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# requirements
umap-learn, xlsxwriter, scikit-image, pillow, yaml, opencv-python, numpy
 
# Example 1: Write Images Info to Excel
 `$ python imageInfo2excel.py yamls/example.yaml`
 
# Example 2: Get Umap Result Image from Multi-Site Cohors Images Info Excel
 `$ python excel2umap.py yamls/example4umap.yaml`

# Check the yamls files, change the parameters for your tasks.

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