Climate twins of Lead, SD

These are the US cities whose 12-month climate pattern most closely matches Lead's. Each "twin" must be at least 140 miles away to avoid trivial near-neighbor matches. Similarity is computed across all 24 monthly metrics (12 average temperatures + 12 average precipitations), normalized so temperature and precipitation contribute equally.

Side-by-side: Lead vs its climate twin

Top match: Fredonia, WI

Month Lead Fredonia
High Low Precip High Low Precip
January 38.3°F 17.7°F 1.54 in 27.1°F 11.2°F 1.43 in
February 38.8°F 17.6°F 1.83 in 30.7°F 13.4°F 1.32 in
March 47.1°F 24.6°F 2.24 in 39.8°F 23.4°F 1.99 in
April 53.8°F 31.3°F 3.54 in 51.6°F 33.4°F 3.57 in
May 63.2°F 40.6°F 4.90 in 63.2°F 43.6°F 3.71 in
June 74.2°F 50.0°F 3.81 in 74.0°F 53.5°F 3.86 in
July 81.7°F 56.7°F 3.12 in 79.5°F 59.5°F 3.52 in
August 80.9°F 55.2°F 2.32 in 78.0°F 58.5°F 3.26 in
September 72.2°F 47.0°F 1.96 in 71.4°F 50.3°F 2.75 in
October 57.4°F 35.2°F 3.32 in 58.4°F 39.3°F 2.70 in
November 46.0°F 25.4°F 1.70 in 44.3°F 28.1°F 1.96 in
December 38.1°F 18.5°F 1.51 in 32.6°F 17.9°F 1.81 in

How this is computed

Each city is represented by a 24-dimensional vector: 12 monthly average temperatures and 12 monthly average precipitations. Each dimension is z-score normalized across the population of US cities, so that temperature variance and precipitation variance contribute proportionally. Distance between cities is Euclidean. We filter out cities within 2° latitude/longitude (~140 miles) so that "twins" mean climatically similar but geographically distinct — not just the neighboring town. Full methodology →