCO'] [54.875, 3.892143, 12.64879, 3.379825] [43.875, 3.570773, 11.74531, 2.998151] [ 455.5808656 6423.19668111 1976.47363898 7396.83267625] -0.116845 62.930447 0 62.930447 593.720 3.318121
1995-10-31 ['USRX-199706', 'CRUS', 'ALTR-201512', 'CSCO'] [46.25, 42.125, 6.823302, 3.113657] [54.875, 29., 6.541347, 3.379825] [ 540.54054054 593.47181009 3663.9152129 8029.14386524] -0.020231 71.256397 0 71.256397 598.780 3.354922
1995-09-29 ['CRUS', 'USRX-199706', 'ALTR-201512', 'XLNX-202202'] [57.25, 42.625, 7.034768, 8.480746] [42.125, 46.25, 6.823302, 8.106272] [ 436.68122271 586.51026393 3553.77746644 2947.85387984] -0.063341 72.727763 0 72.727763 585.080 3.255282
1995-08-31 ['CRUS', 'ALTR-201512', 'XLNX-202202', 'CSCO'] [54.5, 7.062963, 7.555573, 2.636565] [57.25, 7.034768, 8.480746, 2.772159] [ 458.71559633 3539.59096204 3308.81588994 9482.03438944] 0.055086 77.645935 0 77.645935 576.770 3.194843
1995-07-31 ['ALTR-201512', 'CRUS', 'XLNX-202202', 'AMAT'] [6.315784, 46., 7.041589, 4.849835] [7.062963, 54.5, 7.555573, 4.873264] [3958.33676389 543.47826087 3550.33501671 5154.81454524] 0.095227 73.592041 0 73.592041 568.880 3.137460
1995-06-30 ['STRM-199607', 'TLAB-201312', 'CRUS', 'ASCL-200504'] [24.375, 8.146771, 31.375, 101.5] [27.125, 7.533118, 46., 118.5] [1025.64102564 3068.70047041 796.812749 246.30541872] 0.167780 67.193390 0 67.193390 538.030 2.913088
1995-05-31 ['STRM-199607', 'COMS-201004', 'ASCL-200504', 'XLNX-202202'] [19.125, 5.842525, 84.5, 4.948938] [24.375, 6.116393, 101.5, 5.521663] [1307.18954248 4278.97184864 295.85798817 5051.58884593] 0.159574 57.539438 0 57.539438 488.100 2.549947
1995-04-28 ['STRM-199607', 'ASCL-200504', 'ADBE', 'DELL-201310'] [18.375, 78.75, 6.989782, 0.8197699] [19.125, 84.5, 6.239806, 0.7542632] [ 1360.54421769 317.46031746 3576.64945774 30496.36245488] -0.018343 49.621197 0 49.621197 469.560 2.415106
1995-03-31 ['STRM-199607', 'COMS-201004', 'SXCL-201702', 'ADBE'] [21.5, 5.169265, 127.1834, 5.939815] [18.375, 5.112209, 123.3294, 6.989782] [1162.79069767 4836.27749786 196.56653305 4208.88529357] -0.002480 50.548413 0 50.548413 447.150 2.252118
1995-02-28 ['STRM-199607', 'ASCL-200504', 'COMS-201004', 'SXCL-201702'] [18.5, 75.5, 4.758462, 127.1834] [21.5, 68.75, 5.169265, 127.1834] [1351.35135135 331.12582781 5253.79839116 196.56653305] 0.039772 50.674103 0 50.674103 432.500 2.145569
1995-01-31 ['STRM-199607', 'ASCL-200504', 'DELL-201310', 'SMLS-199502'] [17.875, 64.5, 0.6382227, 59.25] [18.5, 75.5, 0.6213781, 68.125] [ 1398.6013986 387.59689922 39171.2798683 421.94092827] 0.082226 48.735769 0 48.735769 405.330 1.947962
1994-12-30 ['STRM-199607', 'WWWW-200709', 'ASND-199906', 'STCN'] [17.5, 83.75, 5.09375, 3.976614] [17.875, 100., 6.375, 3.720058] [1428.57142857 298.50746269 4907.97546012 6286.75551613] 0.100619 45.032897 0 45.032897 404.270 1.940252
1994-11-30 ['STRM-199607', 'WWWW-200709', 'FORE-199906', 'CSCC-199706'] [14.0625, 70., 13.8125, 9.104167] [17.5, 83.75, 16.875, 10.29167] [1777.77777778 357.14285714 1809.95475113 2745.9953228 ] 0.198257 40.915973 0 40.915973 404.820 1.944253
1994-10-31 ['STRM-199607', 'HOLX', 'CSCC-199706', 'ASND-199906'] [14.15625, 1.953125, 9.291667, 4.0625] [14.0625, 1.6875, 9.104167, 4.] [ 1766.00441501 12800. 2690.58286312 6153.84615385] -0.044547 34.146245 0 34.146245 413.050 2.004109
