Price and Volume Information:
(ACTT)
> > >
spam works: evidence from stock touts and corresponding market activity
| Date | Bid | Ask | Sale | Volume |
| 2004-01-02 | | | 1.19 | 1320 |
| 2004-01-05 | | | 1.22 | 855 |
| 2004-01-06 | | | 1.28 | 2204 |
| 2004-01-07 | | | 1.23 | 1260 |
| 2004-01-08 | | | 1.27 | 1504 |
| 2004-01-09 | | | 1.31 | 1950 |
| 2004-01-12 | | | 1.38 | 2695 |
| 2004-01-13 | | | 1.36 | 1919 |
| 2004-01-14 | | | 1.36 | 1326 |
| 2004-01-15 | | | 1.3 | 1835 |
| 2004-01-16 | | | 1.45 | 12297 |
| 2004-01-20 | | | 1.59 | 6283 |
| 2004-01-21 | | | 1.57 | 6235 |
| 2004-01-22 | | | 1.86 | 10199 |
| 2004-01-23 | | | 2.25 | 11512 |
| 2004-01-26 | | | 2.55 | 9982 |
| 2004-01-27 | | | 2.22 | 5526 |
| 2004-01-28 | | | 2 | 3717 |
| 2004-01-29 | | | 1.9 | 2736 |
| 2004-01-30 | | | 2.05 | 3159 |
| 2004-02-02 | | | 2.37 | 7598 |
| 2004-02-03 | | | 2.23 | 3651 |
| 2004-02-04 | | | 2.27 | 1461 |
| 2004-02-05 | | | 2.47 | 3782 |
| 2004-02-06 | | | 2.58 | 2676 |
| 2004-02-09 | | | 2.45 | 2383 |
| 2004-02-10 | | | 2.37 | 2049 |
| 2004-02-11 | | | 2.45 | 1835 |
| 2004-02-12 | | | 2.4 | 1084 |
| 2004-02-13 | | | 2.21 | 1017 |
| 2004-02-17 | | | 2.19 | 1185 |
| 2004-02-18 | | | 2.31 | 4281 |
| 2004-02-19 | | | 2.44 | 1654 |
| 2004-02-20 | | | 2.27 | 668 |
| 2004-02-23 | | | 2.25 | 496 |
| 2004-02-24 | | | 2.25 | 468 |
| 2004-02-25 | | | 2.32 | 942 |
| 2004-02-26 | | | 2.41 | 634 |
| 2004-02-27 | | | 3.21 | 9562 |
| 2004-03-01 | | | 3.11 | 5184 |
| 2004-03-02 | | | 3.16 | 1921 |
| 2004-03-03 | | | 3.07 | 879 |
| 2004-03-04 | | | 3.1 | 850 |
| 2004-03-05 | | | 3.04 | 1189 |
| 2004-03-08 | | | 3.05 | 6536 |
| 2004-03-09 | | | 2.79 | 3782 |
| 2004-03-10 | | | 2.5 | 4288 |
| 2004-03-11 | | | 2.31 | 2198 |
| 2004-03-12 | | | 2.57 | 1902 |
| 2004-03-15 | | | 2.31 | 1813 |
| 2004-03-16 | | | 2.44 | 1952 |
| 2004-03-17 | | | 2.72 | 3914 |
| 2004-03-18 | | | 2.7 | 859 |
| 2004-03-19 | | | 2.63 | 611 |
| 2004-03-22 | | | 2.35 | 1859 |
| 2004-03-23 | | | 2.45 | 758 |
| 2004-03-24 | | | 2.64 | 1002 |
| 2004-03-25 | | | 2.75 | 884 |
| 2004-03-26 | | | 2.54 | 1079 |
| 2004-03-29 | | | 2.2 | 5252 |
| 2004-03-30 | | | 2.38 | 2938 |
