============================================================ 特征分析报告 ============================================================ 1. 基本统计信息: 总特征数量: 903 平均IC值: 0.0181 IC值标准差: 0.0139 最大IC值: 0.0694 最小IC值: 0.0000 正IC值特征数量: 876 负IC值特征数量: 0 2. 高相关性分析 (|相关系数| > 0.8): 高相关特征对数量: 2283 相关系数矩阵密度: 0.0056 3. 特征聚合结果: 特征组数量: 364 单独特征组: 184 聚合特征组: 180 平均聚合组大小: 3.99 4. 前10个最高IC值特征: 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) 5. 特征聚合详情: 组 1: X21 (IC=0.0643) 包含特征: X21, X19, X20, X22 权重: ['0.270', '0.242', '0.263', '0.224'] 组 2: X28 (IC=0.0629) 包含特征: X28, X27, X29 权重: ['0.340', '0.330', '0.330'] 组 3: X219 (IC=0.0493) 包含特征: X219, X217, X218, X225, X226 权重: ['0.230', '0.187', '0.218', '0.183', '0.183'] 组 4: X531 (IC=0.0484) 包含特征: X531, X524, X538 权重: ['0.387', '0.331', '0.282'] 组 5: X287 (IC=0.0470) 包含特征: X287, X264, X280, X281, X282, X283, X284, X285, X286, X288, X289, X290, X291, X292, X293, X294, X295, X296, X297, X432, X435, X438, X868 权重: ['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'] 组 6: X298 (IC=0.0505) 包含特征: X298, X272, X299, X300, X301, X302, X303 权重: ['0.150', '0.120', '0.148', '0.149', '0.145', '0.146', '0.141'] 组 7: X30 (IC=0.0409) 包含特征: X30, X31, X32 权重: ['0.404', '0.333', '0.263'] 组 8: X465 (IC=0.0426) 包含特征: X465, X444, X464, X466, X471, X472, X473 权重: ['0.166', '0.132', '0.135', '0.165', '0.124', '0.142', '0.135'] 组 9: X181 (IC=0.0398) 包含特征: X181, X95, X131, X137, X139, X169, X173, X175, X179 权重: ['0.137', '0.120', '0.113', '0.124', '0.085', '0.107', '0.089', '0.128', '0.096'] 组 10: X861 (IC=0.0314) 包含特征: X861, X525, X532, X539 权重: ['0.362', '0.158', '0.244', '0.236'] 组 11: X23 (IC=0.0394) 包含特征: X23, X24 权重: ['0.571', '0.429'] 组 12: X198 (IC=0.0354) 包含特征: X198, X196, X197, X204, X205, X211, X212 权重: ['0.173', '0.139', '0.162', '0.143', '0.149', '0.116', '0.117'] 组 13: X277 (IC=0.0389) 包含特征: X277, X276, X278, X279 权重: ['0.271', '0.212', '0.260', '0.257'] 组 14: X580 (IC=0.0375) 包含特征: X580, X573, X587 权重: ['0.371', '0.309', '0.320'] 组 15: X224 (IC=0.0331) 包含特征: X224, X223 权重: ['0.629', '0.371'] 组 16: X758 (IC=0.0389) 包含特征: X758, X750, X754 权重: ['0.355', '0.293', '0.353'] 组 17: X612 (IC=0.0342) 包含特征: X612, X610, X611 权重: ['0.395', '0.270', '0.335'] 组 18: X89 (IC=0.0315) 包含特征: X89, X83, X125, X167, X336, X728 权重: ['0.215', '0.189', '0.173', '0.135', '0.164', '0.123'] 组 19: X269 (IC=0.0377) 包含特征: X269, X268, X270, X271 权重: ['0.263', '0.225', '0.257', '0.255'] 