Count the number of files per directory in the Filesystem

When you need to know the number of files in a directory tree you can use the following sentence:

find ~ -type d -exec sh -c "fc=\$(find '{}' -type f | wc -l); echo -e \"\$fc\t{}\"" \; | sort -nr