Price and Volume Information: (AQIS)

>  >  >   spam works: evidence from stock touts and corresponding market activity

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Touted stocks

Table of touts

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Authors

Laura Frieder

Jonathan Zittrain

Resources

The paper

Tech Review article

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Date	Bid	Ask	Sale	Volume
2004-01-02	0.02	0.024
2004-01-05	0.022	0.024	0.022	15200
2004-01-06	0.023	0.025	0.023	8500
2004-01-07	0.023	0.025	0.023	12000
2004-01-08	0.023	0.025	0.023	52300
2004-01-09	0.023	0.025	0.023	3000
2004-01-12	0.023	0.025	0.023	15200
2004-01-13	0.024	0.025	0.024	44500
2004-01-14	0.028	0.029	0.028	152100
2004-01-15	0.028	0.029	0.028	800
2004-01-16	0.028	0.029	0.028	5100
2004-01-20	0.028	0.029	0.029	156000
2004-01-21	0.028	0.029
2004-01-22	0.028	0.029	0.029	60000
2004-01-23	0.043	0.044	0.043	481000
2004-01-26	0.043	0.044	0.043	23000
2004-01-27	0.04	0.045	0.045	208100
2004-01-28	0.044	0.045	0.044	43200
2004-01-29	0.028	0.035	0.028	191500
2004-01-30	0.026	0.03	0.026	223900
2004-02-02	0.026	0.03	0.026	1000
2004-02-03	0.029	0.03	0.03	241000
2004-02-04	0.029	0.03	0.03	200
2004-02-05	0.028	0.03	0.029	35000
2004-02-06	0.028	0.03	0.028	22000
2004-02-09	0.025	0.028	0.025	7200
2004-02-10	0.025	0.028	0.025	73000
2004-02-11	0.025	0.028	0.027	1000
2004-02-12	0.025	0.028
2004-02-13	0.025	0.028	0.028	13200
2004-02-17	0.025	0.028	0.025	112000
2004-02-18	0.025	0.028	0.025	400
2004-02-19	0.025	0.028	0.025	300
2004-02-20	0.025	0.028	0.025	5300
2004-02-23	0.025	0.028	0.025	5300
2004-02-24	0.025	0.028	0.025	12000
2004-02-25	0.025	0.028	0.025	1500
2004-02-26	0.025	0.028
2004-02-27	0.025	0.028	0.025	700
2004-03-01	0.025	0.028	0.025	10000
2004-03-02	0.025	0.028	0.028	19000
2004-03-03	0.025	0.028
2004-03-04	0.025	0.028	0.026	5100
2004-03-05	0.025	0.028	0.025	200
2004-03-08	0.025	0.028
2004-03-09	0.025	0.028	0.025	18600
2004-03-10	0.025	0.028	0.025	600
2004-03-11	0.025	0.028	0.025	2500
2004-03-12	0.025	0.028	0.028	2000
2004-03-15	0.025	0.028
2004-03-16	0.025	0.028	0.025	1000
2004-03-17	0.025	0.028	0.025	1000
2004-03-18	0.025	0.028	0.025	1500
2004-03-19	0.021	0.028	0.025	8200
2004-03-22	0.02	0.028	0.022	31500
2004-03-23	0.02	0.028	0.022	4100
2004-03-24	0.02	0.028	0.02	300
2004-03-25	0.02	0.028	0.022	2400
2004-03-26	0.02	0.028
2004-03-29	0.02	0.028	0.02	4400
2004-03-30	0.02	0.028	0.02	200
2004-03-31	0.02	0.028	0.02	1900
2004-04-01	0.02	0.028	0.028	78100
