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Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
answer: string
accept: list<item: string>
child 0, item: string
task_id: string
level: string
prompt: string
data: struct<file_ids: list<item: string>>
child 0, file_ids: list<item: string>
child 0, item: string
to
{'task_id': Value('string'), 'prompt': Value('string'), 'data': {'file_ids': List(Value('string'))}, 'level': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
answer: string
accept: list<item: string>
child 0, item: string
task_id: string
level: string
prompt: string
data: struct<file_ids: list<item: string>>
child 0, file_ids: list<item: string>
child 0, item: string
to
{'task_id': Value('string'), 'prompt': Value('string'), 'data': {'file_ids': List(Value('string'))}, 'level': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
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 1683, 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 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
task_id string | prompt string | data dict | level string |
|---|---|---|---|
dab-train-0 | What is the fee ID or IDs that apply to account_type = R and aci = B?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-1 | For the 10th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not A... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-2 | What are the applicable fee IDs for Belles_cookbook_store in March 2023?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-3 | In January 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=384 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-4 | For Belles_cookbook_store in January, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-5 | Which columns in the payments dataset contain missing data? A. ip_address, B. email_address, C. both ip_address and email_address, D. neither
Answer must be in the form 'X. Y' where X is the option's letter chosen and Y is the option's description. If a question does not have a relevant or applicable answer for the ta... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-6 | For credit transactions, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 50 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-7 | What are the total fees (in euros) that Crossfit_Hanna paid in December 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-8 | Imagine the merchant Rafa_AI had changed its MCC code to 7523 before 2023 started, what amount delta will it have to pay in fees for the year 2023?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-9 | Looking at the year 2023, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic to in order to pay the maximum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applic... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-10 | Looking at the month of January, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic in order to pay the maximum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or ap... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-11 | In the year 2023 what delta would Golfclub_Baron_Friso pay if the relative fee of the fee with ID=595 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-12 | What percentage of high-value transactions (above the 90th percentile of amount) are made by repeat customers?
Answer must be just a number rounded to 3 decimal places. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-13 | For Crossfit_Hanna in July, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to incentive ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-14 | In the average scenario, which card scheme would provide the cheapest fee for a transaction value of 1000 EUR?
Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-15 | Looking at the year 2023, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic to in order to pay the maximum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicable... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-16 | Looking at the month of December, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic in order to pay the maximum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or appli... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-17 | In July 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=384 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-18 | Which merchant has the highest number of outlier transactions (using Z-Score > 3)?
Answer must be just the name of the merchant. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-19 | For the 365th of the year 2023, what is the total fees (in euros) that Rafa_AI should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-20 | Looking at the year 2023, to which card scheme should the merchant Belles_cookbook_store steer traffic to in order to pay the minimum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicabl... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-21 | What is the average transaction value grouped by aci for Crossfit_Hanna's GlobalCard transactions between June and August 2023?
Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by country use the countr... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-22 | For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 50 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-23 | For a credit transaction of 10 euros on TransactPlus, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one l... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-24 | How many outliers are there in the transaction amount data (using Z-Score > 3)?
Answer must be just a number. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-25 | In the average scenario, which card scheme would provide the cheapest fee for a transaction value of 50 EUR?
Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-26 | During 2023, imagine if the Fee with ID 787 was only applied to account type R, which merchants would have been affected by this change?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-27 | For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 500 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-28 | For the 200th of the year 2023, what is the total fees (in euros) that Rafa_AI should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-29 | What are the total fees (in euros) that Martinis_Fine_Steakhouse paid in 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-30 | For the 100th of the year 2023, what is the total fees (in euros) that Belles_cookbook_store should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-31 | In the year 2023 what delta would Golfclub_Baron_Friso pay if the relative fee of the fee with ID=709 changed to 99?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-32 | What are the total fees (in euros) that Belles_cookbook_store paid in December 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-33 | Imagine the merchant Martinis_Fine_Steakhouse had changed its MCC code to 5411 before 2023 started, what amount delta will it have to pay in fees for the year 2023?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not App... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-34 | For the 12th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not A... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-35 | Imagine the merchant Martinis_Fine_Steakhouse had changed its MCC code to 7523 before 2023 started, what amount delta will it have to pay in fees for the year 2023?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not App... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-36 | What are the total fees (in euros) that Golfclub_Baron_Friso paid in March 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-37 | What percentage of transactions have missing IP addresses and also have a fraudulent dispute?
