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Acoustic recordings of North Atlantic right whale upcalls in the Gulf of St. Lawrence
| Description: | The acoustic data were collected between 2015 and 2019 at six stations in the southern Gulf of St. Lawrence using two different deployment configurations. The dataset also includes audio samples from the Gulf of Maine recorded in 2009, which were part of the DCLDE 2013 Challenge dataset (https://soi.st-andrews.ac.uk/static/soi/dclde2013/documents/WorkshopDataset2013.pdf). The acoustic data are supplemented by expert annotations indicating the presence/absence of North Atlantic right whale upcalls. Spectrogram images are also provided. These data have been used to train a deep neural network to detect North Atlantic right whale upcalls, as described in the article "Performance of a Deep Neural Network at Detecting North Atlantic Right Whale Upcalls" by Kirsebom, Frazao, Simard, Roy, Matwin, and Giard (doi:10.1121/10.0001132), which also contains a detailed description of the data. The software developed as part of this work is available on Zenodo (doi:10.5281/zenodo.3736625) under a GPLv3 license. This includes Python scripts for building training and test datasets, computing signal-to-noise ratios, visualizing spectrograms, training the deep neural network, and using the network to analyze continuous audio recordings. |
| Authors: | Simard, Yvan; Fisheries and Oceans Canada; Maurice Lamontagne Institute; Université du Québec à Rimouski; Marine Sciences Institute Kirsebom, Oliver S.; Dalhousie University; Institute for Big Data Analytics Frazao, Fabio; Dalhousie University; Institute for Big Data Analytics Roy, Nathalie; Fisheries and Oceans Canada; Maurice Lamontagne Institute Matwin, Stan; Dalhousie University; Institute for Big Data Analytics; Polish Academy of Sciences; Institute of Computer Sciences Giard, Samuel; Fisheries and Oceans Canada; Maurice Lamontagne Institute |
| Keywords: | North Atlantic right whale Passive Acoustic Monitoring Underwater Acoustics Signal Processing Deep Neural Networks Eubalaena glacialis |
| Field of Research: | Biological sciences > Zoology > Animal behaviour
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| Publication Date: | 2020-04-24 |
| Publisher: | Federated Research Data Repository / dépôt fédéré de données de recherche |
| Funder: | Natural Sciences and Engineering Research Council of Canada (NSERC); Discovery Grant; 249977 Fisheries and Oceans Canada (DFO); Ocean and Freshwater Science Contribution Program (OFSCP) |
| URI: | https://doi.org/10.20383/101.0241 |
| Related Identifiers: |
This dataset is cited by
This dataset is a supplement to
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| Geographic Coverage: | Place Name Gulf of St. Lawrence Place Name Gulf of Maine |
| Geolocation Box: | West Longitude -65.0 East Longitude -60.0 North Latitude 49.0 South Latitude 47.0 West Longitude -71.0 East Longitude -67.0 North Latitude 43.0 South Latitude 41.0 |
| Geographic Point: | Latitude 48.0 Longitude -63.0 Latitude 42.5 Longitude -69.0 |
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Access to this dataset is subject to the following terms:
Creative Commons Attribution 4.0 International (CC BY 4.0) https://creativecommons.org/licenses/by/4.0/
Citation
Simard, Y., Kirsebom, O., Frazao, F., Roy, N., Matwin, S., Giard, S. (2020). Acoustic recordings of North Atlantic right whale upcalls in the Gulf of St. Lawrence. Federated Research Data Repository. https://doi.org/10.20383/101.0241
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