더 나은 세상을 위하여…

실험 요약

Top 6 추출 시 최고 score: {lstm_d (7), score: 35}
Top 7 추출 시 최고 score: {lstm_d (7), score: 44}
Top 8 추출 시 최고 score: {bilstm_s (7), score: 53}
- 5개 당첨: {bilstm_s (3), score: 33}
- 5개 당첨: {lstm_s (9), score: 30}
Top 9 추출 시 최고 score: {bilstm_s (7), score: 74}
- 5개 당첨: {bilstm_s (3), score: 48}
- 5개 당첨: {bilstm_s (7), score: 74}
- 5개 당첨: {lstm_s (5), score: 57}
- 5개 당첨: {lstm_s (9), score: 40}
Top 10 추출 시 최고 score: {lstm_s (9), score: 86}
- 5개 당첨: {bilstm_s (3), score: 71}
- 5개 당첨: {bilstm_s (7), score: 75}
- 5개 당첨: {lstm_s (1), score: 61}
- 5개 당첨: {lstm_s (5), score: 75}
- 5개 당첨: {lstm_s (9), score: 86}

추출 요약

Top 6 추출

models.append({“method1”: “lstm”, “method2”: “d”, “timesteps”: [7]})

Top 7 추출

models.append({“method1”: “bilstm”, “method2”: “d”, “timesteps”: [1]})
models.append({“method1”: “bilstm”, “method2”: “s”, “timesteps”: [7]})
models.append({“method1”: “lstm”, “method2”: “d”, “timesteps”: [3]})

Top 8 추출

models.append({“method1”: “bilstm”, “method2”: “d”, “timesteps”: [8]})
models.append({“method1”: “bilstm”, “method2”: “s”, “timesteps”: [3,7]})
models.append({“method1”: “lstm”, “method2”: “d”, “timesteps”: [3,7]})
models.append({“method1”: “lstm”, “method2”: “s”, “timesteps”: [9]})

Top 9 추출

models.append({“method1”: “bilstm”, “method2”: “s”, “timesteps”: [3,7]})
models.append({“method1”: “lstm”, “method2”: “s”, “timesteps”: [5,9]})

Top 10 추출

models.append({“method1”: “bilstm”, “method2”: “d”, “timesteps”: [2]})
models.append({“method1”: “bilstm”, “method2”: “s”, “timesteps”: [3,4,6,7]})
models.append({“method1”: “lstm”, “method2”: “s”, “timesteps”: [1,5,9,10]})

추출 실험 결과

실험 데이터

학습 데이터 1회 ~ 570회 (570개)
실험 데이터 571회 ~ 760 회 (190개)
테스트 데이터 761회 ~ 950회 (190개)

실험 설명

예측기로 6개와 7개를 추출한 경우는 당첨번호가 5개 이상 추출된 적이 한번도 없었으며, 8~10개까지 추출한 경우는 6개를 맞춘 적은 한번도 없이 5개 번호 당첨만 몇 번 있었다. 이방법으로는 35개 정도 추출을 해야 그나마 6개 모두 당첨이 20% 정도 되었다.

이 예측 방법은 현실에서 써먹기 어려워서, 다른 방법을 시도할 예정이다.

Top 6 추출 (3개 이상 당첨)

3, 3, [1, 3, 8, 13, 21, 33]
79, 3, [11, 14, 20, 30, 37, 40]
95, 3, [6, 16, 28, 36, 37, 41]
101, 3, [6, 16, 31, 34, 39, 43]
110, 3, [4, 20, 22, 30, 37, 43]
148, 3, [6, 11, 27, 37, 39, 44]
{lstm_d (1), score: 18}

20, 3, [8, 14, 15, 17, 26, 44]
88, 3, [15, 18, 26, 35, 44, 45]
141, 3, [5, 6, 8, 23, 26, 28]
146, 3, [7, 10, 24, 26, 30, 43]
{lstm_d (2), score: 12}

1, 3, [3, 8, 12, 26, 29, 41]
3, 3, [5, 17, 20, 21, 26, 31]
64, 3, [1, 4, 7, 26, 39, 44]
148, 3, [4, 8, 9, 11, 21, 22]
162, 3, [8, 18, 20, 21, 25, 29]
180, 4, [2, 13, 16, 19, 25, 37]
{lstm_d (3), score: 19}

34, 3, [4, 5, 16, 34, 42, 45]
44, 3, [1, 10, 15, 23, 40, 44]
155, 3, [3, 27, 32, 33, 34, 35]
182, 3, [1, 3, 8, 17, 23, 39]
{lstm_d (4), score: 12}

