Price and Volume Information: (AIPN)

>  >  >   spam works: evidence from stock touts and corresponding market activity
DateBidAskSaleVolume
2004-01-020.0490.0510.051554900
2004-01-050.0490.0510.05668600
2004-01-060.050.0520.051313400
2004-01-070.0540.0550.054579600
2004-01-080.0540.0560.054669300
2004-01-090.0640.0690.0651761800
2004-01-120.0640.0670.064298800
2004-01-130.060.0620.061297900
2004-01-140.0620.0630.063502800
2004-01-150.0530.0590.0591720900
2004-01-160.0480.0520.0484842400
2004-01-200.0350.0390.0395127800
2004-01-210.0370.0390.0381011000
2004-01-220.0420.0450.0421533500
2004-01-230.0440.0480.044580200
2004-01-260.0450.0490.045331200
2004-01-270.0450.0480.045547600
2004-01-280.0430.0480.045167300
2004-01-290.0670.0720.0676389200
2004-01-300.0750.0760.0766604200
2004-02-020.0620.070.072843900
2004-02-030.0620.070.062160200
2004-02-040.0560.0570.0561665300
2004-02-050.0530.0550.053592800
2004-02-060.0530.0550.0531160600
2004-02-090.0590.060.061526900
2004-02-100.0530.0570.053686200
2004-02-110.0550.0570.057670100
2004-02-120.0550.060.059245100
2004-02-130.0550.0590.055244400
2004-02-170.0540.0590.054163700
2004-02-180.0540.0580.054293400
2004-02-190.0550.060.058247300
2004-02-200.0580.0610.061155300
2004-02-230.0560.060.06440200
2004-02-240.0450.050.0482665700
2004-02-250.0340.0360.0357167400
2004-02-260.0350.0360.0352199900
2004-02-270.0350.0360.035364600
2004-03-010.0360.040.036380600
2004-03-020.0430.0450.045491900
2004-03-030.0440.0460.044941900
2004-03-040.0440.0460.046239300
2004-03-050.040.0430.04639300
2004-03-080.040.0430.043219200
2004-03-090.040.0430.04198000
2004-03-100.040.0420.04751000
2004-03-110.040.0440.04401000
2004-03-120.040.0450.042394800
2004-03-150.040.0450.04207700
2004-03-160.0420.0450.042192100
2004-03-170.0440.0460.045943500
2004-03-180.0440.0460.04410000
2004-03-190.0420.0430.042117300
2004-03-220.040.0450.0447100
2004-03-230.0440.0450.0452064900
2004-03-240.0410.0430.04177500
2004-03-250.0410.0450.041238700
2004-03-260.040.0430.04928300
2004-03-290.0410.0440.041481000
2004-03-300.0410.0440.041132200
2004-03-310.0430.0450.043119100
2004-04-010.0440.0460.0441014100
2004-04-020.0430.0450.044341400
2004-04-050.0430.0460.043341900
2004-04-060.0440.0460.044503900
2004-04-070.0380.0410.041768300
2004-04-080.0390.0410.039368200
2004-04-120.0380.040.038244700
2004-04-130.0340.040.038949800
2004-04-140.0340.040.036167700
2004-04-150.0350.0380.035219000
2004-04-160.0340.0380.03487300
2004-04-190.0330.040.04247300
2004-04-200.0330.0380.03313500
2004-04-210.0350.0410.035177100
2004-04-220.0360.0390.036286600
2004-04-230.0360.0390.03618400
2004-04-260.0340.0370.034179400
2004-04-270.0330.0370.037309800
2004-04-280.0350.0390.037156100
2004-04-290.0350.0390.035475100
2004-04-300.0330.0370.033164700
2004-05-030.0330.0350.033582900
2004-05-040.0320.0340.032445100
2004-05-050.0310.0340.031471400
2004-05-060.0310.0340.03389500
2004-05-070.0310.0340.03169000
2004-05-100.030.0330.03319000
2004-05-110.0320.0340.032507000
2004-05-120.0320.0340.03240600
2004-05-130.0320.0340.032244600
2004-05-140.0320.0340.03255000
