Price and Volume Information: (ACHI)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2004-01-020.1650.180.175567400
2004-01-050.150.170.17461800
2004-01-060.1550.1640.164584200
2004-01-070.130.140.14483000
2004-01-080.1120.130.131870300
2004-01-090.110.1350.12331700
2004-01-120.1160.120.12241100
2004-01-130.1250.130.13454600
2004-01-140.120.130.13227000
2004-01-150.130.140.14824900
2004-01-160.1250.1350.13374200
2004-01-200.1450.1550.15592600
2004-01-210.160.1650.161617100
2004-01-220.1550.1650.165782000
2004-01-230.1610.1720.167922300
2004-01-260.140.1450.1451164500
2004-01-270.1570.170.1561587300
2004-01-280.1810.1990.185213500
2004-01-290.180.20.191321000
2004-01-300.180.190.189952900
2004-02-020.1720.1950.175423700
2004-02-030.160.1750.165523400
2004-02-040.1550.170.165163300
2004-02-050.150.1650.15314800
2004-02-060.1550.1680.155232300
2004-02-090.1850.20.19527000
2004-02-100.1740.180.175339800
2004-02-110.1650.170.165328600
2004-02-120.150.1550.153578800
2004-02-130.1450.1530.15323200
2004-02-170.150.1540.15471500
2004-02-180.1450.150.15136000
2004-02-190.1450.150.145161100
2004-02-200.1490.150.14986400
2004-02-230.1450.1550.15170100
2004-02-240.140.1530.145325500
2004-02-250.1470.150.147328300
2004-02-260.150.160.155651700
2004-02-270.160.170.165651200
2004-03-010.160.1670.162375600
2004-03-020.1520.160.16277500
2004-03-030.150.1650.165239000
2004-03-040.1520.1650.15237000
2004-03-050.1550.160.155246100
2004-03-080.1420.1470.147290000
2004-03-090.1410.1460.145323500
2004-03-100.1420.1450.142931800
2004-03-110.1250.140.125342500
2004-03-120.130.1450.1383700
2004-03-150.1150.1250.12257100
2004-03-160.1160.1250.116341000
2004-03-170.110.1150.115228800
2004-03-180.110.120.11560800
2004-03-190.10.1050.105263900
2004-03-220.10.1050.1614200
2004-03-230.0750.090.0851095700
2004-03-240.0580.0650.0651488400
2004-03-250.090.0930.09776800
2004-03-260.1050.110.105300900
2004-03-290.090.0950.091486800
2004-03-300.0950.10.1278500
2004-03-310.0960.1030.1219800
2004-04-010.0950.1080.11284500
2004-04-020.0930.10.098231000
2004-04-050.0950.10.1374000
2004-04-060.0850.0880.0851090000
2004-04-070.0950.10.1871700
2004-04-080.0820.0870.077342400
2004-04-120.080.0870.0898300
2004-04-130.0770.0840.07755600
2004-04-140.080.0870.08113000
2004-04-150.0760.0820.08244500
2004-04-160.0850.0920.0851010300
2004-04-190.0820.0850.082119100
2004-04-200.0820.0850.083167500
2004-04-210.0770.0820.077227000
2004-04-220.0610.070.062955800
2004-04-230.0610.0690.0681070000
2004-04-260.0610.0650.065606100
2004-04-270.0580.0680.06345000
2004-04-280.0540.0560.055281000
2004-04-290.0550.0590.059573500
2004-04-300.050.0540.05814400
2004-05-030.0650.070.0671203600
2004-05-040.0670.0690.067737600
2004-05-050.0560.060.057598500
2004-05-060.0510.0550.051476500
2004-05-070.0520.0550.052449300
2004-05-100.050.0520.052522200
2004-05-110.050.0570.053591200
2004-05-120.0540.0590.059626000
2004-05-130.0480.0580.0581133500
2004-05-140.0570.0620.062792900
2004-05-170.0530.0580.058377100
2004-05-180.0590.0640.06516800
2004-05-190.0540.0590.053302000
2004-05-200.0510.0590.055236000
2004-05-210.0560.060.059137700
2004-05-240.0620.0690.062165300
