Price and Volume Information: American Merchant Data Service, Inc. (AMDS)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2003-07-220.050.8
2003-07-230.550.70.727300
2003-07-240.550.70.6512100
2003-07-250.550.70.653000
2003-07-280.550.75
2003-07-290.550.75
2003-07-300.250.650.67500
2003-07-310.250.7
2003-08-010.250.7
2003-08-040.250.7
2003-08-050.250.7
2003-08-060.350.7
2003-08-070.350.7
2003-08-080.350.7
2003-08-110.350.7
2003-08-120.350.7
2003-08-130.350.650.652500
2003-08-140.650.850.6575500
2003-08-150.650.850.656000
2003-08-180.650.85
2003-08-190.650.750.6510700
2003-08-200.70.750.753400
2003-08-210.70.750.758500
2003-08-220.650.750.75500
2003-08-250.650.750.710000
2003-08-260.650.75
2003-08-270.650.75
2003-08-280.650.730.6546500
2003-08-290.60.70.6518000
2003-09-020.550.650.6512500
2003-09-030.550.65
2003-09-040.580.640.6325700
2003-09-050.580.610.6149100
2003-09-080.580.630.631000
2003-09-090.550.60.678100
2003-09-100.420.60.5230400
2003-09-110.510.60.518500
2003-09-120.420.570.5111100
2003-09-150.420.570.571000
2003-09-160.350.450.4520100
2003-09-170.250.450.354600
2003-09-180.250.450.455400
2003-09-190.40.450.4512600
2003-09-220.350.50.457500
2003-09-230.350.430.4326200
2003-09-240.250.40.451000
2003-09-250.250.390.393000
2003-09-260.250.380.391300
2003-09-290.210.270.23112800
2003-09-300.240.30.2417600
2003-10-010.250.350.3522000
2003-10-020.30.380.3362500
2003-10-030.30.38
2003-10-060.320.390.3334800
2003-10-070.320.39
2003-10-080.250.320.3110700
2003-10-090.270.30.29536000
2003-10-100.260.310.394000
2003-10-130.260.31
2003-10-140.270.310.2737500
2003-10-150.260.310.2845400
2003-10-160.260.310.330000
2003-10-170.280.310.310000
2003-10-200.260.310.366500
2003-10-210.260.30.35000
2003-10-220.250.290.25255700
2003-10-230.240.290.293000
2003-10-240.250.30.27119500
2003-10-270.250.290.253000
2003-10-280.250.29
2003-10-290.250.29
2003-10-300.260.270.27177400
2003-10-310.260.280.2713000
2003-11-030.240.270.2430000
2003-11-040.230.250.2411100
2003-11-050.230.250.2313000
2003-11-060.230.250.2510000
2003-11-070.230.260.23578900
2003-11-100.230.260.2372500
2003-11-110.230.260.2575700
2003-11-120.230.250.2333000
2003-11-130.260.280.2610000
2003-11-140.240.270.2496300
2003-11-170.240.280.25168000
2003-11-180.240.280.24200
2003-11-190.240.280.26195500
2003-11-200.240.280.2838000
2003-11-210.240.280.241100
2003-11-240.220.250.25100700
2003-11-250.220.2350.23127800
2003-11-260.230.240.2446700
2003-11-280.230.240.2413100
2003-12-010.20.220.2290800
2003-12-020.170.190.17697100
2003-12-030.170.190.175220800
2003-12-040.180.190.1911000
2003-12-050.190.210.2131700
2003-12-080.20.2150.2125800
2003-12-090.260.280.28390200
2003-12-100.230.240.2498800
2003-12-110.230.260.2539600
2003-12-120.240.260.2666300
2003-12-150.340.350.32247000
2003-12-160.440.520.49248300
2003-12-170.440.520.4726700
2003-12-180.490.520.5282100
2003-12-190.550.60.6102500
2003-12-220.560.60.56216200
2003-12-230.470.520.575200
2003-12-240.440.540.42145800
2003-12-260.440.60.4711500
2003-12-290.410.450.45108200
2003-12-300.420.50.59400
2003-12-310.420.50.52200
2004-01-020.420.50.421900
2004-01-050.390.50.482100
