---
annotations_creators: []
language:
  - en
language_creators: []
license: []
multilinguality:
- monolingual
pretty_name: 'adaption-defi_wallet_risk_classification'
size_categories:
- 1K<n<10K
source_datasets:
- 'original'
tags:
  - adaption
  - instruction-tuning
  - data-analysis-visualization
task_categories: []
task_ids: []
---

![banner](https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/450c7ba0-2266-41b9-abc1-c63aa0b50284.png)

This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.

# adaption-defi_wallet_risk_classification

This dataset contains prompt-completion pairs for classifying the 14-day risk outcomes of DeFi wallets on various EVM networks based on behavioral features. Each sample provides wallet metrics such as transaction counts, action ratios, and concentration levels, followed by a binary risk label and a concise reasoning statement. The data is designed for training models to predict low or high-risk scenarios for low-complexity wallet profiles.

### Dataset size

There are 3,976 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 33.3%.

### Domain
- Data-analysis-visualization (100%)

### Language
- English (100%)

### Tone
- Analytical (100%)

### Evaluation Results

- **Quality Gains:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/f06adb7a-f4b3-41cf-ae8c-a273e2a8bdc5.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/e48ed415-31cb-43e7-8538-a6535eb3acf8.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/d567cef6-268a-427f-80fd-aa68f31530ef.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />