diff --git a/projects/ancestor/ancestor.py b/projects/ancestor/ancestor.py
index 3bd003098..34272a579 100644
--- a/projects/ancestor/ancestor.py
+++ b/projects/ancestor/ancestor.py
@@ -1,3 +1,47 @@
+class Stack():
+    def __init__( self ):
+        self.stack = []
 
-def earliest_ancestor(ancestors, starting_node):
-    pass
\ No newline at end of file
+    def push( self, value ):
+        self.stack.append( value )
+
+    def pop( self ):
+        if self.size() > 0:
+            return self.stack.pop()
+        else:
+            return None
+
+    def size( self ):
+        return len( self.stack )
+
+def dfs( starting_vertex, graph ):
+        stack   = Stack()
+        visited = []
+
+        stack.push( [ starting_vertex ] )
+
+        while stack.size():
+            path = stack.pop()
+            node = path[ -1 ]
+
+            if node not in visited:
+                visited.append( node )
+
+            for parent in graph.get( node, [] ):
+                stack.push( path + [ parent ] )
+        
+        return visited[ -1 ]
+
+def earliest_ancestor( ancestors, starting_node ):
+    graph = {}
+
+    for parent, child in ancestors:
+        if child not in graph:
+            graph[ child ] = [ parent ]
+        else:
+            graph[ child ].append( parent )
+    
+    if starting_node not in graph:
+        return -1
+
+    return dfs( starting_node, graph )\
diff --git a/projects/graph/graph.py b/projects/graph/graph.py
index 59fecae4b..719d858c4 100644
--- a/projects/graph/graph.py
+++ b/projects/graph/graph.py
@@ -13,42 +13,84 @@ def add_vertex(self, vertex_id):
         """
         Add a vertex to the graph.
         """
-        pass  # TODO
+        self.vertices[ vertex_id ] = set()
 
     def add_edge(self, v1, v2):
         """
         Add a directed edge to the graph.
         """
-        pass  # TODO
+        if v1 in self.vertices and v2 in self.vertices:
+            self.vertices[ v1 ].add( v2 )
+        else:
+            raise LookupError( "Problem adding edge: Vertex not found" )
 
     def get_neighbors(self, vertex_id):
         """
         Get all neighbors (edges) of a vertex.
         """
-        pass  # TODO
+        return self.vertices[ vertex_id ]
 
     def bft(self, starting_vertex):
         """
         Print each vertex in breadth-first order
         beginning from starting_vertex.
         """
-        pass  # TODO
+        que     = Queue()
+        visited = set()
+
+        que.enqueue( starting_vertex )
+
+        while que.size():
+            vert = que.dequeue()
+
+            if vert not in visited:
+                visited.add( vert )
+                
+                neighbors = self.get_neighbors( vert )
+                for neighbor in neighbors:
+                    que.enqueue( neighbor )
+                
+                print( vert )
+            
 
     def dft(self, starting_vertex):
         """
         Print each vertex in depth-first order
         beginning from starting_vertex.
         """
-        pass  # TODO
+        stack   = Stack()
+        visited = set()
+
+        stack.push( starting_vertex )
+
+        while stack.size():
+            vert = stack.pop()
+
+            if vert not in visited:
+                visited.add( vert )
 
-    def dft_recursive(self, starting_vertex):
+                neighbors = self.get_neighbors( vert )
+                for neighbor in neighbors:
+                    stack.push( neighbor )
+                
+                print( vert )
+
+    def dft_recursive( self, starting_vertex, visited=set() ):
         """
         Print each vertex in depth-first order
         beginning from starting_vertex.
 
