# Data Scientists

Ellipsis Drive makes your spatial data analytics-ready in an instant and publishes your results as dynamic maps and web services automatically, allowing you to focus on insight creation.

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#### 👇 Getting Started

[Getting Started](https://docs.ellipsis-drive.com/getting-started/quick-start) to familiarize yourself with Ellipsis Drive.\
[Pipeline Integration guide](https://docs.ellipsis-drive.com/developers/integration-options/publish-your-outputs-as-ellipsis-drive-layers) to publish analytics results on the fly.\
[Analytics guide](https://docs.ellipsis-drive.com/developers/integration-options/perform-analytics-on-ellipsis-drive-layers) to perform analysis directly on layers in Ellipsis Drive.

#### Advanced Usage

Everything available in the UI can also be accessed programmatically via Python and R.

* Full Python documentation:[ https://ellipsis-package.readthedocs.io/en/latest/](https://ellipsis-package.readthedocs.io/en/latest/)
* Full R documentation:[ https://github.com/ellipsis-drive/R-package](https://github.com/ellipsis-drive/R-package)
* Ellipsis Map Engine documentation:[ https://ellipsis-package.readthedocs.io/en/latest/compute/index.html](https://ellipsis-package.readthedocs.io/en/latest/compute/index.html)
* Examples on Medium:[ https://medium.com/@daniel\_819](https://medium.com/@daniel_819)

{% hint style="info" %}
Review the [**glossary**](https://docs.ellipsis-drive.com/getting-started/glossary) to familiarize yourself with key terms.
{% endhint %}

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#### Integration Options

Connect Ellipsis Drive seamlessly with the tools and platforms your team already uses.

**Highlighted integrations:**

* Google Earth Engine:[ https://github.com/ellipsis-drive/ellipsis-google-earth-engine-porting](https://github.com/ellipsis-drive/ellipsis-google-earth-engine-porting)
* pySpark:[ https://github.com/ellipsis-drive/pySpark](https://github.com/ellipsis-drive/pySpark)
* PowerBI:[ https://github.com/ellipsis-drive/ellipsis-drive-powerbi-visual](https://github.com/ellipsis-drive/ellipsis-drive-powerbi-visual)
* PythonAI:[ https://github.com/ellipsis-drive/pythonAI-package](https://github.com/ellipsis-drive/pythonAI-package)
* Map Engine:[ https://ellipsis-package.readthedocs.io/en/latest/compute/index.html](https://ellipsis-package.readthedocs.io/en/latest/compute/index.html)
* Folium:[ https://github.com/ellipsis-drive/folium](https://github.com/ellipsis-drive/folium)

**Learn More**\
Discover full integration options [here](https://app.ellipsis-drive.com/integrate)


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.ellipsis-drive.com/getting-started/user-types/data-scientists.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.