4 Months RUx3000_topN_6_BM

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55 Months RUx3000_topN_6_BM

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110 Months RUx3000_topN_6_BM

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220 Months RUx3000_topN_6_BM

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topNstocks topNbegPrices topNendPrices topN_6_positions topN_6_monthlyReturn topN_6_aggregateReturn SELL TimetopN_6_AggRet benchmark benchmarkAggRet
Date
2000-01-31 ['MSTR', 'CRA-201105', 'ITWO-201001', 'BEAS-200804', 'BCOR', 'VIGN-200907'] [1388.75, 100.4375, 1203.906, 37.6875, 258.9597, 650.] [1390.625, 244., 2043.75, 63.28125, 401.0295, 768.3333] [ 12.00120012 165.94067621 13.84382723 442.23327805 64.36007868 25.64102564] 0.589682 46.190918 0 46.190918 2821.342 6.452039
1999-12-31 ['IDCC', 'CRA-201105', 'BVSN-202005', 'FCST-200001', 'ABGX-200603', 'DTPI-201011'] [59.98893, 74.5, 12751.72, 129.9375, 33.125, 68.44209] [23.19572, 100.4375, 9539.046, 122.5, 33., 65.25642] [277.82903724 223.71364653 1.30701322 128.26679493 503.14465409 243.51487026] -0.104113 29.056697 0 29.056697 2936.454 6.756086
1999-11-30 ['MCOM-200107', 'ANCR-200008', 'BVSN-202005', 'MSTR', 'OMPT-200002', 'BRCD-201711'] [59.25, 60.625, 6977.302, 612.5, 81., 34.11463] [78.625, 67.875, 12751.72, 1050., 120.625, 41.65235] [281.29395218 274.91408935 2.3886979 27.21088435 205.76131687 488.54895002] 0.449771 32.433436 0 32.433436 2760.324 6.290872
1999-10-29 ['ELX-201505', 'BRCD-201711', 'MCOM-200107', 'MSTR', 'AERL-200005', 'ANCR-200008'] [38.98438, 31.65108, 43.9375, 483.125, 42.5, 31.6875] [40.625, 34.11463, 59.25, 612.5, 41.3125, 60.625] [427.52165525 526.57497522 379.32669512 34.49762829 392.15686275 525.96975674] 0.270248 22.371415 0 22.371415 2685.176 6.092382
1999-09-30 ['SLNH', 'ELX-201505', 'SRT', 'NTPA-200702', 'HLIT', 'BRCD-201711'] [71.44112, 21.46875, 43.48869, 39.875, 65.40625, 24.70902] [42.68889, 38.98438, 35.95989, 53.375, 59.375, 31.65108] [233.29234853 776.3221737 383.24140522 417.97283177 254.81764612 674.51751088] 0.127931 17.611851 0 17.611851 2526.687 5.673764
1999-08-31 ['SLNH', 'HLIT', 'QCOM', 'ZIXI-202112', 'TQNT-201412', 'PTEN'] [60.26667, 63., 16.20607, 38.375, 13.21875, 5.279817] [71.44112, 65.40625, 15.9531, 29.625, 14.29688, 5.967421] [ 276.54865727 264.55026455 1028.42124381 434.31053203 1260.83530339 3156.67506405] 0.031964 15.614304 0 15.614304 2592.960 5.848811
1999-07-30 ['SLNH', 'LCAV-201405', 'LDIG-200203', 'MJRC-201102', 'IPI-200006', 'BSMLE-200905'] [64.53556, 25.85528, 30.375, 66.66666, 71., 67.125] [60.26667, 16.56596, 18., 65.83333, 49.25, 56.25] [258.25555193 644.61365983 548.69684499 250.000025 234.74178404 248.29298572] -0.218948 15.130673 0 15.130673 2622.783 5.927583
1999-06-30 ['AMTD-202010', 'QCOM', 'ABRX-199907', 'CNET-200806', 'STCN', 'DCLK-200507'] [21.59526, 12.10053, 90.0625, 57.625, 491.1795, 45.875] [15.24147, 13.15458, 25.5, 40., 396.9807, 40.5] [ 771.77429985 1377.35013811 185.05667361 289.2263196 33.93192645 363.30608538] -0.256463 19.372162 0 19.372162 2704.797 6.144208
1999-05-31 ['AMTD-202010', 'ETFC-202010', 'STCN', 'MPWR-200207', 'DCLK-200507', 'EXDS-200109'] [18.27193, 434.3782, 446.2332, 18.29167, 48.71875, 9.375] [21.59526, 389.8423, 491.1795, 17.33333, 45.875, 14.99219] [ 912.14593459 38.3690219 37.34967875 911.16156516 342.09963652 1777.77777778] 0.111414 26.054083 0 26.054083 2574.684 5.800539
1999-04-30 ['AMTD-202010', 'ETFC-202010', 'STCN', 'DCLK-200507', 'CNET-200806', 'RNWK'] [27.21054, 563.7156, 548.1025, 69.90625, 64.25, 148.877] [18.27193, 434.3782, 446.2332, 48.71875, 54.125, 95.27459] [612.50775129 29.5657361 30.40793769 238.41454329 259.40337224 111.94923774] -0.260752 23.442293 0 23.442293 2624.566 5.932293
1999-03-31 ['DCLK-200507', 'SDLI-200102', 'STCN', 'AMTD-202010', 'ETFC-202010', 'BVSN-202005'] [45.51562, 22.6875, 394.1547, 12.58026, 284.6031, 1486.703] [69.90625, 27.3125, 548.1025, 27.21054, 563.7156, 1450.71] [ 366.17465975 734.61891644 42.28458183 1324.82688487 58.56108618 11.21048835] 0.541627 31.710989 0 31.710989 2511.214 5.632895
1999-02-26 ['NSOL-200006', 'AMTD-202010', 'STCN', 'ETFC-202010', 'XCIT-199905', 'AMZN'] [45.375, 9.931783, 264.0258, 224.5101, 102.5, 64.0625] [52.875, 12.58026, 394.1547, 284.6031, 140., 86.09375] [ 367.30945822 1678.11425871 63.12514408 74.23570996 162.60162602 260.16260163] 0.317040 20.569822 0 20.569822 2422.332 5.398130
1999-01-29 ['NSOL-200006', 'LCOS-200010', 'AMTD-202010', 'ETFC-202010', 'AABA-201910', 'STCN'] [60.25, 68.5, 8.174621, 269.3511, 12.07102, 262.6801] [45.375, 43.8125, 9.931783, 224.5101, 10.46098, 264.0258] [ 276.62517289 243.30900243 2038.83050562 61.87710637 1380.71734341 63.44853176] -0.114512 15.618222 0 15.618222 2511.284 5.633080
1998-12-31 ['QLGC-201608', 'AMZN', 'AABA-201910', 'TWX-201806', 'NSOL-200006', 'NEON-200106'] [8.179688, 53.54167, 8.073611, 59.08484, 32.71875, 44.] [8.617188, 58.46875, 12.07102, 66.9406, 60.25, 60.0625] [2037.56752906 311.28402731 2064.33857993 282.08025386 509.3919134 378.78787879] 0.330016 17.637982 0 17.637982 2428.774 5.415145
1998-11-30 ['AMZN', 'ELNK-201702', 'AABA-201910', 'STAR', 'NEON-200106', 'MFNXQ-200209'] [32., 23.45569, 6.542373, 28.61579, 37., 6.484375] [53.54167, 22.18413, 8.073611, 21.54965, 44., 8.375] [ 520.83333333 710.55964104 2547.49563601 582.42902491 450.45045045 2570.2811245 ] 0.181140 13.261481 0 13.261481 2283.630 5.031775
1998-10-30 ['AMZN', 'STAR', 'MFNXQ-200209', 'AABA-201910', 'CASI', 'QLGC-201608'] [21.07292, 25.3174, 4.734375, 4.459547, 287.375, 5.773438] [32., 28.61579, 6.484375, 6.542373, 270.875, 6.414062] [ 790.90447203 658.30877842 3520.3520352 3737.30037303 57.99623025 2886.78369226] 0.256508 11.227698 0 11.227698 2152.010 4.684126
1998-09-30 ['AABA-201910', 'EYE-200505', 'AMZN', 'PRGN-200512', 'STAR', 'MFNXQ-200209'] [4.412694, 16.75, 18.60417, 490.5952, 19.80096, 4.09375] [4.459547, 12.53125, 21.07292, 425.0809, 25.3174, 4.734375] [3776.98219425 995.02487562 895.85650242 33.97233945 841.71003157 4071.24681934] 0.032166 8.935635 0 8.935635 2000.183 4.283104
