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>  >  >   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

Pink Sheets

Date	Bid	Ask	Sale	Volume
2004-01-02	0.0001	0.007
2004-01-05	0.0001	0.007
2004-01-06	0.0001	0.007	0.0001	12100
2004-01-07	0.0001	0.007	0.0001	6200
2004-01-08	0.0001	0.007	0.0001	4100
2004-01-09	0.0001	0.007	0.0001	4500
2004-01-12	0.0001	0.007	0.0001	1200
2004-01-13	0.0001	0.007	0.0001	1000
2004-01-14	0.0001	0.007	0.0001	1000
2004-01-15	0.0001	0.007	0.007	274600
2004-01-16	0.0001	0.007	0.002	123500
2004-01-20	0.0001	0.007	0.0001	12000
2004-01-21	0.0001	0.007	0.0001	4600
2004-01-22	0.0001	0.007	0.0001	37300
2004-01-23	0.0001	0.007	0.0001	9400
2004-01-26	0.0001	0.007	0.0001	9000
2004-01-27	0.0001	0.007	0.0001	5000
2004-01-28	0.0001	0.007	0.0001	9300
2004-01-29	0.0001	0.007	0.0001	8800
2004-01-30	0.0001	0.007	0.0001	600
2004-02-02	0.0001	0.007	0.0001	22800
2004-02-03	0.0001	0.007	0.0001	5200
2004-02-04	0.0001	0.007	0.0001	2800
2004-02-05	0.0001	0.007	0.0001	2100
2004-02-06	0.0001	0.007
2004-02-09	0.0001	0.007	0.0001	2800
2004-02-10	0.0001	0.007	0.0001	60500
2004-02-11	0.0001	0.007	0.0001	21200
2004-02-12	0.0001	0.007	0.0001	7000
2004-02-13	0.0001	0.007
2004-02-17	0.0001	0.007	0.0001	500
2004-02-18	0.0001	0.007	0.0001	2400
2004-02-19	0.0001	0.007
2004-02-20	0.0001	0.007	0.005	275300
2004-02-23	0.0001	0.007	0.0001	36700
2004-02-24	0.0001	0.007	0.0001	11900
2004-02-25	0.0001	0.007	0.0001	1100
2004-02-26	0.0001	0.007	0.0001	881700
2004-02-27	0.0001	0.007	0.0001	4700
2004-03-01	0.0001	0.007	0.0001	14300
2004-03-02	0.0001	0.007
2004-03-03	0.0001	0.007	0.0001	10000
2004-03-04	0.0001	0.007	0.0001	6000
2004-03-05	0.0001	0.007	0.0001	1100
2004-03-08	0.0001	0.007	0.0001	84200
2004-03-09	0.0001	0.007	0.0001	7300
2004-03-10	0.0001	0.007	0.0001	200000
2004-03-11	0.0001	0.007	0.0001	2300
2004-03-12	0.0001	0.007	0.0001	18000
2004-03-15	0.0001	0.007	0.0001	2000
2004-03-16	0.0001	0.007	0.0001	10500
2004-03-17	0.0001	0.007	0.0001	1139800
2004-03-18	0.0001	0.007	0.0001	9300
2004-03-19	0.0001	0.007
2004-03-22	0.0001	0.007	0.0001	304600
2004-03-23	0.0001	0.007	0.0001	10100
2004-03-24	0.0001	0.007	0.0001	1000
2004-03-25	0.0001	0.007	0.0001	5000
2004-03-26	0.0001	0.007	0.0001	300
2004-03-29	0.0001	0.007
2004-03-30	0.0001	0.007	0.0001	6700
2004-03-31	0.0001	0.007
2004-04-01	0.0001	0.007	0.0001	1000
2004-04-02	0.0001	0.007	0.005	50500
2004-04-05	0.0001	0.007	0.0001	78200
2004-04-06	0.0001	0.007	0.0001	17800
2004-04-07	0.0001	0.007	0.0001	1700
2004-04-08	0.0001	0.007	0.0001	700
2004-04-12	0.0001	0.007	0.0016	1356500
2004-04-13	0.0001	0.007	0.0001	2000
2004-04-14	0.0001	0.007	0.0001	17100
