# Tropical Cyclone Wind Estimation Competition
A collection of tropical storms in the Atlantic and East Pacific Oceans from 2000 to 2019 with corresponding maximum sustained surface wind speed. This dataset is split into training and test categories for the purpose of a competition [Read more about the [competition](https://www.drivendata.org/competitions/72/predict-wind-speeds/)].

## Documentation
* [Link](http://doi.org/10.1109/JSTARS.2020.3011907)

## Tutorials
* [How to use the Radiant MLHub API to browse and download the NASA Tropical Storm Wind Speed Competition Data](https://nbviewer.org/github/radiantearth/mlhub-tutorials/blob/main/notebooks/NASA%20Tropical%20Storm%20Wind%20Speed%20Challenge/nasa-tropical-storm-wind-speed-challenge-getting-started.ipynb) by [Kevin Booth](https://www.linkedin.com/in/kbgg/)
* [How to Use Deep Learning to Predict Tropical Storm Wind Speeds - Benchmark](https://www.drivendata.co/blog/predict-wind-speeds-benchmark/) by [Tammy Glazer](https://www.linkedin.com/in/tamara-glazer-44286776/)
* [Meet the Winners of Wind-Dependent Variables: Predict Wind Speeds of Tropical Storms](https://www.drivendata.co/blog/wind-dependent-variables-winners/) by [Tammy Glazer](https://www.linkedin.com/in/tamara-glazer-44286776/)

## Tools & Applications
* [Winning Models of Wind-dependent Variables: Predict Wind Speeds of Tropical Storms](https://github.com/drivendataorg/wind-dependent-variables)
* [Benchmark - Wind-dependent Variables: Predict Wind Speeds of Tropical Storms](https://nbviewer.org/github/radiantearth/mlhub-tutorials/blob/main/notebooks/NASA%20Tropical%20Storm%20Wind%20Speed%20Challenge/nasa-tropical-storm-wind-speed-challenge-benchmark.ipynb)
* [Deep Learning-based Hurricane Intensity Estimator](http://hurricane.dsig.net/storms/)

## Publications
* [Deepti: Deep-Learning-Based Tropical Cyclone Intensity Estimation System](http://doi.org/10.1109/JSTARS.2020.3011907) by [Manil Maskey](https://www.linkedin.com/in/manilmaskey/)

## Creator & Contact
* [NASA Interagency Implementation and Advanced Concepts Team (IMPACT)](https://impact.earthdata.nasa.gov)
* manil.maskey@nasa.gov

## License
* [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)

## Citation & DOI
M. Maskey, R. Ramachandran, I. Gurung, B. Freitag, M. Ramasubramanian, J. Miller"Tropical Cyclone Wind Estimation Competition Dataset", Version 1.0, Radiant MLHub. [Date Accessed] https://doi.org/10.34911/rdnt.xs53up