1998-08-31 ['GMGC-200209', 'CTYA-199910', 'AMZN', 'EYE-200505', 'ATAHQ-200602', 'CYCL-200911'] [77., 23.25, 13.95833, 12., 21., 2.62203] [94.5, 23.875, 18.60417, 16.75, 23.5, 2.260066] [ 216.45021645 716.84587814 1194.03013589 1388.88888889 793.65079365 6356.3981597 ] 0.160637 8.657172 0 8.657172 1872.455 3.945734
1998-07-31 ['GMGC-200209', 'STCN', 'AMZN', 'ELNK-201702', 'DKB.B-199812', 'AEO'] [112., 73.3405, 18.47917, 14.80456, 92.11631, 3.17643] [77., 41.04377, 13.95833, 9.763742, 86.59159, 2.251647] [ 148.80952381 227.2505187 901.91641003 1125.77926441 180.93068064 5246.980625 ] -0.281520 7.458981 0 7.458981 2211.177 4.840404
1998-06-30 ['AMZN', 'PIXR-200605', 'EYE-200505', 'GEOC-199906', 'CLRP-199908', 'PSIXQ-200210'] [16.625, 30.1875, 14.875, 20.375, 10.27174, 6.5] [18.47917, 23.8125, 15.625, 22.25, 11.15217, 8.75] [1002.50626566 552.10489993 1120.44817927 817.99591002 1622.57481855 2564.1025641 ] 0.079110 10.381607 0 10.381607 2252.068 4.948410
1998-05-29 ['LHSG-200007', 'DKB.B-199812', 'NTY-201010', 'RVI-201105', 'CTYA-199910', 'STN-200711'] [57.8125, 95.80096, 17.4375, 17.8125, 15.9375, 9.29537] [65.875, 94.55193, 18.375, 21., 18.75, 9.178202] [ 288.28828829 173.97181267 955.79450418 935.67251462 1045.75163399 1793.00734308] 0.087166 9.620525 0 9.620525 2178.410 4.753856
1998-04-30 ['NTY-201010', 'AABA-201910', 'LHSG-200007', 'BBY', 'FILE-200610', 'RVI-201105'] [20., 2.026389, 60.75, 5.18148, 27.25, 19.] [17.4375, 1.865598, 57.8125, 4.794252, 27.51562, 17.8125] [ 833.33333333 8224.81106375 274.3484225 3216.58419345 611.62079511 877.19298246] -0.063886 8.849175 0 8.849175 2233.527 4.899437
1998-03-31 ['FILE-200610', 'PRTLQ-200907', 'NTY-201010', 'BBY', 'CVNS-200707', 'WCII-200104'] [24.4375, 29., 20.25, 4.918719, 35.875, 28.5] [27.25, 23.875, 20., 5.18148, 34.1875, 25.91667] [ 682.01193521 574.71264368 823.04526749 3388.41610319 464.57607433 584.79532164] -0.026374 9.453090 0 9.453090 2211.780 4.841997
1998-02-27 ['BBY', 'PRTLQ-200907', 'AMZN', 'CVNS-200707', 'WCII-200104', 'AVEI-199901'] [4.393195, 26., 6.416667, 34., 28.04167, 40.9375] [4.918719, 29., 7.125, 35.875, 28.5, 36.625] [3793.7461612 641.02564103 2597.40246247 490.19607843 594.35356976 407.12468193] 0.051924 9.709155 0 9.709155 2107.339 4.566136
1998-01-30 ['BBY', 'HARS-200010', 'PRTLQ-200907', 'STN-200711', 'AMZN', 'LCOS-200010'] [3.743205, 16.87191, 18.25, 9.29537, 4.916667, 9.546875] [4.393195, 18.26398, 26., 8.826696, 6.416667, 10.3125] [4452.51239691 987.83520459 913.24200913 1793.00734308 3389.83027866 1745.77195854] 0.169279 9.229900 0 9.229900 1966.654 4.194543
1997-12-31 ['AMZN', 'LCOS-200010', 'AABA-201910', 'HARS-200010', 'BBY', 'LGTO-200310'] [5.020833, 10.34375, 1.179842, 17.65589, 2.719816, 11.] [4.916667, 9.546875, 1.079747, 16.87191, 3.743205, 11.48438] [ 3319.50229507 1611.27895267 14126.18525757 943.97204937 6127.86551247 1515.15151515] 0.032213 7.893670 0 7.893670 1956.514 4.167760
1997-11-28 ['HARS-200010', 'DIGL-201001', 'AMZN', 'INTL-200708', 'AVEI-199901', 'IMIC-200212'] [16.87859, 20.5, 4.125, 18.82166, 27.6875, 27.25] [17.65589, 13.125, 5.020833, 17.37391, 32.5, 29.5] [ 987.44425137 813.00813008 4040.4040404 885.50460834 601.95635816 611.62079511] 0.013822 7.647326 0 7.647326 1918.093 4.066278
1997-10-31 ['CTXS', 'INTL-200708', 'PTEN', 'APEX-200006', 'TKLC-201201', 'AVEI-199901'] [9.343656, 22.32271, 11.00167, 17.16667, 20.9375, 26.5625] [9.113047, 18.82166, 7.219843, 14.66667, 18.9375, 27.6875] [1783.74146765 746.62380449 1514.92152252 970.87359789 796.0199005 627.45098039] -0.120678 7.543065 0 7.543065 1847.362 3.879456
1997-09-30 ['SPCT-200212', 'INTL-200708', 'MVK-200610', 'ASYTQ-200912', 'APEX-200006', 'WAXS-200104'] [64.125, 23.75114, 41.25, 22.1875, 25.25, 32.5] [23.5, 22.32271, 35.25, 14.5625, 17.16667, 26.5] [259.90903184 701.72070337 404.04040404 751.17370892 660.0660066 512.82051282] -0.281256 8.578277 0 8.578277 1911.570 4.049049
1997-08-29 ['AEIS', 'APEX-200006', 'MVK-200610', 'CTXS', 'TKLC-201201', 'SPCT-200212'] [31.33011, 26.66667, 32.625, 6.425254, 18.15625, 44.] [28.15981, 25.25, 41.25, 6.40935, 17.03125, 64.125] [ 531.96961858 624.99992188 510.85568327 2593.93117637 917.95754446 378.78787879] 0.083834 11.935087 0 11.935087 1808.993 3.778111
1997-07-31 ['SPCT-200212', 'WAXS-200104', 'AEIS', 'BEAS-200804', 'LHSG-200007', 'TKLC-201201'] [45.5, 28.125, 24.86517, 4.84375, 28.875, 15.375] [44., 26.5, 31.33011, 4.59375, 25., 18.15625] [ 366.3003663 592.59259259 670.28162955 3440.86021505 577.2005772 1084.01084011] 0.027390 11.011918 0 11.011918 1885.466 3.980100
1997-06-30 ['AEIS', 'BRL-200812', 'CLHI', 'AVID', 'HKNI-202011', 'TKLC-201201'] [1.529208e+01, 1.303704e+01, 1.125220e-01, 2.637500e+01, 6.216000e+04, 8.843750e+00] [2.486517e+01, 1.333333e+01, 1.102256e-01, 3.437500e+01, 5.376000e+04, 1.537500e+01] [1.08988880e+03 1.27840880e+03 1.48119183e+05 6.31911532e+02 2.68125268e-01 1.88457008e+03] 0.255839 10.718347 0 10.718347 1748.400 3.618067
1997-05-30 ['CLHI', 'TKLC-201201', 'IMNX-200207', 'JBL', 'CBO-199708', 'DELL-201310'] [8.787429e-02, 8.750000e+00, 2.614583e+00, 5.738936e+00, 1.140755e+02, 6.737835e+00] [1.125220e-01, 8.843750e+00, 3.020833e+00, 8.228261e+00, 1.241673e+02, 7.033551e+00] [1.89664880e+05 1.90476190e+03 6.37450280e+03 2.90413879e+03 1.46102070e+02 2.47359377e+03] 0.168783 8.534812 0 8.534812 1678.616 3.433745
1997-04-30 ['CLHI', 'AMD', 'TNCR-199704', 'AEIS', 'KLIC', 'BBRC-200008'] [0.05878698, 21.25, 44.375, 8.827135, 13.03665, 13.11111] [0.08787429, 20., 44.375, 12.18393, 15.71382, 13.94444] [283509.4891193 784.31372549 375.58685446 1888.11734121 1278.44704481 1271.18654841] 0.180861 7.302308 0 7.302308 1571.299 3.150288
1997-03-31 ['AMD', 'CLHI', 'JBL', 'SFAM-200212', 'HTCH-201610', 'QMCO'] [2.075000e+01, 5.296952e-02, 4.414567e+00, 3.300000e+01, 2.850000e+01, 1.301495e+02] [2.125000e+01, 5.878698e-02, 4.745659e+00, 2.425000e+01, 2.712500e+01, 1.406794e+02] [8.03212851e+02 3.14646360e+05 3.77537971e+03 5.05050505e+02 5.84795322e+02 1.28057862e+02] -0.003928 6.183884 0 6.183884 1497.534 2.955452