| 2004-03-31 | | | 2.78 | 5312 |
| 2004-04-01 | | | 2.97 | 5526 |
| 2004-04-02 | | | 2.99 | 3689 |
| 2004-04-05 | | | 2.93 | 2202 |
| 2004-04-06 | | | 2.75 | 1658 |
| 2004-04-07 | | | 2.94 | 2635 |
| 2004-04-08 | | | 2.99 | 2305 |
| 2004-04-12 | | | 3.05 | 1065 |
| 2004-04-13 | | | 2.86 | 2272 |
| 2004-04-14 | | | 2.52 | 1194 |
| 2004-04-15 | | | 2.75 | 3048 |
| 2004-04-16 | | | 2.99 | 3128 |
| 2004-04-19 | | | 3.4 | 7718 |
| 2004-04-20 | | | 3.34 | 6224 |
| 2004-04-21 | | | 3.42 | 1497 |
| 2004-04-22 | | | 3.85 | 3859 |
| 2004-04-23 | | | 3.8 | 4461 |
| 2004-04-26 | | | 3.8 | 1633 |
| 2004-04-27 | | | 3.5 | 3111 |
| 2004-04-28 | | | 3.06 | 2615 |
| 2004-04-29 | | | 3.1 | 2888 |
| 2004-04-30 | | | 3.14 | 1926 |
| 2004-05-03 | | | 3.16 | 1270 |
| 2004-05-04 | | | 3.27 | 1092 |
| 2004-05-05 | | | 3.29 | 1228 |
| 2004-05-06 | | | 3.15 | 594 |
| 2004-05-07 | | | 3.12 | 758 |
| 2004-05-10 | | | 2.94 | 901 |
| 2004-05-11 | | | 2.98 | 991 |
| 2004-05-12 | | | 2.98 | 745 |
| 2004-05-13 | | | 2.84 | 302 |
| 2004-05-14 | | | 2.95 | 1188 |
| 2004-05-17 | | | 2.89 | 250 |
| 2004-05-18 | | | 2.99 | 932 |
| 2004-05-19 | | | 2.65 | 3797 |
| 2004-05-20 | | | 2.4 | 2045 |
| 2004-05-21 | | | 2.49 | 604 |
| 2004-05-24 | | | 2.5 | 352 |
| 2004-05-25 | | | 2.75 | 1193 |
| 2004-05-26 | | | 2.65 | 514 |
| 2004-05-27 | | | 2.65 | 753 |
| 2004-05-28 | | | 2.58 | 237 |
| 2004-06-01 | | | 2.56 | 222 |
| 2004-06-02 | | | 3 | 1641 |
| 2004-06-03 | | | 2.62 | 2054 |
| 2004-06-04 | | | 2.5 | 1257 |
| 2004-06-07 | | | 2.52 | 1346 |
| 2004-06-08 | | | 2.95 | 4824 |
| 2004-06-09 | | | 2.64 | 2075 |
| 2004-06-10 | | | 2.69 | 3458 |
| 2004-06-14 | | | 2.5 | 874 |
| 2004-06-15 | | | 2.54 | 473 |
| 2004-06-16 | | | 2.51 | 231 |
| 2004-06-17 | | | 2.48 | 254 |
| 2004-06-18 | | | 2.4 | 1026 |
| 2004-06-21 | | | 2.23 | 1542 |
| 2004-06-22 | | | 2.27 | 272 |
| 2004-06-23 | | | 2.32 | 568 |
| 2004-06-24 | | | 2.36 | 291 |
| 2004-06-25 | | | 2.36 | 147 |
| 2004-06-28 | | | 2.34 | 167 |
| 2004-06-29 | | | 2.41 | 212 |
| 2004-06-30 | | | 2.52 | 784 |
| 2004-07-01 | | | 2.43 | 364 |
| 2004-07-02 | | | 2.31 | 135 |
| 2004-07-06 | | | 2.46 | 1234 |
| 2004-07-07 | | | 2.49 | 1778 |
