Hello everyone 👋,
Sharing my recent project where I explored e-commerce churn data. I used Python (pandas) for EDA and then built an interactive Power BI dashboard.
Dataset: Kaggle
Tools: Python, Power BI
#DataAnalytics#PowerBI#Python#EDA#ChurnAnalysis
160GFG Challenge Completed✅
What started as a challenge became a habit—160 days of problem-solving, debugging, and leveling up my DSA skills!
Thank you @geeksforgeeks .
#160gfgchallenge#womenintech
Day 160✅Of 160gfg Challenge
Problem-Unique Number II
Approach-Similar to the Unique Number I problem,in todays problem just store the answer in array, sort the answer array and return it.
#160gfgchallenge@geeksforgeeks#womenintech
Day 159✅Of 160gfg Challenge
Problem-Unique Number I
Approach-Create a HashMap and track the occurence of each element . The element in map whose value ==1 return that element.
#160gfgchallenge@geeksforgeeks#womenintech
Day 158✅Of 160gfg Challenge
Problem-Missing in Array
Approach-Sort the Array, traverse the array and check if arr[i]!=i+1 return i+1, else if(i==n-1) return arr[i]+1.
#160gfgchallenge@geeksforgeeks#womenintech
Day 157✅Of 160gfg Challenge
Problem-Find Only Repetitive Elements
Approach-Use the hashmap to store the Occurences of the element . Then traverse through the map if the occurence of element is greater than 1 return that element
#160gfgchallenge@geeksforgeeks#womenintech
Day 156✅Of 160gfg Challenge
Problem-Maximum Xor Of two numbers
Approach-Finds the maximum XOR of two numbers using bitwise operations and a hash set for prefix storage. It iterates over bits, tracks XOR values, and updates the result
#160gfgchallenge@geeksforgeeks#womenintech
Day 155✅Of 160gfg Challenge
Problem-Implement Trie
Approach-Insert: Store words using character nodes.
Search: Check word existence via traversal.
Prefix Check: Verify if input exists as a prefix.
#160gfgchallenge@geeksforgeeks#womenintech
Day 154✅Of 160gfg Challenge
Problem-Minimum Weight Graph
Approach-Build adjacency list
🔹 Run Dijkstra’s algorithm
🔹 Check alternative paths
🔹 Return the smallest cycle found
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Day 153✅Of 160gfg Challenge
Problem-Floyd Warshall
Approach-Finds shortest paths between all pairs using dynamic programming!
🔹 Iterates over each vertex as an intermediate
🔹 Updates distances efficiently
🔹 O(V³) time complexity
#160gfgchallenge@geeksforgeeks#womenintech
Day 152✅Of 160gfg Challenge
Problem-Bellman-Ford
Approach-Relax edges V times, updating shortest paths. Detect negative cycles in the last iteration. Ideal for graphs with negative weights!
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Day 151✅Of 160gfg Challenge
Problem-Alien Dictionary
Approach-Construct a graph from words, then apply Kahn’s algorithm (BFS) to determine letter order.
#160gfgchallenge@geeksforgeeks#womenintech
Day 150✅Of 160gfg Challenge
Problem-Clone Undirected Graph
Approach-Use recursion to copy nodes while tracking originals in a HashMap for efficiency. No cycles, just clean cloning!
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Day 149✅Of 160gfg Challenge
Problem-Flood fill Algorithm
Approach-Replace pixels sharing oldColor with newColor, spreading in four directions.
#160gfgchallenge@geeksforgeeks#womenintech
Day 147✅Of 160gfg Challenge
Problem-Minimum Cost to Connect all house
Approach-Build graph using Manhattan distance
🔹 Sort edges & apply Kruskal’s MST
🔹 Use DSU for cycle detection
🔹 Pick lowest-cost edges till all houses connect
#160gfgchallenge@geeksforgeeks#womenintech
Day 146✅Of 160gfg Challenge
Problem-Articulation Point
Approach-Convert edge list to adjacency list
Run DFS to track discovery time & low values
If root has >1 children, it's an AP
If low[v] >= disc[u] & u isn’t root,it's an AP
#160gfgchallenge@geeksforgeeks#womenintech
Day 145✅Of 160gfg Challenge
Problem-Bridge Edge in a Graph
Approach-Checks if an edge ((c, d)) is a bridge by:Removing ((c, d)) from the graph.Running DFS from c to see if d is still reachable.If d is not visited, ((c, d)) is a bridge.#160gfgchallenge@geeksforgeeks#womenintech
Day 144✅Of 160gfg Challenge
Problem-Directed Graph Cycle
Approach- Build adjacency list & in-degree array Process nodes with zero in-degree
Reduce degrees & track visited nodes
If all nodes aren’t visited, Cycle detected!
#160gfgchallenge@geeksforgeeks#womenintech
Day 143✅Of 160gfg Challenge
Problem-Topological Sort
Approach- Construct adjacency lists from edges.
Use DFS to traverse unvisited nodes & push them onto a stack. Pop stack to get sorted order.
#160gfgchallenge@geeksforgeeks#womenintech
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