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1M+ educational video queue with metadata

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  1. .gitattributes +2 -0
  2. README.md +115 -0
  3. train-00000.jsonl +3 -0
  4. train-00001.jsonl +3 -0
  5. train-00002.jsonl +0 -0
.gitattributes CHANGED
@@ -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
README.md ADDED
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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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+
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+ # Massive YouTube Educational Video Queue
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+
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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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+
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+ ## Stats
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+
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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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+
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+ ## Priority System
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+
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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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+
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+ ## Quality Filtering Applied
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+
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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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+
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+ ## Discovery Sources
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+
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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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+
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+ ## Schema
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+
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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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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("thepowerfuldeez/massive-yt-edu-queue")
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+
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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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+
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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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+
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+ ## Related
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+
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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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+
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+ ## License
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+
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+ MIT. Video metadata is derived from publicly available YouTube data.
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