| 2004-07-08 | | | 2.3 | 330 |
| 2004-07-09 | | | 2.26 | 173 |
| 2004-07-12 | | | 2.02 | 2014 |
| 2004-07-13 | | | 1.93 | 2029 |
| 2004-07-14 | | | 1.89 | 744 |
| 2004-07-15 | | | 1.79 | 1299 |
| 2004-07-16 | | | 1.57 | 1254 |
| 2004-07-19 | | | 1.51 | 672 |
| 2004-07-20 | | | 1.48 | 1238 |
| 2004-07-21 | | | 1.42 | 381 |
| 2004-07-22 | | | 1.39 | 369 |
| 2004-07-23 | | | 1.4 | 1163 |
| 2004-07-26 | | | 1.52 | 678 |
| 2004-07-27 | | | 1.54 | 1740 |
| 2004-07-28 | | | 1.409 | 193 |
| 2004-07-29 | | | 1.601 | 684 |
| 2004-07-30 | | | 1.69 | 1020 |
| 2004-08-02 | | | 1.51 | 96 |
| 2004-08-03 | | | 1.5 | 437 |
| 2004-08-04 | | | 1.41 | 106 |
| 2004-08-05 | | | 1.36 | 203 |
| 2004-08-06 | | | 1.38 | 168 |
| 2004-08-09 | | | 1.34 | 144 |
| 2004-08-10 | | | 1.26 | 159 |
| 2004-08-11 | | | 1.16 | 240 |
| 2004-08-12 | | | 1.2 | 113 |
| 2004-08-13 | | | 1.2 | 205 |
| 2004-08-16 | | | 1.197 | 263 |
| 2004-08-17 | | | 1.32 | 310 |
| 2004-08-18 | | | 1.4 | 144 |
| 2004-08-19 | | | 1.44 | 329 |
| 2004-08-20 | | | 1.31 | 65 |
| 2004-08-23 | | | 1.3 | 142 |
| 2004-08-24 | | | 1.3 | 70 |
| 2004-08-25 | | | 1.32 | 74 |
| 2004-08-26 | | | 1.3 | 308 |
| 2004-08-27 | | | 1.31 | 394 |
| 2004-08-30 | | | 1.25 | 388 |
| 2004-08-31 | | | 1.32 | 323 |
| 2004-09-01 | | | 1.24 | 175 |
| 2004-09-02 | | | 1.28 | 192 |
| 2004-09-03 | | | 1.251 | 54 |
| 2004-09-07 | | | 1.15 | 1483 |
| 2004-09-08 | | | 1.17 | 346 |
| 2004-09-09 | | | 1.14 | 718 |
| 2004-09-10 | | | 1.16 | 439 |
| 2004-09-13 | | | 1.11 | 354 |
| 2004-09-14 | | | 1.1 | 524 |
| 2004-09-15 | | | 1.17 | 486 |
| 2004-09-16 | | | 1.22 | 764 |
| 2004-09-17 | | | 1.37 | 554 |
| 2004-09-20 | | | 1.28 | 339 |
| 2004-09-21 | | | 1.32 | 251 |
| 2004-09-22 | | | 1.249 | 348 |
| 2004-09-23 | | | 1.21 | 161 |
| 2004-09-24 | | | 1.26 | 401 |
| 2004-09-27 | | | 1.27 | 174 |
| 2004-09-28 | | | 1.27 | 117 |
| 2004-09-29 | | | 1.26 | 53 |
| 2004-09-30 | | | 1.26 | 260 |
| 2004-10-01 | | | 1.29 | 154 |
| 2004-10-04 | | | 1.299 | 313 |
| 2004-10-05 | | | 1.3 | 215 |
| 2004-10-06 | | | 1.31 | 266 |
| 2004-10-07 | | | 1.32 | 185 |
| 2004-10-08 | | | 1.32 | 47 |
| 2004-10-11 | | | 1.301 | 46 |
