diff --git a/Arrays/README.md b/Arrays/README.md
new file mode 100644
index 0000000..864e65e
--- /dev/null
+++ b/Arrays/README.md
@@ -0,0 +1,21 @@
+# Arrays
+
+This directory contains problems and solutions related to array data structures.
+
+## Contents
+
+### Anagram Check
+Checks if two strings are anagrams of each other.
+- [Anagram_Check_Sorted_Sol.py](Anagram_Check_Sorted_Sol.py)
+- [Anagram_Check_manual_Sol.py](Anagram_Check_manual_Sol.py)
+
+### Array Pair Sum
+Given an integer array, output all unique pairs that sum up to a specific value `k`.
+- [ArrayPairSumSol.py](ArrayPairSumSol.py)
+
+### Find Missing Element
+Find the missing element in a shuffled second array.
+- [ArrayFindTheMissingElement_XOR_sol.py](ArrayFindTheMissingElement_XOR_sol.py)
+- [ArrayFindTheMissingElement_brute_force_sol.py](ArrayFindTheMissingElement_brute_force_sol.py)
+- [ArrayFindTheMissingElement_hash_table_sol.py](ArrayFindTheMissingElement_hash_table_sol.py)
+- [ArrayFindTheMissingElement_takingSumandSubtract_sol.py](ArrayFindTheMissingElement_takingSumandSubtract_sol.py)
diff --git a/Error-debug/README.md b/Error-debug/README.md
new file mode 100644
index 0000000..b2a0155
--- /dev/null
+++ b/Error-debug/README.md
@@ -0,0 +1,9 @@
+# Error and Debugging
+
+This directory contains examples of error handling and debugging in Python.
+
+## Contents
+
+### Basic Exception Handling
+Demonstrates `try-except-else-finally` blocks and user input validation.
+- [ErrorExceptions.py](ErrorExceptions.py)
diff --git a/GraphAlgorithms/README.md b/GraphAlgorithms/README.md
new file mode 100644
index 0000000..8d10882
--- /dev/null
+++ b/GraphAlgorithms/README.md
@@ -0,0 +1,18 @@
+# Graph Algorithms
+
+This directory contains implementations of various graph-based algorithms.
+
+## Contents
+
+### Adjacency List Implementation
+Basic implementation of a graph using an adjacency list.
+- [AdjacencyListGraphImple.py](AdjacencyListGraphImple.py)
+
+### Breadth First Search (BFS)
+- [BFS.py](BFS.py)
+- [WordLadderProblem.py](WordLadderProblem.py) (Implementation using BFS)
+
+### Depth First Search (DFS)
+- [DFSGeneral.py](DFSGeneral.py)
+- [DFSImpleTheKnightsTourProblem.py](DFSImpleTheKnightsTourProblem.py)
+- [TheKnightsTourProblem.py](TheKnightsTourProblem.py)
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..cecd15e
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2017 Pradeep K. Pant
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/LinkedLists/README.md b/LinkedLists/README.md
new file mode 100644
index 0000000..5221b36
--- /dev/null
+++ b/LinkedLists/README.md
@@ -0,0 +1,23 @@
+# Linked Lists
+
+This directory contains implementations and common problems related to linked lists.
+
+## Contents
+
+### Singly Linked List Implementation
+- [SingleLinkedListImple.py](SingleLinkedListImple.py)
+
+### Doubly Linked List Implementation
+- [DoublyLinkedListImple.py](DoublyLinkedListImple.py)
+
+### Singly Linked List Cycle Check
+Check if a singly linked list contains a cycle.
+- [SinglyLinkedListCycleCheckImple.py](SinglyLinkedListCycleCheckImple.py)
+
+### Reverse a Linked List
+Reverse a linked list in-place.
+- [LinkedListReversal.py](LinkedListReversal.py)
+
+### Nth to Last Node
+Find the nth to last node in a linked list.
+- [LinkedListNthToLastNode.py](LinkedListNthToLastNode.py)
diff --git a/Queues/README.md b/Queues/README.md
new file mode 100644
index 0000000..8541c6b
--- /dev/null
+++ b/Queues/README.md
@@ -0,0 +1,13 @@
+# Queues
+
+This directory contains implementations and problems related to queue data structures.
+
+## Contents
+
+### Queue Implementation
+Basic queue operations (FIFO): `enqueue`, `dequeue`, `isEmpty`, `size`.
+- [QueueImple.py](QueueImple.py)
+
+### Queue with Two Stacks
+Implement a queue using two stacks.
+- [QueueWith2StacksImple.py](QueueWith2StacksImple.py)
diff --git a/README.md b/README.md
index 790acf4..4a5b539 100644
--- a/README.md
+++ b/README.md
@@ -3,6 +3,7 @@
 This repository contains a collection of common programming problems and data structure implementations in Python.
 
