Dataset research report
Environmental Claims 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 environmental_claims Dataset Summary We introduce an expert-annotated dataset for detecting real-world environmental claims made by listed companies. Supported Tasks and Leaderboards The dataset supports a binary classification task of whether a given sentence is an environmental claim or not. Languages The text in the dataset is in English. Dataset Structure Data Instances { "text": "It will enable E.ON to… See the full description on the dataset page: https://huggingface.co/datasets/climatebert/environmental_claims.
Research Context
Environmental Claims: 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 | The project will make a significant contribution to the German and European hydrogen strategy and hence to achievement of the climate targe… | 1 |
| 2 | So in -- first of all, the segments, we are -- we are more selective than we were in the past. | 0 |
| 3 | Building a smarter and stronger energy grid that better serves customers is at the heart of our Advanced Grid Intelligence and Security ini… | 0 |
| 4 | Generally, first of all our Transmission department is very busy, both gas and electric transmission, I should say, meeting the needs of ou… | 0 |
| 5 | But for the most part, our challenge is showing them how our funds work within the investment themes that they're already seeking. | 0 |
| 6 | Our ambition is to be the preferred energy company for all stakeholders, and we have a disciplined three-phase strategy to meet that ambiti… | 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.