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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 11 new columns ({'Is Laundering', 'Payment Currency', 'Account', 'Account.1', 'Timestamp', 'Amount Received', 'Amount Paid', 'Receiving Currency', 'From Bank', 'Payment Format', 'To Bank'}) and 11 missing columns ({'__index_level_7__', '__index_level_9__', 'BEGIN LAUNDERING ATTEMPT - STACK', '__index_level_5__', '__index_level_8__', '__index_level_3__', '__index_level_6__', '__index_level_2__', '__index_level_0__', '__index_level_1__', '__index_level_4__'}).

This happened while the csv dataset builder was generating data using

zip://HI-Large_Trans.csv::hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Large.zip, ['hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Large.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Medium.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Small.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Large.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Medium.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Small.zip']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              Timestamp: string
              From Bank: int64
              Account: string
              To Bank: int64
              Account.1: string
              Amount Received: double
              Receiving Currency: string
              Amount Paid: double
              Payment Currency: string
              Payment Format: string
              Is Laundering: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1630
              to
              {'BEGIN LAUNDERING ATTEMPT - STACK': Value('float64'), '__index_level_0__': Value('string'), '__index_level_1__': Value('float64'), '__index_level_2__': Value('string'), '__index_level_3__': Value('float64'), '__index_level_4__': Value('string'), '__index_level_5__': Value('float64'), '__index_level_6__': Value('string'), '__index_level_7__': Value('float64'), '__index_level_8__': Value('string'), '__index_level_9__': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 11 new columns ({'Is Laundering', 'Payment Currency', 'Account', 'Account.1', 'Timestamp', 'Amount Received', 'Amount Paid', 'Receiving Currency', 'From Bank', 'Payment Format', 'To Bank'}) and 11 missing columns ({'__index_level_7__', '__index_level_9__', 'BEGIN LAUNDERING ATTEMPT - STACK', '__index_level_5__', '__index_level_8__', '__index_level_3__', '__index_level_6__', '__index_level_2__', '__index_level_0__', '__index_level_1__', '__index_level_4__'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://HI-Large_Trans.csv::hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Large.zip, ['hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Large.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Medium.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-HI-Small.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Large.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Medium.zip', 'hf://datasets/LordNR/AMLGraphX-IBM-AML@16c8fdaf865cadb33f88df5457d00f3110f885de/IBM-AML-LI-Small.zip']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

