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chore: address issues identified in code review on pandas docs PR #15506

@tswast

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@tswast

pandas-dev/pandas#45544 (review)

Once we've tried out those suggestions, I think it'd be good to re-open that PR so that we're using publicly documented methods here.

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api: bigqueryIssues related to the BigQuery API.type: processA process-related concern. May include testing, release, or the like.

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