1994-09-30 ['HOLX', 'STRM-199607', 'CDWC-200710', 'PHS-200512'] [1.953125, 9.3125, 4.535933, 39.625] [1.953125, 14.15625, 4.859928, 37.25] [12800. 2684.56375839 5511.54525431 630.9148265 ] 0.132906 35.738264 0 35.738264 393.850 1.864468
1994-08-31 ['HOLX', 'STRM-199607', 'CDWC-200710', 'ANDW-200712'] [1.8125, 9.5, 4.130939, 14.37037] [1.953125, 9.3125, 4.535933, 14.85185] [13793.10344828 2631.57894737 6051.8928021 1739.69076649] 0.047348 31.545644 0 31.545644 397.900 1.893923
1994-07-29 ['HOLX', 'WDC', 'STRM-199607', 'MCHP'] [1.4375, 6.121333, 7.6875, 1.249065] [1.8125, 6.020983, 9.5, 1.434473] [17391.30434783 4084.07776541 3252.03252033 20014.97119846] 0.157171 30.119532 0 30.119532 370.160 1.692171
1994-06-30 ['JCOR-199905', 'WDC', 'MCHP', 'HOLX'] [12.25, 5.117836, 1.375923, 1.34375] [13.75, 6.121333, 1.249065, 1.4375] [ 2040.81632653 4884.87712385 18169.6214105 18604.65116279] 0.074024 26.028582 0 26.028582 360.300 1.620459
1994-05-31 ['JCOR-199905', 'HOLX', 'MCHP', 'IDTI-201903'] [13.5, 1.28125, 1.210032, 14.4375] [12.25, 1.34375, 1.375923, 12.375] [ 1851.85185185 19512.19512195 20660.61062848 1731.6017316 ] -0.012393 24.234635 0 24.234635 378.850 1.755373
1994-04-29 ['JCOR-199905', 'WDC', 'IDTI-201903', 'MCHP'] [14.25, 6.322032, 15.0625, 1.092932] [13.5, 5.619584, 14.4375, 1.210032] [ 1754.38596491 3954.42477988 1659.75103734 22874.25018208] -0.024523 24.538749 0 24.538749 373.250 1.714644
1994-03-31 ['JCOR-199905', 'WDC', 'MCHP', 'MU'] [12.75, 6.773606, 0.9953486, 8.206641] [14.25, 6.322032, 1.092932, 9.007866] [ 1960.78431373 3690.79630554 25116.82841569 3046.3133455 ] 0.061663 25.155651 0 25.155651 382.960 1.785265
1994-02-28 ['JCOR-199905', 'MCHP', 'PDLI-202012', 'IDTI-201903'] [17., 1.157987, 0.9076731, 13.] [12.75, 0.9953486, 0.7754877, 12.6875] [ 1470.58823529 21589.18882509 27542.95571831 1923.07692308] -0.140030 23.694577 0 23.694577 412.170 1.997709
1994-01-31 ['JCOR-199905', 'MCHP', 'EDCI-202003', 'PDLI-202012'] [13.75, 1.034382, 1.627546, 1.044265] [17., 1.157987, 1.454198, 0.9076731] [ 1818.18181818 24169.02072929 15360.54894915 23940.28335719] 0.029637 27.552785 0 27.552785 413.990 2.010946
1993-12-31 ['JCOR-199905', 'MCHP', 'EDCI-202003', 'NTLDQ-200301'] [14.375, 1.014865, 1.675699, 11.28] [13.75, 1.034382, 1.627546, 9.599999] [ 1739.13043478 24633.8182911 14919.14717381 2216.31205674] -0.050480 26.759699 0 26.759699 398.280 1.896687
1993-11-30 ['JCOR-199905', 'NTLDQ-200301', 'MCHP', 'EDCI-202003'] [14.25, 11.76, 0.83271, 1.50235] [14.375, 11.28, 1.014865, 1.675699] [ 1754.38596491 2125.85034014 30022.45679768 16640.59639897] 0.075523 28.182340 0 28.182340 386.760 1.812902
1993-10-29 ['JCOR-199905', 'EDCI-202003', 'NTLDQ-200301', 'TIGO'] [14.75, 1.834601, 13.86, 14.1487] [14.25, 1.50235, 11.76, 13.29294] [ 1694.91525424 13626.94122591 1803.75180375 1766.94678663] -0.106750 26.203391 0 26.203391 390.985 1.843631
1993-09-30 ['JCOR-199905', 'EDCI-202003', 'NTLDQ-200301', 'IAC'] [12., 1.70459, 13.5, 0.7682887] [14.75, 1.834601, 13.86, 0.6935939] [ 2083.33333333 14666.28338779 1851.85185185 32539.8512304 ] 0.058721 29.334886 0 29.334886 382.715 1.783483
1993-08-31 ['JCOR-199905', 'DIGI-199809', 'EDCI-202003', 'NTLDQ-200301'] [14.5, 32.25, 1.324187, 9.] [12., 30.5625, 1.70459, 13.5] [ 1724.13793103 775.19379845 18879.50870987 2777.77777778] 0.140633 27.707865 0 27.707865 372.650 1.710280
