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The IMD has also warned of the possibility of flooding in low-lying regions, uprooting of trees and traffic disruptions due to the showers in the state.
Officials said train and Metro Railway services in the city and suburbs were severely hit due to waterlogged tracks.
Search operations are underway, though swampy conditions are hampering efforts.
The IMD noted that the Southwest Monsoon has been active in Kerala, bringing widespread rainfall over the past few days.
12 of the state’s 23 districts have been hit since August 1.
Chief Minister Rekha Gupta reassured that officials are monitoring the situation closely and providing hourly updates.
More than 46 people have died in Jammu and Kashmir this month in rain-related incidents
Chamoli ADM Vivek Prakash said houses and markets in Tharali and surrounding villages suffered heavy damage.
Residents of Mumbai Central, Parel, Grant Road, Malabar Hill and Worli saw between 40 mm and 65 mm of rainfall within just one hour early on Tuesday.
Buner district recorded the highest toll of 184 deaths
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