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Python Pandas - Check whether two Interval objects that share an open endpoint overlap
To check whether two Interval objects that share an open endpoint overlap, use the overlaps() method.
At first, import the required libraries −
import pandas as pd
Two intervals overlap if they share a common point, including closed endpoints. Intervals that only have an open endpoint in common do not overlap.
Create two Interval objects. Interval1 is closed from both sides. Interval2 is open from both sides −
interval1 = pd.Interval(10, 30, closed='both') interval2 = pd.Interval(30, 50, closed='neither')
Display the intervals −
print("Interval1...\n",interval1) print("Interval2...\n",interval2)
Check whether both the interval objects overlap −
print("\nDo both the interval objects overlap?\n",interval1.overlaps(interval2))
Example
Following is the code −
import pandas as pd # Two intervals overlap if they share a common point, including closed endpoints # Intervals that only have an open endpoint in common do not overlap # Create two Interval objects # Interval1 is closed from both sides # Interval2 is open from both sides interval1 = pd.Interval(10, 30, closed='both') interval2 = pd.Interval(30, 50, closed='neither') # display the intervals print("Interval1...\n",interval1) print("Interval2...\n",interval2) # display the length of both Interval1 and Interval2 objects print("\nInterval1 object length = ",interval1.length) print("\nInterval2 object length = ",interval2.length) # check whether both the interval objects overlap print("\nDo both the interval objects overlap?\n",interval1.overlaps(interval2))
Output
This will produce the following code −
Interval1... [10, 30] Interval2... (30, 50) Interval1 object length = 20 Interval2 object length = 20 Do both the interval objects overlap? False
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