冒泡排序\選擇排序\插入排序的2種實現與性能粗略比較:
上代碼
# -*- coding:utf-8 -*-
import random
import time
import copy
def bubble_sort(lst):
start_time = time.time()
swap_count = 0
count = 0
for i in range(len(lst)):
for j in range(len(lst)-i-1):
count += 1
if lst[j] > lst[j+1]:
lst[j], lst[j+1] = lst[j+1], lst[j]
swap_count += 1
else:
continue
print("bubble_sort Swap_count is %s,Iter count is %s" % (swap_count, count))
stop_time = time.time()
spent_time = stop_time-start_time
print("bubble_sort Spent_time is %s" % spent_time)
return lst
def select_sort(lst):
start_time = time.time()
swap_count = 0
count = 0
for i in range(len(lst)):
max_index = 0
tmp = lst[max_index]
for j in range(len(lst)-i):
count += 1
if lst[j] > tmp:
max_index = j
tmp = lst[j]
else:
continue
lst[max_index], lst[len(lst)-i-1] = lst[len(lst)-i-1], lst[max_index]
# print lst
swap_count += 1
print("select_sort Swap_count is %s,Iter count is %s" % (swap_count, count))
stop_time = time.time()
spent_time = stop_time-start_time
print("select_sort Spent_time is %s" % spent_time)
return lst
def insert_sort(lst):
start_time = time.time()
swap_count = 0
count = 0
for i in range(1, len(lst), 1):
j = i-1
# 每次和左側元素比較,判斷是否需要將基準元素左移,每次只交換一個位置,知道不需要交換
while lst[j+1] < lst[j] and j >= 0:
lst[j], lst[j+1] = lst[j+1], lst[j]
j -= 1
count += 1
swap_count += 1
# print lst
count += 1
print("insert_sort Swap_count is %s,Iter count is %s" % (swap_count, count))
stop_time = time.time()
spent_time = stop_time-start_time
print("insert_sort Spent_time is %s" % spent_time)
return lst
def insert_sort2(lst):
start_time = time.time()
swap_count = 0
count = 0
insert_count = 0
for i in range(1, len(lst), 1):
should_move = False
insert_index = -1
count += 1
# 先迭代比較基準元素和左側子序列,判斷是否需要移動該基準元素以及準確的插入位置
for j in range(0, i, 1):
count += 1
if lst[j] >= lst[i]:
insert_index = j
should_move = True
break
else:
continue
if should_move and insert_index > -1:
tmp = lst[i]
# 將需要插入位置右側直到基本元素當前位置的所有元素右移一位
for x in range(i, insert_index, -1):
lst[x] = lst[x-1]
swap_count += 1
# 插入基準元素
lst[insert_index] = tmp
insert_count += 1
# print lst
print("insert_sort2 Insert_count is %s, swap_count is %s,Iter count is %s" % (insert_count, swap_count, count))
stop_time = time.time()
spent_time = stop_time-start_time
print("insert_sort2 Spent_time is %s" % spent_time)
return lst
def test_lst(lst=None):
a = lst if lst else [1,2,2,5,5,5,3,3,3,4,7,7,6,9,9,0,3,4,6,7]
print("Original list is %s" % a)
print("-"*60)
bb = bubble_sort(copy.deepcopy(a))
print bb
print("-"*60)
bs = select_sort(copy.deepcopy(a))
print bs
print("-"*60)
bi = insert_sort(copy.deepcopy(a))
print bi
print("-"*60)
bi2 = insert_sort2(copy.deepcopy(a))
print bi2
def test_random_lst(length=10000):
long_lst = list([])
for i in range(0, length, 1):
