Climate twins of Defiance, IA

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

Top match: Lambs Grove, IA

Month Defiance Lambs Grove
High Low Precip High Low Precip
January 30.7°F 10.3°F 0.90 in 28.0°F 10.4°F 0.93 in
February 35.7°F 13.7°F 0.98 in 33.0°F 14.4°F 1.10 in
March 49.9°F 25.3°F 2.05 in 46.4°F 25.8°F 2.06 in
April 63.3°F 36.4°F 3.34 in 60.4°F 37.1°F 3.44 in
May 74.1°F 49.3°F 4.74 in 71.4°F 49.8°F 4.84 in
June 83.6°F 59.9°F 5.17 in 81.2°F 60.0°F 5.01 in
July 85.9°F 63.6°F 3.72 in 84.6°F 63.8°F 3.93 in
August 84.0°F 60.8°F 4.32 in 82.5°F 61.4°F 4.30 in
September 78.5°F 51.7°F 4.00 in 76.2°F 52.4°F 3.59 in
October 65.4°F 39.1°F 2.37 in 62.5°F 40.4°F 2.66 in
November 49.3°F 25.9°F 1.43 in 46.7°F 27.3°F 2.01 in
December 35.9°F 15.7°F 1.31 in 33.6°F 16.9°F 1.27 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 →