Common sense

In some application one way to represent dates for periodic cycles is by encoding year, month an week period by sin/cos pair. For example if you think yearly period (seasons) has meaning - create teo featurs cos(year_day/3652pi) an sin(). (In financial applications day of month makes sense,in consumer tradic - day of week)