# UrBAN-Urban-Beehive-Acoustics-and-PheNotyping-Dataset This repository contains scripts for analyzing the UrBAN dataset. This multimodal dataset obtained from a honey bee colony in Montréal, Quebec, Canada, spanning the years of 2021 to 2022. This apiary comprised 10 beehives, with microphones recording more than 2000 hours of high quality raw audio, and also sensors capturing temperature, and humidity. Periodic hive inspections involved monitoring colony honey bee population changes, assessing queen-related conditions, and documenting overall hive health. ## Download the Audio Dataset The audio dataset is available on the Federated Research Data Repository: https://www.frdr-dfdr.ca/repo/dataset/487f5583-250a-464b-bb71-f2da85410b13 To cite the dataset: 1. Abdollahi, M., Zhu, Y., Guimarães, H.R., Coallier, N., Maucourt, S., Giovenazzo, P. & Falk, T.H. UrBAN: Urban Beehive356 Acoustics and PheNotyping Dataset. Available: https://doi.org/10.20383/103.0972 2. M. Abdollahi, Y. Zhu, H. R. Guimar˜aes, N. Coallier, S. Maucourt, P. Giovenazzo, and T. H. Falk, “Urban: Urban beehive acoustics and phenotyping dataset,” Scientific Data, vol. 12, no. 1, p. 536, 2025. ## Applications There are two notebooks in this repository. 1. [main_benchmarks.ipynb](code/main_benchmarks.ipynb) 2. [data_description_plots_2021_2022.ipynb](code/data_description_plots_2021_2022.ipynb) Details and code related to how feture extraction and regression could be used on the audio dataset is described in [main_benchmarks.ipynb](code/main_benchmarks.ipynb), while [data_description_plots_2021_2022.ipynb](code/data_description_plots_2021_2022.ipynb) contains codes related to how to visualize the datsets. ## Learn more about the dataset More details on the dataset is available in our paper: M. Abdollahi, Y. Zhu, H. R. Guimar˜aes, N. Coallier, S. Maucourt, P. Giovenazzo, and T. H. Falk, “Urban: Urban beehive acoustics and phenotyping dataset,” Scientific Data, vol. 12, no. 1, p. 536, 2025.