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.
- +DATA HUBSwhere the data physically comes from
- −DATASET TYPESgrouped by what kind of water they see
- +1. Ocean colour (hyperspectral)1 datasets
- +1. Ocean colour (merged)3 datasets
- +1. Ocean colour (single sensor)5 datasets
- −2. Inland/coastal high-res6 datasets
- ·AL03 · Sentinel-2 MSI Level-2A (harmonised)A+ Gold10 m (B2,3,4,8) / 20 m (B5 red-edge 705 nm) · 5 days (2-3 d with S2… · 2015-06 (L1C) / 2017-03 (L2A)→present
- ·AL04 · Sentinel-3 OLCI — 21 bands incl. 620 nm (phyc…A+ Gold300 m full resolution · ~1-2 days (S3A + S3B) · 2016-10→present
- ·AL05 · Landsat 5 / 7 / 8 / 9 Collection 2 Level-2A+ Gold30 m · 16 days per satellite… · 1984 (L5) / 1999 (L7) / 2013 (L8→present
- ·AL14 · Harmonized Landsat Sentinel-2 (HLS) v2.0B Usable30 m · 2-3 days combined · 2013 (L30) / 2015 (S30)→present
- ·AL16 · MODIS MOD09GA/GQ daily surface reflectance (2…B Usable250 m (b1,b2) / 500 m · DAILY · 2000-02-24→present
- ·AL18 · Sentinel-2 Level-1C + ACOLITE Dark Spectrum F…B Usable10-20 m · 5 days · 2015-06→present
- +3. Lake / inland operational2 datasets
- +4. Model / reanalysis1 datasets
- +5. Discovery / portal1 datasets
- +6. Derived / uncalibrated2 datasets
- +7. In-situ validation5 datasets
- −SITE-WISEwhat actually applies at each site
- −Chakaria HDSSChakariaRural COASTAL · 10 km to sea · 16 datasets apply
- ·AL01 · ESA Ocean Colour CCI v6.0 — merged multi-se…Daily / 5-day / 8-day / M… · 4 km (1 km regional available)
- ·AL02 · Copernicus Marine GlobColour — L4 gap-free …DAILY (gap-free!) · 4 km
- ·AL11 · Copernicus CDS — Satellite Ocean Colour (OC…Daily / monthly · 4 km
- ·AL06 · MODIS-Aqua Level-3 SMIDaily / 8-day / monthly · 4.6 km
- ·AL07 · SeaWiFS Level-3 SMIDaily / 8-day / monthly · 9 km (4 km avail.)
- ·AL08 · VIIRS SNPP / NOAA-20 chlorophyll (NOAA Coas…DAILY · 4 km (750 m for some SNPP products)
- ·AL13 · MODIS-Terra Level-3 SMIDaily / 8-day / monthly · 4.6 km
- ·AL03 · Sentinel-2 MSI Level-2A (harmonised)5 days (2-3 d with S2C fr… · 10 m (B2,3,4,8) / 20 m (B5 red-edge 705 nm)
- ·AL04 · Sentinel-3 OLCI — 21 bands incl. 620 nm (ph…~1-2 days (S3A + S3B) · 300 m full resolution
- ·AL05 · Landsat 5 / 7 / 8 / 9 Collection 2 Level-216 days per satellite (~8… · 30 m
- ·AL14 · Harmonized Landsat Sentinel-2 (HLS) v2.02-3 days combined · 30 m
- ·AL18 · Sentinel-2 Level-1C + ACOLITE Dark Spectrum…5 days · 10-20 m
- ·AL19 · GEE Sen2Cor L2A NDCI → chlorophyll polynomi…5 days · 10-20 m
- ·AL20 · Landsat green/blue chlorophyll proxy (2000-…16 days · 30 m
- ·AL23 · GLORIA — Global Reflectance community datas…Per sample · Point
- ·AL25 · Bangladesh Oceanographic Research Institute…Varies · Point
- −Matlab HDSSMatlabRural riverine · 250 km to sea · 11 datasets apply
- ·AL03 · Sentinel-2 MSI Level-2A (harmonised)5 days (2-3 d with S2C fr… · 10 m (B2,3,4,8) / 20 m (B5 red-edge 705 nm)
- ·AL04 · Sentinel-3 OLCI — 21 bands incl. 620 nm (ph…~1-2 days (S3A + S3B) · 300 m full resolution
- ·AL05 · Landsat 5 / 7 / 8 / 9 Collection 2 Level-216 days per satellite (~8… · 30 m