2004-04-15	0.0001	0.007	0.007	12700
2004-04-16	0.0001	0.007	0.0001	10200
2004-04-19	0.0001	0.007
2004-04-20	0.001	0.005	0.001	345700
2004-04-21	0.001	0.005	0.001	1500
2004-04-22	0.001	0.008	0.001	30500
2004-04-23	0.001	0.008	0.001	4800
2004-04-26	0.001	0.008	0.001	700
2004-04-27	0.001	0.008	0.001	61700
2004-04-28	0.001	0.008
2004-04-29	0.001	0.008	0.001	3100
2004-04-30	0.001	0.008	0.001	2700
2004-05-03	0.001	0.005	0.001	3000
2004-05-04	0.001	0.005	0.005	40000
2004-05-05	0.0015	0.005	0.005	100200
2004-05-06	0.0015	0.005	0.0015	62100
2004-05-07	0.0015	0.005	0.0015	31200
2004-05-10	0.0015	0.005	0.0015	353700
2004-05-11	0.0015	0.009	0.0015	84900
2004-05-12	0.0015	0.002	0.0015	320000
2004-05-13	0.001	0.002	0.001	5500
2004-05-14	0.001	0.002	0.001	5500
2004-05-17	0.001	0.002	0.001	2000
2004-05-18	0.001	0.002
2004-05-19	0.001	0.002	0.002	119300
2004-05-20	0.001	0.002	0.001	55400
2004-05-21	0.001	0.002	0.001	3400
2004-05-24	0.001	0.002	0.001	78000
2004-05-25	0.001	0.002	0.001	6600
2004-05-26	0.001	0.002	0.001	100000
2004-05-27	0.001	0.002	0.001	116900
2004-05-28	0.001	0.002	0.001	13100
2004-06-01	0.001	0.002
2004-06-02	0.001	0.002	0.001	1013000
2004-06-03	0.001	0.002	0.001	1300
2004-06-04	0.001	0.002	0.002	11500
2004-06-07	0.001	0.002	0.002	204500
2004-06-08	0.001	0.002	0.001	27600
2004-06-09	0.001	0.003	0.001	232800
2004-06-10	0.001	0.003	0.001	21500
2004-06-14	0.001	0.003	0.001	8200
2004-06-15	0.001	0.003	0.001	2500
2004-06-16	0.001	0.003	0.001	161000
2004-06-17	0.001	0.003	0.001	6100
2004-06-18	0.001	0.003	0.001	400
2004-06-21	0.001	0.003	0.001	100
2004-06-22	0.001	0.003	0.001	3400
2004-06-23	0.001	0.003	0.001	18500
2004-06-24	0.001	0.003	0.001	427500
2004-06-25	0.001	0.003	0.001	66900
2004-06-28	0.001	0.003	0.002	402400
2004-06-29	0.001	0.003	0.002	8900
2004-06-30	0.001	0.003	0.001	900
2004-07-01	0.001	0.003	0.001	1300
2004-07-02	0.001	0.003
2004-07-06	0.001	0.003	0.001	3700
2004-07-07	0.001	0.003	0.001	16400
2004-07-08	0.001	0.003	0.001	2600
2004-07-09	0.001	0.003	0.001	40600
2004-07-12	0.001	0.003	0.001	6500
2004-07-13	0.001	0.003	0.001	250000
2004-07-14	0.001	0.003
2004-07-15	0.001	0.003	0.001	1900
2004-07-16	0.001	0.003	0.001	40000
2004-07-19	0.001	0.003	0.001	500
2004-07-20	0.001	0.003	0.001	112000
2004-07-21	0.001	0.003	0.001	31100
2004-07-22	0.001	0.003	0.001	3700
2004-07-23	0.001	0.003	0.001	2000
2004-07-26	0.001	0.003
2004-07-27	0.001	0.003	0.001	3000
2004-07-28	0.001	0.003	0.001	800
2004-07-29	0.001	0.003	0.001	38800
2004-07-30	0.001	0.003	0.001	300
2004-08-02	0.001	0.003	0.001	2300
2004-08-03	0.001	0.003	0.001	10300
2004-08-04	0.001	0.003	0.001	21600
2004-08-05	0.001	0.003	0.001	5900
2004-08-06	0.001	0.003	0.001	1800
