Price and Volume Information: (AEYS)

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

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Data

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	0.009	0.01	0.009	6000
2004-01-05	0.009	0.01
2004-01-06	0.009	0.01
2004-01-07	0.009	0.01	0.009	1800
2004-01-08	0.009	0.01
2004-01-09	0.009	0.01	0.009	1400
2004-01-12	0.009	0.01	0.009	200
2004-01-13	0.009	0.01
2004-01-14	0.009	0.01
2004-01-15	0.009	0.01	0.009	1000
2004-01-16	0.009	0.01	0.009	100
2004-01-20	0.009	0.01	0.009	16500
2004-01-21	0.009	0.01	0.009	2100
2004-01-22	0.009	0.01
2004-01-23	0.009	0.01	0.009	200
2004-01-26	0.009	0.01
2004-01-27	0.009	0.01	0.009	100
2004-01-28	0.009	0.01
2004-01-29	0.009	0.01	0.009	1700
2004-01-30	0.009	0.01
2004-02-02	0.01	0.012	0.01	42500
2004-02-03	0.009	0.012	0.009	6000
2004-02-04	0.009	0.012	0.009	200
2004-02-05	0.009	0.012	0.009	500
2004-02-06	0.009	0.01	0.009	35100
2004-02-09	0.009	0.01	0.009	25000
2004-02-10	0.009	0.01	0.009	2100
2004-02-11	0.009	0.01	0.01	32500
2004-02-12	0.009	0.015	0.01	25000
2004-02-13	0.009	0.015
2004-02-17	0.009	0.015	0.009	5100
2004-02-18	0.009	0.015
2004-02-19	0.009	0.015
2004-02-20	0.009	0.015	0.009	2500
2004-02-23	0.009	0.015	0.009	11700
2004-02-24	0.009	0.015	0.009	100
2004-02-25	0.009	0.015	0.009	17500
2004-02-26	0.009	0.015
2004-02-27	0.009	0.015
2004-03-01	0.009	0.015	0.009	3000
2004-03-02	0.009	0.015
2004-03-03	0.009	0.015
2004-03-04	0.009	0.015	0.009	5000
2004-03-05	0.009	0.015	0.009	100
2004-03-08	0.009	0.015
2004-03-09	0.009	0.015	0.009	1700
2004-03-10	0.009	0.015
2004-03-11	0.009	0.015
2004-03-12	0.009	0.015
2004-03-15	0.009	0.015	0.015	7500
2004-03-16	0.009	0.015
2004-03-17	0.009	0.01	0.01	50200
2004-03-18	0.009	0.01	0.009	2000
2004-03-19	0.009	0.01
2004-03-22	0.009	0.01	0.009	2100
2004-03-23	0.009	0.01
2004-03-24	0.007	0.01	0.009	5000
2004-03-25	0.007	0.01	0.007	400
2004-03-26	0.007	0.01	0.007	400
2004-03-29	0.007	0.01	0.007	17500
2004-03-30	0.007	0.01
2004-03-31	0.007	0.01
2004-04-01	0.007	0.01	0.007	100
2004-04-02	0.007	0.01
2004-04-05	0.007	0.01
2004-04-06	0.007	0.01	0.007	10100
2004-04-07	0.007	0.01	0.007	2900
2004-04-08	0.007	0.01
2004-04-12	0.007	0.009	0.007	61100
2004-04-13	0.007	0.009
2004-04-14	0.007	0.009	0.007	6500
2004-04-15	0.007	0.009
2004-04-16	0.007	0.009	0.007	1500
2004-04-19	0.007	0.009
2004-04-20	0.007	0.009	0.007	20500
2004-04-21	0.007	0.009
2004-04-22	0.007	0.009
2004-04-23	0.007	0.009
2004-04-26	0.007	0.009	0.007	1800
2004-04-27	0.007	0.009
2004-04-28	0.007	0.009
2004-04-29	0.007	0.009	0.007	10000
2004-04-30	0.007	0.009	0.007	86000
2004-05-03	0.007	0.009
2004-05-04	0.007	0.009	0.007	5000
2004-05-05	0.007	0.009	0.007	2600
2004-05-06	0.007	0.009
2004-05-07	0.007	0.009	0.007	4000
2004-05-10	0.007	0.009	0.007	100
2004-05-11	0.007	0.008	0.009	8500
2004-05-12	0.007	0.008	0.007	15000
2004-05-13	0.008	0.015	0.01	70100
2004-05-14	0.008	0.015	0.008	100
2004-05-17	0.008	0.015
