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shreya-var/adaption-rupeeroast-txn-categories-v1

This dataset is a remastered version of this dataset prepared using Adaption's Adaptive Data platform. adaption-rupeeroast_txn_categories This dataset contains categorized Indian UPI and bank transaction records, mapping merchant names to spending categories such as Food, Investment, and Transfers. It features multilingual support with entries in English, Hindi, and Hinglish across 13 distinct financial categories. The data is designed for training financial AI models to… See the full description on the dataset page: https://huggingface.co/datasets/shreya-var/adaption-rupeeroast-txn-categories-v1.

sourceHugging Faceupdated 4mo agoView on Hugging Face
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This dataset is a remastered version of this dataset prepared using Adaption's Adaptive Data platform.

adaption-rupeeroasttxncategories

This dataset contains categorized Indian UPI and bank transaction records, mapping merchant names to spending categories such as Food, Investment, and Transfers. It features multilingual support with entries in English, Hindi, and Hinglish across 13 distinct financial categories. The data is designed for training financial AI models to automatically classify transaction descriptions.

Dataset size

There are 5,099 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is B, with a relative quality improvement of 255.0%.

Domain

  • —Other (62%)
  • —Product-advice (12%)
  • —Corporate-business (8%)

Language

  • —English (64%)
  • —Hungarian (4%)
  • —Spanish (4%)

Tone

  • —Informative (68%)
  • —Curious (12%)
  • —Helpful (6%)

Evaluation Results

  • —Quality Gains: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/4869d6c1-4da6-4a1d-9274-aad48106d6c4.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
  • —Grade Improvement: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/d1547e39-95bb-40a7-9965-8c985f8812e8.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
  • —Percentile Chart: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/c7e473e5-3ce2-4336-ab04-4226b408151a.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />