Dataset research report
Climate Detection 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 climate_detection Dataset Summary We introduce an expert-annotated dataset for detecting climate-related paragraphs in corporate disclosures. Supported Tasks and Leaderboards The dataset supports a binary classification task of whether a given paragraph is climate-related or not. Languages The text in the dataset is in English. Dataset Structure Data Instances { 'text': '− Scope 3: Optional scope that includes… See the full description on the dataset page: https://huggingface.co/datasets/climatebert/climate_detection.
Research Context
Climate Detection: 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 | − Scope 3: Optional scope that includes indirect emissions associated with the goods and services supply chain produced outside the organiz… | 1 |
| 2 | The Group is not aware of any noise pollution that could negatively impact the environment, nor is it aware of any impact on biodiversity. … | 1 |
| 3 | Global climate change could exacerbate certain of the threats facing our business, including the frequency and severity of weather-related … | 1 |
| 4 | Setting an investment horizon is part and parcel of our policy of focusing on the long term and helping clients to build capital. Both fina… | 1 |
| 5 | A material portion of this network is still relatively immature and there are risks that may develop over time. For example, it is possible… | 0 |
| 6 | The investment horizon is between 3 and 15 years, because shorter investment horizons than this risk creating restrictions in the managemen… | 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.