1997-02-28 ['SFAM-200212', 'CLHI', 'AMD', 'XCIT-199905', 'JBL', 'KLIC'] [37.25, 0.06337971, 18., 7.9375, 3.249611, 12.33826] [33., 0.05296952, 20.75, 5.375, 4.414567, 9.835689] [ 447.42729306 262965.33491028 925.92592593 2099.73753281 5128.81900839 1350.81175682] -0.048790 6.208271 0 6.208271 1568.509 3.142919
1997-01-31 ['APM-200001', 'JBL', 'ESST-200806', 'QMCO', 'RDRTQ-200508', 'CLHI'] [5.525000e+01, 4.635294e+00, 3.167126e+01, 1.280435e+02, 1.650000e+02, 5.664371e-02] [3.850000e+01, 3.249611e+00, 2.567940e+01, 1.339402e+02, 1.537500e+02, 6.337971e-02] [3.01659125e+02 3.59560077e+03 5.26239457e+02 1.30164098e+02 1.01010101e+02 2.94236848e+05] -0.115752 6.526710 0 6.526710 1566.796 3.138394
1996-12-31 ['CTN-199702', 'JBL', 'SCOP-199805', 'APM-200001', 'APCC-200702', 'ENCD-200201'] [52., 3.924059, 31., 30., 12.78524, 41.25] [23.75, 4.635294, 33.5, 55.25, 12.66794, 31.5] [ 320.51282051 4247.30277161 537.6344086 555.55555556 1303.58653155 404.04040404] 0.052459 7.381082 0 7.381082 1484.639 2.921392
1996-11-29 ['CTN-199702', 'MANU-200607', 'TTI-199703', 'UHAL', 'SAMC-200201', 'WDC'] [35.625, 9.3125, 11.875, 42.14322, 37.875, 21.57519] [52., 9.9375, 11.75, 31.2172, 38.375, 22.82956] [ 467.83625731 1789.70917226 1403.50877193 395.47682087 440.0440044 772.49223143] 0.054720 7.013177 0 7.013177 1502.738 2.969197
1996-10-31 ['EAGL-199904', 'VIAS-200008', 'CTN-199702', 'MANU-200607', 'MTZ', 'RSYS-201812'] [28.625, 49.25, 27.8125, 10.75, 21.61111, 42.5] [24.375, 45.25, 35.625, 9.3125, 21., 30.5] [ 582.24163028 338.40947547 599.25093633 1550.3875969 771.20826587 392.15686275] -0.065524 6.649328 0 6.649328 1403.724 2.707670
1996-09-30 ['SYSF-199903', 'ENCD-200201', 'MANU-200607', 'VNTV-199912', 'RSYS-201812', 'MTZ'] [34.25, 41.875, 10.0625, 32.375, 33., 15.22222] [28.25, 41., 10.75, 33., 42.5, 21.61111] [ 486.61800487 398.00995025 1656.31469979 514.8005148 505.05050505 1094.89067079] 0.099856 7.115566 0 7.115566 1378.524 2.641109
1996-08-30 ['SYSF-199903', 'WTSLQ-201512', 'MTZ', 'IMAT-200112', 'ZOLT-201402', 'ETEC-200003'] [32.5, 16.22384, 13.11111, 6.25, 31.875, 30.5] [34.25, 16.0016, 15.22222, 4.625, 38., 34.] [ 512.82051282 1027.29481224 1271.18654841 2666.66666667 522.87581699 546.44808743] 0.041346 6.469543 0 6.469543 1307.370 2.453170
1996-07-31 ['WTSLQ-201512', 'RSYS-201812', 'CFS-201012', 'CTYS-199805', 'SYSF-199903', 'AEO'] [10.61217, 23.5, 19.25, 33., 18.125, 0.5182362] [16.22384, 24.75, 19.375, 27.5, 32.5, 0.586143] [ 1570.52390479 709.21985816 865.8008658 505.05050505 919.54022989 32160.36754412] 0.224325 6.212674 0 6.212674 1268.877 2.351498
1996-06-28 ['JTS-199805', 'SYSF-199903', 'IOM-200806', 'CONC-199908', 'AEO', 'SCLN-201710'] [5.75, 23.5, 40.58979, 40., 0.5110881, 13.875] [5.5, 18.125, 23.26915, 35., 0.5182362, 12.125] [ 2898.55072464 709.21985816 410.61229109 416.66666667 32610.16381846 1201.2012012 ] -0.156011 5.074365 0 5.074365 1338.969 2.536632
1996-05-31 ['IOM-200806', 'JTS-199805', 'CHRS-201206', 'RATL-200302', 'SYSF-199903', 'MPS-201001'] [61.75946, 8.125, 8., 15.53125, 23.375, 31.5] [40.58979, 5.75, 7., 13.4375, 23.5, 27.25] [ 269.86419031 2051.28205128 2083.33333333 1073.10529846 713.01247772 529.1005291 ] -0.170744 6.012359 0 6.012359 1343.307 2.548090
1996-04-30 ['IOM-200806', 'MPS-201001', 'CHKAQ-202102', 'CNTO-199910', 'RATL-200302', 'ABRX-199907'] [38.31536, 29.75, 3746.359, 40., 13.34375, 31.25] [61.75946, 31.5, 4064.071, 35.375, 15.53125, 31.375] [ 434.98656066 560.22408964 4.4487639 416.66666667 1249.02419984 533.33333333] 0.134635 7.250308 0 7.250308 1309.787 2.459554
1996-03-29 ['MPS-201001', 'IOM-200806', 'CNTO-199910', 'IDEV-200903', 'APLX-200710', 'CHZS-201212'] [25.25, 17.93299, 36.125, 37.125, 35., 0.2005582] [29.75, 38.31536, 40., 39.375, 39., 0.2682965] [ 660.0660066 929.38582281 461.36101499 448.93378227 476.19047619 83101.39733338] 0.322452 6.389991 0 6.389991 1285.414 2.395177
1996-02-29 ['MPS-201001', 'CUBE-200106', 'RSAS-200609', 'APLX-200710', 'ASND-199906', 'SVNTQ-201405'] [17.66667, 28.88082, 19.375, 39.75, 45.25, 8.125] [25.25, 21.66061, 17.66667, 35., 54., 6.5] [ 943.39604842 577.084261 860.21505376 419.28721174 368.32412523 2051.28205128] -0.005842 4.831928 0 4.831928 1272.621 2.361387
1996-01-31 ['MPS-201001', 'CUBE-200106', 'CHKAQ-202102', 'BDC', 'RSAS-200609', 'CNTO-199910'] [15.33333, 24.75499, 2449.033, 35.60821, 19.08333, 34.25] [17.66667, 28.88082, 2190.892, 31.76414, 19.375, 29.125] [1086.95675803 673.26493231 6.80540714 468.05685168 873.36259797 486.61800487] -0.004812 4.860323 0 4.860323 1254.122 2.312525
1995-12-29 ['CUBE-200106', 'MPS-201001', 'ASND-199906', 'EYE-200505', 'PAIR-200006', 'AN'] [25.78644, 14.66667, 40.5625, 9.75, 13.6875, 16.30548] [24.75499, 15.33333, 38.875, 9.03125, 11.8125, 14.16151] [ 646.33453345 1136.3633781 410.88854648 1709.4017094 1217.65601218 1022.15124404] -0.063057 4.883822 0 4.883822 1218.748 2.219091
1995-11-30 ['QDEK-199810', 'CUBE-200106', 'ASND-199906', 'CCHIA-199601', 'NETC-199801', 'XLGX-199512'] [32., 20.68073, 35.75, 54.5, 73., 71.] [27.5, 25.78644, 40.5625, 55.25, 36., 58.75] [520.83333333 805.90320877 466.2004662 305.81039755 228.31050228 234.74178404] -0.070792 5.212505 0 5.212505 1199.160 2.167353
1995-10-31 ['AN', 'APM-200001', 'CEPH-201110', 'WOLF', 'XLGX-199512', 'ASND-199906'] [9.704301, 15.375, 30., 6.125, 69.125, 32.5] [12.13038, 15.5, 27.75, 4.625, 71., 35.75] [1717.45153687 1084.01084011 555.55555556 2721.08843537 241.10910187 512.82051282] 0.010893 5.609620 0 5.609620 1148.235 2.032845
1995-09-29 ['AN', 'WOLF', 'APM-200001', 'QDEK-199810', 'IDNX-200608', 'CEPH-201110'] [10.43777, 6.1875, 15.625, 19.375, 13., 27.5] [9.704301, 6.125, 15.375, 21.375, 11.75, 30.] [1596.76508169 2693.6026936 1066.66666667 860.21505376 1282.05128205 606.06060606] 0.000268 5.549173 0 5.549173 1158.237 2.059263
1995-08-31 ['WOLF', 'AN', 'TLZ-200008', 'QDEK-199810', 'APM-200001', 'IOM-200806'] [6.8125, 9.59146, 19.875, 17.5, 11.5, 5.540273] [6.1875, 10.43777, 20.375, 19.375, 15.625, 5.277839] [2446.48318043 1737.65690173 838.57442348 952.38095238 1449.27536232 3008.27534431] 0.073353 5.547685 0 5.547685 1115.031 1.945143
