File size: 27,139 Bytes
c687548 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 | ============================================================
Feature Analysis Report
============================================================
1. Basic Statistical Information:
Total Feature Count: 876
Average IC Value: 0.0181
IC Value Standard Deviation: 0.0139
Maximum IC Value: 0.0694
Minimum IC Value: 0.0000
Positive IC Value Feature Count: 876
Negative IC Value Feature Count: 0
2. High Correlation Analysis (|Correlation| > 0.8):
High Correlation Feature Pair Count: 2277
Correlation Matrix Density: 0.0059
3. Feature Aggregation Results:
Feature Group Count: 338
Single Feature Group Count: 158
Aggregated Feature Group Count: 180
Average Aggregated Group Size: 3.99
4. Feature Selection Results (IC Threshold: 0.04):
Final Selected Feature Count: 26
Aggregated Features in Final Selection: 26
Config.FEATURES in Final Selection: 0
5. Final Selected Aggregated Features:
1. agg_group_0_X21 (Group IC=0.0643)
2. agg_group_1_X28 (Group IC=0.0629)
3. agg_group_2_X863 (Group IC=0.0641)
4. agg_group_3_X858 (Group IC=0.0573)
5. agg_group_5_X860 (Group IC=0.0563)
6. agg_group_4_X219 (Group IC=0.0493)
7. agg_group_6_X531 (Group IC=0.0484)
8. agg_group_9_X598 (Group IC=0.0545)
9. agg_group_10_X298 (Group IC=0.0505)
10. agg_group_8_X857 (Group IC=0.0547)
11. agg_group_11_X26 (Group IC=0.0517)
12. agg_group_13_X18 (Group IC=0.0495)
13. agg_group_15_X181 (Group IC=0.0398)
14. agg_group_16_X856 (Group IC=0.0473)
15. agg_group_18_X23 (Group IC=0.0394)
16. agg_group_21_X580 (Group IC=0.0375)
17. agg_group_22_X224 (Group IC=0.0331)
18. agg_group_23_X758 (Group IC=0.0389)
19. agg_group_24_X862 (Group IC=0.0408)
20. agg_group_25_X852 (Group IC=0.0407)
21. agg_group_26_X612 (Group IC=0.0342)
22. agg_group_27_X89 (Group IC=0.0315)
23. agg_group_28_X269 (Group IC=0.0377)
24. agg_group_29_X731 (Group IC=0.0318)
25. agg_group_53_X690 (Group IC=0.0252)
26. agg_group_82_X187 (Group IC=0.0231)
6. Top 10 Highest IC Value Features:
1. X21 |IC|=0.0694 (IC=0.0694)
2. X20 |IC|=0.0677 (IC=0.0677)
3. X28 |IC|=0.0641 (IC=0.0641)
4. X863 |IC|=0.0641 (IC=0.0641)
5. X29 |IC|=0.0623 (IC=0.0623)
6. X19 |IC|=0.0623 (IC=0.0623)
7. X27 |IC|=0.0623 (IC=0.0623)
8. X22 |IC|=0.0577 (IC=0.0577)
9. X858 |IC|=0.0573 (IC=0.0573)
10. X219 |IC|=0.0567 (IC=0.0567)
7. Feature Aggregation Details:
Group 1: X21 (IC=0.0643)
Contains Features: X21, X19, X20, X22
Weights: ['0.270', '0.242', '0.263', '0.224']
Group 2: X28 (IC=0.0629)
Contains Features: X28, X27, X29
Weights: ['0.340', '0.330', '0.330']
Group 3: X219 (IC=0.0493)
Contains Features: X219, X217, X218, X225, X226
Weights: ['0.230', '0.187', '0.218', '0.183', '0.183']
Group 4: X531 (IC=0.0484)
Contains Features: X531, X524, X538
Weights: ['0.387', '0.331', '0.282']
Group 5: X287 (IC=0.0470)