5, 3, [3, 12, 17, 18, 21, 33]
139, 3, [4, 20, 27, 39, 40, 43]
{lstm_d (5), score: 6}

41, 3, [15, 18, 28, 32, 40, 41]
42, 3, [15, 17, 18, 31, 40, 45]
152, 3, [17, 29, 39, 41, 42, 44]
156, 4, [1, 3, 17, 28, 36, 41]
174, 3, [16, 25, 26, 27, 31, 40]
{lstm_d (6), score: 16}

55, 4, [12, 18, 26, 29, 38, 40]
65, 3, [18, 29, 30, 37, 41, 43]
74, 3, [16, 17, 26, 34, 36, 42]
80, 3, [1, 16, 21, 23, 34, 38]
95, 3, [1, 15, 21, 28, 39, 40]
105, 4, [3, 13, 22, 24, 33, 39]
154, 3, [13, 17, 20, 23, 38, 43]
161, 3, [4, 9, 12, 16, 17, 23]
165, 3, [21, 23, 31, 36, 37, 40]
173, 3, [21, 27, 34, 37, 39, 40]
176, 3, [2, 4, 9, 13, 21, 33]
{lstm_d (7), score: 35}

105, 3, [1, 9, 12, 15, 23, 35]
176, 3, [10, 24, 29, 31, 33, 37]
{lstm_d (8), score: 6}

95, 3, [3, 10, 15, 22, 36, 44]
{lstm_d (9), score: 3}

18, 3, [6, 12, 18, 27, 28, 45]
66, 3, [2, 10, 15, 25, 33, 44]
82, 3, [2, 27, 34, 36, 44, 45]
116, 3, [14, 17, 26, 32, 33, 36]
132, 3, [1, 2, 9, 15, 16, 29]
163, 3, [1, 9, 27, 33, 35, 39]
{lstm_d (10), score: 18}

82, 3, [4, 8, 13, 35, 43, 45]
101, 3, [11, 12, 16, 33, 35, 43]
145, 3, [4, 26, 27, 29, 34, 44]
147, 3, [1, 7, 14, 17, 24, 35]
{lstm_s (1), score: 12}

1, 3, [18, 22, 30, 31, 34, 37]
114, 3, [5, 17, 22, 26, 27, 44]
{lstm_s (2), score: 6}

4, 3, [1, 8, 22, 27, 29, 38]
50, 3, [4, 14, 24, 28, 38, 45]
86, 3, [20, 27, 28, 29, 36, 38]
{lstm_s (3), score: 9}

52, 3, [3, 8, 25, 43, 44, 45]
122, 3, [3, 8, 14, 31, 41, 45]
{lstm_s (4), score: 6}

17, 3, [1, 14, 34, 37, 38, 45]
23, 3, [2, 12, 19, 28, 32, 43]
25, 3, [2, 3, 4, 12, 31, 43]
34, 3, [1, 4, 34, 38, 43, 45]
56, 3, [21, 23, 24, 27, 36, 42]
106, 3, [2, 4, 7, 16, 25, 43]
152, 3, [2, 7, 13, 31, 38, 40]
158, 3, [3, 4, 16, 34, 38, 43]
{lstm_s (5), score: 24}

82, 3, [15, 18, 25, 29, 34, 39]
{lstm_s (6), score: 3}

16, 3, [3, 4, 8, 10, 18, 39]
22, 3, [2, 3, 4, 8, 22, 30]
167, 3, [3, 10, 14, 18, 20, 38]
{lstm_s (7), score: 9}

53, 3, [3, 20, 27, 32, 33, 36]
56, 3, [8, 15, 20, 33, 42, 43]
133, 3, [19, 20, 23, 33, 36, 42]
147, 3, [20, 21, 22, 31, 36, 40]
166, 3, [10, 16, 20, 23, 36, 38]
{lstm_s (8), score: 15}

44, 3, [2, 15, 21, 34, 40, 45]
77, 3, [16, 18, 26, 29, 34, 42]
{lstm_s (9), score: 6}

88, 3, [12, 14, 20, 22, 38, 39]
126, 3, [7, 12, 20, 22, 31, 39]
150, 3, [7, 22, 25, 37, 38, 41]
178, 3, [12, 14, 25, 35, 36, 41]
{lstm_s (10), score: 12}

