Contrary to the perception that crime has increased in the country, it is actually the registration of cases which has gone up since the Narendra Modi government came to power, the minister said.
"But since Delhi is the capital and media is very active here, small incidents get the headlines," he said while inaugurating a police station in the high-security South Avenue area here.
Talking about the performance of the NDA government at the Centre, Chaudhary said that India's stature has risen significantly on the global stage due to Modi's foreign visits.
"In the past, when Indians used to visit US or Europe, nobody even looked at us. But after the PM's visits to several nations across the globe and, especially, his speech in Hindi at the UN General Assembly, the world is witnessing India progress," said Chaudhary.
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The new police station on South Avenue will cover a high- security zone and have under its jurisdiction the Rashtrapati Bhavan, the Vice-President's house, Vigyan Bhavan, some vital installations, government offices and the residences of several Members of Parliament.
Delhi Lieutenant Governor Najeeb Jung and police chief BS Bassi, too, attended the inauguration today.
"This area is like the heart of Delhi and we can't allow any untoward incident to happen here," said Jung.
"Though there are not too many inhabitants, around three to four lakh government officials work here at several important office," he added.