57. Ludhiana North

Indian National Congress held the seat; the winning margin widened from 14.7% to 43.3%.

• Vote fragmentedThe top two took only 77.9% between them, down from 96.6% — the field split more ways.
• Safe seatIndian National Congress won by more than 25 points — a stronghold, not a contest.
• Multi-cornered3 candidates cleared 5% — a genuinely multi-cornered fight.

Written from the constituency figures by a fixed set of rules — no language model.