8, 3, [9, 12, 18, 29, 37, 39]
14, 3, [4, 8, 10, 19, 21, 40]
26, 3, [2, 11, 20, 36, 38, 39]
42, 3, [8, 9, 13, 26, 32, 33]
51, 3, [12, 13, 15, 30, 34, 42]
69, 3, [4, 7, 15, 16, 31, 39]
109, 3, [6, 14, 20, 25, 30, 34]
{bilstm_d (1), score: 21}

95, 3, [13, 27, 32, 34, 38, 45]
167, 3, [8, 13, 15, 21, 33, 39]
172, 3, [1, 7, 10, 20, 30, 38]
{bilstm_d (2), score: 9}

22, 3, [11, 12, 15, 16, 36, 39]
30, 3, [16, 18, 19, 20, 26, 38]
55, 3, [16, 27, 29, 33, 37, 40]
93, 3, [6, 12, 16, 21, 24, 34]
{bilstm_d (3), score: 12}

76, 3, [5, 6, 8, 11, 12, 14]
157, 3, [1, 6, 11, 13, 18, 27]
{bilstm_d (4), score: 6}

11, 4, [6, 12, 34, 36, 37, 45]
12, 3, [1, 6, 21, 37, 39, 45]
23, 3, [6, 12, 27, 37, 38, 45]
81, 3, [12, 20, 26, 28, 29, 32]
106, 3, [4, 18, 26, 33, 36, 43]
124, 3, [8, 14, 18, 20, 35, 37]
{bilstm_d (5), score: 19}

99, 4, [9, 12, 15, 23, 29, 34]
{bilstm_d (6), score: 4}

25, 3, [11, 15, 21, 32, 37, 43]
57, 3, [8, 11, 21, 31, 32, 37]
72, 3, [4, 11, 12, 31, 37, 43]
141, 3, [3, 21, 24, 26, 29, 30]
167, 3, [4, 7, 10, 11, 20, 28]
{bilstm_d (7), score: 15}

46, 3, [4, 13, 17, 25, 36, 45]
69, 3, [8, 14, 24, 30, 36, 38]
135, 3, [18, 26, 37, 42, 43, 45]
139, 3, [16, 20, 23, 30, 38, 44]
148, 3, [1, 3, 20, 23, 29, 35]
158, 3, [4, 7, 13, 30, 38, 43]
165, 3, [4, 31, 33, 36, 38, 39]
{bilstm_d (8), score: 21}

4, 3, [9, 11, 12, 15, 28, 36]
84, 3, [11, 25, 31, 37, 40, 43]
{bilstm_d (9), score: 6}

8, 3, [3, 13, 24, 34, 41, 42]
60, 3, [1, 4, 9, 10, 16, 19]
72, 3, [12, 17, 18, 19, 30, 34]
80, 3, [9, 22, 31, 39, 44, 45]
120, 3, [4, 6, 9, 19, 31, 39]
143, 3, [18, 19, 22, 24, 25, 33]
154, 3, [4, 24, 31, 35, 39, 42]
166, 3, [3, 13, 17, 18, 29, 40]
{bilstm_d (10), score: 24}

72, 3, [18, 25, 36, 39, 42, 43]
{bilstm_s (1), score: 3}

4, 3, [20, 28, 31, 35, 42, 43]
26, 3, [2, 18, 19, 34, 43, 45]
65, 3, [4, 20, 21, 29, 39, 44]
173, 3, [3, 7, 11, 13, 14, 43]
{bilstm_s (2), score: 12}

51, 3, [19, 25, 27, 34, 36, 38]
95, 3, [19, 22, 30, 32, 38, 39]
{bilstm_s (3), score: 6}

24, 3, [2, 4, 12, 17, 19, 27]
44, 3, [1, 2, 6, 15, 23, 39]
90, 3, [2, 8, 12, 13, 15, 43]
153, 3, [2, 12, 31, 32, 34, 38]
168, 3, [2, 23, 31, 36, 38, 39]
{bilstm_s (4), score: 15}

16, 4, [6, 18, 32, 35, 38, 45]
48, 3, [2, 26, 28, 34, 40, 45]
50, 3, [2, 19, 20, 25, 29, 39]
85, 3, [18, 22, 28, 29, 42, 44]
{bilstm_s (5), score: 13}

15, 3, [1, 6, 12, 18, 39, 45]
33, 3, [4, 5, 6, 7, 12, 45]
40, 3, [6, 13, 18, 34, 40, 45]
112, 3, [1, 4, 5, 15, 29, 34]
115, 3, [6, 15, 18, 29, 44, 45]
142, 4, [7, 10, 24, 29, 35, 37]
{bilstm_s (6), score: 19}

