SlideShare ist ein Scribd-Unternehmen logo
1 von 51
Heap Sort Algorithm
Khansa abubkr mohmed
Lemia al’amin algmri
Definitions of heap:
A heap is a data structure that stores a collection of
objects (with keys), and has the following
properties:
 Complete Binary tree
 Heap Order
The heap sort algorithm has two
major steps :
i. The first major step involves transforming the complete
tree into a heap.
ii. The second major step is to perform the actual sort by
extracting the largest or lowerst element from the root
and transforming the remaining tree into a heap.
Types of heap
Max Heap
Min Heap
Max Heap Example
1619 1 412 7
Array A
19
12 16
41 7
Min heap example
127 191641
Array A
1
4 16
127 19
1-Max heap :
max-heap Definition:
is a complete binary tree in which the value in
each internal node is greater than or equal to
the values in the children of that node.
Max-heap property:
 The key of a node is ≥ than the keys of its children.
8
Max heap Operation
 A heap can be stored as an
array A.
 Root of tree is A[1]
 Left child of A[i] = A[2i]
 Right child of A[i] = A[2i + 1]
 Parent of A[i] = A[ i/2 ]
Example Explaining : A
4 1 3 2 16 9 10 14 8 7
9
2
14 8
1
16
7
4
3
9 10
1
2 3
4 5 6 7
8 9 10
14
2 8
1
16
7
4
10
9 3
1
2 3
4 5 6 7
8 9 10
2
14 8
1
16
7
4
3
9 10
1
2 3
4 5 6 7
8 9 10
14
2 8
1
16
7
4
3
9 10
1
2 3
4 5 6 7
8 9 10
14
2 8
16
7
1
4
10
9 3
1
2 3
4 5 6 7
8 9 10
8
2 4
14
7
1
16
10
9 3
1
2 3
4 5 6 7
8 9 10
i = 5 i = 4 i = 3
i = 2 i = 1
Build Max-heap
Heapify() Example
David Luebke
10
11/20/2017
16
4 10
14 7 9 3
2 8 1
16 4 10 14 7 9 3 2 8 1A =
Heapify() Example
David Luebke
11
11/20/2017
16
4 10
14 7 9 3
2 8 1
16 10 14 7 9 3 2 8 1A = 4
Heapify() Example
David Luebke
12
11/20/2017
16
4 10
14 7 9 3
2 8 1
16 10 7 9 3 2 8 1A = 4 14
Heapify() Example
David Luebke
13
11/20/2017
16
14 10
4 7 9 3
2 8 1
16 14 10 4 7 9 3 2 8 1A =
Heapify() Example
David Luebke
14
11/20/2017
16
14 10
4 7 9 3
2 8 1
16 14 10 7 9 3 2 8 1A = 4
Heapify() Example
David Luebke
15
11/20/2017
16
14 10
4 7 9 3
2 8 1
16 14 10 7 9 3 2 1A = 4 8
Heapify() Example
David Luebke
16
11/20/2017
16
14 10
8 7 9 3
2 4 1
16 14 10 8 7 9 3 2 4 1A =
Heapify() Example
David Luebke
17
11/20/2017
16
14 10
8 7 9 3
2 4 1
16 14 10 8 7 9 3 2 1A = 4
Heapify() Example
David Luebke
18
11/20/2017
16
14 10
8 7 9 3
2 4 1
16 14 10 8 7 9 3 2 4 1A =
Heap-Sort
sorting strategy:
1. Build Max Heap from unordered array;
2. Find maximum element A[1];
3. Swap elements A[n] and A[1] :
now max element is at the end of the array! .
4. Discard node n from heap
(by decrementing heap-size variable).
5. New root may violate max heap property, but its
children are max heaps. Run max_heapify to fix this.
6. Go to Step 2 unless heap is empty.
HeapSort() Example
 A = {16, 14, 10, 8, 7, 9, 3, 2, 4, 1}
20
16
14 10
8 7 9 3
2 4 1
1
2 3
4 5 6 7
8 9 10
HeapSort() Example
 A = {14, 8, 10, 4, 7, 9, 3, 2, 1, 16}
21
14
8 10
4 7 9 3
2 1 16
1
2 3
4 5 6 7
8 9
i = 10
HeapSort() Example
 A = {10, 8, 9, 4, 7, 1, 3, 2, 14, 16}
22
10
8 9
