Tree Traversal
Table of content
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Traversal is a process to visit all the nodes of a tree and may print their values too. Because, all nodes are connected via edges (links) we always start from the root (head) node. That is, we cannot randomly access a node in a tree. There are three ways which we use to traverse a tree −
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In-order Traversal
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Pre-order Traversal
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Post-order Traversal
Generally, we traverse a tree to search or locate a given item or key in the tree or to print all the values it contains.
In-order Traversal
In this traversal method, the left subtree is visited first, then the root and later the right sub-tree. We should always remember that every node may represent a subtree itself.
If a binary tree is traversed in-order, the output will produce sorted key values in an ascending order.
We start from A, and following in-order traversal, we move to its left subtree B.B is also traversed in-order. The process goes on until all the nodes are visited. The output of in-order traversal of this tree will be −
D → B → E → A → F → C → G
Algorithm
Until all nodes are traversed −
Step 1 − Recursively traverse left subtree. Step 2 − Visit root node. Step 3 − Recursively traverse right subtree.
Example
Following are the implementations of this operation in various programming languages −
#include <stdio.h> #include <stdlib.h> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void inorder_traversal(struct node* root){ if(root != NULL) { inorder_traversal(root->leftChild); printf("%d ",root->data); inorder_traversal(root->rightChild); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Inorder traversal: "); inorder_traversal(root); return 0; }
Output
Inorder traversal: 10 14 19 27 31 35 42
#include <iostream> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void inorder_traversal(struct node* root){ if(root != NULL) { inorder_traversal(root->leftChild); printf("%d ",root->data); inorder_traversal(root->rightChild); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Inorder traversal: "); inorder_traversal(root); return 0; }
Output
Inorder traversal: 10 14 19 27 31 35 42
class Node { int data; Node leftChild; Node rightChild; public Node(int key) { data = key; leftChild = rightChild = null; } } public class TreeDataStructure { Node root = null; void inorder_traversal(Node node) { if(node != null) { inorder_traversal(node.leftChild); System.out.print(node.data + " "); inorder_traversal(node.rightChild); } } public static void main(String args[]) { TreeDataStructure tree = new TreeDataStructure(); tree.root = new Node(27); tree.root.leftChild = new Node(12); tree.root.rightChild = new Node(3); tree.root.leftChild.leftChild = new Node(44); tree.root.leftChild.rightChild = new Node(17); tree.root.rightChild.leftChild = new Node(56); System.out.println("Inorder traversal: "); tree.inorder_traversal(tree.root); } }
Output
Inorder traversal: 44 12 17 27 56 3
class Node: def __init__(self, key): self.leftChild = None self.rightChild = None self.data = key # Create a function to perform inorder tree traversal def InorderTraversal(root): if root: InorderTraversal(root.leftChild) print(root.data) InorderTraversal(root.rightChild) # Main class if __name__ == "__main__": root = Node(3) root.leftChild = Node(26) root.rightChild = Node(42) root.leftChild.leftChild = Node(54) root.leftChild.rightChild = Node(65) root.rightChild.leftChild = Node(12) # Function call print("Inorder traversal of binary tree is") InorderTraversal(root)
Output
Inorder traversal of binary tree is 54 26 65 3 12 42
Pre-order Traversal
In this traversal method, the root node is visited first, then the left subtree and finally the right subtree.
We start from A, and following pre-order traversal, we first visit A itself and then move to its left subtree B. B is also traversed pre-order. The process goes on until all the nodes are visited. The output of pre-order traversal of this tree will be −
A → B → D → E → C → F → G
Algorithm
Until all nodes are traversed −
Step 1 − Visit root node. Step 2 − Recursively traverse left subtree. Step 3 − Recursively traverse right subtree.
