๐ŸŒŠ Ocean Pulse

Marine Ecosystem Health Classifier  ยท  California Current  ยท  1949โ€“2021

895,440 bottle samples  ยท  29 zooplankton tows  ยท  Team: Laura ยท Maggie ยท Chau ยท David  ยท  DataHacks 2026 ยท Scripps Institution of Oceanography / NOAA CalCOFI

๐Ÿ”ฌ Total Samples
895,440
1949โ€“2021
โœ… Healthy
61.2%
548,170 samples
โš ๏ธ Stressed
28.4%
254,265 samples
๐Ÿšจ Critical
10.4%
93,005 samples

๐Ÿ“ก Get Ocean Data For Your Location

Enter a California coastal city to see nearby historical samples and a model prediction.


๐Ÿ”ฎ Future Projection

Project ocean conditions using linear trends from 2000โ€“2021 data.

2026

๐Ÿ” Classify Any Water Sample in Real Time

Sliders use real value ranges from 895k CalCOFI bottle samples.

Confidence
๐Ÿ“– Label definitions
LabelOโ‚‚ (ml/L)Oโ‚‚ SatNOโ‚ƒ (ยตM)
โœ… Healthyโ‰ฅ 4.0โ‰ฅ 40%โ‰ค 20
โš ๏ธ Stressed1.4โ€“4.0โ‰ฅ 40%> 20
๐Ÿšจ Critical< 1.4< 40%any

Oโ‚‚ excluded from inputs โ€” prediction uses temperature, salinity, nutrients, depth, chlorophyll.

๐ŸŒŽ Regional Ocean Health & Government Action Advisor

Select a California coastal region to see its health summary and get AI-powered policy recommendations.

Southern California (LA / San Diego)
Central California (Monterey / Big Sur)
Northern California (SF & Above)
Baja California Border Zone

Ocean Health Trend โ€” Southern California (LA / San Diego)

๐Ÿค– AI Policy Recommendations

๐Ÿ“ˆ California Current Health 1949โ€“2021

895,440 samples across 72 years

Sample Health Distribution Over Time

Track how ocean health has evolved from 1949 to today. Each band shows how many samples fall into healthy, stressed, or critical conditions each year.

% Healthy Samples (5-year rolling average)

Dots show yearly values, while the green line highlights the overall rolling trend.

By Decade

๐Ÿ—บ๏ธ California Current โ€” Ecosystem Health Map

Pan & zoom the real map ยท Click any dot for details ยท Filter by status and year

Year: 1949 โ€“ 2021

๐ŸŒŠ How Does Health Change With Depth?

Health Labels by Depth Zone

Surface waters are mostly healthy, but stressed and critical conditions grow with depth.

Mean Dissolved Oโ‚‚ by Depth Zone

Lower oxygen at deeper levels leads to stressed or hypoxic conditions for marine life.

Dissolved Oxygen Distribution by Health Class

Lower oxygen levels are strongly linked to stressed and critical conditions for marine life.

๐Ÿค– What Did the Model Learn?

Feature Importance (Random Forest)

What each feature means scientifically

๐Ÿ“Š Classification Report โ€” 20% held-out test set

Confusion Matrix โ€” Test Set

โ†’ Predicted
โ†‘ Actual