2004-01-060.390.510.5160400
2004-01-070.450.510.5156000
2004-01-080.450.510.5161800
2004-01-090.450.510.5122000
2004-01-120.450.510.456000
2004-01-130.460.510.568000
2004-01-140.460.510.514000
2004-01-150.460.50.568600
2004-01-160.490.510.4949000
2004-01-200.470.510.49110100
2004-01-210.420.50.5129600
2004-01-220.430.5
2004-01-230.430.50.438000
2004-01-260.420.480.47130400
2004-01-270.430.480.432500
2004-01-280.430.480.488000
2004-01-290.450.50.4733000
2004-01-300.450.50.4842200
2004-02-020.450.50.456000
2004-02-030.450.50.4510300
2004-02-040.420.50.53000
2004-02-050.420.490.495000
2004-02-060.40.430.4395300
2004-02-090.40.430.432300
2004-02-100.390.430.3920500
2004-02-110.40.430.4227400
2004-02-120.40.430.431000
2004-02-130.420.430.4343500
2004-02-170.40.450.4141000
2004-02-180.40.480.459900
2004-02-190.40.450.4510200
2004-02-200.40.45
2004-02-230.440.470.4468500
2004-02-240.430.460.4321500
2004-02-250.410.480.4378000
2004-02-260.40.440.4335000
2004-02-270.40.440.446000
2004-03-010.430.450.4598000
2004-03-020.440.490.4479900
2004-03-030.450.490.4525000
2004-03-040.460.50.4660600
2004-03-050.470.50.51000
2004-03-080.480.490.48138700
2004-03-090.460.480.4610700
2004-03-100.460.480.486000
2004-03-110.480.490.4850200
2004-03-120.460.50.4874800
2004-03-150.460.490.4615500
2004-03-160.460.490.4935400
2004-03-170.460.490.4613000
2004-03-180.420.490.461700
2004-03-190.420.470.4735400
2004-03-220.420.460.4410000
2004-03-230.420.440.4445600
2004-03-240.410.430.4255400
2004-03-250.420.440.4258700
2004-03-260.40.440.4489100
2004-03-290.40.420.42215400
2004-03-300.40.440.435000
2004-03-310.40.440.4393900
2004-04-010.40.44
2004-04-020.40.440.43000
2004-04-050.40.440.47200
2004-04-060.430.450.4364500
2004-04-070.410.430.4216600
2004-04-080.390.440.4456400
2004-04-120.370.410.39160700
2004-04-130.380.410.411000
2004-04-140.40.430.496500
2004-04-150.40.430.47000
2004-04-160.40.430.4311700
2004-04-190.40.420.4167800
2004-04-200.40.440.4229900
2004-04-210.410.440.4188500
2004-04-220.420.460.4586000
2004-04-230.420.46
2004-04-260.420.460.4420000
2004-04-270.430.450.4441800
2004-04-280.440.460.4435300
2004-04-290.430.460.431000
2004-04-300.490.510.47139300
2004-05-030.510.550.54118400
2004-05-040.510.550.5212300
2004-05-050.510.530.5260200
2004-05-060.520.530.5327000
2004-05-070.510.530.5118700
2004-05-100.490.520.5116400
2004-05-110.490.52
2004-05-120.440.510.4752400
2004-05-130.410.490.4110300
2004-05-140.410.470.456800
2004-05-170.410.47
2004-05-180.420.450.4226000
2004-05-190.410.470.4493000
2004-05-200.410.47
2004-05-210.40.47
2004-05-240.40.470.452000
2004-05-250.40.460.453300
2004-05-260.40.440.448100
2004-05-270.40.440.444000
2004-05-280.40.440.4416000
2004-06-010.40.440.42100
2004-06-020.40.440.410700
2004-06-030.40.440.445000
2004-06-040.40.440.4210700
2004-06-070.40.440.45000
2004-06-080.40.440.447400
2004-06-090.40.460.4240000
2004-06-100.420.440.4510000
2004-06-140.370.440.4193000
2004-06-150.370.44
2004-06-160.40.440.4125200
2004-06-170.40.450.4176000
2004-06-180.40.450.441700
2004-06-210.40.430.455000
2004-06-220.380.420.4161800
2004-06-230.380.420.412000
2004-06-240.470.480.4750200