long_lst.append(int(random.random()*100))
print("-"*60)
print("Original list is %s" % long_lst)
print("-"*60)
bb = bubble_sort(copy.deepcopy(long_lst))
print bb == sorted(long_lst)
print("-"*60)
bs = select_sort(copy.deepcopy(long_lst))
print bs == sorted(long_lst)
print("-"*60)
bi = insert_sort(copy.deepcopy(long_lst))
print bi == sorted(long_lst)
print("-"*60)
bi2 = insert_sort2(copy.deepcopy(long_lst))
print bi2 == sorted(long_lst)
if __name__ == "__main__":
test_lst()
test_random_lst(100)
test_random_lst(1000)
test_random_lst(10000)
執行測試
C:\Python27\python.exe D:/代碼/python-DP/SortSample.py
Original list is [1, 2, 2, 5, 5, 5, 3, 3, 3, 4, 7, 7, 6, 9, 9, 0, 3, 4, 6, 7]
------------------------------------------------------------
bubble_sort Swap_count is 52,Iter count is 190
bubble_sort Spent_time is 0.0
[0, 1, 2, 2, 3, 3, 3, 3, 4, 4, 5, 5, 5, 6, 6, 7, 7, 7, 9, 9]
------------------------------------------------------------
select_sort Swap_count is 20,Iter count is 210
select_sort Spent_time is 0.0019998550415
[0, 1, 2, 2, 3, 3, 3, 3, 4, 4, 5, 5, 5, 6, 6, 7, 7, 7, 9, 9]
------------------------------------------------------------
insert_sort Swap_count is 52,Iter count is 71
insert_sort Spent_time is 0.0
[0, 1, 2, 2, 3, 3, 3, 3, 4, 4, 5, 5, 5, 6, 6, 7, 7, 7, 9, 9]
------------------------------------------------------------
insert_sort2 Insert_count is 15, swap_count is 68,Iter count is 156
insert_sort2 Spent_time is 0.0
[0, 1, 2, 2, 3, 3, 3, 3, 4, 4, 5, 5, 5, 6, 6, 7, 7, 7, 9, 9]
------------------------------------------------------------
Original list is [2, 46, 84, 68, 19, 23, 91, 73, 7, 91, 73, 18, 58, 47, 75, 94, 19, 33, 59, 2, 2, 46, 33, 18, 35, 51, 83, 82, 92, 56, 64, 91, 53, 38, 95, 65, 32, 33, 96, 18, 12, 97, 43, 86, 91, 87, 15, 1, 4, 7, 91, 66, 70, 6, 35, 82, 55, 24, 97, 50, 6, 33, 45, 30, 30, 28, 32, 16, 28, 11, 7, 74, 43, 75, 95, 29, 56, 5, 91, 6, 66, 8, 80, 40, 45, 97, 17, 10, 76, 66, 68, 78, 28, 16, 57, 41, 27, 76, 55, 40]
------------------------------------------------------------
bubble_sort Swap_count is 2542,Iter count is 4950
bubble_sort Spent_time is 0.00200009346008
True
------------------------------------------------------------
select_sort Swap_count is 100,Iter count is 5050
select_sort Spent_time is 0.000999927520752
True
------------------------------------------------------------
insert_sort Swap_count is 2542,Iter count is 2641
insert_sort Spent_time is 0.00100016593933
True
------------------------------------------------------------
insert_sort2 Insert_count is 92, swap_count is 2601,Iter count is 2540
insert_sort2 Spent_time is 0.000999927520752
True
------------------------------------------------------------
