The Business Journals: Why data quality is essential to unlocking the full potential of AI Why data quality is essential to unlocking the full potential of AI Nasdaq: Unlocking Q4 Potential of Essential Properties (EPRT): Exploring Wall Street Estimates for Key Metrics Unlocking Q4 Potential of Essential Properties (EPRT): Exploring Wall Street Estimates for Key Metrics 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.

Understanding the Context

Warn - Anything that can potentially cause application oddities, but for which I am automatically recovering. The upcoming report from Essential Properties (EPRT) is expected to reveal quarterly earnings of $0.45 per share, indicating an increase of 7.1% compared to the year-ago period. Analysts forecast ... 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.

Key Insights

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 ... These days I use emoji for "info" โ„น๏ธ or "documentation" ๐Ÿ“„ or "source" ๐Ÿ“š Previously, I would put the โ“˜ inside superscript โ“˜ because it reflects that it is a footnote to the text. Is there an HTML entity for an info icon?

Final Thoughts

- Stack Overflow What is the difference between logger.debug and logger.info ? When will logger.debug be printed?