1993-07-30 ['JCOR-199905', 'DIGI-199809', 'IAC', 'NTLDQ-200301'] [9.5, 27.5, 0.7682887, 6.96] [14.5, 32.25, 0.757618, 9.] [ 2631.57894737 909.09090909 32539.8512304 3591.95402299] 0.244564 24.291648 0 24.291648 352.865 1.566384
1993-06-30 ['DIGI-199809', 'EDCI-202003', 'NTLDQ-200301', 'AKLMQ-200808'] [25.375, 0.8234035, 6.84, 19.91667] [27.5, 0.7463599, 6.96, 20.75] [ 985.22167488 30361.78495719 3654.97076023 1255.22991544] 0.012390 19.518193 0 19.518193 366.125 1.662824
1993-05-31 ['DIGI-199809', 'EDCI-202003', 'QVCN-199502', 'AKLMQ-200808'] [21.375, 0.7270991, 68., 17.25] [25.375, 0.8234035, 63.5, 19.91667] [ 1169.59064327 34383.20856125 367.64705882 1449.27536232] 0.101999 19.279316 0 19.279316 368.110 1.677261
1993-04-30 ['DIGI-199809', 'EDCI-202003', 'QVCN-199502', 'COMR-200001'] [16.9375, 0.5746169, 52.5, 4.723145] [21.375, 0.7270991, 68., 5.084109] [ 1476.01476015 43507.24804648 476.19047619 5293.08331631] 0.224755 17.494851 0 17.494851 339.945 1.472417
1993-03-31 ['DIGI-199809', 'QVCN-199502', 'COMS-201004', 'EDCI-202003'] [13.625, 57., 1.614682, 0.4815226] [16.9375, 52.5, 1.443514, 0.5746169] [ 1834.86238532 438.59649123 15482.9248112 51918.64307096] 0.062874 14.284373 0 14.284373 359.420 1.614059
1993-02-26 ['DIGI-199809', 'COMS-201004', 'QVCN-199502', 'AKLMQ-200808'] [13.0625, 1.329403, 47., 11.33333] [13.625, 1.614682, 57., 12.83333] [ 1913.87559809 18805.43371724 531.91489362 2205.88300173] 0.150693 13.439379 0 13.439379 351.140 1.553838
1993-01-29 ['DIGI-199809', 'AKLMQ-200808', 'CERN', 'COMS-201004'] [13.5, 14.5, 1.738232, 1.420692] [13.0625, 11.33333, 1.398143, 1.329403] [ 1851.85185185 1724.13793103 14382.42996332 17597.05833495] -0.127677 11.679376 0 11.679376 370.560 1.695080
1992-12-31 ['DIGI-199809', 'ASCL-200504', 'CERN', 'AKLMQ-200808'] [11., 36.25, 1.670214, 12.08333] [13.5, 37.25, 1.738232, 14.5] [ 2272.72727273 689.65517241 14968.14180698 2068.96608799] 0.123896 13.388818 0 13.388818 360.185 1.619623
1992-11-30 ['DIGI-199809', 'CERN', 'ASCL-200504', 'XRAY'] [9.25, 1.602197, 31.25, 6.443359] [11., 1.670214, 36.25, 6.791649] [ 2702.7027027 15603.57434198 800. 3879.96385115] 0.111424 11.912864 0 11.912864 350.960 1.552529
1992-10-30 ['DIGI-199809', 'CERN', 'ASCL-200504', 'PHS-200512'] [8.625, 1.246993, 28.75, 21.5] [9.25, 1.602197, 31.25, 22.625] [ 2898.55072464 20048.22801732 869.56521739 1162.79069767] 0.124149 10.718560 0 10.718560 329.155 1.393942
1992-09-30 ['ASCL-200504', 'CERN', 'DIGI-199809', 'SXCL-201702'] [23., 1.027824, 6.0625, 48.17553] [28.75, 1.246993, 8.625, 44.08062] [ 1086.95652174 24323.23043634 4123.71134021 518.93565053] 0.200229 9.534825 0 9.534825 313.185 1.277792
1992-08-31 ['ASCL-200504', 'CERN', 'SXCL-201702', 'PHS-200512'] [18.75, 0.9371339, 46.00764, 17.125] [23., 1.027824, 48.17553, 19.75] [ 1333.33333333 26677.08424591 543.38801121 1459.8540146 ] 0.130961 7.944171 0 7.944171 299.260 1.176516
1992-07-31 ['ASCL-200504', 'CERN', 'SXCL-201702', 'PHS-200512'] [18.875, 0.9975941, 46.00764, 17.75] [18.75, 0.9371339, 46.00764, 17.125] [ 1324.50331126 25060.29255786 543.38801121 1408.45070423] -0.025610 7.024263 0 7.024263 310.895 1.261137
1992-06-30 ['ASCL-200504', 'SXCL-201702', 'CERN', 'GNTX'] [15., 44.08062, 0.7708682, 0.5053688] [18.875, 46.00764, 0.9975941, 0.4399065] [ 1666.66666667 567.14265816 32430.96550098 49468.82356014] 0.116658 7.208883 0 7.208883 301.230 1.190843
