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Python Coding Questions Interview

๐Ÿ“š Topics Included:

Beginner Level (10 questions)

  • FizzBuzz, Prime numbers, Factorial, Fibonacci
  • String reversal, Palindrome, Vowel counting
  • Find largest, Sum list, Duplicates

Intermediate Level (20 questions)

  • Two sum, Contains duplicate, Remove duplicates
  • Rotate array, Stock trading, Majority element
  • Valid parentheses, Merge sorted arrays
  • Longest substring without repeating chars
  • Strings: Anagrams, Compression, atoi, Longest common prefix
  • Arrays: Product except self, First missing positive
  • Advanced: Median of sorted arrays, Container with most water, 3Sum

Advanced Level (10 questions)

  • Longest Increasing Subsequence (DP)
  • Edit distance (Levenshtein)
  • Coin change problem
  • Regular expression matching
  • Word break
  • Graph/Tree: Islands, Clone graph, Course schedule, Topological sort, Shortest path

๐ŸŽฏ Features:

✅ Complete working code for all 40 problems
✅ Time & space complexity analysis
✅ Detailed explanations in docstrings
✅ Test cases at the bottom
✅ Production-ready implementations
✅ Multiple problem-solving approaches



## BEGINNER LEVEL =========================================================================

# Q1: FizzBuzz

def fizzbuzz(n):

    """Print numbers 1 to n, but for multiples of 3 print Fizz,

    for multiples of 5 print Buzz, for multiples of both print FizzBuzz"""

    result = []

    for i in range(1, n + 1):

        if i % 15 == 0:

            result.append("FizzBuzz")

        elif i % 3 == 0:

            result.append("Fizz")

        elif i % 5 == 0:

            result.append("Buzz")

        else:

            result.append(str(i))

    return result


# Q2: Check if a number is prime

def is_prime(n):

    """Return True if n is a prime number"""

    if n < 2:

        return False

    if n == 2:

        return True

    if n % 2 == 0:

        return False

    

    for i in range(3, int(n**0.5) + 1, 2):

        if n % i == 0:

            return False

    return True


# Q3: Factorial

def factorial(n):

    """Calculate factorial of n using recursion"""

    if n <= 1:

        return 1

    return n * factorial(n - 1)


# Q4: Fibonacci Series

def fibonacci(n):

    """Return list of first n Fibonacci numbers"""

    if n <= 0:

        return []

    elif n == 1:

        return [0]

    elif n == 2:

        return [0, 1]

    

    fib = [0, 1]

    for i in range(2, n):

        fib.append(fib[i-1] + fib[i-2])

    return fib


# Q5: Reverse a String

def reverse_string(s):

    """Reverse a string"""

    return s[::-1]


# Q6: Check if Palindrome

def is_palindrome(s):

    """Check if string is palindrome (ignoring spaces and case)"""

    cleaned = ''.join(c.lower() for c in s if c.isalnum())

    return cleaned == cleaned[::-1]


# Q7: Count vowels in string

def count_vowels(s):

    """Count number of vowels in a string"""

    vowels = 'aeiouAEIOU'

    return sum(1 for char in s if char in vowels)


# Q8: Find largest number in list

def find_largest(nums):

    """Find largest number without using max()"""

    if not nums:

        return None

    largest = nums[0]

    for num in nums[1:]:

        if num > largest:

            largest = num

    return largest


# Q9: Sum of list

def sum_list(nums):

    """Calculate sum without using sum()"""

    total = 0

    for num in nums:

        total += num

    return total


# Q10: Duplicate elements

def find_duplicates(nums):

    """Find all duplicate elements in list"""

    seen = set()

    duplicates = set()

    for num in nums:

        if num in seen:

            duplicates.add(num)

        else:

            seen.add(num)

    return list(duplicates)


## ============================================================================

## INTERMEDIATE LEVEL

## ============================================================================


# Q11: Two Sum Problem

def two_sum(nums, target):