Answer must be just a number rounded to 3 decimal places. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-38 | What are the total fees (in euros) that Belles_cookbook_store paid in July 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-39 | For account type F, what would be the average fee that the card scheme TransactPlus would charge for a transaction value of 1000 EUR? Provide the answer in EUR and 6 decimals.
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond wi... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-40 | Looking at the year 2023, to which card scheme should the merchant Rafa_AI steer traffic to in order to pay the minimum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicable answer for t... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-41 | What is the average transaction value grouped by aci for Belles_cookbook_store's SwiftCharge transactions between January and February 2023?
Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by country u... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-42 | Imagine the merchant Belles_cookbook_store had changed its MCC code to 5911 before 2023 started, what amount delta will it have to pay in fees for the year 2023?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applic... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-43 | For credit transactions, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 5000 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-44 | What is the most expensive MCC for a transaction of 100 euros, in general? If there are many MCCs with the same value, list all of them. Provide a list as an output even if it is one element.
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty strin... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-45 | Looking at the month of January, to which card scheme should the merchant Belles_cookbook_store steer traffic in order to pay the minimum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or appli... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-46 | For a credit transaction of 100 euros on NexPay, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one letter... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-47 | For a credit transaction of 10 euros on NexPay, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one letter.... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-48 | For the 200th of the year 2023, what is the total fees (in euros) that Martinis_Fine_Steakhouse should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-49 | Is the fraud rate for ecommerce transactions higher than in-store transactions during the year 2023?
Answer must either yes or no. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-50 | For a credit transaction of 100 euros on TransactPlus, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-51 | What are the total fees (in euros) that Rafa_AI paid in 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-52 | For Martinis_Fine_Steakhouse in June, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-53 | For account type F, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 500 EUR? Provide the answer in EUR and 6 decimals.
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-54 | Which card scheme is the most commonly used?
Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-55 | In February 2023 what delta would Rafa_AI pay if the relative fee of the fee with ID=17 changed to 99?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-56 | For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals
Answer must be just... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-57 | In the year 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=276 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-58 | On which day of the year are the most transactions recorded?
Answer must be just a number of the day of the year. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-59 | Are credit payments more likely to result in a fraudulent dispute compared to debit card payments?
Answer must be just either yes or no. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-60 | What percentage of transactions are considered high-value (above the 90th percentile of amount)?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-61 | What boolean factors contribute to a cheaper fee rate if set to False?
Answer must be a list of values in comma delimited list, eg: A, B, C. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-62 | For the 365th of the year 2023, what is the total fees (in euros) that Martinis_Fine_Steakhouse should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-63 | For account type D, what would be the average fee that the card scheme NexPay would charge for a transaction value of 5000 EUR? Provide the answer in EUR and 6 decimals.
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'No... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-64 | Imagine the merchant Rafa_AI had changed its MCC code to 5911 before 2023 started, what amount delta will it have to pay in fees for the year 2023?
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-65 | What are the total fees (in euros) that Rafa_AI paid in August 2023?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-66 | For Rafa_AI in October, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to incentive and ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-67 | For the 365th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-68 | In the average scenario, which card scheme would provide the most expensive fee for a transaction value of 1000 EUR?
Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-69 | For the 12th of the year 2023, what are the Fee IDs applicable to Golfclub_Baron_Friso?
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Ap... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-70 | For credit transactions, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 4321 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-71 | What is the average transaction value grouped by acquirer_country for Crossfit_Hanna's TransactPlus transactions between November and December 2023?
Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by c... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-72 | In the year 2023 what delta would Martinis_Fine_Steakhouse pay if the relative fee of the fee with ID=280 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-73 | In the year 2023 what delta would Martinis_Fine_Steakhouse pay if the relative fee of the fee with ID=276 changed to 1?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-74 | Looking at the month of July, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic in order to pay the maximum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicabl... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-75 | What are the top 3 countries (ip_country) by avg transaction value for Crossfit_Hanna's NexPay transactions in the last quarter of 2023?