Example
Following are the implementations of this operation in various programming languages −
#include <stdio.h> #include <stdlib.h> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void pre_order_traversal(struct node* root){ if(root != NULL) { printf("%d ",root->data); pre_order_traversal(root->leftChild); pre_order_traversal(root->rightChild); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Preorder traversal: "); pre_order_traversal(root); return 0; }
Output
Preorder traversal: 27 14 10 19 35 31 42
#include <iostream> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void pre_order_traversal(struct node* root){ if(root != NULL) { printf("%d ",root->data); pre_order_traversal(root->leftChild); pre_order_traversal(root->rightChild); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Preorder traversal: "); pre_order_traversal(root); return 0; }
Output
Preorder traversal: 27 14 10 19 35 31 42
class Node { int data; Node leftChild; Node rightChild; public Node(int key) { data = key; leftChild = rightChild = null; } } public class TreeDataStructure { Node root = null; void pre_order_traversal(Node node) { if(node != null) { System.out.print(node.data + " "); pre_order_traversal(node.leftChild); pre_order_traversal(node.rightChild); } } public static void main(String args[]) { TreeDataStructure tree = new TreeDataStructure(); tree.root = new Node(27); tree.root.leftChild = new Node(12); tree.root.rightChild = new Node(3); tree.root.leftChild.leftChild = new Node(44); tree.root.leftChild.rightChild = new Node(17); tree.root.rightChild.leftChild = new Node(56); System.out.println("Preorder traversal: "); tree.pre_order_traversal(tree.root); } }
Output
Preorder traversal: 27 12 44 17 3 56
class Node: def __init__(self, key): self.leftChild = None self.rightChild = None self.data = key # Create a function to perform postorder tree traversal def PreorderTraversal(root): if root: print(root.data) PreorderTraversal(root.leftChild) PreorderTraversal(root.rightChild) # Main class if __name__ == "__main__": root = Node(3) root.leftChild = Node(26) root.rightChild = Node(42) root.leftChild.leftChild = Node(54) root.leftChild.rightChild = Node(65) root.rightChild.leftChild = Node(12) print("Preorder traversal of binary tree is") PreorderTraversal(root)
Output
Preorder traversal of binary tree is 3 26 54 65 42 12
Post-order Traversal
In this traversal method, the root node is visited last, hence the name. First we traverse the left subtree, then the right subtree and finally the root node.
We start from A, and following pre-order traversal, we first visit the left subtree B. B is also traversed post-order. The process goes on until all the nodes are visited. The output of post-order traversal of this tree will be −
D → E → B → F → G → C → A
Algorithm
Until all nodes are traversed −
Step 1 − Recursively traverse left subtree. Step 2 − Recursively traverse right subtree. Step 3 − Visit root node.
Example
Following are the implementations of this operation in various programming languages −
#include <stdio.h> #include <stdlib.h> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void post_order_traversal(struct node* root){ if(root != NULL) { post_order_traversal(root->leftChild); post_order_traversal(root->rightChild); printf("%d ", root->data); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Post order traversal: "); post_order_traversal(root); return 0; }
Output
Post order traversal: 10 19 14 31 42 35 27
#include <iostream> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void post_order_traversal(struct node* root){ if(root != NULL) { post_order_traversal(root->leftChild); post_order_traversal(root->rightChild); printf("%d ", root->data); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Post order traversal: "); post_order_traversal(root); return 0; }
Output
Post order traversal: 10 19 14 31 42 35 27
class Node { int data; Node leftChild; Node rightChild; public Node(int key) { data = key; leftChild = rightChild = null; } } public class TreeDataStructure { Node root = null; void post_order_traversal(Node node) { if(node != null) { post_order_traversal(node.leftChild); post_order_traversal(node.rightChild); System.out.print(node.data + " "); } } public static void main(String args[]) { TreeDataStructure tree = new TreeDataStructure(); tree.root = new Node(27); tree.root.leftChild = new Node(12); tree.root.rightChild = new Node(3); tree.root.leftChild.leftChild = new Node(44); tree.root.leftChild.rightChild = new Node(17); tree.root.rightChild.leftChild = new Node(56); System.out.println("Post order traversal: "); tree.post_order_traversal(tree.root); } }
Output
Post order traversal: 44 17 12 56 3 27
class Node: def __init__(self, key): self.leftChild = None self.rightChild = None self.data = key # Create a function to perform preorder tree traversal def PostorderTraversal(root): if root: PostorderTraversal(root.leftChild) PostorderTraversal(root.rightChild) print(root.data) # Main class if __name__ == "__main__": root = Node(3) root.leftChild = Node(26) root.rightChild = Node(42) root.leftChild.leftChild = Node(54) root.leftChild.rightChild = Node(65) root.rightChild.leftChild = Node(12) print("Postorder traversal of binary tree is") PostorderTraversal(root)
Output
Postorder traversal of binary tree is 54 65 26 12 42 3
Complete Implementation
Now let”s see the complete implementation of tree traversal in various programming languages −
