Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation
Paper • 2211.13358 • Published
Datasets:
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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 2 new columns ({'x1', 'x2'})
This happened while the csv dataset builder was generating data using
hf://datasets/jAEhEEkIM/operationbench-baf-raw/Variant III.csv (at revision 1b7082cf28fa3d95d089e540f661597bbdb9646f), [/tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Base.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Base.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant I.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant I.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant II.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant II.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant III.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant III.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant IV.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant IV.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant V.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant V.csv)]
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/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/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/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
fraud_bool: int64
income: double
name_email_similarity: double
prev_address_months_count: int64
current_address_months_count: int64
customer_age: int64
days_since_request: double
intended_balcon_amount: double
payment_type: string
zip_count_4w: int64
velocity_6h: double
velocity_24h: double
velocity_4w: double
bank_branch_count_8w: int64
date_of_birth_distinct_emails_4w: int64
employment_status: string
credit_risk_score: int64
email_is_free: int64
housing_status: string
phone_home_valid: int64
phone_mobile_valid: int64
bank_months_count: int64
has_other_cards: int64
proposed_credit_limit: double
foreign_request: int64
source: string
session_length_in_minutes: double
device_os: string
keep_alive_session: int64
device_distinct_emails_8w: int64
device_fraud_count: int64
month: int64
x1: double
x2: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 4670
to
{'fraud_bool': Value('int64'), 'income': Value('float64'), 'name_email_similarity': Value('float64'), 'prev_address_months_count': Value('int64'), 'current_address_months_count': Value('int64'), 'customer_age': Value('int64'), 'days_since_request': Value('float64'), 'intended_balcon_amount': Value('float64'), 'payment_type': Value('string'), 'zip_count_4w': Value('int64'), 'velocity_6h': Value('float64'), 'velocity_24h': Value('float64'), 'velocity_4w': Value('float64'), 'bank_branch_count_8w': Value('int64'), 'date_of_birth_distinct_emails_4w': Value('int64'), 'employment_status': Value('string'), 'credit_risk_score': Value('int64'), 'email_is_free': Value('int64'), 'housing_status': Value('string'), 'phone_home_valid': Value('int64'), 'phone_mobile_valid': Value('int64'), 'bank_months_count': Value('int64'), 'has_other_cards': Value('int64'), 'proposed_credit_limit': Value('float64'), 'foreign_request': Value('int64'), 'source': Value('string'), 'session_length_in_minutes': Value('float64'), 'device_os': Value('string'), 'keep_alive_session': Value('int64'), 'device_distinct_emails_8w': Value('int64'), 'device_fraud_count': Value('int64'), 'month': Value('int64')}
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 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
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 2 new columns ({'x1', 'x2'})
This happened while the csv dataset builder was generating data using
