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A hash table is a data structure that implements an associative array abstract data type, storing key-value pairs.
In more detail, a hash table, also known as a hash map, is a data structure that offers a high level of efficiency when it comes to accessing, inserting, and deleting data. It achieves this by using a hash function to map keys to specific positions in an array, hence providing direct access to the values associated with those keys.
The hash function is a crucial component of a hash table. It takes the key as input and returns an integer, known as the hash code, which is then used to calculate the index at which the key-value pair should be stored in the array. The goal of the hash function is to distribute the keys evenly across the array. A good hash function minimises the likelihood of collisions, which occur when two different keys produce the same hash code.
When a collision occurs, the hash table must have a strategy to handle it. Two common strategies are separate chaining and open addressing. In separate chaining, each array position (also known as a 'bucket') holds a linked list of key-value pairs that have the same hash code. In open addressing, if a collision occurs, the hash table looks for another open slot in the array to store the new key-value pair.
One of the main advantages of hash tables is their speed. If the hash function is well-designed and the table is not too crowded, operations such as insertion, deletion, and retrieval can be performed in constant time, i.e., O(1). However, in the worst-case scenario, where all keys collide and end up in the same bucket, these operations can degrade to linear time, i.e., O(n), where n is the number of keys.
Hash tables are widely used in computer science and are the underlying data structure for objects in many programming languages, including Python dictionaries and JavaScript objects. They are particularly useful in situations where rapid access to data is important, such as in database indexing, caching, and password verification.
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