1995-07-31 ['AN', 'TLZ-200008', 'WOLF', 'IOM-200806', 'CNXS-200612', 'BBRC-200008'] [9.986403, 21.125, 4.8125, 6.473372, 20.70976, 9.555555] [9.59146, 19.875, 6.8125, 5.540273, 14.12573, 9.777778] [1668.93591884 788.95463511 3463.2034632 2574.64991455 804.77353029 1744.18614792] -0.020324 5.168555 0 5.168555 1105.221 1.919231
1995-06-30 ['MEDI-200706', 'CNMW-199704', 'SEPR-200910', 'IONS', 'KLIC', 'REGN'] [2.395833, 14.25, 6.75, 12.625, 15.42283, 9.] [1.5, 17.125, 7.4375, 13., 19.08938, 13.] [6956.52270699 1169.59064327 2469.13580247 1320.1320132 1080.64905511 1851.85185185] 0.106929 5.275779 0 5.275779 1062.554 1.806535
1995-05-31 ['SEPR-200910', 'CNMW-199704', 'PRST-201210', 'HELX-200510', 'TCA-200102', 'ASND-199906'] [6., 12.625, 29., 14.78596, 25.25, 9.6875] [6.75, 14.25, 25.5, 16.73148, 24.41667, 12.625] [2777.77777778 1320.1320132 574.71264368 1127.19543856 660.0660066 1720.43010753] 0.089137 4.766139 0 4.766139 1032.690 1.727655
1995-04-28 ['CDV.A-199506', 'TWX-201806', 'SDRC-200108', 'PRST-201210', 'ALMC', 'ASND-199906'] [5.625, 2.207928, 12.125, 20.75, 35.21696, 9.625] [6., 1.696117, 13.75, 29., 36.29724, 9.6875] [2962.96296296 7548.55532729 1374.57044674 803.21285141 473.25682474 1731.6017316 ] 0.067273 4.376067 0 4.376067 996.490 1.632039
1995-03-31 ['ALTC-199602', 'ALMC', 'ASND-199906', 'PAIR-200006', 'MCSY-199711', 'STRM-199607'] [44.75, 36.72935, 8.09375, 5.96875, 21.75, 21.5] [38.375, 35.21696, 9.625, 5.3125, 22., 18.375] [ 372.43947858 453.76971459 2059.2020592 2792.32111693 766.2835249 775.19379845] -0.039708 4.100231 0 4.100231 971.100 1.564976
1995-02-28 ['IDCC', 'ALMC', 'ALTC-199602', 'CPU-200003', 'MACR-200512', 'PAIR-200006'] [8.598413, 33.05641, 34.75, 4.71875, 14.6875, 5.625] [4.899096, 36.72935, 44.75, 4.53125, 16.875, 5.96875] [1938.34218787 504.18864803 479.61630695 3532.00883002 1134.75177305 2962.96296296] 0.023160 4.269775 0 4.269775 947.530 1.502721
1995-01-31 ['IDCC', 'ALMC', 'ASND-199906', 'MACR-200512', 'NETM-200806', 'MEGZ-199502'] [8.498431, 23.11788, 6.375, 12.25, 133.4375, 16.25] [8.598413, 33.05641, 6.78125, 14.6875, 126.875, 17.625] [1961.14631826 720.94269313 2614.37908497 1360.54421769 124.90241998 1025.64102564] 0.123302 4.173125 0 4.173125 910.390 1.404622
1994-12-30 ['STRM-199607', 'ASND-199906', 'MACR-200512', 'NETM-200806', 'ALMC', 'NWK-201208'] [17.5, 5.09375, 12.75, 141.75, 18.00458, 24.] [17.875, 6.375, 12.25, 133.4375, 23.11788, 24.375] [ 952.38095238 3271.98364008 1307.18954248 117.57789536 925.69038915 694.44444444] 0.079122 3.715052 0 3.715052 890.870 1.353064
1994-11-30 ['ALMC', 'TNCR-199704', 'NWK-201208', 'STRM-199607', 'CCBL-200712', 'CBRA-199601'] [18.8688, 22.1875, 20.75, 14.0625, 12.75, 36.] [18.00458, 19.25, 24., 17.5, 15.5, 35.75] [ 883.29234857 751.17370892 803.21285141 1185.18518519 1307.18954248 462.96296296] 0.071936 3.442663 0 3.442663 877.210 1.316984
1994-10-31 ['CCBL-200712', 'CYT-201512', 'NWK-201208', 'GDC-200108', 'STRM-199607', 'TNCR-199704'] [13.3125, 6.228062, 21.75, 33.375, 14.15625, 22.] [12.75, 5.734374, 20.75, 27.625, 14.0625, 22.1875] [1251.95618153 2676.05985083 766.2835249 499.37578027 1177.33627667 757.57575758] -0.056314 3.211630 0 3.211630 910.430 1.404728
1994-09-30 ['CCBL-200712', 'TNCR-199704', 'CYT-201512', 'HOG-199805', 'STX-199608', 'ACY-199411'] [9.8125, 18.625, 5.525506, 15.25, 13.5, 99.5] [13.3125, 22., 6.228062, 14.625, 12.125, 98.75] [1698.51380042 894.85458613 3016.31500657 1092.89617486 1234.56790123 167.5041876 ] 0.085778 3.403282 0 3.403282 895.620 1.365610
1994-08-31 ['ENCC-199704', 'HOG-199805', 'STRM-199607', 'GSB-200211', 'CCIL-199903', 'ACY-199411'] [4.25, 17.5, 9.5, 10.76889, 23.83333, 96.4804] [4.5, 15.25, 9.3125, 9.640723, 26.16667, 99.5] [3921.56862745 952.38095238 1754.38596491 1547.66802026 699.30079711 172.74665804] -0.010841 3.134417 0 3.134417 915.080 1.417010
1994-07-29 ['ENCC-199704', 'HOG-199805', 'CCIL-199903', 'SELA-200702', 'XCL-199912', 'STX-199608'] [4.25, 17.25, 22.16667, 16.69154, 17.8125, 9.125] [4.25, 17.5, 23.83333, 15.52129, 17.8125, 11.] [3921.56862745 966.18357488 751.87958618 998.50982394 935.67251462 1826.48401826] 0.037508 3.168770 0 3.168770 876.860 1.316059
1994-06-30 ['ABE-199506', 'STX-199608', 'HOG-199805', 'IO', 'ANDV-201809', 'HSX-199407'] [7.25, 9.375, 11.5, 178.125, 4.494141, 13.5] [7.25, 9.125, 17.25, 151.875, 4.287514, 13.625] [2298.85057471 1777.77777778 1449.27536232 93.56725146 3708.53221264 1234.56790123] 0.048208 3.054212 0 3.054212 850.500 1.246434
1994-05-31 ['IO', 'HNT-201603', 'MME-200402', 'STX-199608', 'ABE-199506', 'CNTX-199406'] [193.125, 34.125, 24.1875, 9., 7.375, 11.] [178.125, 25.125, 22.25, 9.375, 7.25, 10.875] [ 86.29989213 488.4004884 689.06115418 1851.85185185 2259.88700565 1515.15151515] -0.068026 2.913746 0 2.913746 874.440 1.309667
1994-04-29 ['AMES-200108', 'BDT-199909', 'MME-200402', 'IO', 'HNT-201603', 'IDTI-201903'] [5.125, 41.37944, 25.5625, 176.25, 27.625, 15.0625] [4.125, 30.88378, 24.1875, 193.125, 34.125, 14.4375] [3252.03252033 402.77651574 651.99674002 94.56264775 603.31825038 1106.50069156] -0.035502 3.126424 0 3.126424 864.910 1.284496
1994-03-31 ['WDC', 'AMES-200108', 'BDT-199909', 'SPLKA-199412', 'GCR.A-200204', 'MME-200402'] [6.773606, 5.25, 31.72826, 2.25, 4.875, 18.875] [6.322032, 5.125, 41.37944, 2., 4.875, 25.5625] [2460.53087036 3174.6031746 525.29406487 7407.40740741 3418.8034188 883.00220751] 0.076150 3.241504 0 3.241504 855.130 1.258663
1994-02-28 ['SPLKA-199412', 'MCOM-200107', 'GCR.A-200204', 'WDC', 'ENR-199810', 'VRCC-201509'] [2.5, 29.5, 5.5, 6.071158, 24.5, 116.25] [2.25, 21., 4.875, 6.773606, 22.25, 117.] [6666.66666667 564.97175141 3030.3030303 2745.22037915 680.27210884 143.36917563] -0.078576 3.012130 0 3.012130 894.230 1.361939
1994-01-31 ['WDC', 'SPLKA-199412', 'DPGE-199601', 'VRCC-201509', 'PDLI-202012', 'ENR-199810'] [4.816786, 2.75, 48., 104.25, 1.044265, 23.5] [6.071158, 2.5, 54.5, 116.25, 0.9076731, 24.5] [ 3460.12188764 6060.60606061 347.22222222 159.87210232 15960.1889048 709.21985816] 0.055297 3.268994 0 3.268994 916.370 1.420417
