Price and Volume Information: (DNTK)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2004-01-020.0550.060.055308400
2004-01-050.050.0550.05262400
2004-01-060.050.0550.05334000
2004-01-070.050.0550.055684900
2004-01-080.050.0550.052152300
2004-01-090.050.0550.0553803800
2004-01-120.050.0550.051216100
2004-01-130.050.0550.05480500
2004-01-140.050.0550.055945300
2004-01-150.050.0550.05841000
2004-01-160.050.0550.05294300
2004-01-200.050.0550.055741500
2004-01-210.0480.0520.052284500
2004-01-220.0480.0520.048319500
2004-01-230.050.0530.053390600
2004-01-260.0480.050.05192900
2004-01-270.0480.0520.0481402200
2004-01-280.0480.0520.05217300
2004-01-290.0480.0520.05278600
2004-01-300.0480.050.05145500
2004-02-020.0490.050.049300600
2004-02-030.0490.0520.04949200
2004-02-040.0490.050.0585000
2004-02-050.0490.050.0591900
2004-02-060.050.0520.05405500
2004-02-090.050.0520.05273700
2004-02-100.0490.0510.0576200
2004-02-110.0490.0510.04915700
2004-02-120.0490.0510.04929800
2004-02-130.050.0530.053140000
2004-02-170.050.0530.053694900
2004-02-180.0490.0530.04944700
2004-02-190.050.0530.05864400
2004-02-200.050.0520.05545000
2004-02-230.050.0530.05891100
2004-02-240.070.0720.07611300
2004-02-250.160.180.162614100
2004-02-260.1150.130.125924500
2004-02-270.140.160.162415300
2004-03-010.140.160.14362500
2004-03-020.150.160.16191600
2004-03-030.190.20.19573500
2004-03-040.240.250.252384100
2004-03-050.370.380.372935900
2004-03-080.310.330.332688900
2004-03-090.280.290.291038000
2004-03-100.220.240.221097900
2004-03-110.20.2150.211245800
2004-03-120.290.30.291635600
2004-03-150.290.3150.321552300
2004-03-160.260.270.27714400
2004-03-170.230.250.24410300
2004-03-180.230.2350.22292800
2004-03-190.20.210.21355500
2004-03-220.190.210.21508700
2004-03-230.20.220.22249800
2004-03-240.1950.2050.205654200
2004-03-250.180.1950.18429500
2004-03-260.210.220.22204800
2004-03-290.210.230.23131500
2004-03-300.210.250.2299500
2004-03-310.1920.20.294000
2004-04-010.1850.20.296900
2004-04-020.20.2250.2279100
2004-04-050.210.230.225142500
2004-04-060.250.260.26459900
2004-04-070.220.260.25124400
2004-04-080.260.270.26242400
2004-04-120.270.3050.29774000
2004-04-130.290.3050.3479800
2004-04-140.220.240.22899000
2004-04-150.1950.2050.205401200
2004-04-160.210.2250.225223700
2004-04-190.1850.20.2433800
2004-04-200.170.180.17530800
2004-04-210.150.160.15165100
2004-04-220.160.170.16430000
2004-04-230.170.180.17145600
2004-04-260.1550.180.155248300
2004-04-270.1550.1650.16190500
2004-04-280.150.1550.155321900
2004-04-290.140.1490.145209900
2004-04-300.180.210.18800800
2004-05-030.130.1450.145220400
2004-05-040.1250.1450.12584800
2004-05-050.1450.150.15358400
2004-05-060.140.150.1483200
2004-05-070.140.150.149500
2004-05-100.1250.140.1443500
2004-05-110.1350.1480.148430400
2004-05-120.140.1450.14237400
2004-05-130.220.250.231168000
2004-05-140.210.230.23436300
2004-05-170.240.2550.25491867000
2004-05-180.240.260.241476700
2004-05-190.240.2450.24384100
