Please cite these papers if you use the data/code/etc: Clayton Miller, Michael Ibrahim, Iqbal Akbar, Bianca Picchetti, Yun Xuan Chua, Mario Frei, Filip Biljecki, Adrian Chong, Matias Quintana, Chun Fu. The Cool, Quiet City machine learning competition: Overview and results. J Phys Conf Ser. 2025;3140(11):112017. [https://doi.org/10.1088/1742-6596/3140/11/112017](https://doi.org/10.1088/1742-6596/3140/11/112017) Clayton Miller, Matias Quintana, Mario Frei, Yun Xuan Chua, Chun Fu, Bianca Picchetti, Winston Yap, Adrian Chong, and Filip Biljecki. 2023. Introducing the Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat and Noise with Digital Twin Metrics. In Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys '23). Association for Computing Machinery, New York, NY, USA, 298–299. [https://doi.org/10.1145/3600100.3626269](https://doi.org/10.1145/3600100.3626269) Ignore the "Citation" section below.