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Python Pandas - Create a half-open time interval and check for existence of endpoints
To create a half-open time interval in Pandas, use pandas.Interval() with the closed parameter set to 'left'. A half-open interval includes the left endpoint but excludes the right endpoint, written as [0, 20).
Creating a Half-Open Interval
First, import the required library −
import pandas as pd
# Create a half-open interval [0, 20) where 0 <= x < 20
interval = pd.Interval(left=0, right=20, closed='left')
print("Interval:", interval)
print("Interval length:", interval.length)
Interval: [0, 20) Interval length: 20
Checking Endpoint Existence
Use the in operator to check if endpoints exist in the interval −
import pandas as pd
interval = pd.Interval(left=0, right=20, closed='left')
# Check left endpoint (included in half-open left interval)
print("Left endpoint (0) in interval:", 0 in interval)
# Check right endpoint (excluded in half-open left interval)
print("Right endpoint (20) in interval:", 20 in interval)
# Check a value within the interval
print("Value (10) in interval:", 10 in interval)
Left endpoint (0) in interval: True Right endpoint (20) in interval: False Value (10) in interval: True
Different Closed Parameters
Compare different interval types −
import pandas as pd
# Half-open left: [0, 20)
left_closed = pd.Interval(0, 20, closed='left')
# Half-open right: (0, 20]
right_closed = pd.Interval(0, 20, closed='right')
# Fully closed: [0, 20]
both_closed = pd.Interval(0, 20, closed='both')
print("Left-closed [0, 20):", left_closed)
print("Right-closed (0, 20]:", right_closed)
print("Both-closed [0, 20]:", both_closed)
print("\nEndpoint 0 inclusion:")
print("Left-closed:", 0 in left_closed)
print("Right-closed:", 0 in right_closed)
print("Both-closed:", 0 in both_closed)
Left-closed [0, 20): [0, 20) Right-closed (0, 20]: (0, 20] Both-closed [0, 20]: [0, 20] Endpoint 0 inclusion: Left-closed: True Right-closed: False Both-closed: True
Comparison
| Closed Parameter | Notation | Left Endpoint | Right Endpoint |
|---|---|---|---|
| 'left' | [0, 20) | Included | Excluded |
| 'right' | (0, 20] | Excluded | Included |
| 'both' | [0, 20] | Included | Included |
| 'neither' | (0, 20) | Excluded | Excluded |
Conclusion
Half-open intervals with closed='left' include the left endpoint but exclude the right endpoint. Use the in operator to check endpoint existence and validate interval membership.
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