2004-05-250.0670.0750.07384500
2004-05-260.070.0740.074215000
2004-05-270.0790.0820.081207500
2004-05-280.1050.110.108975800
2004-06-010.10.1090.1051120300
2004-06-020.0860.090.087962300
2004-06-030.080.0890.089328700
2004-06-040.0910.0990.091534900
2004-06-070.0870.0950.087679200
2004-06-080.0850.090.088587500
2004-06-090.090.0930.0931298200
2004-06-100.0860.090.0861201800
2004-06-140.0860.0920.086568500
2004-06-150.0860.090.086329800
2004-06-160.0840.090.0881573800
2004-06-170.080.0840.082434500
2004-06-180.0710.0820.076384800
2004-06-210.0630.0680.068586200
2004-06-220.0670.0770.067674300
2004-06-230.0680.0720.07210600
2004-06-240.0640.0720.065222000
2004-06-250.060.0650.06594200
2004-06-280.0570.0630.06468000
2004-06-290.060.0670.066240600
2004-06-300.0650.0760.065232000
2004-07-010.0680.0760.06877300
2004-07-020.0650.0750.07184000
2004-07-060.0610.070.065164700
2004-07-070.0620.0750.06520000
2004-07-080.0560.0610.06291300
2004-07-090.0660.0750.075436000
2004-07-120.0660.070.066216400
2004-07-130.0660.0730.0720600
2004-07-140.0650.0690.06839200
2004-07-150.070.0780.0771617700
2004-07-160.0750.0840.081415500
2004-07-190.070.080.076191500
2004-07-200.0660.070.07435700
2004-07-210.0680.0720.0740000
2004-07-220.0650.0720.068312000
2004-07-230.0650.0680.065377900
2004-07-260.0580.060.06218000
2004-07-270.0550.0560.056385900
2004-07-280.0530.0570.055749400
2004-07-290.0550.0580.057328000
2004-07-300.0550.0570.054324000
2004-08-020.0510.0540.051648200
2004-08-030.050.0520.0571224000
2004-08-040.0520.0550.053173500
2004-08-050.0440.050.044731700
2004-08-060.0460.0510.05110000
2004-08-090.0460.050.049221800
2004-08-100.0540.0580.056270100
2004-08-110.0510.0530.053144500
2004-08-120.0540.0580.0581527500
2004-08-130.050.0550.051598300
2004-08-160.0510.0550.053110400
2004-08-170.050.0520.051219200
2004-08-180.050.0550.052167560
2004-08-190.0520.0560.056464420
2004-08-200.0510.0550.053401700
2004-08-230.050.0530.05312599
2004-08-240.0450.0470.047200000
2004-08-250.0460.050.046209000
2004-08-260.0470.050.0533000
2004-08-270.0480.0530.04973800
2004-08-300.0480.050.0592867
2004-08-310.0510.0550.055455550
2004-09-010.0530.0560.05580000
2004-09-020.0620.0640.0642130200
2004-09-030.0570.0610.06969922
2004-09-070.0550.0640.061007675
2004-09-080.0580.060.058653040
2004-09-090.050.0550.051415380
2004-09-100.0530.0620.057355000
2004-09-130.0530.0550.055241800
2004-09-140.0470.0510.047460000
2004-09-150.050.0540.051239000
2004-09-160.0460.0480.047602950
2004-09-170.0450.0480.047591050
2004-09-200.0450.0490.049382600
2004-09-210.050.0530.051627344
2004-09-220.0460.050.047962500
2004-09-230.0410.0430.042809438
2004-09-240.040.0430.042844872
2004-09-270.0390.0450.04497000
2004-09-280.0410.0430.0405224800
2004-09-290.0380.040.0375668208
2004-09-300.0350.0370.035531200
2004-10-010.0450.050.049310194
2004-10-040.0390.0410.04873108
2004-10-050.0390.0410.03993780
2004-10-060.0410.0430.042604910
2004-10-070.0380.0390.04242295
2004-10-080.0350.0360.035492256
2004-10-110.0340.0360.03567000
2004-10-120.0340.0360.03570800
2004-10-130.0370.040.04161714
2004-10-140.0390.0410.039292000
2004-10-150.0390.0410.0451950