- ·AL14 · Harmonized Landsat Sentinel-2 (HLS) v2.02-3 days combined · 30 m
- ·AL16 · MODIS MOD09GA/GQ daily surface reflectance …DAILY · 250 m (b1,b2) / 500 m
- ·AL18 · Sentinel-2 Level-1C + ACOLITE Dark Spectrum…5 days · 10-20 m
- ·AL19 · GEE Sen2Cor L2A NDCI → chlorophyll polynomi…5 days · 10-20 m
- ·AL20 · Landsat green/blue chlorophyll proxy (2000-…16 days · 30 m
- ·AL22 · SeaBASS — NASA bio-Optical Archive and Stor…Per cruise/campaign · Point
- ·AL23 · GLORIA — Global Reflectance community datas…Per sample · Point
- ·AL26 · icddr,b environmental microbiology archives…FORTNIGHTLY · Point (pond)
- +Dhaka CityDhakaUrban inland · 300 km to sea · 9 datasets apply
- −Chakaria HDSSChakariaRural COASTAL · 10 km to sea · 16 datasets apply
- +DURATION & CAPTURE CADENCEdaily · weekly · 10-day · 16-day · monthly
- +VARIABLESwhat is computed from the bands
- +LIMITATIONSwhy not — typed and severity-ranked
- +PAPERSthe evidence, DOI-linked
2. Inland/coastal high-res
AL04 · Sentinel-3 OLCI — 21 bands incl. 620 nm (phycocyanin) & 709 nm (red edge)
ESA / EUMETSAT / Copernicus
A+ Gold
FREE
NO ACCOUNT
Source · duration · capture cadence
- Data source
- ESA / EUMETSAT / Copernicus
- Access route
- GEE (TOA only) · CMEMS · EUMETSAT Data Store API · CDSE
- Endpoint / asset
COPERNICUS/S3/OLCI (TOA — bring your own atmospheric correction) | CMEMS OLCI L2 WFR- Duration
- 2016-10 → present
- Capture cadence
- ~1-2 days (S3A + S3B)
- Resolution
300 m full resolution- Delivers
- PHYCOCYANIN (620 nm) , chlorophyll (MCI, NDCI), Rrs 412/555 for SWM, TSM
- Command
10_algae_daily_3sites.py --sensors s3
Why it is used for cholera.
OLCI L2 WFR validated for coastal water · phycocyanin retrieval is still research-grade
Why not — catalogue limitation. GEE holds only TOA radiance — you must run C2RCC / POLYMER / ACOLITE yourself or pull L2 from CMEMS. Starts 2016.
Site applicability
| Site | Verdict | Why |
|---|---|---|
| Chakaria HDSS | YES | CRITICAL — resolves the Matamuhuri estuary AND has the 620 nm cyanobacteria band |
| Matlab HDSS | YES | CRITICAL — the Meghna is 2-6 km wide, so 300 m works beautifully · near-daily revisit |
| Dhaka City | PARTIAL | MARGINAL — only the widest reaches of the Buriganga and the largest lakes |
Reliable · accessible · authentic
A+ Gold
Reliability tier
OPEN
Accessible
ESA
Authentic — operator
Typed limitations (1)
HIGH 300 m needs water wider than about 600 m spatial blocks Dhaka
A 300 m pixel needs at least two clean pixels across the water body to avoid land contamination. The Matamuhuri estuary and the Meghna main channel qualify comfortably. In Dhaka only the widest reaches of the Buriganga and Shitalakshya come close, and even there the pixels are mixed - Hatirjheel is roughly 200 m at its widest, so every lake is out. The catalogue records Dhaka as MARGINAL rather than impossible for this reason.
What to do: At Dhaka use the Sentinel-2 B3/B5 phycocyanin proxy instead, and state clearly in the methods that it is a proxy rather than the 620 nm retrieval.