2004-05-200.2150.220.22406000
2004-05-210.210.2150.215756700
2004-05-240.2050.210.21147800
2004-05-250.20.2050.205426500
2004-05-260.210.22750.22147100
2004-05-270.2950.30.31332100
2004-05-280.2950.30.2952591000
2004-06-010.30.310.311075600
2004-06-020.350.360.361473800
2004-06-030.370.390.371748500
2004-06-040.4450.450.4451506700
2004-06-070.480.50.491038900
2004-06-080.490.50.51562800
2004-06-090.620.630.6052122700
2004-06-100.70.710.713301800
2004-06-140.6650.670.6652029000
2004-06-150.630.640.633708300
2004-06-160.6150.630.6151005400
2004-06-170.560.580.555632100
2004-06-180.550.560.561091100
2004-06-210.680.690.691475100
2004-06-220.540.550.544298500
2004-06-230.4650.480.48875000
2004-06-240.470.50.47846000
2004-06-250.430.440.44568400
2004-06-280.4350.440.441731900
2004-06-290.440.4550.45228700
2004-06-300.420.440.44807100
2004-07-010.410.440.41195900
2004-07-020.390.4050.405678400
2004-07-060.360.370.36443800
2004-07-070.40.4150.4795400
2004-07-080.380.40.38592400
2004-07-090.370.40.4996800
2004-07-120.360.370.36420200
2004-07-130.310.330.331244200
2004-07-140.2850.290.29790400
2004-07-150.360.370.371151300
2004-07-160.370.390.39701300
2004-07-190.320.350.35501700
2004-07-200.350.370.35265800
2004-07-210.330.370.38352900
2004-07-220.320.340.34241500
2004-07-230.30.330.33265200
2004-07-260.290.330.3369000
2004-07-270.280.30.3397000
2004-07-280.290.2950.31779500
2004-07-290.3250.340.34625500
2004-07-300.3150.3350.3334500
2004-08-020.310.330.3127900
2004-08-030.340.360.36530100
2004-08-040.3550.380.355399700
2004-08-050.340.380.3835600
2004-08-060.3250.350.34279200
2004-08-090.3250.360.35554500
2004-08-100.2950.320.3209700
2004-08-110.310.360.3150200
2004-08-120.310.330.3123800
2004-08-130.320.3450.34599600
2004-08-160.30.350.31171500
2004-08-170.350.390.36176900
2004-08-180.330.3450.345238452
2004-08-190.30.320.32107100
2004-08-200.270.30.3471120
2004-08-230.290.30.29188376
2004-08-240.30.310.31457558
2004-08-250.280.310.29320600
2004-08-260.260.280.27379850
2004-08-270.3050.320.32573100
2004-08-300.250.280.25340935
2004-08-310.230.240.24341729
2004-09-010.2450.260.245416300
2004-09-020.260.270.26115940
2004-09-030.230.260.25202250
2004-09-070.220.240.24124242
2004-09-080.220.240.24119082
2004-09-090.230.250.2515200
2004-09-100.2250.260.22597450
2004-09-130.230.250.25464600
2004-09-140.230.240.2342575
2004-09-150.2110.220.22359980
2004-09-160.2150.230.21227455
2004-09-170.1950.2050.205335726
2004-09-200.1950.2050.195164477
2004-09-210.180.20.19449025
2004-09-220.170.1750.175757224
2004-09-230.1650.1750.17171200
2004-09-240.190.20.205703650
2004-09-270.180.1950.19274043
2004-09-280.170.1850.185341287
2004-09-290.160.1750.16210252
2004-09-300.1550.1750.16256350
2004-10-010.1750.180.175379525
2004-10-040.1650.1750.165157475
2004-10-050.1450.1550.145374460
2004-10-060.1450.160.155426463
2004-10-070.140.1450.14530855
2004-10-080.1250.130.13389240
2004-10-110.110.11750.1175476731
2004-10-120.1050.120.12492060