Original list is [79, 32, 1, 27, 70, 37, 65, 12, 95, 45, 60, 53, 40, 60, 32, 73, 44, 34, 37, 10, 2, 24, 51, 82, 82, 27, 15, 48, 1, 82, 23, 73, 61, 84, 22, 85, 73, 69, 10, 27, 30, 5, 69, 49, 18, 19, 90, 83, 17, 43, 65, 36, 57, 75, 17, 40, 62, 38, 62, 47, 58, 36, 9, 12, 88, 50, 91, 65, 90, 25, 8, 49, 60, 16, 57, 27, 14, 1, 60, 76, 30, 70, 61, 68, 30, 62, 69, 75, 84, 76, 9, 75, 52, 19, 14, 30, 65, 86, 44, 6, 76, 3, 84, 90, 65, 58, 29, 74, 97, 65, 62, 13, 35, 52, 20, 72, 83, 48, 57, 94, 50, 19, 37, 37, 9, 11, 2, 14, 37, 8, 49, 5, 61, 15, 54, 33, 2, 77, 22, 90, 1, 74, 90, 85, 72, 18, 85, 9, 21, 96, 92, 83, 49, 77, 92, 45, 61, 91, 96, 47, 62, 65, 56, 31, 66, 27, 63, 86, 55, 47, 45, 48, 46, 85, 36, 87, 82, 69, 26, 3, 72, 36, 24, 51, 22, 88, 57, 73, 95, 63, 56, 29, 67, 57, 56, 23, 63, 26, 62, 36, 18, 71, 49, 58, 81, 85, 68, 50, 14, 92, 46, 20, 66, 30, 46, 2, 14, 62, 35, 67, 58, 50, 56, 67, 67, 6, 56, 46, 40, 45, 97, 80, 8, 37, 86, 88, 86, 15, 99, 53, 5, 74, 3, 67, 83, 58, 87, 19, 53, 50, 79, 55, 50, 69, 6, 40, 54, 87, 69, 78, 89, 52, 74, 5, 74, 34, 70, 65, 26, 14, 41, 29, 39, 36, 4, 13, 40, 21, 46, 31, 35, 22, 13, 89, 89, 89, 19, 39, 21, 37, 16, 62, 93, 63, 49, 16, 25, 19, 63, 46, 76, 59, 89, 19, 65, 41, 92, 83, 80, 23, 74, 55, 69, 39, 88, 83, 98, 83, 58, 28, 45, 20, 55, 87, 34, 28, 84, 46, 53, 25, 67, 56, 42, 5, 23, 56, 65, 38, 46, 70, 75, 86, 13, 31, 5, 52, 95, 95, 47, 66, 74, 63, 79, 29, 80, 33, 60, 82, 96, 85, 58, 26, 67, 19, 20, 96, 32, 49, 46, 67, 84, 1, 7, 29, 46, 55, 66, 43, 29, 13, 89, 30, 68, 63, 87, 48, 57, 85, 9, 81, 68, 95, 71, 53, 3, 51, 56, 29, 78, 75, 52, 13, 64, 60, 78, 1, 88, 42, 61, 94, 95, 69, 97, 47, 18, 85, 67, 91, 18, 74, 91, 48, 70, 48, 0, 4, 50, 7, 59, 67, 72, 3, 41, 48, 98, 51, 58, 26, 20, 48, 96, 11, 49, 68, 85, 90, 92, 21, 50, 13, 79, 46, 67, 56, 94, 17, 30, 60, 37, 72, 89, 70, 47, 21, 1, 99, 65, 91, 22, 72, 92, 51, 63, 92, 44, 16, 50, 53, 84, 37, 85, 9, 18, 80, 37, 2, 81, 83, 74, 4, 68, 9, 64, 11, 30, 74, 54, 19, 3, 97, 19, 33, 21, 73, 26, 12, 39, 91, 62, 66, 78, 41, 70, 40, 5, 60, 41, 57, 43, 42, 38, 45, 80, 36, 23, 77, 14, 8, 43, 87, 97, 21, 76, 97, 56, 41, 38, 56, 9, 23, 61, 46, 24, 39, 64, 90, 62, 15, 42, 84, 53, 6, 67, 16, 82, 14, 38, 93, 70, 60, 86, 90, 69, 92, 61, 15, 24, 66, 98, 20, 84, 28, 61, 3, 37, 93, 97, 84, 54, 95, 11, 81, 56, 67, 50, 16, 99, 3, 45, 92, 47, 85, 19, 79, 37, 83, 44, 94, 23, 93, 81, 41, 95, 35, 63, 90, 94, 32, 7, 87, 81, 75, 15, 38, 36, 73, 12, 48, 6, 95, 6, 90, 24, 66, 73, 15, 3, 48, 10, 62, 92, 14, 62, 19, 71, 6, 43, 82, 97, 17, 49, 8, 60, 89, 93, 78, 56, 34, 54, 47, 32, 73, 96, 73, 83, 1, 34, 1, 70, 95, 53, 20, 71, 64, 55, 86, 34, 66, 37, 91, 34, 85, 96, 54, 75, 18, 92, 45, 76, 21, 84, 67, 4, 90, 86, 26, 66, 3, 99, 8, 72, 8, 69, 63, 59, 16, 15, 80, 60, 54, 68, 63, 48, 23, 