# Open-source licenses
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 Guidance for Multi-Omics and Multi-Modal Data Integration and Analysis on AWS uses the following open-source bioinformatics tools as part of ETL jobs and Jupyter notebooks. The tools are publicly available under open-source licenses as provided in the following table. Ensure that these license specifications meet your organizational requirements. 


|  Tool name  |  Description  |  License  | 
| --- | --- | --- | 
|  PyAthena  |  PyAthena is a Python DB API 2.0 (PEP 249) compliant client for Amazon Athena.  |   | 
|  PyDICOM  |  PyDICOM is a Python library which can be used to read, modify, and write DICOM image files. For more information, refer to the [PyDICOM documentation](https://pydicom.github.io/pydicom/dev/).  |  MIT  |