duplicated block id: 1
size: 22 cleaned lines of code
in 2 files:
 - eland/dataframe.py (1029:1056)
 - eland/dataframe.py (1126:1153)

duplicated block id: 2
size: 19 cleaned lines of code
in 2 files:
 - eland/ml/ml_model.py (250:268)
 - eland/ml/ml_model.py (472:490)

duplicated block id: 3
size: 16 cleaned lines of code
in 2 files:
 - eland/plotting/_core.py (68:83)
 - eland/plotting/_matplotlib/hist.py (96:111)

duplicated block id: 4
size: 16 cleaned lines of code
in 2 files:
 - eland/dataframe.py (993:1008)
 - eland/dataframe.py (1096:1111)

duplicated block id: 5
size: 15 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/wrappers.py (81:99)
 - eland/ml/pytorch/wrappers.py (225:243)

duplicated block id: 6
size: 13 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (204:216)
 - eland/ml/pytorch/transformers.py (691:703)

duplicated block id: 7
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (90:101)
 - eland/ml/pytorch/nlp_ml_model.py (133:144)

duplicated block id: 8
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (90:101)
 - eland/ml/pytorch/nlp_ml_model.py (111:122)

duplicated block id: 9
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (111:122)
 - eland/ml/pytorch/nlp_ml_model.py (155:166)

duplicated block id: 10
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (90:101)
 - eland/ml/pytorch/nlp_ml_model.py (155:166)

duplicated block id: 11
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (111:122)
 - eland/ml/pytorch/nlp_ml_model.py (133:144)

duplicated block id: 12
size: 12 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (133:144)
 - eland/ml/pytorch/nlp_ml_model.py (155:166)

duplicated block id: 13
size: 11 cleaned lines of code
in 2 files:
 - eland/plotting/_core.py (22:32)
 - eland/plotting/_matplotlib/hist.py (43:53)

duplicated block id: 14
size: 11 cleaned lines of code
in 2 files:
 - eland/ml/transformers/lightgbm.py (161:172)
 - eland/ml/transformers/xgboost.py (178:189)

duplicated block id: 15
size: 11 cleaned lines of code
in 2 files:
 - eland/operations.py (24:34)
 - eland/query_compiler.py (20:30)

duplicated block id: 16
size: 9 cleaned lines of code
in 2 files:
 - eland/dataframe.py (2115:2125)
 - eland/series.py (689:699)

duplicated block id: 17
size: 8 cleaned lines of code
in 2 files:
 - eland/dataframe.py (1126:1133)
 - eland/series.py (378:385)

duplicated block id: 18
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (73:80)
 - eland/ml/pytorch/nlp_ml_model.py (159:166)

duplicated block id: 19
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (73:80)
 - eland/ml/pytorch/nlp_ml_model.py (115:122)

duplicated block id: 20
size: 8 cleaned lines of code
in 2 files:
 - eland/dataframe.py (1029:1036)
 - eland/series.py (378:385)

duplicated block id: 21
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (226:233)
 - eland/ml/pytorch/transformers.py (707:714)

duplicated block id: 22
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (73:80)
 - eland/ml/pytorch/nlp_ml_model.py (94:101)

duplicated block id: 23
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (52:59)
 - eland/ml/pytorch/nlp_ml_model.py (115:122)

duplicated block id: 24
size: 8 cleaned lines of code
in 2 files:
 - catalog-info.yaml (42:50)
 - catalog-info.yaml (74:82)

duplicated block id: 25
size: 8 cleaned lines of code
in 2 files:
 - eland/dataframe.py (125:132)
 - eland/ndframe.py (58:65)

duplicated block id: 26
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (52:59)
 - eland/ml/pytorch/nlp_ml_model.py (159:166)

duplicated block id: 27
size: 8 cleaned lines of code
in 2 files:
 - eland/dataframe.py (1135:1145)
 - eland/series.py (387:397)

duplicated block id: 28
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (52:59)
 - eland/ml/pytorch/nlp_ml_model.py (73:80)

duplicated block id: 29
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (52:59)
 - eland/ml/pytorch/nlp_ml_model.py (137:144)

duplicated block id: 30
size: 8 cleaned lines of code
in 2 files:
 - eland/dataframe.py (1038:1048)
 - eland/series.py (387:397)

duplicated block id: 31
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (52:59)
 - eland/ml/pytorch/nlp_ml_model.py (94:101)

duplicated block id: 32
size: 8 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (73:80)
 - eland/ml/pytorch/nlp_ml_model.py (137:144)

duplicated block id: 33
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (137:143)

duplicated block id: 34
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (73:79)

duplicated block id: 35
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (52:58)

duplicated block id: 36
size: 7 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:93)
 - eland/tasks.py (129:137)

duplicated block id: 37
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/ml_model.py (267:382)
 - eland/ml/ml_model.py (403:463)

duplicated block id: 38
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (317:323)
 - eland/ml/pytorch/transformers.py (327:333)

duplicated block id: 39
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (115:121)

duplicated block id: 40
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (94:100)

duplicated block id: 41
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/transformers/base.py (24:30)
 - eland/ml/transformers/sklearn.py (43:49)

duplicated block id: 42
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/transformers/lightgbm.py (190:197)
 - eland/ml/transformers/lightgbm.py (247:254)

duplicated block id: 43
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/transformers/sklearn.py (46:60)
 - eland/ml/transformers/sklearn.py (178:184)

duplicated block id: 44
size: 7 cleaned lines of code
in 2 files:
 - eland/dataframe.py (149:155)
 - eland/series.py (131:137)

duplicated block id: 45
size: 7 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (26:32)
 - eland/ml/pytorch/nlp_ml_model.py (159:165)