1993-12-31 ['UC-199903', 'AVNW', 'DPGE-199601', 'SPLKA-199412', 'MCOM-200107', 'SAFT-200007'] [16.95191, 357., 39.75, 2.375, 24., 32.5] [18.77585, 330., 48., 2.75, 23.25, 32.25] [ 983.17338086 46.6853408 419.28721174 7017.54385965 694.44444444 512.82051282] 0.059744 3.097699 0 3.097699 889.160 1.348547
1993-11-30 ['JTS-199805', 'UC-199903', 'DPGE-199601', 'GOTK-199806', 'MCOM-200107', 'TCA-200102'] [9., 15.62551, 40.5, 16., 23.5, 14.] [5.75, 16.95191, 39.75, 15.75, 24., 12.] [1851.85185185 1066.6318518 411.52263374 1041.66666667 709.21985816 1190.47619048] -0.071991 2.923064 0 2.923064 872.040 1.303328
1993-10-29 ['JTS-199805', 'DPGE-199601', 'UC-199903', 'TIGO', 'MCOM-200107', 'EDCI-202003'] [8.5, 73.5, 15.62551, 14.1487, 28., 1.834601] [9., 40.5, 15.62551, 13.29294, 23.5, 1.50235] [1960.78431373 226.75736961 1066.6318518 1177.96452442 595.23809524 9084.62748394] -0.132076 3.149824 0 3.149824 885.740 1.339514
1993-09-30 ['NTLDQ-200301', 'DPGE-199601', 'JTS-199805', 'EDCI-202003', 'TIGO', 'UC-199903'] [13.5, 47., 5.125, 1.70459, 11.52435, 12.73586] [13.86, 73.5, 8.5, 1.834601, 14.1487, 15.62551] [1234.56790123 354.60992908 3252.03252033 9777.52225853 1446.21316314 1308.64085085] 0.296653 3.629147 0 3.629147 873.260 1.306550
1993-08-31 ['SSC-200007', 'NTLDQ-200301', 'INVI-199705', 'EDCI-202003', 'DPGE-199601', 'TIGO'] [24., 9., 15.5, 1.324187, 29.25, 10.49743] [18., 13.5, 13.625, 1.70459, 47., 11.52435] [ 694.44444444 1851.85185185 1075.2688172 12586.33913992 569.8005698 1587.69019338] 0.186828 2.798858 0 2.798858 873.390 1.306894
1993-07-30 ['SSC-200007', 'MRL-200109', 'CHC-199409', 'JTS-199805', 'INVI-199705', 'ADP-200010'] [27., 7.75, 5.125, 4.125, 11.625, 8.007012] [24., 7.875, 6., 4., 15.5, 7.462846] [ 617.28395062 2150.53763441 3252.03252033 4040.4040404 1433.69175627 2081.50889079] 0.051803 2.358268 0 2.358268 840.710 1.220576
1993-06-30 ['SSC-200007', 'JTS-199805', 'KOIL-199502', 'EDCI-202003', 'WSN-199504', 'VALPQ-202104'] [20., 4.125, 22.25, 0.8234035, 15.875, 16.61876] [27., 4.125, 15.875, 0.7463599, 17.375, 18.12956] [ 833.33333333 4040.4040404 749.06367041 20241.18997146 1049.8687664 1002.88268599] 0.025886 2.242119 0 2.242119 842.140 1.224353
1993-05-31 ['KOIL-199502', 'LNW', 'WSN-199504', 'GND-199812', 'GDC-200108', 'OAK-200001'] [23., 15.75, 15.125, 32., 14.625, 22.75] [22.25, 15.66667, 15.875, 22., 14.5, 27.] [ 724.63768116 1058.2010582 1101.92837466 520.83333333 1139.6011396 732.6007326 ] -0.020424 2.185545 0 2.185545 836.640 1.209826
1993-04-30 ['WHXCQ-200507', 'SPCL-199504', 'LNW', 'GDC-200108', 'GND-199812', 'QVCN-199502'] [32.625, 3.5, 11., 10.5, 26.66667, 52.5] [38.25, 4.5, 15.75, 14.625, 32., 68.] [ 510.85568327 4761.9047619 1515.15151515 1587.3015873 624.99992188 317.46031746] 0.296340 2.231114 0 2.231114 813.270 1.148098
1993-03-31 ['ALC-199508', 'GDC-200108', 'QVCN-199502', 'LNW', 'SOTA-199803', 'QCOM'] [16.625, 11.25, 57., 10.58333, 11.5, 0.9927101] [17.75, 10.5, 52.5, 11., 9., 0.9218022] [ 1002.50626566 1481.48148148 292.39766082 1574.80364561 1449.27536232 16789.05721486] -0.054566 1.721087 0 1.721087 835.380 1.206498
1993-02-26 ['DIGI-199809', 'TAC-200105', 'TMAX-199312', 'BSN-199801', 'GDC-200108', 'ARGO'] [13.0625, 22.5, 7.625, 9., 8., 102.7897] [13.625, 19.5, 7.25, 7.5, 11.25, 98.79783] [1275.91706539 740.74074074 2185.79234973 1851.85185185 2083.33333333 162.14335353] 0.010216 1.820419 0 1.820419 815.070 1.152853
1993-01-29 ['DIGI-199809', 'TAC-200105', 'TMAX-199312', 'TWRX-199405', 'ELK-200703', 'BSN-199801'] [13.5, 23.5, 8.375, 8.625, 9.796889, 8.375] [13.0625, 22.5, 7.625, 6.75, 11.49635, 9.] [1234.56790123 709.21985816 1990.04975124 1932.36714976 1701.22032276 1990.04975124] -0.022301 1.802010 0 1.802010 809.790 1.138906
1992-12-31 ['DIGI-199809', 'BSN-199801', 'TWRX-199405', 'TMAX-199312', 'ALC-199508', 'MCRS-201409'] [11., 9.125, 7.5, 8.5, 14., 2.53125] [13.5, 8.375, 8.625, 8.375, 14.5, 1.984375] [1515.15151515 1826.48401826 2222.22222222 1960.78431373 1190.47619048 6584.36213992] 0.016673 1.843114 0 1.843114 801.930 1.118146
1992-11-30 ['DIGI-199809', 'MCRS-201409', 'STAR-200612', 'BSN-199801', 'TMAX-199312', 'SE-200511'] [9.25, 2.46875, 12.70008, 8.75, 7.75, 16.25] [11., 2.53125, 14.93252, 9.125, 8.5, 15.] [1801.8018018 6751.05485232 1312.32769137 1904.76190476 2150.53763441 1025.64102564] 0.075499 1.812887 0 1.812887 787.830 1.080903
1992-10-30 ['DIGI-199809', 'STAR-200612', 'TAC-200105', 'SNPX-199410', 'MXP-199708', 'ALX'] [8.625, 11.31101, 14., 20.33333, 8.75, 13.8981] [9.25, 12.70008, 12.25, 21.58333, 5., 15.76183] [1932.36714976 1473.49057835 1190.47619048 819.67226552 1904.76190476 1199.20468745] -0.027121 1.685623 0 1.685623 756.700 0.998679
1992-09-30 ['AMZ-200412', 'MXP-199708', 'STAR-200612', 'CSFCA-199601', 'XCL-199912', 'DIGI-199809'] [19.19358, 12., 12.3032, 11.64444, 27.1875, 6.0625] [19.43966, 8.75, 11.31101, 12.53333, 24.375, 8.625] [ 868.34590872 1388.88888889 1354.66111797 1431.29825622 613.02681992 2749.14089347] 0.009485 1.732613 0 1.732613 749.240 0.978975
1992-08-31 ['MXP-199708', 'STAR-200612', 'DFSE-199301', 'CSFCA-199601', 'ETV-200011', 'AMZ-200412'] [9.875, 9.128182, 29.07646, 9.68889, 4.75, 14.95163] [12., 12.3032, 28.57729, 11.64444, 6., 19.19358] [1687.76371308 1825.84732279 573.20136862 1720.18328897 3508.77192982 1114.70566531] 0.215759 1.716334 0 1.716334 739.370 0.952905
1992-07-31 ['LNW', 'CSFCA-199601', 'ETV-200011', 'CNMW-199704', 'BYI-201411', 'MIDL-199512'] [3.833333, 12.08889, 5.125, 5.75, 6.78125, 16.39408] [3., 9.68889, 4.75, 5., 4.59375, 12.9238] [4347.82646503 1378.67634387 3252.03252033 2898.55072464 2457.75729647 1016.6271402 ] -0.192298 1.411739 0 1.411739 755.700 0.996038
1992-06-30 ['GRTR-199709', 'MIDL-199512', 'MLTF-199307', 'PBCT-202204', 'DFSE-199301', 'WEN'] [3.456409, 14.00078, 15., 0.2565088, 28.40323, 1.48095] [3.703295, 16.39408, 16.25, 0.2885724, 29.95, 1.423251] [ 4821.96020976 1190.40986764 1111.11111111 64975.02879693 586.78772332 11254.03738591] 0.077700 1.747845 0 1.747845 726.390 0.918621
1992-05-29 ['ICAD', 'KTCC', 'NTK-200301', 'SXCL-201702', 'MLTF-199307', 'FFBK-199212'] [70.625, 7.25, 6.375, 42.87622, 16., 44.375] [51.875, 6.125, 5.5, 44.08062, 15., 48.5] [ 235.98820059 2298.85057471 2614.37908497 388.7158585 1041.66666667 375.58685446] -0.083228 1.621830 0 1.621830 739.660 0.953671
