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This anomaly is indicative of the larger challenge of culturing various microbial species, referred to as microbial “unculturability.” This cannot be explained by the use of agar alone or by the substitution of an alternative gelling agent, but rather by the difficulties in consistently recreating on an agar plate the multi-variable environment in which microbes grow naturally. Given such challenges, the risk of shortages, and the vulnerabilities of the agar supply chain, why is it so difficult to find suitable alternatives?

HDBSCAN (clustering algorithm): 23-100x faster than the hdbscan Rust crate, 3x-10x faster than Python’s hdbscan

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I'm Andrew Smith. I live with my partner in Fayetteville, Arkansas, USA. Full-time, I work from home as a network security engineer for the Defense Health Agency, helping to protect the networks of U.S. DoD hospitals and clinics around the world. I'm also a data operations warrant officer in the Army National Guard.

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