Goodbye to Our Kindergarten(2011)

Original title: さよならぼくたちのようちえん

One day, five kindergarten children suddenly disappear from a kindergarten in Tokyo, sending their teachers and parents into a panic. The five of them are connecting on trains and headed to an unfamiliar place for some purpose.