Hash Table Concept and Hash Functions in DSA C++ - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is a hash table?

A hash table is a data structure that stores key-value pairs. It uses a hash function to convert keys into an index where the value is stored, allowing fast data retrieval.

beginner

What is the role of a hash function in a hash table?

A hash function takes a key and returns an integer index. This index tells where to store or find the value in the hash table.

intermediate

Why do collisions happen in a hash table?

Collisions happen when two different keys produce the same index from the hash function. This means both values want to be stored in the same spot.

intermediate

Name one common method to handle collisions in hash tables.

One common method is chaining, where each index stores a list of key-value pairs. If multiple keys map to the same index, they are stored in the list.

intermediate

What qualities make a good hash function?

A good hash function distributes keys evenly across the table, is fast to compute, and minimizes collisions.

What does a hash function output in a hash table?

A A sorted list of keys

B The original key

C The value itself

D An index to store the value

The hash function outputs an index where the value is stored or retrieved.

What is a collision in a hash table?

A When a key is missing

B When two keys map to the same index

C When the table is empty

D When the hash function fails

A collision happens when two different keys produce the same index.

Which method stores multiple values at the same index to handle collisions?

A Chaining

B Linear probing

C Rehashing

D Sorting

Chaining stores multiple key-value pairs in a list at the same index.

Why is it important for a hash function to distribute keys evenly?

A To reduce collisions and improve speed

B To make the table bigger

C To sort the keys

D To store duplicate keys

Even distribution reduces collisions and keeps operations fast.

What type of data does a hash table store?

A Sorted arrays

B Only keys

C Key-value pairs

D Only values

Hash tables store data as key-value pairs.

Explain how a hash table uses a hash function to store and retrieve data.

Think about how a key becomes a position in the table.

Describe what a collision is and one way to handle it in a hash table.

Imagine two friends wanting the same seat.

Practice

1. What is the main purpose of a hash function in a hash table?

easy

A. To convert a key into an index for storing values

B. To sort the keys in ascending order

C. To encrypt the data stored in the table

D. To count the number of elements in the table

Solution

1. Step 1: Understand the role of a hash function

   A hash function takes a key and converts it into an index number that points to a position in the hash table.

2. Step 2: Identify the purpose in context

   This index helps quickly find or store the value associated with the key without searching the entire table.

3. Final Answer:

   To convert a key into an index for storing values -> Option A

4. Quick Check:

   Hash function = key to index [OK]

Hint: Hash function maps keys to indexes fast [OK]

Common Mistakes:

• Thinking hash functions sort keys
• Confusing hashing with encryption
• Assuming hash function counts elements

2. Which of the following is the correct syntax to declare a hash table using unordered_map in C++?

easy

A. hash_map table;

B. unordered_map table;

C. map table;

D. unordered table;

Solution

1. Step 1: Recall C++ hash table declaration

   The standard C++ hash table is declared using unordered_map from the STL.

2. Step 2: Check each option

   unordered_map table; uses unordered_map which is correct syntax. hash_map table; uses hash_map which is non-standard. map table; uses map which is a balanced tree, not a hash table. unordered table; uses unordered which is invalid.

3. Final Answer:

   unordered_map<int, string> table; -> Option B

4. Quick Check:

   unordered_map syntax = correct [OK]

Hint: Use unordered_map for hash tables in C++ [OK]

Common Mistakes:

• Using map instead of unordered_map
• Using non-standard hash_map
• Incorrect container names

3. What will be the output of the following C++ code snippet?

#include <iostream>
#include <unordered_map>
using namespace std;

int main() {
    unordered_map table;
    table[1] = "apple";
    table[2] = "banana";
    table[3] = "cherry";
    cout << table[2] << endl;
    return 0;
}

medium

A. Compilation error

B. apple

C. cherry

D. banana

Solution

1. Step 1: Understand the unordered_map insertions

   Keys 1, 2, 3 are assigned values "apple", "banana", and "cherry" respectively.

2. Step 2: Check the output statement

   The code prints the value stored at key 2, which is "banana".

3. Final Answer:

   banana -> Option D

4. Quick Check:

   table[2] = banana [OK]

Hint: Access value by key directly with table[key] [OK]

Common Mistakes:

• Confusing keys and values
• Assuming order matters in unordered_map
• Expecting compilation error due to syntax

4. Identify the error in the following C++ code that uses a hash table:

#include <iostream>
#include <unordered_map>
using namespace std;

int main() {
    unordered_map table;
    table.insert("key1", 100);
    cout << table["key1"] << endl;
    return 0;
}

medium

A. insert() requires a pair, not two separate arguments

B. unordered_map keys cannot be strings

C. table["key1"] is invalid syntax

D. Missing #include <map> header

Solution

1. Step 1: Check insert() method usage

   The insert() method expects a single argument of type pair, not two separate arguments.

2. Step 2: Identify correct usage

   Correct usage: table.insert(make_pair("key1", 100)); or table["key1"] = 100;

3. Final Answer:

   insert() requires a pair, not two separate arguments -> Option A

4. Quick Check:

   insert() needs pair argument [OK]

Hint: insert() needs pair, not separate key and value [OK]

Common Mistakes:

• Passing key and value as separate arguments to insert()
• Thinking string keys are invalid
• Confusing table[key] syntax

5. You want to design a hash function for strings that minimizes collisions for English words. Which approach is best?

hard

A. Sum ASCII values of all characters modulo table size

B. Use the length of the string modulo table size

C. Use polynomial rolling hash combining character codes and powers

D. Use the first character's ASCII value only

Solution

1. Step 1: Evaluate simple hash methods

   Summing ASCII values or using string length often causes many collisions because different strings can have same sums or lengths.

2. Step 2: Understand polynomial rolling hash

   This method combines character codes with powers of a base number, spreading keys more evenly and reducing collisions.

3. Step 3: Compare options

   Use polynomial rolling hash combining character codes and powers is the best because it balances speed and collision reduction for strings.

4. Final Answer:

   Use polynomial rolling hash combining character codes and powers -> Option C

5. Quick Check:

   Polynomial rolling hash = fewer collisions [OK]

Hint: Polynomial rolling hash reduces collisions best [OK]

Common Mistakes:

• Using simple sums causing many collisions
• Ignoring string content beyond length or first char
• Choosing inefficient or weak hash functions