Category: Datatards

Here you can observe the biggest nerds in the world in their natural habitat, longing for data sets. Not that it isn’t interesting, i’m interested. Maybe they know where the chix are. But what do they need it for? World domination?

[Resource] Discover Open & Synthetic Datasets For AI Training And Research Via Opendatabay

Hey everyone 👋

I wanted to share a resource we’ve been working on that may help those who spend time hunting for open or synthetic datasets for AI/ML training, benchmarking, or research.

It’s called Opendatabay a searchable directory that aggregates and organizes datasets from various open data sources, including government portals, research repositories, and public synthetic dataset projects.

What makes it different:

  • Lets you filter datasets by type (real or synthetic), domain, and license
  • Displays metadata like views and downloads to gauge dataset popularity
  • Includes both AI-related and general-purpose open datasets

Everything listed is open-source or publicly available no paywall or gated access.
We’re also working on indexing synthetic datasets specifically designed for AI model training and evaluation.

Would love feedback from this community especially around what metadata or filters you’d find most useful when exploring large-scale datasets.

(Disclosure: I’m part of the team building Opendatabay.)

submitted by /u/Winter-Lake-589
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How To Improve And Refine Categorization For A Large Dataset With 26,000 Unique Categories

I have got a beast of a dataset with about 2M business names and its got like 26000 categories some of the categories are off like zomato is categorized as a tech startup which is correct but on consumer basis it should be food and beverages and some are straight wrong and alot of them are confusing too But some of them are subcategories like 26000 is a whole number but on the ground it has a couple 100 categories which still is a shit load Any way that i can fix this mess as key word based cleaning aint working it will be a real help

submitted by /u/Existing_Pay8831
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I’am Looking For Human3.6m, But Official Cite Is Not Respond For 3 Weeks

❓[HELP] 4D-Humans / HMR2.0 Human3.6M eval images missing — can’t find official dataset

I’m trying to reproduce HMR2.0 / 4D-Humans evaluation on Human3.6M, using the official config and h36m_val_p2.npz.

Training runs fine, and 3DPW evaluation works correctly —
but H36M eval completely fails (black crops, sky-high errors).

After digging through the data, it turns out the problem isn’t the code —
it’s that the h36m_val_p2.npz expects full-resolution images (~1000×1000)
with names like:

“`

S9_Directions_1.60457274_000001.jpg

“`

But there’s no public dataset that matches both naming and resolution:

Source Resolution Filename pattern Matches npz?
HuggingFace “Human3.6M_hf_extracted” 256×256 S11_Directions.55011271_000001.jpg ✅ name, ❌ resolution
MKS0601 3DMPPE 1000×1000 s_01_act_02_subact_01_ca_01_000001.jpg ✅ resolution, ❌ name
4D-Humans auto-downloaded h36m-train/*.tar 1000×1000 S1_Directions_1_54138969_001076.jpg close, but _ vs . mismatch

So the official evaluation .npz points to a Human3.6M image set that doesn’t seem to exist publicly. The repo doesn’t provide a download script for it, and even the HuggingFace or MKS0601 versions don’t match.


My question

Has anyone successfully run HMR2.0 or 4D-Humans H36M evaluation recently?

  • Where can we download the official full-resolution images that match h36m_val_p2.npz?
  • Or can someone confirm the exact naming / folder structure used by the authors?

I’ve already registered on the official Human3.6M website and requested dataset access,
but it’s been weeks with no approval or response, and I’m stuck.

Would appreciate any help or confirmation from anyone who managed to get the proper eval set.

submitted by /u/Last_Raise4834
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Help To Find A Dataset For Regression

Hi, I’m looking for a dataset that has one continuous response variable, at least six continuous covariates, and one categorical variable with three or more categories. I’ve been searching for a while but haven’t found anything yet. If you know a dataset that fits that, I’d really appreciate it.

submitted by /u/SeaworthinessOk3084
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Scientific Datasets For NLP And LLM Generation Models

👋 Hey i have Just uploaded 2 new datasets for code and scientific reasoning models:

  1. ArXiv Papers (4.6TB) A massive scientific corpus with papers and metadata across all domains.Perfect for training models on academic reasoning, literature review, and scientific knowledge mining. 🔗Link: https://huggingface.co/datasets/nick007x/arxiv-papers

  2. GitHub Code 2025 a comprehensive code dataset for code generation and analysis tasks. mostly contains GitHub’s top 1 million repos above 2 stars 🔗Link: https://huggingface.co/datasets/nick007x/github-code-2025

submitted by /u/its_just_me_007x
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The Munich-Passau Snore Sound Corpus

I’ve been looking for a labeled snoring dataset which i needed for sleep apnea detection. I found out that many research papers have used the MPSSC dataset for their research and basically that is the largest and the best labeled dataset that is available. I have looked almost everywhere for it but I can’t find it. If anyone knows how to access that dataset or has it downloaded somewhere or a torrent, I’d really appreciate it if you could link it here or in my DMs.

submitted by /u/hydrastrix
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Looking For A Datasets That Includes Luggage Information From Airport

I’m working on a final year project to optimise baggage handling by using ai to map better route baggage through airport and minimise carousel conflict and overloads to increase throughput but unfortunately there’s not much data I can find to work with. If anyone knows any data set that includes conveyor travel times, error rates, capacity at carousel ect… that would be great thank you.

submitted by /u/thelordgodj1
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Natural Language Translation Dataset In A Specified Domain

Is a natural language translation dataset from ENG to another language in a very specific domain worthwhile to curate for conference submission?

