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Sugar Lake Water Quality Trend

Cass County, Minnesota · 20222025 · 4 years of data

Sugar Lake water quality has been stable over the 4-year window from 2022–2025, based on EPA Water Quality Portal samples. The lake holds an overall Grade A today.

Water Clarity (Secchi)

Improving
4.9 m2.7 m20222025
20222025+0.62 m/yr

Phosphorus

Insufficient data (2 years, need 4+).

Chlorophyll-a

Insufficient data (0 years, need 4+).

Reading Sugar Lake's trajectory

Across 4 years of sampling, Sugar Lake's overall water quality holds steady. Stable trends are the most common pattern and the easiest to misread — they don't mean the water is clean (a chronically impaired lake can hold steady at impairment), nor do they mean the water is fine (it can hold steady at "marginal"). Read the trend alongside the current Grade and the §303(d) listing rather than in isolation.

The 4-year sample window is short — long enough to flag possible directional shifts but not long enough to be confident the trend is structural rather than weather-driven. A single wet year, a single dry year, or a recent change in sampling location can pull a short-window trend in either direction. Treat the direction as suggestive rather than definitive; the absolute Grade and §303(d) listing status carry more weight than the trend over this period.

Clarity (Secchi depth), phosphorus, and chlorophyll-a are the three metrics most consistently sampled across years and most useful as trend indicators. Clarity captures the visible signal — how deep you can see into the water. Phosphorus is the primary nutrient driving algal growth in most lakes. Chlorophyll-a measures algal biomass directly. Together they describe the same underlying water-quality state from three angles; when all three agree on direction, the trend signal is strong.

How to read this

  • Clarity (Secchi depth): deeper visibility is better. An upward line means the water is getting clearer.
  • Phosphorus & Chlorophyll-a: lower is better. A downward line means fewer nutrients fueling algae growth.
  • Year-to-year variability is normal. Weather, sample timing, and short-window data all add noise. Look at direction, not single-year jumps.

Methodology

Each metric is calculated from EPA Water Quality Portal samples. Annual values are the median of all samples taken that year. The trend direction comes from a linear regression of those annual medians; we classify it as improving, declining, or stable when the change-per-year is below 2% of the long-run mean. The current cache spans roughly 20222025, which is a short window for climate-scale claims. Use this page to spot direction and as a launch point — link out to the EPA WQP for the raw record before citing as evidence.