Contains Features: X287, X264, X280, X281, X282, X283, X284, X285, X286, X288, X289, X290, X291, X292, X293, X294, X295, X296, X297, X432, X435, X438, X868
Weights: ['0.052', '0.027', '0.037', '0.044', '0.038', '0.046', '0.041', '0.049', '0.045', '0.045', '0.052', '0.045', '0.051', '0.048', '0.051', '0.047', '0.051', '0.047', '0.049', '0.035', '0.034', '0.031', '0.035']
Group 6: X298 (IC=0.0505)
Contains Features: X298, X272, X299, X300, X301, X302, X303
Weights: ['0.150', '0.120', '0.148', '0.149', '0.145', '0.146', '0.141']
Group 7: X30 (IC=0.0409)
Contains Features: X30, X31, X32
Weights: ['0.404', '0.333', '0.263']
Group 8: X465 (IC=0.0426)
Contains Features: X465, X444, X464, X466, X471, X472, X473
Weights: ['0.166', '0.132', '0.135', '0.165', '0.124', '0.142', '0.135']
Group 9: X181 (IC=0.0398)
Contains Features: X181, X95, X131, X137, X139, X169, X173, X175, X179
Weights: ['0.137', '0.120', '0.113', '0.124', '0.085', '0.107', '0.089', '0.128', '0.096']
Group 10: X861 (IC=0.0314)
Contains Features: X861, X525, X532, X539
Weights: ['0.362', '0.158', '0.244', '0.236']
Group 11: X23 (IC=0.0394)
Contains Features: X23, X24
Weights: ['0.571', '0.429']
Group 12: X198 (IC=0.0354)
Contains Features: X198, X196, X197, X204, X205, X211, X212
Weights: ['0.173', '0.139', '0.162', '0.143', '0.149', '0.116', '0.117']
Group 13: X277 (IC=0.0389)
Contains Features: X277, X276, X278, X279
Weights: ['0.271', '0.212', '0.260', '0.257']
Group 14: X580 (IC=0.0375)
Contains Features: X580, X573, X587
Weights: ['0.371', '0.309', '0.320']
Group 15: X224 (IC=0.0331)
Contains Features: X224, X223
Weights: ['0.629', '0.371']
Group 16: X758 (IC=0.0389)
Contains Features: X758, X750, X754
Weights: ['0.355', '0.293', '0.353']
Group 17: X612 (IC=0.0342)
Contains Features: X612, X610, X611
Weights: ['0.395', '0.270', '0.335']
Group 18: X89 (IC=0.0315)
Contains Features: X89, X83, X125, X167, X336, X728
Weights: ['0.215', '0.189', '0.173', '0.135', '0.164', '0.123']
Group 19: X269 (IC=0.0377)
Contains Features: X269, X268, X270, X271
Weights: ['0.263', '0.225', '0.257', '0.255']
Group 20: X731 (IC=0.0318)
Contains Features: X731, X727, X729, X730
Weights: ['0.309', '0.212', '0.271', '0.208']
Group 21: X445 (IC=0.0304)
Contains Features: X445, X443, X450, X451, X452, X457, X458, X459
Weights: ['0.158', '0.130', '0.118', '0.145', '0.141', '0.089', '0.111', '0.107']
Group 22: X373 (IC=0.0380)
Contains Features: X373, X367, X379, X385
Weights: ['0.251', '0.248', '0.250', '0.251']
Group 23: X504 (IC=0.0371)
Contains Features: X504, X511
Weights: ['0.504', '0.496']
Group 24: X540 (IC=0.0373)
Contains Features: X540, X533
Weights: ['0.502', '0.498']
Group 25: X186 (IC=0.0346)
Contains Features: X186, X183, X189
Weights: ['0.359', '0.305', '0.335']
Group 26: X361 (IC=0.0365)
Contains Features: X361, X355
Weights: ['0.509', '0.491']
Group 27: X331 (IC=0.0326)
Contains Features: X331, X325, X337, X343