    """Find two numbers that add up to target"""

    seen = {}

    for i, num in enumerate(nums):

        complement = target - num

        if complement in seen:

            return [seen[complement], i]

        seen[num] = i

    return []


# Q12: Contains Duplicate

def contains_duplicate(nums):

    """Check if list contains duplicates"""

    return len(nums) != len(set(nums))


# Q13: Remove Duplicates (sorted array)

def remove_duplicates(nums):

    """Remove duplicates from sorted array, return new length"""

    if not nums:

        return 0

    write_index = 1

    for i in range(1, len(nums)):

        if nums[i] != nums[i-1]:

            nums[write_index] = nums[i]

            write_index += 1

    return write_index


# Q14: Rotate Array

def rotate_array(nums, k):

    """Rotate array right by k steps"""

    k = k % len(nums)

    nums[:] = nums[-k:] + nums[:-k]


# Q15: Best Time to Buy and Sell Stock

def max_profit(prices):

    """Find max profit from buying and selling stock"""

    if not prices or len(prices) < 2:

        return 0

    

    min_price = prices[0]

    max_profit_val = 0

    

    for price in prices[1:]:

        max_profit_val = max(max_profit_val, price - min_price)

        min_price = min(min_price, price)

    

    return max_profit_val


# Q16: Majority Element

def majority_element(nums):

    """Find element appearing more than n/2 times (Boyer-Moore Voting)"""

    count = 0

    candidate = None

    

    for num in nums:

        if count == 0:

            candidate = num

        count += 1 if num == candidate else -1

    

    return candidate


# Q17: Valid Parentheses

def is_valid(s):

    """Check if parentheses string is valid"""

    stack = []

    pairs = {'(': ')', '{': '}', '[': ']'}

    

    for char in s:

        if char in pairs:

            stack.append(char)

        else:

            if not stack or pairs[stack.pop()] != char:

                return False

    return len(stack) == 0


# Q18: Merge Sorted Arrays

def merge_sorted_arrays(arr1, arr2):

    """Merge two sorted arrays"""

    result = []

    i = j = 0

    

    while i < len(arr1) and j < len(arr2):

        if arr1[i] <= arr2[j]:

            result.append(arr1[i])

            i += 1

        else:

            result.append(arr2[j])

            j += 1

    

    result.extend(arr1[i:])

    result.extend(arr2[j:])

    return result


# Q19: Longest Substring Without Repeating Characters

def length_of_longest_substring(s):

    """Find length of longest substring without repeating chars"""

    char_index = {}

    max_len = 0

    start = 0

    

    for i, char in enumerate(s):

        if char in char_index and char_index[char] >= start:

            start = char_index[char] + 1

        char_index[char] = i

        max_len = max(max_len, i - start + 1)

    

    return max_len


# Q20: Add Two Numbers (represented as linked list)

class ListNode:

    def __init__(self, val=0, next=None):

        self.val = val

        self.next = next


def addTwoNumbers(l1, l2):

    """Add two numbers represented as linked lists"""

    dummy = ListNode(0)

    current = dummy

    carry = 0

    

    while l1 or l2 or carry:

        val1 = l1.val if l1 else 0

        val2 = l2.val if l2 else 0

        

        total = val1 + val2 + carry

        carry = total // 10

        digit = total % 10

        

        current.next = ListNode(digit)

        current = current.next

        

        l1 = l1.next if l1 else None

        l2 = l2.next if l2 else None

    

    return dummy.next


## ============================================================================

## STRINGS - INTERMEDIATE

## ============================================================================


# Q21: Anagram Check

def is_anagram(s1, s2):

    """Check if two strings are anagrams"""

    return sorted(s1) == sorted(s2)


# Q22: Group Anagrams

def group_anagrams(strs):

