The various embodiments described herein include methods and devices for interactive data visualization. In one aspect, a method is performed at a device with a touch-sensitive surface and a display. The method includes (i) displaying a first chart, where the first chart concurrently displays a first set of categories in a first region and a second set of categories in a second region; and (ii) displaying a respective visual mark in the first chart corresponding to each respective pair of categories. The method further includes: (i) detecting a touch input that corresponds to a location on the display of the first chart; (ii) determining whether the location is in the first region, the second region, or neither; (iii) removing, via an animated transition, one or more visual marks based on the determination; and (iv) updating display of the first chart.