组 20: X731 (IC=0.0318) 包含特征: X731, X727, X729, X730 权重: ['0.309', '0.212', '0.271', '0.208'] 组 21: X445 (IC=0.0304) 包含特征: X445, X443, X450, X451, X452, X457, X458, X459 权重: ['0.158', '0.130', '0.118', '0.145', '0.141', '0.089', '0.111', '0.107'] 组 22: X373 (IC=0.0380) 包含特征: X373, X367, X379, X385 权重: ['0.251', '0.248', '0.250', '0.251'] 组 23: X504 (IC=0.0371) 包含特征: X504, X511 权重: ['0.504', '0.496'] 组 24: X540 (IC=0.0373) 包含特征: X540, X533 权重: ['0.502', '0.498'] 组 25: X186 (IC=0.0346) 包含特征: X186, X183, X189 权重: ['0.359', '0.305', '0.335'] 组 26: X361 (IC=0.0365) 包含特征: X361, X355 权重: ['0.509', '0.491'] 组 27: X331 (IC=0.0326) 包含特征: X331, X325, X337, X343 权重: ['0.279', '0.263', '0.246', '0.213'] 组 28: X517 (IC=0.0341) 包含特征: X517, X510 权重: ['0.530', '0.470'] 组 29: X814 (IC=0.0322) 包含特征: X814, X806, X810 权重: ['0.370', '0.283', '0.347'] 组 30: X519 (IC=0.0328) 包含特征: X519, X512 权重: ['0.526', '0.474'] 组 31: X266 (IC=0.0327) 包含特征: X266, X265, X267 权重: ['0.348', '0.314', '0.338'] 组 32: X588 (IC=0.0330) 包含特征: X588, X581 权重: ['0.515', '0.485'] 组 33: X44 (IC=0.0295) 包含特征: X44, X38, X39, X40, X41, X42, X43, X45, X46, X47, X48, X49, X50, X51, X52, X53, X54 权重: ['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'] 组 34: X111 (IC=0.0321) 包含特征: X111, X105, X117, X153 权重: ['0.258', '0.238', '0.248', '0.257'] 组 35: X77 (IC=0.0239) 包含特征: X77, X65, X71, X113, X119, X161 权重: ['0.230', '0.176', '0.213', '0.110', '0.152', '0.119'] 组 36: X238 (IC=0.0260) 包含特征: X238, X239, X245, X246, X485, X492 权重: ['0.211', '0.197', '0.206', '0.202', '0.092', '0.092'] 组 37: X773 (IC=0.0244) 包含特征: X773, X765, X768, X769, X772, X776, X777, X859 权重: ['0.167', '0.118', '0.122', '0.150', '0.134', '0.082', '0.124', '0.103'] 组 38: X384 (IC=0.0276) 包含特征: X384, X342, X372, X378, X420, X426 权重: ['0.194', '0.180', '0.151', '0.181', '0.133', '0.161'] 组 39: X319 (IC=0.0314) 包含特征: X319, X313 权重: ['0.510', '0.490'] 组 40: X690 (IC=0.0252) 包含特征: X690, X678, X684, X696 权重: ['0.316', '0.183', '0.185', '0.316'] 组 41: X203 (IC=0.0216) 包含特征: X203, X195, X202, X209, X210 权重: ['0.292', '0.168', '0.159', '0.136', '0.244'] 组 42: X147 (IC=0.0281) 包含特征: X147, X141, X159 权重: ['0.374', '0.274', '0.352'] 组 43: X604 (IC=0.0308) 包含特征: X604, X603, X605 权重: ['0.340', '0.323', '0.337'] 组 44: X94 (IC=0.0221) 包含特征: X94, X82, X88, X130, X136, X178 权重: ['0.236', '0.155', '0.199', '0.145', '0.168', '0.097'] 组 45: X133 (IC=0.0297) 包含特征: X133, X127 权重: ['0.519', '0.481'] 组 46: X274 (IC=0.0300) 包含特征: X274, X273, X275 权重: ['0.338', '0.331', '0.331'] 组 47: X163 (IC=0.0270) 包含特征: X163, X121, X151, X157 权重: ['0.280', '0.259', '0.214', '0.247'] 组 48: X431 (IC=0.0251) 包含特征: X431, X430, X433, X434, X436, X437 权重: ['0.200', '0.146', '0.162', '0.185', '0.153', '0.155'] 组 49: X842 (IC=0.0211) 包含特征: X842, X834, X838 权重: ['0.451', '0.186', '0.363'] 组 50: X553 (IC=0.0274) 包含特征: X553, X560 权重: ['0.513', '0.487'] 组 51: X330 (IC=0.0250) 包含特征: X330, X324 权重: ['0.557', '0.443'] 组 52: X233 (IC=0.0268) 包含特征: X233, X232 权重: ['0.510', '0.490'] 组 53: X829 (IC=0.0213) 包含特征: X829, X821, X824, X825, X828, X832, X833 权重: ['0.183', '0.116', '0.136', '0.152', '0.156', '0.107', '0.151'] 组 54: X880 (IC=0.0230) 包含特征: X880, X878, X879, X881 权重: ['0.297', '0.203', '0.266', '0.234'] 组 55: X56 (IC=0.0257) 包含特征: X56, X55 权重: ['0.527', '0.473'] 组 56: X187 (IC=0.0231) 包含特征: X187, X33, X34, X35, X184, X185, X188, X190, X191 权重: ['0.129', '0.084', '0.115', '0.093', '0.128', '0.099', '0.109', '0.126', '0.117'] 组 57: X566 (IC=0.0255) 包含特征: X566, X559 权重: ['0.522', '0.478'] 组 58: X115 (IC=0.0242) 包含特征: X115, X109 权重: ['0.542', '0.458'] 组 59: X237 (IC=0.0192) 包含特征: X237, X236, X243, X244, X484, X491 权重: ['0.222', '0.175', '0.158', '0.203', '0.126', '0.117'] 组 60: X36 (IC=0.0242) 包含特征: X36, X37 权重: ['0.526', '0.474'] 组 61: X579 (IC=0.0201) 包含特征: X579, X572, X586 权重: ['0.412', '0.373', '0.215'] 组 62: X123 (IC=0.0162) 包含特征: X123, X129, X135, X165, X171 权重: ['0.306', '0.202', '0.094', '0.244', '0.154'] 组 63: X506 (IC=0.0237) 包含特征: X506, X508 权重: ['0.519', '0.481'] 组 64: X247 (IC=0.0151) 包含特征: X247, X240, X487, X494 权重: ['0.400', '0.365', '0.109', '0.126'] 组 65: X686 (IC=0.0179) 包含特征: X686, X662, X668, X674, X680, X683, X692, X695 权重: ['0.169', '0.097', '0.063', '0.148', '0.105', '0.145', '0.123', '0.149'] 组 66: X602 (IC=0.0203) 包含特征: X602, X600, X601 权重: ['0.394', '0.279', '0.326'] 组 67: X216 (IC=0.0157) 包含特征: X216, X215, X222 权重: ['0.508', '0.229', '0.263'] 组 68: X79 (IC=0.0215) 包含特征: X79, X67, X73, X85 权重: ['0.273', '0.233', '0.266', '0.228'] 组 69: X479 (IC=0.0217) 包含特征: X479, X478, X480 权重: ['0.360', '0.302', '0.337'] 组 70: X63 (IC=0.0206) 包含特征: X63, X57, X69, X75 权重: ['0.276', '0.221', '0.271', '0.232'] 组 71: X865 (IC=0.0213) 包含特征: X865, X17, X25 权重: ['0.350', '0.302', '0.349'] 组 72: X231 (IC=0.0178) 包含特征: X231, X230 权重: ['0.625', '0.375'] 组 