hf://datasets/jAEhEEkIM/operationbench-baf-raw/Variant III.csv (at revision 1b7082cf28fa3d95d089e540f661597bbdb9646f), [/tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Base.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Base.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant I.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant I.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant II.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant II.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant III.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant III.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant IV.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant IV.csv), /tmp/hf-datasets-cache/medium/datasets/70023249781434-config-parquet-and-info-jAEhEEkIM-operationbench--c4bae53c/hub/datasets--jAEhEEkIM--operationbench-baf-raw/snapshots/1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant V.csv (origin=hf://datasets/jAEhEEkIM/operationbench-baf-raw@1b7082cf28fa3d95d089e540f661597bbdb9646f/Variant V.csv)]
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.
fraud_bool int64 | income float64 | name_email_similarity float64 | prev_address_months_count int64 | current_address_months_count int64 | customer_age int64 | days_since_request float64 | intended_balcon_amount float64 | payment_type string | zip_count_4w int64 | velocity_6h float64 | velocity_24h float64 | velocity_4w float64 | bank_branch_count_8w int64 | date_of_birth_distinct_emails_4w int64 | employment_status string | credit_risk_score int64 | email_is_free int64 | housing_status string | phone_home_valid int64 | phone_mobile_valid int64 | bank_months_count int64 | has_other_cards int64 | proposed_credit_limit float64 | foreign_request int64 | source string | session_length_in_minutes float64 | device_os string | keep_alive_session int64 | device_distinct_emails_8w int64 | device_fraud_count int64 | month int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0.3 | 0.986506 | -1 | 25 | 40 | 0.006735 | 102.453711 | AA | 1,059 | 13,096.035018 | 7,850.955007 | 6,742.080561 | 5 | 5 | CB | 163 | 1 | BC | 0 | 1 | 9 | 0 | 1,500 | 0 | INTERNET | 16.224843 | linux | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.617426 | -1 | 89 | 20 | 0.010095 | -0.849551 | AD | 1,658 | 9,223.283431 | 5,745.251481 | 5,941.664859 | 3 | 18 | CA | 154 | 1 | BC | 1 | 1 | 2 | 0 | 1,500 | 0 | INTERNET | 3.363854 | other | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.996707 | 9 | 14 | 40 | 0.012316 | -1.490386 | AB | 1,095 | 4,471.472149 | 5,471.988958 | 5,992.555113 | 15 | 11 | CA | 89 | 1 | BC | 0 | 1 | 30 | 0 | 200 | 0 | INTERNET | 22.730559 | windows | 0 | 1 | 0 | 0 |
0 | 0.6 | 0.4751 | 11 | 14 | 30 | 0.006991 | -1.863101 | AB | 3,483 | 14,431.993621 | 6,755.344479 | 5,970.336831 | 11 | 13 | CA | 90 | 1 | BC | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 15.215816 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.842307 | -1 | 29 | 40 | 5.742626 | 47.152498 | AA | 2,339 | 7,601.511579 | 5,124.04693 | 5,940.734212 | 1 | 6 | CA | 91 | 0 | BC | 1 | 1 | 26 | 0 | 200 | 0 | INTERNET | 3.743048 | other | 0 | 1 | 0 | 0 |
0 | 0.6 | 0.29484 | -1 | 369 | 30 | 0.024232 | -1.232556 | AD | 1,204 | 11,556.955514 | 7,506.951276 | 6,482.924037 | 705 | 5 | CB | 134 | 1 | BE | 1 | 1 | 30 | 0 | 200 | 0 | INTERNET | 6.987316 | linux | 1 | 1 | 0 | 0 |
0 | 0.2 | 0.773085 | 22 | 4 | 40 | 0.006919 | -0.544676 | AB | 1,998 | 11,723.993606 | 7,864.277144 | 6,338.799156 | 28 | 8 | CA | 72 | 1 | BC | 1 | 1 | 1 | 0 | 200 | 0 | INTERNET | 28.199923 | x11 | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.15388 | -1 | 103 | 40 | 0.045122 | -1.101184 | AB | 1,548 | 4,999.555801 | 4,526.861667 | 6,426.790817 | 6 | 7 | CA | 163 | 0 | BE | 1 | 1 | 25 | 1 | 200 | 0 | INTERNET | 11.234264 | other | 1 | 1 | 0 | 0 |
