Rather than blockages, you were getting deflections. Something (or multiple things) were on the head. To do an entire line like that, it points towards something like a hair (human, pet, whatever) but could have been many things. Ink dries along the matter and then deflects the fired nozzles.
Regular cleans don't move enough ink to displace objects with such mass. Typically, this is done by the wiper blade when the head goes to home, or through the clean process, or when capped as a result of switching it off.
If it contines to happen, you may need it serviced, but I could suggest a good vacuuming (have the unit off, disconnected from power) and make sure you don't suck up any of the padding material. If there are other particles around waiting to be picked up, hopefully you'll remove them first!
Just a guess :-)