94, 24, 15, 35, 40, 2, 93, 74, 26, 80, 87, 25, 34, 38, 66, 39, 16, 96, 54, 56, 61, 51, 18, 12, 86, 11, 68, 86, 84, 89, 7, 66, 23, 89, 87, 1, 88, 86, 56, 49, 53, 60, 82, 33, 27, 52, 71, 56, 48, 29, 7, 84, 22, 77, 99, 47, 28, 81, 45, 23, 74, 59, 84, 35, 49, 31, 55, 99, 31, 97, 11, 83, 68, 27, 69, 81, 17, 18, 59, 28, 34, 92, 70, 40, 18, 61, 33, 25, 95, 23, 47, 9, 1, 24, 1, 97, 70, 14, 92, 86, 53, 98, 88, 31, 58, 18, 37, 50, 28, 1, 68, 7, 14, 33, 97, 56, 76, 87, 27, 52, 6, 81, 19, 48, 35, 27, 68, 50, 42, 99, 83, 76, 31, 34, 46, 50, 19, 85, 71, 71, 39, 23, 75, 38, 86, 71, 57, 17, 93, 19, 55, 85, 88, 8, 9, 3, 78, 92, 29, 42, 61, 0, 20, 82, 84, 5, 64, 60, 34, 9, 89, 71, 57, 44, 98, 68, 67, 64, 5, 52, 90, 11, 8, 75, 41, 28, 80, 20, 15, 70, 79, 67, 45, 32, 24, 35, 53, 6, 81, 56, 83, 2, 53, 69, 42, 22, 21, 87, 28, 89, 17, 37, 66, 75, 68, 7, 37, 45, 54, 29, 12, 47, 71, 75, 26, 74, 11, 48, 52, 61, 61, 72, 25, 23, 84, 84, 49, 70, 55, 17, 80, 42, 31, 48, 62, 83, 44, 79, 22, 91, 42, 9, 26, 80, 74, 97, 6, 3, 91, 40, 38, 79, 35, 72, 80, 23, 22, 54, 99, 28, 64, 19, 24, 46, 94, 4, 15, 20, 50, 9, 51, 10, 5, 91, 83, 97, 39, 60, 28, 85, 54, 13, 73, 74, 93, 47]
------------------------------------------------------------
bubble_sort Swap_count is 245527,Iter count is 499500
bubble_sort Spent_time is 0.199000120163
True
------------------------------------------------------------
select_sort Swap_count is 1000,Iter count is 500500
select_sort Spent_time is 0.0729999542236
True
------------------------------------------------------------
insert_sort Swap_count is 245527,Iter count is 246526
insert_sort Spent_time is 0.148000001907
True
------------------------------------------------------------
insert_sort2 Insert_count is 996, swap_count is 250505,Iter count is 250990
insert_sort2 Spent_time is 0.108999967575
True
------------------------------------------------------------
Original list is [70, 76, 12, 2, 90, 85, 94, 92, 39, 39, 31, 54, 29, 25, 41, 62, 11, 92, 90, 29, 94, 23, 77, 30, 69, 81, 57, 49, 78, 73, 24, 32, 68, 28, 91, 12, 89, 18, 68, 7, 78, 72, 20, 96, 26, 54, 47, 12, 80, 50, 74, 10, 59, 18, 75, 38, 76, 7, 75, 32, 3, 34, 51, 13, 77, 18, 14, 37, 66, 85, 15, 8, 13, 32, 17, 18, 27, 82, 25, 99, 3, 70, 25, 68, 36, 56, 59, 66, 29, 28, 56, 63, 13, 89, 6, 96, 84, 1, 7, 24, 36, 73, 64, 28, 58, 90, 75, 17, 72, 69, 30, 10, 60, 40, 43, 30, 14, 70, 2, 33, 18, 12, 10, 47, 97, 60, 22, 29, 68, 15, 69, 97, 3, 76, 0, 63, 72, 16, 40, 13, 7, 69, 43, 19, 46, 14, 11, 12, 28, 69, 51, 40, 2, 1, 57, 50, 0, 53, 19, 43, 5, 16, 87, 8, 99, 75, 25, 63, 17, 7, 89, 40, 26, 72, 55, 60, 2, 78, 92, 94, 50, 24, 0, 75, 38, 18, 59, 95, 63, 41, 67, 75, 44, 41, 49, 15, 41, 95, 39, 16, 49, 17, 85, 29, 45, 44, 0, 53, 48, 65, 82, 92, 68, 89, 