Recovery Element：housing
This is the visualization of study Analyzing the Seven Critical Elements of Life Recovery Using News: A Case Study of the 2024 Noto Peninsula Earthquake by Yen-Ching Liu* and Shosuke Sato.
In this study, NLP methods were applied to recognized the recovery elements, sentiments, and locations in each paragraph. In other words, the textual data was converted into numerical data for further quantitative analysis.
This demonstrates the feasibility of using NLP methods on news data to gain insights into news media perceptions and to assess news coverage of disaster recovery.
● Material: News on Yahoo! Japan News website
● Time: August 2024 to July 2025
● Seven Critical Elements for Life Recovery: housing, social ties, townscape, physical and mental health, preparedness, relation to government, and economic and financial situation (Tatsuki and Hayashi, 2002)
● Sentiments: positive, negative, and neutral
● 12 cities in Ishikawa Prefecture on the Noto Peninsula: Suzu-shi (珠洲市), Wajima-shi (輪島市), Noto-cho (能登町), Anamizu-machi (穴水町), Shika-machi (志賀町), Nanao-shi (七尾市), Nakanoto-machi (中能登町), Hakui-shi (羽咋市), Hodatsushimizu-cho (宝達志水町), Kahoku-shi (かほく市), Uchinada-machi (内灘町), Tsubata-machi (津幡町)
This website is produced by Yen-Ching Liu with Gemini
● Color：Proportion of positive, Neutral, negative sentiment
● Size：More paragraphs → Bigger
If you click on the pie chart, the line chart for that city will appear：
● Solid Line (for left y-axis)：change of the proportion of sentiments
● Dot Line (for right y-axis)：nuber of paragraphs
You can enter recovery-related sentence in Japanese here. The Life Recovery Elements, Cities in Noto Peninsula, and Sentiment will be recognized and displayed.
Plesase enter recovery-related sentence in Japanese here. The Life Recovery Elements, Cities in Noto Peninsula, and Sentiment will be recognized and displayed.