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ex omnia

Collaboration

Notebooks and collaborative analysis

Notebooks such as Jupyter mix code, output and explanation in a single document. They have become a common way for teams to explore data together and share what they found.

Strengths and pitfalls

Strengths: analysis is explained step by step, charts sit next to the code that made them, and colleagues can comment or fork.

Pitfalls: cells run out of order, hidden state and unpinned dependencies can make notebooks hard to reproduce. Pair them with versioned data, recorded environments and review.

Work with ex omnia

Contact details for ex omnia will be published here once confirmed.