56, 78, 1, 88, 88, 32, 99, 77, 15, 73, 61, 48, 40, 77, 95, 39, 77, 32, 94, 89, 78, 90, 15, 59, 93, 46, 86, 35, 69, 14, 93, 8, 19, 72, 97, 99, 37, 74, 93, 53, 79, 45, 90, 44, 24, 73, 73, 49, 2, 46, 69, 86, 92, 48, 95, 38, 58, 51, 64, 72, 11, 75, 92, 23, 19, 21, 36, 16, 94, 0, 1, 40, 36, 87, 67, 7, 42, 21, 52, 71, 94, 97, 93, 88, 71, 82, 29, 23, 45, 81, 0, 6, 80, 94, 1, 83, 13, 3, 40, 21, 75, 92, 87, 66, 81, 71, 36, 9, 85, 76, 61, 57, 92, 76, 32, 14, 22, 36, 17, 71, 7, 28, 74, 93, 95, 62, 41, 12, 76, 65, 5, 19, 47, 85, 44, 14, 64, 50, 60, 80, 63, 74, 27, 68, 55, 8, 8, 20, 35, 7, 91, 4, 14, 55, 38, 82, 92, 87, 45, 9, 49, 34, 55, 44, 87, 19, 99, 47, 13, 47, 99, 6, 89, 87, 54, 46, 69, 62, 13, 39, 92, 72, 9, 88, 73, 47, 41, 97, 79, 6, 28, 98, 23, 50, 70, 68, 82, 12, 57, 68, 17, 43, 14, 34, 2, 95, 70, 46, 27, 21, 83, 60, 8, 86, 98, 59, 16, 42, 62, 37, 45, 29, 29, 27, 69, 52, 20, 91, 4, 10, 54, 63, 51, 7, 94, 57, 54, 0, 90, 89, 10, 38, 70, 56, 2, 57, 96, 49, 9, 28, 8, 93, 54, 23, 15, 57, 55, 69, 37, 76, 59, 7, 13, 3, 53, 93, 3, 47, 14, 90, 26, 54, 31, 44, 68, 22, 30, 90, 70, 99, 65, 68, 42, 2, 43, 66, 17, 72, 98, 80, 65, 66, 30, 53, 51, 98, 89, 29, 13, 31, 3, 62, 39, 12, 19, 93, 34, 78, 45, 50, 73, 38, 26, 75, 42, 99, 95, 87, 90, 62, 40, 22, 49, 79, 34, 60, 55, 14, 72, 34, 32, 59, 1, 57, 66, 95, 68, 71, 4, 83, 9, 58, 28, 85, 78, 1, 8, 65, 28, 57, 75, 60, 35, 99, 16, 98, 28, 71, 13, 20, 48, 46, 50, 67, 36, 70, 71, 83, 1, 31, 93, 18, 40, 33, 32, 22, 79, 89, 71, 36, 49, 47, 29, 39, 77, 79, 27, 1, 35, 36, 42, 45, 52, 72, 58, 39, 40, 17, 88, 40, 61, 11, 70, 1, 50, 52, 65, 48, 63, 37, 43, 74, 99, 46, 3, 74, 93, 32, 57, 85, 71, 71, 40, 71, 56, 26, 7, 94, 35, 81, 71, 18, 97, 24, 68, 58, 18, 36, 15, 25, 11, 36, 97, 96, 73, 21, 9, 74, 6, 57, 53, 51, 37, 52, 79, 32, 7, 63, 30, 35, 25, 7, 77, 21, 49, 0, 99, 33, 61, 28, 76, 64, 69, 20, 29, 28, 68, 43, 69, 70, 16, 81, 7, 79, 43, 36, 61, 20, 22, 91, 32, 83, 32, 30, 34, 29, 58, 87, 80, 11, 57, 35, 11, 36, 9, 68, 63, 79, 10, 56, 37, 20, 79, 48, 42, 77, 73, 58, 70, 95, 92, 37, 86, 64, 7, 19, 45, 86, 95, 84, 47, 99, 20, 79, 96, 83, 32, 67, 32, 44, 55, 83, 17, 94, 38, 6, 69, 33, 98, 10, 28, 62, 74, 83, 57, 6, 36, 92, 1, 53, 33, 8, 98, 43, 41, 57, 11, 12, 56, 33, 31, 69, 5, 95, 43, 33, 45, 89, 82, 9, 46, 81, 41, 20, 93, 87, 55, 52, 68, 26, 95, 96, 65, 86, 92, 57, 18, 64, 8, 90, 74, 20, 37, 13, 73, 71, 9, 35, 19, 7, 63, 7, 27, 51, 28, 46, 70, 44, 40, 76, 27, 41, 96, 19, 6, 73, 50, 32, 80, 98, 18, 81, 67, 18, 72, 28, 72, 13, 67, 39, 10, 92, 75, 55, 35, 36, 70, 39, 70, 40, 74, 7, 2, 55, 44, 22, 12, 64, 49, 36, 37, 79, 22, 17, 0, 29, 26, 77, 15, 41, 44, 7, 76, 64, 34, 13, 88, 68, 20, 46, 81, 70, 18, 67, 96, 4, 75, 81, 44, 70, 41, 39, 90, 13, 61, 84, 42, 39, 44, 12, 2, 76, 