1992-04-30 ['NTK-200301', 'WAH-199205', 'PAR', 'NSCC-199906', 'KTCC', 'WEN'] [5.875, 7.125, 5.75, 5.596481, 6.125, 1.375679] [6.375, 6.75, 5.166667, 5.165983, 7.25, 1.384785] [ 2836.87943262 2339.18128655 2898.55072464 2978.061869 2721.08843537 12115.22940066] 0.007399 1.769065 0 1.769065 734.770 0.940755
1992-03-31 ['WEN', 'ASCL-200504', 'NSCC-199906', 'WAH-199205', 'DOUG-199610', 'HTCH-201610'] [1.337466, 14.375, 5.309483, 6.625, 24.08259, 9.166667] [1.375679, 16.875, 5.596481, 7.125, 26.27192, 8.5] [12461.3759652 1159.42028986 3139.03757987 2515.72327044 692.06288305 1818.18175207] 0.058365 1.756071 0 1.756071 720.150 0.902139
1992-02-28 ['MSEL-201308', 'ASCL-200504', 'CMSI-199812', 'BSBL-199805', 'VRA-199411', 'APFC-201402'] [138.75, 14.125, 13.375, 19.5, 15.2381, 38.28571] [126.25, 14.375, 9.75, 17.25, 14.04762, 32.54285] [ 120.12012012 1179.94100295 1246.105919 854.7008547 1093.7496582 435.32343181] -0.114488 1.659230 0 1.659230 736.470 0.945246
1992-01-31 ['CMSI-199812', 'CYTR', 'SEQU-199903', 'VRA-199411', 'ASCL-200504', 'BSBL-199805'] [15.25, 1357.125, 22.75, 20., 12.25, 16.375] [13.375, 1284.745, 19.75, 15.2381, 14.125, 19.5] [1092.89617486 12.28086334 732.6007326 833.33333333 1360.54421769 1017.81170483] -0.033724 1.873752 0 1.873752 726.810 0.919731
1991-12-31 ['BSBL-199805', 'CMSI-199812', 'OCHTQ-201205', 'SEQU-199903', 'MSEL-201308', 'ICN-199411'] [1.5625e+01, 1.3125e+01, 1.5700e+04, 1.8500e+01, 9.1250e+01, 1.8000e+01] [16.375, 15.25, 15000., 22.75, 105., 23.625] [1.06666667e+03 1.26984127e+03 1.06157113e+00 9.00900901e+02 1.82648402e+02 9.25925926e+02] 0.143039 1.939149 0 1.939149 731.770 0.932831
1991-11-29 ['PLX-200407', 'CMSI-199812', 'ICN-199411', 'MTOX-201207', 'SGII-199506', 'MEDI-200706'] [7.380467, 12., 17.875, 57.20695, 170., 5.75] [5.304676, 13.125, 18., 48.50154, 155., 7.291667] [2258.21301913 1388.88888889 932.4009324 291.33989256 98.03921569 2898.55072464] -0.025467 1.696485 0 1.696485 657.930 0.737797
1991-10-31 ['OCHTQ-201205', 'ROIX', 'MEDI-200706', 'SHYF', 'PLX-200407', 'SGII-199506'] [2.370000e+04, 4.125000e+01, 8.750000e+00, 4.697535e+00, 7.933015e+00, 1.875000e+02] [1.370000e+04, 3.125000e+01, 5.750000e+00, 3.115207e+00, 7.380467e+00, 1.700000e+02] [7.03234880e-01 4.04040404e+02 1.90476190e+03 3.54796008e+03 2.10092464e+03 8.88888889e+01] -0.251175 1.740820 0 1.740820 684.150 0.807052
1991-09-30 ['CATO', 'SHYF', 'OCHTQ-201205', 'OIL-200108', 'BBY', 'AEE-199507'] [1.727040e+00, 3.527272e+00, 1.290000e+04, 4.225000e+01, 7.683098e-01, 1.412500e+01] [2.178425e+00, 4.697535e+00, 2.370000e+04, 4.437500e+01, 7.683098e-01, 1.662500e+01] [9.65042307e+03 4.72508688e+03 1.29198966e+00 3.94477318e+02 2.16926384e+04 1.17994100e+03] 0.276273 2.324735 0 2.324735 672.880 0.777285
1991-08-30 ['CATO', 'ROIX', 'SHYF', 'ARTG-199805', 'STRR-199808', 'OIL-200108'] [1.491534, 22.5, 3.560237, 15.57988, 2.125, 38.375] [1.72704, 20., 3.527272, 14.84958, 2., 42.25] [11174.17817272 740.74074074 4681.33628932 1069.75577903 7843.1372549 434.31053203] 0.005467 1.821503 0 1.821503 680.650 0.797808
1991-07-31 ['CATO', 'ROIX', 'OIL-200108', 'MTOX-201207', 'STRR-199808', 'AIKI'] [1.530785e+00, 1.437500e+01, 3.425000e+01, 3.357799e+01, 2.000000e+00, 5.442665e+04] [1.491534e+00, 2.250000e+01, 3.837500e+01, 2.735985e+01, 2.125000e+00, 4.639649e+04] [1.08876600e+04 1.15942029e+03 4.86618005e+02 4.96356889e+02 8.33333333e+03 3.06222534e-01] 0.064965 1.811599 0 1.811599 662.910 0.750951
1991-06-28 ['CATO', 'AIKI', 'CCAR-199906', 'EECN-200009', 'FINX-199301', 'ADD.A-199209'] [1.138276e+00, 5.888785e+04, 2.500000e+00, 3.812500e+01, 2.375000e+00, 2.250000e+00] [1.530785e+00, 5.442665e+04, 2.750000e+00, 4.500000e+01, 2.000000e+00, 2.125000e+00] [1.46420259e+04 2.83023861e-01 6.66666667e+03 4.37158470e+02 7.01754386e+03 7.40740741e+03] 0.055991 1.701088 0 1.701088 633.020 0.672002
1991-05-31 ['CATO', 'EECN-200009', 'AEGN-202105', 'RPC-199912', 'DGN-199910', 'AURA-199906'] [1.000898, 53.125, 11.625, 11.5, 16.625, 6.875] [1.138276, 38.125, 11.375, 10., 14.875, 6.] [16651.71342801 313.7254902 1433.69175627 1449.27536232 1002.50626566 2424.24242424] -0.088262 1.610892 0 1.610892 663.290 0.751955
1991-04-30 ['EECN-200009', 'IMMU-202010', 'HICI-199307', 'AURA-199906', 'LIPO-200005', 'PTEC-201011'] [45.625, 6.875, 6.875, 7.625, 8.375, 7.25] [53.125, 7.375, 6., 6.875, 8.5, 8.] [ 365.29680365 2424.24242424 2424.24242424 2185.79234973 1990.04975124 2298.85057471] 0.021642 1.766837 0 1.766837 636.940 0.682356
1991-03-29 ['LIPO-200005', 'GSOF-199809', 'SIE-200802', 'IMMU-202010', 'OCLB-199104', 'PTEC-201011'] [10.75, 25.25, 4.666667, 7.25, 31.875, 8.375] [8.375, 20.75, 4.5, 6.875, 33.875, 7.25] [1550.3875969 660.0660066 3571.42831633 2298.85057471 522.87581699 1990.04975124] -0.093028 1.729410 0 1.729410 636.280 0.680613
1991-02-28 ['LIPO-200005', 'VSTR-199502', 'SYGN-199412', 'SIE-200802', 'BORL-200907', 'ANDA-199812'] [9.5, 8., 23.08333, 3.375, 48.25, 27.] [10.75, 6.75, 23.66667, 4.666667, 58., 23.25] [1754.38596491 2083.33333333 722.02176491 4938.27160494 345.42314335 617.28395062] 0.074417 1.906796 0 1.906796 618.010 0.632356
1991-01-31 ['TMED-202003', 'BORL-200907', 'SUMH-199404', 'SIE-200802', 'ASTA-199708', 'FHCC-200501'] [806.25, 50., 3.784992, 2.8125, 23.5, 2.796875] [825., 48.25, 3.784992, 3.375, 24.5, 3.28125] [ 20.67183463 333.33333333 4403.35585033 5925.92592593 709.21985816 5959.03165736] 0.067332 1.774727 0 1.774727 574.970 0.518674
1990-12-31 ['LCRD-201101', 'LIPO-200005', 'DVIXQ-201110', 'SIE-200802', 'LIFE-200603', 'CRRS-200010'] [4.125, 3.25, 10.75, 2.291667, 6.083333, 11.125] [4.5, 4.5, 11.5, 2.8125, 6.166667, 8.875] [4040.4040404 5128.20512821 1550.3875969 7272.72621488 2739.72617752 1498.12734082] 0.097336 1.662769 0 1.662769 547.420 0.445906
1990-11-30 ['LIPO-200005', 'DVIXQ-201110', 'SIA-200006', 'CBOT-199508', 'BARD-199012', 'SLTI-200212'] [2.875, 11.625, 10.625, 7.365831, 63., 88.33333] [3.25, 10.75, 10.5, 7.181685, 67., 91.25] [5797.10144928 1433.69175627 1568.62745098 2262.70011716 264.55026455 188.6792524 ] 0.019152 1.515278 0 1.515278 531.060 0.402694
