You can use logical indexing to achieve that. State expression that only the unwanted data will satisfy and then assign the value of NaN to them. For example, if missing data is represented by -999, you can specify that data(data == -999) = NaN; just enjoy that the logical expression is such that only the targeted data will be affected. I hope this helps.