BEGIN LAUNDERING ATTEMPT - STACK
float64
__index_level_0__
string
__index_level_1__
float64
__index_level_2__
string
__index_level_3__
float64
__index_level_4__
string
__index_level_5__
float64
__index_level_6__
string
__index_level_7__
float64
__index_level_8__
string
__index_level_9__
string
1
2022/08/09 05:14
952
8139F54E0
111,632
8062C56E0
5,331.44
US Dollar
5,331.44
US Dollar
ACH
1
2022/08/13 13:09
111,632
8062C56E0
8,456
81363F620
5,602.59
US Dollar
5,602.59
US Dollar
ACH
1
2022/08/15 07:40
118,693
823D5EB90
13,729
801CF2E60
1,400.54
US Dollar
1,400.54
US Dollar
ACH
1
2022/08/15 14:19
13,729
801CF2E60
123,621
81A7090F0
1,467.94
US Dollar
1,467.94
US Dollar
ACH
1
2022/08/13 12:40
24,750
81363F410
213,834
808757B00
16,898.29
US Dollar
16,898.29
US Dollar
ACH
1
2022/08/22 06:34
213,834
808757B00
0
800073EF0
17,607.19
US Dollar
17,607.19
US Dollar
ACH
null
END LAUNDERING ATTEMPT - STACK
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - CYCLE: Max 12 hops
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:19
134,266
814167590
36,925
810E343A0
132,713.46
Yuan
132,713.46
Yuan
ACH
1
2022/08/01 13:05
36,925
810E343A0
119,211
814AB4F60
18,264.2
US Dollar
18,264.2
US Dollar
ACH
1
2022/08/03 13:28
119,211
814AB4F60
132,965
81B88A230
14,567.69
Euro
14,567.69
Euro
ACH
1
2022/08/09 02:32
132,965
81B88A230
137,089
810C71940
114,329.26
Yuan
114,329.26
Yuan
ACH
1
2022/08/11 07:16
137,089
810C71940
216,618
81D5302D0
14,567.69
Euro
14,567.69
Euro
ACH
1
2022/08/13 05:09
216,618
81D5302D0
24,083
81836B520
13,629.75
Euro
13,629.75
Euro
ACH
1
2022/08/15 18:04
24,083
81836B520
38,110
81B868730
97,481.96
Yuan
97,481.96
Yuan
ACH
1
2022/08/20 08:57
38,110
81B868730
225,015
81C6EA460
14,054.71
US Dollar
14,054.71
US Dollar
ACH
1
2022/08/22 12:08
225,015
81C6EA460
18,112
8045CC910
13,718.22
US Dollar
13,718.22
US Dollar
ACH
1
2022/08/22 19:53
18,112
8045CC910
7,818
8037732C0
12,908.33
US Dollar
12,908.33
US Dollar
ACH
1
2022/08/27 07:10
7,818
8037732C0
121,523
80D1BD2F0
10,636.75
Euro
10,636.75
Euro
ACH
1
2022/08/30 11:54
121,523
80D1BD2F0
134,266
814167590
1,378,736.88
Yen
1,378,736.88
Yen
ACH
null
END LAUNDERING ATTEMPT - CYCLE
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - FAN-IN: Max 9-degree Fan-In
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:08
26
81A4B0100
266,946
81A4AFE20
687,348.59
Ruble
687,348.59
Ruble
ACH
1
2022/08/03 05:11
29
81A4AF9E0
266,946
81A4AFE20
62,261.59
Ruble
62,261.59
Ruble
ACH
1
2022/08/05 17:35
72,043
81A4AFC30
266,946
81A4AFE20
1,482,913.27
Ruble
1,482,913.27
Ruble
ACH
1
2022/08/09 02:58
173,481
81C5B3690
266,946
81A4AFE20
761,319.02
Ruble
761,319.02
Ruble
ACH
1
2022/08/10 16:00
275,027
81C5B34A0
266,946
81A4AFE20
1,253,811.74
Ruble
1,253,811.74
Ruble
ACH
1
2022/08/13 09:37
266,915
81C3CD2E0
266,946
81A4AFE20
450,873.43
Ruble
450,873.43
Ruble
ACH
1
2022/08/19 17:43
266,946
81A2D04C0
266,946
81A4AFE20
675,961,603,689.89
Ruble
675,961,603,689.89
Ruble
ACH
1
2022/08/30 03:09
26
81C5B2870
266,946
81A4AFE20
1,306,642.42
Ruble
1,306,642.42
Ruble
ACH
1
2022/09/04 12:09
72,043
81A4AFE70
266,946
81A4AFE20
1,409,305.96
Ruble
1,409,305.96
Ruble