4 7 1 3
2 14 16
1
2 3
4 5 6 7
8
10i = 9
HeapSort() Example
 A = {9, 8, 3, 4, 7, 1, 2, 10, 14, 16}
23
9
8 3
4 7 1 2
10 14 16
1
2 3
4 5 6 7
9 10i = 8
HeapSort() Example
 A = {8, 7, 3, 4, 2, 1, 9, 10, 14, 16}
24
8
7 3
4 2 1 9
10 14 16
1
2 3
4 5 6
8 9 10
i = 7
HeapSort() Example
 A = {7, 4, 3, 1, 2, 8, 9, 10, 14, 16}
25
7
4 3
1 2 8 9
10 14 16
1
2 3
4 5
7
8 9 10
i = 6
HeapSort() Example
 A = {4, 2, 3, 1, 7, 8, 9, 10, 14, 16}
26
4
2 3
1 7 8 9
10 14 16
1
2 3
4
6 7
8 9 10
i = 5
HeapSort() Example
 A = {3, 2, 1, 4, 7, 8, 9, 10, 14, 16}
27
3
2 1
4 7 8 9
10 14 16
1
2 3
5 6 7
8 9 10
i = 4
HeapSort() Example
 A = {2, 1, 3, 4, 7, 8, 9, 10, 14, 16}
28
2
1 3
4 7 8 9
10 14 16
1
2
4
5 6 7
8 9 10
i = 3
HeapSort() Example
 A = {1, 2, 3, 4, 7, 8, 9, 10, 14, 16} >>orederd
29
1
2 3
4 7 8 9
10 14 16
1
3
4
5 6 7
8 9 10
i =2
Heap Sort pseducode
Heapsort(A as array)
BuildHeap(A)
for i = n to 1
swap(A[1], A[i])
n = n - 1
Heapify(A, 1)
BuildHeap(A as array)
n = elements_in(A)
for i = floor(n/2) to 1
Heapify(A,i)
Heapify(A as array, i as int)
left = 2i
right = 2i+1
if (left <= n) and (A[left] > A[i])
max = left
else
max = i
if (right<=n) and (A[right] > A[max])
max = right
if (max != i)
swap(A[i], A[max])
Heapify(A, max)
2-Min heap :
min-heap Definition:
is a complete binary tree in which the value in
each internal node is lower than or equal to the
values in the children of that node.
Min-heap property:
 The key of a node is <= than the keys of its
children.
Min heap Operation
 A heap can be stored as an array A.
 Root of tree is A[0]
 Left child of A[i] = A[2i+1]
 Right child of A[i] = A[2i + 2]
 Parent of A[i] = A[( i/2)-1]
33
Min Heap
19
12 16
41 7
1619 1 412 7
Array A
Min Heap phase 1
19
1 16
412 7
Min Heap phase 1
1
19 7
412 16
Min Heap phase 1
1
4 7
1912 16
1,
Min Heap phase 2
16
4 7
1912
Min Heap phase 2
4
16 7
1912
Min Heap phase 2
4
12 7
1916
1,4
Min Heap phase 3
19
12 7
16
Min Heap phase 3
7
12 19
16
1,4,7
Min Heap phase 4
16
12 19
Min Heap phase 4
12
16 19
1,4,7,12
Min Heap phase 5
19
16
Min Heap phase 5
16
19
1,4,7,12,16
Min Heap phase 7
19
1,4,7,12,16,19
Min heap final tree
1612 19741
Array A
1
4 7
1612 19
Insertion
 Algorithm
1. Add the new element to the next available position at the
lowest level
2. Restore the max-heap property if violated
 General strategy is percolate up (or bubble up): if
the parent of the element is smaller than the
element, then interchange the parent and child.
OR
Restore the min-heap property if violated
 General strategy is percolate up (or bubble up): if
the parent of the element is larger than the element,
then interchange the parent and child.
19
12 16
41 7
19
12 16
41 7 17
19
12 17
41 7 16
Insert 17
swap
Percolate up to maintain the heap
property
Conclusion The primary advantage of the heap sort is its
efficiency. The execution time efficiency of the
heap sort is O(n log n).
 The memory efficiency of the heap sort, unlike
the other n log n sorts, is constant, O(1), because
the heap sort algorithm is not recursive.

