Datasets:

thepowerfuldeez
/

massive-yt-edu-queue

video_id stringlengths 11 34	title stringlengths 0 128	duration_seconds int64 0 1.21M	status stringclasses 6 values	priority int64 3 9
zaMcHuJwe1w	Lec 16. Generative Models: Conditional Models	4,891	completed	9
8zzfcYIELdo	Lec 15. Generative Models: Representation Learning Meets Generative Modeling	4,839	completed	9
bxVkZ4M-hIE	Lec 04. Architectures: Grids	5,036	completed	9
vidCX_dMCu0	Lec 02. How to Train a Neural Net	4,773	completed	9
7hbf4klU3ks	Lec 20. Scaling Laws	2,302	completed	9
-eC0-5mXHQg	Lec 13. Representation Learning: Theory	4,520	completed	9
IiHknRHA-Gk	Lec 10. Architectures: Memory	4,407	completed	9
QxOzQRtd440	Lec 11. Representation Learning: Reconstruction-Based	4,863	completed	9
hJlrAHqGOS8	Lec 14. Generative Models: Basics	4,877	completed	9
ySaoWrv3T_Q	Lec 03. Approximation Theory	4,961	completed	9
yUh1fEGGdl4	Lec 12. Representation Learning: Similarity-Based	4,579	completed	9
RUdQMHV-7KM	Lec 19. Transfer Learning: Data	4,543	completed	9
zBvsoxC6tAo	Lec 23. Metrized Deep Learning	4,069	completed	9
VcGPE4s_oNw	Lec 07. Scaling Rules for Optimization	4,855	completed	9
9GWd3SAWLbA	Lec 21. Language Models	4,642	completed	9
Q1HOKrNeh2M	Lec 08. Architectures: Transformers	4,474	completed	9
EiO8BBa-xdc	Lec 06. Generalization Theory	4,830	completed	9
tNfuZ9Imt3M	Lec 18. Transfer Learning: Models	5,140	completed	9
DIgqgbsg2dw	Lecture 08: Local Public Goods and Fiscal Federalism	4,857	completed	9
v9-U8AoDsOY	Lecture 04: Externalities in Practice II	4,514	completed	9
dL7bXIUKzyg	Lecture 15: Health Care III, Redistribution	4,647	completed	9
Jp8JNHPP7MA	Lecture 14: Health Care II	4,755	completed	9
tRxe4Pi8prU	Lecture 11: Social Security	4,637	completed	9
84uJc4N_LAg	Lecture 07: Political Economy	4,574	completed	9
SEQpTtfAhFA	Lecture 03: Externalities in Theory & Practice	4,441	completed	9
LGwL42cUHC4	Lecture 05: Public Goods Theory, Optimality, and Pricing	4,734	completed	9
ryLF3uQ0W8g	Lecture 22: Wealth Taxation	4,719	completed	9
IB4J0K-Z7aA	Lecture 17: Redistribution and Welfare, Taxation Overview	4,578	completed	9
bmpZwTUbjjI	Lecture 02: Externalities in Theory	4,632	completed	9
_PpVlwIeYpg	Lecture 18: Overview of Taxation and Tax Base, Tax Incidence	4,695	completed	9
HrNxI5KqqiQ	Lecture 10: Social Insurance Theory	4,701	completed	9
NdVGXQnAGi0	Lecture 24: Corporate Taxation and Tax Reform	3,568	completed	9
924DTd14d0w	Lecture 06: Cost/Benefit Analysis	4,625	completed	9
f5gzll6Bs-A	Lecture 19: Tax Incidence and Tax Efficiency	4,703	completed	9
O9CqPO9B6vg	Lecture 13: Health Care I	4,674	completed	9
GtVwgui6qAg	Lecture 21: Taxation and Savings	4,182	completed	9
i30jbbk7yoQ	Lecture 01: Why Study Public Finance?	3,198	completed	9
_WSXIj-goO4	Lecture 23: Corporate Taxation	4,405	completed	9
XJAz8eHes7g	Lecture 16: Redistribution and Welfare Policy	4,652	completed	9
cK2wOO_o4qk	Lecture 12: Other Social Insurance Programs	4,626	completed	9
v-ecwhrXsJ0	Lecture 09: Public Provision of Private Goods: Education	4,447	completed	9
9ZsLKIlEANc	Lecture 20: Taxation and Labor Supply	4,396	completed	9
4OpiI5NLjIE	Lecture 16: Data Compression and Shannon’s Noiseless Coding Theorem	4,129	completed	9
JNSyyOAeMOc	Lecture 7: Generating Functions for Catalan Numbers	4,308	completed	9
cqPcQ3QqYnE	Lecture 3: Inclusion-Exclusion	4,768	completed	9
zZN1A0Ufb8E	Lecture 17: Huffman Coding	4,678	completed	9
hUtdHAeyY6Y	Lecture 11: Basic Group Theory	4,523	completed	9
OapnQzIDBM0	Lecture 20: Reed-Solomon Codes	3,946	completed	9
FPj3OOM6DEc	Lecture 9: Chernoff Bounds	3,317	completed	9
oyVZ3rao6M4	Lecture 13: Duality in Linear Programming	4,571	completed	9
kWsJ_JDuFaI	Lecture 18: Transmitting Information Reliably over a Noisy Channel & Shannon’s Noisy Coding Theorem	4,340	completed	9
