The dataset includes 12,524 objections spoken by attorneys in the archived transcripts. It excludes 54 objection-like lines spoken by judges, witnesses, or court reporters. Each objection is checked against the next 6 lines in the same proceeding, stopping before a later objection begins. Sustain rates use only the 8,627 objections ruled sustained or overruled on the record. The remaining outcomes are kept separate: 2,011 rulings not stated, 51 sidebar or off-record objections, and 1,835 deposition objections with no judge present. Grounds come from the objection text. Witness attribution uses the proceeding’s recorded witness; 309 procedural objections remain unassigned. Source: 538,878 transcript lines across all archived phases.