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
- +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
- ·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)
- ·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
- ·AL22 · SeaBASS — NASA bio-Optical Archive and Stor…Per cruise/campaign · Point
- ·AL23 · GLORIA — Global Reflectance community datas…Per sample · Point
- ·AL24 · LIMNADES — LIMnology and remote sensing Net…Per sample · Point
- −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
6. Derived / uncalibrated
AL19 · GEE Sen2Cor L2A NDCI → chlorophyll polynomial
(your own pipeline)
C Caution
FREE
NO ACCOUNT
Source · duration · capture cadence
- Data source
- (your own pipeline)
- Access route
- GEE
- Endpoint / asset
computed in 06_algae_gee_3sites.py- Duration
- 2017-03 → present
- Capture cadence
- 5 days
- Resolution
10-20 m- Delivers
- Uncalibrated chlorophyll-a estimate in mg/m3
- Command
10_algae_daily_3sites.py --sensors s2
Why it is used for cholera.
NOT VALIDATED for Bangladesh
Why not — catalogue limitation. The Mishra & Mishra polynomial was fitted on CHESAPEAKE BAY. Treat the output as an ORDINAL INDEX, not mg/m3, until you calibrate locally. Two ways to fix: (1) get Sarker et al. 2019 coefficients, (2) collect in-situ chlorophyll.
Site applicability
| Site | Verdict | Why |
|---|---|---|
| Chakaria HDSS | YES | SCREENING ONLY |
| Matlab HDSS | YES | SCREENING ONLY |
| Dhaka City | YES | SCREENING ONLY |
Reliable · accessible · authentic
C Caution
Reliability tier
OPEN
Accessible
(your own pipeline)
Authentic — operator
Documentation: https://doi.org/10.1016/j.rse.2011.10.016
Typed limitations (1)
CRITICAL Sen2Cor is land-optimised and fails over dark turbid water algorithmic
GEE's Sentinel-2 L2A uses Sen2Cor, which was designed for land surfaces. Over dark eutrophic water it frequently returns NEGATIVE reflectance, which propagates into any index built from it.
What to do: For anything you intend to publish as a concentration, download L1C from the Copernicus Data Space and run ACOLITE Dark Spectrum Fitting - dataset AL18. Alternatively calibrate locally against in-situ chlorophyll, or use the Bangladeshi coefficients in Sarker et al. 2019.