18, 32, 66, 10, 18, 49, 49, 36, 65, 79, 93, 78, 34, 50, 40, 9, 8, 39, 30, 55, 91, 0, 93, 0, 52, 43, 38, 60, 10, 48, 46, 14, 9, 34, 58, 97, 90, 46, 12, 93, 31, 61, 27, 39, 53, 80, 92, 25, 57, 26, 11, 92, 55, 17, 46, 25, 18, 73, 87, 12, 0, 84, 38, 69, 18, 52, 1, 61, 28, 15, 11, 55, 53, 42, 20, 22, 16, 96, 99, 42, 71, 48, 23, 72, 70, 6, 70, 68, 5, 80, 94, 19, 31, 56, 95, 21, 12, 4, 37, 43, 66, 95, 55, 15, 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78, 72, 50, 71, 70, 23, 59, 44, 55, 14, 49, 93, 79, 78, 68, 92, 68, 86, 53, 74, 56, 35, 30, 19, 59, 23, 39, 27, 71, 73, 65, 83, 43, 63, 7, 87, 98, 56, 22, 70, 67, 73, 84, 9, 0, 38, 95, 51, 19, 22, 44, 51, 51, 69, 71, 2, 14, 22, 47, 21, 1, 35, 72, 99, 0, 37, 94, 57, 44, 26, 9, 41, 34, 59, 69, 26, 94, 56, 62, 7, 73, 48, 17, 94, 56, 50, 17, 88, 41, 85, 16, 35, 76, 44, 61, 83, 98, 28, 74, 91, 21, 70, 53, 20, 10, 60, 24, 74, 8, 31, 46, 72, 38, 90, 54, 90, 94, 65, 76, 94, 41, 74, 80, 64, 75, 46, 8, 26, 93, 54, 70, 64, 12, 46, 64, 88, 75, 48, 35, 9, 39, 6, 77, 93, 42, 55, 36, 70, 41, 61, 12, 41, 21, 22, 62, 60, 0, 97, 60, 9, 90, 42, 45, 22, 41, 51, 7, 66, 63, 73, 32, 85, 13, 62, 15, 86, 20, 57, 64, 62, 89, 47, 99, 30, 18, 29, 89, 86, 9, 64, 56, 87, 29, 67, 73, 84, 63, 74, 27, 34, 74, 27, 29, 23, 10, 73, 44, 1, 38, 79, 33, 58, 62, 1, 89, 31, 50, 13, 0, 14, 76, 60, 82, 70, 88, 50, 57, 59, 60, 19, 42, 91, 36, 53, 63, 37, 54, 99, 12, 39, 20, 20, 26, 36, 12, 23, 67, 62, 66, 42, 65, 78, 87, 92, 49, 68, 68, 58, 5, 16, 73, 14, 90, 83, 0, 24, 5, 56, 66, 92, 69, 26, 58, 91, 66, 6, 21, 69, 10, 93, 56, 16, 38, 74, 94, 43, 4, 12, 12, 72, 67, 48, 99, 47, 50, 7, 24, 29, 31, 86, 27, 29, 87, 68, 0, 27, 29, 99, 94, 48, 85, 84, 10, 67, 73, 36, 26, 93, 40, 91, 40, 37, 0, 27, 20, 84, 75, 81, 87, 38, 30, 83, 52, 20, 99, 38, 12, 39, 27, 2, 88, 91, 8, 1, 81, 77, 31, 97, 6, 7, 46, 65, 11, 47, 77, 72, 96, 35, 36, 62, 37, 32, 64, 57, 85, 5, 32, 20, 54, 71, 27, 51, 80, 61, 92, 35, 82, 30, 27, 40, 30, 92, 75, 57, 38, 96, 96, 39, 72, 81, 81, 86, 50, 75, 39, 26, 22, 55, 29, 82, 20, 95, 73, 80, 56, 29, 7, 8, 24, 34, 70, 62, 94, 73, 16, 64, 72, 69, 12, 9, 50, 17, 96, 12, 22, 69, 90, 28, 69, 19, 94, 76, 31, 76, 60, 43, 25, 17, 15, 87, 47, 76, 29, 88, 88, 21, 81, 89, 64, 88, 73, 18, 90, 40, 43, 94, 20, 86, 63, 82, 68, 78, 91, 83, 12, 64, 44, 46, 67, 48, 70, 33, 41, 94, 64, 39, 46, 35, 52, 61, 66, 16, 55, 70, 22, 74, 24, 82, 75, 67, 65, 46, 4, 54, 14, 15, 44, 43, 60, 64, 40, 54, 96, 51, 94, 75, 76, 64, 79, 34, 6, 81, 94, 77, 59, 95, 49, 36, 46, 65, 24, 22, 92, 37, 69, 49, 82, 73, 58, 24, 54, 94, 91, 28, 64, 82, 37, 39, 46, 52, 14, 28, 54, 29, 37, 30, 77, 48, 88, 75, 81, 92, 4, 41, 46, 95, 74, 56, 66, 51, 26, 76, 21, 63, 1, 88, 50, 63, 83, 58, 3, 10, 80, 85, 70, 77, 98, 82, 29, 