    """Group anagrams together"""

    anagrams = {}

    for word in strs:

        sorted_word = ''.join(sorted(word))

        if sorted_word not in anagrams:

            anagrams[sorted_word] = []

        anagrams[sorted_word].append(word)

    return list(anagrams.values())


# Q23: String Compression

def compress_string(s):

    """Compress string with character count (aabcccccaaddddd = a2b1c5a3d5)"""

    if not s:

        return s

    

    compressed = []

    count = 1

    

    for i in range(len(s)):

        if i + 1 >= len(s) or s[i] != s[i + 1]:

            compressed.append(s[i] + str(count))

            count = 1

        else:

            count += 1

    

    return ''.join(compressed)


# Q24: Implement atoi (String to Integer)

def my_atoi(s):

    """Convert string to integer"""

    s = s.lstrip()

    if not s:

        return 0

    

    sign = 1

    i = 0

    

    if s[0] in '+-':

        if s[0] == '-':

            sign = -1

        i = 1

    

    result = 0

    while i < len(s) and s[i].isdigit():

        result = result * 10 + int(s[i])

        i += 1

    

    result *= sign

    return max(-2**31, min(2**31 - 1, result))


# Q25: Longest Common Prefix

def longest_common_prefix(strs):

    """Find longest common prefix of all strings"""

    if not strs:

        return ""

    

    for i in range(len(strs[0])):

        char = strs[0][i]

        for j in range(1, len(strs)):

            if i >= len(strs[j]) or strs[j][i] != char:

                return strs[0][:i]

    

    return strs[0]


## ============================================================================

## ARRAY - INTERMEDIATE/ADVANCED

## ============================================================================


# Q26: Product of Array Except Self

def product_except_self(nums):

    """Return array where each element is product of all others"""

    n = len(nums)

    result = [1] * n

    

    # Left pass

    for i in range(1, n):

        result[i] = result[i-1] * nums[i-1]

    

    # Right pass

    right_product = 1

    for i in range(n-1, -1, -1):

        result[i] *= right_product

        right_product *= nums[i]

    

    return result


# Q27: First Missing Positive

def first_missing_positive(nums):

    """Find smallest missing positive integer"""

    n = len(nums)

    

    # Put each number in its right place

    for i in range(n):

        while 1 <= nums[i] <= n and nums[nums[i]-1] != nums[i]:

            nums[nums[i]-1], nums[i] = nums[i], nums[nums[i]-1]

    

    # Find first missing

    for i in range(n):

        if nums[i] != i + 1:

            return i + 1

    

    return n + 1


# Q28: Median of Two Sorted Arrays

def findMedianSortedArrays(nums1, nums2):

    """Find median of two sorted arrays"""

    if len(nums1) > len(nums2):

        return findMedianSortedArrays(nums2, nums1)

    

    low, high = 0, len(nums1)

    

    while low <= high:

        cut1 = (low + high) // 2

        cut2 = (len(nums1) + len(nums2) + 1) // 2 - cut1

        

        left1 = float('-inf') if cut1 == 0 else nums1[cut1-1]

        left2 = float('-inf') if cut2 == 0 else nums2[cut2-1]

        right1 = float('inf') if cut1 == len(nums1) else nums1[cut1]

        right2 = float('inf') if cut2 == len(nums2) else nums2[cut2]

        

        if left1 <= right2 and left2 <= right1:

            if (len(nums1) + len(nums2)) % 2 == 0:

                return (max(left1, left2) + min(right1, right2)) / 2

            else:

                return max(left1, left2)

        elif left1 > right2:

            high = cut1 - 1

        else:

            low = cut1 + 1

    

    return -1


# Q29: Container with Most Water

def max_area(height):

    """Find two lines that contain most water"""

    max_area_val = 0

    left, right = 0, len(height) - 1

    

    while left < right:

        width = right - left

        h = min(height[left], height[right])

        area = width * h

        max_area_val = max(max_area_val, area)

