# 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.