0 | 0.3 | 0.523655 | 21 | 2 | 30 | 0.035206 | -0.955737 | AB | 1,781 | 6,979.994002 | 4,335.685346 | 6,624.957942 | 2 | 10 | CA | 35 | 0 | BC | 1 | 0 | 2 | 0 | 200 | 0 | INTERNET | 5.329387 | other | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.834475 | -1 | 134 | 20 | 0.017245 | -1.356393 | AD | 3,113 | 7,549.992086 | 6,273.92211 | 6,312.998835 | 14 | 20 | CA | 201 | 1 | BD | 1 | 1 | 15 | 0 | 1,500 | 0 | INTERNET | 4.10397 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.475015 | -1 | 67 | 50 | 0.008162 | -0.947659 | AB | 2,998 | 7,452.13916 | 6,026.624267 | 6,305.93283 | 11 | 9 | CA | 184 | 0 | BA | 1 | 1 | 1 | 0 | 1,500 | 0 | INTERNET | 2.892488 | other | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.333013 | -1 | 14 | 40 | 0.000308 | 53.106292 | AA | 2,355 | 5,585.82739 | 6,381.506858 | 6,392.364926 | 2 | 6 | CA | 136 | 0 | BA | 0 | 1 | 15 | 0 | 1,500 | 0 | INTERNET | 32.908787 | other | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.767432 | -1 | 34 | 20 | 0.021346 | -0.669856 | AB | 2,491 | 6,652.516398 | 6,720.662514 | 5,987.011108 | 692 | 22 | CA | 84 | 1 | BE | 0 | 1 | 30 | 0 | 200 | 0 | INTERNET | 4.199729 | other | 0 | 2 | 0 | 0 |
0 | 0.9 | 0.866089 | -1 | 33 | 30 | 0.034662 | -0.97523 | AD | 1,249 | 10,746.590276 | 5,163.388471 | 6,734.66245 | 18 | 8 | CA | 123 | 0 | BA | 1 | 1 | 30 | 0 | 1,500 | 0 | INTERNET | 20.607229 | macintosh | 0 | 1 | 0 | 0 |
0 | 0.9 | 0.052615 | -1 | 156 | 30 | 0.02566 | -1.570164 | AD | 1,685 | 10,282.430085 | 7,499.069981 | 6,785.368857 | 28 | 16 | CB | 88 | 1 | BA | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 6.32405 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.520718 | -1 | 31 | 50 | 0.005729 | -1.008223 | AC | 597 | 2,778.119599 | 6,002.72189 | 6,303.077748 | 12 | 26 | CA | 80 | 1 | BC | 0 | 1 | 10 | 0 | 200 | 0 | INTERNET | 3.73197 | linux | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.12237 | -1 | 20 | 30 | 0.023472 | -0.88164 | AD | 1,655 | 4,721.783889 | 3,678.936076 | 6,380.760673 | 26 | 15 | CA | 118 | 0 | BC | 0 | 0 | 30 | 0 | 200 | 0 | INTERNET | 7.836945 | windows | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.482906 | -1 | 38 | 40 | 0.037925 | -0.994614 | AC | 2,774 | 5,692.610362 | 5,099.913246 | 6,706.703153 | 1 | 10 | CA | 137 | 1 | BC | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 4.486326 | other | 1 | 1 | 0 | 0 |
0 | 0.2 | 0.527751 | 13 | 114 | 20 | 0.003171 | -0.848347 | AB | 4,389 | 12,256.250056 | 5,390.950431 | 6,330.661519 | 1,839 | 18 | CA | 49 | 0 | BB | 1 | 1 | 15 | 0 | 200 | 0 | INTERNET | 2.838194 | windows | 1 | 2 | 0 | 0 |
0 | 0.5 | 0.67487 | -1 | 372 | 30 | 0.004406 | 30.30098 | AA | 2,069 | 12,129.970775 | 7,063.487189 | 6,772.319484 | 1,590 | 11 | CA | 268 | 1 | BE | 1 | 1 | 25 | 0 | 1,500 | 0 | INTERNET | 6.336455 | other | 1 | 1 | 0 | 0 |
0 | 0.7 | 0.732086 | -1 | 54 | 30 | 0.01084 | 43.998234 | AA | 2,060 | 7,305.294099 | 7,507.542759 | 6,317.261058 | 1 | 13 | CB | 64 | 1 | BC | 1 | 1 | 28 | 0 | 200 | 0 | INTERNET | 1.627588 | linux | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.428625 | -1 | 60 | 20 | 0.017245 | -1.415332 | AB | 3,418 | 11,305.210395 | 5,828.048444 | 6,816.886301 | 378 | 6 | CA | 52 | 0 | BB | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 3.462537 | other | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.256975 | -1 | 44 | 20 | 0.007484 | -1.293428 | AC | 1,668 | 9,741.00029 | 5,841.73701 | 5,954.627972 | 22 | 14 | CA | 170 | 1 | BC | 0 | 0 | -1 | 1 | 500 | 0 | INTERNET | 2.367118 | linux | 0 | 1 | 0 | 0 |
0 | 0.7 | 0.450057 | -1 | 30 | 20 | 0.039597 | -0.862956 | AB | 4,254 | 2,281.504405 | 5,713.134097 | 6,263.512121 | 11 | 16 | CB | 57 | 1 | BB | 0 | 1 | 2 | 0 | 200 | 0 | INTERNET | 4.377892 | other | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.178738 | 26 | 8 | 30 | 0.028241 | -1.466146 | AB | 1,408 | 5,468.489027 | 7,615.150699 | 6,810.287654 | 585 | 13 | CB | 79 | 1 | BC | 1 | 1 | 1 | 0 | 200 | 0 | INTERNET | 2.818489 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.102745 | -1 | 203 | 50 | 0.005173 | -0.661988 | AB | 3,453 | 9,583.791189 | 7,768.314396 | 6,372.280751 | 0 | 3 | CB | 191 | 0 | BB | 1 | 1 | 30 | 0 | 1,000 | 0 | INTERNET | 10.480853 | linux | 1 | 1 | 0 | 0 |