22, 94, 59, 86, 67, 29, 52, 63, 73, 75, 58, 35, 40, 8, 57, 8, 85, 68, 9, 26, 36, 55, 44, 44, 22, 1, 6, 57, 72, 14, 80, 38, 65, 45, 13, 38, 8, 74, 56, 61, 17, 56, 93, 3, 38, 50, 28, 37, 76, 52, 73, 1, 47, 29, 39, 26, 98, 40, 31, 21, 94, 70, 30, 29, 67, 94, 33, 48, 26, 79, 46, 56, 44, 37, 45, 72, 15, 50, 7, 65, 36, 65, 26, 63, 28, 4, 9, 71, 51, 58, 1, 32, 5, 70, 26, 55, 42, 30, 32, 26, 58, 11, 43, 26, 19, 78, 68, 5, 16, 88, 11, 22, 82, 10, 11, 73, 42, 64, 13, 39, 74, 96, 42, 60, 46, 76, 52, 71, 0, 52, 53, 32, 73, 62, 78, 41, 55, 77, 2, 62, 40, 25, 30, 43, 95, 45, 89, 44, 73, 88, 92, 0, 11, 88, 96, 97, 81, 33, 87, 72, 97, 68, 65, 50, 62, 14, 71, 44, 39, 47, 27, 53, 73, 49, 85, 95, 71, 55, 14, 60, 0, 56, 9, 64, 22, 43, 25, 34, 93, 62, 8, 52, 85, 94, 42, 21, 61, 54, 32, 56, 10, 96, 93, 29, 95, 97, 91, 7, 18, 77, 75, 30, 37, 94, 86, 73, 89, 59, 18, 0, 74, 27, 81, 81, 41, 21, 60, 37, 26, 91, 41, 53, 13, 53, 76, 14, 96, 14, 97, 92, 21, 83, 49, 85, 26, 15, 89, 79, 19, 37, 71, 80, 11, 27, 26, 91, 50, 14, 84, 85, 16, 28, 12, 16, 23, 46, 23, 64, 36, 69, 73, 19, 2, 8, 2, 98, 13, 37, 34, 24, 2, 21, 86, 31, 36, 38, 82, 60, 52, 94, 25, 14, 84, 72, 90, 49, 34, 37, 9, 50, 97, 6, 89, 93, 49, 1, 50, 56, 34, 62, 15, 4, 72, 72, 58, 47, 95, 8, 99, 17, 55, 82, 33, 21, 58, 71, 47, 5, 41, 88, 41, 68, 15, 66, 23, 28, 84, 65, 57, 20, 74, 60, 18, 69, 79, 69, 24, 7, 13, 75, 98, 68, 35, 42, 53, 57, 76, 17, 55, 64, 77, 49, 37, 3, 42, 29, 49, 1, 5, 22, 80, 85, 20, 59, 62, 50, 16, 70, 55, 53, 71, 47, 42, 2, 73, 13, 3, 58, 55, 29, 82, 65, 77, 58, 89, 27, 9, 60, 67, 56, 1, 11, 34, 16, 48, 84, 59, 53, 7, 33, 56, 23, 15, 80, 37, 93, 55, 92, 80, 32, 28, 7, 77, 59, 6, 62, 71, 37, 3, 54, 52, 76, 24, 69, 79, 38, 7, 94, 28, 70, 83, 88, 52, 70, 87, 41, 56, 14, 66, 97, 42, 83, 19, 9, 10, 90, 68, 16, 75, 80, 22, 20, 86, 32, 13, 27, 68, 66, 88, 87, 56, 24, 80, 16, 70, 58, 5, 87, 69, 72, 31, 2, 61, 54, 10, 7, 13, 38, 17, 42, 94, 4, 86, 28, 54, 10, 37, 79, 63, 9, 24, 80, 90, 34, 73, 49, 86, 34, 65, 61, 31, 15, 43, 68, 61, 29, 45, 77, 49, 98, 64, 18, 45, 95, 31, 7, 84, 94, 13, 22, 16, 54, 31, 82, 14, 21, 58, 12, 86, 84, 84, 16, 69, 73, 56, 58, 3, 4, 78, 52, 18, 46, 47, 8, 86, 12, 21, 97, 29, 15, 1, 94, 7, 42, 53, 56, 96, 91, 97, 31, 75, 44, 53, 43, 5, 18, 72, 45, 49, 88, 62, 14, 63, 12, 19, 74, 15, 70, 79, 25, 50, 88, 39, 54, 68, 72, 20, 72, 75, 33, 90, 67, 24, 56, 31, 84, 31, 50, 25, 98, 34, 88, 96, 6, 32, 48, 71, 61, 86, 82, 41, 22, 49, 86, 57, 43, 69, 2, 36, 68, 44, 17, 94, 42, 61, 82, 38, 94, 35, 53, 58, 63, 86, 75, 24, 66, 86, 13, 8, 80, 90, 27, 10, 34, 61, 88, 98, 5, 34, 36, 52, 71, 44, 1, 57, 69, 67, 21, 83, 38, 92, 5, 1, 29, 64, 73, 73, 86, 50, 73, 80, 32, 40, 57, 34, 49, 54, 8, 17, 96, 63, 48, 26, 59, 9, 16, 44, 51, 21, 50, 33, 