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--- |
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dataset_info: |
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features: |
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- name: video_id |
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dtype: string |
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- name: title |
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dtype: string |
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- name: source |
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dtype: string |
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- name: url |
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dtype: string |
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- name: duration_seconds |
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dtype: int64 |
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- name: status |
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dtype: string |
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- name: priority |
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dtype: int64 |
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license: mit |
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task_categories: |
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- automatic-speech-recognition |
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language: |
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- en |
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- ru |
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- hi |
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- es |
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- pt |
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- de |
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- fr |
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- ja |
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- ko |
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- zh |
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- ar |
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- tr |
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- pl |
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tags: |
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- education |
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- youtube |
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- video-ids |
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- queue |
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size_categories: |
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- 1M<n<10M |
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--- |
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# Massive YouTube Educational Video Queue |
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**1M+ curated educational YouTube video IDs** with metadata, quality-filtered and priority-scored. Use this to build your own transcription pipeline or educational content index. |
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## Stats |
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| Metric | Value | |
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|--------|-------| |
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| Total videos | 1,014,726 | |
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| Pending transcription | ~920K | |
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| Completed (transcripts in [sibling dataset](https://huggingface.co/datasets/thepowerfuldeez/massive-yt-edu-transcriptions)) | ~7K | |
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| Languages | 15+ | |
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## Priority System |
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| Priority | Description | Count | |
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|----------|-------------|-------| |
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| P9 | University courses (MIT OCW, Stanford, NPTEL), academic conferences (NeurIPS, ICML) | ~20K | |
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| P8 | Lectures, tutorials, known edu creators (3Blue1Brown, Khan Academy) | ~200K | |
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| P7 | Documentaries, explainers, conference talks | ~5K | |
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| P5 | General educational content passing quality filter | ~790K | |
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## Quality Filtering Applied |
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- **Duration gate**: All videos ≥15 minutes (deep educational content only) |
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- **40+ reject categories**: Gaming, music videos, ASMR, vlogs, drama, pranks, mukbang, clickbait, conspiracy, sports highlights, etc. |
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- **Deduplication**: UNIQUE constraint on video_id |
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## Discovery Sources |
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- YouTube search saturation (subject × language × modifier) |
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- 140+ educational channel crawls |
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- Related video chaining (exponential discovery) |
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- Playlist walking |
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- Multi-language queries (15+ languages) |
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## Schema |
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```python |
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{ |
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"video_id": "dQw4w9WgXcQ", |
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"title": "MIT 6.006 Lecture 1: Algorithms and Computation", |
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"source": "MIT OpenCourseWare", |
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"url": "https://youtube.com/watch?v=dQw4w9WgXcQ", |
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"duration_seconds": 3600, |
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"status": "pending", # pending/completed/processing/error/rejected |
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"priority": 9 |
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} |
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``` |
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## Usage |
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```python |
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from datasets import load_dataset |
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ds = load_dataset("thepowerfuldeez/massive-yt-edu-queue") |
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# Get high-priority university content |
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university = ds["train"].filter(lambda x: x["priority"] >= 9) |
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# Get pending videos for your own transcription |
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pending = ds["train"].filter(lambda x: x["status"] == "pending") |
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``` |
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## Related |
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- **Transcriptions**: [thepowerfuldeez/massive-yt-edu-transcriptions](https://huggingface.co/datasets/thepowerfuldeez/massive-yt-edu-transcriptions) — completed transcripts (updated daily) |
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- **Source code**: [github.com/thepowerfuldeez/massive_yt_edu_scraper](https://github.com/thepowerfuldeez/massive_yt_edu_scraper) |
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## License |
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MIT. Video metadata is derived from publicly available YouTube data. |
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