2004-10-130.180.1850.18986187
2004-10-140.2450.2550.251873207
2004-10-150.290.30.291025355
2004-10-180.250.270.271106505
2004-10-190.230.250.23247040
2004-10-200.240.250.25355094
2004-10-210.240.260.2590325
2004-10-220.2950.310.31449980
2004-10-250.290.30.29248330
2004-10-260.280.30.2850154
2004-10-270.250.2650.26583709
2004-10-280.290.30.3439160
2004-10-290.2950.310.31114005
2004-11-010.2850.30.285241430
2004-11-020.2050.240.205613300
2004-11-030.230.250.24349900
2004-11-040.220.250.2281969
2004-11-050.20.220.22243600
2004-11-080.2250.250.25118050
2004-11-090.2250.240.225113092
2004-11-100.270.280.27378380
2004-11-110.220.250.22304980
2004-11-120.260.2650.26134677
2004-11-150.280.30.3412839
2004-11-160.2850.30.373019
2004-11-170.2550.280.255263815
2004-11-180.2550.270.2639122
2004-11-190.240.2650.25574073
2004-11-220.230.260.26164303
2004-11-230.210.250.24109690
2004-11-240.210.230.22206803
2004-11-260.2050.210.205335925
2004-11-290.190.210.2207700
2004-11-300.180.190.19502990
2004-12-010.190.1950.195187828
2004-12-020.170.190.19355897
2004-12-030.180.190.18547270
2004-12-060.170.1850.17340116
2004-12-070.170.190.18661185
2004-12-080.1650.180.1892415
2004-12-090.1650.180.16532885
2004-12-100.20.220.22283638
2004-12-130.20.2150.2125362
2004-12-140.20.210.2104480
2004-12-150.190.210.21126657
2004-12-160.190.210.1970335
2004-12-170.170.190.18109230
2004-12-200.170.180.175211239
2004-12-210.170.180.1765421
2004-12-220.1750.180.175296472
2004-12-230.190.1950.19232565
2004-12-270.19250.1950.1925360606
2004-12-280.19250.1950.1925266853
2004-12-290.19250.1950.1925316900
2004-12-300.19250.1950.1925353722
2004-12-310.1950.20.2357845
2005-01-030.1950.20.195195000
2005-01-040.1950.20.19589600
2005-01-050.1950.20.195209885
2005-01-060.1950.20.195232100
2005-01-070.1950.20.195181015
2005-01-100.1950.19750.195513800
2005-01-110.1950.19750.195137600
2005-01-120.1950.19750.195488060
2005-01-130.190.1950.19298376
2005-01-140.190.1950.1937596
2005-01-180.1850.190.185102707
2005-01-190.1830.190.183246635
2005-01-200.1550.1650.165158952
2005-01-210.1650.1750.16541772
2005-01-240.1650.170.16552385
2005-01-250.14750.150.15792903
2005-01-260.1420.150.145319210
2005-01-270.1350.140.14249805
2005-01-280.140.1450.138554915
2005-01-310.1350.140.14166640
2005-02-010.1320.140.132341348
2005-02-020.1350.140.14417046
2005-02-030.2150.220.2152272386
2005-02-040.20.210.211118986
2005-02-070.20.210.2317135
2005-02-080.1950.20.2436610
2005-02-090.1650.1750.175545739
2005-02-100.1750.1890.18272505
2005-02-110.170.1750.17149270
2005-02-140.1950.210.21313285
2005-02-150.20.2050.2263420
2005-02-160.1950.2050.195100510
2005-02-170.180.20.18178780
2005-02-180.2550.270.255742895
2005-02-220.310.3350.3251840019
2005-02-230.310.3150.311435672
2005-02-240.280.2950.28423248
2005-02-250.280.30.3541750
2005-02-280.250.260.26414783
2005-03-010.3050.310.31578909
2005-03-020.30.310.31141916
2005-03-030.260.290.26181586
2005-03-040.280.290.29152000
2005-03-070.2550.270.255252983
