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README.md

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+---
+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;" />