Minnesota lakes / Gull Lake
Gull Lake
Cass and Crow Wing County, Minnesota · 40.13 km² of open water · open-water seasons 2024 to 2026, May 15 to Oct 15
Is the water getting greener?
NDCI (normalised difference chlorophyll index) compares the red light the water reflects with the deep red just beyond it, the red edge. Chlorophyll absorbs the first and algae reflect the second, so the index rises as algae grow. Below zero the water is mostly clear; above about 0.05 it is green. Each point is one month's average over every cloud-free water pixel Sentinel-2 saw, May 15 to Oct 15 each year.
- 2026
- 2025
- 2024
Show the numbers
| Season | When | NDCI | Detail |
|---|---|---|---|
| 2026 | May 2026 | 0.01 | middle half 0.00 to 0.02 · 6 Sentinel-2 scenes |
| 2026 | Jun 2026 | 0.02 | middle half 0.01 to 0.04 · 10 Sentinel-2 scenes |
| 2026 | Jul 2026 | 0.02 | middle half 0.00 to 0.05 · 11 Sentinel-2 scenes |
| 2026 | Aug 2026 | 0.01 | middle half -0.02 to 0.05 · 13 Sentinel-2 scenes |
| 2026 | Sep 2026 | 0.00 | middle half -0.05 to 0.04 · 9 Sentinel-2 scenes |
| 2026 | Oct 2026 | -0.04 | middle half -0.09 to 0.07 · 3 Sentinel-2 scenes |
| 2025 | May 2025 | 0.01 | middle half -0.02 to 0.04 · 5 Sentinel-2 scenes |
| 2025 | Jun 2025 | 0.00 | middle half -0.02 to 0.05 · 5 Sentinel-2 scenes |
| 2025 | Jul 2025 | 0.00 | middle half -0.02 to 0.04 · 8 Sentinel-2 scenes |
| 2025 | Aug 2025 | 0.01 | middle half -0.01 to 0.03 · 11 Sentinel-2 scenes |
| 2025 | Sep 2025 | -0.04 | middle half -0.07 to 0.02 · 6 Sentinel-2 scenes |
| 2025 | Oct 2025 | -0.09 | middle half -0.15 to 0.00 · 7 Sentinel-2 scenes |
| 2024 | May 2024 | 0.03 | middle half 0.01 to 0.05 · 5 Sentinel-2 scenes |
| 2024 | Jun 2024 | 0.02 | middle half 0.00 to 0.04 · 6 Sentinel-2 scenes |
| 2024 | Jul 2024 | 0.04 | middle half 0.01 to 0.07 · 10 Sentinel-2 scenes |
| 2024 | Aug 2024 | 0.02 | middle half -0.01 to 0.04 · 7 Sentinel-2 scenes |
| 2024 | Sep 2024 | 0.02 | middle half -0.02 to 0.09 · 10 Sentinel-2 scenes |
| 2024 | Oct 2024 | 0.00 | middle half -0.01 to 0.02 · 3 Sentinel-2 scenes |
Chlorophyll-a estimate
For the clearest Landsat pass of each month (at least half the lake visible), the RemoteSensing water-quality model predicts chlorophyll-a for every water pixel more than 60 m from shore. Each point is the lake's median.
- 2026
- 2025
- 2024
Show the numbers
| Season | When | µg/L | Detail |
|---|---|---|---|
| 2026 | Jun 15, 2026 | 8.8 µg/L | 10th to 90th percentile 8.0 to 9.6 · 18,552 water pixels |
| 2026 | Jul 9, 2026 | 10.5 µg/L | 10th to 90th percentile 10.1 to 11.1 · 21,121 water pixels |
| 2026 | Aug 2, 2026 | 12.7 µg/L | 10th to 90th percentile 12.1 to 13.6 · 12,494 water pixels |
| 2025 | Jun 20, 2025 | 8.9 µg/L | 10th to 90th percentile 7.2 to 10.4 · 11,229 water pixels |
| 2025 | Jul 6, 2025 | 10.0 µg/L | 10th to 90th percentile 9.6 to 11.0 · 38,335 water pixels |
| 2025 | Aug 7, 2025 | 9.5 µg/L | 10th to 90th percentile 9.0 to 10.2 · 28,980 water pixels |
| 2025 | Sep 24, 2025 | 9.4 µg/L | 10th to 90th percentile 8.9 to 10.0 · 40,077 water pixels |
| 2025 | Oct 10, 2025 | 9.8 µg/L | 10th to 90th percentile 9.5 to 10.1 · 40,020 water pixels |
| 2024 | Jun 25, 2024 | 9.5 µg/L | 10th to 90th percentile 9.0 to 10.1 · 39,527 water pixels |
| 2024 | Jul 3, 2024 | 8.7 µg/L | 10th to 90th percentile 7.9 to 9.6 · 18,850 water pixels |
| 2024 | Sep 21, 2024 | 9.9 µg/L | 10th to 90th percentile 9.0 to 10.4 · 39,949 water pixels |
| 2024 | Oct 7, 2024 | 9.7 µg/L | 10th to 90th percentile 9.3 to 9.9 · 39,943 water pixels |
Where the numbers come from
The model behind these estimates
- Bundle
chl_a_best_overall_ElasticNet_td1_cc0_Estuary_block_50km_baseline_raw8_default.pkl.gz- Estimator
- ElasticNet, best_overall by RemoteSensing's baseline framework v4.0
- Trained on
- 651 matched samples, water type: Estuary
- Test R²
- 0.10 (the share of variation in measured chlorophyll it explains on held-out samples; this site labels lakes only at 0.5 or more)
- Typical error
- ±5.5 µg/L (mean absolute error on held-out samples)
- Inputs
- Landsat surface reflectance in blue, green, nir, red, swir1, swir2; scene cloud cover
- Code
- RemoteSensing.Scripts services.ml_inference_engine.MLInferenceEngine
- Greenness: satellitedata.net zonal statistics, Sentinel-2 L2A, index NDCI, water pixels only (scene class 6), cloud and shadow removed.
- Chlorophyll: 12 clear Landsat 8 and 9 Collection 2 passes, downloaded from satellitedata.net as surface reflectance; cloud, shadow and shore pixels removed.
- Outline: OpenStreetMap relation 911711, shrunk 60 m from shore before measuring (36.24 km² measured).
- Built 2026-10-24. Download this lake's data (JSON) · How it works