1992-05-29 ['ASCL-200504', 'SXCL-201702', 'CERN', 'PTC'] [16.625, 42.87622, 0.710408, 12.26562] [15., 44.08062, 0.7708682, 11.64062] [ 1503.7593985 583.07378775 35191.04514589 2038.21739138] -0.008876 6.455764 0 6.455764 315.295 1.293138
1992-04-30 ['ASCL-200504', 'SXCL-201702', 'PTC', 'HBOC-199901'] [16.875, 33.00024, 11.40625, 1.099494] [16.625, 42.87622, 12.26562, 1.091963] [ 1481.48148148 757.57024797 2191.78082192 22737.73208403] 0.088237 6.513578 0 6.513578 307.860 1.239063
1992-03-31 ['ASCL-200504', 'APCC-200702', 'CMVT-201302', 'CSCO'] [14.375, 3.841436, 2.042868, 0.3967402] [16.875, 3.313605, 1.588897, 0.3666081] [ 1739.13043478 6507.98295221 12237.69719825 63013.52875257] -0.065416 5.985441 0 5.985441 323.050 1.349540
1992-02-28 ['ASCL-200504', 'APCC-200702', 'TECD-202006', 'MEDI-200706'] [14.125, 4.207985, 10., 6.208333] [14.375, 3.841436, 9.3125, 5.25] [1769.91150442 5941.08581661 2500. 4026.84585379] -0.073130 6.404389 0 6.404389 345.880 1.515582
1992-01-31 ['ASCL-200504', 'APCC-200702', 'MEDI-200706', 'TECD-202006'] [12.25, 3.636168, 6.75, 9.4375] [14.125, 4.207985, 6.208333, 10.] [2040.81632653 6875.3698949 3703.7037037 2649.00662252] 0.072419 6.909697 0 6.909697 338.315 1.460562
1991-12-31 ['MEDI-200706', 'FHCC-200501', 'NOVL-201104', 'PTC'] [7.291667, 9.875, 30., 9.414062] [6.75, 9.5, 29.125, 9.921875] [3428.57127184 2531.64556962 833.33333333 2655.6018008 ] -0.021871 6.443096 0 6.443096 330.855 1.406306
1991-11-29 ['MEDI-200706', 'TECD-202006', 'EA', 'FHCC-200501'] [5.75, 6.875, 2.093316, 7.46875] [7.291667, 7., 2.372425, 9.875] [ 4347.82608696 3636.36363636 11942.77404845 3347.28033473] 0.185452 6.587166 0 6.587166 284.790 1.071275
1991-10-31 ['MEDI-200706', 'FHCC-200501', 'ASCL-200504', 'TECD-202006'] [8.75, 9.0625, 7.625, 6.] [5.75, 7.46875, 7.0625, 6.875] [2857.14285714 2758.62068966 3278.68852459 4166.66666667] -0.111664 5.556672 0 5.556672 292.505 1.127386
1991-09-30 ['FHCC-200501', 'TECD-202006', 'CMVT-201302', 'QVCN-199502'] [7.625, 5.5625, 1.361912, 16.5] [9.0625, 6., 1.361912, 17.375] [ 3278.68852459 4494.38202247 18356.54579738 1515.15151515] 0.080052 6.255147 0 6.255147 287.535 1.091240
1991-08-30 ['FHCC-200501', 'TECD-202006', 'CMVT-201302', 'AMGN'] [7., 5.75, 1.361912, 5.103397] [7.625, 5.5625, 1.361912, 5.295073] [ 3571.42857143 4347.82608696 18356.54579738 4898.69786732] 0.023559 5.791526 0 5.791526 287.405 1.090294
1991-07-31 ['FHCC-200501', 'AMGN', 'TECD-202006', 'SMLS-199502'] [6.5, 4.728029, 4.53125, 79.5] [7., 5.103397, 5.75, 83.5] [3846.15384615 5287.61562165 5517.24137931 314.46540881] 0.118899 5.658224 0 5.658224 272.155 0.979381
1991-06-28 ['FHCC-200501', 'AMGN', 'TECD-202006', 'USHC-199607'] [5.4375, 3.765652, 3.75, 12.93427] [6.5, 4.728029, 4.53125, 12.28255] [4597.70114943 6638.95654723 6666.66666667 1932.84970856] 0.152229 5.056958 0 5.056958 254.195 0.848758
1991-05-31 ['FHCC-200501', 'USHC-199607', 'AMGN', 'CHRS-201206'] [5.09375, 15.00111, 3.905416, 10.55326] [5.4375, 12.93427, 3.765652, 10.02595] [4907.97546012 1666.54334246 6401.3667174 2368.93623392] -0.039012 4.388848 0 4.388848 279.000 1.029165
1991-04-30 ['AMGN', 'FHCC-200501', 'USHC-199607', 'NOVL-201104'] [4.049174, 3.1875, 11.93422, 12.875] [3.905416, 5.09375, 15.00111, 14.25] [6174.09871742 7843.1372549 2094.81641867 1941.74757282] 0.231579 4.567017 0 4.567017 263.655 0.917561