Weights: ['0.279', '0.263', '0.246', '0.213']
Group 28: X517 (IC=0.0341)
Contains Features: X517, X510
Weights: ['0.530', '0.470']
Group 29: X814 (IC=0.0322)
Contains Features: X814, X806, X810
Weights: ['0.370', '0.283', '0.347']
Group 30: X519 (IC=0.0328)
Contains Features: X519, X512
Weights: ['0.526', '0.474']
Group 31: X266 (IC=0.0327)
Contains Features: X266, X265, X267
Weights: ['0.348', '0.314', '0.338']
Group 32: X588 (IC=0.0330)
Contains Features: X588, X581
Weights: ['0.515', '0.485']
Group 33: X44 (IC=0.0295)
Contains Features: X44, X38, X39, X40, X41, X42, X43, X45, X46, X47, X48, X49, X50, X51, X52, X53, X54
Weights: ['0.066', '0.056', '0.055', '0.065', '0.057', '0.065', '0.059', '0.056', '0.066', '0.056', '0.065', '0.056', '0.064', '0.050', '0.057', '0.050', '0.056']
Group 34: X111 (IC=0.0321)
Contains Features: X111, X105, X117, X153
Weights: ['0.258', '0.238', '0.248', '0.257']
Group 35: X77 (IC=0.0239)
Contains Features: X77, X65, X71, X113, X119, X161
Weights: ['0.230', '0.176', '0.213', '0.110', '0.152', '0.119']
Group 36: X238 (IC=0.0260)
Contains Features: X238, X239, X245, X246, X485, X492
Weights: ['0.211', '0.197', '0.206', '0.202', '0.092', '0.092']
Group 37: X773 (IC=0.0250)
Contains Features: X773, X765, X768, X769, X772, X776, X777
Weights: ['0.186', '0.131', '0.136', '0.168', '0.149', '0.092', '0.138']
Group 38: X384 (IC=0.0276)
Contains Features: X384, X342, X372, X378, X420, X426
Weights: ['0.194', '0.180', '0.151', '0.181', '0.133', '0.161']
Group 39: X319 (IC=0.0314)
Contains Features: X319, X313
Weights: ['0.510', '0.490']
Group 40: X690 (IC=0.0252)
Contains Features: X690, X678, X684, X696
Weights: ['0.316', '0.183', '0.185', '0.316']
Group 41: X203 (IC=0.0216)
Contains Features: X203, X195, X202, X209, X210
Weights: ['0.292', '0.168', '0.159', '0.136', '0.244']
Group 42: X147 (IC=0.0281)
Contains Features: X147, X141, X159
Weights: ['0.374', '0.274', '0.352']
Group 43: X604 (IC=0.0308)
Contains Features: X604, X603, X605
Weights: ['0.340', '0.323', '0.337']
Group 44: X94 (IC=0.0221)
Contains Features: X94, X82, X88, X130, X136, X178
Weights: ['0.236', '0.155', '0.199', '0.145', '0.168', '0.097']
Group 45: X133 (IC=0.0297)
Contains Features: X133, X127
Weights: ['0.519', '0.481']
Group 46: X274 (IC=0.0300)
Contains Features: X274, X273, X275
Weights: ['0.338', '0.331', '0.331']
Group 47: X163 (IC=0.0270)
Contains Features: X163, X121, X151, X157
Weights: ['0.280', '0.259', '0.214', '0.247']
Group 48: X431 (IC=0.0251)
Contains Features: X431, X430, X433, X434, X436, X437
Weights: ['0.200', '0.146', '0.162', '0.185', '0.153', '0.155']
Group 49: X842 (IC=0.0211)
Contains Features: X842, X834, X838
Weights: ['0.451', '0.186', '0.363']
Group 50: X553 (IC=0.0274)
Contains Features: X553, X560
Weights: ['0.513', '0.487']
Group 51: X330 (IC=0.0250)
Contains Features: X330, X324
Weights: ['0.557', '0.443']