2004-05-18	0.008	0.015	0.015	20000
2004-05-19	0.008	0.0125	0.015	19800
2004-05-20	0.008	0.0125	0.008	3000
2004-05-21	0.008	0.0125	0.008	2000
2004-05-24	0.008	0.0125
2004-05-25	0.008	0.0125
2004-05-26	0.008	0.0125	0.008	19500
2004-05-27	0.008	0.0125
2004-05-28	0.008	0.0125
2004-06-01	0.008	0.0125
2004-06-02	0.008	0.0125	0.008	100
2004-06-03	0.007	0.01	0.008	30000
2004-06-04	0.007	0.01	0.007	7000
2004-06-07	0.007	0.01	0.007	1200
2004-06-08	0.007	0.01	0.007	100
2004-06-09	0.007	0.01	0.009	86000
2004-06-10	0.007	0.01
2004-06-14	0.007	0.01
2004-06-15	0.007	0.01	0.007	5700
2004-06-16	0.007	0.01
2004-06-17	0.007	0.01	0.01	600
2004-06-18	0.007	0.01	0.007	15000
2004-06-21	0.007	0.01	0.007	1000
2004-06-22	0.007	0.01	0.007	1500
2004-06-23	0.007	0.01
2004-06-24	0.007	0.01
2004-06-25	0.006	0.01	0.006	46700
2004-06-28	0.006	0.01
2004-06-29	0.008	0.0125	0.01	27500
2004-06-30	0.008	0.0125	0.008	2100
2004-07-01	0.008	0.0125
2004-07-02	0.01	0.02	0.015	48600
2004-07-06	0.01	0.02
2004-07-07	0.01	0.02
2004-07-08	0.01	0.02	0.01	1200
2004-07-09	0.01	0.02	0.01	8700
2004-07-12	0.01	0.02	0.01	45400
2004-07-13	0.01	0.02
2004-07-14	0.01	0.02
2004-07-15	0.008	0.015	0.01	15000
2004-07-16	0.008	0.015
2004-07-19	0.008	0.015	0.008	100
2004-07-20	0.006	0.01	0.008	56000
2004-07-21	0.006	0.01	0.006	100
2004-07-22	0.006	0.01
2004-07-23	0.006	0.01	0.006	200
2004-07-26	0.006	0.01
2004-07-27	0.006	0.01	0.01	6800
2004-07-28	0.006	0.01	0.006	3000
2004-07-29	0.006	0.01
2004-07-30	0.006	0.01
2004-08-02	0.007	0.01	0.009	55400
2004-08-03	0.007	0.01
2004-08-04	0.007	0.015
2004-08-05	0.007	0.015
2004-08-06	0.007	0.015
2004-08-09	0.007	0.015
2004-08-10	0.007	0.015	0.007	100
2004-08-11	0.007	0.015	0.01	100000
2004-08-12	0.007	0.015
2004-08-13	0.007	0.015
2004-08-16	0.007	0.015
2004-08-17	0.007	0.015	0.007	500
2004-08-18	0.007	0.015	0.007	5000
2004-08-19	0.007	0.015
2004-08-20	0.007	0.015	0.007	100
2004-08-23	0.007	0.015	0.007	800
2004-08-24	0.007	0.015	0.007	1000
2004-08-25	0.007	0.015	0.007	1000
2004-08-26	0.007	0.015
2004-08-27	0.007	0.012
2004-08-30	0.007	0.012
2004-08-31	0.007	0.012	0.007	200
2004-09-01	0.007	0.012
2004-09-02	0.007	0.012
2004-09-03	0.007	0.012
2004-09-07	0.007	0.012
2004-09-08	0.007	0.012
2004-09-09	0.007	0.012
2004-09-10	0.007	0.012
2004-09-13	0.004	0.005	0.004	55000
2004-09-14	0.004	0.005	0.004	30100
2004-09-15	0.004	0.005
2004-09-16	0.004	0.005
2004-09-17	0.004	0.005	0.004	1500
2004-09-20	0.004	0.005
2004-09-21	0.004	0.005
2004-09-22	0.004	0.005
2004-09-23	0.004	0.005	0.004	100
2004-09-24	0.004	0.005
2004-09-27	0.004	0.005
2004-09-28	0.004	0.005
2004-09-29	0.004	0.005	0.004	360
2004-09-30	0.004	0.005	0.004	400
2004-10-01	0.004	0.005	0.005	2000
2004-10-04	0.004	0.005
2004-10-05	0.004	0.005
2004-10-06	0.004	0.005
2004-10-07	0.004	0.005	0.004	200
2004-10-08	0.004	0.005	0.004	500
2004-10-11	0.004	0.005	0.004	300
2004-10-12	0.004	0.005
2004-10-13	0.004	0.005	0.004	1000
2004-10-14	0.004	0.005	0.004	1587
