Crop History for Pennington County, Minnesota

2008–2026 · USDA CDL + 2026 ML Forecast

New: 2026 preseason crop forecast estimated

Every agricultural field in Pennington County, Minnesota now has a calibrated 2026 crop probability — corn, soybean, wheat, cotton, rice, and 16 other classes. Backtest accuracy: F1 ≈ 0.76 corn, ≈ 0.79 soy. View 2026 forecast on the map →

Top Crops (2025)

Soybeans

27.0%

Spring_Wheat

16.7%

Corn

10.4%

Grassland/Pasture

7.5%

Herbaceous_Wetlands

7.4%

Deciduous_Forest

4.7%

Woody_Wetlands

4.2%

Oats

2.9%

Developed/Open_Space

2.8%

Canola

2.5%

Dominant Crop by Year

2008: Soybeans

21.3%

2009: Soybeans

24.6%

2010: Grassland/Pasture

28.0%

2011: Soybeans

27.8%

2012: Soybeans

28.4%

2013: Soybeans

29.2%

2014: Soybeans

29.6%

2015: Soybeans

33.3%

2016: Soybeans

35.9%

2017: Soybeans

37.0%

2018: Soybeans

30.2%

2019: Soybeans

29.9%

2020: Soybeans

28.8%

2021: Soybeans

34.8%

2022: Soybeans

27.7%

2023: Soybeans

30.2%

2024: Soybeans

25.1%

2025: Soybeans

27.0%

See all of Minnesota →

Explore on Map Get API Access