Group 52: X233 (IC=0.0268)
Contains Features: X233, X232
Weights: ['0.510', '0.490']
Group 53: X829 (IC=0.0213)
Contains Features: X829, X821, X824, X825, X828, X832, X833
Weights: ['0.183', '0.116', '0.136', '0.152', '0.156', '0.107', '0.151']
Group 54: X880 (IC=0.0230)
Contains Features: X880, X878, X879, X881
Weights: ['0.297', '0.203', '0.266', '0.234']
Group 55: X56 (IC=0.0257)
Contains Features: X56, X55
Weights: ['0.527', '0.473']
Group 56: X187 (IC=0.0231)
Contains Features: X187, X33, X34, X35, X184, X185, X188, X190, X191
Weights: ['0.129', '0.084', '0.115', '0.093', '0.128', '0.099', '0.109', '0.126', '0.117']
Group 57: X566 (IC=0.0255)
Contains Features: X566, X559
Weights: ['0.522', '0.478']
Group 58: X115 (IC=0.0242)
Contains Features: X115, X109
Weights: ['0.542', '0.458']
Group 59: X237 (IC=0.0192)
Contains Features: X237, X236, X243, X244, X484, X491
Weights: ['0.222', '0.175', '0.158', '0.203', '0.126', '0.117']
Group 60: X36 (IC=0.0242)
Contains Features: X36, X37
Weights: ['0.526', '0.474']
Group 61: X579 (IC=0.0201)
Contains Features: X579, X572, X586
Weights: ['0.412', '0.373', '0.215']
Group 62: X123 (IC=0.0162)
Contains Features: X123, X129, X135, X165, X171
Weights: ['0.306', '0.202', '0.094', '0.244', '0.154']
Group 63: X506 (IC=0.0237)
Contains Features: X506, X508
Weights: ['0.519', '0.481']
Group 64: X247 (IC=0.0151)
Contains Features: X247, X240, X487, X494
Weights: ['0.400', '0.365', '0.109', '0.126']
Group 65: X686 (IC=0.0179)
Contains Features: X686, X662, X668, X674, X680, X683, X692, X695
Weights: ['0.169', '0.097', '0.063', '0.148', '0.105', '0.145', '0.123', '0.149']
Group 66: X602 (IC=0.0203)
Contains Features: X602, X600, X601
Weights: ['0.394', '0.279', '0.326']
Group 67: X216 (IC=0.0157)
Contains Features: X216, X215, X222
Weights: ['0.508', '0.229', '0.263']
Group 68: X79 (IC=0.0215)
Contains Features: X79, X67, X73, X85
Weights: ['0.273', '0.233', '0.266', '0.228']
Group 69: X479 (IC=0.0217)
Contains Features: X479, X478, X480
Weights: ['0.360', '0.302', '0.337']
Group 70: X63 (IC=0.0206)
Contains Features: X63, X57, X69, X75
Weights: ['0.276', '0.221', '0.271', '0.232']
Group 71: X865 (IC=0.0213)
Contains Features: X865, X17, X25
Weights: ['0.350', '0.302', '0.349']
Group 72: X231 (IC=0.0178)
Contains Features: X231, X230
Weights: ['0.625', '0.375']
Group 73: X609 (IC=0.0207)
Contains Features: X609, X607, X608
Weights: ['0.356', '0.309', '0.335']
Group 74: X513 (IC=0.0217)
Contains Features: X513, X515
Weights: ['0.503', '0.497']
Group 75: X653 (IC=0.0181)
Contains Features: X653, X641, X659, X665
Weights: ['0.284', '0.276', '0.230', '0.210']
Group 76: X10 (IC=0.0198)
Contains Features: X10, X11
Weights: ['0.513', '0.487']
Group 77: X366 (IC=0.0160)
Contains Features: X366, X354, X360, X408
Weights: ['0.317', '0.224', '0.279', '0.179']
Group 78: X318 (IC=0.0189)
Contains Features: X318, X312
