Price and Volume Information: (ABFG)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2004-01-020.0050.0070.0052700
2004-01-050.0050.007
2004-01-060.0050.007
2004-01-070.0050.0070.0051000
2004-01-080.0050.0060.005771000
2004-01-090.0040.0050.004201200
2004-01-120.0040.005
2004-01-130.0040.005
2004-01-140.0040.005
2004-01-150.0070.0080.008931200
2004-01-160.0080.0110.011540000
2004-01-200.0080.010.012119000
2004-01-210.0090.010.01345200
2004-01-220.0080.010.01100000
2004-01-230.0080.010.008250000
2004-01-260.0080.010.008700
2004-01-270.0070.0090.009122000
2004-01-280.0080.010.01230000
2004-01-290.0070.0090.00810000
2004-01-300.0070.01
2004-02-020.0070.010.00711900
2004-02-030.0060.0080.00620700
2004-02-040.0070.009
2004-02-050.0080.0090.008515000
2004-02-060.0080.009
2004-02-090.0080.0090.00893000
2004-02-100.0070.0090.0087000
2004-02-110.0070.0090.008220000
2004-02-120.0070.009
2004-02-130.0070.009
2004-02-170.0070.0090.0094800
2004-02-180.0070.0090.0071000
2004-02-190.0070.009
2004-02-200.0070.0090.0073000
2004-02-230.0070.0080.00750000
2004-02-240.0060.0080.00855000
2004-02-250.0050.0070.0071184800
2004-02-260.0050.0070.0051700
2004-02-270.0040.0060.005323000
2004-03-010.0040.006
2004-03-020.0040.006
2004-03-030.0040.0050.004312300
2004-03-040.0040.0050.004450000
2004-03-050.0030.0050.0031080000
2004-03-080.0030.005
2004-03-090.0030.0050.003350000
2004-03-100.0030.0040.0031325000
2004-03-110.0030.0040.004111200
2004-03-120.0030.004
2004-03-150.0030.0040.00320200
2004-03-160.0030.004
2004-03-170.0030.004
2004-03-180.0030.004
2004-03-190.0030.004
2004-03-220.0030.004
2004-03-230.0030.004
2004-03-240.0030.004
2004-03-250.0030.0040.00328000
2004-03-260.0030.004
2004-03-290.0030.004
2004-03-300.0030.004
2004-03-310.0030.004
2004-04-010.0030.0040.0031000
2004-04-020.0030.004
2004-04-050.0030.004
2004-04-060.0030.0040.003129500
2004-04-070.0030.0040.0031000
2004-04-080.0030.0040.004232000
2004-04-120.0030.0050.005100000
2004-04-130.0030.0050.003104100
2004-04-140.0030.005
2004-04-150.0030.005
2004-04-160.0030.0040.004100000
2004-04-190.0030.004
2004-04-200.0030.0040.004120000
2004-04-210.0030.004
2004-04-220.0030.0040.004100000
2004-04-230.0030.0050.00317500
2004-04-260.0030.005
2004-04-270.0030.0050.0037600
2004-04-280.0020.0050.0038205000
2004-04-290.0020.005
2004-04-300.00250.0050.0048610000
2004-05-030.0030.0050.005100000
2004-05-040.00320.0050.005155000
2004-05-050.00320.0050.0032100000
2004-05-060.00320.005
2004-05-070.00320.0050.0032100000
2004-05-100.00320.0050.00325000
2004-05-110.00320.0050.003222700
2004-05-120.00320.005
2004-05-130.00320.0050.003216200
2004-05-140.00320.0050.00322000
2004-05-170.00320.005
2004-05-180.00320.0050.00520000
2004-05-190.00320.0040.0032250000
2004-05-200.0030.0035
2004-05-210.0030.004
2004-05-240.0030.0040.0038000
2004-05-250.0030.0040.00323700
2004-05-260.0030.0040.0032000
2004-05-270.0030.004
2004-05-280.0030.004
2004-06-010.0030.0040.003100000
2004-06-020.0030.0040.003500
2004-06-030.00240.0040.00335000
2004-06-040.00240.004
2004-06-070.00240.004
2004-06-080.00240.0040.00249000
2004-06-090.00220.0040.0035116000
2004-06-100.00260.004
2004-06-140.00260.00450.00265000
2004-06-150.0030.00450.0026100
