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Check Elementwise If Intervals Contain the Value in Python Pandas
To check elementwise if the Intervals contain the value, use the array.contains() method.
At first, import the required libraries −
import pandas as pd
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 whether the Interval contain a specific value −
print("\nDoes the Intervals contain the value? \n",array.contains(3.5))
Example
Following is the code −
import pandas as pd # 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) # Getting the length of IntervalArray # Returns an Index with entries denoting the length of each Interval in the IntervalArray print("\nOur IntervalArray length...\n",array.length) # midpoint of each Interval in the IntervalArray as an Index print("\nThe midpoint of each interval in the IntervalArray...\n",array.mid) # get the right endpoints print("\nThe right endpoints of each Interval in the IntervalArray as an Index...\n",array.right) print("\nDoes the Intervals contain the value? \n",array.contains(3.5))
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] Our IntervalArray length... Int64Index([1, 1, 1, 1, 1], dtype='int64') The midpoint of each interval in the IntervalArray... Float64Index([0.5, 1.5, 2.5, 3.5, 4.5], dtype='float64') The right endpoints of each Interval in the IntervalArray as an Index... Int64Index([1, 2, 3, 4, 5], dtype='int64') Does the Intervals contain the value? [False False False True False]
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