The best replacement for moments is minutes.

The best alternatives to moments are rated as following:
★★★★★  minutes
  maximum likelihood

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Speaking about moments, one probably shouldn't forget about heavy.

Other search terms related to moments and their ratings are:
★★★★★ heavy
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moments
minutes
maximum likelihood