Climate twins of Clear Lake, IA

These are the US cities whose 12-month climate pattern most closely matches Clear Lake'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: Clear Lake vs its climate twin

Top match: Farmersburg, IA

Month Clear Lake Farmersburg
High Low Precip High Low Precip
January 24.2°F 7.2°F 0.89 in 25.7°F 7.4°F 1.12 in
February 28.5°F 11.4°F 1.22 in 29.9°F 10.5°F 1.21 in
March 42.1°F 23.6°F 2.29 in 43.0°F 22.4°F 2.09 in
April 57.5°F 34.5°F 4.15 in 57.5°F 34.0°F 4.14 in
May 69.6°F 46.8°F 5.15 in 69.4°F 46.9°F 4.99 in
June 79.6°F 57.3°F 5.39 in 79.0°F 57.8°F 5.88 in
July 82.5°F 60.5°F 4.43 in 82.8°F 60.9°F 4.52 in
August 80.2°F 57.6°F 3.79 in 80.8°F 58.2°F 4.36 in
September 74.1°F 48.8°F 3.45 in 74.0°F 49.2°F 3.96 in
October 59.9°F 36.6°F 2.53 in 60.6°F 37.0°F 3.00 in
November 43.6°F 24.3°F 1.67 in 44.7°F 25.5°F 2.10 in
December 29.7°F 13.5°F 1.29 in 31.4°F 14.0°F 1.57 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 →