2004-10-180.0320.0350.032404790
2004-10-190.0350.040.039619569
2004-10-200.0390.040.0381000999
2004-10-210.0350.0370.037353200
2004-10-220.0340.040.034121842
2004-10-250.0270.0290.027801500
2004-10-260.0270.0290.0271320300
2004-10-270.0280.0310.0275528150
2004-10-280.02610.0280.0261639300
2004-10-290.0260.0270.026286400
2004-11-010.02050.0230.0205921475
2004-11-020.0210.0230.022139000
2004-11-030.0220.0240.0235130000
2004-11-040.0250.0270.0265445881
2004-11-050.0230.0260.025827400
2004-11-080.0270.0290.028276566
2004-11-090.0260.0280.026595000
2004-11-100.0230.0250.023629734
2004-11-110.0260.0290.029125000
2004-11-120.0240.0270.025110000
2004-11-150.0220.0250.022994000
2004-11-160.02050.0220.0205685700
2004-11-170.0190.02050.0205455000
2004-11-180.0180.020.018738000
2004-11-190.0170.0190.0172545500
2004-11-220.0190.01980.018545000
2004-11-230.01620.0170.0162425000
2004-11-240.01620.0190.018432000
2004-11-260.01550.0170.0155671420
2004-11-290.0210.0230.023504000
2004-11-300.0260.030.0261551334
2004-12-010.030.0320.03626500
2004-12-020.0330.0340.034911000
2004-12-030.030.0340.034596858
2004-12-060.0320.0350.032953600
2004-12-070.0870.0880.0875879019
2004-12-080.0550.0560.0552862333
2004-12-090.0560.0610.057670473
2004-12-100.0580.060.058627500
2004-12-130.0560.060.056603516
2004-12-140.0540.0550.054410000
2004-12-150.0550.060.059679900
2004-12-160.0590.0620.06666175
2004-12-170.0560.0590.059525840
2004-12-200.0540.0570.055879600
2004-12-210.0530.0540.0531794318
2004-12-220.0530.0570.055599400
2004-12-230.0550.060.055308860
2004-12-270.0560.060.059242500
2004-12-280.0760.0780.0761285320
2004-12-290.0790.0830.081102089
2004-12-300.080.0820.08440850
2004-12-310.0910.0920.09711504
2005-01-030.1170.1250.1252377046
2005-01-040.120.1250.121467857
2005-01-050.0950.110.111194846
2005-01-060.0880.0950.09563580
2005-01-070.080.0830.083660800
2005-01-100.0720.080.075158000
2005-01-110.0750.080.075221600
2005-01-120.0830.090.087401855
2005-01-130.0790.0870.089490840
2005-01-140.0750.080.079290944
2005-01-180.0810.0850.085523100
2005-01-190.0770.090.077502700
2005-01-200.0750.0840.076411077
2005-01-210.0680.0720.07518500
2005-01-240.0880.090.091266697
2005-01-250.0750.0810.081308919
2005-01-260.07150.0740.0715129000
2005-01-270.0720.0740.072148602
2005-01-280.0750.080.075232833
2005-01-310.080.0840.084876626
2005-02-010.0730.080.075380772
2005-02-020.0670.0680.068268770
2005-02-030.0580.060.0591018950
2005-02-040.0550.060.0594698500
2005-02-070.0540.0560.055415049
2005-02-080.050.0520.051847794
2005-02-090.0560.060.058212499
2005-02-100.060.0690.067341486
2005-02-110.0680.070.07281780
2005-02-140.0650.0750.0751640300
2005-02-150.0630.0650.062387632
2005-02-160.0620.0650.065145315
2005-02-170.0650.0670.067177500
2005-02-180.0670.070.068128096
2005-02-220.0550.0580.056446804
2005-02-230.0580.0640.06458576
2005-02-240.0570.0630.0585578359
2005-02-250.0570.0620.0575258896
2005-02-280.0530.0580.057304100
2005-03-010.050.0510.05596270
2005-03-020.0480.050.05646121
2005-03-030.0470.0490.048399800
2005-03-040.0440.0460.044636025
2005-03-070.0420.0440.042774400
2005-03-080.0390.0410.04608319
2005-03-090.040.0430.043313600