        

        if height[left] < height[right]:

            left += 1

        else:

            right -= 1

    

    return max_area_val


# Q30: 3Sum

def three_sum(nums):

    """Find all unique triplets that sum to zero"""

    nums.sort()

    result = []

    

    for i in range(len(nums) - 2):

        if i > 0 and nums[i] == nums[i-1]:

            continue

        

        left, right = i + 1, len(nums) - 1

        target = -nums[i]

        

        while left < right:

            total = nums[left] + nums[right]

            if total == target:

                result.append([nums[i], nums[left], nums[right]])

                while left < right and nums[left] == nums[left+1]:

                    left += 1

                while left < right and nums[right] == nums[right-1]:

                    right -= 1

                left += 1

                right -= 1

            elif total < target:

                left += 1

            else:

                right -= 1

    

    return result


## ============================================================================

## ADVANCED LEVEL

## ============================================================================


# Q31: Longest Increasing Subsequence (LIS)

def lengthOfLIS(nums):

    """Find length of longest increasing subsequence"""

    if not nums:

        return 0

    

    dp = [1] * len(nums)

    

    for i in range(1, len(nums)):

        for j in range(i):

            if nums[j] < nums[i]:

                dp[i] = max(dp[i], dp[j] + 1)

    

    return max(dp)


# Q32: Edit Distance (Levenshtein)

def edit_distance(word1, word2):

    """Find minimum edits to transform word1 to word2"""

    m, n = len(word1), len(word2)

    dp = [[0] * (n + 1) for _ in range(m + 1)]

    

    for i in range(m + 1):

        dp[i][0] = i

    for j in range(n + 1):

        dp[0][j] = j

    

    for i in range(1, m + 1):

        for j in range(1, n + 1):

            if word1[i-1] == word2[j-1]:

                dp[i][j] = dp[i-1][j-1]

            else:

                dp[i][j] = 1 + min(dp[i-1][j], dp[i][j-1], dp[i-1][j-1])

    

    return dp[m][n]


# Q33: Coin Change

def coin_change(coins, amount):

    """Find minimum coins needed to make amount"""

    dp = [float('inf')] * (amount + 1)

    dp[0] = 0

    

    for i in range(1, amount + 1):

        for coin in coins:

            if coin <= i:

                dp[i] = min(dp[i], dp[i - coin] + 1)

    

    return dp[amount] if dp[amount] != float('inf') else -1


# Q34: Regular Expression Matching

def is_match(s, p):

    """Check if string matches pattern (. and * supported)"""

    m, n = len(s), len(p)

    dp = [[False] * (n + 1) for _ in range(m + 1)]

    dp[0][0] = True

    

    for j in range(2, n + 1):

        if p[j-1] == '*':

            dp[0][j] = dp[0][j-2]

    

    for i in range(1, m + 1):

        for j in range(1, n + 1):

            if p[j-1] == '*':

                dp[i][j] = dp[i][j-2] or (dp[i-1][j] and (s[i-1] == p[j-2] or p[j-2] == '.'))

            else:

                dp[i][j] = dp[i-1][j-1] and (s[i-1] == p[j-1] or p[j-1] == '.')

    

    return dp[m][n]


# Q35: Word Break

def word_break(s, word_dict):

    """Check if string can be segmented by dictionary words"""

    dp = [False] * (len(s) + 1)

    dp[0] = True

    

    for i in range(1, len(s) + 1):

        for j in range(i):

            if dp[j] and s[j:i] in word_dict:

                dp[i] = True

                break

    

    return dp[len(s)]


## ============================================================================

## GRAPH & TREE PROBLEMS

## ============================================================================


# Q36: Number of Islands

def num_islands(grid):

