|
| 1 | +""" |
| 2 | +Given the list of IDs, which contains many duplicate integers and one unique integer, find the unique integer. |
| 3 | +https://www.interviewcake.com/question/python/find-unique-int-among-duplicates |
| 4 | +""" |
| 5 | + |
| 6 | +import random |
| 7 | + |
| 8 | + |
| 9 | +def generate_log(): |
| 10 | + original_list = list(range(1, 11)) |
| 11 | + return_list = original_list.copy() |
| 12 | + return_list.pop(3) |
| 13 | + log = original_list + return_list |
| 14 | + random.shuffle(log) |
| 15 | + return log |
| 16 | + |
| 17 | + |
| 18 | +def find_unique_id_cycling(log): |
| 19 | + """ |
| 20 | + time complexity: n^2 |
| 21 | + space complexity: 1 |
| 22 | + """ |
| 23 | + comparison_count = 0 |
| 24 | + for checking in log: |
| 25 | + found_instances = 0 |
| 26 | + |
| 27 | + for comparison in log: |
| 28 | + comparison_count += 1 |
| 29 | + if checking == comparison: |
| 30 | + found_instances += 1 |
| 31 | + |
| 32 | + if found_instances == 1: |
| 33 | + print(comparison_count) |
| 34 | + return checking |
| 35 | + |
| 36 | + |
| 37 | +def find_unique_cycling_reduction(log): |
| 38 | + """ |
| 39 | + time complexity: (((n-1) / 2) ^ 2) + (n-1) / 2 |
| 40 | + space complexity: 1 |
| 41 | + """ |
| 42 | + copied_log = log.copy() |
| 43 | + comparison_count = 0 |
| 44 | + |
| 45 | + while len(copied_log) > 0: |
| 46 | + checking = copied_log[0] |
| 47 | + for i in range(1, len(copied_log)): |
| 48 | + comparison = copied_log[i] |
| 49 | + comparison_count += 1 |
| 50 | + if checking == comparison: |
| 51 | + # remove the found ids from the copied list |
| 52 | + copied_log.pop(i) |
| 53 | + copied_log.pop(0) |
| 54 | + break |
| 55 | + else: |
| 56 | + print(comparison_count) |
| 57 | + return checking |
| 58 | + |
| 59 | + |
| 60 | +def find_unique_dict(log): |
| 61 | + """ |
| 62 | + time complexity: n |
| 63 | + space complexity: n |
| 64 | + """ |
| 65 | + duplicate_dict = {} |
| 66 | + for i in log: |
| 67 | + if duplicate_dict.get(i): |
| 68 | + duplicate_dict.pop(i) |
| 69 | + else: |
| 70 | + duplicate_dict[i] = 1 |
| 71 | + return list(duplicate_dict)[0] |
| 72 | + |
| 73 | + |
| 74 | +def find_unique_sort(log): |
| 75 | + """ |
| 76 | + time complexity: nlogn + (n-1) |
| 77 | + space complexity: n |
| 78 | + """ |
| 79 | + sorted_log = sorted(log) |
| 80 | + for a in range(len(log)): |
| 81 | + try: |
| 82 | + if sorted_log[0] == sorted_log[1]: |
| 83 | + sorted_log.pop(1) |
| 84 | + sorted_log.pop(0) |
| 85 | + else: |
| 86 | + return sorted_log[a] |
| 87 | + except IndexError: |
| 88 | + return sorted_log[0] |
| 89 | + |
| 90 | + |
| 91 | +def find_unique_crazy_xor(delivery_ids): |
| 92 | + """ |
| 93 | + time complexity: n |
| 94 | + space complexity: 1 |
| 95 | + """ |
| 96 | + |
| 97 | + unique_delivery_id = 0 |
| 98 | + |
| 99 | + for delivery_id in delivery_ids: |
| 100 | + unique_delivery_id ^= delivery_id |
| 101 | + |
| 102 | + return unique_delivery_id |
| 103 | + |
| 104 | + |
| 105 | +test_list = [4, 3, 7, 2, 6, 5, 9, 9, 2, 7, 8, 5, 1, 8, 1, 3, 10, 6, 10] |
| 106 | +print('cycling beginning of the list: n where n={}'.format(len(test_list))) |
| 107 | +print('result: ', find_unique_id_cycling(test_list)) |
| 108 | + |
| 109 | +test_list = [3, 7, 2, 6, 5, 9, 9, 2, 7, 8, 5, 1, 8, 1, 3, 10, 6, 10, 4] |
| 110 | +print('cycling end of the list: n^2 . where n={}'.format(len(test_list))) |
| 111 | +print('result: ', find_unique_id_cycling(test_list)) |
| 112 | + |
| 113 | +test_list = [1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 8, 7, 6, 5, 4, 3, 2, 1, 10] |
| 114 | +print('cycling end of the palindromic list, n^2 . where n={}'.format(len(test_list))) |
| 115 | +print('result: ', find_unique_id_cycling(test_list)) |
| 116 | + |
| 117 | +test_list = [4, 3, 7, 2, 6, 5, 9, 9, 2, 7, 8, 5, 1, 8, 1, 3, 10, 6, 10] |
| 118 | +print('reduction beginning of the list, n . where n={}'.format(len(test_list))) |
| 119 | +print('result: ', find_unique_cycling_reduction(test_list)) |
| 120 | + |
| 121 | +test_list = [3, 7, 2, 6, 5, 9, 9, 2, 7, 8, 5, 1, 8, 1, 3, 10, 6, 10, 4] |
| 122 | +print('reduction end of the list, random . where n={}'.format(len(test_list))) |
| 123 | +print('result: ', find_unique_cycling_reduction(test_list)) |
| 124 | + |
| 125 | +test_list = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1] |
| 126 | +print('reduction worst case, (((n-1) / 2) ^ 2) + (n-1) / 2 . where n={}'.format(len(test_list))) |
| 127 | +print('result: ', find_unique_cycling_reduction(test_list)) |
| 128 | + |
| 129 | +test_list = [1, 2, 3, 4, 5, 6, 7, 8, 7, 6, 5, 4, 3, 2, 1] |
| 130 | +print('reduction worst case, (((n-1) / 2) ^ 2) + (n-1) / 2 . where n={}'.format(len(test_list))) |
| 131 | +print('result: ', find_unique_cycling_reduction(test_list)) |
| 132 | + |
| 133 | +print('dict worst case, n where n={}'.format(len(test_list))) |
| 134 | +print('result: ', find_unique_dict(test_list)) |
| 135 | + |
| 136 | +print('sort worst case, nlog(n) + (n-1) where n={}'.format(len(test_list))) |
| 137 | +print('result: ', find_unique_sort(test_list)) |
| 138 | + |
| 139 | +print('xor worst case, n where n={}'.format(len(test_list))) |
| 140 | +print('result: ', find_unique_crazy_xor(test_list)) |
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