2004-06-250.480.490.49189900
2004-06-280.480.50.4961300
2004-06-290.480.550.555800
2004-06-300.510.570.5747600
2004-07-010.510.580.5394100
2004-07-020.530.550.5326800
2004-07-060.510.570.543300
2004-07-070.550.620.683200
2004-07-080.550.60.61200
2004-07-090.550.580.5814900
2004-07-120.560.60.564000
2004-07-130.530.60.5513000
2004-07-140.590.620.5938300
2004-07-150.590.620.661300
2004-07-160.590.630.6110500
2004-07-190.510.60.5547700
2004-07-200.430.50.4364900
2004-07-210.510.60.5336200
2004-07-220.440.520.5266000
2004-07-230.440.52
2004-07-260.440.520.526500
2004-07-270.420.520.513000
2004-07-280.420.51
2004-07-290.420.510.5130000
2004-07-300.420.450.4551900
2004-08-020.430.510.4314500
2004-08-030.430.51
2004-08-040.430.490.4316000
2004-08-050.430.470.4416900
2004-08-060.40.450.41134400
2004-08-090.390.420.4555800
2004-08-100.350.410.476900
2004-08-110.390.410.470000
2004-08-120.350.410.425000
2004-08-130.360.420.4107000
2004-08-160.360.410.436000
2004-08-170.360.410.410000
2004-08-180.360.410.4115000
2004-08-190.350.410.49300
2004-08-200.350.41
2004-08-230.330.40.431500
2004-08-240.330.390.38117600
2004-08-250.250.330.3187450
2004-08-260.270.3050.30532600
2004-08-270.270.3050.319750
2004-08-300.280.3050.366700
2004-08-310.290.3050.3152900
2004-09-010.280.30.2923263
2004-09-020.280.30.2910700
2004-09-030.280.3050.325000
2004-09-070.280.305
2004-09-080.280.30.2958000
2004-09-090.20.250.2554072
2004-09-100.260.30.295289116
2004-09-130.270.350.395500
2004-09-140.270.350.3537000
2004-09-150.270.30.331000
2004-09-160.250.290.2815185
2004-09-170.230.30.2757500
2004-09-200.250.270.26547831
2004-09-210.250.270.2534200
2004-09-220.190.250.25120000
2004-09-230.190.250.254500
2004-09-240.20.250.2598250
2004-09-270.160.190.22194000
2004-09-280.160.20.1748500
2004-09-290.170.20.188212890
2004-09-300.180.250.25128500
2004-10-010.170.210.251900
2004-10-040.190.210.2110900
2004-10-050.170.190.1729650
2004-10-060.160.190.16156717
2004-10-070.160.180.18111320
2004-10-080.190.230.296000
2004-10-110.190.210.2197000
2004-10-120.180.20.227000
2004-10-130.180.210.1970000
2004-10-140.180.210.182580
2004-10-150.180.210.2110000
2004-10-180.230.270.25463300
2004-10-190.260.3050.328029
2004-10-200.250.290.27580550
2004-10-210.250.290.2895000
2004-10-220.250.290.2514500
2004-10-250.230.290.26197821
2004-10-260.250.260.25181100
2004-10-270.210.240.2271900
2004-10-280.190.220.1984550
2004-10-290.20.250.2542700
2004-11-010.190.240.2410000
2004-11-020.20.240.24582140
2004-11-030.190.230.2362000
2004-11-040.190.230.23000
2004-11-050.190.220.234400
2004-11-080.190.220.244024
2004-11-090.190.210.2176238
2004-11-100.210.250.2182800
2004-11-110.210.230.2142000
2004-11-120.210.220.2212000
2004-11-150.210.220.2142800
2004-11-160.20.220.227200
2004-11-170.220.230.23108585
2004-11-180.20.220.2244165
2004-11-190.210.230.2137400
2004-11-220.210.220.2217000
2004-11-230.210.220.2164250
2004-11-240.1950.210.252500
2004-11-260.1950.21
2004-11-290.1950.210.19527000
2004-11-300.1950.210.2110000
2004-12-010.190.210.1933200
2004-12-020.190.210.216216
2004-12-030.190.20.19567450
2004-12-060.170.190.17125000
2004-12-070.180.20.1867500
