Resolve problems pointed out by reviewers of JOSS journal

• Update documents, examples, and README
• Update pre-condition check for all metrics
• Remove decimal parameter in all metrics
• Replace non_zero, positive parameters by force_finite, finite_value in many metrics.
• Add features tests and comparisons tests