28, 29, 1, 64, 30, 37, 2, 95, 27, 90, 75, 95, 84, 44, 4, 95, 17, 44, 50, 81, 8, 51, 43, 99, 2, 62, 35, 64, 82, 40, 47, 43, 73, 64, 75, 19, 31, 67, 30, 4, 85, 92, 96, 33, 21, 57, 31, 8, 45, 39, 9, 87, 48, 9, 2, 9, 69, 21, 66, 86, 75, 17, 43, 18, 27, 1, 22, 86, 86, 96, 96, 11, 31, 46, 78, 6, 71, 81, 95, 39, 15, 10, 46, 66, 75, 48, 24, 87, 73, 8, 85, 53, 31, 92, 0, 18, 32, 74, 20, 7, 36, 77, 80, 77, 10, 3, 20, 7, 29, 39, 55, 47, 98, 43, 86, 40, 12, 25, 71, 20, 98, 53, 6, 16, 11, 63, 54, 71, 10, 99, 47, 2, 20, 69, 2, 6, 89, 76, 75, 33, 88, 12, 70, 55, 3, 93, 37, 46, 73, 27, 37, 25, 89, 37, 2, 45, 10, 28, 56, 22, 68, 84, 11, 61, 58, 29, 61, 30, 30, 11, 47, 52, 92, 6, 20, 89, 94, 19, 18, 4, 57, 79, 74, 55, 24, 88, 39, 35, 83, 76, 63, 36, 60, 22, 17, 99, 13, 49, 76, 80, 31, 63, 76, 43, 90, 43, 47, 11, 77, 18, 92, 19, 16, 48, 79, 24, 86, 3, 79, 69, 73, 0, 16, 35, 41, 74, 94, 24, 98, 23, 65, 23, 95, 77, 75, 28, 76, 89, 31, 47, 91, 86, 6, 95, 74, 34, 62, 66, 8, 96, 51, 80, 26, 52, 33, 5, 92, 97, 75, 48, 40, 68, 38, 59, 22, 17, 59, 39, 52, 78, 16, 13, 83, 45, 42, 35, 39, 14, 76, 91, 97, 0, 84, 2, 78, 53, 78, 61, 38, 53, 87, 82, 45, 34, 15, 52, 66, 92, 28, 96, 97, 1, 46, 56, 92, 53, 3, 58, 61, 93, 92, 76, 88, 67, 36, 28, 83, 0, 52, 89, 74, 0, 75, 60, 77, 4, 99, 5, 79, 94, 94, 66, 75, 63, 93, 92, 51, 73, 70, 46, 10, 65, 86, 0, 67, 40, 44, 12, 16, 38, 58, 2, 9, 20, 97, 95, 88, 3, 35, 88, 41, 14, 42, 91, 21, 49, 10, 48, 4, 23, 9, 46, 61, 51, 76, 77, 18, 98, 78, 70, 74, 65, 54, 39, 70, 58, 49, 21, 20, 44, 93, 10, 51, 45, 91, 63, 55, 46, 83, 93, 11, 16, 80, 73, 54, 89, 36, 34, 60, 48, 93, 45, 14, 77, 53, 82, 83, 21, 79, 15, 0, 88, 91, 47, 61, 41, 15, 91, 36, 76, 37, 92, 33, 66, 65, 99, 55, 91, 85, 41, 62, 36, 1, 61, 18, 62, 40, 50, 92, 38, 76, 26, 37, 66, 64, 40, 69, 13, 46, 65, 50, 66, 17, 98, 82, 28, 82, 15, 62, 54, 40, 36, 66, 91, 7, 84, 9, 49, 13, 53, 1, 94, 56, 2, 12, 63, 2, 60, 70, 5, 22, 64, 71, 1, 93, 79, 90, 25, 63, 44, 50, 35, 5, 1, 35, 38, 94, 36, 70, 17, 0, 28, 68, 73, 11, 10, 64, 81, 58, 84, 32]
------------------------------------------------------------
bubble_sort Swap_count is 24515678,Iter count is 49995000
bubble_sort Spent_time is 20.3499999046
True
------------------------------------------------------------
select_sort Swap_count is 10000,Iter count is 50005000
select_sort Spent_time is 7.04999995232
True
------------------------------------------------------------
insert_sort Swap_count is 24515678,Iter count is 24525677
insert_sort Spent_time is 14.4989998341
True
------------------------------------------------------------
insert_sort2 Insert_count is 9994, swap_count is 25015164,Iter count is 24999829
insert_sort2 Spent_time is 14.2139999866
True
Process finished with exit code 0