1990-10-31 ['CBOT-199508', 'SMNA-199012', 'DVIXQ-201110', 'BARD-199012', 'MTH', 'CST-199902'] [5.340228, 10.875, 10.5, 63.24802, 1.715707, 17.5] [7.365831, 18.75, 11.625, 63., 1.87168, 18.5] [3120.96537202 1532.56704981 1587.3015873 263.51286043 9714.16836713 952.38095238] 0.225787 1.486802 0 1.486802 496.930 0.312546
1990-09-28 ['SGII-199506', 'CBOT-199508', 'SIA-200006', 'SMNA-199012', 'DVIXQ-201110', 'ABN-199908'] [70., 6.260956, 9., 10.375, 9.125, 2.5] [57.5, 5.340228, 7.625, 10.875, 10.5, 1.75] [ 238.0952381 2662.00028664 1851.85185185 1606.42570281 1826.48401826 6666.66666667] -0.096588 1.212937 0 1.212937 500.860 0.322927
1990-08-31 ['SGII-199506', 'CBOT-199508', 'DVIXQ-201110', 'SIA-200006', 'GISH-200304', 'XSIR-199405'] [55., 6.905467, 11.375, 9.125, 12.75, 12.375] [70., 6.260956, 9.125, 9., 12.25, 12.25] [ 303.03030303 2413.54663872 1465.2014652 1826.48401826 1307.18954248 1346.8013468 ] -0.013571 1.342618 0 1.342618 528.980 0.397200
1990-07-31 ['CBOT-199508', 'TSLH-199303', 'LSCP-200607', 'STT-199311', 'SGII-199506', 'BAMI-199207'] [9.207289, 2.75, 25.75, 8.25, 40., 8.625] [6.905467, 2., 22.25, 6.5, 55., 5.125] [1810.16004458 6060.60606061 647.24919094 2020.2020202 416.66666667 1932.36714976] -0.150261 1.361089 0 1.361089 583.920 0.542314
1990-06-29 ['FSCX-199806', 'HAXS-201204', 'EMBR-199402', 'CLBD-199204', 'ASII-199007', 'SPCL-199504'] [1.25, 38.63636, 37.5, 2.75, 8., 4.125] [1.0625, 46.59091, 25., 3., 8.125, 3.25] [13333.33333333 431.37258962 444.44444444 6060.60606061 2083.33333333 4040.4040404 ] -0.063840 1.601774 0 1.601774 590.380 0.559377
1990-05-31 ['FSCX-199806', 'HAXS-201204', 'EMBR-199402', 'ETV-200011', 'CVM', 'ALBM-199505'] [9.687500e-01, 3.863636e+01, 5.625000e+01, 1.066240e+01, 5.937500e+03, 6.750000e+00] [1.250000e+00, 3.863636e+01, 3.750000e+01, 8.961329e+00, 4.062500e+03, 4.750000e+00] [1.72043011e+04 4.31372590e+02 2.96296296e+02 1.56312525e+03 2.80701754e+00 2.46913580e+03] -0.135773 1.711004 0 1.711004 593.350 0.567221
1990-04-30 ['ETV-200011', 'CVM', 'SGII-199506', 'FSCX-199806', 'CBEX', 'TIGR-199507'] [8.481458e+00, 4.687500e+03, 4.500000e+01, 9.687500e-01, 2.625131e+00, 7.750000e+00] [1.066240e+01, 5.937500e+03, 3.750000e+01, 9.687500e-01, 3.250163e+00, 1.037500e+01] [1.96507094e+03 3.55555556e+00 3.70370370e+02 1.72043011e+04 6.34888951e+03 2.15053763e+03] 0.155658 1.979807 0 1.979807 543.360 0.435182
1990-03-30 ['TIDE-199606', 'CVM', 'ETV-200011', 'CBEX', 'CYTR', 'TIGR-199507'] [1.750000e+01, 5.312500e+03, 7.269821e+00, 2.375119e+00, 4.885650e+02, 7.125000e+00] [2.125000e+01, 4.687500e+03, 8.481458e+00, 2.625131e+00, 4.161850e+02, 7.750000e+00] [9.52380952e+02 3.13725490e+00 2.29258281e+03 7.01719226e+03 3.41135093e+01 2.33918129e+03] 0.051357 1.713143 0 1.713143 558.120 0.474168
1990-02-28 ['TIDE-199606', 'CVM', 'CYTR', 'TIGR-199507', 'ETV-200011', 'CBEX'] [1.312500e+01, 4.062500e+03, 4.161850e+02, 5.125000e+00, 4.725384e+00, 1.750087e+00] [1.750000e+01, 5.312500e+03, 4.885650e+02, 7.125000e+00, 7.269821e+00, 2.375119e+00] [1.26984127e+03 4.10256410e+00 4.00462935e+01 3.25203252e+03 3.52705022e+03 9.52333608e+03] 0.350131 1.629460 0 1.629460 544.080 0.437084
1990-01-31 ['TIDE-199606', 'CBEX', 'ACR-199310', 'DTIM-199312', 'CRRS-200010', 'CVM'] [1.375000e+01, 1.833425e+00, 6.250000e+00, 3.250000e+00, 7.750000e+00, 2.500000e+03] [1.312500e+01, 1.750087e+00, 7.250000e+00, 2.875000e+00, 7.500000e+00, 4.062500e+03] [1.21212121e+03 9.09045457e+03 2.66666667e+03 5.12820513e+03 2.15053763e+03 6.66666667e+00] 0.091075 1.206890 0 1.206890 535.080 0.413312
1989-12-29 ['TIDE-199606', 'GRAY-199205', 'BCMD-199812', 'WFTIQ-201912', 'BART-199103', 'HOSS-199603'] [14.375, 7.75, 100.7812, 1.099572, 5., 7.75] [13.75, 7., 63.28125, 1.136051, 3.5, 6.25] [ 1159.42028986 2150.53763441 165.37475905 15157.41276303 3333.33333333 2150.53763441] -0.162120 1.106148 0 1.106148 576.870 0.523693
1989-11-30 ['TIDE-199606', 'BCMD-199812', 'GRAY-199205', 'PHA-199809', 'BART-199103', 'WFTIQ-201912'] [14.375, 124.2188, 7.75, 13.125, 4.5, 0.943235] [14.375, 100.7812, 7.75, 9.625, 5., 1.099572] [ 1159.42028986 134.17185375 2150.53763441 1269.84126984 3703.7037037 17669.68641608] -0.029748 1.320174 0 1.320174 566.130 0.495325
1989-10-31 ['TIDE-199606', 'CNVR-201105', 'BCMD-199812', 'GRAY-199205', 'PMD', 'LI-199108'] [14.375, 3.277778, 82.03125, 9.25, 5.297918, 20.25] [14.375, 4.333333, 124.2188, 7.75, 7.36221, 21.] [1159.42028986 5084.74541798 203.17460317 1801.8018018 3145.88988857 823.04526749] 0.183473 1.360651 0 1.360651 556.110 0.468859
1989-09-29 ['CNVR-201105', 'PMD', 'LI-199108', 'HERBA-200207', 'BCMD-199812', 'BART-199103'] [4.111111, 5.027851, 22.5, 1.077695, 49.21875, 3.] [3.277778, 5.297918, 20.25, 1.077695, 82.03125, 3.25] [ 4054.05416362 3314.86885086 740.74074074 15465.10530963 338.62433862 5555.55555556] 0.083502 1.149710 0 1.149710 572.780 0.512890
1989-08-31 ['CNVR-201105', 'HMO-199308', 'JNP-201808', 'BCMD-199812', 'GHM', 'PMD'] [4., 8.5, 139.0476, 75., 3.94323, 3.861389] [4.111111, 9., 103.8095, 49.21875, 3.684455, 5.027851] [4166.66666667 1960.78431373 119.86303012 222.22222222 4226.65344569 4316.2361178 ] -0.045686 1.061106 0 1.061106 574.000 0.516112
1989-07-31 ['CNVR-201105', 'HMO-199308', 'BCMD-199812', 'PMD', 'JNP-201808', 'BOOM'] [4., 9.5, 84.375, 3.861389, 104.7619, 1.681095] [4., 8.5, 75., 3.861389, 139.0476, 1.681095] [4166.66666667 1754.38596491 197.5308642 4316.2361178 159.09091632 9914.1730043 ] 0.018483 1.111904 0 1.111904 562.230 0.485024
1989-06-30 ['CNVR-201105', 'HMO-199308', 'CLCM-199106', 'PMD', 'PETT-199403', 'LCRD-201101'] [4.555556, 7.375, 9., 3.950454, 4.25, 13.] [4., 9.5, 7., 3.861389, 4.5, 10.] [3658.53622844 2259.88700565 1851.85185185 4218.92437342 3921.56862745 1282.05128205] -0.041755 1.091726 0 1.091726 520.370 0.374459
1989-05-31 ['CNVR-201105', 'HMO-199308', 'CLCM-199106', 'FOFF-199612', 'PETT-199403', 'JNP-201808'] [4.222222, 7.125, 9.375, 3.5, 4.625, 60.] [4.555556, 7.375, 9., 3.333333, 4.25, 86.66666] [3947.36862881 2339.18128655 1777.77777778 4761.9047619 3603.6036036 277.77777778] 0.064963 1.139297 0 1.139297 523.790 0.383492
