I have Missing Data (10K out of 40K) I need to use Self-Organized Map (SOM) as clustering method

I have Missing Data (10K out of 40K) I need to use Self -Organized Map (SOM) as clustering method, and I need an initial approach to fill my missing data. 

Draw example using ReapidMiner operators please; I will  appreciate it