Dataset research report
Climate Sentiment 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_sentiment Dataset Summary We introduce an expert-annotated dataset for classifying climate-related sentiment of climate-related paragraphs in corporate disclosures. Supported Tasks and Leaderboards The dataset supports a ternary sentiment classification task of whether a given climate-related paragraph has sentiment opportunity, neutral, or risk. Languages The text in the dataset is in English. Dataset Structure… See the full description on the dataset page: https://huggingface.co/datasets/climatebert/climate_sentiment.
Research Context
Climate Sentiment: 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. … | 0 |
| 3 | Global climate change could exacerbate certain of the threats facing our business, including the frequency and severity of weather-related … | 0 |
| 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… | 0 |
| 5 | Climate change the physical impacts of climate change on our operations are uncertain and particular to geographic circumstances. in additi… | 0 |
| 6 | Projects with potential limited adverse social or environmental impacts that are few in number, generally site specific, largely reversible… | 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.