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The rough rule of thumb I would offer is to use an attribute for data that can be used as stored, and a function for data that needs to have something done to it before it's returned. In your example, .shape just returns the tuple as it is stored by the system. It's a straightforward attribute. By comparison, .info () and .describe () both apply filtering/formatting etc to the data before it ...
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These days I use emoji for "info" βΉοΈ or "documentation" π or "source" π Previously, I would put the β inside superscript β because it reflects that it is a footnote to the text. Is there an HTML entity for an info icon? - Stack Overflow What is the difference between logger.debug and logger.info ? When will logger.debug be printed? 188 Each time I want to see the phpinfo(); I have to: Create a info.php file; Write phpinfo(); in it.
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Go to the browser and type my "thisproject.dev/info.php" I'm on Ubuntu. Isn't there a more practical way to see phpinfo in the browser? Is there an easy way of seeing PHP info? - Stack Overflow Info - Generally useful information to log (service start/stop, configuration assumptions, etc). Info I want to always have available but usually don't care about under normal circumstances. This is my out-of-the-box config level.
Warn - Anything that can potentially cause application oddities, but for which I am automatically recovering.