1989-04-28 ['PETT-199403', 'CLCM-199106', 'HSS-199803', 'MPP-200807', 'MDIZQ-201011', 'CIDN-199608'] [4.875, 4.5, 9., 15., 30.012, 1.75] [4.625, 9.375, 11.125, 15., 30.012, 1.5625] [3418.8034188 3703.7037037 1851.85185185 1111.11111111 555.33342219 9523.80952381] 0.193503 1.069799 0 1.069799 502.350 0.326862
1989-03-31 ['PETT-199403', 'MPP-200807', 'PURO-199506', 'ANGN-200210', 'KEGX', 'CPTL-200208'] [4.000000e+00, 1.500000e+01, 4.000000e+00, 1.875000e+01, 1.123596e+06, 3.000000e-01] [4.875000e+00, 1.500000e+01, 3.625000e+00, 2.125000e+01, 1.193820e+06, 2.888889e-01] [4.16666667e+03 1.11111111e+03 4.16666667e+03 8.88888889e+02 1.48333268e-02 5.55555556e+04] 0.047299 0.896352 0 0.896352 478.370 0.263524
1989-02-28 ['KEGX', 'PETT-199403', 'MDIZQ-201011', 'PURO-199506', 'MPP-200807', 'ANGN-200210'] [1.334270e+06, 4.250000e+00, 3.001200e+01, 3.833333e+00, 1.250000e+01, 1.750000e+01] [1.123596e+06, 4.000000e+00, 2.250900e+01, 4.000000e+00, 1.500000e+01, 1.875000e+01] [1.24912249e-02 3.92156863e+03 5.55333422e+02 4.34782647e+03 1.33333333e+03 9.52380952e+02] -0.025302 0.855870 0 0.855870 467.730 0.235420
1989-01-31 ['CDT-199611', 'PURO-199506', 'KEGX', 'MDIZQ-201011', 'MTOX-201207', 'CCBL-200712'] [1.625000e+00, 4.166667e+00, 1.544944e+06, 3.001200e+01, 2.425077e+02, 3.156250e+00] [1.625000e+00, 3.833333e+00, 1.334270e+06, 3.001200e+01, 2.238533e+02, 2.906250e+00] [1.02564103e+04 3.99999968e+03 1.07878775e-02 5.55333422e+02 6.87263401e+01 5.28052805e+03] -0.062082 0.878087 0 0.878087 476.110 0.257554
1988-12-30 ['MDIZQ-201011', 'CDT-199611', 'ACSE-199509', 'INTV-200809', 'CCBL-200712', 'KEGX'] [3.751501e+01, 2.125000e+00, 5.000000e-01, 1.328125e+00, 2.812500e+00, 7.022472e+05] [3.001200e+01, 1.625000e+00, 5.000000e-01, 1.328125e+00, 3.156250e+00, 1.544944e+06] [4.44266619e+02 7.84313725e+03 3.33333333e+04 1.25490196e+04 5.92592593e+03 2.37333330e-02] 0.147821 0.936210 0 0.936210 446.100 0.178288
1988-11-30 ['CTM-199202', 'MDIZQ-201011', 'FMCC', 'CAU-200803', 'ANDA-199812', 'QMED'] [3.5, 30.012, 2.59683, 11., 4.625, 3.75] [3.375, 37.51501, 2.914221, 8.5, 4.75, 3.375] [4761.9047619 555.33342219 6418.08153274 1515.15151515 3603.6036036 4444.44444444] 0.006044 0.815641 0 0.815641 436.750 0.153592
1988-10-31 ['VCR-200106', 'CTM-199202', 'BOOM', 'ASYS', 'FMCC', 'MAXX-201602'] [1.208251e+01, 3.125000e+00, 1.120730e+00, 5.000000e+00, 2.604102e+00, 5.968750e+03] [5.424801e+00, 3.500000e+00, 1.120730e+00, 5.000000e+00, 2.596830e+00, 5.125000e+03] [1.37940433e+03 5.33333333e+03 1.48712595e+04 3.33333333e+03 6.40015893e+03 2.79232112e+00] -0.095862 0.810741 0 0.810741 444.200 0.173270
1988-09-30 ['VCR-200106', 'CTM-199202', 'ASYS', 'CIA', 'DISK-201210', 'LMS-200711'] [11.34277, 3.625, 5., 2.36096, 11.14248, 18.875] [12.08251, 3.125, 5., 2.63549, 9.285396, 16.75] [1469.36477304 4597.70114943 3333.33333333 7059.27532303 1495.77712203 883.00220751] -0.039281 0.896700 0 0.896700 436.160 0.152034
1988-08-31 ['VCR-200106', 'CTM-199202', 'TEAM-201012', 'ICOC-201004', 'TEXS-201605', 'DISK-201210'] [1.060302e+01, 3.000000e+00, 4.000000e+00, 5.283664e+00, 8.556349e+05, 1.114248e+01] [1.134277e+01, 3.625000e+00, 3.500000e+00, 4.226931e+00, 6.021134e+05, 1.114248e+01] [1.57187921e+03 5.55555556e+03 4.16666667e+03 3.15437671e+03 1.94787130e-02 1.49577712e+03] -0.057199 0.933364 0 0.933364 419.320 0.107554
1988-07-29 ['CTM-199202', 'VCR-200106', 'TKLC-201201', 'ICOC-201004', 'FTUSQ-201602', 'BV-199409'] [4.125, 11.58935, 2.0625, 6.340397, 195.7774, 5.162124] [3., 10.60302, 1.75, 5.283664, 189.6594, 5.563966] [4040.4040404 1438.10193554 8080.80808081 2628.64717567 85.13069776 3228.64515976] -0.104904 0.989990 0 0.989990 431.260 0.139091
1988-06-30 ['HPFS-200806', 'CTM-199202', 'FTUSQ-201602', 'ICOC-201004', 'TKLC-201201', 'VCR-200106'] [12.5, 3.75, 201.8955, 7.39713, 2.21875, 8.630366] [10., 4.125, 195.7774, 6.340397, 2.0625, 11.58935] [1333.33333333 4444.44444444 82.55095664 2253.12609981 7511.7370892 1931.16568482] -0.000121 1.106015 0 1.106015 434.740 0.148283
1988-05-31 ['HPFS-200806', 'FTUSQ-201602', 'MCEG-199010', 'SPTR-200002', 'BEAM-200008', 'DXK-199507'] [13.125, 214.1315, 2., 1.6875, 1.660117, 3.5] [12.5, 201.8955, 2.25, 1.125, 2.292542, 3.5] [ 1269.84126984 77.83379216 8333.33333333 9876.54320988 10039.45304257 4761.9047619 ] 0.011310 1.106149 0 1.106149 412.920 0.090650
1988-04-29 ['HPFS-200806', 'FTUSQ-201602', 'BEAM-200008', 'CDCRA-199805', 'KIDEQ-201212', 'OREM-199803'] [16.25, 244.7218, 1.581064, 36., 2.333333, 6.941546] [13.125, 214.1315, 1.660117, 33., 1.875, 7.520009] [ 1025.64102564 68.10454429 10541.42442473 462.96296296 7142.85816327 2401.00212066] -0.077289 1.093779 0 1.093779 411.550 0.087031
1988-03-31 ['WTEC-200702', 'FTUSQ-201602', 'TISI', 'LA-199712', 'OREM-199803', 'CFA-200008'] [5.62, 97.88871, 4.018835, 6.3125, 5.977443, 5.833333] [6.25, 244.7218, 3.844103, 5.3125, 6.941546, 6.666667] [2965.59905101 170.26137812 4147.13882672 2640.2640264 2788.26024216 2857.14302041] 0.285726 1.185398 0 1.185398 407.710 0.076889
1988-02-29 ['CLCM-199106', 'BEAM-200008', 'DINE-201012', 'FTUSQ-201602', 'SELA-200702', 'TOPP-200710'] [2.109375, 1.897276, 3.687005, 85.65262, 0.9845034, 4.078326] [1.78125, 1.581064, 1.843502, 97.88871, 1.292161, 3.664583] [ 7901.2345679 8784.524058 4520.38081496 194.58443497 16929.00874356 4086.64404627] -0.078052 0.921968 0 0.921968 416.220 0.099366
1988-01-29 ['FEP-201002', 'CLCM-199106', 'BEEF-199912', 'TSP-199110', 'ACO-201405', 'DINE-201012'] [11.394, 2.015625, 4.946156, 7.125, 0.1586628, 3.687005] [10.972, 2.109375, 5.196594, 5.75, 0.1604043, 3.687005] [ 1462.75817682 8268.73385013 3369.62009825 2339.18128655 105044.57671658 4520.38081496] -0.020316 1.000022 0 1.000022 395.540 0.044744
1987-12-31 ['CIA', 'BEEF-199912', 'FEP-201002', 'WTEC-200702', 'ACO-201405', 'DINE-201012'] [0.8235906, 4.194841, 9.073, 5.31, 0.1586628, 3.687005] [0.7137785, 4.946156, 11.394, 4.37, 0.1586628, 3.687005] [ 20236.59165933 3973.13430155 1836.95212903 3138.73195229 105044.57671658 4520.38081496] 0.020760 1.020760 0 1.020760 378.600 0.000000