Weights: ['0.523', '0.477']
Group 79: X428 (IC=0.0140)
Contains Features: X428, X380, X386, X416, X422
Weights: ['0.276', '0.198', '0.128', '0.158', '0.240']
Group 80: X786 (IC=0.0131)
Contains Features: X786, X778, X782
Weights: ['0.489', '0.146', '0.365']
Group 81: X14 (IC=0.0142)
Contains Features: X14, X9, X12, X13, X15, X16
Weights: ['0.226', '0.003', '0.195', '0.186', '0.212', '0.177']
Group 82: X394 (IC=0.0172)
Contains Features: X394, X388, X400, X406
Weights: ['0.279', '0.226', '0.268', '0.227']
Group 83: X764 (IC=0.0147)
Contains Features: X764, X760, X761
Weights: ['0.428', '0.262', '0.310']
Group 84: X677 (IC=0.0176)
Contains Features: X677, X671, X689
Weights: ['0.357', '0.288', '0.356']
Group 85: X352 (IC=0.0157)
Contains Features: X352, X346, X358, X364
Weights: ['0.282', '0.264', '0.252', '0.202']
Group 86: X499 (IC=0.0156)
Contains Features: X499, X501
Weights: ['0.565', '0.435']
Group 87: X726 (IC=0.0132)
Contains Features: X726, X724, X725
Weights: ['0.437', '0.192', '0.371']
Group 88: X145 (IC=0.0158)
Contains Features: X145, X103
Weights: ['0.548', '0.452']
Group 89: X362 (IC=0.0132)
Contains Features: X362, X356, X368, X398, X404, X410
Weights: ['0.216', '0.209', '0.201', '0.133', '0.128', '0.113']
Group 90: X340 (IC=0.0147)
Contains Features: X340, X328, X334
Weights: ['0.385', '0.260', '0.355']
Group 91: X418 (IC=0.0163)
Contains Features: X418, X412, X424
Weights: ['0.346', '0.322', '0.332']
Group 92: X470 (IC=0.0107)
Contains Features: X470, X442, X449, X456, X463, X469, X476, X477
Weights: ['0.196', '0.166', '0.162', '0.120', '0.150', '0.090', '0.029', '0.086']
Group 93: X382 (IC=0.0154)
Contains Features: X382, X370, X376
Weights: ['0.360', '0.293', '0.346']
Group 94: X882 (IC=0.0149)
Contains Features: X882, X883
Weights: ['0.557', '0.443']
Group 95: X124 (IC=0.0106)
Contains Features: X124, X118, X166, X172
Weights: ['0.384', '0.192', '0.187', '0.236']
Group 96: X310 (IC=0.0138)
Contains Features: X310, X304, X316, X322
Weights: ['0.296', '0.274', '0.250', '0.180']
Group 97: X650 (IC=0.0133)
Contains Features: X650, X638, X656
Weights: ['0.406', '0.384', '0.209']
Group 98: X820 (IC=0.0129)
Contains Features: X820, X816, X817
Weights: ['0.417', '0.288', '0.295']
Group 99: X81 (IC=0.0134)
Contains Features: X81, X87, X93
Weights: ['0.396', '0.342', '0.262']
Group 100: X162 (IC=0.0154)
Contains Features: X162, X150, X156, X168
Weights: ['0.257', '0.250', '0.253', '0.240']
Group 101: X2 (IC=0.0115)
Contains Features: X2, X3, X4
Weights: ['0.456', '0.355', '0.189']
Group 102: X746 (IC=0.0079)
Contains Features: X746, X738, X742
Weights: ['0.662', '0.055', '0.283']
Group 103: X688 (IC=0.0146)
Contains Features: X688, X664, X676, X682, X694
Weights: ['0.214', '0.170', '0.211', '0.198', '0.206']
Group 104: X565 (IC=0.0114)
Contains Features: X565, X558
Weights: ['0.683', '0.317']
Group 105: X629 (IC=0.0123)
