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README.md

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+---
+license: other
+license_name: custom
+license_link: https://huggingface.co/datasets/Aipresso/MEGA-cleaned-prompts/blob/main/TERMS_OF_USE.md
+task_categories:
+- text-generation
+- question-answering
+language:
+- en
+tags:
+- prompts
+- training-data
+- conversational-ai
+- cleaned-data
+size_categories:
+- 1M<n<10M
+pretty_name: Cleaned Prompts Mega Dataset
+---
+
+# Cleaned Prompts Mega Dataset
+
+**Created by Aipresso LIMITED, London, UK**
+
+> **⚠️ IMPORTANT: By using this dataset, you agree to our [Terms of Use](TERMS_OF_USE.md)**
+> 
+> **You must provide attribution when using this data in publications, research, or commercial products.**
+
+## Dataset Overview
+
+A comprehensive collection of 2.7 million cleaned English prompts, meticulously processed for training advanced language models and AI systems.
+
+### 📊 Dataset Statistics
+
+| Metric | Value |
+|--------|-------|
+| Total Rows | 2,689,957 |
+| Original Source Rows | 5,765,568 |
+| Rows After Cleaning | 2,689,957 |
+| Data Retention Rate | 46.7% |
+| File Size | 2.28 GB |
+| Token Range | 1 to 10,000 tokens per prompt |
+
+### 🧹 Data Cleaning Process
+
+- **Removed duplicates** and anomalous entries
+- **Filtered for English-only** content
+- **Stripped unnecessary quotes** and formatting artifacts
+- **Calculated token counts** for each prompt
+- **Removed blank** and low-quality entries
+
+### 📁 File Structure
+data/
+└── cleaned_prompts_mega.csv
+
+
+### 🎯 Intended Use Cases
+
+- Fine-tuning large language models (LLMs)
+- Training conversational AI assistants
+- Research in natural language processing
+- Development of prompt-response systems
+- Academic research and commercial AI applications
+
+### 🔧 Technical Details
+
+**Columns:**
+- `prompt` (string): The cleaned English text prompt
+- `token_count` (integer): Number of tokens in the prompt
+
+**Format:** CSV
+**Encoding:** UTF-8
+
+### 📜 License and Attribution
+
+This dataset is provided under custom terms. **Attribution is required** for all use cases.
+
+**Required Citation:**
+```bibtex
+@dataset{aipresso_cleaned_prompts_2024,
+  title = {Cleaned Prompts Mega Dataset},
+  author = {Aipresso LIMITED},
+  year = {2024},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/datasets/Aipresso/cleaned_mega_prompts.csv}
+}
+
+
+from datasets import load_dataset
+
+dataset = load_dataset("Aipresso/cleaned_mega_prompts.csv")
+
+📈 Quality Metrics
+Cleaning Rigor: 3+ million rows filtered for quality
+
+Content Diversity: Wide range of topics and styles
+
+Ready-to-Use: Pre-processed and validated
+
+Enterprise Grade: Suitable for commercial applications
+
+🔗 Related Datasets
+Check our profile for additional categorized datasets:
+
+Short-form prompts (<512 tokens)
+
+Medium-length prompts (512-1K tokens)
+
+Long-form prompts (>1K tokens)
+
+Maintained by Aipresso LIMITED, London, UK | View Terms of Use
+

TERMS_OF_USE.md

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+# Terms of Use for Cleaned Prompts Mega Dataset
+
+## Attribution Requirement
+When using this dataset in any publication, research, or commercial product, you must include:
+
+**"Dataset: Cleaned Prompts Mega by Aipresso - https://huggingface.co/datasets/Aipresso/cleaned-prompts-mega"**
+
+## Usage Rights
+- ✅ **Allowed**: Research, commercial use, model training, academic projects
+- ✅ **Required**: Proper attribution and citation
+- ✅ **Encouraged**: Sharing improvements and derivatives
+
+## Restrictions
+- ❌ **Not Allowed**: Reselling the raw dataset without significant value addition
+- ❌ **Not Allowed**: Claiming original creation of the dataset
+- ❌ **Not Allowed**: Using for illegal or harmful purposes
+
+## Citation
+```bibtex
+@dataset{aipresso_cleaned_prompts_2024,
+  title = {Cleaned Prompts Mega Dataset},
+  author = {Aipresso},
+  year = {2024},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/datasets/Aipresso/cleaned-prompts-mega}
+}