Weitere ähnliche Inhalte

Was ist angesagt?

Data Structures - Lecture 9 [Stack & Queue using Linked List]
 Data Structures - Lecture 9 [Stack & Queue using Linked List] Data Structures - Lecture 9 [Stack & Queue using Linked List]
Data Structures - Lecture 9 [Stack & Queue using Linked List]Muhammad Hammad Waseem
 
STACKS IN DATASTRUCTURE
STACKS IN DATASTRUCTURESTACKS IN DATASTRUCTURE
STACKS IN DATASTRUCTUREArchie Jamwal
 
Quick sort-Data Structure
Quick sort-Data StructureQuick sort-Data Structure
Quick sort-Data StructureJeanie Arnoco
 
Heap Sort in Design and Analysis of algorithms
Heap Sort in Design and Analysis of algorithmsHeap Sort in Design and Analysis of algorithms
Heap Sort in Design and Analysis of algorithmssamairaakram
 
Quick Sort , Merge Sort , Heap Sort
Quick Sort , Merge Sort ,  Heap SortQuick Sort , Merge Sort ,  Heap Sort
Quick Sort , Merge Sort , Heap SortMohammed Hussein
 
Introduction to data structure ppt
Introduction to data structure pptIntroduction to data structure ppt
Introduction to data structure pptNalinNishant3
 
Searching and Sorting Techniques in Data Structure
Searching and Sorting Techniques in Data StructureSearching and Sorting Techniques in Data Structure
Searching and Sorting Techniques in Data StructureBalwant Gorad
 
trees in data structure
trees in data structure trees in data structure
trees in data structure shameen khan
 
Sorting Algorithms
Sorting AlgorithmsSorting Algorithms
Sorting AlgorithmsPranay Neema
 
Priority Queue in Data Structure
Priority Queue in Data StructurePriority Queue in Data Structure
Priority Queue in Data StructureMeghaj Mallick
 
Dinive conquer algorithm
Dinive conquer algorithmDinive conquer algorithm
Dinive conquer algorithmMohd Arif
 
Data structures and algorithms
Data structures and algorithmsData structures and algorithms
Data structures and algorithmsJulie Iskander
 

Was ist angesagt? (20)

Merge sort and quick sort
Merge sort and quick sortMerge sort and quick sort
Merge sort and quick sort
 
Data Structures - Lecture 9 [Stack & Queue using Linked List]
 Data Structures - Lecture 9 [Stack & Queue using Linked List] Data Structures - Lecture 9 [Stack & Queue using Linked List]
Data Structures - Lecture 9 [Stack & Queue using Linked List]
 
Asymptotic Notation
Asymptotic NotationAsymptotic Notation
Asymptotic Notation
 
STACKS IN DATASTRUCTURE
STACKS IN DATASTRUCTURESTACKS IN DATASTRUCTURE
STACKS IN DATASTRUCTURE
 
Quick sort-Data Structure
Quick sort-Data StructureQuick sort-Data Structure
Quick sort-Data Structure
 
Quick sort
Quick sortQuick sort
Quick sort
 
Merge sort algorithm power point presentation
Merge sort algorithm power point presentationMerge sort algorithm power point presentation
Merge sort algorithm power point presentation
 
Heap Sort in Design and Analysis of algorithms
Heap Sort in Design and Analysis of algorithmsHeap Sort in Design and Analysis of algorithms
Heap Sort in Design and Analysis of algorithms
 
Heap_Sort1.pptx
Heap_Sort1.pptxHeap_Sort1.pptx
Heap_Sort1.pptx
 
Divide and conquer
Divide and conquerDivide and conquer
Divide and conquer
 
Quick Sort , Merge Sort , Heap Sort
Quick Sort , Merge Sort ,  Heap SortQuick Sort , Merge Sort ,  Heap Sort
Quick Sort , Merge Sort , Heap Sort
 
Introduction to data structure ppt
Introduction to data structure pptIntroduction to data structure ppt
Introduction to data structure ppt
 
Searching and Sorting Techniques in Data Structure
Searching and Sorting Techniques in Data StructureSearching and Sorting Techniques in Data Structure
Searching and Sorting Techniques in Data Structure
 
Linked list
Linked listLinked list
Linked list
 
trees in data structure
trees in data structure trees in data structure
trees in data structure
 
Sorting Algorithms
Sorting AlgorithmsSorting Algorithms
Sorting Algorithms
 
Priority Queue in Data Structure
Priority Queue in Data StructurePriority Queue in Data Structure
Priority Queue in Data Structure
 
Dinive conquer algorithm
Dinive conquer algorithmDinive conquer algorithm
Dinive conquer algorithm
 
Merge sort algorithm
Merge sort algorithmMerge sort algorithm
Merge sort algorithm
 
Data structures and algorithms
Data structures and algorithmsData structures and algorithms
Data structures and algorithms
 

Ähnlich wie heap Sort Algorithm

Ähnlich wie heap Sort Algorithm (20)

