Anomalize报错:未找到日期或日期时间列的问题咨询
Troubleshooting "Anomalize error: no date or datetime column found"
Based on your data snippet, this error stems from two key issues:
- Your
datecolumn is stored as numeric Unix timestamps (not a properDateorPOSIXctdatetime class that Anomalize recognizes) - The dates are not sorted in chronological order, which is a requirement for time series anomaly detection tools like Anomalize.
Here's how to fix this step-by-step:
Step 1: Convert Numeric Timestamps to Proper Datetime Class
Anomalize depends on columns explicitly marked as date/datetime types. Run this code to convert your numeric timestamps to a POSIXct object (your timestamps are in seconds since the Unix epoch):
# Convert numeric timestamp to POSIXct datetime y$date <- as.POSIXct(y$date, origin = "1970-01-01") # If you only need date (no time component), use as.Date instead: # y$date <- as.Date(y$date, origin = "1970-01-01")
Step 2: Sort Your Data Chronologically
Time series data must be ordered by date for Anomalize to process it correctly. Sort your data frame with:
y <- y[order(y$date), ]
Step 3: Verify the Fix
Double-check that your date column is now the correct class and sorted:
# Check class of date column class(y$date) # Should return "POSIXct" "POSIXt" (or "Date" if you used as.Date) # Confirm dates are sorted in ascending order all(y$date == cummax(y$date)) # Should return TRUE if sorted correctly
Once you’ve completed these steps, re-run your Anomalize workflow—this should resolve the "no date or datetime column found" error.
内容的提问来源于stack exchange,提问作者Ted Mosby
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