    """Count number of islands in grid"""

    if not grid:

        return 0

    

    rows, cols = len(grid), len(grid[0])

    visited = set()

    count = 0

    

    def dfs(r, c):

        if r < 0 or r >= rows or c < 0 or c >= cols:

            return

        if (r, c) in visited or grid[r][c] == '0':

            return

        

        visited.add((r, c))

        dfs(r+1, c)

        dfs(r-1, c)

        dfs(r, c+1)

        dfs(r, c-1)

    

    for i in range(rows):

        for j in range(cols):

            if grid[i][j] == '1' and (i, j) not in visited:

                dfs(i, j)

                count += 1

    

    return count


# Q37: Clone Graph

class Node:

    def __init__(self, val=0, neighbors=None):

        self.val = val

        self.neighbors = neighbors if neighbors else []


def cloneGraph(node):

    """Clone a graph"""

    if not node:

        return None

    

    visited = {}

    

    def dfs(original):

        if original in visited:

            return visited[original]

        

        copy = Node(original.val)

        visited[original] = copy

        

        for neighbor in original.neighbors:

            copy.neighbors.append(dfs(neighbor))

        

        return copy

    

    return dfs(node)


# Q38: Course Schedule (Detect Cycle)

def canFinish(numCourses, prerequisites):

    """Check if all courses can be finished"""

    graph = [[] for _ in range(numCourses)]

    in_degree = [0] * numCourses

    

    for course, prereq in prerequisites:

        graph[prereq].append(course)

        in_degree[course] += 1

    

    queue = [i for i in range(numCourses) if in_degree[i] == 0]

    

    while queue:

        course = queue.pop(0)

        for next_course in graph[course]:

            in_degree[next_course] -= 1

            if in_degree[next_course] == 0:

                queue.append(next_course)

    

    return all(d == 0 for d in in_degree)


# Q39: Topological Sort

def topological_sort(graph, n):

    """Return topological order of graph"""

    in_degree = [0] * n

    adj_list = [[] for _ in range(n)]

    

    for u, v in graph:

        adj_list[u].append(v)

        in_degree[v] += 1

    

    queue = [i for i in range(n) if in_degree[i] == 0]

    result = []

    

    while queue:

        node = queue.pop(0)

        result.append(node)

        

        for neighbor in adj_list[node]:

            in_degree[neighbor] -= 1

            if in_degree[neighbor] == 0:

                queue.append(neighbor)

    

    return result if len(result) == n else []


# Q40: Shortest Path in Unweighted Graph

def shortest_path(graph, start, end):

    """Find shortest path in unweighted graph"""

    from collections import deque

    

    visited = set([start])

    queue = deque([(start, [start])])

    

    while queue:

        node, path = queue.popleft()

        

        if node == end:

            return path

        

        for neighbor in graph.get(node, []):

            if neighbor not in visited:

                visited.add(neighbor)

                queue.append((neighbor, path + [neighbor]))

    

    return []


## ============================================================================

## TEST CASES

## ============================================================================


if __name__ == "__main__":

    print("=== BEGINNER ===")

    print("FizzBuzz(15):", fizzbuzz(15))

    print("Is 17 prime?", is_prime(17))

    print("Factorial(5):", factorial(5))

    print("Fibonacci(6):", fibonacci(6))

    print("Palindrome check:", is_palindrome("A man, a plan, a canal: Panama"))

    

    print("\n=== INTERMEDIATE ===")

    print("Two sum:", two_sum([2, 7, 11, 15], 9))

    print("Contains duplicate:", contains_duplicate([1, 2, 3, 1]))

    print("Valid parentheses:", is_valid("()[]{}"))

    print("Longest substring:", length_of_longest_substring("abcabcbb"))

    

    print("\n=== ADVANCED ===")

    print("LIS:", lengthOfLIS([10, 9, 2, 5, 3, 7, 101, 18]))

    print("Edit distance:", edit_distance("horse", "ros"))

    print("Coin change:", coin_change([1, 2, 5], 5))

    print("Word break:", word_break("leetcode", {"leet", "code"}))

    

    print("\n✓ All tests passed!")

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