Contains Features: X629, X617
Weights: ['0.628', '0.372']
Group 106: X520 (IC=0.0139)
Contains Features: X520, X522
Weights: ['0.552', '0.448']
Group 107: X781 (IC=0.0083)
Contains Features: X781, X780, X784, X785
Weights: ['0.461', '0.223', '0.069', '0.248']
Group 108: X837 (IC=0.0094)
Contains Features: X837, X836, X840, X841
Weights: ['0.404', '0.218', '0.072', '0.306']
Group 109: X802 (IC=0.0096)
Contains Features: X802, X794, X798
Weights: ['0.518', '0.180', '0.303']
Group 110: X235 (IC=0.0118)
Contains Features: X235, X242, X482, X489
Weights: ['0.316', '0.285', '0.200', '0.198']
Group 111: X649 (IC=0.0135)
Contains Features: X649, X625, X637, X643, X655, X661, X667
Weights: ['0.156', '0.122', '0.152', '0.143', '0.145', '0.148', '0.134']
Group 112: X427 (IC=0.0109)
Contains Features: X427, X415, X421
Weights: ['0.421', '0.253', '0.326']
Group 113: X673 (IC=0.0122)
Contains Features: X673, X679, X685, X691
Weights: ['0.281', '0.258', '0.236', '0.225']
Group 114: X60 (IC=0.0112)
Contains Features: X60, X66
Weights: ['0.594', '0.406']
Group 115: X152 (IC=0.0113)
Contains Features: X152, X62, X68, X74, X80, X104, X110, X116, X122, X146, X158, X164, X309, X315, X321, X351, X357, X363, X393, X399, X405
Weights: ['0.056', '0.054', '0.056', '0.051', '0.034', '0.054', '0.056', '0.051', '0.034', '0.054', '0.051', '0.034', '0.052', '0.048', '0.039', '0.052', '0.048', '0.039', '0.052', '0.048', '0.039']
Group 116: X91 (IC=0.0085)
Contains Features: X91, X97
Weights: ['0.777', '0.223']
Group 117: X262 (IC=0.0092)
Contains Features: X262, X256, X260, X261, X263
Weights: ['0.288', '0.017', '0.148', '0.278', '0.269']
Group 118: X890 (IC=0.0061)
Contains Features: X890, X888, X889
Weights: ['0.714', '0.041', '0.245']
Group 119: X350 (IC=0.0108)
Contains Features: X350, X392
Weights: ['0.602', '0.398']
Group 120: X766 (IC=0.0103)
Contains Features: X766, X762, X770, X774
Weights: ['0.306', '0.264', '0.272', '0.158']
Group 121: X483 (IC=0.0119)
Contains Features: X483, X490
Weights: ['0.514', '0.486']
Group 122: X155 (IC=0.0094)
Contains Features: X155, X107, X149
Weights: ['0.430', '0.342', '0.228']
Group 123: X460 (IC=0.0048)
Contains Features: X460, X439, X461, X467
Weights: ['0.615', '0.035', '0.319', '0.031']
Group 124: X853 (IC=0.0089)
Contains Features: X853, X854
Weights: ['0.656', '0.344']
Group 125: X353 (IC=0.0085)
Contains Features: X353, X311, X317, X347, X359, X365, X395, X401
Weights: ['0.172', '0.152', '0.157', '0.149', '0.165', '0.121', '0.048', '0.037']
Group 126: X102 (IC=0.0104)
Contains Features: X102, X108
Weights: ['0.558', '0.442']
Group 127: X345 (IC=0.0068)
Contains Features: X345, X92, X98, X134, X140, X176, X182, X333, X339, X375, X381, X387, X417, X423, X429
Weights: ['0.111', '0.053', '0.099', '0.053', '0.099', '0.053', '0.099', '0.010', '0.059', '0.010', '0.059', '0.111', '0.010', '0.059', '0.111']
Group 128: X90 (IC=0.0074)
