Dataset research report
Tweet Eval research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Dataset Card for tweet_eval Dataset Summary TweetEval consists of seven heterogenous tasks in Twitter, all framed as multi-class tweet classification. The tasks include - irony, hate, offensive, stance, emoji, emotion, and sentiment. All tasks have been unified into the same benchmark, with each dataset presented in the same format and with fixed training, validation and test splits. Supported Tasks and Leaderboards text_classification: The dataset can be… See the full description on the dataset page: https://huggingface.co/datasets/cardiffnlp/tweet_eval.
Research Context
Tweet Eval: 500 rows by 2 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.
Data Profile
Chart Evidence
These views are generated from the dataset profile. Each chart is paired with a Helix query so it can be opened, adjusted, and exported.
Follow-Up Queries
Preview Rows
| # | texttext | labelinteger |
|---|---|---|
| 1 | “Worry is a down payment on a problem you may never have'. Joyce Meyer. #motivation #leadership #worry | 2 |
| 2 | My roommate: it's okay that we can't spell because we have autocorrect. #terrible #firstworldprobs | 0 |
| 3 | No but that's so cute. Atsu was probably shy about photos before but cherry helped her out uwu | 1 |
| 4 | Rooneys fucking untouchable isn't he? Been fucking dreadful again, depay has looked decent(ish)tonight | 0 |
| 5 | it's pretty depressing when u hit pan on ur favourite highlighter | 3 |
| 6 | @user but your pussy was weak from what I heard so stfu up to me bitch . You got to threaten him that your pregnant . | 0 |
Data Dictionary
- text text
- label numeric
Method And Limits
- Load the catalog entry and preview rows from the processed dataset file.
- Infer numeric, categorical, time, and location fields from real columns.
- Generate a small set of defensive Plotly chart specifications from that profile.
- Expose each chart idea as a query link so the report can be rerun or exported in Helix.
This report is intentionally reproducible. It uses the local catalog metadata and generated chart specifications rather than claiming external conclusions beyond the dataset.