Attention Asymmetry in AI Layoff Discourse on X: A Computational Analysis of Capital vs Labour Amplification
Paper • 2605.29367 • Published
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 3 new columns ({'corpus_label', 'tweet_id', 'account_handle'}) and 12 missing columns ({'title', 'platform', 'post_id', 'num_comments', 'num_crossposts', 'score', 'subscribers', 'subreddit', 'amplification', 'norm_amp', 'upvote_ratio', 'corpus'}).
This happened while the csv dataset builder was generating data using
hf://datasets/joyboseroy/ai-layoff-discourse-amplification/tweet_ids.csv (at revision a6b868276e60bcf9fe2a35c8c7a60992fe11c442), [/tmp/hf-datasets-cache/medium/datasets/19719719446847-config-parquet-and-info-joyboseroy-ai-layoff-disc-deca5d00/hub/datasets--joyboseroy--ai-layoff-discourse-amplification/snapshots/a6b868276e60bcf9fe2a35c8c7a60992fe11c442/reddit_posts.csv (origin=hf://datasets/joyboseroy/ai-layoff-discourse-amplification@a6b868276e60bcf9fe2a35c8c7a60992fe11c442/reddit_posts.csv), /tmp/hf-datasets-cache/medium/datasets/19719719446847-config-parquet-and-info-joyboseroy-ai-layoff-disc-deca5d00/hub/datasets--joyboseroy--ai-layoff-discourse-amplification/snapshots/a6b868276e60bcf9fe2a35c8c7a60992fe11c442/tweet_ids.csv (origin=hf://datasets/joyboseroy/ai-layoff-discourse-amplification@a6b868276e60bcf9fe2a35c8c7a60992fe11c442/tweet_ids.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
tweet_id: int64
corpus_label: string
account_handle: string
date: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 734
to
{'post_id': Value('string'), 'subreddit': Value('string'), 'corpus': Value('string'), 'subscribers': Value('int64'), 'title': Value('string'), 'date': Value('string'), 'score': Value('int64'), 'upvote_ratio': Value('float64'), 'num_comments': Value('int64'), 'num_crossposts': Value('int64'), 'amplification': Value('float64'), 'norm_amp': Value('float64'), 'platform': 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 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 3 new columns ({'corpus_label', 'tweet_id', 'account_handle'}) and 12 missing columns ({'title', 'platform', 'post_id', 'num_comments', 'num_crossposts', 'score', 'subscribers', 'subreddit', 'amplification', 'norm_amp', 'upvote_ratio', 'corpus'}).
This happened while the csv dataset builder was generating data using
hf://datasets/joyboseroy/ai-layoff-discourse-amplification/tweet_ids.csv (at revision a6b868276e60bcf9fe2a35c8c7a60992fe11c442), [/tmp/hf-datasets-cache/medium/datasets/19719719446847-config-parquet-and-info-joyboseroy-ai-layoff-disc-deca5d00/hub/datasets--joyboseroy--ai-layoff-discourse-amplification/snapshots/a6b868276e60bcf9fe2a35c8c7a60992fe11c442/reddit_posts.csv (origin=hf://datasets/joyboseroy/ai-layoff-discourse-amplification@a6b868276e60bcf9fe2a35c8c7a60992fe11c442/reddit_posts.csv), /tmp/hf-datasets-cache/medium/datasets/19719719446847-config-parquet-and-info-joyboseroy-ai-layoff-disc-deca5d00/hub/datasets--joyboseroy--ai-layoff-discourse-amplification/snapshots/a6b868276e60bcf9fe2a35c8c7a60992fe11c442/tweet_ids.csv (origin=hf://datasets/joyboseroy/ai-layoff-discourse-amplification@a6b868276e60bcf9fe2a35c8c7a60992fe11c442/tweet_ids.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.
