The best replacement for interpretation is translation.

The best alternatives to interpretation are rated as following:
★★★★★  translation
★★★  observation
★★  compilation
★★  analysis
★  explanation
★  construction
★  bias
★  interpolation
★  loose interpretation
  inference
  fact
  objective observation
  interpreting
  empathy
  information
  strict interpretation
  description
  statutory inference
  symbolic

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Speaking about interpretation, one probably shouldn't forget about ex boyfriend.

Other search terms related to interpretation and their ratings are:
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★★★ pie chart
★ his venom sappho
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Google Trends

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interpretation
translation
observation