China’s online censors are ringing in the new year by pulling offline a handful of popular Web dramas – including a gender-bending romantic comedy that has been viewed more than 2.4 billion times.

The offending dramas were taken offline earlier this week by China’s Web regulators. Most of the shows had been adapted from popular Chinese novels, including some dark detective dramas.

People...