ACH
null
END LAUNDERING ATTEMPT - FAN-IN
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - CYCLE: Max 5 hops
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:08
24,583
8061C1E10
57,138
81B11B9C0
90,469,674.17
US Dollar
90,469,674.17
US Dollar
ACH
1
2022/08/02 15:10
57,138
81B11B9C0
18,500
8096A9720
90,469,674.17
US Dollar
90,469,674.17
US Dollar
ACH
1
2022/08/19 12:06
18,500
8096A9720
122,120
80C6A8560
77,206,819.93
Euro
77,206,819.93
Euro
ACH
1
2022/08/23 10:05
122,120
80C6A8560
26,967
802F695A0
90,469,674.17
US Dollar
90,469,674.17
US Dollar
ACH
1
2022/08/25 11:21
26,967
802F695A0
24,583
8061C1E10
90,469,674.17
US Dollar
90,469,674.17
US Dollar
ACH
null
END LAUNDERING ATTEMPT - CYCLE
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - GATHER-SCATTER: Max 8-degree Fan-In
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:10
125,344
810E70660
214,872
80651B5B0
11,226.65
Euro
11,226.65
Euro
ACH
1
2022/08/01 09:21
131,458
80DCE6DB0
214,872
80651B5B0
11,440.73
Euro
11,440.73
Euro
ACH
1
2022/08/06 01:57
212,859
808ED0920
214,872
80651B5B0
2,317.16
Euro
2,317.16
Euro
ACH
1
2022/08/20 07:19
277,109
81D3BE660
214,872
80651B5B0
2,710.2
Euro
2,710.2
Euro
ACH
1
2022/08/20 16:11
26,682
80C354EE0
214,872
80651B5B0
2,937.53
Euro
2,937.53
Euro
ACH
1
2022/08/29 16:22
220,538
81C92D9B0
214,872
80651B5B0
333.95
Euro
333.95
Euro
ACH
1
2022/09/02 07:22
1,924
8005613C0
214,872
80651B5B0
10,461.73
Euro
10,461.73
Euro
ACH
1
2022/09/03 10:20
123,117
812199E60
214,872
80651B5B0
5,591.22
Euro
5,591.22
Euro
ACH
1
2022/09/03 14:58
214,872
80651B5B0
12,582
805373C30
5,857.92
US Dollar
5,857.92
US Dollar
ACH
1
2022/09/05 05:20
214,872
80651B5B0
131,185
80D581110
14,730.63
US Dollar
14,730.63
US Dollar
ACH
1
2022/09/05 15:33
214,872
80651B5B0
24,750
80DC08D20
18,933.28
US Dollar
18,933.28
US Dollar
ACH
1
2022/09/08 15:14
214,872
80651B5B0
252,970
818D63A40
6,778.88
US Dollar
6,778.88
US Dollar
ACH
1
2022/09/12 11:49
214,872
80651B5B0
18,184
806B65040
30,447.07
Yuan
30,447.07
Yuan
ACH
1
2022/09/15 14:13
214,872
80651B5B0
42,957
8122A7750
4,249.59
US Dollar
4,249.59
US Dollar
ACH
1
2022/09/18 01:51
214,872
80651B5B0
14,639
809185370
12,214.79
Euro
12,214.79
Euro
ACH
1
2022/09/19 16:40
214,872
80651B5B0
24,528
818E4EBA0
9,197.51
US Dollar
9,197.51
US Dollar
ACH
1
2022/09/21 13:43
214,872
80651B5B0
295,119
822CE0270
5,848.39
Canadian Dollar
5,848.39
Canadian Dollar
ACH
1
2022/09/21 16:16
214,872
80651B5B0
24,833
80748D450
10,850.86
US Dollar
10,850.86
US Dollar
ACH
1
2022/09/23 05:15
214,872
80651B5B0
110,200
8153501B0
12,599.13
US Dollar
12,599.13
US Dollar
ACH
1
2022/09/26 15:04
214,872
80651B5B0
249,712
8133BA3C0
16,726.13
Euro
16,726.13
Euro
ACH
1
2022/10/03 16:39
214,872
80651B5B0
23,608
813567280
15,612.36
US Dollar
15,612.36
US Dollar
ACH
1
2022/10/04 03:14
214,872
80651B5B0
235,362
80DBE1E40
1,818,051.94
Euro
1,818,051.94
Euro
ACH
1
2022/10/06 18:35
214,872
80651B5B0
25,222
80B90D210
7,781.41
US Dollar
7,781.41
US Dollar
ACH
1
2022/10/06 22:33
214,872
80651B5B0
15,027
811386CF0
12,565.89
US Dollar
12,565.89
US Dollar
ACH
null
END LAUNDERING ATTEMPT - GATHER-SCATTER