1991-03-29 ['AMGN', 'USHC-199607', 'FHCC-200501', 'DELL-201310'] [4.192932, 14.00103, 3.65625, 0.2844864] [4.049174, 11.93422, 3.1875, 0.2333287] [ 5962.41484479 1785.58291783 6837.60683761 87877.6630447 ] -0.122484 3.708262 0 3.708262 264.905 0.926652
1991-02-28 ['FHCC-200501', 'DELL-201310', 'USHC-199607', 'AMGN'] [3.28125, 0.2520449, 10.46952, 2.915086] [3.65625, 0.2844864, 14.00103, 4.192932] [ 7619.04761905 99188.67630331 2387.88406727 8576.07631473] 0.254667 4.225861 0 4.225861 250.115 0.819084
1991-01-31 ['DELL-201310', 'FHCC-200501', 'ASTA-199708', 'USHC-199607'] [0.2258422, 2.796875, 23.5, 10.07068] [0.2520449, 3.28125, 24.5, 10.46952] [110696.76083566 8938.54748603 1063.82978723 2482.45401502] 0.092841 3.368113 0 3.368113 232.425 0.690425
1990-12-31 ['ASTA-199708', 'DELL-201310', 'FHCC-200501', 'APCC-200702'] [18.625, 0.1846666, 2.15625, 1.070324] [23.5, 0.2258422, 2.796875, 1.070324] [ 1342.28187919 135379.11024517 11594.20289855 23357.41326925] 0.195455 3.081979 0 3.081979 200.530 0.458453
1990-11-30 ['APCC-200702', 'FHCC-200501', 'AMGN', 'USHC-199607'] [1.055662, 1.875, 1.852876, 6.724536] [1.070324, 2.15625, 1.988648, 7.810597] [23681.82240149 13333.33333333 13492.53808674 3717.72862841] 0.099668 2.578081 0 2.578081 192.580 0.400633
1990-10-31 ['FHCC-200501', 'AN', 'DELL-201310', 'AMGN'] [1.5, 4.628081, 0.1060585, 1.509455] [1.875, 3.085387, 0.1310135, 1.852876] [ 16666.66666667 5401.80692602 235718.96641948 16562.26916337] 0.094869 2.344417 0 2.344417 172.555 0.254991
1990-09-28 ['AN', 'FHCC-200501', 'APCC-200702', 'AMGN'] [5.422802, 1.375, 0.7282112, 1.42959] [4.628081, 1.5, 0.7184365, 1.509455] [ 4610.16279038 18181.81818182 34330.69966515 17487.53139012] -0.003300 2.141277 0 2.141277 177.055 0.287720
1990-08-31 ['AN', 'APCC-200702', 'WWWW-200709', 'FHCC-200501'] [6.498013, 0.7330985, 88.75, 1.3125] [5.422802, 0.7282112, 57.5, 1.375] [ 3847.32994532 34101.82942674 281.69014085 19047.61904762] -0.119157 2.148367 0 2.148367 193.615 0.408160
1990-07-31 ['AN', 'WWWW-200709', 'APCC-200702', 'QMCO'] [7.573223, 103.75, 0.8406196, 50.54348] [6.498013, 88.75, 0.7330985, 40.99638] [ 3301.1044307 240.96385542 29739.96799504 494.62363889] -0.150837 2.438989 0 2.438989 223.385 0.624677
1990-06-29 ['WWWW-200709', 'ASTA-199708', 'AN', 'NVLS-201206'] [120., 11.9375, 6.357768, 2.854167] [103.75, 10.25, 7.573223, 2.375] [ 208.33333333 2094.2408377 3932.19758884 8759.12306463] -0.063371 2.872229 0 2.872229 238.460 0.734318
1990-05-31 ['ASTA-199708', 'WWWW-200709', 'AKLMQ-200808', 'CNTO-199910'] [12.5, 100., 10.33333, 21.625] [11.9375, 120., 9.75, 22.0625] [2000. 250. 2419.35561915 1156.06936416] 0.029695 3.066560 0 3.066560 236.150 0.717517
1990-04-30 ['ASTA-199708', 'WWWW-200709', 'VTRS', 'MGMA-199502'] [10.5, 85.625, 2.682999, 36.25] [12.5, 100., 2.777693, 27.75] [2380.95238095 291.97080292 9317.93116583 689.65517241] 0.039793 2.978125 0 2.978125 205.815 0.496891
1990-03-30 ['SXCL-201702', 'SMLS-199502', 'ASTA-199708', 'MSFT'] [20.71548, 28.25, 8.375, 0.4845488] [17.34319, 26.25, 10.5, 0.5075225] [ 1206.82697191 884.95575221 2985.07462687 51594.39049276] 0.016889 2.864153 0 2.864153 213.145 0.550202
1990-02-28 ['SXCL-201702', 'VTRS', 'ASTA-199708', 'MGMA-199502'] [18.3067, 2.809258, 7.9375, 33.25] [20.71548, 2.493611, 8.375, 32.5] [1365.6202374 8899.14703456 3149.60629921 751.87969925] 0.012945 2.816583 0 2.816583 207.915 0.512164
