SatHDSS
Network panel

Algae Dataset

Every data hub, dataset, sensor, variable, paper and limitation in one tree — and for each: where it comes from, how far back it goes, how often it captures, why it belongs in a cholera study, and why it does not work everywhere.

Highlight site All three Chakaria HDSS Matlab HDSS Dhaka City Choosing a site greys out everything that does not apply there.

4. Model / reanalysis

AL12 · CMEMS Global Ocean Biogeochemistry Reanalysis
CMEMS / Mercator Ocean
A Reliable FREE ACCOUNT NEEDED

Source · duration · capture cadence

Data source
CMEMS / Mercator Ocean
Access route
copernicusmarine toolbox
Endpoint / asset
GLOBAL_MULTIYEAR_BGC_001_029
Duration
1993 → present (rolling)
Capture cadence
DAILY
Resolution
0.25 deg (~28 km)
Delivers
Chlorophyll, phytoplankton carbon, nitrate, phosphate, silicate, primary production, O2, pH
Command
07_algae_api_download.py --sources cmems
Why it is used for cholera. Assimilated model, validated against in-situ · skill lower in coastal zones
Why not — catalogue limitation. MODEL OUTPUT, NOT OBSERVATION. 0.25 deg has essentially no coastal skill. Use for basin-scale nutrient context only.

Site applicability

SiteVerdictWhy
Chakaria HDSS PARTIAL MEDIUM — gives NUTRIENTS, which no optical sensor can measure, and is completely gap-free
Matlab HDSS NOT APPLICABLE LOW — 28 km
Dhaka City NOT APPLICABLE NOT APPLICABLE

Reliable · accessible · authentic

A Reliable
Reliability tier
REGISTER
Accessible
CMEMS
Authentic — operator