2004-05-170.030.0320.032710600
2004-05-180.0290.0320.0291120900
2004-05-190.0290.0330.033473600
2004-05-200.0290.0330.029270000
2004-05-210.0250.030.03288700
2004-05-240.0280.0310.028280700
2004-05-250.0250.030.025471200
2004-05-260.0290.0310.03382200
2004-05-270.0280.0310.02842000
2004-05-280.0280.0310.031110500
2004-06-010.0260.030.026535600
2004-06-020.0290.0310.02952900
2004-06-030.0260.0290.0292662500
2004-06-040.0260.0290.02672700
2004-06-070.0210.0250.0213728600
2004-06-080.0220.0260.025954600
2004-06-090.0240.0270.024473000
2004-06-100.0240.0270.025728300
2004-06-140.020.0250.02684900
2004-06-150.020.0220.02236900
2004-06-160.020.0250.02187100
2004-06-170.020.0250.02206000
2004-06-180.020.0250.02176600
2004-06-210.0180.0220.018690800
2004-06-220.0180.0250.01833600
2004-06-230.0180.0230.018173600
2004-06-240.0170.020.01947900
2004-06-250.0170.0190.017156200
2004-06-280.0170.0180.017256500
2004-06-290.0170.0180.017414100
2004-06-300.0170.0180.018386700
2004-07-010.0170.0240.02323400
2004-07-020.0190.0220.02948900
2004-07-060.020.0220.02172200
2004-07-070.0170.020.017871100
2004-07-080.0160.020.02437300
2004-07-090.0160.020.01686500
2004-07-120.0160.020.016145000
2004-07-130.0160.020.016192600
2004-07-140.0140.0150.0152161000
2004-07-150.0130.0150.0131838600
2004-07-160.0110.0130.0116264100
2004-07-190.0120.0140.0121692200
2004-07-200.01250.0140.0125196900
2004-07-210.0110.0150.011948700
2004-07-220.0110.0150.01125800
2004-07-230.0120.0140.014208900
2004-07-260.0120.0150.0151105000
2004-07-270.0110.0150.0121145000
2004-07-280.0110.0130.0131349000
2004-07-290.0120.0150.013113900
2004-07-300.0120.0150.01212500
2004-08-020.0120.0160.016118600
2004-08-030.0110.0160.01244800
2004-08-040.0110.0160.0117400
2004-08-050.0120.0160.01220300
2004-08-060.0120.0150.01264400
2004-08-090.0120.0160.01238700
2004-08-100.0130.0170.015478700
2004-08-110.0140.0160.015351800
2004-08-120.0140.0160.01462700
2004-08-130.0210.0250.025806200
2004-08-160.0180.0250.018266700
2004-08-170.0180.0250.02439900
2004-08-180.020.0250.025911500
2004-08-190.020.0250.025126440
2004-08-200.020.0250.02545400
2004-08-230.0240.0250.0251431281
2004-08-240.0240.0250.025433761
2004-08-250.0250.0260.025935723
2004-08-260.0250.0260.025245000
2004-08-270.0250.0260.025115238
2004-08-300.0240.0260.0241042500
2004-08-310.0240.0260.02699970
2004-09-010.0250.0260.025238972
2004-09-020.0250.0270.027112400
2004-09-030.0260.0270.0271185500
2004-09-070.030.0330.032136166
2004-09-080.0350.040.0351779866
2004-09-090.0370.0420.042154900
2004-09-100.0360.0390.036269390
2004-09-130.0380.040.03834669
2004-09-140.0360.0390.039921143
2004-09-150.0360.0390.03916213
2004-09-160.0360.0370.037233650
2004-09-170.0330.0370.037437523
2004-09-200.0350.0360.036340729
2004-09-210.0350.0370.035260700
2004-09-220.0250.030.03225366
2004-09-230.0250.030.02548867
2004-09-240.0260.030.03309700
2004-09-270.0290.030.03167100
2004-09-280.0290.030.02953900
2004-09-290.0290.030.029154730
2004-09-300.0290.0310.029524385
2004-10-010.0290.0310.03117900
2004-10-040.030.0310.03956186
2004-10-050.0280.030.028343500