 ## Table of Contents
+- [Usage](#usage)
 - [Arrays](#arrays)
 - [Linked Lists](#linked-lists)
 - [Stacks](#stacks)
@@ -14,6 +15,18 @@ This repository contains a collection of common programming problems and data st
 - [Graph Algorithms](#graph-algorithms)
 - [Error Handling](#error-handling)
 - [Acknowledgments](#acknowledgments)
+- [License](#license)
+
+---
+
+## Usage
+
+Most scripts in this repository are standalone and can be executed directly using the Python 3 interpreter.
+
+Example:
+```bash
+python3 Arrays/Anagram_Check_Sorted_Sol.py
+```
 
 ---
 
@@ -208,3 +221,8 @@ Demonstrates `try-except-else-finally` blocks and user input validation.
 - [Python for Data Structures, Algorithms, and Interviews on Udemy](https://www.udemy.com)
 - [Problem Solving with Algorithms and Data Structures using Python](http://interactivepython.org/runestone/static/pythonds/index.html)
 - [Big O Notation - Plain English Explanation](https://stackoverflow.com/questions/487258/what-is-a-plain-english-explanation-of-big-o-notation/487278#487278)
+
+---
+
+## License
+This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
diff --git a/Recursion/FibonacciSeqDynamic.py b/Recursion/FibonacciSeqDynamic.py
index 7bca04c..faa81b2 100644
--- a/Recursion/FibonacciSeqDynamic.py
+++ b/Recursion/FibonacciSeqDynamic.py
@@ -2,25 +2,26 @@
 # memoization + recursion = dynamic programming
 # Author: Pradeep K. Pant, ppant@cpan.org
 
-    # Instantiate Cache information
-    n = 10
-    cache = [None] * (n + 1)
+# Instantiate Cache information
+n = 10
+cache = [None] * (n + 1)
 
 # Implement fibonacci_dynamic
-    def fibonacci_dynamic(n):
-        # Base Case
-        if n == 0 or n == 1:
-            return n
+def fibonacci_dynamic(n):
+    # Base Case
+    if n == 0 or n == 1:
+        return n
 