post_id string | subreddit string | corpus string | subscribers int64 | title string | date string | score int64 | upvote_ratio float64 | num_comments int64 | num_crossposts int64 | amplification float64 | norm_amp float64 | platform string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
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1od3j63 | MachineLearning | capital | 3,000,000 | [N] Pondering how many of the papers at AI conferences are just AI generated garbage. | 2025-10-22 | 178 | 0.9 | 65 | 0 | 275.5 | 18.472424 | reddit |
1rlnwsk | MachineLearning | capital | 3,000,000 | [D] AMA Secure version of OpenClaw | 2026-03-05 | 179 | 0.92 | 114 | 1 | 352 | 23.60179 | reddit |
1s0hcit | MachineLearning | capital | 3,000,000 | [D] Has industry effectively killed off academic machine learning research in 2026? | 2026-03-22 | 172 | 0.82 | 65 | 0 | 269.5 | 18.07012 | reddit |
1nicdse | artificial | capital | 800,000 | UAE deposited $2 billion in Trump's crypto firm, then two weeks later Trump gave them AI chips | 2025-09-16 | 4,724 | 0.99 | 162 | 8 | 4,983 | 366.602781 | reddit |
1ti5pq7 | artificial | capital | 800,000 | “AI vs Creativity” from a pro-AI greedy corpo | 2026-05-20 | 3,253 | 0.97 | 383 | 5 | 3,837.5 | 282.327548 | reddit |
1t2z0tn | artificial | capital | 800,000 | Richard Dawkins spent 3 days with Claude and named her "Claudia." what he concluded after is hard to defend. | 2026-05-03 | 3,173 | 0.92 | 1,349 | 3 | 5,202.5 | 382.751549 | reddit |
1sfqix8 | artificial | capital | 800,000 | this is how an AI generated cow looked 12 years ago | 2026-04-08 | 2,392 | 0.9 | 339 | 3 | 2,906.5 | 213.833229 | reddit |
1sx7sjl | artificial | capital | 800,000 | A comedian’s strategy for poisoning AI training data | 2026-04-27 | 1,782 | 0.96 | 213 | 2 | 2,105.5 | 154.903102 | reddit |
1qcpxzs | artificial | capital | 800,000 | Senate passes bill letting victims sue over Grok AI explicit images | 2026-01-14 | 1,725 | 0.97 | 158 | 1 | 1,964 | 144.492848 | reddit |
1tax3dz | artificial | capital | 800,000 | My god there is an enormous crash just waiting to happen | 2026-05-12 | 1,579 | 0.86 | 619 | 2 | 2,511.5 | 184.772804 | reddit |
1t6zm1l | artificial | capital | 800,000 | Marc Andreessen Mocked for Accidentally Revealing That He Seems to Have a Deep Misunderstanding of How AI Actually Works | 2026-05-08 | 1,529 | 0.97 | 278 | 0 | 1,946 | 143.168575 | reddit |
1m56uby | artificial | capital | 800,000 | Trump puts up AI video of Obama being arrested by the FBI in the Oval Office | 2025-07-21 | 1,428 | 0.95 | 170 | 1 | 1,685 | 123.966624 | reddit |
1lbbrch | artificial | capital | 800,000 | 2022 vs 2025 AI-image. | 2025-06-14 | 1,428 | 0.93 | 204 | 3 | 1,740 | 128.013012 | reddit |
1sc3kpj | artificial | capital | 800,000 | OpenAI CEO Sam Altman accused of sexual abuse by family member | 2026-04-04 | 1,331 | 0.9 | 258 | 0 | 1,718 | 126.394457 | reddit |
End of preview.
AI Layoff Discourse Amplification Dataset
Dataset for the paper: "Attention Asymmetry in AI Layoff Discourse on X: A Computational Analysis of Capital vs Labour Amplification" Joy Bose, 2026.
Code: https://github.com/joyboseroy/attention-asymmetry
Contents
tweet_ids.csv
Tweet IDs for 763 tweets collected from X (May 20-27, 2026). Columns: tweet_id, corpus_label (capital/labour), account_handle, date
Per X Developer Policy, only tweet IDs are shared. Rehydrate using the X API v2 to retrieve full tweet objects. Rehydration tool: https://github.com/DocNow/hydrator
reddit_posts.csv
647 Reddit posts from 10 subreddits (top posts, last year). Full post data including title, score, comments, amplification score. Columns: post_id, subreddit, corpus, title, date, score, num_comments, amplification, norm_amp, platform
Corpus Labels
capital: Posts from accounts framing AI as opportunity/transformation labour: Posts from accounts framing AI as displacement/threat
Paper
https://arxiv.org/abs/2605.29367
Citation
@misc{bose2026attention, title={Attention Asymmetry in AI Layoff Discourse on X}, author={Bose, Joy}, year={2026}, eprint={2605.29367}, archivePrefix={arXiv} }
License
MIT
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