1990-01-31 ['VTRS', 'ERIC', 'SXCL-201702', 'SMLS-199502'] [2.55674, 2.657655, 15.53661, 19.] [2.809258, 2.360926, 18.3067, 19.25] [9778.07676964 9406.78906781 1609.10262921 1315.78947368] 0.044642 2.780587 0 2.780587 201.940 0.468708
1989-12-29 ['SXCL-201702', 'PHS-200512', 'SMLS-199502', 'VTRS'] [17.10231, 6.375, 24.5, 3.061775] [15.53661, 4.5, 19., 2.55674] [1461.7908341 3921.56862745 1020.40816327 8165.19829184] -0.193776 2.661762 0 2.661762 223.835 0.627950
1989-11-30 ['PHS-200512', 'SMLS-199502', 'CMVT-201302', 'VTRS'] [6.8125, 23.125, 0.9079413, 2.771876] [6.375, 24.5, 0.9079413, 3.061775] [ 3669.72477064 1081.08108108 27534.81970696 9019.16247336] 0.024956 3.301517 0 3.301517 224.445 0.632387
1989-10-31 ['PHS-200512', 'SMLS-199502', 'SXCL-201702', 'CMVT-201302'] [6.1875, 22.5, 16.1388, 0.9079413] [6.8125, 23.125, 14.69354, 0.9079413] [ 4040.4040404 1111.11111111 1549.06188812 27534.81970696] 0.009809 3.221130 0 3.221130 222.615 0.619077
1989-09-29 ['PHS-200512', 'SMLS-199502', 'SXCL-201702', 'QMCO'] [6.25, 25.875, 16.01837, 30.88768] [6.1875, 22.5, 16.1388, 25.55254] [4000. 966.18357488 1560.708112 809.3841946 ] -0.076411 3.189841 0 3.189841 226.390 0.646533
1989-08-31 ['SMLS-199502', 'PHS-200512', 'CMVT-201302', 'QMCO'] [23.875, 6.1875, 1.134927, 32.01087] [25.875, 6.25, 0.9079413, 30.88768] [ 1047.12041885 4040.4040404 22027.84848717 780.98470926] -0.035304 3.453744 0 3.453744 222.005 0.614641
1989-07-31 ['PHS-200512', 'SMLS-199502', 'QMCO', 'INEL-199805'] [4.78125, 17.84375, 26.39493, 6.427745] [6.1875, 23.875, 32.01087, 6.680806] [5228.75816993 1401.05078809 947.15159313 3889.38889144] 0.221064 3.580139 0 3.580139 214.275 0.558420
1989-06-30 ['APCC-200702', 'PHS-200512', 'INEL-199805', 'QMCO'] [0.3763239, 3.375, 4.959992, 20.35779] [0.3616619, 4.78125, 6.427745, 26.39493] [66432.13465847 7407.40740741 5040.33071021 1228.03113698] 0.242544 2.931982 0 2.931982 204.585 0.487945
1989-05-31 ['APCC-200702', 'PHS-200512', 'INEL-199805', 'VCELA-199905'] [0.3792563, 3.84375, 5.111829, 26.16667] [0.3763239, 3.375, 4.959992, 22.83333] [65918.48309441 6504.06504065 4890.61742871 955.41389103] -0.071694 2.359661 0 2.359661 214.545 0.560384
1989-04-28 ['PHS-200512', 'VCELA-199905', 'INEL-199805', 'APCC-200702'] [3.21875, 22.83333, 4.251422, 0.2893295] [3.84375, 26.16667, 5.111829, 0.3792563] [ 7766.99029126 1094.89067079 5880.38543339 86406.67474281] 0.213338 2.541899 0 2.541899 200.470 0.458017
1989-03-31 ['PHS-200512', 'MCIC-199809', 'SMLS-199502', 'INEL-199805'] [2.8125, 14.04016, 9., 3.7453] [3.21875, 16.5539, 9.5, 4.251422] [8888.88888889 1780.60648881 2777.77777778 6675.03270766] 0.128544 2.094963 0 2.094963 185.870 0.351831
1989-02-28 ['APCC-200702', 'SMLS-199502', 'ROST', 'SVC-200605'] [0.2424112, 7.6875, 0.3201676, 6.220223] [0.2345915, 9., 0.3382903, 6.268818] [103130.54842351 3252.03252033 78084.10345082 4019.14850963] 0.050722 1.856342 0 1.856342 183.790 0.336703
1989-01-31 ['SMLS-199502', 'SVC-200605', 'CDNS', 'VCELA-199905'] [7.9375, 5.977245, 3.138889, 18.] [7.6875, 6.220223, 2.944444, 16.77778] [3149.60629921 4182.52890755 7964.60148798 1388.88888889] -0.030173 1.766730 0 1.766730 186.470 0.356195
1988-12-30 ['SMLS-199502', 'MCIC-199809', 'SVC-200605', 'ROST'] [7.0625, 11.09724, 5.481904, 0.2537178] [7.9375, 12.32346, 5.977245, 0.2718404] [ 3539.82300885 2252.81241101 4560.45928568 98534.67119768] 0.099045 1.821696 0 1.821696 177.410 0.290301
