NewsPanda: Media Monitoring for Timely Conservation Action
Non-governmental organizations for environmental conservation have a significant interest in monitoring conservation-related media and getting timely updates about infrastructure construction projects as they may cause massive impact to key conservation areas. Such monitoring, however, is difficult...
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| Veröffentlicht in: | arXiv.org 2023-04 |
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| creator | Keh, Sedrick Scott Zheyuan Ryan Shi Patterson, David J Bhagabati, Nirmal Dewan, Karun Areendran Gopala Izquierdo, Pablo Mallick, Debojyoti Sharma, Ambika Shrestha, Pooja Fang, Fei |
| description | Non-governmental organizations for environmental conservation have a significant interest in monitoring conservation-related media and getting timely updates about infrastructure construction projects as they may cause massive impact to key conservation areas. Such monitoring, however, is difficult and time-consuming. We introduce NewsPanda, a toolkit which automatically detects and analyzes online articles related to environmental conservation and infrastructure construction. We fine-tune a BERT-based model using active learning methods and noise correction algorithms to identify articles that are relevant to conservation and infrastructure construction. For the identified articles, we perform further analysis, extracting keywords and finding potentially related sources. NewsPanda has been successfully deployed by the World Wide Fund for Nature teams in the UK, India, and Nepal since February 2022. It currently monitors over 80,000 websites and 1,074 conservation sites across India and Nepal, saving more than 30 hours of human efforts weekly. We have now scaled it up to cover 60,000 conservation sites globally. |
| format | Article |
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| identifier | EISSN: 2331-8422 |
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| issn | 2331-8422 |
| language | eng |
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| source | Free E- Journals |
| subjects | Algorithms Conservation areas Infrastructure Monitoring NGOs Nongovernmental organizations Websites |
| title | NewsPanda: Media Monitoring for Timely Conservation Action |
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