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https://github.com/unsplash/datasets
🎁 5,400,000+ Unsplash images made available for research and machine learning
https://github.com/unsplash/datasets
data dataset images keywords machine-learning photos research search-engine semantics unsplash
Last synced: 7 days ago
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🎁 5,400,000+ Unsplash images made available for research and machine learning
- Host: GitHub
- URL: https://github.com/unsplash/datasets
- Owner: unsplash
- Created: 2020-06-23T19:58:19.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2024-02-09T14:57:43.000Z (10 months ago)
- Last Synced: 2024-11-29T18:04:35.196Z (14 days ago)
- Topics: data, dataset, images, keywords, machine-learning, photos, research, search-engine, semantics, unsplash
- Language: Jupyter Notebook
- Homepage: https://unsplash.com/data
- Size: 65.4 KB
- Stars: 2,444
- Watchers: 64
- Forks: 122
- Open Issues: 6
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
Awesome Lists containing this project
- awesome-repositories - unsplash/datasets - 🎁 5,400,000+ Unsplash images made available for research and machine learning (Jupyter Notebook)
README
# The Unsplash Dataset
The Unsplash Dataset is made up of over 350,000+ contributing global photographers and data sourced from hundreds of millions of searches across a nearly unlimited number of uses and contexts. Due to the breadth of intent and semantics contained within the Unsplash dataset, it enables new opportunities for research and learning.
The Unsplash Dataset is offered in two datasets:
- the Lite dataset: available for commercial and noncommercial usage, containing 25k nature-themed Unsplash photos, 25k keywords, and 1M searches
- the Full dataset: available for noncommercial usage, containing 5.4M+ high-quality Unsplash photos, 5M keywords, and over 250M searches
As the Unsplash library continues to grow, we’ll release updates to the dataset with new fields and new images, with each subsequent release being [semantically versioned](https://semver.org/).
We welcome any feedback regarding the content of the datasets or their format. With your input, we hope to close the gap between the data we provide and the data that you would like to leverage. You can [open an issue](https://github.com/unsplash/datasets/issues/new/choose) to report a problem or to let us know what you would like to see in the next release of the datasets.
For more on the Unsplash Dataset, see [our announcement](https://unsplash.com/blog/the-unsplash-dataset/) and [site](https://unsplash.com/data).
## Download
### Lite Dataset
The Lite dataset contains all of the same fields as the Full dataset, but is limited to ~25,000 photos. It can be used for both commercial and non-commercial usage, provided you abide by [the terms](https://github.com/unsplash/datasets/blob/master/TERMS.md).
[⬇️ Download the Lite dataset](https://unsplash.com/data/lite/latest) [~700MB compressed, ~1.5GB raw]
### Full Dataset
The Full dataset is available for non-commercial usage and all uses must abide by [the terms](https://github.com/unsplash/datasets/blob/master/TERMS.md). To access, please go to [unsplash.com/data](https://unsplash.com/data) and request access. The dataset weighs ~20 GB compressed (~50GB raw)).
## Documentation
See the [documentation for a complete list of tables and fields](https://github.com/unsplash/datasets/blob/master/DOCS.md).
## Usage
You can follow these examples to load the dataset in these common formats:
- [Load the dataset in a PostgreSQL database](https://github.com/unsplash/datasets/tree/master/how-to/psql)
- [Load the dataset in a Python environment](https://github.com/unsplash/datasets/tree/master/how-to/python)
- [Submit an example doc](https://github.com/unsplash/datasets/blob/master/how-to/README.md#submit-an-example)
## Share your work
We're making this data open and available with the hopes of enabling researchers and developers to discover interesting and useful connections in the data.
We'd love to see what you create, whether that's a research paper, a machine learning model, a blog post, or just an interesting discovery in the data. Send us an email at [[email protected]](mailto:[email protected]).
If you're using the dataset in a research paper, you can attribute the dataset as `Unsplash Lite Dataset 1.2.2` or `Unsplash Full Dataset 1.2.2` and link to the permalink [`unsplash.com/data`](https://unsplash.com/data).
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The Unsplash Dataset is made available for research purposes. [It cannot be used to redistribute the images contained within](https://github.com/unsplash/datasets/blob/master/TERMS.md). To use the Unsplash library in a product, see [the Unsplash API](https://unsplash.com/developers).
