Price and Volume Information: (AKLM)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2004-01-0200.634125800
2004-01-0500.631871000
2004-01-0600.695651800
2004-01-0700.693350900
2004-01-0800.72510900
2004-01-0900.671970800
2004-01-1200.691524200
2004-01-1300.810377400
2004-01-1400.765337200
2004-01-1500.8420799500
2004-01-1600.89351700
2004-01-2000.766091400
2004-01-2100.7195661500
2004-01-2200.7493937100
2004-01-2300.738467800
2004-01-2600.753697300
2004-01-2700.7482311600
2004-01-2800.736109900
2004-01-2900.712961100
2004-01-3000.72397200
2004-02-0200.721898000
2004-02-0300.732357400
2004-02-0400.71996800
2004-02-0500.71220000
2004-02-0600.7951400
2004-02-0900.681121600
2004-02-1000.692840700
2004-02-1100.694099300
2004-02-1200.691278000
2004-02-1300.662940100
2004-02-1700.651401600
2004-02-1800.6281650600
2004-02-1900.6241831200
2004-02-2000.621109400
2004-02-2300.593910600
2004-02-2400.573820700
2004-02-2500.572291700
2004-02-2600.652453400
2004-02-2700.611386600
2004-03-0100.6916300
2004-03-0200.59746200
2004-03-0300.59655800
2004-03-0400.61506200
2004-03-0500.631167500
2004-03-0800.626216900
2004-03-0900.658045200
2004-03-1000.623211000
2004-03-1100.61277200
2004-03-1200.611032200
2004-03-1500.5781258700
2004-03-1600.571042400
2004-03-1700.58856000
2004-03-1800.58407400
2004-03-1900.58490800
2004-03-2200.58987800
2004-03-2300.57807100
2004-03-2400.56605000
2004-03-2500.57529800
2004-03-2600.592109300
2004-03-2900.59585800
2004-03-3000.611015200
2004-03-3100.621225100
2004-04-0100.61419300
2004-04-0200.6740400
2004-04-0500.5991372000
2004-04-0600.591338400
2004-04-0700.58655600
2004-04-0800.562834900
2004-04-1200.57765400
2004-04-1300.583247300
2004-04-1400.561587600
2004-04-1500.58747500
2004-04-1600.583005300
2004-04-1900.58783600
2004-04-2000.579659700
2004-04-2100.5671016100
2004-04-2200.567399300
2004-04-2300.555669100
2004-04-2600.512054800
2004-04-2700.466483100
2004-04-2800.452970400
2004-04-2900.441745600
2004-04-3000.451358500
2004-05-0300.46854400
2004-05-0400.451045500
2004-05-0500.441659100
2004-05-0600.411683100
2004-05-0700.475841500
2004-05-1000.461104400
2004-05-1100.421963600
2004-05-1200.41141732700
2004-05-1300.43510300
2004-05-1400.462717700
2004-05-1700.447713500
2004-05-1800.5224999800
2004-05-1900.491404800
2004-05-2000.47488100
2004-05-2100.459479600
2004-05-2400.47352600
2004-05-2500.44939400
2004-05-2600.46827000
2004-05-2700.4411550600
2004-05-2800.421640900
2004-06-0100.4192404300
2004-06-0200.48979500
2004-06-0300.385949600
2004-06-0400.382532100
2004-06-0700.381862200
2004-06-0800.42001300
2004-06-0900.3792146800
2004-06-1000.37716800
2004-06-1400.352241100
2004-06-1500.342567100
2004-06-1600.325326800
2004-06-1700.321430700
2004-06-1800.32654000
2004-06-2100.321400400
2004-06-2200.3212953200
2004-06-2300.375515500
2004-06-2400.372979200
2004-06-2500.351028900
2004-06-2800.361637800
2004-06-2900.35806100
2004-06-3000.34489000
2004-07-0100.3331253300
2004-07-0200.2616345400
2004-07-0800.20224297700
2004-07-0900.23120718300
2004-07-1200.224184900
2004-07-1300.21617253500
2004-07-1400.2210210500
2004-07-1500.2227588600
2004-07-1600.229834600
2004-07-1900.27827900
2004-07-2000.228749400
2004-07-2100.2147777700
2004-07-2200.221731900
2004-07-2300.20237788100
2004-07-2600.26296400
2004-07-2700.29103600
2004-07-2800.192348400
2004-07-2900.1891424100
2004-07-3000.164120300
2004-08-0300.172566000
2004-08-0400.1532478100
2004-08-0500.196982200
2004-08-0600.182099400
2004-08-0900.181862600
2004-08-1000.19916600
2004-08-1100.163137400
2004-08-1200.17846300
2004-08-1300.152173200
2004-08-1600.16839000
2004-08-1700.182175300
2004-08-1800.161725100
2004-08-1900.1661759900
2004-08-2000.1714330100
2004-08-2300.172917800
2004-08-300.0670.0680
2004-08-310.0450.0460.04512365856
2004-09-010.0440.0450.0448128349
2004-09-020.02350.0240.02427036361