0 | 0.4 | 0.043498 | 33 | 9 | 40 | 0.013691 | -1.12168 | AB | 4,460 | 11,460.679661 | 7,727.385071 | 6,592.190421 | 0 | 15 | CA | 62 | 1 | BC | 1 | 1 | 30 | 0 | 200 | 0 | INTERNET | 25.369778 | linux | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.084088 | -1 | 104 | 30 | 0.011475 | -1.793004 | AB | 1,972 | 7,869.720177 | 5,467.166904 | 6,268.889549 | 27 | 15 | CA | 113 | 1 | BA | 0 | 1 | 30 | 1 | 200 | 0 | INTERNET | 4.502007 | macintosh | 1 | 1 | 0 | 0 |
0 | 0.2 | 0.030562 | 27 | 7 | 40 | 20.129567 | -1.558473 | AB | 1,619 | 7,332.765245 | 6,694.030608 | 6,679.416272 | 16 | 19 | CB | 81 | 0 | BC | 0 | 0 | 10 | 0 | 200 | 0 | INTERNET | 7.523309 | linux | 0 | 1 | 0 | 0 |
0 | 0.9 | 0.272416 | -1 | 35 | 40 | 0.000048 | -0.607132 | AD | 2,243 | 6,252.400299 | 5,726.903918 | 6,788.629416 | 10 | 7 | CB | 136 | 0 | BE | 1 | 0 | 15 | 0 | 200 | 0 | INTERNET | 2.598805 | windows | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.116827 | -1 | 233 | 40 | 0.613224 | 18.801522 | AA | 2,694 | 10,745.87782 | 6,028.753634 | 6,041.436514 | 6 | 3 | CB | 59 | 0 | BE | 0 | 1 | 30 | 0 | 200 | 0 | INTERNET | 5.053103 | linux | 0 | 1 | 0 | 0 |
0 | 0.8 | 0.537711 | -1 | 174 | 40 | 0.013956 | 7.403577 | AA | 2,178 | 2,342.975298 | 6,585.599475 | 6,758.336473 | 9 | 2 | CA | 182 | 1 | BC | 1 | 1 | 27 | 1 | 1,500 | 0 | INTERNET | 1.458035 | other | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.50313 | -1 | 198 | 20 | 0.009027 | 19.750526 | AA | 806 | 4,790.914584 | 7,859.516913 | 6,371.446092 | 2 | 8 | CA | 37 | 1 | BE | 0 | 1 | 10 | 0 | 200 | 0 | INTERNET | 8.421465 | linux | 0 | 1 | 0 | 0 |
0 | 0.5 | 0.798063 | -1 | 72 | 40 | 0.048065 | -1.30424 | AB | 291 | 2,587.280682 | 4,647.160629 | 3,112.981611 | 2 | 7 | CA | 100 | 1 | BB | 1 | 1 | 1 | 0 | 200 | 0 | INTERNET | 14.961402 | linux | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.723322 | 23 | 9 | 30 | 0.038436 | -1.764405 | AB | 859 | 12,249.541284 | 6,069.461942 | 6,793.395701 | 233 | 14 | CA | 162 | 0 | BC | 1 | 1 | 28 | 0 | 1,000 | 0 | INTERNET | 1.260981 | windows | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.03277 | -1 | 30 | 40 | 0.013338 | -1.254882 | AB | 2,689 | 3,469.989547 | 7,389.789107 | 6,292.985539 | 26 | 6 | CB | 152 | 1 | BB | 1 | 1 | 10 | 0 | 200 | 1 | INTERNET | 16.785044 | linux | 0 | 1 | 0 | 0 |
0 | 0.8 | 0.028334 | 8 | 4 | 40 | 0.013875 | -1.05211 | AC | 538 | 7,259.973574 | 3,359.121313 | 6,634.291098 | 1 | 11 | CA | 136 | 0 | BC | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 5.549869 | other | 0 | 1 | 0 | 0 |
0 | 0.6 | 0.772867 | 96 | 124 | 40 | 0.015487 | -0.959755 | AB | 4,033 | 7,412.064391 | 5,990.690677 | 6,373.249653 | 0 | 3 | CB | 245 | 0 | BA | 0 | 1 | 28 | 0 | 1,500 | 0 | INTERNET | 4.607511 | other | 1 | 1 | 0 | 0 |
0 | 0.7 | 0.094435 | 24 | 18 | 20 | 0.001399 | -1.323659 | AA | 2,463 | 12,651.823151 | 6,747.187722 | 6,348.545747 | 5 | 2 | CA | 184 | 1 | BC | 1 | 1 | 28 | 0 | 500 | 0 | INTERNET | 32.681056 | macintosh | 0 | 1 | 0 | 0 |
0 | 0.6 | 0.030694 | 48 | 5 | 20 | 0.008314 | -0.793166 | AB | 3,601 | 9,482.529231 | 5,369.544378 | 6,373.368036 | 5 | 16 | CA | 142 | 1 | BE | 1 | 1 | 20 | 0 | 500 | 0 | INTERNET | 3.101606 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.160079 | 49 | 8 | 20 | 0.032588 | 100.669891 | AD | 587 | 7,942.40898 | 6,873.953008 | 6,830.890289 | 25 | 11 | CA | 114 | 1 | BC | 0 | 1 | 1 | 0 | 500 | 0 | INTERNET | 14.026596 | windows | 1 | 1 | 0 | 0 |
0 | 0.4 | 0.523423 | 51 | 19 | 20 | 0.011945 | -1.036585 | AD | 1,290 | 7,222.84084 | 5,844.03211 | 6,749.432652 | 9 | 22 | CA | 39 | 1 | BC | 1 | 1 | 1 | 0 | 200 | 0 | INTERNET | 4.987669 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.154395 | -1 | 165 | 30 | 0.012456 | -0.932819 | AB | 2,963 | 8,913.979396 | 5,449.30064 | 4,130.377754 | 2 | 8 | CA | 147 | 0 | BB | 0 | 1 | 5 | 1 | 200 | 0 | INTERNET | 5.012273 | linux | 0 | 1 | 0 | 0 |