2004-08-09	0.001	0.0025	0.001	212900
2004-08-10	0.001	0.0025	0.001	500
2004-08-11	0.0001	0.002	0.0015	333900
2004-08-12	0.0001	0.002	0.0001	100
2004-08-13	0.0001	0.003	0.0001	43000
2004-08-16	0.0001	0.002	0.0001	65000
2004-08-17	0.0001	0.002
2004-08-18	0.0001	0.002	0.0001	1400
2004-08-19	0.0001	0.002	0.0001	600
2004-08-20		0.003	0.0001	100
2004-08-23	0.0002	0.0015	0.0002	1200
2004-08-24	0.0001	0.0015	0.0001	11800
2004-08-25	0.0001	0.0015	0.0001	1000
2004-08-26	0.0001	0.002
2004-08-27	0.0001	0.002	0.0001	25270
2004-08-30	0.0002	0.002	0.0002	1270
2004-08-31	0.0002	0.002	0.0002	5300
2004-09-01	0.0002	0.002	0.0002	5000
2004-09-02	0.0001	0.003	0.0001	4000
2004-09-03		0.003
2004-09-07	0.0002	0.002	0.0002	100
2004-09-08	0.0002	0.002	0.0002	500
2004-09-09	0.0002	0.002	0.002	40500
2004-09-10	0.0002	0.002
2004-09-13	0.0002	0.002	0.0003	375000
2004-09-14	0.0002	0.0025	0.0002	6000
2004-09-15	0.0015	0.0025	0.0015	1399200
2004-09-16	0.001	0.0025	0.002	10000
2004-09-17	0.001	0.0025	0.001	18019
2004-09-20	0.0015	0.0025
2004-09-21	0.001	0.0025
2004-09-22	0.001	0.0025	0.001	11000
2004-09-23	0.001	0.0025	0.001	67320
2004-09-24	0.001	0.0025	0.001	500
2004-09-27	0.001	0.0025
2004-09-28	0.001	0.0025	0.001	731686
2004-09-29	0.001	0.0025	0.001	9485
2004-09-30	0.001	0.0025	0.001	11200
2004-10-01	0.001	0.0025	0.001	1000
2004-10-04	0.001	0.0025	0.001	6900
2004-10-05	0.001	0.0025	0.001	250200
2004-10-06	0.001	0.0025	0.001	9025
2004-10-07	0.001	0.0025	0.001	528000
2004-10-08	0.001	0.0025	0.001	5475
2004-10-11	0.001	0.0025	0.001	19500
2004-10-12	0.0002	0.0025	0.0002	18976
2004-10-13	0.0005	0.0025	0.001	285900
2004-10-14	0.0002	0.0025	0.0002	1116694
2004-10-15	0.0002	0.0025	0.0002	186870
2004-10-18	0.0002	0.0025	0.0002	2800
2004-10-19	0.0002	0.0025	0.0002	24444
2004-10-20	0.0002	0.0025	0.0002	45000
2004-10-21	0.0002	0.0025	0.0002	3300
2004-10-22	0.0002	0.0025	0.0002	28700
2004-10-25	0.0002	0.0025	0.0002	5100
2004-10-26	0.0002	0.0025	0.0002	4400
2004-10-27	0.0002	0.0025
2004-10-28	0.0002	0.0025	0.0002	1500
2004-10-29	0.0002	0.0025	0.0002	5155
2004-11-01	0.0002	0.0025	0.0002	10000
2004-11-02	0.0002	0.0025	0.0002	34134
2004-11-03	0.0002	0.0025	0.0002	932667
2004-11-04	0.0002	0.0025	0.0002	267582
2004-11-05	0.0002	0.0025	0.0002	101500
2004-11-08	0.0002	0.0025	0.0002	40600
2004-11-09	0.0002	0.0025	0.0002	5850
2004-11-10	0.0002	0.0025	0.0002	51300
2004-11-11	0.0002	0.0025	0.0002	2159
2004-11-12	0.001	0.0025	0.001	306220
2004-11-15	0.0015	0.0025	0.0002	84844
2004-11-16	0.001	0.004	0.003	2214050
2004-11-17	0.002	0.004	0.002	1092200
2004-11-18	0.001	0.004	0.001	41600
2004-11-19	0.0012	0.007	0.005	2305090
