WEEK 11 · DATASET ENGINEERING AND THE REPORTING FINDING

Do one thing.
Then you are ahead.

Anyone who has merged two companies' ERP systems knows the pain: one reports revenue in thousands, the other in units; one calls a customer "Bioceres S.A.", the other "BIOCERES". Data engineering is 80% of a merger and 80% of a dataset. This week FermLit gets its merger treatment: units normalised (g/L vs mg/L), organism names mapped to NCBI taxonomy IDs (so "Y. lipolytica" and "Yarrowia lipolytica Po1f" become the …

If you only do one thing this week: normalized dataset export

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THE NEXT BLOCK

How long have you got?

10 min 25 min 50 min 90 min 12 of 12 cards still open in week 11 · 11 finished overall

3/10 Watch 15 min? W09 Saturday Sandbox optional

MIT OCW 10.37 Chemical and Biological Reaction Engineering

Saturday sandbox

MIT OCW 10.37 Chemical and Biological Reaction Engineering (Spring 2007), lecture notes on bioreactors — ocw.mit.edu/courses/10-37-chemical-and-biological-reaction-engineering-spring-2007

Open ↗

In: LABLOOP-W09 Notebook

↻ Something else See everything in week 11 →

By Sunday you should be able to say: “I can explain why kLa limits scale-up, and I can show a dataset card that answers a stranger's questions before they ask.”

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MOMENTUM

What you have actually done

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Time on the timer, day by day last 14 days

2026-09-29 18:29 Finished: SciPy docs, scipy.integrate.solve_ivp
2026-09-29 17:44 Finished: LearnChemE (CU Boulder) · "Monod Cell Growth Example (Bio)"
2026-09-28 22:11 Finished: Crash Course Biology #3 · "Biological Molecules
2026-09-28 21:50 Finished: OpenStax Biology 2e
2026-09-25 11:16 Finished: OpenStax Biology 2e