# Analyze Ellipsis Drive layers

Ellipsis Drive enables cloud-native analysis directly on your spatial data, without requiring data export or duplication.

You can connect directly to your layers from analytical environments and compute workflows.

***

#### Native analytics integrations

Ellipsis Drive provides native support for common data science and analytics environments.

* **Python**\
  [The Python package](https://github.com/ellipsis-drive/python-package) allows you to read, write, and query spatial data in native Python workflows.
* **R**\
  [The R package](https://github.com/ellipsis-drive/R-package) enables direct access to spatial layers for analysis in R-based environments.
* **PySpark**\
  [The PySpark integration](https://github.com/ellipsis-drive/pySpark) allows large-scale distributed processing of raster and vector datasets in Spark clusters.

***

#### Visualization and dashboarding

Ellipsis Drive data can be directly used in visualization and BI tools.

* [Folium](https://github.com/ellipsis-drive/folium) for lightweight interactive mapping
* [Power BI](https://github.com/ellipsis-drive/ellipsis-drive-powerbi-visual) for enterprise dashboard integration

***

#### Model execution

[The ellipsisAI Python library](https://github.com/ellipsis-drive/pythonAI-package) enables you to run models directly on Ellipsis Drive layers.

This supports automated analysis workflows and spatial model execution directly on your data layers.

***


---

# 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/developers/common-integrations/analyze-ellipsis-drive-layers.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.