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Datasets:
deepset
/
stackoverflow-survey-2023-text-sql

Tasks:
Text Generation
Languages:
English
Size:
n<1K
License:
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The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'test' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ValueError
Message:      Not able to read records in the JSON file at hf://datasets/deepset/stackoverflow-survey-2023-text-sql@ab41077da0236718911d79698f279c0221281704/eval_set_multi_answers_res.json.
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 240, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2216, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1239, in _head
                  return _examples_to_batch(list(self.take(n)))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1389, in __iter__
                  for key, example in ex_iterable:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1044, in __iter__
                  yield from islice(self.ex_iterable, self.n)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 282, in __iter__
                  for key, pa_table in self.generate_tables_fn(**self.kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 165, in _generate_tables
                  raise ValueError(f"Not able to read records in the JSON file at {file}.") from None
              ValueError: Not able to read records in the JSON file at hf://datasets/deepset/stackoverflow-survey-2023-text-sql@ab41077da0236718911d79698f279c0221281704/eval_set_multi_answers_res.json.

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BIQA Text-to-SQL Dataset

The data is from the Stack Overflow Developer Survey 2023.

Created with this Notebook; uses this spreadsheet defining manual adjustments.

  • data/eval_set_multi_answers_res.json: Question and query pairs as list of SQLSamples with possibly more than one valid SQL for a question. Also results included.
  • data/survey_results_normalized_v2.db: The main sqlite db file.

The json file contains a list of SQLSample objects as defined:

@dataclass
class SQLQuery:
    query: str
    results: Optional[list[tuple]] = None

@dataclass
class SQLSample:
    question: str
    labels: list[SQLQuery]
    prediction: Optional[SQLQuery] = None
    pred_eval: str = ""
    comment: str = ""

Can be read in through the code from the related repository.

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