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Python Pandas - Check elementwise if an Interval overlaps the values in the IntervalArray created from an array of splits
To check elementwise if an Interval overlaps the values in the IntervalArray created from an array of splits, use the array.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. Construct a new IntervalArray from an array-like of splits −
array = pd.arrays.IntervalArray.from_breaks([0, 1, 2, 3, 4, 5])
Display the intervals −
print("Our IntervalArray...\n",array)
Check for overlap −
print("\nDoes the Interval overlaps the values in the IntervalArray", array.overlaps(pd.Interval(2.5, 3.2)))
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. # Construct a new IntervalArray from an array-like of splits array = pd.arrays.IntervalArray.from_breaks([0, 1, 2, 3, 4, 5]) # Display the IntervalArray print("Our IntervalArray...\n",array) # check for overlap print("\nDoes the Interval overlaps the values in the IntervalArray", array.overlaps(pd.Interval(2.5, 3.2)))
Output
This will produce the following code −
Our IntervalArray... <IntervalArray> [(0, 1], (1, 2], (2, 3], (3, 4], (4, 5]] Length: 5, dtype: interval[int64, right] Does the Interval overlaps the values in the IntervalArray [False False True True False]
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