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Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
State: string
Date: int64
DSCI: int64
tweet id: null
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 601
to
{'tweet id': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2951, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2494, in _iter_arrow
                  pa_table = cast_table_to_features(pa_table, self.features)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2280, in cast_table_to_features
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              State: string
              Date: int64
              DSCI: int64
              tweet id: null
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 601
              to
              {'tweet id': Value('string')}
              because column names don't match

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SocialDrought Dataset

Dataset for the paper "SocialDrought: a social and news media driven dataset and analytical platform towards understanding societal impact of drought"

Paper: https://ojs.aaai.org/index.php/ICWSM/article/view/31447/33607

File Structure

SocialDrought
    |--Datasheet_for_the_Dataset.pdf
    |--social.csv
    |--news.csv
    |--meterology.csv

File Description

File 1: social.csv

Description: This file includes the tweet ids for the social media data collected from Twitter. A tweet id is an unique identifier that can be used to retrieve the post content and related information from Twitter (also known as "X").

Number of data points: 1,636,199

Columns:

  • "tweet id": Tweet id associated with each social media post

To protect user privacy, only post IDs are released. We recommend retrieving the full post content via the official APIs of each platform, in accordance with their respective terms of service.

File 2: news.csv

Description: This file includes the news articles collected from online news publishers.

Number of data points: 1,482

Columns:

  • "Article Name": Title of each news article
  • "URL": URL of each news article
  • "Category": The topic category of the article

File 3: meteorology.csv

Description: This file includes the meteorological Drought Severity and Coverage Index (DSCI) of U.S. states collected from U.S. Drought Monitor.

Number of data points: 31,977

Columns:

  • "State": U.S. state associated with the DSCI
  • "Date": Date the DSCI is measured
  • "DSCI": Drought Severity and Coverage Index

Citation

@inproceedings{shang2024socialdrought,
  title={SocialDrought: a social and news media driven dataset and analytical platform towards understanding societal impact of drought},
  author={Shang, Lanyu and Chen, Bozhang and Vora, Anav and Zhang, Yang and Cai, Ximing and Wang, Dong},
  booktitle={Proceedings of the International AAAI Conference on Web and Social Media},
  volume={18},
  pages={2051--2062},
  year={2024}
}

Zenodo Dataset DOI: 10.5281/zenodo.10516342

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