Dataset research report
Financial Classification research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Dataset Creation This dataset combines financial phrasebank dataset and a financial text dataset from Kaggle. Given the financial phrasebank dataset does not have a validation split, I thought this might help to validate finance models and also capture the impact of COVID on financial earnings with the more recent Kaggle dataset.
Research Context
Financial Classification: 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 | labelsinteger |
|---|---|---|
| 1 | Finnish airline Finnair is starting the temporary layoffs of cabin crews in February 2010 . | 0 |
| 2 | The corresponding increase in the share capital , in total EUR 300,00 was registered in the Finnish Trade Register on May 8 , 2008 . | 1 |
| 3 | In the third quarter of fiscal 2008 Efore swung to a net loss of EUR 400,000 versus a net profit of EUR 200,000 for the corresponding perio… | 0 |
| 4 | ALEXANDRIA , Va. , Oct. 15 -- Aaron Moss of Hampshire , Great Britain , has developed an ornamental design for a handset , the U.S. Patent … | 1 |
| 5 | Vaisala Oyj Stock exchange release 26.03.2010 klo 09.00 1 ( 1 ) The Annual General Meeting of Vaisala Oyj decided on March 25 , 2010 to app… | 1 |
| 6 | The product 's front-edge folding maximizes weather resilience and enables a seamless roof finish . | 1 |
Data Dictionary
- text text
- labels 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.