73: X609 (IC=0.0207) 包含特征: X609, X607, X608 权重: ['0.356', '0.309', '0.335'] 组 74: X513 (IC=0.0217) 包含特征: X513, X515 权重: ['0.503', '0.497'] 组 75: X653 (IC=0.0181) 包含特征: X653, X641, X659, X665 权重: ['0.284', '0.276', '0.230', '0.210'] 组 76: X10 (IC=0.0198) 包含特征: X10, X11 权重: ['0.513', '0.487'] 组 77: X366 (IC=0.0160) 包含特征: X366, X354, X360, X408 权重: ['0.317', '0.224', '0.279', '0.179'] 组 78: X318 (IC=0.0189) 包含特征: X318, X312 权重: ['0.523', '0.477'] 组 79: X428 (IC=0.0140) 包含特征: X428, X380, X386, X416, X422 权重: ['0.276', '0.198', '0.128', '0.158', '0.240'] 组 80: X786 (IC=0.0131) 包含特征: X786, X778, X782 权重: ['0.489', '0.146', '0.365'] 组 81: X14 (IC=0.0142) 包含特征: X14, X9, X12, X13, X15, X16 权重: ['0.226', '0.003', '0.195', '0.186', '0.212', '0.177'] 组 82: X394 (IC=0.0172) 包含特征: X394, X388, X400, X406 权重: ['0.279', '0.226', '0.268', '0.227'] 组 83: X764 (IC=0.0147) 包含特征: X764, X760, X761 权重: ['0.428', '0.262', '0.310'] 组 84: X677 (IC=0.0176) 包含特征: X677, X671, X689 权重: ['0.357', '0.288', '0.356'] 组 85: X352 (IC=0.0157) 包含特征: X352, X346, X358, X364 权重: ['0.282', '0.264', '0.252', '0.202'] 组 86: X499 (IC=0.0156) 包含特征: X499, X501 权重: ['0.565', '0.435'] 组 87: X726 (IC=0.0132) 包含特征: X726, X724, X725 权重: ['0.437', '0.192', '0.371'] 组 88: X145 (IC=0.0158) 包含特征: X145, X103 权重: ['0.548', '0.452'] 组 89: X362 (IC=0.0132) 包含特征: X362, X356, X368, X398, X404, X410 权重: ['0.216', '0.209', '0.201', '0.133', '0.128', '0.113'] 组 90: X340 (IC=0.0147) 包含特征: X340, X328, X334 权重: ['0.385', '0.260', '0.355'] 组 91: X418 (IC=0.0163) 包含特征: X418, X412, X424 权重: ['0.346', '0.322', '0.332'] 组 92: X470 (IC=0.0107) 包含特征: X470, X442, X449, X456, X463, X469, X476, X477 权重: ['0.196', '0.166', '0.162', '0.120', '0.150', '0.090', '0.029', '0.086'] 组 93: X382 (IC=0.0154) 包含特征: X382, X370, X376 权重: ['0.360', '0.293', '0.346'] 组 94: X882 (IC=0.0149) 包含特征: X882, X883 权重: ['0.557', '0.443'] 组 95: X124 (IC=0.0106) 包含特征: X124, X118, X166, X172 权重: ['0.384', '0.192', '0.187', '0.236'] 组 96: X310 (IC=0.0138) 包含特征: X310, X304, X316, X322 权重: ['0.296', '0.274', '0.250', '0.180'] 组 97: X650 (IC=0.0133) 包含特征: X650, X638, X656 权重: ['0.406', '0.384', '0.209'] 组 98: X820 (IC=0.0129) 包含特征: X820, X816, X817 权重: ['0.417', '0.288', '0.295'] 组 99: X81 (IC=0.0134) 包含特征: X81, X87, X93 权重: ['0.396', '0.342', '0.262'] 组 100: X162 (IC=0.0154) 包含特征: X162, X150, X156, X168 权重: ['0.257', '0.250', '0.253', '0.240'] 组 101: X2 (IC=0.0115) 包含特征: X2, X3, X4 权重: ['0.456', '0.355', '0.189'] 组 102: X746 (IC=0.0079) 包含特征: X746, X738, X742 权重: ['0.662', '0.055', '0.283'] 组 103: X688 (IC=0.0146) 包含特征: X688, X664, X676, X682, X694 权重: ['0.214', '0.170', '0.211', '0.198', '0.206'] 组 104: X565 (IC=0.0114) 包含特征: X565, X558 权重: ['0.683', '0.317'] 组 105: X629 (IC=0.0123) 包含特征: X629, X617 权重: ['0.628', '0.372'] 组 106: X520 (IC=0.0139) 包含特征: X520, X522 权重: ['0.552', '0.448'] 组 107: X781 (IC=0.0083) 包含特征: X781, X780, X784, X785 权重: ['0.461', '0.223', '0.069', '0.248'] 组 108: X837 (IC=0.0094) 包含特征: X837, X836, X840, X841 权重: ['0.404', '0.218', '0.072', '0.306'] 组 109: X802 (IC=0.0096) 包含特征: X802, X794, X798 权重: ['0.518', '0.180', '0.303'] 组 110: X235 (IC=0.0118) 包含特征: X235, X242, X482, X489 权重: ['0.316', '0.285', '0.200', '0.198'] 组 111: X649 (IC=0.0135) 包含特征: X649, X625, X637, X643, X655, X661, X667 权重: ['0.156', '0.122', '0.152', '0.143', '0.145', '0.148', '0.134'] 组 112: X427 (IC=0.0109) 包含特征: X427, X415, X421 权重: ['0.421', '0.253', '0.326'] 组 113: X673 (IC=0.0122) 包含特征: X673, X679, X685, X691 权重: ['0.281', '0.258', '0.236', '0.225'] 组 114: X60 (IC=0.0112) 包含特征: X60, X66 权重: ['0.594', '0.406'] 组 115: X110 (IC=0.0113) 包含特征: X110, X62, X68, X74, X80, X104, X116, X122, X146, X152, X158, X164, X309, X315, X321, X351, X357, X363, X393, X399, X405 权重: ['0.056', '0.054', '0.056', '0.051', '0.034', '0.054', '0.051', '0.034', '0.054', '0.056', '0.051', '0.034', '0.052', '0.048', '0.039', '0.052', '0.048', '0.039', '0.052', '0.048', '0.039'] 组 116: X91 (IC=0.0085) 包含特征: X91, X97 权重: ['0.777', '0.223'] 组 117: X262 (IC=0.0092) 包含特征: X262, X256, X260, X261, X263 权重: ['0.288', '0.017', '0.148', '0.278', '0.269'] 组 118: X890 (IC=0.0061) 包含特征: X890, X888, X889 权重: ['0.714', '0.041', '0.245'] 组 119: X350 (IC=0.0108) 包含特征: X350, X392 权重: ['0.602', '0.398'] 组 120: X766 (IC=0.0103) 包含特征: X766, X762, X770, X774 权重: ['0.306', '0.264', '0.272', '0.158'] 组 121: X483 (IC=0.0119) 包含特征: X483, X490 权重: ['0.514', '0.486'] 组 122: X155 (IC=0.0094) 包含特征: X155, X107, X149 权重: ['0.430', '0.342', '0.228'] 组 123: X460 (IC=0.0048) 包含特征: X460, X439, X461, X467 权重: ['0.615', '0.035', '0.319', '0.031'] 组 124: X853 (IC=0.0089) 包含特征: X853, X854 权重: ['0.656', '0.344'] 组 125: X353 (IC=0.0085) 包含特征: X353, X311, X317, X347, X359, X365, X395, X401 权重: ['0.172', '0.152', '0.157', '0.149', '0.165', '0.121', '0.048', '0.037'] 组 126: X102 (IC=0.0104) 包含特征: X102, X108 