| 2004-10-12 | | | 1.35 | 535 |
| 2004-10-13 | | | 1.35 | 591 |
| 2004-10-14 | | | 1.28 | 204 |
| 2004-10-15 | | | 1.31 | 26 |
| 2004-10-18 | | | 1.3 | 95 |
| 2004-10-19 | | | 1.24 | 310 |
| 2004-10-20 | | | 1.2 | 338 |
| 2004-10-21 | | | 1.2 | 262 |
| 2004-10-22 | | | 1.17 | 110 |
| 2004-10-25 | | | 1.12 | 365 |
| 2004-10-26 | | | 1.17 | 207 |
| 2004-10-27 | | | 1.1 | 740 |
| 2004-10-28 | | | 1.2 | 603 |
| 2004-10-29 | | | 1.19 | 48 |
| 2004-11-01 | | | 1.14 | 76 |
| 2004-11-02 | | | 1.05 | 1483 |
| 2004-11-03 | | | 1.09 | 789 |
| 2004-11-04 | | | 1.14 | 153 |
| 2004-11-05 | | | 1.05 | 929 |
| 2004-11-08 | | | 1 | 5831 |
| 2004-11-09 | | | 1.01 | 1478 |
| 2004-11-10 | | | 1.05 | 953 |
| 2004-11-11 | | | 1.05 | 568 |
| 2004-11-12 | | | 1.12 | 914 |
| 2004-11-15 | | | 1.1 | 407 |
| 2004-11-16 | | | 1.17 | 1617 |
| 2004-11-17 | | | 1.11 | 774 |
| 2004-11-18 | | | 1.1 | 483 |
| 2004-11-19 | | | 1.14 | 977 |
| 2004-11-22 | | | 1.11 | 553 |
| 2004-11-23 | | | 1.05 | 514 |
| 2004-11-24 | | | 1.05 | 788 |
| 2004-11-26 | | | 1.12 | 252 |
| 2004-11-29 | | | 1.13 | 1696 |
| 2004-11-30 | | | 1.13 | 616 |
| 2004-12-01 | | | 1.08 | 815 |
| 2004-12-02 | | | 1.33 | 15188 |
| 2004-12-03 | | | 1.22 | 3605 |
| 2004-12-06 | | | 1.4 | 5539 |
| 2004-12-07 | | | 1.32 | 5512 |
| 2004-12-08 | | | 1.29 | 1835 |
| 2004-12-09 | | | 1.33 | 1293 |
| 2004-12-10 | | | 1.31 | 889 |
| 2004-12-13 | | | 1.5 | 4160 |
| 2004-12-14 | | | 1.48 | 1950 |
| 2004-12-15 | | | 1.45 | 1158 |
| 2004-12-16 | | | 1.36 | 1090 |
| 2004-12-17 | | | 1.3 | 1391 |
| 2004-12-20 | | | 1.29 | 860 |
| 2004-12-21 | | | 1.25 | 505 |
| 2004-12-22 | | | 1.24 | 1585 |
| 2004-12-23 | | | 1.22 | 626 |
| 2004-12-27 | | | 1.27 | 974 |
| 2004-12-28 | | | 1.279 | 2526 |
| 2004-12-29 | | | 1.26 | 1383 |
| 2004-12-30 | | | 1.23 | 845 |
| 2004-12-31 | | | 1.32 | 1856 |
| 2005-01-03 | | | 1.279 | 2071 |
| 2005-01-04 | | | 1.17 | 1460 |
| 2005-01-05 | | | 1.13 | 1004 |
| 2005-01-06 | | | 1.179 | 1073 |
| 2005-01-07 | | | 1.19 | 544 |
| 2005-01-10 | | | 1.16 | 689 |
| 2005-01-11 | | | 1.08 | 2363 |
| 2005-01-12 | | | 1.07 | 1170 |
| 2005-01-13 | | | 1.04 | 1432 |
| 2005-01-14 | | | 1.08 | 782 |