2004-12-080.180.20.19121700
2004-12-090.180.1950.1992850
2004-12-100.170.190.17233300
2004-12-130.180.1950.1931250
2004-12-140.180.194
2004-12-150.180.194
2004-12-160.1850.1940.1859900
2004-12-170.1850.1950.18560400
2004-12-200.1850.20.18540000
2004-12-210.190.210.1911500
2004-12-220.1850.20.19527500
2004-12-230.1850.210.28700
2004-12-270.1850.210.1851262
2004-12-280.180.20.1857600
2004-12-290.190.210.19137700
2004-12-300.180.210.189000
2004-12-310.170.190.17102680
2005-01-030.180.190.1940820
2005-01-040.1850.20.18545000
2005-01-050.1850.1950.18530000
2005-01-060.190.210.1978755
2005-01-070.20.230.2122560
2005-01-100.210.230.2172050
2005-01-110.210.230.22579541
2005-01-120.220.240.22137116
2005-01-130.230.250.235143200
2005-01-140.230.250.25113380
2005-01-180.180.20.18225106
2005-01-190.170.190.17159990
2005-01-200.160.180.17156150
2005-01-210.160.180.1810000
2005-01-240.140.150.15207450
2005-01-250.140.160.1643000
2005-01-260.140.150.1564875
2005-01-270.120.1350.13172000
2005-01-280.1250.130.13190000
2005-01-310.1150.120.12190500
2005-02-010.090.10.091423500
2005-02-020.080.090.085439200
2005-02-030.080.090.08308950
2005-02-040.0950.1050.095553880
2005-02-070.0850.0950.09132500
2005-02-080.090.1050.09287100
2005-02-090.0850.0950.0910000
2005-02-100.0650.0750.07515325
2005-02-110.0650.0670.067610600
2005-02-140.070.080.07544000
2005-02-150.070.080.074000
2005-02-160.080.0850.0858665
2005-02-170.0850.090.08598655
2005-02-180.0750.0850.075136060
2005-02-220.0650.070.07404058
2005-02-230.050.0550.05868635
2005-02-240.050.0550.055154900
2005-02-250.050.0550.055227900
2005-02-280.0480.0510.05151000
2005-03-010.0470.050.045413750
2005-03-020.040.0450.04201000
2005-03-030.040.0440.044244000
2005-03-040.0390.0440.0472250
2005-03-070.0430.050.05284975
2005-03-080.0420.0480.045212000
2005-03-090.040.0450.04135300
2005-03-100.0380.0450.0461300
2005-03-110.0380.045
2005-03-140.040.050.04553500
2005-03-150.040.050.042000
2005-03-160.040.050.04277000
2005-03-170.0380.0450.0415000
2005-03-180.0380.0450.0411500
2005-03-210.0380.040.04400
2005-03-220.0220.0250.02301000
2005-03-230.0180.0220.02224500
2005-03-240.0180.022
2005-03-280.0180.0220.0274500
2005-03-290.0160.0250.02445284
2005-03-300.0190.020.02407000
2005-03-310.0190.020.02314000
2005-04-010.0190.021
2005-04-040.0190.0210.02152000
2005-04-050.0190.021
2005-04-060.0190.0210.0215000
2005-04-070.0170.020.018906200
2005-04-080.0170.02
2005-04-110.0170.020.024360
2005-04-120.0170.020.0234650
2005-04-130.0450.0550.06493305
2005-04-140.050.060.0657300
2005-04-150.0550.060.06168500
2005-04-180.0550.0650.065269400
2005-04-190.060.0650.06591000
2005-04-200.060.0690.06965000
2005-04-210.060.070.0624600
2005-04-220.060.0650.06556903
2005-04-250.060.065
2005-04-260.060.0650.06139100
2005-04-270.060.065
2005-04-280.060.070.06557500
2005-04-290.060.07
2005-05-020.0650.070.0764200
2005-05-030.0650.07
2005-05-040.060.070.06547100
2005-05-050.060.07
2005-05-060.0650.070.0710000
2005-05-090.0650.07
2005-05-100.0650.07
2005-05-110.0650.0750.075113850
2005-05-120.060.0670.0655000
2005-05-130.060.0650.0620000
2005-05-160.0550.0650.0615000