权重: ['0.558', '0.442'] 组 127: X345 (IC=0.0068) 包含特征: X345, X92, X98, X134, X140, X176, X182, X333, X339, X375, X381, X387, X417, X423, X429 权重: ['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'] 组 128: X90 (IC=0.0074) 包含特征: X90, X78, X84, X96 权重: ['0.384', '0.032', '0.289', '0.295'] 组 129: X76 (IC=0.0090) 包含特征: X76, X64, X70, X112, X160 权重: ['0.254', '0.230', '0.231', '0.138', '0.148'] 组 130: X670 (IC=0.0097) 包含特征: X670, X652, X658 权重: ['0.388', '0.320', '0.291'] 组 131: X257 (IC=0.0092) 包含特征: X257, X258 权重: ['0.610', '0.390'] 组 132: sell_qty (IC=0.0095) 包含特征: sell_qty, buy_qty, volume, X594, X596 权重: ['0.235', '0.118', '0.185', '0.232', '0.230'] 组 133: X326 (IC=0.0094) 包含特征: X326, X314, X320, X332 权重: ['0.293', '0.196', '0.251', '0.260'] 组 134: X493 (IC=0.0109) 包含特征: X493, X486 权重: ['0.505', '0.495'] 组 135: X631 (IC=0.0080) 包含特征: X631, X613, X619 权重: ['0.454', '0.285', '0.261'] 组 136: X174 (IC=0.0079) 包含特征: X174, X180 权重: ['0.673', '0.327'] 组 137: X741 (IC=0.0091) 包含特征: X741, X736, X737, X740, X744, X745 权重: ['0.194', '0.143', '0.163', '0.174', '0.151', '0.174'] 组 138: X845 (IC=0.0044) 包含特征: X845, X214, X722, X723 权重: ['0.548', '0.121', '0.024', '0.308'] 组 139: X718 (IC=0.0060) 包含特征: X718, X719, X720, X721 权重: ['0.394', '0.317', '0.212', '0.078'] 组 140: X516 (IC=0.0082) 包含特征: X516, X509 权重: ['0.573', '0.427'] 组 141: X448 (IC=0.0057) 包含特征: X448, X440, X441, X447, X454, X455, X468, X475 权重: ['0.205', '0.116', '0.186', '0.151', '0.114', '0.154', '0.074', '0.001'] 组 142: X344 (IC=0.0085) 包含特征: X344, X338 权重: ['0.536', '0.464'] 组 143: X687 (IC=0.0050) 包含特征: X687, X675, X681, X693 权重: ['0.444', '0.126', '0.060', '0.370'] 组 144: X402 (IC=0.0066) 包含特征: X402, X396 权重: ['0.671', '0.329'] 组 145: X323 (IC=0.0048) 包含特征: X323, X329 权重: ['0.904', '0.096'] 组 146: X248 (IC=0.0079) 包含特征: X248, X253, X254, X255 权重: ['0.274', '0.216', '0.260', '0.251'] 组 147: X523 (IC=0.0064) 包含特征: X523, X530 权重: ['0.673', '0.327'] 组 148: X801 (IC=0.0059) 包含特征: X801, X793, X796, X797, X800, X804, X805 权重: ['0.207', '0.093', '0.134', '0.173', '0.158', '0.118', '0.116'] 组 149: X192 (IC=0.0058) 包含特征: X192, X193, X199, X200, X206, X220, X227 权重: ['0.205', '0.071', '0.193', '0.073', '0.196', '0.084', '0.178'] 组 150: X640 (IC=0.0067) 包含特征: X640, X628, X634, X646 权重: ['0.301', '0.215', '0.201', '0.283'] 组 151: X818 (IC=0.0072) 包含特征: X818, X822 权重: ['0.555', '0.445'] 组 152: X249 (IC=0.0042) 包含特征: