IDEAS home Printed from https://ideas.repec.org/a/spr/nathaz/v120y2024i1d10.1007_s11069-023-06217-1.html
   My bibliography  Save this article

Content analysis of YouTube videos regarding natural disasters in India and analysis of users sentiment through viewer comments

Author

Listed:
  • Lulu Rout

    (Fakir Mohan University)

  • Manoj Kumar Acharya

    (Fakir Mohan University)

  • Shubhasmita Acharya

    (Mizoram University)

Abstract

This research investigates the ease with which people in India can access natural disaster videos on YouTube with the goal of raising awareness and empowering the general populace to take action for their own safety. The article describes the most common category of calamity for which videos were produced in India. The comments added by viewers in each video’s comment area are analyzed in order to determine the viewers’ intentions and feelings in relation to the available videos. This is done so in order to analyze viewers’ sentiments. For this reason, study makes use of Webometric analyzer to retrieve the pertinent information from YouTube by utilizing the YouTube API key. Furthermore, the R-studio environment was utilized in order to do the sentiment analysis. After the raw data have been collected, they go through a process of manual verification so that the legitimacy and accuracy of the data may be confirmed. Following the application of the criteria for elimination, there were a total of 467 relevant movies and 20,689 comments that were retrieved for further examination. Following a comprehensive investigation, it was discovered that the majority of films were published between the years of 2008 and 2010. When looking at the total amount of videos released on the topic of natural disasters in India, the most notable channels are INDIA TODAY, WION, and NDTV, among others. These channels have the most footage available online. Using the keyword analysis that was performed on the videos’ titles, it was discovered that the majority of the movies in the collection were about cyclones, rather than any of the other kinds of natural disasters that can be found in India.