1988-11-30 ['MNST', 'SMLS-199502', 'SVC-200605', 'ROST'] [0.1576255, 6.625, 5.578928, 0.2627791] [0.1100404, 7.0625, 5.481904, 0.2537178] [158603.77921085 3773.58490566 4481.14763266 95136.94201708] -0.071931 1.657527 0 1.657527 169.185 0.230481
1988-10-31 ['MNST', 'SMLS-199502', 'CE-200402', 'MCIC-199809'] [0.1665476, 5.875, 0.2158208, 11.58773] [0.1576255, 6.625, 0.1920439, 11.21986] [150107.23660983 4255.31914894 115836.84241741 2157.45447987] -0.016957 1.785995 0 1.785995 174.780 0.271173
1988-09-30 ['SMLS-199502', 'CMVT-201302', 'MCIC-199809', 'FAST'] [6.71875, 0.4539707, 10.05496, 0.1019325] [5.875, 0.2269853, 11.58773, 0.09547137] [ 3720.93023256 55069.63334858 2486.33510228 245260.343855 ] -0.134132 1.816802 0 1.816802 179.365 0.304520
1988-08-31 ['CE-200402', 'CMVT-201302', 'SMLS-199502', 'MNST'] [0.1938729, 0.4539707, 4.75, 0.1159885] [0.2341107, 0.4539707, 6.71875, 0.1040923] [128950.46187476 55069.63334858 5263.15789474 215538.60943111] 0.129864 2.098244 0 2.098244 170.995 0.243645
1988-07-29 ['CE-200402', 'CMVT-201302', 'MNST', 'FAST'] [0.1975309, 0.4539707, 0.1189626, 0.08601712] [0.1938729, 0.4539707, 0.1159885, 0.08172349] [126562.47706055 55069.63334858 210150.08078169 290639.81681786] -0.023359 1.857076 0 1.857076 181.160 0.317575
1988-06-30 ['CE-200402', 'CMVT-201302', 'MU', 'MNST'] [0.2341107, 0.4539707, 2.164174, 0.1130145] [0.1975309, 0.4539707, 1.895181, 0.1189626] [106787.08833044 55069.63334858 11551.75138413 221210.5526282 ] -0.056978 1.901493 0 1.901493 189.025 0.374777
1988-05-31 ['CE-200402', 'MU', 'MCIC-199809', 'FAST'] [0.2011888, 2.090812, 6.866803, 0.07441606] [0.2341107, 2.164174, 6.866803, 0.07569589] [124261.39029608 11957.0769634 3640.70441514 335948.98735569] 0.053981 2.016382 0 2.016382 173.345 0.260737
1988-04-29 ['CE-200402', 'MU', 'MCIC-199809', 'MNST'] [0.168267, 1.968542, 6.68287, 0.1278848] [0.2011888, 2.090812, 6.866803, 0.1130145] [148573.39823019 12699.75443755 3740.90772378 195488.43959564] 0.042252 1.913111 0 1.913111 175.920 0.279465
1988-03-31 ['CE-200402', 'MU', 'ADCT-201012', 'MCIC-199809'] [0.175583, 1.748457, 4.648438, 5.456656] [0.168267, 1.968542, 4.621094, 6.68287] [142382.80471344 14298.32131988 5378.15068201 4581.56057483] 0.075761 1.835555 0 1.835555 173.260 0.260119
1988-02-29 ['MU', 'MCIC-199809', 'CE-200402', 'WCOEQ-200404'] [1.882954, 5.579277, 0.1280293, 0.7955065] [1.748457, 5.456656, 0.175583, 0.8196128] [ 13277.01048459 4480.86732385 195267.8019797 31426.51882794] 0.077081 1.706286 0 1.706286 172.640 0.255609
1988-01-29 ['MU', 'MCIC-199809', 'DZB-200104', 'ORCL'] [1.381648, 5.272724, 19.99931, 0.1448879] [1.882954, 5.579277, 18.55606, 0.1565307] [ 18094.33372321 4741.38225327 1250.04312649 172547.18993097] 0.107291 1.584175 0 1.584175 159.130 0.157351
1987-12-31 ['MU', 'ORCL', 'DZB-200104', 'ASCL-200504'] [1.442783, 0.1500625, 21.20751, 12.125] [1.381648, 0.1448879, 19.99931, 10.75] [ 17327.62307291 166597.25114536 1178.82768887 2061.8556701 ] -0.061807 1.430677 0 1.430677 156.250 0.136405
1987-11-30 ['DZB-200104', 'MCIC-199809', 'ASCL-200504', 'ORCL'] [17.70724, 4.353063, 9.125, 0.1125468] [21.20751, 4.598305, 12.125, 0.1500625] [ 1411.85187528 5743.08251454 2739.7260274 222129.81621868] 0.229028 1.524928 0 1.524928 137.125 -0.002691
