Incumbent Karen Bass maintains a substantial lead in the June 2 nonpartisan primary for Los Angeles mayor, with roughly 35% of the vote tallied and more than 80% of expected ballots counted. City Councilmember Nithya Raman has overtaken reality television personality Spencer Pratt for second place through ongoing vote updates, reaching about 27% to Pratt's 27%. This positioning reflects Bass's incumbency advantage and the top-two advancement rule that sends the leading pair to the November general election. Traders assign Bass and Raman a 99.5% probability of advancing, consistent with the current margins. Remaining uncounted ballots or certification delays represent the primary scenarios that could alter the outcome, though shifts appear limited at this stage.