| 2005-01-18 | | | 1.09 | 224 |
| 2005-01-19 | | | 1.04 | 226 |
| 2005-01-20 | | | 1.011 | 766 |
| 2005-01-21 | | | 1.03 | 215 |
| 2005-01-24 | | | 0.99 | 614 |
| 2005-01-25 | | | 0.98 | 594 |
| 2005-01-26 | | | 0.95 | 557 |
| 2005-01-27 | | | 0.95 | 620 |
| 2005-01-28 | | | 0.94 | 895 |
| 2005-01-31 | | | 0.85 | 4440 |
| 2005-02-01 | | | 0.69 | 13903 |
| 2005-02-02 | | | 0.84 | 14339 |
| 2005-02-03 | | | 0.84 | 3022 |
| 2005-02-04 | | | 0.9 | 5032 |
| 2005-02-07 | | | 0.94 | 1516 |
| 2005-02-08 | | | 0.92 | 3404 |
| 2005-02-09 | | | 0.9 | 372 |
| 2005-02-10 | | | 0.9 | 648 |
| 2005-02-11 | | | 0.87 | 2475 |
| 2005-02-14 | | | 0.8 | 1563 |
| 2005-02-15 | | | 0.8 | 906 |
| 2005-02-16 | | | 0.8 | 818 |
| 2005-02-17 | | | 0.75 | 5981 |
| 2005-02-18 | | | 0.72 | 2810 |
| 2005-02-22 | | | 0.71 | 1103 |
| 2005-02-23 | | | 0.74 | 1888 |
| 2005-02-24 | | | 0.71 | 967 |
| 2005-02-25 | | | 0.7 | 422 |
| 2005-02-28 | | | 0.69 | 679 |
| 2005-03-01 | | | 0.7 | 490 |
| 2005-03-02 | | | 0.7 | 3277 |
| 2005-03-03 | | | 0.701 | 928 |
| 2005-03-04 | | | 0.7 | 296 |
| 2005-03-07 | | | 0.72 | 254 |
| 2005-03-08 | | | 0.71 | 545 |
| 2005-03-09 | | | 0.71 | 2609 |
| 2005-03-10 | | | 0.7 | 2359 |
| 2005-03-11 | | | 0.68 | 1422 |
| 2005-03-14 | | | 0.76 | 4803 |
| 2005-03-15 | | | 0.75 | 1720 |
| 2005-03-16 | | | 0.74 | 1954 |
| 2005-03-17 | | | 0.69 | 1678 |
| 2005-03-18 | | | 0.68 | 360 |
| 2005-03-21 | | | 0.65 | 868 |
| 2005-03-22 | | | 0.61 | 2160 |
| 2005-03-23 | | | 0.62 | 482 |
| 2005-03-24 | | | 0.64 | 5103 |
| 2005-03-28 | | | 0.61 | 851 |
| 2005-03-29 | | | 0.55 | 2493 |
| 2005-03-30 | | | 0.59 | 1851 |
| 2005-03-31 | | | 0.56 | 484 |
| 2005-04-01 | | | 0.56 | 1350 |
| 2005-04-04 | | | 0.55 | 950 |
| 2005-04-05 | | | 0.53 | 547 |
| 2005-04-06 | | | 0.53 | 709 |
| 2005-04-07 | | | 0.47 | 9828 |
| 2005-04-08 | | | 0.49 | 3142 |
| 2005-04-11 | | | 0.53 | 517 |
| 2005-04-12 | | | 0.57 | 2612 |
| 2005-04-13 | | | 0.53 | 2339 |
| 2005-04-14 | | | 0.53 | 1877 |
| 2005-04-15 | | | 0.49 | 336 |
| 2005-04-18 | | | 0.5 | 522 |
| 2005-04-19 | | | 0.44 | 934 |
| 2005-04-20 | | | 0.48 | 802 |
| 2005-04-22 | | | 0.46 | 4525 |
| 2005-04-25 | | | 0.43 | 1005 |
