Romans 6:3-4 – Baptized Into Christ

Romans 6 describes our baptism into Christ as being identified into Christ’s death, and because of this, we are dead to sin. What is this baptism? Is it water baptism, that when performed, often quotes these verses, or is the 1 baptism by the Holy Spirit?