---
language:
  - en
tags:
  - premium
  - curated
  - high-quality
  - research-data
  - biomedical
task_categories:
  - text-classification
  - information-extraction
  - question-answering
pretty_name: PREDATOR Premium Dataset
---

# PREDATOR Premium Dataset

**50K+ curated high-quality research entries across biomedical, AI, and finance**

Premium curated dataset combining the best entries from PubMed/EuropePMC, arXiv, and financial sources. All entries are high or medium quality with commercial value scores. Ideal for fine-tuning research agents and building domain-specific LLMs.

## Fields

| Column | Description |
|--------|-------------|
| `id` | DOI, PMID, or paper identifier |
| `title` | Title or abstract summary |
| `source` | Original source (EuropePMC, arXiv, DataGov) |
| `domain` | Domain (biomedical, ai, finance) |
| `commercial_value` | Commercial viability score (0-1) |
| `monetization_score` | Revenue potential score (0-2) |
| `quality` | Quality tier: high, medium, low |

## Usage

```python
import pandas as pd
df = pd.read_csv("data.csv")
high_quality = df[df["quality"].isin(["high", "medium"])]
print(f"Premium entries: {len(high_quality)}")
```

## License

CC BY 4.0 — Free for commercial use with attribution.

## x402 API

$0.02 USDC/query — Base chain, x402 protocol.
4 datasets available: biomed, finance, ai, nlp

## Contact

PREDATOR Data Platform — iservice49800@gmail.com