2004-04-02	0.02	0.028
2004-04-05	0.02	0.028	0.02	4400
2004-04-06	0.02	0.028
2004-04-07	0.02	0.028	0.02	500
2004-04-08	0.02	0.028	0.028	37000
2004-04-12	0.02	0.028	0.025	34300
2004-04-13	0.02	0.028	0.02	3600
2004-04-14	0.02	0.028	0.02	200
2004-04-15	0.02	0.028	0.02	200
2004-04-16	0.02	0.028	0.02	300
2004-04-19	0.02	0.028	0.028	33100
2004-04-20	0.023	0.027	0.028	72500
2004-04-21	0.023	0.027
2004-04-22	0.023	0.027	0.023	1000
2004-04-23	0.023	0.027	0.023	100
2004-04-26	0.023	0.025	0.025	32200
2004-04-27	0.023	0.025
2004-04-28	0.023	0.025	0.023	2400
2004-04-29	0.023	0.025	0.023	11200
2004-04-30	0.021	0.025	0.02	400
2004-05-03	0.021	0.025	0.021	200
2004-05-04	0.021	0.025	0.021	200
2004-05-05	0.021	0.025
2004-05-06	0.02	0.025	0.021	7000
2004-05-07	0.02	0.025
2004-05-10	0.02	0.025	0.02	100
2004-05-11	0.02	0.025	0.02	100
2004-05-12	0.019	0.022	0.019	560000
2004-05-13	0.019	0.022	0.019	10000
2004-05-14	0.021	0.025	0.025	79300
2004-05-17	0.021	0.025	0.025	3400
2004-05-18	0.019	0.023	0.023	46000
2004-05-19	0.019	0.023	0.019	400
2004-05-20	0.019	0.023	0.019	5000
2004-05-21	0.019	0.023	0.019	6000
2004-05-24	0.019	0.023	0.019	9100
2004-05-25	0.019	0.023	0.019	1000
2004-05-26	0.019	0.023
2004-05-27	0.019	0.023	0.019	33000
2004-05-28	0.019	0.023
2004-06-01	0.019	0.023	0.019	300
2004-06-02	0.019	0.023	0.019	300
2004-06-03	0.019	0.023	0.019	700
2004-06-04	0.019	0.023	0.019	5200
2004-06-07	0.019	0.023	0.019	200
2004-06-08	0.019	0.023	0.019	400
2004-06-09	0.019	0.023	0.019	15400
2004-06-10	0.019	0.023
2004-06-14	0.019	0.023
2004-06-15	0.019	0.023	0.019	1500
2004-06-16	0.019	0.021	0.02	114200
2004-06-17	0.019	0.021	0.019	10000
2004-06-18	0.02	0.023	0.02	81400
2004-06-21	0.02	0.023	0.02	5400
2004-06-22	0.02	0.023
2004-06-23	0.019	0.022	0.02	187700
2004-06-24	0.019	0.023	0.019	41400
2004-06-25	0.019	0.023	0.019	8700
2004-06-28	0.019	0.023	0.019	400
2004-06-29	0.019	0.023	0.019	4000
2004-06-30	0.019	0.023	0.019	100
2004-07-01	0.02	0.03	0.02	277800
2004-07-02	0.02	0.03	0.02	100
2004-07-06	0.02	0.03	0.02	1000
2004-07-07	0.02	0.03	0.02	6700
2004-07-08	0.02	0.03
2004-07-09	0.02	0.03
2004-07-12	0.02	0.03
2004-07-13	0.02	0.03
2004-07-14	0.02	0.03	0.02	200
2004-07-15	0.02	0.028
2004-07-16	0.02	0.028	0.02	1300
2004-07-19	0.02	0.028	0.02	1000
2004-07-20	0.02	0.028
2004-07-21	0.02	0.025	0.025	4000
2004-07-22	0.02	0.025	0.02	300
2004-07-23	0.02	0.025
2004-07-26	0.02	0.025
2004-07-27	0.02	0.025
2004-07-28	0.02	0.025
2004-07-29	0.02	0.025	0.025	225800
2004-07-30	0.02	0.025
2004-08-02	0.019	0.025
2004-08-03	0.019	0.025	0.019	1000
2004-08-04	0.02	0.024
2004-08-05	0.02	0.024	0.02	1500
2004-08-06	0.02	0.024
2004-08-09	0.02	0.024	0.02	100
2004-08-10	0.02	0.024	0.02	200
2004-08-11	0.02	0.024	0.02	200
2004-08-12	0.02	0.024
2004-08-13	0.02	0.024	0.02	3000
2004-08-16	0.02	0.024
2004-08-17	0.02	0.024	0.02	2700
2004-08-18	0.02	0.024
2004-08-19	0.02	0.024	0.02	200
2004-08-20	0.02	0.024	0.02	3150
2004-08-23	0.02	0.024
2004-08-24	0.02	0.024	0.02	265
2004-08-25	0.02	0.024
2004-08-26	0.02	0.024	0.02	2720
2004-08-27	0.02	0.024	0.02	1000
2004-08-30	0.02	0.024
2004-08-31	0.02	0.024	0.02	1000
2004-09-01	0.02	0.024	0.02	1640
2004-09-02	0.02	0.024	0.02	100
2004-09-03	0.02	0.024
2004-09-07	0.02	0.025	0.024	10000
2004-09-08	0.02	0.025	0.02	400
2004-09-09	0.02	0.025	0.02	1600
2004-09-10	0.019	0.023	0.02	152450
2004-09-13	0.019	0.023	0.019	290
2004-09-14	0.019	0.021	0.019	200
2004-09-15	0.019	0.021	0.02	105100
2004-09-16	0.019	0.021
2004-09-17	0.019	0.021
2004-09-20	0.019	0.021
2004-09-21	0.016	0.021
2004-09-22	0.018	0.02	0.017	1500
2004-09-23	0.018	0.021	0.02	12500
2004-09-24	0.018	0.021	0.018	2200
2004-09-27	0.018	0.021	0.018	300
2004-09-28	0.019	0.021	0.02	35500
2004-09-29	0.019	0.021	0.021	4900
2004-09-30	0.019	0.021
2004-10-01	0.019	0.021	0.019	1000
2004-10-04	0.019	0.021
2004-10-05	0.019	0.021	0.019	375
2004-10-06	0.019	0.021
2004-10-07	0.019	0.021	0.019	1225
2004-10-08	0.019	0.021	0.019	1000
2004-10-11	0.019	0.021	0.016	6950
2004-10-12	0.019	0.021
2004-10-13	0.019	0.021	0.019	12100
2004-10-14	0.019	0.021	0.019	1403
2004-10-15	0.019	0.021	0.019	2200
2004-10-18	0.019	0.021	0.019	776
2004-10-19	0.019	0.021	0.019	1475
2004-10-20	0.019	0.021	0.019	100
2004-10-21	0.019	0.021	0.019	2300
2004-10-22	0.019	0.021
2004-10-25	0.019	0.021
2004-10-26	0.019	0.021
2004-10-27	0.019	0.021	0.02	113000
2004-10-28	0.019	0.021	0.021	5000
2004-10-29	0.019	0.021
2004-11-01	0.019	0.021
2004-11-02	0.019	0.021	0.019	500
2004-11-03	0.019	0.021	0.02	181530
2004-11-04	0.018	0.04	0.018	450
2004-11-05	0.018	0.04	0.018	400
2004-11-08	0.018	0.03	0.018	1090
2004-11-09	0.018	0.03	0.018	2400
2004-11-10	0.018	0.03
2004-11-11	0.018	0.03
2004-11-12	0.018	0.03
2004-11-15	0.018	0.03	0.018	2000
2004-11-16	0.018	0.03	0.018	51521
2004-11-17	0.018	0.03	0.018	1300
2004-11-18	0.018	0.03
2004-11-19	0.018	0.03
2004-11-22	0.018	0.03	0.018	1000
2004-11-23	0.018	0.03	0.018	325
2004-11-24	0.018	0.03
2004-11-26	0.018	0.03	0.018	3000
