Dataset research report
Anti Lgbt Cyberbullying research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Hugging Face dataset: jxie/anti-lgbt-cyberbullying
Finding 1The dataset has 500 rows available in the catalog.
Finding 2The catalog exposes 5 documented or inferred columns.
Finding 3Helix has 3 ready query prompts for this dataset.
Finding 4This report includes 1 generated chart views.
Research Context
Anti Lgbt Cyberbullying: 500 rows by 5 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.
Data Profile
Rows500
Columns5
Numeric cols1
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
| # | idinteger | texttext | labelinteger | input_idstext | attention_masktext |
|---|---|---|---|---|---|
| 1 | 46361 | All homosexuals should be slaughtered | 1 | [ 0 3164 161211 7 5608 186 14865 46526 56 297 2 1 1 1 1 1 1 1 1 … | [1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0] |
| 2 | 5607 | Can't wait to see you stroke that big cock and see it cum :)) | 0 | [ 0 4171 25 18 40485 47 1957 398 120472 450 6957 99070 136 1957 442 1452 32559 2 1 … | [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0] |
| 3 | 27023 | Idiots protesting kids learning about the existence of LGBT people. Lesbian couple beaten up for refusing to become sexual toy for gang of … | 0 | [ 0 87 5670 933 18782 214 34376 52080 1672 70 6 116311 111 91695 3395 5 160240 24941 42659 … | [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1] |
| 4 | 24321 | The problem with our generation is that none of us have genders but we're still kinda racist | 0 | [ 0 581 2967 678 2446 58093 83 450 351 13 111 1821 765 127501 7 1284 642 25 107 74… | [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1] |
| 5 | 15117 | Earth's toilet is where men fuck men, women fuck women, adults fuck kids, men mutilate themselves into women, prostitution is widespread an… | 1 | [ 0 64883 25 7 64848 83 7440 453 40878 453 4 24793 40878 24793 4 116127 40878 34376 4 4… | [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1] |
| 6 | 28626 | @dhachill @ryanjarvis98 @BoxingKingdom14 Fuck off faggot | 1 | [ 0 1374 5236 206 5713 1374 42 1643 3403 1824 16665 1374 72295 214 605 214 3815 2592 88046 5773] | [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1] |
Data Dictionary
- id numeric
- text text
- label numeric
- input_ids mixed
- attention_mask mixed
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.