pandas.arrays.IntervalArray#
- class pandas.arrays.IntervalArray(data, closed=None, dtype=None, copy=False, verify_integrity=True)[source]#
Pandas array for interval data that are closed on the same side.
New in version 0.24.0.
- Parameters
- dataarray-like (1-dimensional)
Array-like containing Interval objects from which to build the IntervalArray.
- closed{‘left’, ‘right’, ‘both’, ‘neither’}, default ‘right’
Whether the intervals are closed on the left-side, right-side, both or neither.
- dtypedtype or None, default None
If None, dtype will be inferred.
- copybool, default False
Copy the input data.
- verify_integritybool, default True
Verify that the IntervalArray is valid.
See also
Index
The base pandas Index type.
Interval
A bounded slice-like interval; the elements of an IntervalArray.
interval_range
Function to create a fixed frequency IntervalIndex.
cut
Bin values into discrete Intervals.
qcut
Bin values into equal-sized Intervals based on rank or sample quantiles.
Notes
See the user guide for more.
Examples
A new
IntervalArray
can be constructed directly from an array-like ofInterval
objects:>>> pd.arrays.IntervalArray([pd.Interval(0, 1), pd.Interval(1, 5)]) <IntervalArray> [(0, 1], (1, 5]] Length: 2, dtype: interval[int64, right]
It may also be constructed using one of the constructor methods:
IntervalArray.from_arrays()
,IntervalArray.from_breaks()
, andIntervalArray.from_tuples()
.Attributes
Return the left endpoints of each Interval in the IntervalArray as an Index.
Return the right endpoints of each Interval in the IntervalArray as an Index.
Whether the intervals are closed on the left-side, right-side, both or neither.
Return the midpoint of each Interval in the IntervalArray as an Index.
Return an Index with entries denoting the length of each Interval in the IntervalArray.
Indicates if an interval is empty, meaning it contains no points.
Return True if the IntervalArray is non-overlapping (no Intervals share points) and is either monotonic increasing or monotonic decreasing, else False.
Methods
from_arrays
(left, right[, closed, copy, dtype])Construct from two arrays defining the left and right bounds.
from_tuples
(data[, closed, copy, dtype])Construct an IntervalArray from an array-like of tuples.
from_breaks
(breaks[, closed, copy, dtype])Construct an IntervalArray from an array of splits.
contains
(other)Check elementwise if the Intervals contain the value.
overlaps
(other)Check elementwise if an Interval overlaps the values in the IntervalArray.
set_closed
(closed)Return an IntervalArray identical to the current one, but closed on the specified side.
to_tuples
([na_tuple])Return an ndarray of tuples of the form (left, right).