2004-06-160.0030.0045
2004-06-170.0030.00450.003100000
2004-06-180.00210.00260.00261950600
2004-06-210.00220.003
2004-06-220.00220.0030.00221000
2004-06-230.00220.0030.00221000
2004-06-240.00220.0030.002210000
2004-06-250.00220.0030.002225500
2004-06-280.00220.003
2004-06-290.00260.0030.00262052600
2004-06-300.00250.00350.00325000
2004-07-010.00250.0035
2004-07-020.00250.0035
2004-07-060.0020.0030.00255000
2004-07-070.0020.003
2004-07-080.0020.00250.002115000
2004-07-090.00160.00210.002280000
2004-07-120.00160.00210.0016500
2004-07-130.0020.00250.0025102600
2004-07-140.0020.0025
2004-07-150.0020.00230.0021251000
2004-07-160.0020.0025
2004-07-190.0020.00250.0023300
2004-07-200.0020.0025
2004-07-210.00170.00230.0017260100
2004-07-220.00180.00230.0023210000
2004-07-230.00180.00230.002315000
2004-07-260.0020.0023
2004-07-270.00160.0020.001780000
2004-07-280.00150.0020.00152000
2004-07-290.00150.002
2004-07-300.00150.002
2004-08-020.00150.002
2004-08-030.00150.002
2004-08-040.00150.0020.0015200
2004-08-050.00150.002
2004-08-060.00150.002
2004-08-090.00150.0020.00155000
2004-08-100.00150.0020.00159400
2004-08-110.0010.00130.001506000
2004-08-120.0010.0013
2004-08-130.0010.0013
2004-08-160.0010.00130.001600
2004-08-170.00120.00130.00136125000
2004-08-180.00110.0013
2004-08-190.00110.00130.0011500
2004-08-200.0010.00130.001110000
2004-08-230.0010.00130.0015000
2004-08-240.0010.0013
2004-08-250.0010.00130.001155000
2004-08-260.0010.0013
2004-08-270.0010.0013
2004-08-300.0010.0013
2004-08-310.0010.00130.001990100
2004-09-010.0010.00130.0011300
2004-09-020.0010.0013
2004-09-030.0010.00130.0015150
2004-09-070.0010.0013
2004-09-080.00110.00130.0011210000
2004-09-090.00110.0013
2004-09-100.00110.00120.0012200000
2004-09-130.00110.00120.001112500
2004-09-140.00110.0012
2004-09-150.00120.00130.0013805000
2004-09-160.00110.00130.00125000
2004-09-170.00080.0010.0008128000
2004-09-200.00080.0010.00082000
2004-09-210.00080.001
2004-09-220.00080.0010.00081300
2004-09-230.00080.0010.0008140000
2004-09-240.00080.001
2004-09-270.00080.001
2004-09-280.00080.001
2004-09-290.00080.0010.0008157300
2004-09-300.00080.001
2004-10-010.00080.001
2004-10-040.00080.001
2004-10-050.00080.0010.00088000
2004-10-060.00080.001
2004-10-070.00080.001
2004-10-080.00080.001
2004-10-110.00080.0010.000810000
2004-10-120.00080.001
2004-10-130.00080.0010.00088500
2004-10-140.00080.0010.0008104650
2004-10-150.00080.0010.00083900
2004-10-180.00080.0010.00089750
2004-10-190.00080.0010.0008100
2004-10-200.00080.0010.000810900
2004-10-210.00080.001
2004-10-220.00080.0010.0008300
2004-10-250.00080.001
2004-10-260.00080.0010.0008110000
2004-10-270.00070.00090.000760800
2004-10-280.00070.0009
2004-10-290.00070.0009
2004-11-010.00070.0009
2004-11-020.00070.00090.00071000
2004-11-030.00070.0010.0009207000
2004-11-040.00070.001
2004-11-050.00070.001
2004-11-080.00070.0010.0007300
2004-11-090.00070.0010.00071000
2004-11-100.00070.001
2004-11-110.00070.0010.00150000
2004-11-120.00070.0010.00073800
2004-11-150.00070.001
2004-11-160.00070.001
2004-11-170.00070.0010.00073000
2004-11-180.00070.001
2004-11-190.00070.0010.0007600
2004-11-220.00070.0010.001150000
2004-11-230.00070.0010.0007700
2004-11-240.00070.0010.00071000