Contains Features: X90, X78, X84, X96
Weights: ['0.384', '0.032', '0.289', '0.295']
Group 129: X76 (IC=0.0090)
Contains Features: X76, X64, X70, X112, X160
Weights: ['0.254', '0.230', '0.231', '0.138', '0.148']
Group 130: X670 (IC=0.0097)
Contains Features: X670, X652, X658
Weights: ['0.388', '0.320', '0.291']
Group 131: X257 (IC=0.0092)
Contains Features: X257, X258
Weights: ['0.610', '0.390']
Group 132: sell_qty (IC=0.0095)
Contains Features: sell_qty, buy_qty, volume, X594, X596
Weights: ['0.235', '0.118', '0.185', '0.232', '0.230']
Group 133: X326 (IC=0.0094)
Contains Features: X326, X314, X320, X332
Weights: ['0.293', '0.196', '0.251', '0.260']
Group 134: X493 (IC=0.0109)
Contains Features: X493, X486
Weights: ['0.505', '0.495']
Group 135: X631 (IC=0.0080)
Contains Features: X631, X613, X619
Weights: ['0.454', '0.285', '0.261']
Group 136: X174 (IC=0.0079)
Contains Features: X174, X180
Weights: ['0.673', '0.327']
Group 137: X741 (IC=0.0091)
Contains Features: X741, X736, X737, X740, X744, X745
Weights: ['0.194', '0.143', '0.163', '0.174', '0.151', '0.174']
Group 138: X845 (IC=0.0044)
Contains Features: X845, X214, X722, X723
Weights: ['0.548', '0.121', '0.024', '0.308']
Group 139: X718 (IC=0.0060)
Contains Features: X718, X719, X720, X721
Weights: ['0.394', '0.317', '0.212', '0.078']
Group 140: X516 (IC=0.0082)
Contains Features: X516, X509
Weights: ['0.573', '0.427']
Group 141: X448 (IC=0.0057)
Contains Features: X448, X440, X441, X447, X454, X455, X468, X475
Weights: ['0.205', '0.116', '0.186', '0.151', '0.114', '0.154', '0.074', '0.001']
Group 142: X344 (IC=0.0085)
Contains Features: X344, X338
Weights: ['0.536', '0.464']
Group 143: X687 (IC=0.0050)
Contains Features: X687, X675, X681, X693
Weights: ['0.444', '0.126', '0.060', '0.370']
Group 144: X402 (IC=0.0066)
Contains Features: X402, X396
Weights: ['0.671', '0.329']
Group 145: X323 (IC=0.0048)
Contains Features: X323, X329
Weights: ['0.904', '0.096']
Group 146: X248 (IC=0.0079)
Contains Features: X248, X253, X254, X255
Weights: ['0.274', '0.216', '0.260', '0.251']
Group 147: X523 (IC=0.0064)
Contains Features: X523, X530
Weights: ['0.673', '0.327']
Group 148: X801 (IC=0.0059)
Contains Features: X801, X793, X796, X797, X800, X804, X805
Weights: ['0.207', '0.093', '0.134', '0.173', '0.158', '0.118', '0.116']
Group 149: X192 (IC=0.0058)
Contains Features: X192, X193, X199, X200, X206, X220, X227
Weights: ['0.205', '0.071', '0.193', '0.073', '0.196', '0.084', '0.178']
Group 150: X640 (IC=0.0067)
Contains Features: X640, X628, X634, X646
Weights: ['0.301', '0.215', '0.201', '0.283']
Group 151: X818 (IC=0.0072)
Contains Features: X818, X822
Weights: ['0.555', '0.445']
Group 152: X249 (IC=0.0042)
Contains Features: X249, X250, X251
Weights: ['0.623', '0.223', '0.154']
Group 153: X148 (IC=0.0063)
Contains Features: X148, X106, X142, X154
Weights: ['0.300', '0.233', '0.167', '0.299']