Suggested Citation

  • Lulu Rout & Manoj Kumar Acharya & Shubhasmita Acharya, 2024. "Content analysis of YouTube videos regarding natural disasters in India and analysis of users sentiment through viewer comments," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 120(1), pages 219-234, January.
  • Handle: RePEc:spr:nathaz:v:120:y:2024:i:1:d:10.1007_s11069-023-06217-1
    DOI: 10.1007/s11069-023-06217-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11069-023-06217-1
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11069-023-06217-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Rajesh Kumar & Prasenjit Acharya, 2016. "Flood hazard and risk assessment of 2014 floods in Kashmir Valley: a space-based multisensor approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 84(1), pages 437-464, October.
    2. Manuela Nappi & João Souza, 2015. "Disaster management: hierarchical structuring criteria for selection and location of temporary shelters," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 75(3), pages 2421-2436, February.
    3. Sawada, Yasuyuki & Takasaki, Yoshito, 2017. "Natural Disaster, Poverty, and Development: An Introduction," World Development, Elsevier, vol. 94(C), pages 2-15.
    4. Kathryn C. Finch & Kassandra R. Snook & Carmen H. Duke & King-Wa Fu & Zion Tsz Ho Tse & Atin Adhikari & Isaac Chun-Hai Fung, 2016. "Public health implications of social media use during natural disasters, environmental disasters, and other environmental concerns," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 83(1), pages 729-760, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dong, Kangyin & Zhao, Congyu & Nepal, Rabindra & Zander, Kerstin K., 2025. "Are natural disasters stumbling blocks to carbon inequality mitigation? A global perspective," Ecological Economics, Elsevier, vol. 227(C).
    2. Dilsu Binnaz Ozkapici & Mustafa Alp Ertem & Haluk Aygüneş, 2016. "Intermodal humanitarian logistics model based on maritime transportation in Istanbul," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 83(1), pages 345-364, August.
    3. Sascha O. Becker & Amma Panin & Steven J. Pfaff & Jared Rubin, 2025. "Religion and Economic Development: Past, Present, and Future," Working Papers 25-01, Chapman University, Economic Science Institute.
    4. Yudi Zhang & Lei He, 2022. "Research on the Characteristics and Influencing Factors of Community Residents’ Night Evacuation Behavior Based on Structural Equation Model," Sustainability, MDPI, vol. 14(19), pages 1-21, October.
    5. Lian, Ying & Liu, Yijun & Dong, Xuefan, 2020. "Strategies for controlling false online information during natural disasters: The case of Typhoon Mangkhut in China," Technology in Society, Elsevier, vol. 62(C).
    6. Samba Diop & Simplice A. Asongu & Vanessa S. Tchamyou, 2021. "Mitigating the Macroeconomic Impact of Severe Natural Disasters in Africa: Policy Synergies," Working Papers of the African Governance and Development Institute. 21/094, African Governance and Development Institute..
    7. Amir Reza Bakhshi Lomer & Mahdi Rezaeian & Hamid Rezaei & Akbar Lorestani & Naeim Mijani & Mohammadreza Mahdad & Ahmad Raeisi & Jamal Jokar Arsanjani, 2023. "Optimizing Emergency Shelter Selection in Earthquakes Using a Risk-Driven Large Group Decision-Making Support System," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
    8. Jhorland Ayala-García & Sandy Dall’Erba, 2021. "The impact of preemptive investment on natural disasters," Documentos de trabajo sobre Economía Regional y Urbana 301, Banco de la Republica de Colombia.
    9. Lee, Chien-Chiang & Wang, Chih-Wei & Ho, Shan-Ju & Wu, Ting-Pin, 2021. "The impact of natural disaster on energy consumption: International evidence," Energy Economics, Elsevier, vol. 97(C).
    10. Ashu Tiwari & Archana Patro, 2018. "Memory, Risk Aversion, and Nonlife Insurance Consumption: Evidence from Emerging and Developing Markets," Risks, MDPI, vol. 6(4), pages 1-17, December.
    11. Tanvir Pavel & Syed Hasan & Nafisa Halim & Pallab Mozumder, 2018. "Natural Hazards and Internal Migration: The Role of Transient versus Permanent Shocks," Working Papers 1806, Florida International University, Department of Economics.
    12. Abdul Baser Qasimi & Vahid Isazade & Ronny Berndtsson, 2024. "Flood susceptibility prediction using MaxEnt and frequency ratio modeling for Kokcha River in Afghanistan," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 120(2), pages 1367-1394, January.
    13. Lei Zhang & Wei Song & Wen Song, 2020. "Assessment of Agricultural Drought Risk in the Lancang-Mekong Region, South East Asia," IJERPH, MDPI, vol. 17(17), pages 1-24, August.
    14. Alexandru Bănică & Karima Kourtit & Peter Nijkamp, 2020. "Natural disasters as a development opportunity: a spatial economic resilience interpretation," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 40(2), pages 223-249, October.
    15. Johanna Choumert-Nkolo & Anaïs Lamour & Pascale Phélinas, 2021. "The Economics of Volcanoes," Economics of Disasters and Climate Change, Springer, vol. 5(2), pages 277-299, July.
    16. Yoon Ha Lee & Ji Soo Lee & Seung Chan Baek & Won Hwa Hong, 2020. "Spatial Equity with Census Population Data vs. Floating Population Data: The Distribution of Earthquake Evacuation Shelters in Daegu, South Korea," Sustainability, MDPI, vol. 12(19), pages 1-17, September.
    17. Gabrielle Turner-McGrievy & Amir Karami & Courtney Monroe & Heather M. Brandt, 2020. "Dietary pattern recognition on Twitter: a case example of before, during, and after four natural disasters," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 103(1), pages 1035-1049, August.
    18. Palacios, Paola & Rojas-Velásquez, Libardo, 2023. "Impact of weather shocks on educational outcomes in the municipalities of Colombia," International Journal of Educational Development, Elsevier, vol. 101(C).
    19. Paudel, Jayash & Ryu, Hanbyul, 2018. "Natural disasters and human capital: The case of Nepal’s earthquake," World Development, Elsevier, vol. 111(C), pages 1-12.
    20. Sumira Mir & Shamim Ahmad Shah & Mohmmad Shafi Bhat, 2025. "Disasters affecting education across time and space—a perspective from Kashmir," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 3125-3143, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:nathaz:v:120:y:2024:i:1:d:10.1007_s11069-023-06217-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.