1M+ educational video queue with metadata
Browse files- .gitattributes +2 -0
- README.md +115 -0
- train-00000.jsonl +3 -0
- train-00001.jsonl +3 -0
- train-00002.jsonl +0 -0
.gitattributes
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@@ -58,3 +58,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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train-00000.jsonl filter=lfs diff=lfs merge=lfs -text
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train-00001.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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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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train-00000.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:a24f79a5faf538c813f08699910b81c5fed5a817a6cd1008f1a4ebd7b56b8fb7
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size 123868191
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train-00001.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:07a40a15a30096b705e21657a0649e48ac057fb22045696bd0dd87d6e1ea0271
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size 122315220
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train-00002.jsonl
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