duplicated block id: 46
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (193:198)
 - eland/tasks.py (275:280)

duplicated block id: 47
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (347:353)
 - eland/operations.py (861:867)

duplicated block id: 48
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (85:90)

duplicated block id: 49
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (124:129)
 - eland/ml/pytorch/nlp_ml_model.py (146:151)

duplicated block id: 50
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/transformers/lightgbm.py (146:153)
 - eland/ml/transformers/xgboost.py (154:161)

duplicated block id: 51
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (361:366)

duplicated block id: 52
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (240:245)
 - eland/tasks.py (334:339)

duplicated block id: 53
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (146:151)
 - eland/ml/pytorch/nlp_ml_model.py (168:173)

duplicated block id: 54
size: 6 cleaned lines of code
in 2 files:
 - eland/dataframe.py (2079:2084)
 - eland/series.py (652:657)

duplicated block id: 55
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/_model_serializer.py (120:125)
 - eland/ml/_model_serializer.py (153:158)

duplicated block id: 56
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/ml_model.py (72:87)
 - eland/ml/pytorch/_pytorch_model.py (58:63)

duplicated block id: 57
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (275:280)

duplicated block id: 58
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (193:198)

duplicated block id: 59
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (124:129)
 - eland/ml/pytorch/nlp_ml_model.py (168:173)

duplicated block id: 60
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (347:353)
 - eland/operations.py (1371:1379)

duplicated block id: 61
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (193:198)

duplicated block id: 62
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (193:198)
 - eland/tasks.py (240:245)

duplicated block id: 63
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (307:312)

duplicated block id: 64
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (861:867)
 - eland/operations.py (1196:1202)

duplicated block id: 65
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (438:444)
 - eland/operations.py (1196:1202)

duplicated block id: 66
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (347:353)
 - eland/operations.py (478:484)

duplicated block id: 67
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (347:353)
 - eland/operations.py (1196:1202)

duplicated block id: 68
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (307:312)

duplicated block id: 69
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (438:444)
 - eland/operations.py (478:484)

duplicated block id: 70
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (240:245)
 - eland/tasks.py (275:280)

duplicated block id: 71
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (478:484)
 - eland/operations.py (1196:1202)

duplicated block id: 72
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (193:198)

duplicated block id: 73
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (240:245)

duplicated block id: 74
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (240:245)

duplicated block id: 75
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (193:198)
 - eland/tasks.py (361:366)

duplicated block id: 76
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (347:353)
 - eland/operations.py (438:444)

duplicated block id: 77
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (307:312)
 - eland/tasks.py (334:339)

duplicated block id: 78
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (478:484)
 - eland/operations.py (861:867)

duplicated block id: 79
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (240:245)
 - eland/tasks.py (307:312)

duplicated block id: 80
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (129:134)

duplicated block id: 81
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (259:264)
 - eland/ml/pytorch/transformers.py (280:285)

duplicated block id: 82
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (259:264)
 - eland/ml/pytorch/transformers.py (289:294)

duplicated block id: 83
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (275:280)
 - eland/tasks.py (307:312)

duplicated block id: 84
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (478:484)
 - eland/operations.py (1371:1379)

duplicated block id: 85
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (275:280)
 - eland/tasks.py (334:339)

duplicated block id: 86
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (861:867)
 - eland/operations.py (1371:1379)

duplicated block id: 87
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (275:280)

duplicated block id: 88
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (307:312)

duplicated block id: 89
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (334:339)
 - eland/tasks.py (361:366)

duplicated block id: 90
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (438:444)
 - eland/operations.py (861:867)

duplicated block id: 91
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (334:339)

duplicated block id: 92
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (438:444)
 - eland/operations.py (1371:1379)

duplicated block id: 93
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (334:339)

duplicated block id: 94
size: 6 cleaned lines of code
in 2 files:
 - eland/etl.py (41:46)
 - eland/etl.py (298:303)

duplicated block id: 95
size: 6 cleaned lines of code
in 2 files:
 - eland/operations.py (1196:1202)
 - eland/operations.py (1371:1379)

duplicated block id: 96
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (361:366)

duplicated block id: 97
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (255:260)
 - eland/ml/pytorch/nlp_ml_model.py (313:318)

duplicated block id: 98
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (129:134)
 - eland/tasks.py (361:366)

duplicated block id: 99
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (53:58)
 - eland/tasks.py (334:339)

duplicated block id: 100
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (240:245)

duplicated block id: 101
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/transformers/lightgbm.py (100:105)
 - eland/ml/transformers/lightgbm.py (240:245)

duplicated block id: 102
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (193:198)
 - eland/tasks.py (307:312)

duplicated block id: 103
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (85:90)
 - eland/tasks.py (275:280)

duplicated block id: 104
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/transformers.py (280:285)
 - eland/ml/pytorch/transformers.py (289:294)

duplicated block id: 105
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (275:280)
 - eland/tasks.py (361:366)

duplicated block id: 106
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/nlp_ml_model.py (207:212)
 - eland/ml/pytorch/nlp_ml_model.py (241:246)

duplicated block id: 107
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/pytorch/traceable_model.py (25:30)
 - eland/ml/pytorch/transformers.py (125:130)

duplicated block id: 108
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (240:245)
 - eland/tasks.py (361:366)

duplicated block id: 109
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (307:312)
 - eland/tasks.py (361:366)

duplicated block id: 110
size: 6 cleaned lines of code
in 2 files:
 - eland/tasks.py (193:198)
 - eland/tasks.py (334:339)

duplicated block id: 111
size: 6 cleaned lines of code
in 2 files:
 - eland/ml/transformers/lightgbm.py (67:72)
 - eland/ml/transformers/xgboost.py (52:57)