{
  "id": "ayurveda_001",
  "domain": "ayurveda",
  "category": "doshas",
  "subcategory": "vata",
  "question": "What are the characteristics of Vata dosha?",
  "answer": "Vata governs movement, creativity, and flexibility...",
  "metadata": {
    "language": "en",
    "difficulty": "intermediate",
    "cultural_context": "traditional",
    "validation_score": 0.95,
    "cross_references": ["jyotish_045", "tarot_123"],
    "keywords": ["vata", "movement", "creativity"],
    "source": "classical_texts",
    "validation_date": "2024-01-15"
  }
}

🎯 Use Cases

1. Retrieval-Augmented Generation (RAG)

# Example RAG implementation
from datasets import load_dataset
import faiss
import numpy as np

# Load dataset
dataset = load_dataset("your-org/enhanced-holistic-dataset", split="train")

# Create embeddings for semantic search
# Perfect for spiritual chatbots, consultation systems

2. Fine-tuning LLMs

# Fine-tune models for specialized domains
from transformers import AutoModel, AutoTokenizer

# Train domain-specific models
# Ideal for spiritual guidance, holistic health advisors

3. Multilingual Applications

English: Primary research and development
Spanish: Latin American holistic markets
Hindi: Indian traditional medicine
Sanskrit: Authentic Vedic preservation

🔗 Cross-Domain Intelligence

Our unique cross-referencing system enables:

Ayurveda-Jyotish: Planetary influences on health
Tarot-Ayurveda: Archetypal healing patterns
Iridology-Jyotish: Iris patterns and astrological timing
Multi-modal: Text, symbolic, and diagnostic correlations

📈 Quality Metrics

Validation Score: 95%+ expert-reviewed
Semantic Consistency: 92% cross-domain alignment
Cultural Authenticity: 98% traditional accuracy
Language Quality: Native speaker verified

🏷️ Licensing Options

📚 Academic/Research License (CC BY-NC 4.0)

✅ Free for: Research, education, personal use
❌ Not allowed: Commercial applications
📄 Citation required: Academic papers, theses
💰 Cost: Free

💼 Commercial Licenses

1. Startup License ($299/year)

Up to 10,000 monthly active users
Basic support and updates
Perfect for MVPs and small applications

2. Business License ($999/year)

Up to 100,000 monthly active users
Priority support and quarterly updates
Custom domain training available

3. Enterprise License (Custom pricing)

Unlimited users and applications
White-label options available
Dedicated support team
Custom data augmentation
On-premise deployment option

🎯 Specialized Licenses

Healthcare License (HIPAA Compliant)

Medical-grade validation
Regulatory compliance support
Clinical research applications

Educational License (Institutional)

University curriculum integration
Student research projects
Academic collaboration tools

🚀 Getting Started

Quick Start (Sample Dataset)

from datasets import load_dataset

# Load sample dataset (50 entries)
dataset = load_dataset("your-org/enhanced-holistic-dataset-sample", split="train")

# Explore the data
print(dataset[0])

Full Dataset Access

For commercial access to the complete 1,500+ entry dataset:

Contact: licensing@holisticdata.ai
Visit: https://holisticdata.ai/licensing
Schedule: Demo call

📞 Support & Updates

📧 Email: support@holisticdata.ai
💬 Discord: Join our community
📚 Documentation: docs.holisticdata.ai
🔄 Updates: Quarterly releases with new entries
🐛 Issues: GitHub Issues

📖 Citation

If you use this dataset in your research, please cite:

@dataset{enhanced_holistic_dataset_2024,
  title={Enhanced Holistic Sciences Dataset: A Multilingual Cross-Domain Resource for Spiritual AI},
  author={Holistic Data Team},
  year={2024},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/your-org/enhanced-holistic-dataset}
}

🙏 Acknowledgments

Vedic Scholars: Traditional knowledge preservation
Medical Practitioners: Clinical validation
AI Researchers: Technical optimization
Multilingual Experts: Translation accuracy
Spiritual Communities: Cultural authenticity

⚖️ Legal Notice

This dataset contains traditional knowledge and spiritual practices. Use responsibly and respectfully. Not intended as medical advice. Always consult qualified practitioners for health decisions.

Disclaimer: This dataset is for educational and research purposes. Results from AI models trained on this data should be validated by qualified professionals in respective fields.

🕉️ Sarve Bhavantu Sukhinah - May all beings be happy and healthy

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