         This should be done using recursion.
         """
-        pass  # TODO
+        print( starting_vertex )
+        
+        visited.add( starting_vertex )
+
+        for neighbor in self.get_neighbors( starting_vertex ):
+            if neighbor not in visited:
+                visited.add( neighbor )
+
+                self.dft_recursive( neighbor, visited )
 
     def bfs(self, starting_vertex, destination_vertex):
         """
@@ -56,7 +98,25 @@ def bfs(self, starting_vertex, destination_vertex):
         starting_vertex to destination_vertex in
         breath-first order.
         """
-        pass  # TODO
+        que     = Queue()
+        visited = set()
+
+        que.enqueue( [ starting_vertex ] )
+
+        while que.size():
+            path = que.dequeue()
+            node = path[ -1 ]
+
+            if node not in visited:
+                visited.add( node )
+
+                if node == destination_vertex:
+                    return path
+                
+                for neighbor in self.get_neighbors( node ):
+                    que.enqueue( path + [ neighbor ] )
+
+        return None
 
     def dfs(self, starting_vertex, destination_vertex):
         """
@@ -64,9 +124,27 @@ def dfs(self, starting_vertex, destination_vertex):
         starting_vertex to destination_vertex in
         depth-first order.
         """
-        pass  # TODO
+        stack   = Stack()
+        visited = set()
+
+        stack.push( [ starting_vertex ] )
+
+        while stack.size():
+            path = stack.pop()
+            node = path[ -1 ]
+
+            if node not in visited:
+                visited.add( node )
 
-    def dfs_recursive(self, starting_vertex, destination_vertex):
+                if node == destination_vertex:
+                    return path
+                
+                for neighbor in self.get_neighbors( node ):
+                    stack.push( path + [ neighbor ] )
+        
+        return None
+
+    def dfs_recursive( self, starting_vertex, destination_vertex, visited=set(), path=[] ):
         """
         Return a list containing a path from
         starting_vertex to destination_vertex in
@@ -74,7 +152,28 @@ def dfs_recursive(self, starting_vertex, destination_vertex):
 
         This should be done using recursion.
         """
-        pass  # TODO
+        if path == []:
+            path = [ starting_vertex ]
+
+        if starting_vertex not in visited:
+            visited.add( starting_vertex )
+
+            if starting_vertex == destination_vertex:
+                return path
+
+            for neighbor in self.get_neighbors( starting_vertex ):
+                res = self.dfs_recursive(
+                    neighbor,
+                    destination_vertex,
+                    visited,
+                    path + [ neighbor ]
+                )
+
+                if res:
+                    return res
+        
+        return None
+        
 
 if __name__ == '__main__':
     graph = Graph()  # Instantiate your graph
diff --git a/projects/social/social.py b/projects/social/social.py
index 8609d8800..13fdfc100 100644
--- a/projects/social/social.py
+++ b/projects/social/social.py
@@ -1,3 +1,23 @@
+from random import shuffle
+
+
+class Queue():
+    def __init__( self ):
+        self.que = []
+
+    def enqueue( self, value ):
+        self.que.append( value )
+
+    def dequeue( self ):
+        if self.size() > 0:
+            return self.que.pop( 0 )
+        else:
+            return None
+
+    def size( self ):
+        return len( self.que )
+
+
 class User:
     def __init__(self, name):
         self.name = name
@@ -45,8 +65,22 @@ def populate_graph(self, num_users, avg_friendships):
         # !!!! IMPLEMENT ME
 
         # Add users
+        for u in range( num_users ):
+            self.add_user( u )
 
         # Create friendships
+        friends = []
+        
+        for uid in self.users:
+            for fid in range( uid + 1, self.last_id + 1 ):
+                friends.append( ( uid, fid ) )
+
+        shuffle( friends )
+
+        rng = num_users * avg_friendships // 2
+        for i in range( rng ):
+            uid, fid = friends[ i ]
+            self.add_friendship( uid, fid )
 
     def get_all_social_paths(self, user_id):
         """
@@ -59,6 +93,22 @@ def get_all_social_paths(self, user_id):
         """
         visited = {}  # Note that this is a dictionary, not a set
         # !!!! IMPLEMENT ME
+        que = Queue()
+
+        que.enqueue( [ user_id ] )
+
+        while que.size():
+            path = que.dequeue()
+            node = path[ -1 ]
+
+            if node not in visited:
+                visited[ node ] = path
+
+                friends = self.friendships[ node ]
+
+                for friend in friends:
+                    que.enqueue( path + [ friend ] )
+
         return visited