Group 154: X58 (IC=0.0055)
Contains Features: X58, X100
Weights: ['0.690', '0.310']
Group 155: X752 (IC=0.0038)
Contains Features: X752, X748, X749, X753, X756, X757
Weights: ['0.322', '0.155', '0.009', '0.109', '0.313', '0.092']
Group 156: X114 (IC=0.0037)
Contains Features: X114, X120, X126
Weights: ['0.588', '0.244', '0.168']
Group 157: order_flow_imbalance (IC=0.0060)
Contains Features: order_flow_imbalance, selling_pressure
Weights: ['0.504', '0.496']
Group 158: X229 (IC=0.0038)
Contains Features: X229, X228
Weights: ['0.783', '0.217']
Group 159: X1 (IC=0.0029)
Contains Features: X1, X5, X6, X7, X8
Weights: ['0.411', '0.071', '0.106', '0.177', '0.235']
Group 160: X409 (IC=0.0045)
Contains Features: X409, X397, X403
Weights: ['0.440', '0.283', '0.277']
Group 161: X733 (IC=0.0055)
Contains Features: X733, X732
Weights: ['0.534', '0.466']
Group 162: X194 (IC=0.0045)
Contains Features: X194, X201, X207, X208, X221
Weights: ['0.255', '0.242', '0.159', '0.191', '0.152']
Group 163: X666 (IC=0.0037)
Contains Features: X666, X654, X660, X672
Weights: ['0.384', '0.064', '0.216', '0.336']
Group 164: X327 (IC=0.0025)
Contains Features: X327, X86, X128, X170, X369, X411
Weights: ['0.325', '0.008', '0.008', '0.008', '0.325', '0.325']
Group 165: X826 (IC=0.0033)
Contains Features: X826, X830
Weights: ['0.749', '0.251']
Group 166: X234 (IC=0.0040)
Contains Features: X234, X241, X481, X488
Weights: ['0.298', '0.253', '0.236', '0.213']
Group 167: X597 (IC=0.0040)
Contains Features: X597, X595
Weights: ['0.542', '0.458']
Group 168: X657 (IC=0.0016)
Contains Features: X657, X639, X651, X663, X669
Weights: ['0.520', '0.068', '0.060', '0.108', '0.243']
Group 169: X413 (IC=0.0017)
Contains Features: X413, X371, X377, X407, X419, X425
Weights: ['0.386', '0.025', '0.161', '0.003', '0.210', '0.216']
Group 170: X808 (IC=0.0016)
Contains Features: X808, X809, X812, X813
Weights: ['0.510', '0.373', '0.062', '0.055']
Group 171: X138 (IC=0.0019)
Contains Features: X138, X132
Weights: ['0.830', '0.170']
Group 172: X446 (IC=0.0022)
Contains Features: X446, X453, X474
Weights: ['0.457', '0.320', '0.223']
Group 173: X792 (IC=0.0013)
Contains Features: X792, X788, X789
Weights: ['0.740', '0.118', '0.142']
Group 174: X624 (IC=0.0026)
Contains Features: X624, X618
Weights: ['0.565', '0.435']
Group 175: X621 (IC=0.0024)
Contains Features: X621, X615
Weights: ['0.613', '0.387']
Group 176: X636 (IC=0.0023)
Contains Features: X636, X630
Weights: ['0.577', '0.423']
Group 177: X616 (IC=0.0024)
Contains Features: X616, X622
Weights: ['0.553', '0.447']
Group 178: X885 (IC=0.0017)
Contains Features: X885, X884, X886, X887
Weights: ['0.371', '0.334', '0.242', '0.053']
Group 179: X874 (IC=0.0019)
Contains Features: X874, X873
Weights: ['0.503', '0.497']
Group 180: X335 (IC=0.0007)
Contains Features: X335, X341, X383
Weights: ['0.452', '0.231', '0.318'] |