I am a part-time translator working in this specific domain who is originally a student wondering if this could be a potential submission. I have quite several peers who are willing to put in the effort to curate a decent sized dataset (~2k) translated scripts for research use for conference submission.

However, I am not quite confident as to how useful or meaningful of a contribution this will be to the community.

submitted by /u/AdGlittering3010
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I Need Datasets For An Academic Project About Housing , Renting And Buying

Hello everyone,
I’m an engineering student currently taking a course called Applied Machine Learning. As part of the course, I need to develop a web application that demonstrates key machine learning concepts such as segregation and classification. I’m looking for datasets related to housing markets or middle-class neighborhoods. Additionally, I’d appreciate any review-based datasets, as I plan to incorporate NLP into my project.
Thank you in advance!

submitted by /u/mendaX20
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Does Anybody Have Car-1000 Dataset For FGVC Task?

I’m currently working on a car classification project for a university-level neural network course. The Car-1000 dataset is the ideal candidate for our fine-grained visual categorization task.

The official paper cites a GitHub repository for the dataset’s release (toggle1995/Car-1000), but unfortunately, the repository appears to contain only the README.md and no actual data files.

Has anyone successfully downloaded or archived the full Car-1000 image dataset (140,312 images across 1,000 models)? If so, I would be very grateful if you could share a link or guide me to an alternative download source.

Any help with this academic project is highly appreciated! Thank you.

submitted by /u/Porsche_Lover2002
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Looking For [PAID] Large-scale B2B Or Firmographic Dataset For Behavioral Research

Hi everyone, I’m conducting a research project on business behavior patterns and looking for recommendations on legally licensed, large-scale firmographic or B2B datasets.

Purpose: strictly for data analysis and AI behavioral modeling and not for marketing, lead generation, or outreach.

What I’m looking for:

  • Basic business contact structure (first name, last name, job title, company name)
  • Optional firmographics like industry, company size, or revenue range
  • Ideally, a dataset with millions of records from a verified or commercial source

Requirements:

  • Must be legally licensed or open for research use
  • GDPR/CCPA compliant or anonymized
  • I’m open to [PAID] licensed vendors or public/open datasets

If anyone has experience with trusted data providers or knows of reputable sources that can deliver at this scale, I’d really appreciate your suggestions.

Mods: this post does not request PII, only guidance on compliant data sources. Happy to adjust wording if needed.

submitted by /u/Axiata244
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[self-promotion] Every Number On The Internet, Structured And Queryable.

Hi, datasets!

Want to know France’s GDP growth? You’re checking Eurostat, World Bank, OECD… then wrestling with CSVs, different formats, inconsistent naming. It’s 2025, and we’re still doing this manually.

qoery.com makes every time-series statistic queryable in plain English or SQL. Just ask “What’s the GDP growth rate for France?” and get structured data back instantly:

... "id": "14256", "entity": { "id": "france", "name": "France" }, "metric": { "id": "gdp_growth_rate", "name": "GDP change percent" }, ... "observations": [ { "timestamp": "1993-12-31T00:00:00+00:00", "value": "1670080000000.0000000000" }, { "timestamp": "1994-12-31T00:00:00+00:00", "value": "1709890000000.0000000000" }, { "timestamp": "1995-12-31T00:00:00+00:00", "value": "1749300000000.0000000000" }, ... 

We’ve indexed 50M observations across 1.2M series from ~10,000 sources, including the World Bank, Our World in Data, and more.

Right now we’re focused on economic/demographic data, but I’m curious:
What statistics do YOU constantly need but struggle to access?

We have a free tier (250 queries/month) so you can try it today. Would love your feedback on what data sources to prioritize next!

submitted by /u/SammieStyles
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Best Sites To Get Free And Copyright-free Images Per Category (e.g. Dog Breeds, Instruments, Etc)?

Hey folks! 👋

I’m looking for good websites where I can find free, copyright-free (or Creative Commons) images that are already organized or easy to browse by category — for example: • Dog breeds 🐶 • Musical instruments 🎸 • Football teams ⚽️ • Landmarks, foods, etc.

Basically, something I could use for an educational or guessing-style game project. I’ve checked Unsplash and Pexels, but they’re quite general — not very structured by category.

Any recommendations for sites or archives that have structured collections or datasets of free images? They should be easy to scrap or download.

Bonus points if they allow attribution-free use or have clear licensing info.

I have found something but usually they ask to pay a subscription.

Thanks in advance! 🙌

submitted by /u/Vanals
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May I Ask Where I Can Find The Network Datasets In The Thesis?

Recently, I have been reading papers on social networks, in which some social network datasets were used for experiments(Email、NetScience、Facebook、Wiki-Vote、PGP、NetHEPT、CondMat、NetPHY). I couldn’t find several of these network data on the Stanford nasp or the networkrepository website, such as NetHEPT, NetPHY, and CondMat. May I ask where I can find these social network data?

submitted by /u/Remarkable-Scale2170
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