Heap
HeapHeap
Heap
 
Heap Sort (project).ppt
Heap Sort (project).pptHeap Sort (project).ppt
Heap Sort (project).ppt
 
Heap Sort (project).ppt
Heap Sort (project).pptHeap Sort (project).ppt
Heap Sort (project).ppt
 
Heap Sort (project).ppt
Heap Sort (project).pptHeap Sort (project).ppt
Heap Sort (project).ppt
 
Heapsort
HeapsortHeapsort
Heapsort
 
Heapsortokkay
HeapsortokkayHeapsortokkay
Heapsortokkay
 
lecture 5
lecture 5lecture 5
lecture 5
 
heap sort in the design anad analysis of algorithms
heap sort in the design anad analysis of algorithmsheap sort in the design anad analysis of algorithms
heap sort in the design anad analysis of algorithms
 
Heap Sort || Heapify Method || Build Max Heap Algorithm
Heap Sort || Heapify Method || Build Max Heap AlgorithmHeap Sort || Heapify Method || Build Max Heap Algorithm
Heap Sort || Heapify Method || Build Max Heap Algorithm
 
Heapsort
HeapsortHeapsort
Heapsort
 
Algorithms - "heap sort"
Algorithms - "heap sort"Algorithms - "heap sort"
Algorithms - "heap sort"
 
Analysis of Algorithms-Heapsort
Analysis of Algorithms-HeapsortAnalysis of Algorithms-Heapsort
Analysis of Algorithms-Heapsort
 
Cis435 week05
Cis435 week05Cis435 week05
Cis435 week05
 
HeapSort
HeapSortHeapSort
HeapSort
 
05 Analysis of Algorithms: Heap and Quick Sort - Corrected
05 Analysis of Algorithms: Heap and Quick Sort - Corrected05 Analysis of Algorithms: Heap and Quick Sort - Corrected
05 Analysis of Algorithms: Heap and Quick Sort - Corrected
 
chapter - 6.ppt
chapter - 6.pptchapter - 6.ppt
chapter - 6.ppt
 
4 heapsort pq
4 heapsort pq4 heapsort pq
4 heapsort pq
 
3.7 heap sort
3.7 heap sort3.7 heap sort
3.7 heap sort
 
Unit III Heaps.ppt
Unit III Heaps.pptUnit III Heaps.ppt
Unit III Heaps.ppt
 
Chapter 10 ds
Chapter 10 dsChapter 10 ds
Chapter 10 ds
 

Kürzlich hochgeladen

GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)Areesha Ahmad
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfSumit Kumar yadav
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICEayushi9330
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...Lokesh Kothari
 
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑Damini Dixit
 
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxCOST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxFarihaAbdulRasheed
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformationAreesha Ahmad
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryAlex Henderson
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...ssifa0344
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .Poonam Aher Patil
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfSumit Kumar yadav
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...chandars293
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfSumit Kumar yadav
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencySheetal Arora
 
Bacterial Identification and Classifications
Bacterial Identification and ClassificationsBacterial Identification and Classifications
Bacterial Identification and ClassificationsAreesha Ahmad
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 

Kürzlich hochgeladen (20)

GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdf
 
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICESAMASTIPUR CALL GIRL 7857803690  LOW PRICE  ESCORT SERVICE
SAMASTIPUR CALL GIRL 7857803690 LOW PRICE ESCORT SERVICE
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
Clean In Place(CIP).pptx .
Clean In Place(CIP).pptx                 .Clean In Place(CIP).pptx                 .
Clean In Place(CIP).pptx .
 
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
GUIDELINES ON SIMILAR BIOLOGICS Regulatory Requirements for Marketing Authori...
 
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑
High Profile 🔝 8250077686 📞 Call Girls Service in GTB Nagar🍑
 
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptxCOST ESTIMATION FOR A RESEARCH PROJECT.pptx
COST ESTIMATION FOR A RESEARCH PROJECT.pptx
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformation
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdf
 
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
High Class Escorts in Hyderabad ₹7.5k Pick Up & Drop With Cash Payment 969456...
 
Botany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdfBotany 4th semester series (krishna).pdf
Botany 4th semester series (krishna).pdf
 
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls AgencyHire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
Hire 💕 9907093804 Hooghly Call Girls Service Call Girls Agency
 
Bacterial Identification and Classifications
Bacterial Identification and ClassificationsBacterial Identification and Classifications
Bacterial Identification and Classifications
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 

heap Sort Algorithm