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CS 261 – Data Structures Hash Tables Part III: Hash like sorting algorithms.

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1 CS 261 – Data Structures Hash Tables Part III: Hash like sorting algorithms

2 Hash Tables: Sorting Can create very fast sort programs using hash tables Unfortunately, these sorts are not general purpose: –Only work with positive integer values (or other data that is readily mapped into positive integer values) Examples: –Counting sort –Radix sort

3 Hash Table Sorting: Counting Sort Quickly sort positive integer values from a limited range. –Count (tally) the occurrences of each value –Recreate sorted values according to tally Example: –Sort 1,000 integer elements with values between 0 and 19 –Count (tally) the occurrences of each value: 0 -47 4 -32 8 -41 12 -43 16 -12 1 -92 5 -114 9 -3 13 -17 17 -15 2 -12 6 -16 10 -36 14 -132 18 -63 3 -14 7 -37 11 -92 15 -93 19 -89 –Recreate sorted values according to tally: 47 zeros, 92 ones, 12 twos, …

4 Counting Sort: Implementation void countingSort(int * data, int n, int max) { int i, j, k; int * count = (int *) malloc((max + 1) * sizeof(int)); /* Array of all possible values.*/ assert(count != 0); for (i = 0; i < n; i++) /* Count the occurrences*/ count[data[i]]++; /* of each value */ /* Count holds the number of occurrences of numbers from 0 to max.*/ int i = 0; /* Now put values */ for (j = 0; j < max; j++) /* back into the array. * for (k = count[j]; k > 0; k--) data[i++] = j; }

5 Radix Sorting Another Specialized Sorting Algorithm with historical ties to punchcards

6 Sorting Punchcards It was far to easy to drop a tray of cards, which could be a disaster Convention became to put a sequence number on card, typically in positions 72-80. Could then be rebuilt by sorting on these positions. A machine called a sorted could be used for this purpose

7 A mechanical Sorter -sorted only 1 column

8 How to use a mechanical sorter First sort on column 80 Then collect the piles, keeping them in order, and sort on column 79. Repeat for each of the columns down to 72. At the end, the result is completely sorted. Don’t believe me? Let’s try it.

9 Hash Table Sorting: Radix Sort Sorts positive integer values over any range Hash table size of 10 (0 through 9) Values are hashed according to their least significant digit (the “ones” digit) Values then rehashed according to the next significant digit (the tens digit) while keeping their relative ordering Process is repeated until we run out of digits Can also sort by hashing on: –Characters in a String  table size of 26 (‘A’ through ‘Z’) –Bytes in an integer  table size of 256 (as opposed to 10 above)

10 Radix Sort: Example Data: 624762852426197987269 14641530173078593 BucketPass1Pass2 Pass3 _ 073030178 1301415146 - 197 2762 - 852624 - 426269 3593730301 4624146415 - 426 5415852593 6426 - 146762 - 269624 7197 - 98778730 - 762 878987852 9269593 - 197987

11 Your turn Questions? Ok. Now you get to try this with a different set of values.


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