diff --git a/Python/8 queen problem by genetic algorithm.py b/Python/8 queen problem by genetic algorithm.py
new file mode 100644
index 0000000..605ce04
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+++ b/Python/8 queen problem by genetic algorithm.py	
@@ -0,0 +1,162 @@
+import random
+list1=[4,3,1,4]
+list2=[3,2,1,2]
+list3=[1,2,3,4]
+list4=[2,2,1,2]
+board1=[[0,0,0,0],[0,0,0,0],[0,0,0,0],[0,0,0,0]] 
+board2=[[0,0,0,0],[0,0,0,0],[0,0,0,0],[0,0,0,0]] 
+board3=[[0,0,0,0],[0,0,0,0],[0,0,0,0],[0,0,0,0]] 
+board4=[[0,0,0,0],[0,0,0,0],[0,0,0,0],[0,0,0,0]] 
+indexes=[]
+sort=[]
+pairs=[]
+qno=0
+def Board(board):
+    
+    print("8 queen problem")
+    for i in range(len(board)):
+        for j in range(len(board)):
+            print(board[i][j],end=" ")
+        print("\n")
+def fitness(board,list1):
+    for i in range(0,4):
+        x=list1[i]
+        board[x-1][i]=i+1
+    for i in range(len(board)):
+        for j in range(len(board)):
+            print(board[i][j],end=" ")
+        print("\n")
+    for i in range(0,4):
+        indexes.append((list1[i]-1,i))
+        print(indexes[i])
+def IsAttack(indexes,qno, board):
+    attack=0
+    count=0
+    n=0
+    m=0
+    i,j=indexes[qno]
+    n=i
+    m=0
+    while m<4:
+        if (n,m) in indexes and sorted((qno,board[n][m])) not in pairs:
+            count=count+1
+            pairs.append(sorted((qno,board[n][m])))
+        m=m+1
+
+    n=i+1
+    m=j+1
+    while n<4 and m<4:  #lower right
+        if (n,m) in indexes and sorted((qno,board[n][m])) not in pairs:
+            count=count+1
+            pairs.append(sorted((qno,board[n][m])))
+        n+=1
+        m+=1
+    n=i-1
+    m=j+1
+    while m<4 and n>=0: #upper right
+        if (n,m) in indexes and sorted((qno,board[n][m])) not in pairs:
+            count=count+1
+            pairs.append(sorted((qno,board[n][m])))
+        n-=1
+        m+=1
+    if count!=0:
+        count=count-1
+    print("count= ",count)
+    attack=count
+    return attack
+def crossover(list1, list2):
+
+    newl1=list1[:]
+    list1[2]=list2[2]
+    list1[3]=list2[3]
+    list2[2]=newl1[2]
+    list2[3]=newl1[3]
+    print("list1= ",list1)
+    print("list2= ",list2)
+
+
+
+    
+def mutate(list1):
+    n=len(list1)
+    c=random.randint(0,n-1)
+    m=random.randint(0, n-1)
+    list1[c]=m
+    print("After mutation list is: ", list1)
+    
+
+    
+    
+   
+            
+Board(board1)
+while 1:
+    fitness(board1,list1)
+    a=IsAttack(indexes,0,board1)
+    b=IsAttack(indexes,1,board1)
+    c=IsAttack(indexes,2,board1)
+    d=IsAttack(indexes,3,board1)
+    no_attack=6-(a+b+c+d)
+    if no_attack==6:
+        break
+    print("non_attack= ",no_attack)
+    print("\n")
+    no_attack=0
+    indexes=[]
+    pairs=[]
+    fitness(board2,list2)
+    a=IsAttack(indexes,0,board2)
+    b=IsAttack(indexes,1,board2)
+    c=IsAttack(indexes,2,board2)
+    d=IsAttack(indexes,3,board3)
+    no_attack=6-(a+b+c+d)
+    if no_attack==6:
+        break
+    print("non_attack= ",no_attack)
+    print("\n")
+    no_attack=0
+    indexes=[]
+    pairs=[]
+    fitness(board3,list3)
+    a=IsAttack(indexes,0,board3)
+    b=IsAttack(indexes,1,board3)
+    c=IsAttack(indexes,2,board3)
+    d=IsAttack(indexes,3,board3)
+    no_attack=6-(a+b+c+d)
+    if no_attack==6:
+        break
+    print("non_attack= ",no_attack)
+    print("\n")
+    no_attack=0
+    indexes=[]
+    pairs=[]
+    fitness(board4,list4)
+    a=IsAttack(indexes,0,board4)
+    b=IsAttack(indexes,1,board4)
+    c=IsAttack(indexes,2,board4)
+    d=IsAttack(indexes,3,board4)
+    no_attack=6-(a+b+c+d)
+    if no_attack==6:
+        break
+    print("non_attack= ",no_attack)
+    print("\n")
+    no_attack=0
+    crossover(list1, list2)
+    crossover(list3, list4)
+    mutate(list1)
+    mutate(list2)
+    mutate(list3)
+    mutate(list4)
+    # while no_attack==6:
+    
+    # counts=0
+    # fitness(board1,list1)
+    # # for i in range(0,4):
+    # #     a=IsAttack(indexes,i,board1)
+    # #     counts=counts+a
+    # crossover(list1,list2)
+    # crossover(list3,list4)
+    # mutate(list1)
+    # mutate(list2)
+    # mutate(list3)
+    # mutate(list4)
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