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Python Pandas - Return the nanoseconds from Timedelta object
To extract the nanoseconds component from a Pandas Timedelta object, use the nanoseconds property. This property returns only the nanoseconds portion (0-999) of the timedelta, not the total nanoseconds.
Creating a Timedelta Object
First, import pandas and create a Timedelta object with various time components ?
import pandas as pd
# Create a Timedelta object with days, minutes, seconds, milliseconds, and nanoseconds
timedelta = pd.Timedelta('4 days 10 min 25 s 15 ms 33 ns')
print("Timedelta:", timedelta)
Timedelta: 4 days 00:10:25.015000033
Extracting Nanoseconds Component
Use the nanoseconds property to get only the nanoseconds portion ?
import pandas as pd
timedelta = pd.Timedelta('4 days 10 min 25 s 15 ms 33 ns')
nanoseconds_value = timedelta.nanoseconds
print("Original Timedelta:", timedelta)
print("Nanoseconds component:", nanoseconds_value)
Original Timedelta: 4 days 00:10:25.015000033 Nanoseconds component: 33
Understanding the Difference
The nanoseconds property returns only the nanoseconds component (0-999), while other methods return different values ?
import pandas as pd
timedelta = pd.Timedelta('2 s 500 ms 750 us 250 ns')
print("Timedelta:", timedelta)
print("Nanoseconds component:", timedelta.nanoseconds)
print("Total nanoseconds:", timedelta.total_seconds() * 1e9)
print("Value (internal representation):", timedelta.value)
Timedelta: 0 days 00:00:02.500750250 Nanoseconds component: 250 Total nanoseconds: 2500750250.0 Value (internal representation): 2500750250
Key Points
-
nanosecondsproperty returns only the nanoseconds component (0-999) - For total nanoseconds, use
total_seconds() * 1e9orvalueproperty - The nanoseconds component is the remainder after accounting for larger time units
Conclusion
The nanoseconds property extracts only the nanoseconds component from a Timedelta object. Use total_seconds() * 1e9 if you need the total duration in nanoseconds instead.
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