| 2005-04-26 | | | 0.4 | 668 |
| 2005-04-27 | | | 0.375 | 815 |
| 2005-04-28 | | | 0.34 | 1136 |
| 2005-04-29 | | | 0.35 | 248 |
| 2005-05-02 | | | 0.36 | 750 |
| 2005-05-03 | | | 0.37 | 1565 |
| 2005-05-04 | | | 0.37 | 689 |
| 2005-05-05 | | | 0.38 | 37 |
| 2005-05-06 | | | 0.4 | 766 |
| 2005-05-09 | | | 0.49 | 2300 |
| 2005-05-10 | | | 0.48 | 1153 |
| 2005-05-11 | | | 0.47 | 467 |
| 2005-05-12 | | | 0.48 | 1111 |
| 2005-05-13 | | | 0.51 | 2383 |
| 2005-05-16 | | | 0.58 | 1800 |
| 2005-05-17 | | | 0.61 | 1973 |
| 2005-05-18 | | | 0.67 | 812 |
| 2005-05-19 | | | 0.76 | 2953 |
| 2005-05-20 | | | 0.74 | 1995 |
| 2005-05-23 | | | 0.78 | 921 |
| 2005-05-24 | | | 0.76 | 585 |
| 2005-05-25 | | | 0.75 | 547 |
| 2005-05-26 | | | 0.78 | 3631 |
| 2005-05-27 | | | 0.715 | 6161 |
| 2005-05-31 | | | 0.59 | 1259 |
| 2005-06-01 | | | 0.65 | 1175 |
| 2005-06-02 | | | 0.61 | 720 |
| 2005-06-03 | | | 0.58 | 305 |
| 2005-06-06 | | | 0.58 | 838 |
| 2005-06-07 | | | 0.54 | 253 |
| 2005-06-08 | | | 0.52 | 661 |
| 2005-06-09 | | | 0.491 | 638 |
| 2005-06-10 | | | 0.5 | 166 |
| 2005-06-13 | | | 0.499 | 279 |
| 2005-06-14 | | | 0.47 | 446 |
| 2005-06-15 | | | 0.45 | 330 |
| 2005-06-16 | | | 0.47 | 375 |
| 2005-06-17 | | | 0.52 | 685 |
| 2005-06-20 | | | 0.54 | 369 |
| 2005-06-21 | | | 0.59 | 754 |
| 2005-06-22 | | | 0.6 | 528 |
| 2005-06-23 | | | 0.63 | 685 |
| 2005-06-24 | | | 0.62 | 585 |
| 2005-06-27 | | | 0.59 | 1002 |
| 2005-06-28 | | | 0.58 | 652 |
| 2005-06-29 | | | 0.59 | 882 |
| 2005-06-30 | | | 0.7 | 2577 |
| 2005-07-01 | | | 0.68 | 529 |
| 2005-07-05 | | | 0.61 | 1698 |
| 2005-07-06 | | | 0.6 | 360 |
| 2005-07-07 | | | 0.56 | 794 |
| 2005-07-08 | | | 0.64 | 630 |
| 2005-07-11 | | | 0.66 | 512 |
| 2005-07-12 | | | 0.64 | 284 |
| 2005-07-13 | | | 0.63 | 103 |
| 2005-07-14 | | | 0.62 | 96 |
| 2005-07-15 | | | 0.61 | 105 |
| 2005-07-18 | | | 0.6 | 657 |
| 2005-07-19 | | | 0.59 | 305 |
| 2005-07-20 | | | 0.59 | 179 |
| 2005-07-21 | | | 0.59 | 193 |
| 2005-07-22 | | | 0.6 | 134 |
| 2005-07-25 | | | 0.61 | 278 |
| 2005-07-26 | | | 0.61 | 431 |
| 2005-07-27 | | | 0.64 | 938 |
| 2005-07-28 | | | 0.63 | 628 |
| 2005-07-29 | | | 0.631 | 39 |