Web merchants routinely leak data about purchases. And that can make it straightforward to link individuals with their Bitcoin purchases, say cybersecurity researchers.
Use blockchain explorers, like
blockchain.infoLike pooya87 said, you can't really analyse addresses and the flow over mulitple transactions with the explorer.
Unfortunately it doesn't look like that there is open source software available for this.