-        # Check cache if already val of n present if yes pick from there this will save time
-        if cache[n] != None:
-            return cache[n]
-
-        # Recursive call to and keep setting cache
-        cache[n] = fibonacci_dynamic(n - 1) + fibonacci_dynamic(n - 2)
+    # Check cache if already val of n present if yes pick from there this will save time
+    if cache[n] != None:
         return cache[n]
+
+    # Recursive call to and keep setting cache
+    cache[n] = fibonacci_dynamic(n - 1) + fibonacci_dynamic(n - 2)
+    return cache[n]
+
 # Test
-    # We'll try to find the 9th no in the fibnacci sequence which is 34
-    print (fibonacci_dynamic(9))
-    # 0, 1, 1, 2, 3, 5, 8, 13, 21, 34
-    # The recursive-memoization solution is exponential time Big-O , with O(n)
\ No newline at end of file
+# We'll try to find the 9th no in the fibnacci sequence which is 34
+print(fibonacci_dynamic(9))
+# 0, 1, 1, 2, 3, 5, 8, 13, 21, 34
+# The recursive-memoization solution is exponential time Big-O , with O(n)
diff --git a/Recursion/README.md b/Recursion/README.md
new file mode 100644
index 0000000..29b67c1
--- /dev/null
+++ b/Recursion/README.md
@@ -0,0 +1,21 @@
+# Recursion
+
+This directory contains problems and solutions using recursive algorithms.
+
+## Contents
+
+### Basic Recursion Problems
+- [RecursionCumulativeSum.py](RecursionCumulativeSum.py)
+- [RecursionSumOfDigits.py](RecursionSumOfDigits.py)
+- [RecursionReverseStr.py](RecursionReverseStr.py)
+- [RecursionStrPermutation.py](RecursionStrPermutation.py)
+- [RecursionWordSplit.py](RecursionWordSplit.py)
+
+### Fibonacci Sequence
+- [FibonacciSeqIterative.py](FibonacciSeqIterative.py)
+- [FibonacciSeqRecursion.py](FibonacciSeqRecursion.py)
+- [FibonacciSeqDynamic.py](FibonacciSeqDynamic.py)
+
+### Coin Change Problem
+- [CoinChangeProblemRecursion.py](CoinChangeProblemRecursion.py)
+- [CoinChangeProblemDynamic.py](CoinChangeProblemDynamic.py)
diff --git a/Recursion/RecursionReverseStr.py b/Recursion/RecursionReverseStr.py
index 25bf1a3..5cd6ef6 100644
--- a/Recursion/RecursionReverseStr.py
+++ b/Recursion/RecursionReverseStr.py
@@ -12,8 +12,8 @@ def reverse_str(str):
         return str
     else:
         # Implement recursive reverse
-        # Take first index of the string and then add rest starts from index 1 and do a recursive call
-        return reverse_str(str[1:] + str[0])        
+        # Reverse the remainder of the string and then add the first character to the end
+        return reverse_str(str[1:]) + str[0]
         
 # Test
 print(reverse_str('hello world'))
diff --git a/Recursion/RecursionStrPermutation.py b/Recursion/RecursionStrPermutation.py
index 5625efb..245574c 100644
--- a/Recursion/RecursionStrPermutation.py
+++ b/Recursion/RecursionStrPermutation.py
@@ -35,8 +35,8 @@ def permute(str):
             # so grab everything till that index and then index + 1 till the end
             for perm in permute(str[:i] + str[i + 1:]):
                 # Add it to output ( letter and its permutation)
-                print 'Current letter is: ',cur_letter
-                print 'Perm is: ',perm
+                # print('Current letter is: ', cur_letter)
+                # print('Perm is: ', perm)
                 out += [cur_letter + perm]
 
     return out
diff --git a/Recursion/RecursionSumOfDigits.py b/Recursion/RecursionSumOfDigits.py
index 210295c..387846c 100644
--- a/Recursion/RecursionSumOfDigits.py
+++ b/Recursion/RecursionSumOfDigits.py
@@ -4,20 +4,18 @@
 # Given an integer, create a function which returns the sum of all the individual 
 # digits in that integer. For example: if n = 4321, return 4+3+2+1
 
-# Implement recusion sum routine
+# Implement recursion sum routine
 def recursion_sum_digits(n):
-    # Checking edge case is really important
-    str_n = str(n)
-    print (str_n)
-    if len(str_n) == 0:
+    # Base case: if n is less than 10, it's a single digit
+    if n < 10:
         return n
-    #print (n)
-    # Recursion, use modulo operator to get RMD and then use divide to pass
-    # to recursive routine next interation repeat same procedure
-    # with small number and add
+    # Recursion: use modulo operator to get last digit and then use floor divide
+    # to pass the rest to recursive routine
     else:
-        return n%10 + recursion_sum_digits(n/10)         
+        return n % 10 + recursion_sum_digits(n // 10)
     