2004-11-22	0.002	0.005	0.002	2589000
2004-11-23	0.002	0.005	0.002	493350
2004-11-24	0.002	0.004	0.002	1605500
2004-11-26	0.002	0.004	0.002	51500
2004-11-29	0.0015	0.002	0.0015	200700
2004-11-30	0.0018	0.002	0.002	3143150
2004-12-01	0.0018	0.003	0.0018	5240
2004-12-02	0.0015	0.002	0.0015	3338225
2004-12-03	0.0015	0.002	0.0015	125888
2004-12-06	0.001	0.002	0.001	240000
2004-12-07	0.001	0.002	0.001	24023
2004-12-08	0.001	0.002	0.001	343325
2004-12-09	0.0005	0.002	0.0005	414500
2004-12-10	0.0006	0.002	0.0006	12900
2004-12-13	0.0006	0.002	0.0006	32650
2004-12-14	0.0006	0.002	0.001	183950
2004-12-15	0.0006	0.002	0.001	23000
2004-12-16	0.0006	0.002	0.0006	1920900
2004-12-17	0.001	0.002	0.001	2824950
2004-12-20	0.001	0.002	0.001	22670
2004-12-21	0.001	0.002	0.001	233165
2004-12-22	0.0008	0.002	0.0008	29470
2004-12-23	0.0008	0.002	0.0008	10657
2004-12-27	0.0005	0.002	0.0005	259673
2004-12-28	0.0005	0.0025	0.0005	181619
2004-12-29	0.0005	0.0025	0.0005	23400
2004-12-30	0.001	0.002	0.001	1920370
2004-12-31	0.001	0.002	0.001	177830
2005-01-03	0.001	0.0025	0.001	31500
2005-01-04	0.001	0.002	0.001	10600
2005-01-05	0.001	0.002	0.001	5700
2005-01-06	0.001	0.002	0.001	30400
2005-01-07	0.001	0.002	0.002	160100
2005-01-10	0.001	0.002	0.001	6900
2005-01-11	0.001	0.002	0.001	3325
2005-01-12	0.001	0.002	0.001	1200
2005-01-13	0.001	0.002	0.001	1502
2005-01-14	0.0009	0.002	0.0009	14000
2005-01-18	0.0009	0.002	0.0009	17731
2005-01-19	0.0009	0.002	0.0009	2500
2005-01-20	0.0009	0.003	0.0009	1000
2005-01-21	0.0009	0.003	0.0009	100
2005-01-24	0.0009	0.003	0.003	37800
2005-01-25	0.0009	0.003	0.0009	10250
2005-01-26	0.0009	0.003	0.0009	4229
2005-01-27	0.0009	0.003	0.0009	20000
2005-01-28	0.0009	0.003	0.0009	690
2005-01-31	0.0009	0.002	0.0009	129900
2005-02-01	0.0005	0.002	0.0005	4500
2005-02-02	0.0005	0.002	0.0005	3351
2005-02-03	0.0005	0.002	0.0005	8000
2005-02-04	0.0005	0.003	0.0005	21075
2005-02-07	0.0005	0.002	0.0005	67875
2005-02-08	0.0005	0.002	0.0005	12360
2005-02-09	0.0005	0.003
2005-02-10	0.0005	0.003	0.0005	13000
2005-02-11	0.0005	0.003	0.0005	4130
2005-02-14	0.0005	0.003	0.0007	287120
2005-02-15	0.0005	0.003	0.001	12000
2005-02-16	0.0005	0.003	0.0005	5640
2005-02-17	0.0005	0.003	0.0005	2000
2005-02-18	0.0005	0.003	0.0005	2000
2005-02-22	0.0005	0.003	0.0005	69500
2005-02-23	0.0005	0.003	0.0005	22300
2005-02-24	0.0005	0.002	0.0005	147400
2005-02-25	0.0005	0.003
2005-02-28	0.0005	0.002	0.0005	18800
2005-03-01	0.0005	0.003	0.0005	71923
2005-03-02	0.0005	0.002	0.0005	5000
2005-03-03	0.0005	0.002	0.0005	28780
2005-03-04	0.0005	0.002	0.0005	29045
2005-03-07	0.0005	0.003	0.0005	31990
2005-03-08	0.0005	0.003	0.0005	38500
2005-03-09	0.0005	0.003	0.0005	2925