o6blhvYXfq4	Lecture 14: Zero-Sum Games	4,457	completed	9
pX-HnYwO454	Lecture 15: Max-Flow Min-Cut Theorem	4,671	completed	9
DxpSDeG7lL4	Lecture 2: Independence and Conditioning	4,257	completed	9
HpQUVd1MGso	Lecture 5: More Counting and Generating Functions	4,304	completed	9
XfRe9i3FR1U	Lecture 6: More on Generating Functions	4,793	completed	9
HC54KcgvReg	Lecture 8: Tail Bounds	4,852	completed	9
N81pBt3KUWI	Lecture 19: Error-Correcting Codes—Hamming Codes	4,710	completed	9
wkmDtvO222A	Lecture 10: Modular Arithmetic	4,729	completed	9
qKNkP6IfjvY	Lecture 12: Introduction to Linear Programming	4,443	completed	9
Z1zgrgstVAw	Lecture 1: Pigeonhole Principle	4,426	completed	9
H-Ix7gIt9i4	Lecture 4: Counting	4,705	completed	9
8XrYjnDHmE4	Lecture 20: Building the First Federally (CFTC) Regulated Exchange Dedicated to Trading on Events	2,676	completed	9
o7OnkMdmjLg	Lecture 13: Portfolio Management	4,887	completed	9
VM29JyI1sio	Lecture 14: Stochastic Processes II	4,835	completed	9
mtXTs2U1uMA	Lecture 4: Linear Algebra (cont.); Probability Theory	4,884	completed	9
kTsieIl_YBA	Lecture 23: Introduction to Machine Learning	4,580	completed	9
2UCHztlWuZg	Lecture 21: Black-Scholes Formula, Risk Neutral Valuation	4,772	completed	9
0uimNNIuUyY	Lecture 2: Linear Algebra	4,875	completed	9
cMF_c2WNPyU	Lecture 8: Regression Analysis (cont.)	4,664	completed	9
5cruqmIF6l0	Lecture 24: Stochastic Calculus	4,969	completed	9
CechARGinR4	Lecture 9: Principal Component Analysis in Finance	4,993	completed	9
RvXwSoGDYvg	Lecture 7: Linear Rates, Products, and Models	4,779	completed	9
VbtXo62ROC4	Lecture 10: Counterparty Risk Optimization	4,882	completed	9
qlytPllimpQ	Lecture 12: Time Series Analysis	4,831	completed	9
yIn8Y_CSwPk	Lecture 6: Stochastic Processes I (cont.); Regression Analysis	4,795	completed	9
RruxdEjIvv0	Lecture 11: Regression Analysis (cont.)	4,962	completed	9
wMGEKMHsOKE	Lecture 5: Probability Theory (cont.); Stochastic Processes I	4,810	completed	9
zapp8smQKhg	Lecture 19: Volatility Modeling	4,937	completed	9
H4V29wkHYb4	Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations	4,837	completed	9
_e2nDnV7FQs	Lecture 18: Applying Data Science and Artificial Intelligence to Managing Biomedical Portfolios	4,859	completed	9
sEZHGMV2LiI	Lecture 02: Fundamental Methods of Projection Theory	4,798	completed	9
Uz7aJtbfqkU	Lecture 11: Contagious Structure in Projection Theory	4,636	completed	9
DGBuM5pEdoo	Lecture 13: The Balog-Szemeredi-Gowers Theorem	4,484	completed	9
lvdIUKULiak	Lecture 09: Reflections on the Szemeredi-Trotter Theorem	4,616	completed	9
X-4how4KkPQ	Lecture 04: The Fourier Method in Euclidean Space	4,791	completed	9
hBG7nMXTOcw	Lecture 22: Sharp Projection Theorems, Part 1: Introduction and Beck's Theorem.	4,704	completed	9
I6ZSrgxiofs	Lecture 23: Sharp Projection Theorems, Part 2: AD Regular Case	4,886	completed	9
1A1kWkxK3QY	Lecture 01: Introduction to Projection Theory	4,705	completed	9
1lql9PGvLG4	Lecture 15: The Bourgain Projection Theorem, Part 2	4,646	completed	9
OAI8C20E7R4	Lecture 03: Projection Theory in Euclidean Space	4,796	completed	9
i5lpHaGpeaI	Lecture 05: The Large Sieve	4,709	completed	9
rChKr66KG-c	Lecture 20: Homogeneous Dynamics, Part 1	4,840	completed	9
-UJgxLaFzfM	Lecture 07: Applications of the Large Sieve to Number Theory	4,805	completed	9
VCOrx2jEKXk	Lecture 10: Sum-Product Theory	4,629	completed	9
h0Ln82BR4R0	Lecture 24: Sharp Projection Theorems, Part 3: Combining Different Scales	4,644	completed	9
bBzcaYNAfcI	Lecture 19: Random Walks on Finite Groups, Part 3	4,991	completed	9
_jSFwF8rMdY	Lecture 18: Random Walks on Finite Groups, Part 2	4,614	completed	9
85YISwhp7MQ	Lecture 16: The Bourgain Projection Theorem, Part 3	4,785	completed	9
0UYCJ0cjG9k	Lecture 14: The Bourgain Projection Theorem Part 1 (over the Real Numbers)	4,830	completed	9

