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Python: Find the kth smallest element in the matrix

Python heap queue algorithm: Exercise-12 with Solution

Given a n x n matrix where each of the rows and columns are sorted in ascending order, write a Python program to find the kth smallest element in the matrix.

Assume k is always valid, 1 ≤ k ≤ n2 .

Sample Solution:

Python Code:

import heapq
class Solution(object):
    def find_Kth_Smallest(self, matrix, k):
        """
        :type matrix: List[List[int]]
        :type k: int
        :rtype: int
        """
        m, n = len(matrix), len(matrix[0])
        temp = [[False] * n for _ in range(m)]
        q = [(matrix[0][0], 0, 0)]
        ans = None
        temp[0][0] = True
        for _ in range(k):
            ans, i, j = heapq.heappop(q)
            if i + 1 < m and not temp[i + 1][j]:
                temp[i + 1][j] = True
                heapq.heappush(q, (matrix[i + 1][j], i + 1, j))
            if j + 1 < n and not temp[i][j + 1]:
                temp[i][j + 1] = True
                heapq.heappush(q, (matrix[i][j + 1], i, j + 1))
        return ans

matrix = [
   [0, 5, 9],
   [11, 12, 13],
   [15, 17, 19]   
]
k = 1
s = Solution()
result = s.find_Kth_Smallest(matrix, k)
print("First smallest element:",result)
k = 2
s = Solution()
result = s.find_Kth_Smallest(matrix, k)
print("\nSecond smallest element:",result)
k = 3
s = Solution()
result = s.find_Kth_Smallest(matrix, k)
print("\nThird smallest element:",result)

Sample Output:

First smallest element: 0

Second smallest element: 5

Third smallest element: 9

Flowchart:

Python heap queue algorithm: Find the kth smallest element in the matrix.

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Python: Tips of the Day

Find current directory and file's directory:

To get the full path to the directory a Python file is contained in, write this in that file:

import os 
dir_path = os.path.dirname(os.path.realpath(__file__))

(Note that the incantation above won't work if you've already used os.chdir() to change your current working directory, since the value of the __file__ constant is relative to the current working directory and is not changed by an os.chdir() call.)

To get the current working directory use

import os
cwd = os.getcwd()

Documentation references for the modules, constants and functions used above:

  • The os and os.path modules.
  • The __file__ constant
  • os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
  • os.path.dirname(path) (returns "the directory name of pathname path")
  • os.getcwd() (returns "a string representing the current working directory")
  • os.chdir(path) ("change the current working directory to path")

Ref: https://bit.ly/3fy0R6m