1 | 0.9 | 0.5708 | -1 | 157 | 60 | 0.005908 | 35.337538 | AA | 4,079 | 8,139.265753 | 4,312.230612 | 6,341.431598 | 2 | 17 | CA | 131 | 1 | BA | 1 | 1 | 30 | 0 | 1,500 | 0 | INTERNET | 4.036394 | windows | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.220505 | -1 | 237 | 50 | 0.017283 | -0.753696 | AB | 986 | 9,031.653168 | 5,969.762449 | 4,697.179751 | 1 | 0 | CC | 175 | 1 | BB | 1 | 0 | 1 | 0 | 1,500 | 0 | INTERNET | 5.00074 | windows | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.222915 | -1 | 183 | 50 | 0.008275 | -1.640787 | AB | 187 | 4,449.07894 | 5,021.751169 | 5,960.375586 | 1 | 3 | CA | 198 | 0 | BA | 0 | 1 | 1 | 0 | 1,500 | 1 | INTERNET | 6.373339 | windows | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.637662 | -1 | 368 | 20 | 0.006624 | -1.244618 | AC | 3,428 | 6,972.747027 | 7,528.48697 | 6,678.021813 | 6 | 12 | CB | 30 | 1 | BC | 1 | 1 | -1 | 0 | 200 | 0 | INTERNET | 9.165049 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.1562 | -1 | 241 | 30 | 0.015553 | 8.613148 | AA | 1,214 | 8,577.854605 | 4,397.657278 | 5,329.15039 | 19 | 12 | CA | 194 | 0 | BA | 1 | 1 | 28 | 0 | 1,500 | 0 | INTERNET | 4.942974 | other | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.743169 | -1 | 41 | 50 | 0.012817 | 14.357233 | AA | 3,527 | 15,661.98101 | 7,127.91658 | 6,440.57526 | 189 | 4 | CB | 37 | 0 | BB | 0 | 1 | 28 | 1 | 500 | 0 | INTERNET | 38.482143 | other | 0 | 1 | 0 | 0 |
0 | 0.7 | 0.215511 | 26 | 14 | 20 | 0.010806 | 47.286775 | AA | 2,034 | 7,959.551872 | 6,249.240296 | 6,853.122967 | 1 | 13 | CA | 162 | 0 | BC | 0 | 1 | 20 | 0 | 500 | 0 | INTERNET | 2.329773 | other | 1 | 1 | 0 | 0 |
0 | 0.4 | 0.060003 | -1 | 55 | 20 | 0.023319 | -0.640623 | AB | 1,234 | 4,062.481617 | 3,400.344929 | 4,296.454344 | 601 | 11 | CA | 11 | 0 | BB | 1 | 1 | 1 | 0 | 200 | 0 | INTERNET | 5.793523 | linux | 1 | 1 | 0 | 0 |
0 | 0.7 | 0.851319 | 235 | 29 | 30 | 6.909344 | 13.017865 | AA | 3,659 | 8,023.618319 | 6,968.212492 | 4,990.838362 | 236 | 23 | CA | 18 | 1 | BC | 0 | 1 | 11 | 0 | 1,000 | 0 | INTERNET | 3.885405 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.081534 | -1 | 333 | 40 | 0.029464 | 24.045827 | AA | 993 | 4,571.053009 | 5,847.135228 | 6,408.769342 | 17 | 5 | CF | -63 | 1 | BE | 1 | 1 | 20 | 0 | 200 | 0 | INTERNET | 32.485149 | linux | 0 | 1 | 0 | 0 |
0 | 0.8 | 0.127332 | 287 | 13 | 30 | 0.02059 | -0.611902 | AB | 4,147 | 5,922.089814 | 7,298.534109 | 6,584.438642 | 25 | 15 | CA | 200 | 1 | BC | 0 | 1 | 1 | 0 | 1,500 | 0 | INTERNET | 2.820252 | linux | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.842606 | 152 | 5 | 30 | 0.00711 | -1.130478 | AB | 2,395 | 7,533.837725 | 4,324.169001 | 6,856.881058 | 23 | 14 | CA | 189 | 1 | BB | 1 | 1 | 1 | 1 | 1,500 | 0 | INTERNET | 3.984538 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.737131 | -1 | 32 | 20 | 27.549607 | -0.469632 | AD | 5,520 | 8,704.775162 | 5,313.052248 | 6,750.885241 | 5 | 14 | CA | 51 | 1 | BB | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 10.710504 | linux | 0 | 1 | 0 | 0 |
0 | 0.6 | 0.851209 | 90 | 35 | 20 | 0.011911 | 48.873856 | AA | 726 | 6,384.583337 | 5,352.636595 | 6,380.80841 | 2 | 14 | CB | 173 | 1 | BC | 1 | 1 | 3 | 0 | 200 | 0 | INTERNET | 31.847688 | windows | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.171182 | -1 | 55 | 30 | 0.021422 | 35.985314 | AA | 1,807 | 6,763.649224 | 6,385.410287 | 6,046.849694 | 1 | 13 | CA | 146 | 1 | BA | 0 | 1 | 25 | 1 | 200 | 0 | TELEAPP | 3.907267 | other | 0 | 0 | 0 | 0 |
0 | 0.1 | 0.410949 | -1 | 110 | 20 | 0.032962 | 29.312614 | AA | 736 | 8,601.142135 | 4,252.544192 | 6,021.962868 | 5 | 6 | CA | -9 | 1 | BE | 1 | 1 | 25 | 0 | 200 | 0 | INTERNET | 2.310008 | macintosh | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.85807 | -1 | 243 | 50 | 0.024083 | -1.081313 | AB | 1,116 | 7,699.650779 | 4,308.481339 | 6,300.963891 | 17 | 8 | CA | 280 | 0 | BA | 1 | 1 | 10 | 0 | 200 | 0 | INTERNET | 7.071571 | windows | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.751091 | -1 | 284 | 60 | 0.010842 | 51.192312 | AA | 2,927 | 7,323.205022 | 6,048.821914 | 6,472.272438 | 16 | 8 | CA | 61 | 0 | BA | 0 | 1 | 30 | 0 | 500 | 0 | INTERNET | 17.738779 | windows | 0 | 1 | 0 | 0 |