2004-11-29	0.018	0.03	0.0001	924
2004-11-30	0.018	0.03	0.018	500
2004-12-01	0.018	0.03	0.018	20100
2004-12-02	0.018	0.03	0.018	31000
2004-12-03	0.018	0.03	0.019	4600
2004-12-06	0.018	0.03	0.018	7657
2004-12-07	0.018	0.03	0.018	58500
2004-12-08	0.018	0.03	0.019	1390
2004-12-09	0.018	0.03	0.018	10250
2004-12-10	0.018	0.03	0.018	3000
2004-12-13	0.018	0.03	0.015	13600
2004-12-14	0.018	0.03	0.018	4400
2004-12-15	0.018	0.03	0.018	15200
2004-12-16	0.018	0.03	0.018	140800
2004-12-17	0.018	0.02	0.018	24830
2004-12-20	0.018	0.02	0.02	497600
2004-12-21	0.018	0.02	0.018	4400
2004-12-22	0.018	0.02	0.018	26590
2004-12-23	0.018	0.02	0.018	7536
2004-12-27	0.018	0.02	0.018	17400
2004-12-28	0.018	0.02	0.018	2400
2004-12-29	0.018	0.02	0.018	4400
2004-12-30	0.018	0.02	0.018	6805
2004-12-31	0.018	0.02	0.018	3700
2005-01-03	0.018	0.02	0.018	10000
2005-01-04	0.018	0.02	0.018	13100
2005-01-05	0.018	0.02
2005-01-06	0.018	0.02
2005-01-07	0.018	0.02	0.018	3000
2005-01-10	0.018	0.02
2005-01-11	0.01	0.02	0.01	13420
2005-01-12	0.01	0.02	0.01	1000
2005-01-13	0.01	0.02	0.01	17100
2005-01-14	0.01	0.02	0.01	300
2005-01-18	0.01	0.02	0.01	15500
2005-01-19	0.01	0.02	0.01	3500
2005-01-20	0.01	0.02	0.01	200
2005-01-21	0.01	0.02
2005-01-24	0.01	0.015
2005-01-25	0.01	0.015	0.015	10000
2005-01-26	0.01	0.015
2005-01-27	0.01	0.015	0.01	700
2005-01-28	0.01	0.015	0.01	14850
2005-01-31	0.01	0.015	0.01	5000
2005-02-01	0.01	0.015
2005-02-02	0.01	0.015	0.01	2200
2005-02-03	0.01	0.015	0.01	400
2005-02-04	0.01	0.015
2005-02-07	0.007	0.012	0.007	2000
2005-02-08	0.009	0.01	0.009	51000
2005-02-09	0.009	0.01	0.009	100
2005-02-10	0.009	0.01	0.009	1000
2005-02-11	0.009	0.01	0.009	400
2005-02-14	0.0095	0.01
2005-02-15	0.014	0.019	0.014	193200
2005-02-16	0.014	0.019	0.019	10000
2005-02-17	0.017	0.025	0.025	37500
2005-02-18	0.017	0.025	0.025	41000
2005-02-22	0.017	0.025
2005-02-23	0.017	0.025	0.017	1100
2005-02-24	0.018	0.03	0.018	64117
2005-02-25	0.018	0.03	0.018	522
2005-02-28	0.018	0.03	0.018	500
2005-03-01	0.018	0.03	0.018	8000
2005-03-02	0.018	0.03
2005-03-03	0.018	0.03	0.018	10200
2005-03-04	0.018	0.03	0.018	2100
2005-03-07	0.018	0.03	0.018	6000
2005-03-08	0.018	0.03
2005-03-09	0.018	0.03	0.018	3200
2005-03-10	0.018	0.03
2005-03-11	0.018	0.03
2005-03-14	0.018	0.03	0.018	400
2005-03-15	0.025	0.03
2005-03-16	0.025	0.03
2005-03-17	0.025	0.03	0.025	14250
2005-03-18	0.025	0.03
2005-03-21	0.025	0.03	0.025	1000
2005-03-22	0.025	0.04	0.03	25000
2005-03-23	0.025	0.04
2005-03-24	0.025	0.04	0.025	2250
