I have not seen one worldwide comprehensive source. Instead, I think you will need to find it per country. Typically, this information will be published by the country's National Judicial System or National Statistics Dept. The US Department of State does publish 'summary' statistics on other countries. Here is the home page for crime and safety reports per country:
https://www.osac.gov/pages/ContentReports.aspx?cid=2
Here are some sample links of home pages for crime statistics from the corresponding country:
USA: Federal Bureau of Investigations (FBI):
https://www.fbi.gov/about-us/cjis/ucr/ucr
Canada: National Statistics Department
http://www.statcan.gc.ca/tables-tableaux/sum-som/l01/cst01/legal50a-eng.htm
UK: Office for National Statistics:
http://www.ons.gov.uk/ons/taxonomy/index.html?nscl=Crime+and+Justice
Australia: Australian Institute of Criminology:
http://www.aic.gov.au/statistics/violent%20crime.html
Germany: Bundeskriminalamt ( Federal Criminal Police Office )
http://www.bka.de/nn_256982/EN/Publications/PoliceCrimeStatistics/policeCrimeStatistics__node.html?__nnn=true
The World Bank also has some 'coarse' statistics per country relating to crime. The link below is an example (# of homicides per 100K people):
http://data.worldbank.org/indicator/VC.IHR.PSRC.P5
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