0 | 0.2 | 0.204178 | -1 | 34 | 40 | 0.026122 | -0.768454 | AC | 966 | 13,615.956668 | 6,148.859186 | 6,027.221881 | 0 | 14 | CB | 27 | 1 | BB | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 5.765973 | linux | 0 | 1 | 0 | 0 |
0 | 0.2 | 0.701853 | 20 | 14 | 30 | 0.006167 | 49.689901 | AA | 3,916 | 8,186.395577 | 5,552.340468 | 6,782.363236 | 26 | 13 | CF | 181 | 1 | BD | 1 | 1 | 5 | 0 | 500 | 0 | INTERNET | 4.781813 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.174616 | 27 | 5 | 30 | 0.003 | -1.036499 | AD | 4,257 | 8,178.693262 | 6,254.746436 | 5,946.463538 | 13 | 15 | CB | 90 | 1 | BC | 0 | 1 | 5 | 0 | 200 | 0 | INTERNET | 12.071337 | linux | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.52944 | -1 | 77 | 50 | 0.005301 | -1.029274 | AB | 970 | 11,731.698535 | 5,611.266061 | 6,765.228138 | 29 | 3 | CA | 273 | 1 | BA | 1 | 0 | 30 | 0 | 1,500 | 0 | INTERNET | 5.771362 | linux | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.036894 | 31 | 20 | 20 | 0.008823 | -0.440214 | AD | 4,874 | 8,826.316107 | 5,869.435735 | 6,704.191975 | 17 | 18 | CA | 81 | 1 | BE | 0 | 1 | 20 | 0 | 200 | 0 | INTERNET | 10.089053 | other | 1 | 1 | 0 | 0 |
0 | 0.7 | 0.864043 | -1 | 25 | 40 | 0.00054 | -0.862194 | AC | 4,547 | 7,230.668092 | 5,907.665504 | 6,325.958064 | 0 | 7 | CA | 13 | 1 | BC | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 3.454246 | macintosh | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.173188 | -1 | 43 | 30 | 0.01147 | -3.295946 | AA | 1,105 | 6,077.251777 | 7,264.355535 | 6,386.302393 | 1,836 | 13 | CF | 161 | 0 | BB | 1 | 1 | 25 | 1 | 200 | 0 | INTERNET | 4.318479 | linux | 1 | 1 | 0 | 0 |
0 | 0.2 | 0.287801 | 10 | 0 | 20 | 0.020397 | -1.307428 | AC | 1,502 | 4,996.309847 | 6,266.868594 | 6,275.961091 | 1 | 24 | CF | 185 | 1 | BC | 0 | 1 | -1 | 1 | 1,500 | 0 | INTERNET | 0.996333 | linux | 1 | 1 | 0 | 0 |
0 | 0.8 | 0.084555 | 203 | 18 | 20 | 8.835445 | 12.31377 | AA | 1,019 | 8,122.563325 | 7,199.105052 | 5,958.575233 | 1 | 9 | CD | 38 | 1 | BC | 0 | 1 | 20 | 0 | 200 | 0 | INTERNET | 7.818727 | windows | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.533659 | 48 | 17 | 30 | 0.002189 | -0.852436 | AD | 1,041 | 7,487.648593 | 6,081.519775 | 5,932.3427 | 5 | 14 | CA | 68 | 0 | BA | 0 | 1 | 25 | 0 | 1,500 | 1 | INTERNET | 7.023438 | linux | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.612174 | -1 | 360 | 20 | 0.752402 | -0.868174 | AC | 1,695 | 11,486.61463 | 7,477.569995 | 6,767.225064 | 584 | 7 | CC | 99 | 0 | BE | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 25.96397 | other | 1 | 2 | 0 | 0 |
0 | 0.8 | 0.811572 | 33 | 8 | 20 | 0.005372 | -1.352531 | AD | 2,132 | 7,340.961188 | 6,233.818298 | 6,314.904954 | 535 | 19 | CB | 55 | 1 | BE | 1 | 1 | 30 | 0 | 200 | 0 | INTERNET | 2.403973 | windows | 0 | 1 | 0 | 0 |
0 | 0.9 | 0.83479 | -1 | 72 | 20 | 0.00474 | 31.072095 | AA | 1,084 | 10,276.977877 | 5,601.08037 | 5,965.495653 | 14 | 16 | CB | 21 | 1 | BB | 0 | 1 | 15 | 0 | 200 | 0 | INTERNET | 5.739755 | other | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.240576 | -1 | 237 | 50 | 0.006278 | -0.941118 | AB | 3,433 | 1,764.507804 | 6,681.522489 | 5,897.060044 | 37 | 2 | CD | 324 | 0 | BC | 0 | 1 | 15 | 1 | 1,500 | 0 | INTERNET | 2.478543 | other | 0 | 2 | 0 | 0 |
0 | 0.7 | 0.518922 | 106 | 6 | 30 | 0.012455 | -0.751019 | AB | 1,458 | 9,376.10931 | 5,770.144206 | 6,607.209944 | 11 | 15 | CA | 93 | 0 | BC | 0 | 1 | 30 | 0 | 1,500 | 0 | INTERNET | 21.209713 | linux | 0 | 1 | 0 | 0 |
