Combination Sum Ii
                                
                                
                                    
                                
                                
                                    
                                        Sure! Let's break down how to solve this coding challenge step by step with detailed explanations and pseudocode.
                                    
                                
                                
                            
                                
                                    
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        To solve this coding challenge, we need to find all unique combinations of a given list of numbers (
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        
                                            
                                        
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        ) that sum up to a specified target number (
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        
                                            
                                        
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        ). Each number in 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        
                                            
                                        
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                         can only be used once in each combination, and we should avoid duplicate combinations in the result.
                                    
                                
                                
                            
                                            
                                        
                                    
                                    
                                
                                
                            
                                
                                    
                                
                                
                                    
                                        
                                
                        
                    
                    
                
                    
                candidates
                                            
                                        target
                                            
                                        candidates
                                            
                                        # Explanation
- Problem Understanding :
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                                        You are given a list of integers called 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        and a target integer called
candidates.target - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        The aim is to find all unique combinations in 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        where the numbers sum up exactly to the
candidates.target - Each number may be used only once in each combination.
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                                        It is crucial to handle duplicate values in 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        to avoid generating duplicate combinations in the result.
candidates - Constraints :
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                                        The length of 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        can range from 1 to 100.
candidates - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        Each integer in 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        can range from 1 to 50.
candidates - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        The 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        value can range from 1 to 30.
target - Approach :
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                                        Sorting
                                    
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        : Sort the 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        list to make it easier to avoid duplicates and to facilitate the "breaking" of loops when a value exceeds the target.
candidates - Backtracking : Use a backtracking approach to build combinations incrementally. This involves:
 - Recursive Function : A function that will try to add each candidate to a current combination (path), then recurse to see if a valid combination can be formed.
 - Base Case : If the current target becomes zero, the current combination is valid and should be added to the results.
 - Skipping Duplicates : When considering a candidate, skip it if it's the same as the previously considered candidate (to avoid duplicates).
 - Parameters :
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                                        : This indicates the current index in
start_indexbeing considered.candidates - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        : A list keeping track of the current combination being built.
current_path - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        : The remaining value needed to reach the target.
remaining_target - Check for Duplicates : Skip if the candidate is the same as the previous one to avoid duplicate combinations.
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                                        Break if Candidate Exceeds Target
                                    
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        : If the candidate is greater than the 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        , no point in considering further as the list is sorted.
remaining_target - Recursive Call : Add the candidate to the current path and call the backtrack function with updated parameters.
 - Initial Setup :
 - Sort the list of candidates.
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                                        Initialize an empty list 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        to store the valid combinations.
result - Backtracking Function definition :
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                                        The 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        function takes in three parameters:
backtrack,start_index, andcurrent_path.remaining_target - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        If 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        is zero, it means we have found a valid combination; we make a copy of
remaining_targetand add it tocurrent_path.result - Looping and Conditions :
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                                        We loop through each candidate starting from 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        .
start_index - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        Skip duplicates: If the current candidate is the same as the previous one and it's not the first time we are looking at it on this recursive level (i.e., 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        ), continue to the next iteration.
current_index > start_index - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        Stop further exploration if the current candidate exceeds 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
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remaining_target - 
                                            
                                
                                
                                    
                                        
                                            
                                                
                                
                                
                                    
                                        Include the current candidate in 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        and recurse with updated target.
current_path - Backtracking :
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                                        After recursive call, remove the last candidate from 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
                                        to backtrack and explore other possibilities.
current_path - Returning the Result :
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                                        Finally, return the 
                                    
                                
                                
                            
                                            
                                                
                                
                                
                                    
                                        
                                        
                                        
                                        
                                        
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result 
# Detailed Steps in Pseudocode
1. Sort the `candidates` list
Sorting helps to streamline the process of skipping duplicates and breaking out of the loop early if a candidate exceeds the target during recursion.2. Initialize the result list
This will store all the valid combinations found.3. Define the backtracking function
This function will handle the recursive aspect of exploring potential combinations.4. Base Case
Ifremaining_target
                                            
                                        5. Iterate over the candidates starting from `start_index`
For each candidate:Pseudocode
                                            
function combinationSum2(candidates, target):
# Step 1: Sort the candidates list to handle duplicates and make breaking conditions easier
sort(candidates)
# Step 2: Initialize the result list
result = []
# Step 3: Define the backtracking function
function backtrack(start_index, current_path, remaining_target):
# Step 4: Base Case - If remaining_target is 0, store a copy of current_path in result
if remaining_target == 0:
result.append(copy_of(current_path))
return
# Step 5: Iterate over candidates starting from start_index
for current_index from start_index to length of candidates:
# Skip duplicate candidates to avoid duplicate combinations
if current_index > start_index and candidates[current_index] == candidates[current_index - 1]:
continue
# Break if current candidate exceeds the remaining_target
if candidates[current_index] > remaining_target:
break
# Choose the current candidate by adding it to current_path
current_path.append(candidates[current_index])
# Recur with updated parameters: move to next candidate and reduce the target
backtrack(current_index + 1, current_path, remaining_target - candidates[current_index])
# Un-choose the current candidate to backtrack
current_path.pop()
# Initialize the backtracking with initial parameters
backtrack(0, [], target)
# Step 6: Return the result
return result