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Add sample visualization image to README.
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egrace479 committed Nov 2, 2023
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# Andromeda
This Andromeda package combines the data visualization tool (andromeda) with an option to fetch data from iNaturalist observations and pair them with satellite RGB and landcover data for analysis with andromeda. Andromeda uses a multi-dimensional scaling algorithm to display data in clusters on a 2-dimensional plot. It is interactive, allowing the user to choose image representations as their points and rearrange the clusters in a manner they find appropriate. This new grouping can be fed back into the algorithm to determine the weighting on provided features that most accurately describe it. Alternatively, the user can decide to increase the weight applied to a particular feature and see how that alters the clustering (they are defaulted to equal weight).

An Andromeda instance allowing users to perform dimensional reduction on an uploaded CSV file can be found on the [Imageomics Hugging Face](https://huggingface.co/spaces/imageomics/Andromeda).
An Andromeda instance allowing users to perform dimensional reduction on an uploaded CSV file can be found on the [Imageomics Hugging Face](https://huggingface.co/spaces/imageomics/Andromeda).

![sample data visualization in Andromeda](docs/images/sample-data-viz.png)
<p align="center"><i>Sample data visualization with Andromeda.</i></p>

## Requirements
Deployment requires [Docker](https://www.docker.com/).
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