2005-03-100.0420.0440.04450650
2005-03-110.0520.0610.055335000
2005-03-140.0420.050.045294196
2005-03-150.0410.0430.043371530
2005-03-160.040.0410.041287500
2005-03-170.03950.040.04371500
2005-03-180.0360.0380.038294400
2005-03-210.03830.040.04150000
2005-03-220.0370.040.04157919
2005-03-230.0370.0380.038457300
2005-03-240.03850.040.0385324800
2005-03-280.03850.0390.039550900
2005-03-290.03650.0380.038578262
2005-03-300.0360.0370.036286103
2005-03-310.03350.0350.035164875
2005-04-010.0330.0340.033208000
2005-04-040.030.0330.03227900
2005-04-050.030.0330.033286548
2005-04-060.030.0310.03154502
2005-04-070.0320.0330.032630000
2005-04-080.030.0310.0311174930
2005-04-110.02850.030.03380681
2005-04-120.02810.030.029637891
2005-04-130.0290.030.029116600
2005-04-140.0290.030.0319200
2005-04-150.0270.030.028389098
2005-04-180.0280.030.028693122
2005-04-190.030.0320.0364100
2005-04-200.0270.0310.028544662
2005-04-210.0280.0310.028407300
2005-04-220.0280.0310.0278163000
2005-04-250.030.0320.032164000
2005-04-260.0290.030.029146500
2005-04-270.0310.0320.03411706
2005-04-280.02950.030.029338026
2005-04-290.0290.030.029173200
2005-05-020.0310.0320.0311004900
2005-05-030.0310.0330.033280000
2005-05-040.0290.030.03304990
2005-05-050.030.0310.03384800
2005-05-060.0310.0330.031351420
2005-05-090.030.0330.031583000
2005-05-100.0290.0310.03629148
2005-05-110.0340.040.04378000
2005-05-120.0310.0380.034373500
2005-05-130.040.0450.045804811
2005-05-160.0340.040.034316750
2005-05-170.0320.0340.035486190
2005-05-180.0350.040.035501500
2005-05-190.030.0350.03793100
2005-05-200.030.0310.031612900
2005-05-230.030.0310.03790431
2005-05-240.0290.0310.031460600
2005-05-250.0330.0340.034259834
2005-05-260.0310.0320.033265000
2005-05-270.0370.040.041111744
2005-05-310.040.0410.04875301
2005-06-010.0350.0380.039361676
2005-06-020.0370.0380.037274100
2005-06-030.0340.0380.034514500
2005-06-060.0340.0380.035799550
2005-06-070.0320.0350.032377000
2005-06-080.0310.0330.032175905
2005-06-090.0290.0320.03200000
2005-06-100.0290.030.03177000
2005-06-130.0290.0310.029880200
2005-06-140.0270.0290.027586500
2005-06-150.0270.0280.027357500
2005-06-160.02850.0290.029579500
2005-06-170.0270.02750.027634497
2005-06-200.0270.02750.027443797
2005-06-210.02750.0290.029332000
2005-06-220.0310.0320.031798000
2005-06-230.0260.0280.026882040
2005-06-240.0270.030.03380000
2005-06-270.0250.0280.0261281360
2005-06-280.0240.02510.024673000
2005-06-290.0250.0260.026613835
2005-06-300.0270.030.031224500
2005-07-010.0260.030.026735951
2005-07-050.0260.0280.026473000
2005-07-060.02650.0280.028676982
2005-07-070.0250.0260.025577500
2005-07-080.0220.0240.0235618900
2005-07-110.0210.02150.02151554000
2005-07-120.0220.0260.0251125615
2005-07-130.0220.0280.025978997
2005-07-140.02010.0230.0201595500
2005-07-150.0230.0280.028520500
2005-07-180.0320.0330.0334606175
2005-07-190.0290.030.031434352
2005-07-200.030.0310.03873200
2005-07-210.0290.030.031374076
2005-07-220.0330.0340.03142802566
2005-07-250.0310.0330.0321920400
2005-07-260.0320.03250.0322013850
2005-07-270.030.03250.031096500
2005-07-280.0280.030.031256340
2005-07-290.0330.0350.0342365219