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Replace naive UTC helpers with timezone-aware equivalents to avoid local timezone issues. Use pd.Timestamp.fromtimestamp(..., tz='UTC') when parsing epoch values and pd.Timestamp.now(tz='UTC') for MTime.time_stamp so timestamps are explicitly UTC and timezone-aware, ensuring consistent behavior across environments.
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Replace naive UTC helpers with timezone-aware equivalents to avoid local timezone issues. Use pd.Timestamp.fromtimestamp(..., tz='UTC') when parsing epoch values and pd.Timestamp.now(tz='UTC') for MTime.time_stamp so timestamps are explicitly UTC and timezone-aware, ensuring consistent behavior across environments.