2004-10-060.0280.030.03452172
2004-10-070.0220.0270.022844144
2004-10-080.0220.0260.022212690
2004-10-110.0250.0260.025376056
2004-10-120.0130.0150.01320087748
2004-10-130.0120.0170.0121003380
2004-10-140.0170.0180.0181645900
2004-10-150.0150.0170.015146684
2004-10-180.0150.0170.015124305
2004-10-190.0160.0180.016499175
2004-10-200.0170.0180.018548100
2004-10-210.0170.0190.019818450
2004-10-220.0180.0190.0181003587
2004-10-250.0170.0190.01864465
2004-10-260.0140.0160.015822350
2004-10-270.0150.0160.015334435
2004-10-280.0150.0170.015243100
2004-10-290.0160.0170.01770900
2004-11-010.0150.0160.015372300
2004-11-020.0140.0160.01429475
2004-11-030.0140.0150.014949073
2004-11-040.0140.0150.015145165
2004-11-050.0140.0150.014133721
2004-11-080.0120.0150.0141541950
2004-11-090.0120.0150.0131248372
2004-11-100.0120.0140.0121004600
2004-11-110.0140.0150.014322505
2004-11-120.0130.0140.013782575
2004-11-150.0110.01150.0112271510
2004-11-160.0090.0120.0121545705
2004-11-170.0090.0110.009772565
2004-11-180.0090.0110.009636033
2004-11-190.0090.010.00911043341
2004-11-220.0090.010.009335550
2004-11-230.00950.010.0093060818
2004-11-240.0090.010.01320265
2004-11-260.0090.0110.00930500
2004-11-290.00850.010.0085589415
2004-11-300.0070.0090.009954551
2004-12-010.0060.0070.0072942170
2004-12-020.0060.00750.00751894692
2004-12-030.00550.0060.00556124297
2004-12-060.00650.0080.0065921061
2004-12-070.0080.00880.007904754
2004-12-080.00450.00550.0044107334
2004-12-090.0040.0050.0053456400
2004-12-100.0050.0060.006703035
2004-12-130.00470.0060.0047648220
2004-12-140.00470.0060.00472227785
2004-12-150.0050.0060.006698000
2004-12-160.0060.00690.00652989150
2004-12-170.0060.00690.00693600
2004-12-200.0060.00650.0062168565
2004-12-210.0050.0060.005889570
2004-12-220.0050.00530.005450960
2004-12-230.0050.00530.005197600
2004-12-270.0050.00530.0051758766
2004-12-280.00480.00530.0048414253
2004-12-290.0050.00550.0052594111
2004-12-300.0050.00550.00481602645
2004-12-310.00450.0050.0045781358
2005-01-030.00270.00320.0033975312
2005-01-040.00290.00320.00291184045
2005-01-050.00270.00320.0031011961
2005-01-060.00280.00320.0028284952
2005-01-070.00330.00360.0033822300
2005-01-100.00320.00370.0037499080
2005-01-110.00390.00410.00391192650
2005-01-120.0040.00420.004629850
2005-01-130.00390.00420.00392417150
2005-01-140.0040.00420.0041141133
2005-01-180.00350.0040.004385825
2005-01-190.00380.00410.00381482500
2005-01-200.00350.0040.00351187200
2005-01-210.00320.00350.00321168171
2005-01-240.0030.00350.003870644
2005-01-250.00280.0030.003772807
2005-01-260.00290.00320.0032097605
2005-01-270.00290.00310.00295500
2005-01-280.00290.00320.0029226630
2005-01-310.00280.0030.003154819
2005-02-010.00280.0030.0028207850
2005-02-020.00290.00310.0029688750
2005-02-030.00290.00310.0029260350
2005-02-040.00290.00310.00291650
2005-02-070.00280.0030.00283734900
2005-02-080.00290.0030.0029920077
2005-02-090.00260.00280.0026707700
2005-02-100.00250.00270.00251433300
2005-02-110.00190.00220.00191932800
2005-02-140.00170.00220.0023876892
2005-02-150.00170.00220.001765600
