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If by dodgy you mean areas where people regularly steal and harass, then no, we don't.

talking on an iPhone, by yourself, especially late at night, then you're asking for trouble.

Please don't apply your standards other cities of the world. What you described does not happen in my (capital) city. In fact if you drop something, you will likely get it back.