2004-11-260.00070.001
2004-11-290.00070.0010.00073100
2004-11-300.00070.0010.000722150
2004-12-010.00070.001
2004-12-020.00070.0010.0007500
2004-12-030.00070.0010.000768400
2004-12-060.00070.0010.000740500
2004-12-070.00090.00120.00150000
2004-12-080.00090.0012
2004-12-090.00090.0012
2004-12-100.00080.0010.001445000
2004-12-130.00080.0010.00081000
2004-12-140.00080.001
2004-12-150.00080.0010.000860000
2004-12-160.00080.0010.0008100
2004-12-170.00080.0010.000837000
2004-12-200.00070.0010.000770000
2004-12-210.00070.0010.00071750
2004-12-220.00070.0010.0007700
2004-12-230.00070.001
2004-12-270.00070.0010.000765000
2004-12-280.00070.0010.0007200
2004-12-290.00070.0010.000728000
2004-12-300.00070.0010.0007120650
2004-12-310.00070.0010.000714100
2005-01-030.00070.0010.000765000
2005-01-040.00070.001
2005-01-050.00070.001
2005-01-060.00070.0010.000760000
2005-01-070.00070.001
2005-01-100.00070.0010.0007100
2005-01-110.00070.001
2005-01-120.00070.001
2005-01-130.00070.0010.000763200
2005-01-140.00070.001
2005-01-180.00070.001
2005-01-190.00070.001
2005-01-200.00070.001
2005-01-210.00070.001
2005-01-240.00070.001
2005-01-250.00070.0010.0007400
2005-01-260.00070.0010.00072200
2005-01-270.00070.001
2005-01-280.00070.001
2005-01-310.00070.001
2005-02-010.00070.001
2005-02-020.00070.001
2005-02-030.00070.001
2005-02-040.00070.001
2005-02-070.00070.001
2005-02-080.00070.0010.00071000
2005-02-090.00070.001
2005-02-100.00110.00120.0012600000
2005-02-110.00110.0012
2005-02-140.00110.0012
2005-02-150.00110.0012
2005-02-160.00110.0012
2005-02-170.00110.0012
2005-02-180.00110.0012
2005-02-220.00110.0012
2005-02-230.00110.0012
2005-02-240.00110.0012
2005-02-250.00110.00120.001115000
2005-02-280.00110.00120.00111000
2005-03-010.00110.00120.001187100
2005-03-020.00110.0012
2005-03-030.00110.0012
2005-03-040.00110.0012
2005-03-070.00110.0012
2005-03-080.00110.00120.0011100
2005-03-090.00110.0012
2005-03-100.00110.00120.001180000
2005-03-110.00110.0012
2005-03-140.00110.00120.0011100
2005-03-150.00110.0012
2005-03-160.00070.00120.000762000
2005-03-170.00070.0012
2005-03-180.00070.0012
2005-03-210.00070.00090.000720000
2005-03-220.00070.0009
2005-03-230.00070.0009
2005-03-240.00070.0009
2005-03-280.00070.0009
2005-03-290.00080.00130.000952000
2005-03-300.00080.001
2005-03-310.00080.0010.000812000
2005-04-010.00080.001
2005-04-040.00080.001
2005-04-050.00080.001
2005-04-060.00080.001
2005-04-070.00080.001
2005-04-080.00080.001
2005-04-110.00080.001
2005-04-120.00080.001
2005-04-130.00080.0010.00081500
2005-04-140.00080.0010.00089500
2005-04-150.00080.001
2005-04-180.00080.0010.00086500
2005-04-190.00080.001
2005-04-200.00080.001
2005-04-210.00080.001
2005-04-220.00080.001
2005-04-250.00080.001
2005-04-260.00080.0010.00082300
2005-04-270.00080.001
2005-04-280.00080.0010.00085000
2005-04-290.00080.001
2005-05-020.00080.0010.00087500
2005-05-030.00080.0010.000872600
2005-05-040.00080.001
2005-05-050.00080.001
2005-05-060.00080.001
2005-05-090.00080.001
2005-05-100.00080.0010.00081943
2005-05-110.00080.001
2005-05-120.00080.001
2005-05-130.00080.001
2005-05-160.00080.0010.0008800
2005-05-170.00080.0010.00081000
2005-05-180.00080.001
2005-05-190.00080.001
