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Map with temporal statistics of stations where ground-based profiling of clouds and aerosols with at least a cloud radar (Ka or W Band) and a collocated lidar is performed.

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martin-rdz/global_gb_cloud_aerosol_profiling

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Global stations with ground-based cloud and aerosol profiling

Overview of stations where ground-based profiling of clouds and aerosols with at least a cloud radar (Ka or W Band) and a collocated lidar is performed. A similar overview was for example given by Bühl [2017]. In this version a plot with the months of observations summed over a gridbox is provided. The numbers are colored blue for more than 12 months and red for more than 120 months of observations per gridbox. The underlying data is mostly from the cloudnet and ARM websites. Hence, the statistics only consideres openly accessible datasets. Update: Scraping of the new cloudnet database api is done by extract_cloudnet_metadata.ipynb.

In case of any additions, errors or comments your feedback is appreciated.

Clustering

For now, the clustering is done with sklearn.cluster.DBSCAN with the great circle distance as a metric. The threshold (keyword eps) is set to 1000 km. (Old versions just used the difference in degrees).

References

Bühl, J., S. Alexander, S. Crewell, A. Heymsfield, H. Kalesse, A. Khain, M. Maahn, K. Van Tricht, and M. Wendisch, 2017: Remote Sensing. Meteorological Monographs, 58, 10.110.21, https://doi.org/10.1175/AMSMONOGRAPHS-D-16-0015.1

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Clustered sum of observations

Timeseries

Gridded sum of observations

Locations per network

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Map with temporal statistics of stations where ground-based profiling of clouds and aerosols with at least a cloud radar (Ka or W Band) and a collocated lidar is performed.

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