6, 4, [10, 15, 18, 28, 42, 45]
39, 3, [6, 10, 13, 15, 18, 40]
50, 3, [10, 15, 25, 30, 39, 42]
66, 3, [8, 15, 18, 25, 36, 42]
81, 3, [5, 15, 25, 29, 39, 42]
86, 4, [10, 20, 25, 36, 42, 43]
88, 3, [10, 20, 36, 40, 42, 44]
109, 3, [2, 5, 13, 18, 41, 43]
157, 3, [13, 15, 25, 28, 34, 42]
{bilstm_s (7), score: 29}

13, 3, [18, 24, 28, 32, 38, 45]
117, 3, [6, 17, 24, 37, 42, 45]
{bilstm_s (8), score: 6}

137, 3, [11, 34, 38, 40, 44, 45]
{bilstm_s (9), score: 3}

11, 3, [3, 18, 32, 33, 38, 45]
19, 3, [3, 19, 27, 34, 40, 45]
36, 3, [3, 6, 12, 23, 25, 34]
38, 3, [3, 6, 12, 15, 23, 29]
48, 3, [2, 3, 16, 27, 33, 38]
101, 3, [2, 3, 27, 32, 33, 42]
139, 4, [1, 3, 17, 27, 35, 40]
154, 3, [9, 13, 27, 32, 34, 35]
{bilstm_s (10), score: 25}

Best Score: 35, d_lstm (7)

Top 7 추출 (3개 이상 당첨)

3, 3, [1, 3, 8, 13, 21, 33, 35]
79, 3, [11, 14, 20, 24, 30, 37, 40]
95, 3, [6, 11, 16, 28, 36, 37, 41]
101, 3, [6, 16, 31, 34, 39, 41, 43]
110, 3, [4, 20, 22, 30, 37, 41, 43]
123, 3, [1, 5, 13, 18, 27, 32, 45]
148, 3, [6, 11, 27, 37, 39, 44, 45]
{lstm_d (1), score: 21}

20, 3, [8, 14, 15, 17, 26, 28, 44]
27, 3, [3, 9, 14, 27, 30, 39, 40]
88, 3, [15, 18, 26, 33, 35, 44, 45]
141, 3, [5, 6, 8, 23, 26, 27, 28]
146, 3, [7, 10, 24, 26, 30, 37, 43]
173, 3, [7, 10, 13, 17, 31, 40, 43]
{lstm_d (2), score: 18}

1, 3, [3, 8, 12, 26, 29, 35, 41]
3, 3, [5, 6, 17, 20, 21, 26, 31]
53, 3, [1, 8, 9, 25, 32, 40, 43]
64, 3, [1, 4, 7, 26, 27, 39, 44]
65, 3, [4, 5, 17, 24, 31, 39, 44]
82, 3, [2, 4, 12, 18, 25, 43, 45]
103, 3, [5, 10, 14, 19, 23, 24, 25]
117, 3, [5, 6, 13, 18, 20, 27, 31]
148, 3, [4, 8, 9, 11, 21, 22, 26]
159, 3, [3, 18, 20, 21, 23, 29, 40]
162, 3, [8, 14, 18, 20, 21, 25, 29]
170, 3, [1, 16, 19, 24, 30, 33, 45]
180, 4, [2, 13, 16, 19, 25, 27, 37]
{lstm_d (3), score: 40}

34, 3, [4, 5, 16, 34, 36, 42, 45]
44, 3, [1, 10, 15, 20, 23, 40, 44]
107, 3, [4, 13, 20, 21, 32, 33, 41]
148, 3, [4, 5, 14, 21, 27, 35, 45]
152, 3, [3, 4, 16, 24, 35, 43, 45]
155, 3, [3, 27, 31, 32, 33, 34, 35]
182, 3, [1, 3, 8, 17, 23, 25, 39]
{lstm_d (4), score: 21}

5, 3, [3, 12, 17, 18, 21, 27, 33]
37, 3, [1, 5, 9, 17, 18, 21, 26]
44, 3, [12, 13, 17, 18, 21, 31, 39]
93, 3, [3, 8, 29, 32, 33, 35, 38]
105, 3, [6, 26, 29, 30, 33, 38, 40]
131, 3, [2, 8, 12, 26, 29, 33, 36]
139, 3, [4, 20, 23, 27, 39, 40, 43]
{lstm_d (5), score: 21}