2005-02-160.00160.0020.0021020548
2005-02-170.00150.00180.0018537700
2005-02-180.00150.00170.00152575408
2005-02-220.00140.00160.0014335815
2005-02-230.00140.00160.001418511
2005-02-240.00140.00160.001472190
2005-02-250.00160.00180.0018305790
2005-02-280.00160.00190.0016275200
2005-03-010.00170.00220.0017374200
2005-03-020.00240.00250.0017832450
2005-03-030.00330.0040.00353690450
2005-03-040.0050.00530.0053273917
2005-03-070.0070.00730.00735170032
2005-03-080.00630.00660.00653511458
2005-03-090.00480.0060.00482624818
2005-03-100.00580.00620.0058972700
2005-03-110.0050.00550.005361888
2005-03-140.0050.00550.00551484050
2005-03-150.00450.0050.00452820810
2005-03-160.00520.00570.00572305499
2005-03-170.0130.0150.01538875006
2005-03-180.010.0120.01210087641
2005-03-210.010.0110.013174784
2005-03-220.0080.0090.0091817157
2005-03-230.0080.0090.008377450
2005-03-240.0080.0090.008664527
2005-03-280.0080.010.0081685834
2005-03-290.00750.0080.00751900792
2005-03-300.00520.0060.0063156952
2005-03-310.0060.00650.0061155290
2005-04-010.0060.00670.0061103790
2005-04-040.0080.00950.0083083638
2005-04-050.00880.0090.00881690482
2005-04-060.0070.0080.0075522900
2005-04-070.00650.0070.0065688182
2005-04-080.00610.0070.0061605800
2005-04-110.00550.0060.0055839700
2005-04-120.00560.00630.0056443946
2005-04-130.00550.00570.0055804525
2005-04-140.00550.0060.0055591167
2005-04-150.00540.0060.0054873384
2005-04-180.00520.00590.0052179290
2005-04-190.0050.00550.005543800
2005-04-200.0050.00550.00551226100
2005-04-210.00550.00650.0062479665
2005-04-220.00550.00650.0055110400
2005-04-250.00550.00650.006587409
2005-04-260.00550.00650.005569160
2005-04-270.00550.00650.005540790
2005-04-280.00550.00650.0055197847
2005-04-290.00540.0060.00547585
2005-05-020.00540.0060.00543600
2005-05-030.00510.0060.0055747150
2005-05-040.00510.00570.0051862975
2005-05-050.00550.0060.0061184069
2005-05-060.00550.00590.0055320200
2005-05-090.00550.00590.0055916873
2005-05-100.00550.00570.0055335347
2005-05-110.00550.00570.005513784
2005-05-120.00550.00570.0055806000
2005-05-130.00550.00570.005513260
2005-05-160.00550.00570.0055571511
2005-05-170.00550.00590.005554734
2005-05-180.00550.00590.005560672
2005-05-190.00550.00590.005590005
2005-05-200.00550.00570.0055359577
2005-05-230.00550.00570.005536443
2005-05-240.00550.00570.0055145750
2005-05-250.00550.00560.0055141800
2005-05-260.00550.00560.0055329675
2005-05-270.00550.00560.00551041400
2005-05-310.00550.00560.005557360
2005-06-010.0050.00560.0055137065
2005-06-020.0050.00560.0059100
2005-06-030.0050.00550.005752150
2005-06-060.00530.00550.0053235750
2005-06-070.00530.00550.00551586700
2005-06-080.00540.00550.0054253783
2005-06-090.00520.00540.0054205650
2005-06-100.00520.00540.0052921564
2005-06-130.00520.00530.0052994314
2005-06-140.00520.00530.0052172700
2005-06-150.00520.00530.0052168950
2005-06-160.00730.00790.007411148360
2005-06-170.0070.00750.0072054757
2005-06-200.0070.00750.007403914
2005-06-210.00610.0070.00611157810
2005-06-220.00530.00570.0055830591
2005-06-230.00530.00550.00531162034
