Please solve the programming task below using a self-contained code snippet in a markdown code block.

Given an array of integers arr and an integer k. Find the least number of unique integers after removing exactly k elements.


 
Please complete the following python code precisely:
```python
class Solution:
    def findLeastNumOfUniqueInts(self, arr: List[int], k: int) -> int:
```