Answer must be a comma separated list of country codes. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-76 | What percentage of the transactions are made using credit cards?
Answer must be just a number rounded to 3 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-77 | For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme NexPay would charge for a transaction value of 4321 EUR? Provide the answer in EUR and 6 decimals
Answer must be just a n... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-78 | For Rafa_AI in November, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to incentive and... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-79 | In the year 2023 what delta would Crossfit_Hanna pay if the relative fee of the fee with ID=792 changed to 99?
Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-80 | For Rafa_AI in July, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees?
Answer must be just the selected ACI to incentive and the... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-81 | During which hour of the day do the most transactions occur?
Answer must be just a number representing the hour of the day. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-82 | For a credit transaction of 10 euros on SwiftCharge, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one le... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-83 | What boolean factors contribute to a cheaper fee rate if set to True?
Answer must be a list of values in comma delimited list, eg: A, B, C. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-84 | For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 50 EUR? Provide the answer in EUR and 6 decimals
Answer must be just a... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-85 | For credit transactions, what would be the average fee that the card scheme TransactPlus would charge for a transaction value of 50 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-86 | For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 1000 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-87 | For account type H, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals.
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with ... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-88 | For credit transactions, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 500 EUR?
Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-89 | What is the name of the column that indicates fraud?
Answer must be just the name of the column. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-90 | How many transactions were flagged as fraudulent?
Answer must be just a number. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-91 | For a credit transaction of 1 euros on GlobalCard, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one lett... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-92 | Looking at the month of January, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic in order to pay the minimum fees?
Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or ap... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-93 | For the 365th of the year 2023, what is the total fees (in euros) that Golfclub_Baron_Friso should pay?
Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-94 | Looking at the year 2023 and at the merchant Golfclub_Baron_Friso, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing shoppers to use a different payment interactions, what would be the preferred choice considering the lowest possible fees?
... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-95 | How much, if exists, is the excessive retry fee?
Answer must the number of cost in dollars per retry or 'Not Applicable'. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'. | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | easy |
dab-train-96 | In the average scenario, which card scheme would provide the most expensive fee for a transaction value of 5000 EUR?
Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable' | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-97 | What is the most expensive MCC for a transaction of 5 euros, in general? If there are many MCCs with the same value, list all of them. Provide a list as an output even if it is one element.
Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string.... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-98 | For a credit transaction of 100 euros on SwiftCharge, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value.
Answer must be just one l... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dab-train-99 | For account type H, what would be the average fee that the card scheme NexPay would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals.
Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not... | {
"file_ids": [
"acquirer_countries.csv",
"fees.json",
"manual.md",
"merchant_category_codes.csv",
"merchant_data.json",
"payments-readme.md",
"payments.csv"
]
} | hard |
dabstep — real agent-environment traces
Data-analysis QA over a shared payments dataset and a business-rules manual, answered with pandas in a Python shell.
Every trace is a REAL run: an LLM agent stepping against the actual benchmark environment, with
each transition (tool call → true environment observation) recorded as OpenTelemetry GenAI spans
(traces.otel.jsonl, one span per line). Captured by
world-model-harness's
environment-capture package, which also holds the adapter, capture scripts, and per-corpus
provenance: see
packages/environment-capture/dabstep/.
License and attribution
Derived from adyen/DABstep (CC BY 4.0); this corpus is redistributed under the same terms
(cc-by-4.0). The trace text embeds task data and environment output from the upstream
benchmark — keep this attribution if you redistribute.
Contents
traces.otel.jsonl— the trace corpus (OTel GenAI spans, one JSON object per line)data/— task index (train/test splits: prompts + task metadata)gold/— per-task gold sidecars (graders read these; never staged into agent workspaces)datafiles/— shared context files (manual, datasets) staged into agent workspaces
Using it
from huggingface_hub import hf_hub_download
path = hf_hub_download(
"experiential-labs/wmh-dabstep-traces", "traces.otel.jsonl", repo_type="dataset"
)
or, from a world-model-harness checkout:
uv run wmh download dabstep
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