2005-05-200.00080.0010.000815000
2005-05-230.00080.001
2005-05-240.00080.001
2005-05-250.00080.0010.00082500
2005-05-260.00080.001
2005-05-270.00080.0010.00082800
2005-05-310.00080.0010.000855000
2005-06-010.00080.001
2005-06-020.00080.001
2005-06-030.00040.0010.0004500000
2005-06-060.00040.001
2005-06-070.00040.001
2005-06-080.00040.001
2005-06-090.00040.0010.00041000
2005-06-100.00040.0010.000420300
2005-06-130.00040.0010.0004300
2005-06-140.00040.001
2005-06-150.00040.001
2005-06-160.00040.0010.000410000
2005-06-170.00040.001
2005-06-200.00040.0010.0004134000
2005-06-210.00040.001
2005-06-220.00040.0010.000450000
2005-06-230.00040.001
2005-06-240.00040.001
2005-06-270.00040.0010.00166500
2005-06-280.00040.001
2005-06-290.00040.001
2005-06-300.00040.001
2005-07-010.00040.001
2005-07-050.00040.001
2005-07-060.00040.0010.00110000
2005-07-070.00040.0010.000425000
2005-07-080.00040.0010.000420000
2005-07-110.00040.00090.0004150200
2005-07-120.00040.00090.000481000
2005-07-130.00040.0009
2005-07-140.00040.00090.0004395140
2005-07-150.00040.0009
2005-07-180.00040.0009
2005-07-190.00040.00090.0004350
2005-07-200.00040.00080.0001187500
2005-07-210.00040.0008
2005-07-220.00040.0008
2005-07-250.00040.0008
2005-07-260.00040.00050.0004235500
2005-07-270.00040.0005
2005-07-280.00040.0005
2005-07-290.00040.0005
2005-08-010.00040.00050.000510000
2005-08-020.00040.00050.000510000
2005-08-030.00040.0005
2005-08-040.00040.0005
2005-08-050.00040.00050.00041000
2005-08-080.00040.00050.000418500
2005-08-090.00040.0005
2005-08-100.00040.00050.00041000
2005-08-110.00040.00050.00042000
2005-08-120.00040.0005
2005-08-150.00040.00050.00042000
2005-08-160.00040.0005
2005-08-170.00040.0005
2005-08-180.00040.00050.000420000
2005-08-190.00050.00090.0005150800
2005-08-220.00050.00090.00055100
2005-08-230.00050.00090.0005195200
2005-08-240.00050.0009
2005-08-250.00050.0009
2005-08-260.00050.0009
2005-08-290.00050.0009
2005-08-300.00050.0009
2005-08-310.00050.0009
2005-09-010.00050.0009
2005-09-020.00050.00090.0005500
2005-09-060.00050.0009
2005-09-070.00050.0009
2005-09-080.00050.0009
2005-09-090.00050.00090.00052500
2005-09-120.00050.0009
2005-09-130.00050.0009
2005-09-140.00050.0009
2005-09-150.00050.0009
2005-09-160.00050.0009
2005-09-190.00050.0009
2005-09-200.00050.0009
2005-09-210.00050.0009
2005-09-220.00050.00090.000510000
2005-09-230.00050.0009
2005-09-260.00050.00090.00051000
2005-09-270.00050.00090.0005200
2005-09-280.00050.00070.0005120000
2005-09-290.00050.00070.00052250
2005-09-300.00050.0007
2005-10-030.00050.0007
2005-10-040.00090.0010.0011442221
2005-10-050.00090.001
2005-10-060.00090.0010.000916000
2005-10-070.00090.001
2005-10-100.00090.001
2005-10-110.00090.001
2005-10-120.00090.001
2005-10-130.00050.0010.0006239940
2005-10-140.00050.001
2005-10-170.00050.0010.0005219100
2005-10-180.00050.0010.0005500
2005-10-190.00050.001
2005-10-200.00050.0010.00052500
2005-10-210.00050.0010.00051000
2005-10-240.00050.001
2005-10-250.00050.0010.000550000
2005-10-260.00050.001
2005-10-270.00050.001
2005-10-280.00050.001
2005-10-310.00050.0010.00052000
2005-11-010.00050.001
2005-11-020.00050.0010.0005840
2005-11-030.00050.0010.0005211000
2005-11-040.00050.0010.0005300