#include <stdio.h> #include <stdlib.h> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void pre_order_traversal(struct node* root){ if(root != NULL) { printf("%d ",root->data); pre_order_traversal(root->leftChild); pre_order_traversal(root->rightChild); } } void inorder_traversal(struct node* root){ if(root != NULL) { inorder_traversal(root->leftChild); printf("%d ",root->data); inorder_traversal(root->rightChild); } } void post_order_traversal(struct node* root){ if(root != NULL) { post_order_traversal(root->leftChild); post_order_traversal(root->rightChild); printf("%d ", root->data); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Preorder traversal: "); pre_order_traversal(root); printf("nInorder traversal: "); inorder_traversal(root); printf("nPost order traversal: "); post_order_traversal(root); return 0; }
Output
Preorder traversal: 27 14 10 19 35 31 42 Inorder traversal: 10 14 19 27 31 35 42 Post order traversal: 10 19 14 31 42 35 27
#include <iostream> struct node { int data; struct node *leftChild; struct node *rightChild; }; struct node *root = NULL; void insert(int data){ struct node *tempNode = (struct node*) malloc(sizeof(struct node)); struct node *current; struct node *parent; tempNode->data = data; tempNode->leftChild = NULL; tempNode->rightChild = NULL; //if tree is empty if(root == NULL) { root = tempNode; } else { current = root; parent = NULL; while(1) { parent = current; //go to left of the tree if(data < parent->data) { current = current->leftChild; //insert to the left if(current == NULL) { parent->leftChild = tempNode; return; } }//go to right of the tree else { current = current->rightChild; //insert to the right if(current == NULL) { parent->rightChild = tempNode; return; } } } } } void pre_order_traversal(struct node* root){ if(root != NULL) { printf("%d ",root->data); pre_order_traversal(root->leftChild); pre_order_traversal(root->rightChild); } } void inorder_traversal(struct node* root){ if(root != NULL) { inorder_traversal(root->leftChild); printf("%d ",root->data); inorder_traversal(root->rightChild); } } void post_order_traversal(struct node* root){ if(root != NULL) { post_order_traversal(root->leftChild); post_order_traversal(root->rightChild); printf("%d ", root->data); } } int main(){ int i; int array[7] = { 27, 14, 35, 10, 19, 31, 42 }; for(i = 0; i < 7; i++) insert(array[i]); printf("Preorder traversal: "); pre_order_traversal(root); printf("nInorder traversal: "); inorder_traversal(root); printf("nPost order traversal: "); post_order_traversal(root); return 0; }
Output
Preorder traversal: 27 14 10 19 35 31 42 Inorder traversal: 10 14 19 27 31 35 42 Post order traversal: 10 19 14 31 42 35 27
class Node { int data; Node leftChild; Node rightChild; public Node(int key) { data = key; leftChild = rightChild = null; } } public class TreeDataStructure { Node root = null; void inorder_traversal(Node node) { if(node != null) { inorder_traversal(node.leftChild); System.out.print(node.data + " "); inorder_traversal(node.rightChild); } } void pre_order_traversal(Node node) { if(node != null) { System.out.print(node.data + " "); pre_order_traversal(node.leftChild); pre_order_traversal(node.rightChild); } } void post_order_traversal(Node node) { if(node != null) { post_order_traversal(node.leftChild); post_order_traversal(node.rightChild); System.out.print(node.data + " "); } } public static void main(String args[]) { TreeDataStructure tree = new TreeDataStructure(); tree.root = new Node(27); tree.root.leftChild = new Node(12); tree.root.rightChild = new Node(3); tree.root.leftChild.leftChild = new Node(44); tree.root.leftChild.rightChild = new Node(17); tree.root.rightChild.leftChild = new Node(56); System.out.println("Inorder traversal: "); tree.inorder_traversal(tree.root); System.out.println("nPreorder traversal: "); tree.pre_order_traversal(tree.root); System.out.println("nPost order traversal: "); tree.post_order_traversal(tree.root); } }
Output
Inorder traversal: 44 12 17 27 56 3 Preorder traversal: 27 12 44 17 3 56 Post order traversal: 44 17 12 56 3 27
class Node: def __init__(self, key): self.leftChild = None self.rightChild = None self.data = key # Create a function to perform inorder tree traversal def InorderTraversal(root): if root: InorderTraversal(root.leftChild) print(root.data) InorderTraversal(root.rightChild) # Create a function to perform preorder tree traversal def PostorderTraversal(root): if root: PostorderTraversal(root.leftChild) PostorderTraversal(root.rightChild) print(root.data) # Create a function to perform postorder tree traversal def PreorderTraversal(root): if root: print(root.data) PreorderTraversal(root.leftChild) PreorderTraversal(root.rightChild) # Main class if __name__ == "__main__": root = Node(3) root.leftChild = Node(26) root.rightChild = Node(42) root.leftChild.leftChild = Node(54) root.leftChild.rightChild = Node(65) root.rightChild.leftChild = Node(12) # Function call print("Inorder traversal of binary tree is") InorderTraversal(root) print("nPreorder traversal of binary tree is") PreorderTraversal(root) print("nPostorder traversal of binary tree is") PostorderTraversal(root)
Output
Inorder traversal of binary tree is 54 26 65 3 12 42 Preorder traversal of binary tree is 3 26 54 65 42 12 Postorder traversal of binary tree is 54 65 26 12 42 3
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