X249, X250, X251 权重: ['0.623', '0.223', '0.154'] 组 153: X148 (IC=0.0063) 包含特征: X148, X106, X142, X154 权重: ['0.300', '0.233', '0.167', '0.299'] 组 154: X58 (IC=0.0055) 包含特征: X58, X100 权重: ['0.690', '0.310'] 组 155: X752 (IC=0.0038) 包含特征: X752, X748, X749, X753, X756, X757 权重: ['0.322', '0.155', '0.009', '0.109', '0.313', '0.092'] 组 156: X114 (IC=0.0037) 包含特征: X114, X120, X126 权重: ['0.588', '0.244', '0.168'] 组 157: order_flow_imbalance (IC=0.0060) 包含特征: order_flow_imbalance, selling_pressure 权重: ['0.504', '0.496'] 组 158: X229 (IC=0.0038) 包含特征: X229, X228 权重: ['0.783', '0.217'] 组 159: X1 (IC=0.0029) 包含特征: X1, X5, X6, X7, X8 权重: ['0.411', '0.071', '0.106', '0.177', '0.235'] 组 160: X409 (IC=0.0045) 包含特征: X409, X397, X403 权重: ['0.440', '0.283', '0.277'] 组 161: X733 (IC=0.0055) 包含特征: X733, X732 权重: ['0.534', '0.466'] 组 162: X194 (IC=0.0045) 包含特征: X194, X201, X207, X208, X221 权重: ['0.255', '0.242', '0.159', '0.191', '0.152'] 组 163: X666 (IC=0.0037) 包含特征: X666, X654, X660, X672 权重: ['0.384', '0.064', '0.216', '0.336'] 组 164: X411 (IC=0.0025) 包含特征: X411, X86, X128, X170, X327, X369 权重: ['0.325', '0.008', '0.008', '0.008', '0.325', '0.325'] 组 165: X826 (IC=0.0033) 包含特征: X826, X830 权重: ['0.749', '0.251'] 组 166: X234 (IC=0.0040) 包含特征: X234, X241, X481, X488 权重: ['0.298', '0.253', '0.236', '0.213'] 组 167: X597 (IC=0.0040) 包含特征: X597, X595 权重: ['0.542', '0.458'] 组 168: X657 (IC=0.0016) 包含特征: X657, X639, X651, X663, X669 权重: ['0.520', '0.068', '0.060', '0.108', '0.243'] 组 169: X413 (IC=0.0017) 包含特征: X413, X371, X377, X407, X419, X425 权重: ['0.386', '0.025', '0.161', '0.003', '0.210', '0.216'] 组 170: X808 (IC=0.0016) 包含特征: X808, X809, X812, X813 权重: ['0.510', '0.373', '0.062', '0.055'] 组 171: X138 (IC=0.0019) 包含特征: X138, X132 权重: ['0.830', '0.170'] 组 172: X446 (IC=0.0022) 包含特征: X446, X453, X474 权重: ['0.457', '0.320', '0.223'] 组 173: X792 (IC=0.0013) 包含特征: X792, X788, X789 权重: ['0.740', '0.118', '0.142'] 组 174: X624 (IC=0.0026) 包含特征: X624, X618 权重: ['0.565', '0.435'] 组 175: X621 (IC=0.0024) 包含特征: X621, X615 权重: ['0.613', '0.387'] 组 176: X636 (IC=0.0023) 包含特征: X636, X630 权重: ['0.577', '0.423'] 组 177: X616 (IC=0.0024) 包含特征: X616, X622 权重: ['0.553', '0.447'] 组 178: X885 (IC=0.0017) 包含特征: X885, X884, X886, X887 权重: ['0.371', '0.334', '0.242', '0.053'] 组 179: X874 (IC=0.0019) 包含特征: X874, X873 权重: ['0.503', '0.497'] 组 180: X335 (IC=0.0007) 包含特征: X335, X341, X383 权重: ['0.452', '0.231', '0.318']