Aria AI — Supply Chain
Collection
Operations-research decision-support demos for inventory, routing, warehousing, and sourcing. • 18 items • Updated
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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 17 new columns ({'reason', 'capacity', 'source_span', 'extraction_method', 'pack_size', 'sku_id', 'confidence', 'tier_min_qty', 'moq', 'currency', 'tier_max_qty', 'confirmed', 'needs_confirmation', 'unit_price', 'lead_days', 'unit', 'tier_id'}) and 3 missing columns ({'title', 'text', 'clause_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/AriaAICompany/aria-source-scenarios/data/extracted_quotes.csv (at revision ced731e4145d4511e568b43a2d77e1ffc4954306), ['hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/clauses.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/extracted_quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/extraction_scores.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/gold_quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/settings.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/skus.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/suppliers.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/units.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/python3.14/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
quote_id: string
supplier_id: string
sku_id: string
page: int64
unit_price: double
currency: string
pack_size: int64
moq: double
capacity: int64
lead_days: int64
unit: string
tier_id: int64
tier_min_qty: int64
tier_max_qty: int64
source_span: string
confirmed: int64
needs_confirmation: int64
confidence: double
reason: string
extraction_method: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2618
to
{'quote_id': Value('string'), 'supplier_id': Value('string'), 'page': Value('int64'), 'clause_id': Value('string'), 'title': Value('string'), 'text': 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 17 new columns ({'reason', 'capacity', 'source_span', 'extraction_method', 'pack_size', 'sku_id', 'confidence', 'tier_min_qty', 'moq', 'currency', 'tier_max_qty', 'confirmed', 'needs_confirmation', 'unit_price', 'lead_days', 'unit', 'tier_id'}) and 3 missing columns ({'title', 'text', 'clause_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/AriaAICompany/aria-source-scenarios/data/extracted_quotes.csv (at revision ced731e4145d4511e568b43a2d77e1ffc4954306), ['hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/clauses.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/extracted_quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/extraction_scores.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/gold_quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/quotes.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/settings.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/skus.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/suppliers.csv', 'hf://datasets/AriaAICompany/aria-source-scenarios@ced731e4145d4511e568b43a2d77e1ffc4954306/data/units.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.
quote_id string | supplier_id string | page int64 | clause_id string | title string | text string |
|---|---|---|---|---|---|
Q-NORTH-2026-09 | NORTHSTAR | 2 | NS-INCO | Incoterms | Delivery is FCA Chicago warehouse. Buyer books main carriage and insurance after pickup. |
Q-NORTH-2026-09 | NORTHSTAR | 2 | NS-PAY | Payment | Payment terms Net 30 from invoice date. Overdue invoices accrue 1.0 percent per month. |
Q-NORTH-2026-09 | NORTHSTAR | 2 | NS-LATE | Late delivery | Late delivery penalty is 0.5 percent of the delayed line per week after a 10-day grace, capped at 5 percent. This is a contractual score, not a default probability. |
Q-BALTIC-2026-09 | BALTIC | 2 | BL-INCO | Incoterms | Angebot prices are DAP Hamburg. Prices are in EUR; convert with the buyer FX rate before award. |
Q-BALTIC-2026-09 | BALTIC | 2 | BL-PAY | Payment | 2 percent discount for payment within 14 days, otherwise Net 45. Exclusive DACH resale terms do not apply to export lots. |
Q-BALTIC-2026-09 | BALTIC | 2 | BL-LATE | Late delivery | Delay liquidated damages are 1.0 percent of the late quantity value per week, maximum 8 percent. |
Q-CASPIAN-2026-09 | CASPIAN | 2 | CS-PAY | Payment | 40 percent advance telegraphic transfer is required before production. Balance before pickup EXW Gebze. |
Q-CASPIAN-2026-09 | CASPIAN | 2 | CS-LATE | Late delivery | Late delivery penalty is not specified. Delay risk sits with the buyer. Do not treat the cheap unit price as on-time certainty. |
Q-CASPIAN-2026-09 | CASPIAN | 2 | CS-WAR | Warranty | No warranty on seals after installation. Bearings carry 90 days uninstalled only. |
Q-DESERT-2026-09 | DESERT | 2 | DS-TIER | Volume prices | Volume prices apply to a single release of one SKU. Mixing SKUs does not unlock a lower tier. CIF Jebel Ali. |
Q-DESERT-2026-09 | DESERT | 2 | DS-PAY | Payment | Payment by letter of credit at 30 days. Late delivery credit is 0.25 percent per week after the promised lead time. |
Q-EAGLE-2026-09 | EAGLE | 2 | EG-PAY | Payment | 100 percent TT before shipment FOB Shanghai. Minimum order quantities may still be confirmed by sales. |
Q-EAGLE-2026-09 | EAGLE | 2 | EG-MOQ | MOQ | Some lines omit MOQ on the price page. Those fields need buyer confirmation before they may enter the award model. Persian note: حداقل سفارش باید تایید شود. |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-BALTIC-2026-09 | BALTIC | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-CASPIAN-2026-09 | CASPIAN | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 1 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-DESERT-2026-09 | DESERT | 2 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-EAGLE-2026-09 | EAGLE | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
null | null | null | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
Q-NORTH-2026-09 | NORTHSTAR | 1 | null | null | null |
End of preview.
AriaSource quote award scenarios
Synthetic 18-SKU / 5-supplier quote pack used by the live AriaSource demo on the Aria AI Supply Chain collection.
Generated data, seed 24. Prices, freight and risk scores are demo values, not a supplier extract. risk_score is a contractual input, not a calibrated default probability.
Files
- data/skus.csv
- data/suppliers.csv
- data/gold_quotes.csv
- data/quotes.csv
- data/clauses.csv
- data/extracted_quotes.csv
- data/extraction_scores.csv
- data/settings.csv
- data/units.csv
- data/sample_preview.json
- data/quotes/*.pdf
Extraction vs optimization
Field accuracy and page citation are scored on the CPU parser versus gold_quotes.csv. They are not award KPIs. Price, currency and MOQ must be confirmed before they may enter the MIP.
License
CC-BY-4.0. Keep the synthetic-data label.
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