2005-03-10	0.0005	0.003	0.001	120000
2005-03-11	0.0005	0.003	0.0005	60500
2005-03-14	0.0005	0.003	0.0005	52000
2005-03-15	0.0005	0.003	0.0005	10000
2005-03-16	0.0005	0.003
2005-03-17	0.0005	0.003	0.0005	44300
2005-03-18	0.0005	0.003	0.0005	27100
2005-03-21	0.0005	0.003	0.0005	42000
2005-03-22	0.0005	0.003	0.0005	27700
2005-03-23	0.0005	0.003	0.0005	30200
2005-03-24	0.0005	0.003	0.0005	130505
2005-03-28	0.0005	0.003	0.0005	88500
2005-03-29	0.0005	0.003	0.0005	200
2005-03-30	0.0005	0.003	0.0005	16300
2005-03-31	0.0005	0.003	0.0005	6659
2005-04-01	0.0005	0.003
2005-04-04	0.0005	0.003	0.0005	3200
2005-04-05	0.0005	0.003
2005-04-06	0.0005	0.003	0.0005	4200
2005-04-07	0.0005	0.003
2005-04-08	0.0005	0.003	0.0005	5700
2005-04-11	0.0005	0.003	0.0005	53130
2005-04-12	0.0005	0.003	0.0005	21280
2005-04-13	0.0005	0.003	0.0005	12000
2005-04-14	0.0005	0.003	0.0005	276700
2005-04-15	0.0005	0.003	0.0005	6765
2005-04-18	0.0005	0.003	0.0005	2000
2005-04-19	0.0005	0.003
2005-04-20	0.0005	0.003	0.0005	2000
2005-04-21	0.0005	0.003	0.0005	20848
2005-04-22	0.0005	0.003	0.0005	27000
2005-04-25	0.0005	0.003	0.0005	7300
2005-04-26	0.0005	0.003	0.0005	10600
2005-04-27	0.0005	0.003	0.0005	3110
2005-04-28	0.0005	0.003	0.0006	101500
2005-04-29	0.0005	0.003
2005-05-02		0.003
2005-05-03		0.003	0.0006	8750
2005-05-04		0.003
2005-05-05		0.003	0.003	15390
2005-05-06		0.003	0.0005	30765
2005-05-09		0.003	0.0005	4200
2005-05-10		0.003	0.0006	200000
2005-05-11		0.003	0.0006	4400
2005-05-12		0.003	0.0006	12000
2005-05-13		0.003	0.0006	1623
2005-05-16		0.003	0.0006	62690
2005-05-17		0.003	0.0006	5300
2005-05-18		0.003	0.0006	1150
2005-05-19		0.003	0.0006	151000
2005-05-20		0.003	0.0005	724165
2005-05-23		0.003	0.0005	1460
2005-05-24		0.003	0.0005	909235
2005-05-25		0.003
2005-05-26		0.0035	0.0003	300
2005-05-27	0.0005	0.003	0.0005	234225
2005-05-31		0.003
2005-06-01		0.003	0.0007	2900
2005-06-02		0.003	0.0005	181500
2005-06-03		0.003	0.0005	29000
2005-06-06		0.003	0.0006	4000
2005-06-07		0.003
2005-06-08		0.003	0.0005	2300
2005-06-09		0.003	0.0005	46145
2005-06-10		0.003	0.0005	300816
2005-06-13		0.003	0.0006	114009
2005-06-14		0.003	0.0006	26000
2005-06-15		0.003	0.0006	7500
2005-06-16		0.003	0.0005	100000
2005-06-17		0.003	0.0006	11000
2005-06-20		0.003
2005-06-21		0.003	0.0005	112500
2005-06-22		0.003	0.0006	1109000
2005-06-23		0.003	0.0006	31700
2005-06-24		0.003	0.0006	2000
2005-06-27		0.003	0.0006	6000
2005-06-28		0.003	0.0006	240
2005-06-29		0.003	0.0006	27500
2005-06-30		0.003	0.0006	2000
2005-07-01		0.003	0.0006	1280
2005-07-05		0.003	0.0006	26400
2005-07-06		0.003	0.0006	1000
2005-07-07		0.003	0.0006	17600
