5+ Years of Multiple Time Series Data of Hourly PM2.5 Recordings Gathered from Various Sensors Located throughout Japan (1-1-2018 to 25-4-2023)
Description
Air pollution is the major cause for many respiratory related deaths in Japan. The Ministry of Environment Japan has setup a nation-wide sensor network to monitor air pollution throughout Japan. This network is called Atmospheric Environmental Regional Observation System (AEROS). More information on this is available at https://soramame.env.go.jp/ Here, we are providing the hourly recordings of PM2.5 values by 1000+ sensors from 1-1-2018 to 25-4-2023 (5+ years). Please consider the value 9999 means missing data. According to Japanese norms, values greater than 15 ppm3 is consider unhealthy. We are providing three files: a) station_info.csv : contains the station_id, address, and lat/long of the station b) ETL_DATA_final.csv: Contains the PM2.5 hourly data of various sensors. format of this data is: rowNumber,timestamp,sensor_1 values, sensor_2 values, ... c) Soramame-key.pdf: Explains the process to convert this columnar multiseries data frame into a transactional database and extract patterns. Citation: Rage Uday Kiran, Pamalla Veena, Penugonda Ravikumar, Bathala Venus Vikranth Raj, Minh-Son Dao, Koji Zettsu, Sai Chithra Bommisetti: HDSHUI-miner: a novel algorithm for discovering spatial high-utility itemsets in high-dimensional spatiotemporal databases. Appl. Intell. 53(8): 8536-8561 (2023)
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Funding
Japan Society for the Promotion of Science
21K12034