Group 4 and 6 - code sharing, tips and tricks

[adagj]

For going to one dimensional xarray datasets to nicely gridded data, try:
ds =ds.assign_coords(
{"pixel": pd.MultiIndex.from_arrays([ds.time.values, ds.lat.values, ds.lon.values],
names=["time","lat", "lon"])}).unstack("pixel"))

[adagj]

Some info about the data in the Ada bucket:
escience2022/Ada/

ESM data:

• monthly : monthly averaged ocean and sea ice data from NorESM2-LM, CEMS2, and CNRM-ESM2-1
• daily: daily ocean and sea ice data from NorESM2-LM and CESM2

Reanalysis/observations - global, gridded and netcdf format

• OBS-ESACCi-OC: monthly ocean chlorophyll data , years : 1997 - 2017
• OBS-ESACCI-SST: monthly ocean sst, years: 1981 - 2017
• OSI-450-nh_Sea_Ice: monthly and daily northern hemisphere sea ice concentration. Years: 1979 - 2015
• conc: daily sea ice concentration, 25 km resolution. years: 1979 - 2022 (last month)

MODIS (satellite) - global, gridded, constant distance

• Chlorophyll monthly. Years 2002 (april) - 2021

Barents Sea Observations

• GLODAP : The Global Ocean Data Analysis Project (GLODAP) version 2 . Data for 13 core variables (salinity, oxygen, phosphate, nitrate, silicate, dissolved inorganic carbon, total alkalinity, pH, CFC-11, CFC-12, CFC-113, CCl4 and SF6) . GLODAPv2.2022 contains data from almost 1.4 million water samples collected on 1085 cruises. (https://www.glodap.info/) . Years 1979 - 202?
• ICES_BS_CTD: Chlorophyll, oxygen, sst, sss, ++++ from ship cruises in the Barents Sea (mainly between Bjornoya and Fugleoya). Years 1990 - 2015

[adagj]

Some pages and papers which you might find relevant

• https://earthobservatory.nasa.gov/features/Phytoplankton
• https://earthobservatory.nasa.gov/images/51765/bloom-in-the-barents-sea
• https://www.whoi.edu/know-your-ocean/ocean-topics/ocean-life/ocean-plants/phytoplankton/
• https://www.whoi.edu/know-your-ocean/ocean-topics/ocean-life/jellyfish-other-zooplankton/
• https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2011JC007151
• https://www.nature.com/articles/s41558-020-0905-y
• https://www.science.org/doi/full/10.1126/science.aay8380
• https://doi.org/10.5194/tc-13-49-2019
• https://gmd.copernicus.org/articles/10/2169/2017/gmd-10-2169-2017.pdf

[adagj]

To reload functions without stopping kernel:

%load_ext autoreload
%autoreload 2