2005-07-08		0.003
2005-07-11		0.003	0.0006	390100
2005-07-12		0.003	0.0006	210
2005-07-13		0.003	0.0006	559100
2005-07-14		0.003	0.0006	11000
2005-07-15		0.003	0.0006	10500
2005-07-18		0.003	0.0006	500
2005-07-19		0.003	0.0006	10250
2005-07-20		0.003	0.0006	12000
2005-07-21		0.003	0.0006	2518
2005-07-22		0.003	0.0006	8000
2005-07-25		0.003	0.0006	4000
2005-07-26		0.002	0.0006	57825
2005-07-27		0.002	0.0006	7250
2005-07-28		0.002	0.0007	2625
2005-07-29		0.002	0.0006	21810
2005-08-01		0.002	0.0006	100
2005-08-02		0.002	0.0006	5250
2005-08-03		0.002	0.0006	156300
2005-08-04	0.0006	0.002	0.0006	2800
2005-08-05	0.0006	0.003	0.0006	24500
2005-08-08		0.003	0.0006	42000
2005-08-09		0.003	0.0006	2250
2005-08-10		0.003	0.0006	1000
2005-08-11		0.003
2005-08-12		0.003	0.0006	40000
2005-08-15	0.0006	0.003	0.0006	20000
2005-08-16		0.003	0.0006	117067
2005-08-17		0.003	0.0006	3000
2005-08-18	0.0006	0.003	0.0006	20000
2005-08-19		0.003	0.0007	12955
2005-08-22	0.0006	0.003	0.0006	1000
2005-08-23		0.003	0.0007	130500
2005-08-24		0.003	0.0006	3400
2005-08-25		0.003	0.0006	500
2005-08-26		0.003
2005-08-29		0.003	0.0006	31750
2005-08-30		0.003	0.0006	1000
2005-08-31		0.003
2005-09-01		0.003	0.0006	1225
2005-09-02		0.003
2005-09-06		0.003	0.0006	2000
2005-09-07		0.003
2005-09-08		0.003	0.0006	75520
2005-09-09		0.003	0.0006	500
2005-09-12		0.003	0.0006	15620
2005-09-13		0.003	0.0006	11000
2005-09-14		0.003	0.0006	12500
2005-09-15		0.003	0.0006	11000
2005-09-16		0.002	0.0006	50100
2005-09-19		0.002	0.0006	36000
2005-09-20		0.002	0.0006	1500
2005-09-21		0.002	0.0006	700
2005-09-22		0.002	0.0006	1480
2005-09-23		0.002	0.0006	13000
2005-09-26	0.0002	0.002	0.0009	1543513
2005-09-27	0.0002	0.002
2005-09-28		0.002	0.0001	5985
2005-09-29		0.002	0.0001	185725
2005-09-30		0.002	0.0002	78500
2005-10-03	0.0005	0.002	0.002	16975
2005-10-04	0.0005	0.002
2005-10-05	0.0005	0.002	0.0005	16500
2005-10-06	0.0005	0.002	0.0005	2000
2005-10-07	0.0005	0.002	0.0005	6100
2005-10-10	0.0005	0.002	0.0005	8500
2005-10-11	0.0005	0.002	0.0005	2000
2005-10-12	0.0005	0.002	0.0005	500
2005-10-13	0.0005	0.002
2005-10-14	0.0005	0.002	0.0005	45300
2005-10-17	0.0005	0.002	0.0005	57188
2005-10-18	0.0005	0.001	0.0005	10000
2005-10-19	0.0005	0.001	0.0005	42695
2005-10-20	0.0005	0.001
2005-10-21	0.0005	0.001	0.0005	100
2005-10-24	0.0005	0.001
2005-10-25	0.0005	0.001	0.0005	106750
2005-10-26	0.0005	0.002	0.0005	3400
2005-10-27	0.0005	0.002	0.0005	4200
2005-10-28	0.0005	0.002	0.0005	265200
2005-10-31	0.0005	0.002	0.0005	12900
2005-11-01	0.0005	0.002	0.0005	1165
2005-11-02	0.0005	0.002	0.0005	5900
2005-11-03	0.0005	0.002	0.002	26400
2005-11-04	0.0005	0.002	0.0005	5000