2005-03-080.20.210.2606378
2005-03-090.220.2350.23426750
2005-03-100.230.2350.23549212
2005-03-110.230.2450.2449716
2005-03-140.240.2550.24202808
2005-03-150.230.240.2346250
2005-03-160.230.260.23116735
2005-03-170.230.250.2343167
2005-03-180.260.270.26553321
2005-03-210.250.2550.25393014
2005-03-220.220.230.23146675
2005-03-230.2150.230.22382401
2005-03-240.190.20.19288098
2005-03-280.1950.2050.20550700
2005-03-290.190.2050.1948950
2005-03-300.190.2050.19172100
2005-03-310.2550.2650.255444591
2005-04-010.2650.2750.265314685
2005-04-040.250.270.26450624
2005-04-050.260.280.27126250
2005-04-060.260.280.2749215
2005-04-070.240.260.25131300
2005-04-080.240.250.2496556
2005-04-110.2850.30.31044606
2005-04-120.310.320.31860024
2005-04-130.330.3450.345476851
2005-04-140.3150.330.32649404
2005-04-150.3350.360.35590611
2005-04-180.2950.310.3486800
2005-04-190.3050.3150.315270385
2005-04-200.280.2950.295492300
2005-04-210.30.320.31433754
2005-04-220.30.320.3278868
2005-04-250.260.290.26566588
2005-04-260.260.290.26230950
2005-04-270.3150.320.315619772
2005-04-280.2950.30.3141568
2005-04-290.2950.310.295191696
2005-05-020.2650.2750.265213074
2005-05-030.2950.320.32695898
2005-05-040.2950.310.3186779
2005-05-050.2850.2950.295192458
2005-05-060.270.290.28595168
2005-05-090.270.30.295205920
2005-05-100.270.290.27100581
2005-05-110.260.270.2625240690
2005-05-120.260.280.268000
2005-05-130.260.280.27166880
2005-05-160.260.30.27425598
2005-05-170.270.30.27132080
2005-05-180.270.30.2751185
2005-05-190.270.2950.2793295
2005-05-200.290.30.324500
2005-05-230.2950.310.3566590
2005-05-240.30.320.32113100
2005-05-250.310.320.31215132
2005-05-260.350.3550.35517118
2005-05-270.340.350.3487907
2005-05-310.290.30.3445541
2005-06-010.340.3450.345125874
2005-06-020.330.350.35321430
2005-06-030.360.3650.36490560
2005-06-060.420.440.431117546
2005-06-070.40.410.405675132
2005-06-080.4050.410.405347170
2005-06-090.40.410.41103280
2005-06-100.410.4250.42307950
2005-06-130.4550.460.45678576
2005-06-140.440.450.44202375
2005-06-150.4550.460.46263738
2005-06-160.510.520.52557306
2005-06-170.550.560.56982589
2005-06-200.540.550.541086894
2005-06-210.5150.520.515452586
2005-06-220.460.480.48920509
2005-06-230.380.40.38816220
2005-06-240.390.40.41317317
2005-06-270.390.410.41415915
2005-06-280.370.380.36426765
2005-06-290.3950.410.395313775
2005-06-300.420.430.42521483
2005-07-010.470.480.485561164
2005-07-050.470.4850.485268031
2005-07-060.490.50.49224100
2005-07-070.470.490.481078255
2005-07-080.490.5050.505394607
2005-07-110.470.480.47233852
2005-07-120.4450.450.44448895
2005-07-130.50.5050.505643980
2005-07-140.50.5050.5208836
2005-07-150.480.490.485508446
2005-07-180.4650.4750.475352700
2005-07-190.50.5050.5673177
2005-07-200.4950.50.5126702
2005-07-210.480.490.485378193
2005-07-220.470.480.48111588
2005-07-250.460.470.47179375
2005-07-260.4550.470.46143885
2005-07-270.4350.450.435168907
2005-07-280.450.490.45146650
2005-07-290.4650.470.47187072