aptgetupdate/Opus-4.6-Reasoning-3300x

---
license: apache-2.0
---

[<img src="https://huggingface.co/crownelius/Crow-9B-Opus-4.6-Distill-Heretic_Qwen3.5/resolve/main/banner.png" width="350"/>](https://ko-fi.com/abcuo)

# Opus-4.6-Reasoning-3000x (Cleaned)

This dataset has been automatically cleaned to remove:
- Empty or missing responses
- Responses shorter than 10 characters
- Refusal responses ("problem is incomplete", "cannot solve", etc.)
- Responses with no substantive content
- Responses that just echo the problem

## Cleaning Report

- **Original rows:** 3,305
- **Clean rows:** 2,160
- **Removed:** 1,145 (34.6%)
- **Columns:** ['id', 'problem', 'thinking', 'solution', 'difficulty', 'category', 'timestamp', 'hash']

### Rejection Breakdown

| Reason | Count | % |
|--------|------:|---:|
| refusal/incomplete_problem | 1,090 | 33.0% |
| empty_response | 18 | 0.5% |
| response_no_substance | 17 | 0.5% |
| problem_too_short | 14 | 0.4% |
| response_too_short | 6 | 0.2% |

## Usage

```python
from datasets import load_dataset
ds = load_dataset("crownelius/Opus-4.6-Reasoning-3000x", split="train")
```

*Cleaned on 2026-02-12 21:49 UTC*

### This dataset was extremely expensive, around $500 CAD I would really appreciate a follow or a small contribution to make more of these as models are released.
-https://ko-fi.com/abcuo

---

## Stats

| Metric | Value |
|--------|-------|
| Total prompt tokens | 0 |
| Total completion tokens | 1,636,368 |
| Total tokens | 1,636,368 |
| Total cost | $40.91 (USD) |
| Average turns | 1.00 |
| Average tool calls | 0.00 |
| Average tokens per row | 757.58 |

*Cost estimated using Claude Opus 4.6 pricing on [OpenRouter](https://openrouter.ai) ($5.0/M input, $25.0/M output)*