Internet has become the main source of news in the world. There are thousands of website which constantly publish
and update the news stories around the world. Not every news items is relevant for everyone but some news items are very critical
for some people or businesses. The event detection system is a big data based natural language processing system. The natural
language processing system brings the intelligence to detect the events in the random headline sentences from the news items.
The time series and Pyspark NLP, Naïve Bayes algorithm has been used.