2005-05-170.0550.0680.063020
2005-05-180.0550.0630.063314580
2005-05-190.05750.0630.063300
2005-05-200.0390.0420.042312290
2005-05-230.0280.0340.028230000
2005-05-240.0280.0340.031120000
2005-05-250.0350.0430.043140864
2005-05-260.0370.0430.04316100
2005-05-270.0370.043
2005-05-310.0370.0430.04318604
2005-06-010.0370.043
2005-06-020.0370.042
2005-06-030.0370.0420.04150000
2005-06-060.0370.0420.04344500
2005-06-070.0370.0420.042100
2005-06-080.0350.0420.04105000
2005-06-090.0350.042
2005-06-100.0350.0450.0430500
2005-06-130.0350.040.0351250
2005-06-140.0350.040.03580000
2005-06-150.0350.040.03520000
2005-06-160.0350.04
2005-06-170.0280.0310.03140000
2005-06-200.0280.0340.0282500
2005-06-210.0280.0340.034100
2005-06-220.0280.0340.03410000
2005-06-230.0280.0320.032168000
2005-06-240.0280.032
2005-06-270.0280.032
2005-06-280.0280.032
2005-06-290.0270.030.02820000
2005-06-300.0180.0230.02526500
2005-07-010.0180.023
2005-07-050.0180.0230.02100000
2005-07-060.0180.0230.0235000
2005-07-070.0210.0250.02395100
2005-07-080.0210.025
2005-07-110.0190.020.02379500
2005-07-120.01350.0150.015426100
2005-07-130.0150.0170.01541000
2005-07-140.0160.0180.017378000
2005-07-150.020.0230.021227700
2005-07-180.020.0230.02525
2005-07-190.020.0240.024130000
2005-07-200.020.0250.02550500
2005-07-210.020.0250.021000
2005-07-220.020.025
2005-07-250.0190.0250.025121000
2005-07-260.0350.0390.035210000
2005-07-270.0310.0390.03138000
2005-07-280.0310.0390.0392000
2005-07-290.0310.039
2005-08-010.0310.039
2005-08-020.0310.0390.0314000
2005-08-030.0310.039
2005-08-040.0310.039
2005-08-050.0310.039
2005-08-080.0240.030.0374166
2005-08-090.0170.020.019111000
2005-08-100.0170.020.017166867
2005-08-110.020.030.0340000
2005-08-120.020.03
2005-08-150.0250.030.0310000
2005-08-160.020.0220.02132000
2005-08-170.020.0220.0210000
2005-08-180.0230.0280.02530000
2005-08-190.0230.028
2005-08-220.0230.0250.02350500
2005-08-230.0240.0280.0255000
2005-08-240.0230.028
2005-08-250.0230.028
2005-08-260.0230.028
2005-08-290.0230.028
2005-08-300.0230.028
2005-08-310.0230.028
2005-09-010.0230.028
2005-09-020.0230.0280.0235000
2005-09-060.0230.028
2005-09-070.0230.028
2005-09-080.0230.028
2005-09-090.0230.028
2005-09-120.0230.0280.0232000
2005-09-130.0230.028
2005-09-140.0230.028
2005-09-150.0230.028
2005-09-160.0230.028
2005-09-190.0230.0250.0235000
2005-09-200.0230.0250.023500
2005-09-210.0230.025
2005-09-220.0230.025
2005-09-230.0230.0250.0238199
2005-09-260.0230.025
2005-09-270.0230.025
2005-09-280.0230.025
2005-09-290.0230.0250.0233000
2005-09-300.0230.0250.0231000
2005-10-030.020.0250.0235000
2005-10-040.020.025
2005-10-050.020.025
2005-10-060.020.025
2005-10-070.020.025
2005-10-100.020.0250.0240000
2005-10-110.020.0250.021000
2005-10-120.020.025
2005-10-130.020.0250.028000
2005-10-140.020.025
2005-10-170.020.0250.021000
2005-10-180.0180.0250.0285000
2005-10-190.0180.025
2005-10-200.0180.025
2005-10-210.0180.025
2005-10-240.0180.025
2005-10-250.0180.025
2005-10-260.0180.025
2005-10-270.0180.025
2005-10-280.0180.025
2005-10-310.020.0250.023105001
2005-11-010.020.025
2005-11-020.020.025
2005-11-030.020.0250.025250
2005-11-040.020.0230.0220000