Uninstalled Docker for Mac the wrong way, now can't make it run again!

I Have uninstalled Docker for Mac using AppCleaner.

Now I can’t make it run again. App Cleaner removes several files related to the application you are trying to uninstall.

Since it does not start, giving the error: Communication with networking components failed.

Any advice?

Here is the output of my diagnostic:

Docker for Mac: version: mac-v1.12.0-beta17
OS X: version 10.11.5 (build: 15F34)
logs: /tmp/20160703-235907.tar.gz
failure: com.docker.slirp is not running
[ERROR] docker-cli
cannot find docker
docker-cli check failed with: Failure(“docker -v: timeout after 10.00s”)
[OK] app
[OK] menubar
[OK] virtualization
[OK] system
[ERROR] osxfs
com.docker.osxfs is not running
[ERROR] db
/Users/fgrillo/Library/Containers/com.docker.docker/Data/s40 does not exist
Unexpected error (No such file or directory) connecting to /Users/fgrillo/Library/Containers/com.docker.docker/Data/s40
com.docker.db is not running
[ERROR] slirp
/Users/fgrillo/Library/Containers/com.docker.docker/Data/s51 does not exist
Unexpected error (No such file or directory) connecting to /Users/fgrillo/Library/Containers/com.docker.docker/Data/s51
com.docker.slirp is not running
[OK] moby-console
[OK] logs
[ERROR] vmnetd
/var/tmp/com.docker.vmnetd.socket does not exist
Unexpected error (No such file or directory) connecting to /var/tmp/com.docker.vmnetd.socket
/private/tmp/vmnetd/com.docker.vmnetd is not running
[OK] env
[ERROR] moby
/Users/fgrillo/Library/Containers/com.docker.docker/Data/com.docker.driver.amd64-linux/console-ring does not exist
[ERROR] driver.amd64-linux
Docker.app/Contents/MacOS/com.docker.driver.amd64-linux -db is not running

Thanks a lot!