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - BIPARTITE
null
null
null
null
null
null
null
null
null
1
2022/08/13 19:51
1,213
80084C830
519
800A985D0
15,206.94
Euro
15,206.94
Euro
ACH
1
2022/08/17 18:16
1,553
800BB9C30
1,347
80074BD60
2,266.59
Euro
2,266.59
Euro
ACH
1
2022/08/08 14:40
2,776
800D01610
718
800496D30
13,525.85
US Dollar
13,525.85
US Dollar
ACH
1
2022/08/18 00:08
357
8002FBC20
11,054
800C1C130
13,065.12
Euro
13,065.12
Euro
ACH
1
2022/08/01 06:11
2,310
800279EA0
1,213
800509260
8,707.67
Euro
8,707.67
Euro
ACH
1
2022/08/11 18:06
1,553
80085E8B0
11,081
8007E1A10
17,618.21
US Dollar
17,618.21
US Dollar
ACH
1
2022/08/02 19:32
867
80062BE20
21
8006A5050
118,150.6
Yuan
118,150.6
Yuan
ACH
1
2022/08/08 12:47
1,148
80074D820
21,617
800DF8C10
5,117,406.94
Euro
5,117,406.94
Euro
ACH
null
END LAUNDERING ATTEMPT - BIPARTITE
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - CYCLE: Max 8 hops
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:44
251,958
81317DE50
55,690
814D07C80
1,418,289.25
Yen
1,418,289.25
Yen
ACH
1
2022/08/30 09:42
55,690
814D07C80
118,693
807400F80
14,188.02
US Dollar
14,188.02
US Dollar
ACH
1
2022/08/23 02:34
118,693
807400F80
2,396
8116D7BA0
13,126.68
Euro
13,126.68
Euro
ACH
1
2022/08/04 16:43
2,396
8116D7BA0
112,979
808597000
13,052.46
Euro
13,052.46
Euro
ACH
1
2022/08/29 14:47
112,979
808597000
18,781
803AEDEB0
12,221.46
Euro
12,221.46
Euro
ACH
1
2022/08/20 20:08
18,781
803AEDEB0
2,464
80796D2B0
12,631.04
Euro
12,631.04
Euro
ACH
1
2022/08/13 20:00
2,464
80796D2B0
123,000
80D88D680
11,764.25
Euro
11,764.25
Euro
ACH
1
2022/08/29 07:57
123,000
80D88D680
251,958
81317DE50
1,452,954.8
Yen
1,452,954.8
Yen
ACH
null
END LAUNDERING ATTEMPT - CYCLE
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - FAN-IN: Max 2-degree Fan-In
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:39
272,142
81C387B50
74,621
81C387820
774,265.27
Ruble
774,265.27
Ruble
ACH
1
2022/08/01 19:19
272,142
81ACBE4A0
74,621
81C387820
1,182,157.97
Ruble
1,182,157.97
Ruble
ACH
null
END LAUNDERING ATTEMPT - FAN-IN
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - STACK
null
null
null
null
null
null
null
null
null
1
2022/08/14 21:34
293,977
8232A24D0
295,764
823DD25D0
2,601.74
UK Pound
2,601.74
UK Pound
ACH
1
2022/09/09 17:03
295,764
823DD25D0
293,977
8232A24D0
2,585.21
UK Pound
2,585.21
UK Pound
ACH
1
2022/08/04 15:34
95,274
823DD2B80
297,435
823DD2F90
13,289.99
UK Pound
13,289.99
UK Pound
ACH
1
2022/08/13 14:41
297,435
823DD2F90
97,075
823DD2390
13,289.99
UK Pound
13,289.99
UK Pound
ACH
null
END LAUNDERING ATTEMPT - STACK
null
null
null
null
null
null
null
null
null
null
BEGIN LAUNDERING ATTEMPT - FAN-OUT: Max 7-degree Fan-Out
null
null
null
null
null
null
null
null
null
1
2022/08/01 00:52
18,824
8057DE230
224,668
80EF3EEE0
16,264.08
Yuan
16,264.08
Yuan
ACH
1
2022/08/05 13:10
18,824
8057DE230
2,310
802850070
5,749.51
US Dollar
5,749.51
US Dollar
ACH
1
2022/08/14 09:20
18,824
8057DE230
11,054
80128D900
21,157,441.34
Euro
21,157,441.34
Euro
ACH
1
2022/08/16 04:08
18,824
8057DE230
115,290
815EEA7F0
1,819.85
US Dollar
1,819.85
US Dollar
ACH
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