WxData Jupyter Lab Tutorials

1. Downloading METAR Data

2. Downloading Observed Sounding Data

3. Downloading the first 72 hours of the ECMWF IFS and ECMWF AIFS

4. Downloading the GEFS members p01 and p02 for only Temperature

5. Downloading the Real-Time Mesoscale Analysis (RTMA)

6. Downloading the SPC Convective Outlook for CONUS

7. Downloading NWS Maximum Temperature Forecast for Hawaii

8. Downloading the GFS0P25 then performing pixel and line queries on the data

9. Downloading various datasets from the Applied Climate Information System (ACIS)

10. Downloading AIGFS Data

11. Downloading AIGEFS Data

12. Downloading and plotting the Climate Prediction Center 6-10 Day Precipitation Outlook

13. Downloading OUN Sounding Data and Using The WxData Linear Anti Aliasing Tool To Interpolate 100 Points Between Each Observed Data Point And Visualize Both Data Sets

14. Downloading Subsets Of ECMWF IFS Ensemble and AIFS Ensemble Data

15. Downloading the ECMWF IFS 500 mb Geopotential Height Initial Analysis And Plot A North Pole Stereographic Resolving The Meridian With The WxData Cyclic Point Tool

16. Downloading Observed Fuels Data For The Past Year For Acton RAWS and Plotting 1000-HR Dead Fuel Moisture

17. Downloading the 7-Day NFDRS Forecast for Acton RAWS and Plotting Forecast 100-HR Dead Fuel Moisture

18. Downloading Current RAWS and METAR Data and Plotting Current Relative Humidity Observations Across California and Nevada

19. Downloading Current RAWS Data and Plotting Current Energy Release Components (ERCs) Observations Across California and Nevada

20. Downloading NEXRAD II Radar Data and then plotting it in Py-ART

21. Downloading 30 Days of 6hrly CFS Data and plotting the 30-Day time-mean for mean sea level pressure across the Northern Hemisphere

22. Download all 50 Ensemble Members of the ECMWF IFS Ensemble for 2-Meter Temperature Using the Open-Meteo API and Make an Ensemble Spaghetti Plot

23. Download Solar Radiation Forecasts Using Open-Meteo API

24. Download Latest Fine Particulates (PM2.5) and Ozone (O3) Observations Using Air Now API

25. Download and plot the first 24 hours of the GDPS 500mb Geopotential Height, Relative Vorticity and Wind Forecast across CONUS & Southern Canada

26. Download and plot the first 24 hours of the RDPS 2-Meter Temperature & 10-Meter Wind Forecast across CONUS & Southern Canada

27. Download and plot the first 12 hours of the HRDPS 0-10cm Soil Temperature across British Columbia & Alberta

28. Download the first 24 hours of the GEPS 850mb Temperature Forecast, find the ensemble mean and plot the GEPS Ensemble Mean 850mb Temperature Forecast

29. Use the cansips_forecast() and cansips_hindcast() clients to download and plot the monthly 500mb Geopotential Height & 850mb Temperature Forecasts & Forecast Anomalies

Advanced Users

1. Using the client module to download the latest HadCRUT5 Analysis netCDF file and open this dataset in xarray

2. Downloading the GFS0P25 for temperature fields and using run_external_scripts() to post-process this GFS0P25 dataset in an external Python script

3. Downloading GFS Data Using Byte-Range Requests