2005-03-28	0.025	0.04
2005-03-29	0.025	0.04	0.025	5000
2005-03-30	0.025	0.04	0.025	15350
2005-03-31	0.017	0.03	0.017	20743
2005-04-01	0.017	0.03	0.017	100
2005-04-04	0.017	0.03
2005-04-05	0.017	0.03	0.017	7058
2005-04-06	0.017	0.03	0.017	6750
2005-04-07	0.017	0.03	0.017	5000
2005-04-08	0.017	0.03	0.017	1800
2005-04-11	0.017	0.03
2005-04-12	0.017	0.03
2005-04-13	0.017	0.03	0.017	1000
2005-04-14	0.017	0.02	0.022	88464
2005-04-15	0.017	0.02
2005-04-18	0.015	0.02	0.017	10222
2005-04-19	0.015	0.02	0.015	6400
2005-04-20	0.015	0.02
2005-04-21	0.015	0.02	0.015	1500
2005-04-22	0.015	0.02
2005-04-25	0.015	0.02
2005-04-26	0.015	0.02	0.015	100
2005-04-27	0.015	0.02
2005-04-28	0.015	0.02
2005-04-29	0.015	0.02	0.015	1000
2005-05-02	0.015	0.02
2005-05-03	0.015	0.02
2005-05-04	0.015	0.02
2005-05-05	0.015	0.02
2005-05-06	0.015	0.02
2005-05-09	0.015	0.02	0.015	1000
2005-05-10	0.015	0.02
2005-05-11	0.015	0.02
2005-05-12	0.015	0.02
2005-05-13	0.01	0.02	0.01	39000
2005-05-16	0.01	0.02	0.01	3100
2005-05-17	0.01	0.02	0.01	6000
2005-05-18	0.01	0.02
2005-05-19	0.01	0.02
2005-05-20	0.01	0.02
2005-05-23	0.01	0.02	0.01	1190
2005-05-24	0.009	0.02	0.009	650
2005-05-25	0.009	0.02	0.009	300
2005-05-26	0.009	0.02
2005-05-27	0.009	0.015	0.009	39671
2005-05-31	0.009	0.015
2005-06-01	0.009	0.02
2005-06-02	0.009	0.02
2005-06-03	0.009	0.02	0.009	2900
2005-06-06	0.0081	0.02
2005-06-07	0.0081	0.02	0.0081	12500
2005-06-08	0.0081	0.02
2005-06-09	0.0081	0.02
2005-06-10	0.0081	0.02	0.0081	6450
2005-06-13	0.0081	0.02	0.0081	5880
2005-06-14	0.0081	0.015	0.0081	300
2005-06-15	0.0081	0.011
2005-06-16	0.006	0.009	0.006	62749
2005-06-17	0.006	0.009	0.007	10000
2005-06-20	0.006	0.009
2005-06-21	0.005	0.009	0.006	3500
2005-06-22	0.005	0.009
2005-06-23	0.005	0.009	0.005	7280
2005-06-24	0.005	0.009
2005-06-27	0.005	0.009
2005-06-28	0.006	0.01	0.006	360
2005-06-29	0.006	0.01
2005-06-30	0.006	0.01	0.006	5500
2005-07-01	0.006	0.01	0.006	1250
2005-07-05	0.006	0.01	0.006	300
2005-07-06	0.006	0.01
2005-07-07	0.006	0.01
2005-07-08	0.006	0.01	0.006	145
2005-07-11	0.006	0.01	0.008	76500
2005-07-12	0.006	0.01	0.006	1200
2005-07-13	0.006	0.01	0.006	1000
2005-07-14	0.006	0.01	0.006	14700
2005-07-15	0.006	0.01
2005-07-18	0.006	0.01	0.006	6000
2005-07-19	0.006	0.01	0.006	500
2005-07-20	0.006	0.01
2005-07-21	0.006	0.01	0.006	2204
2005-07-22	0.006	0.01
2005-07-25	0.006	0.01
2005-07-26	0.006	0.01
2005-07-27	0.006	0.01	0.006	1000
2005-07-28	0.006	0.01
2005-07-29	0.006	0.01	0.006	200