 # Test
-print (recursion_sum_digits(12))
-# Result = 9+8+5+4 = 25
\ No newline at end of file
+print(recursion_sum_digits(4321))
+# Result = 4+3+2+1 = 10
+print(recursion_sum_digits(12))
+# Result = 1+2 = 3
diff --git a/Sorting/README.md b/Sorting/README.md
new file mode 100644
index 0000000..9336368
--- /dev/null
+++ b/Sorting/README.md
@@ -0,0 +1,29 @@
+# Sorting Algorithms
+
+This directory contains implementations of common sorting algorithms.
+
+## Contents
+
+### Bubble Sort
+- [BubbleSortImple.py](BubbleSortImple.py)
+- Complexity: O(n²) worst/average, O(n) best.
+
+### Selection Sort
+- [SelectionSortImple.py](SelectionSortImple.py)
+- Complexity: O(n²) for all cases.
+
+### Insertion Sort
+- [InsertionSortImple.py](InsertionSortImple.py)
+- Complexity: O(n²) worst/average, O(n) best.
+
+### Merge Sort
+- [MergeSortImple.py](MergeSortImple.py)
+- Complexity: O(n log n).
+
+### Quick Sort
+- [QuickSortImple.py](QuickSortImple.py)
+- Complexity: O(n²) worst, O(n log n) average.
+
+### Shell Sort
+- [ShellSortImple.py](ShellSortImple.py)
+- Complexity: O(n) to O(n²).
diff --git a/Stacks/README.md b/Stacks/README.md
new file mode 100644
index 0000000..6bbaefa
--- /dev/null
+++ b/Stacks/README.md
@@ -0,0 +1,13 @@
+# Stacks
+
+This directory contains implementations and problems related to stack data structures.
+
+## Contents
+
+### Stack Implementation
+Basic stack operations (LIFO): `push`, `pop`, `peek`, `isEmpty`, `size`.
+- [StackImple.py](StackImple.py)
+
+### Balanced Parentheses Check
+Check if a string of opening and closing parentheses is balanced.
+- [BalanceParenthlessCheckImple.py](BalanceParenthlessCheckImple.py)
diff --git a/Trees/README.md b/Trees/README.md
new file mode 100644
index 0000000..eada76a
--- /dev/null
+++ b/Trees/README.md
@@ -0,0 +1,25 @@
+# Trees
+
+This directory contains implementations and problems related to tree and heap data structures.
+
+## Contents
+
+### Binary Search Tree
+- [BinarySearchTreesImple.py](BinarySearchTreesImple.py)
+- [BinarySearchTreeCheckImpleSol1.py](BinarySearchTreeCheckImpleSol1.py) (Check if tree is valid BST)
+- [BinarySearchTreeCheckImpleSol2.py](BinarySearchTreeCheckImpleSol2.py) (Check if tree is valid BST)
+- [TrimBinarySearchTreeImple.py](TrimBinarySearchTreeImple.py)
+
+### Binary Heap
+- [BinaryHeapImple.py](BinaryHeapImple.py)
+
+### Binary Search
+- [BinarySearchImple.py](BinarySearchImple.py)
+- [BinarySearchRecursiveImple.py](BinarySearchRecursiveImple.py)
+
+### Tree Representation
+- [TreeRepresentationWithNodesReferences.py](TreeRepresentationWithNodesReferences.py)
+- [buildTreeTest.py](buildTreeTest.py)
+
+### Tree Level Order Print
+- [TreeLevelOrderPrintImple.py](TreeLevelOrderPrintImple.py)
diff --git a/deque/README.md b/deque/README.md
new file mode 100644
index 0000000..628680f
--- /dev/null
+++ b/deque/README.md
@@ -0,0 +1,9 @@
+# Deque
+
+This directory contains double-ended queue (deque) implementations.
+
+## Contents
+
+### Deque Implementation
+Double-ended queue operations: `addFront`, `addRear`, `removeFront`, `removeRear`, `isEmpty`, `size`.
+- [DequeImple.py](DequeImple.py)