0 | 0.4 | 0.069859 | 52 | 5 | 20 | 0.01471 | -1.496057 | AB | 4,696 | 6,671.641905 | 4,124.364451 | 6,087.656464 | 6 | 9 | CA | 97 | 0 | BC | 0 | 1 | 20 | 0 | 200 | 0 | INTERNET | 8.914767 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.74845 | -1 | 182 | 40 | 0.010282 | -1.331431 | AB | 2,860 | 975.922299 | 5,614.523415 | 4,364.294459 | 256 | 5 | CA | 187 | 1 | BB | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 7.256913 | other | 0 | 1 | 0 | 0 |
0 | 0.7 | 0.619371 | -1 | 165 | 50 | 0.01625 | 26.610848 | AA | 1,298 | 4,118.255277 | 4,622.935755 | 5,987.116928 | 13 | 2 | CA | 56 | 1 | BC | 1 | 1 | 15 | 0 | 200 | 0 | INTERNET | 2.485155 | windows | 0 | 1 | 0 | 0 |
0 | 0.9 | 0.201789 | 53 | 5 | 30 | 0.005508 | -0.507219 | AC | 1,711 | 2,333.020392 | 6,621.333188 | 6,416.614536 | 0 | 8 | CA | 144 | 1 | BC | 0 | 1 | -1 | 0 | 500 | 0 | INTERNET | 5.356167 | linux | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.88539 | -1 | 31 | 40 | 0.017679 | -0.810222 | AC | 2,765 | 6,009.680127 | 3,437.965617 | 5,931.919157 | 0 | 8 | CF | 77 | 0 | BB | 1 | 1 | -1 | 0 | 200 | 0 | INTERNET | 24.778678 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.998899 | 189 | 4 | 30 | 0.009438 | -1.218495 | AD | 1,577 | 7,224.945348 | 3,695.970859 | 6,206.402039 | 35 | 17 | CA | 246 | 0 | BC | 1 | 0 | 31 | 0 | 200 | 1 | INTERNET | 4.025992 | linux | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.190472 | -1 | 302 | 20 | 0.0028 | 13.893776 | AA | 2,116 | 8,166.512654 | 6,574.544652 | 6,774.944182 | 31 | 11 | CA | 155 | 1 | BC | 1 | 1 | 28 | 0 | 500 | 0 | INTERNET | 9.411378 | linux | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.108971 | -1 | 76 | 50 | 0.008427 | -1.380255 | AB | 5,182 | 7,304.21151 | 6,143.366282 | 6,341.641707 | 746 | 13 | CA | 100 | 1 | BB | 1 | 1 | 24 | 0 | 200 | 0 | INTERNET | 4.068903 | windows | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.379183 | -1 | 39 | 40 | 0.019469 | 34.655082 | AA | 1,979 | 8,023.513683 | 7,275.510584 | 6,695.861 | 14 | 7 | CA | 82 | 1 | BC | 0 | 1 | 1 | 1 | 1,500 | 1 | INTERNET | 1.611152 | linux | 1 | 1 | 0 | 0 |
0 | 0.5 | 0.129099 | -1 | 243 | 90 | 0.001057 | 34.180345 | AA | 4,106 | 2,182.47791 | 5,274.843135 | 6,639.620318 | 1 | 3 | CB | 165 | 1 | BA | 1 | 1 | 10 | 0 | 200 | 0 | INTERNET | 7.576359 | other | 0 | 1 | 0 | 0 |
0 | 0.1 | 0.730692 | 33 | 14 | 20 | 0.007465 | 41.791633 | AA | 1,719 | 5,060.216625 | 7,159.233533 | 5,570.791241 | 12 | 8 | CA | 45 | 0 | BE | 0 | 1 | 28 | 0 | 1,500 | 0 | INTERNET | 6.783643 | windows | 0 | 1 | 0 | 0 |
0 | 0.1 | 0.446873 | -1 | 31 | 20 | 0.020684 | 50.869886 | AA | 1,618 | 9,118.338136 | 6,885.926852 | 6,025.016121 | 1,838 | 13 | CA | 148 | 1 | BC | 0 | 1 | 26 | 0 | 1,500 | 0 | INTERNET | 29.225638 | other | 0 | 1 | 0 | 0 |
0 | 0.8 | 0.8276 | 31 | 7 | 40 | 0.010145 | -1.244745 | AD | 4,551 | 2,928.217248 | 7,478.891384 | 6,780.564145 | 209 | 7 | CA | 117 | 1 | BD | 1 | 0 | 5 | 0 | 1,500 | 0 | INTERNET | 3.355378 | linux | 0 | 1 | 0 | 0 |
0 | 0.7 | 0.195672 | -1 | 177 | 30 | 0.00237 | 26.265612 | AA | 1,795 | 8,588.337437 | 3,990.039878 | 6,364.207846 | 663 | 15 | CB | 63 | 1 | BC | 0 | 1 | 2 | 0 | 200 | 0 | INTERNET | 3.526733 | windows | 0 | 1 | 0 | 0 |
0 | 0.8 | 0.355242 | 140 | 8 | 30 | 0.013366 | -1.095335 | AC | 1,014 | 10,648.428842 | 6,871.1343 | 6,038.095776 | 1 | 10 | CF | 102 | 1 | BB | 1 | 0 | -1 | 0 | 200 | 0 | INTERNET | 1.470261 | linux | 1 | 2 | 0 | 0 |
0 | 0.9 | 0.74264 | -1 | 9 | 30 | 0.027531 | -0.788199 | AD | 2,253 | 5,616.931519 | 4,336.123714 | 5,366.941026 | 14 | 11 | CB | 113 | 1 | BC | 1 | 1 | 5 | 0 | 200 | 0 | INTERNET | 1.672674 | linux | 1 | 1 | 0 | 0 |
0 | 0.3 | 0.440218 | -1 | 102 | 20 | 15.369665 | 18.624725 | AA | 2,080 | 7,118.674909 | 7,717.545009 | 6,297.132651 | 1 | 18 | CA | 9 | 1 | BE | 0 | 1 | 31 | 0 | 200 | 0 | INTERNET | 7.086092 | other | 1 | 1 | 0 | 0 |
