Dolphins do not inhabit Antarctic waters. The Southern Ocean's freezing temperatures (–2 °C to 2 °C / 28–35 °F) are far below the thermal tolerance of any dolphin species.
Dolphins prefer temperate/tropical waters (generally >10 °C). The southernmost regular dolphin populations are around New Zealand, Tasmania, and southern South America—not the Antarctic continent.