2005-06-240.00530.00550.0055251609
2005-06-270.00530.00550.0053210125
2005-06-280.00530.0070.0055643500
2005-06-290.00530.00550.0053359890
2005-06-300.00530.00550.005395300
2005-07-010.00510.00580.0051164850
2005-07-050.00510.00530.005224100
2005-07-060.0050.00520.005892995
2005-07-070.00440.0050.0044581775
2005-07-080.00440.0050.0044205300
2005-07-110.00440.0050.004581232
2005-07-120.00430.00450.0043215750
2005-07-130.00430.00450.004321670
2005-07-140.00440.0050.00481428245
2005-07-150.0050.00530.005855200
2005-07-180.00450.00530.0045386304
2005-07-190.00460.0050.005328550
2005-07-200.00490.00510.00492907200
2005-07-210.00470.0050.0053800760
2005-07-220.00550.00560.00551830800
2005-07-250.00550.0060.0056213200
2005-07-260.00550.0060.005563735
2005-07-270.00620.0070.007928033
2005-07-280.00780.00820.00783967904
2005-07-290.00780.00850.00851431100
2005-08-010.0080.0090.009119600
2005-08-020.00780.00820.0082420340
2005-08-030.00720.00750.0075610300
2005-08-040.0070.00740.0074652000
2005-08-050.00630.0080.00652177868
2005-08-080.00550.0070.006781263
2005-08-090.0060.0070.006162100
2005-08-100.0060.0070.007334900
2005-08-110.00750.00850.00751529800
2005-08-120.0090.00920.0093334142
2005-08-150.010.0130.0123365334
2005-08-160.010.0110.011881028
2005-08-170.0110.0130.0121442000
2005-08-180.0110.0130.0131130421
2005-08-190.0110.0140.014213975
2005-08-220.0110.0140.014104885
2005-08-230.0120.0140.014523477
2005-08-240.0110.0120.012372170
2005-08-250.0110.01150.0115260430
2005-08-260.0110.0140.012203175
2005-08-290.010.0120.0121078369
2005-08-300.010.0110.01492222
2005-08-310.010.0110.01685544
2005-09-010.010.0110.01459700
2005-09-020.010.0140.01736000
2005-09-060.010.0140.0159643
2005-09-070.010.0140.0151800
2005-09-080.010.0140.01114500
2005-09-090.010.0130.01131050
2005-09-120.0090.0110.009692560
2005-09-130.0090.010.00933545
2005-09-140.0090.0120.011430120
2005-09-150.0090.0120.00955222
2005-09-160.0090.0120.019711
2005-09-190.0090.010.01628074
2005-09-200.0090.00980.00981318811
2005-09-210.0090.00950.0088164600
2005-09-220.0090.00950.009143700
2005-09-230.0090.00950.00950638
2005-09-260.0090.00950.009134839
2005-09-270.0090.00950.00995000
2005-09-280.00850.00950.009366700
2005-09-290.00850.00950.008570103
2005-09-300.00850.00930.008540925
2005-10-030.00850.00930.0093447400
2005-10-040.00950.01180.00952082950
2005-10-050.0090.01150.01151001200
2005-10-060.0090.01150.011378500
2005-10-070.0090.01150.011535100
2005-10-100.0090.01150.0115127620
2005-10-110.0090.01050.0105868075
2005-10-120.0090.01050.0105198334
2005-10-130.0090.01050.0105226500
2005-10-140.0080.010.01277436
2005-10-170.0080.010.01176080
2005-10-180.0080.010.01109595
2005-10-190.0080.010.01271802
2005-10-200.0080.010.01256350
2005-10-210.0080.010.01384280
2005-10-240.0080.010.008216100
2005-10-250.0080.010.009162650
2005-10-260.0080.010.00875100
2005-10-270.00780.0090.0078630400
2005-10-280.00780.0090.009169766
2005-10-310.00830.0090.0083490027
2005-11-010.00830.0090.0083248925
2005-11-020.00830.00850.008578420
2005-11-030.00830.00850.008337560
2005-11-040.00830.00850.008550350