2004-10-15	0.004	0.005	0.004	220
2004-10-18	0.004	0.005
2004-10-19	0.004	0.005	0.004	500
2004-10-20	0.004	0.005
2004-10-21	0.004	0.005	0.004	17620
2004-10-22	0.004	0.005	0.004	20200
2004-10-25	0.004	0.005	0.004	10000
2004-10-26	0.004	0.005	0.004	5000
2004-10-27	0.004	0.005	0.004	1000
2004-10-28	0.004	0.005	0.004	600
2004-10-29	0.004	0.005
2004-11-01	0.004	0.005	0.004	100
2004-11-02	0.004	0.005
2004-11-03	0.004	0.005
2004-11-04	0.004	0.005
2004-11-05	0.004	0.005
2004-11-08	0.004	0.005	0.004	2000
2004-11-09	0.004	0.005	0.004	69900
2004-11-10	0.004	0.005	0.004	1200
2004-11-11	0.004	0.005	0.004	1345
2004-11-12	0.004	0.005	0.004	13635
2004-11-15	0.004	0.005	0.004	4000
2004-11-16	0.004	0.005	0.004	107
2004-11-17	0.004	0.005	0.004	5300
2004-11-18	0.004	0.005
2004-11-19	0.004	0.005
2004-11-22	0.004	0.005	0.004	2100
2004-11-23	0.004	0.005	0.004	10000
2004-11-24	0.004	0.005
2004-11-26	0.004	0.005
2004-11-29	0.004	0.005	0.004	4600
2004-11-30	0.004	0.005	0.004	89000
2004-12-01	0.004	0.005	0.004	48323
2004-12-02	0.004	0.005	0.004	46500
2004-12-03	0.004	0.005	0.004	100
2004-12-06	0.004	0.005	0.004	100
2004-12-07	0.004	0.005	0.004	5000
2004-12-08	0.004	0.005
2004-12-09	0.004	0.005	0.004	1269
2004-12-10	0.004	0.005	0.004	7850
2004-12-13	0.004	0.005	0.004	13500
2004-12-14	0.004	0.005	0.004	2910
2004-12-15	0.004	0.005	0.004	5230
2004-12-16	0.004	0.005	0.004	500
2004-12-17	0.004	0.005	0.004	60600
2004-12-20	0.004	0.005	0.004	53200
2004-12-21	0.004	0.005	0.004	300
2004-12-22	0.004	0.005	0.004	4000
2004-12-23	0.003	0.005	0.003	156951
2004-12-27	0.003	0.005	0.003	1600
2004-12-28	0.003	0.005
2004-12-29	0.003	0.005	0.003	3000
2004-12-30	0.003	0.005	0.003	15200
2004-12-31	0.003	0.005	0.003	750
2005-01-03	0.003	0.005	0.003	1000
2005-01-04	0.003	0.005	0.003	400
2005-01-05	0.003	0.005	0.003	1800
2005-01-06	0.003	0.005
2005-01-07	0.003	0.005
2005-01-10	0.003	0.005
2005-01-11	0.003	0.005
2005-01-12	0.003	0.005
2005-01-13	0.003	0.005	0.003	600
2005-01-14	0.003	0.005
2005-01-18	0.003	0.005
2005-01-19	0.003	0.005
2005-01-20	0.003	0.005
2005-01-21	0.003	0.005
2005-01-24	0.003	0.005	0.003	10600
2005-01-25	0.003	0.005	0.003	160
2005-01-26	0.003	0.005	0.003	100
2005-01-27	0.003	0.005
2005-01-28	0.003	0.005
2005-01-31	0.003	0.005	0.003	500
2005-02-01	0.0029	0.005
2005-02-02	0.0029	0.005	0.0029	300
2005-02-03	0.0029	0.005	0.0029	800
2005-02-04	0.0029	0.005	0.0029	4000
2005-02-07	0.0029	0.005	0.0029	2500
2005-02-08	0.0029	0.005
2005-02-09	0.004	0.006	0.005	60000
2005-02-10	0.004	0.006	0.004	100
2005-02-11	0.004	0.006	0.004	135224
2005-02-14	0.004	0.006	0.004	3750
2005-02-15	0.005	0.01	0.006	14000
2005-02-16	0.005	0.01	0.005	229
2005-02-17	0.004	0.01	0.004	70053
2005-02-18	0.004	0.01	0.004	500
2005-02-22	0.004	0.01
2005-02-23	0.004	0.01	0.004	9650
2005-02-24	0.004	0.01	0.004	500
2005-02-25	0.004	0.01	0.004	125
2005-02-28	0.004	0.01
2005-03-01	0.004	0.01	0.004	500
2005-03-02	0.004	0.01
2005-03-03	0.004	0.01	0.004	10000