1987-10-30 ['ORCL', 'MSFT', 'DZB-200104', 'MCIC-199809'] [0.1293642, 0.2176578, 18.53084, 4.782238] [0.1125468, 0.1957909, 17.70724, 4.353063] [193252.84738745 114859.19640831 1349.10236125 5227.67791984] -0.091163 1.240759 0 1.240759 150.070 0.091458
1987-09-30 ['ORCL', 'MSFT', 'ADBE', 'AAPL'] [0.1681734, 0.2898473, 1.098919, 0.3954222] [0.1293642, 0.2176578, 0.6422252, 0.2703218] [148656.08948859 86252.31285577 22749.62940854 63223.56205595] -0.302946 1.365217 0 1.365217 205.505 0.494636
1987-08-31 ['ADBE', 'MSFT', 'AMAT', 'AAPL'] [0.9205227, 0.259777, 0.3572946, 0.3779256] [1.098919, 0.2898473, 0.3426514, 0.3954222] [27158.48289238 96236.38736301 69970.27103124 66150.58625296] 0.078717 1.958554 0 1.958554 209.575 0.524237
1987-07-31 ['ADBE', 'ORCL', 'MSFT', 'AMAT'] [0.9419303, 0.1177214, 0.205635, 0.2723639] [0.9205227, 0.1384197, 0.259777, 0.3572946] [ 26541.24195814 212365.80604716 121574.63466822 91788.96322163] 0.182054 1.815633 0 1.815633 196.350 0.428052
1987-06-30 ['ADBE', 'MSFT', 'JAVA-201001', 'ORCL'] [0.9918811, 0.2231311, 2.546875, 0.1151341] [0.9419303, 0.205635, 2.164062, 0.1177214] [ 25204.63390219 112041.75482485 9815.95092025 217138.10243881] -0.064152 1.535998 0 1.535998 189.240 0.376341
1987-05-29 ['ADBE', 'MSFT', 'ORCL', 'JAVA-201001'] [1.37008, 0.252125, 0.141007, 2.71875] [0.9918811, 0.2231311, 0.1151341, 2.546875] [ 18247.10965783 99157.16410511 177296.16260186 9195.40229885] -0.159436 1.641290 0 1.641290 188.770 0.372923
1987-04-30 ['ADBE', 'MSFT', 'LOTS-199507', 'TECD-202006'] [1.384352, 0.2275018, 34.5, 4.166833] [1.37008, 0.252125, 34.375, 4.] [ 18058.99077691 109889.24043678 724.63768116 5999.76048956] 0.013565 1.952606 0 1.952606 184.830 0.344267
1987-03-31 ['ADBE', 'SMLS-199502', 'MSFT', 'ADSK'] [0.9847453, 6.96875, 0.2116464, 3.267438] [1.384352, 5.1875, 0.2275018, 2.975228] [ 25387.27526803 3587.44394619 118121.54612599 7651.25459152] 0.033919 1.926472 0 1.926472 186.040 0.353067
1987-02-27 ['ADBE', 'MSFT', 'WDC', 'SMLS-199502'] [0.649361, 0.1678995, 11.99179, 3.90625] [0.9847453, 0.2116464, 9.08165, 6.96875] [ 38499.38631978 148898.59707742 2084.7596564 6400. ] 0.329590 1.863272 0 1.863272 182.750 0.329139
1987-01-30 ['ADBE', 'MSFT', 'LOTS-199507', 'SMLS-199502'] [0.4852368, 0.1599718, 21.83333, 3.5] [0.649361, 0.1678995, 23., 3.90625] [ 51521.23664157 156277.54391712 1145.03834275 7142.85714286] 0.139325 1.401389 0 1.401389 166.675 0.212226
1986-12-31 ['TIGO', 'ADBE', 'LOTS-199507', 'TEVA'] [2.453202, 0.3639276, 17.25, 0.2925549] [2.766984, 0.4852368, 21.83333, 0.3684024] [10190.76292943 68694.98218877 1449.27536232 85454.04640291] 0.246550 1.230017 0 1.230017 141.405 0.028437
1986-11-28 ['TIGO', 'LOTS-199507', 'WCOEQ-200404', 'TEVA'] [3.194869, 18., 0.6026565, 0.2925549] [2.453202, 17.25, 0.3615939, 0.2925549] [ 7825.04697376 1388.88888889 41483.00068115 85454.04640291] -0.168452 0.986737 0 0.986737 147.940 0.075966
1986-10-31 ['TIGO', 'LOTS-199507', 'CA-201811', 'LGNT-199511'] [2.510254, 15.83333, 1.543525, 16.5] [3.194869, 18., 1.510543, 17.5] [ 9959.15154403 1578.94770083 16196.69263536 1515.15151515] 0.112202 1.186627 0 1.186627 144.480 0.050802
1986-09-30 ['TIGO', 'JBHT', 'DZB-200104', 'LGNT-199511'] [2.053844, 3.189916, 11.47418, 14.25] [2.510254, 3.085943, 10.55791, 16.5] [12172.29740915 7837.19696694 2178.80493421 1754.38596491] 0.066917 1.066917 0 1.066917 137.495 0.000000