These are my go-to libraries for Python data crunching.

Every Python developer knows some or all of these libraries, because they’re stable, reliable, and excellent at what they do.

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Image: Scotland are waiting to see if they have qualified for the last 32 of the World Cup Scotland need a miracle to stay in the World Cup ahead of the final group-stage matches on Saturday.