0 | 0.9 | 0.904023 | -1 | 13 | 20 | 0.016013 | -1.183363 | AD | 1,598 | 8,190.944416 | 5,967.928884 | 6,740.656587 | 0 | 8 | CA | 101 | 1 | BC | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 8.426955 | other | 1 | 1 | 0 | 0 |
0 | 0.1 | 0.760319 | -1 | 309 | 60 | 0.035174 | 8.586903 | AA | 3,654 | 7,805.517854 | 6,147.949535 | 5,863.523585 | 2 | 19 | CB | 64 | 1 | BB | 1 | 0 | 25 | 0 | 200 | 0 | INTERNET | 3.926769 | windows | 1 | 1 | 0 | 0 |
0 | 0.3 | 0.216222 | 99 | 2 | 30 | 0.006087 | -0.840237 | AC | 998 | 6,171.724054 | 4,704.085114 | 4,207.819534 | 1 | 13 | CA | 96 | 1 | BE | 0 | 1 | -1 | 0 | 200 | 0 | INTERNET | 24.585407 | other | 1 | 1 | 0 | 0 |
0 | 0.6 | 0.746487 | -1 | 91 | 50 | 0.011544 | -1.138653 | AC | 5,139 | 12,658.489007 | 7,666.795714 | 5,662.224179 | 0 | 3 | CB | 205 | 0 | BC | 0 | 1 | 15 | 0 | 1,000 | 0 | INTERNET | 19.435168 | other | 1 | 1 | 0 | 0 |
0 | 0.2 | 0.474447 | -1 | 74 | 30 | 0.028634 | 2.478052 | AA | 1,204 | 5,545.381185 | 4,324.06549 | 6,330.81261 | 23 | 17 | CF | 80 | 1 | BD | 1 | 0 | 1 | 0 | 200 | 0 | INTERNET | 4.331421 | linux | 0 | 1 | 0 | 0 |
0 | 0.4 | 0.17308 | -1 | 76 | 20 | 0.020493 | 22.866426 | AD | 1,138 | 3,371.575337 | 7,405.512512 | 6,434.326818 | 2 | 10 | CA | 29 | 0 | BE | 0 | 1 | 1 | 0 | 200 | 0 | INTERNET | 11.754435 | other | 0 | 1 | 0 | 0 |
0 | 0.1 | 0.115239 | -1 | 34 | 50 | 0.009573 | 22.040879 | AA | 1,605 | 5,466.561528 | 3,602.37665 | 6,716.631813 | 455 | 12 | CA | 66 | 0 | BC | 0 | 1 | 30 | 0 | 200 | 0 | INTERNET | 10.532706 | linux | 1 | 1 | 0 | 0 |
End of preview.
Bank Account Fraud Raw Snapshot for OperationBench
This dataset repository is an unofficial raw-data snapshot of the Bank Account Fraud Dataset Suite (BAF, NeurIPS 2022) for OperationBench reproducibility. Kaggle remains the upstream source of truth. The files here are intended to remove per-user Kaggle download friction for OperationBench experiments.
Upstream Source
- Upstream Kaggle dataset:
sgpjesus/bank-account-fraud-dataset-neurips-2022 - Mirrored Kaggle version:
2 - Kaggle URL:
https://www.kaggle.com/datasets/sgpjesus/bank-account-fraud-dataset-neurips-2022 - Project URL:
https://github.com/feedzai/bank-account-fraud - Paper URL:
https://arxiv.org/abs/2211.13358 - License shown on Kaggle:
CC BY-NC-SA 4.0
Files
This repository contains the six raw CSV files from the BAF suite:
Base.csv
Variant I.csv
Variant II.csv
Variant III.csv
Variant IV.csv
Variant V.csv
The files are uploaded without OperationBench scenario generation, filtering, splitting, or feature transformation. OperationBench generates evaluator-private scenario manifests locally from these raw CSV files.
Intended Use
This raw snapshot is meant for non-commercial OperationBench research runs. The
OperationBench task consumes these files from
data/raw/bank-account-fraud-neurips-2022/ and keeps generated scenario
manifests, hidden schedules, future rows, oracle traces, and private evaluator
outputs out of agent-visible resources.
Reproduce The OperationBench Raw Directory
uv run hf download jAEhEEkIM/operationbench-baf-raw \
--repo-type dataset \
--revision <pinned-revision-from-OperationBench-data.yaml> \
--include "*.csv" \
--local-dir data/raw/bank-account-fraud-neurips-2022
Citation
@article{jesusTurningTablesBiased2022,
title = {Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation},
author = {Jesus, Sergio and Pombal, Jose and Alves, Duarte and Cruz, Andre and Saleiro, Pedro and Ribeiro, Rita P. and Gama, Joao and Bizarro, Pedro},
journal = {Advances in Neural Information Processing Systems},
year = {2022}
}
License And Redistribution Notes
The Kaggle dataset page lists the dataset license as CC BY-NC-SA 4.0. This
mirror follows that license metadata and is provided for non-commercial
research reproducibility. Attribute the upstream authors, link the source
dataset, preserve the non-commercial and share-alike requirements, and review
the upstream materials before redistributing derived data.
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