2005-03-04	0.004	0.01
2005-03-07	0.004	0.01	0.004	2500
2005-03-08	0.004	0.01
2005-03-09	0.004	0.01	0.004	2140
2005-03-10	0.004	0.01	0.004	3000
2005-03-11	0.004	0.01
2005-03-14	0.004	0.01
2005-03-15	0.004	0.01	0.004	9000
2005-03-16	0.004	0.01	0.004	200
2005-03-17	0.004	0.01
2005-03-18	0.004	0.01
2005-03-21	0.004	0.01	0.004	115
2005-03-22	0.004	0.01	0.004	5000
2005-03-23	0.004	0.01	0.004	3100
2005-03-24	0.004	0.006	0.004	116615
2005-03-28	0.004	0.006
2005-03-29	0.004	0.006	0.004	6277
2005-03-30	0.004	0.006
2005-03-31	0.004	0.006
2005-04-01	0.004	0.006	0.004	34175
2005-04-04	0.004	0.006
2005-04-05	0.004	0.006	0.004	1800
2005-04-06	0.004	0.005	0.004	11958
2005-04-07	0.003	0.004
2005-04-08	0.003	0.004	0.003	1800
2005-04-11	0.003	0.004
2005-04-12	0.003	0.004	0.003	1860
2005-04-13	0.002	0.003	0.002	50000
2005-04-14	0.002	0.003
2005-04-15	0.002	0.003	0.002	13000
2005-04-18	0.002	0.003	0.002	200
2005-04-19	0.002	0.003	0.002	1000
2005-04-20	0.002	0.003
2005-04-21	0.002	0.003
2005-04-22	0.002	0.003
2005-04-25	0.0007	0.001	0.0007	211250
2005-04-26	0.0007	0.001
2005-04-27	0.0007	0.001
2005-04-28	0.0007	0.001
2005-04-29	0.0007	0.001
2005-05-02	0.0007	0.003	0.001	100800
2005-05-03	0.0007	0.003	0.0007	250
2005-05-04	0.0009	0.003	0.0009	10100
2005-05-05	0.0009	0.003	0.0009	700
2005-05-06	0.0009	0.003	0.0009	3750
2005-05-09	0.0009	0.003
2005-05-10	0.0009	0.003
2005-05-11	0.0009	0.003	0.0009	528
2005-05-12	0.0009	0.003
2005-05-13	0.0009	0.003
2005-05-16	0.0009	0.003
2005-05-17	0.0009	0.003
2005-05-18	0.0009	0.003
2005-05-19	0.0009	0.003	0.0009	250
2005-05-20	0.001	0.003
2005-05-23	0.001	0.003	0.001	750
2005-05-24	0.001	0.002
2005-05-25	0.001	0.002
2005-05-26	0.001	0.002
2005-05-27	0.001	0.002
2005-05-31	0.001	0.002	0.001	2600
2005-06-01	0.001	0.002
2005-06-02	0.001	0.002	0.001	500
2005-06-03	0.001	0.002
2005-06-06	0.001	0.002	0.001	2000
2005-06-07	0.001	0.002	0.001	725
2005-06-08	0.001	0.002
2005-06-09	0.001	0.002	0.001	140
2005-06-10	0.001	0.002	0.001	22750
2005-06-13	0.001	0.002	0.001	2400
2005-06-14	0.001	0.002
2005-06-15	0.001	0.002
2005-06-16	0.001	0.003	0.002	10000
2005-06-17	0.001	0.003
2005-06-20	0.001	0.003
2005-06-21	0.001	0.003
2005-06-22	0.001	0.003	0.001	17000
2005-06-23	0.001	0.003	0.001	5740
2005-06-24	0.001	0.003
2005-06-27	0.001	0.003
2005-06-28	0.001	0.003	0.001	200
2005-06-29	0.001	0.003	0.001	500
2005-06-30	0.001	0.003
2005-07-01	0.001	0.003
2005-07-05	0.001	0.003	0.001	1000
2005-07-06	0.001	0.003
2005-07-07	0.001	0.003	0.001	1000
2005-07-08	0.001	0.003	0.001	300
2005-07-11	0.001	0.003
2005-07-12	0.001	0.003	0.001	1000
2005-07-13	0.001	0.003	0.001	10000
2005-07-14	0.001	0.003
2005-07-15	0.001	0.003	0.001	1000
2005-07-18	0.001	0.003
2005-07-19	0.001	0.003
2005-07-20	0.001	0.003
2005-07-21	0.001	0.003	0.002	45518
2005-07-22	0.001	0.003
2005-07-25	0.001	0.003	0.002	44000
2005-07-26	0.001	0.003	0.001	1160
2005-07-27	0.001	0.003
2005-07-28	0.001	0.003
2005-07-29	0.001	0.003