Question

2080. Range Frequency Queries

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Description

Design a data structure to find the frequency of a given value in a given subarray.

The frequency of a value in a subarray is the number of occurrences of that value in the subarray.

Implement the RangeFreqQuery class:

• RangeFreqQuery(int[] arr) Constructs an instance of the class with the given 0-indexed integer array arr.
• int query(int left, int right, int value) Returns the frequency of value in the subarray arr[left...right].

A subarray is a contiguous sequence of elements within an array. arr[left...right] denotes the subarray that contains the elements of nums between indices left and right (inclusive).

 

Example 1:

Input
["RangeFreqQuery", "query", "query"]
[[[12, 33, 4, 56, 22, 2, 34, 33, 22, 12, 34, 56]], [1, 2, 4], [0, 11, 33]]
Output
[null, 1, 2]

Explanation
RangeFreqQuery rangeFreqQuery = new RangeFreqQuery([12, 33, 4, 56, 22, 2, 34, 33, 22, 12, 34, 56]);
rangeFreqQuery.query(1, 2, 4); // return 1. The value 4 occurs 1 time in the subarray [33, 4]
rangeFreqQuery.query(0, 11, 33); // return 2. The value 33 occurs 2 times in the whole array.

 

Constraints:

• 1 <= arr.length <= 105
• 1 <= arr[i], value <= 104
• 0 <= left <= right < arr.length
• At most 105 calls will be made to query

Solutions

Solution 1

class RangeFreqQuery:
  def __init__(self, arr: List[int]):
    self.mp = defaultdict(list)
    for i, x in enumerate(arr):
      self.mp[x].append(i)

  def query(self, left: int, right: int, value: int) -> int:
    if value not in self.mp:
      return 0
    arr = self.mp[value]
    l, r = bisect_right(arr, left - 1), bisect_right(arr, right)
    return r - l


# Your RangeFreqQuery object will be instantiated and called as such:
# obj = RangeFreqQuery(arr)
# param_1 = obj.query(left,right,value)

class RangeFreqQuery {
  private Map<Integer, List<Integer>> mp = new HashMap<>();

  public RangeFreqQuery(int[] arr) {
    for (int i = 0; i < arr.length; ++i) {
      mp.computeIfAbsent(arr[i], k -> new ArrayList<>()).add(i);
    }
  }

  public int query(int left, int right, int value) {
    if (!mp.containsKey(value)) {
      return 0;
    }
    List<Integer> arr = mp.get(value);
    int l = search(arr, left - 1);
    int r = search(arr, right);
    return r - l;
  }

  private int search(List<Integer> arr, int val) {
    int left = 0, right = arr.size();
    while (left < right) {
      int mid = (left + right) >> 1;
      if (arr.get(mid) > val) {
        right = mid;
      } else {
        left = mid + 1;
      }
    }
    return left;
  }
}

/**
 * Your RangeFreqQuery object will be instantiated and called as such:
 * RangeFreqQuery obj = new RangeFreqQuery(arr);
 * int param_1 = obj.query(left,right,value);
 */

class RangeFreqQuery {
public:
  unordered_map<int, vector<int>> mp;
  RangeFreqQuery(vector<int>& arr) {
    for (int i = 0; i < arr.size(); ++i)
      mp[arr[i]].push_back(i);
  }

  int query(int left, int right, int value) {
    if (!mp.count(value)) return 0;
    auto& arr = mp[value];
    auto l = upper_bound(arr.begin(), arr.end(), left - 1);
    auto r = upper_bound(arr.begin(), arr.end(), right);
    return r - l;
  }
};

/**
 * Your RangeFreqQuery object will be instantiated and called as such:
 * RangeFreqQuery* obj = new RangeFreqQuery(arr);
 * int param_1 = obj->query(left,right,value);
 */

type RangeFreqQuery struct {
  mp map[int][]int
}

func Constructor(arr []int) RangeFreqQuery {
  mp := make(map[int][]int)
  for i, v := range arr {
    mp[v] = append(mp[v], i)
  }
  return RangeFreqQuery{mp}
}

func (this *RangeFreqQuery) Query(left int, right int, value int) int {
  arr := this.mp[value]
  l := sort.SearchInts(arr, left)
  r := sort.SearchInts(arr, right+1)
  return r - l
}

/**
 * Your RangeFreqQuery object will be instantiated and called as such:
 * obj := Constructor(arr);
 * param_1 := obj.Query(left,right,value);
 */