Maximum likelihood when some data are censored

You study how long positions stay open before being closed, modeling durations as exponential with rate $\lambda$. When your observation window ends, some positions are still open, you only know each such duration exceeded its window length $c_j$. These are right-censored.

Write the correct likelihood and derive the MLE of $\lambda$, and explain why dropping the censored points is wrong.