End of preview. Expand in Data Studio

Massive YouTube Educational Video Queue

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.

Stats

Metric	Value
Total videos	1,014,726
Pending transcription	~920K
Completed (transcripts in sibling dataset)	~7K
Languages	15+

Priority System

Priority	Description	Count
P9	University courses (MIT OCW, Stanford, NPTEL), academic conferences (NeurIPS, ICML)	~20K
P8	Lectures, tutorials, known edu creators (3Blue1Brown, Khan Academy)	~200K
P7	Documentaries, explainers, conference talks	~5K
P5	General educational content passing quality filter	~790K

Quality Filtering Applied

Duration gate: All videos ≥15 minutes (deep educational content only)
40+ reject categories: Gaming, music videos, ASMR, vlogs, drama, pranks, mukbang, clickbait, conspiracy, sports highlights, etc.
Deduplication: UNIQUE constraint on video_id

Discovery Sources

YouTube search saturation (subject × language × modifier)
140+ educational channel crawls
Related video chaining (exponential discovery)
Playlist walking
Multi-language queries (15+ languages)

Schema

{
    "video_id": "dQw4w9WgXcQ",
    "title": "MIT 6.006 Lecture 1: Algorithms and Computation",
    "source": "MIT OpenCourseWare",
    "url": "https://youtube.com/watch?v=dQw4w9WgXcQ",
    "duration_seconds": 3600,
    "status": "pending",       # pending/completed/processing/error/rejected
    "priority": 9
}

Usage

from datasets import load_dataset

ds = load_dataset("thepowerfuldeez/massive-yt-edu-queue")

# Get high-priority university content
university = ds["train"].filter(lambda x: x["priority"] >= 9)

# Get pending videos for your own transcription
pending = ds["train"].filter(lambda x: x["status"] == "pending")