Use a dish soap and hot water to clean the parts of the pipe. Rinse the pipe and let it dry completely before reassembling it. Run warm water through the pipe and scrub it with a pipe cleaner.
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Make sure to get all the dirt and grime out.
Wipe the entire device with a paper towel or cloth to dry it out before you smoke.