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	============================================================
	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']