29, 3, [1, 3, 20, 25, 26, 38, 41]
41, 3, [4, 15, 18, 28, 32, 40, 41]
42, 3, [15, 17, 18, 31, 39, 40, 45]
44, 3, [7, 8, 14, 17, 31, 36, 45]
142, 3, [7, 10, 18, 24, 25, 29, 36]
152, 3, [13, 17, 29, 39, 41, 42, 44]
156, 4, [1, 3, 17, 20, 28, 36, 41]
174, 3, [16, 25, 26, 27, 31, 40, 43]
{lstm_d (6), score: 25}

55, 4, [12, 18, 23, 26, 29, 38, 40]
65, 4, [18, 29, 30, 37, 39, 41, 43]
74, 3, [16, 17, 26, 34, 36, 42, 45]
80, 3, [1, 5, 16, 21, 23, 34, 38]
95, 3, [1, 11, 15, 21, 28, 39, 40]
105, 4, [3, 13, 22, 24, 33, 39, 40]
109, 3, [3, 4, 5, 16, 17, 22, 45]
154, 3, [12, 13, 17, 20, 23, 38, 43]
161, 3, [4, 9, 12, 16, 17, 23, 38]
165, 3, [5, 21, 23, 31, 36, 37, 40]
173, 3, [5, 21, 27, 34, 37, 39, 40]
176, 3, [2, 4, 9, 13, 17, 21, 33]
{lstm_d (7), score: 39}

105, 3, [1, 9, 12, 15, 23, 35, 43]
176, 3, [10, 24, 26, 29, 31, 33, 37]
{lstm_d (8), score: 6}

90, 3, [4, 10, 18, 22, 27, 28, 40]
95, 3, [3, 10, 15, 22, 36, 40, 44]
165, 3, [4, 10, 16, 20, 26, 27, 40]
171, 3, [22, 25, 26, 29, 31, 39, 40]
{lstm_d (9), score: 12}

18, 3, [6, 8, 12, 18, 27, 28, 45]
46, 3, [3, 4, 9, 12, 23, 26, 41]
52, 3, [2, 4, 15, 18, 21, 26, 40]
66, 3, [2, 10, 15, 25, 33, 40, 44]
82, 3, [2, 18, 27, 34, 36, 44, 45]
116, 3, [5, 14, 17, 26, 32, 33, 36]
132, 3, [1, 2, 6, 9, 15, 16, 29]
158, 3, [1, 9, 12, 18, 19, 25, 35]
163, 3, [1, 9, 10, 27, 33, 35, 39]
175, 3, [12, 19, 23, 27, 28, 30, 40]
178, 3, [11, 12, 13, 14, 35, 40, 45]
{lstm_d (10), score: 33}

2, 3, [6, 22, 26, 34, 36, 38, 43]
44, 3, [8, 14, 26, 31, 35, 38, 40]
78, 3, [4, 8, 14, 28, 32, 43, 45]
82, 3, [4, 8, 13, 21, 35, 43, 45]
97, 3, [8, 14, 23, 29, 34, 39, 41]
101, 3, [11, 12, 16, 27, 33, 35, 43]
145, 3, [3, 4, 26, 27, 29, 34, 44]
147, 3, [1, 7, 14, 17, 21, 24, 35]
{lstm_s (1), score: 24}

1, 3, [18, 22, 30, 31, 34, 35, 37]
21, 3, [4, 8, 10, 18, 23, 33, 39]
42, 3, [3, 5, 7, 12, 18, 19, 27]
71, 3, [8, 9, 18, 26, 27, 30, 43]
114, 3, [5, 17, 22, 26, 27, 34, 44]
155, 3, [3, 12, 31, 32, 36, 37, 38]
168, 3, [3, 18, 19, 23, 25, 27, 43]
186, 3, [6, 14, 21, 26, 32, 35, 38]
{lstm_s (2), score: 24}

4, 3, [1, 8, 22, 27, 28, 29, 38]
23, 3, [9, 13, 16, 19, 27, 32, 38]
50, 3, [4, 6, 14, 24, 28, 38, 45]
81, 3, [1, 13, 18, 29, 38, 41, 45]
86, 3, [8, 20, 27, 28, 29, 36, 38]
169, 3, [7, 11, 23, 31, 32, 41, 45]
{lstm_s (3), score: 18}

29, 3, [3, 18, 19, 21, 25, 30, 41]
40, 3, [3, 11, 13, 18, 21, 44, 45]
52, 3, [3, 5, 8, 25, 43, 44, 45]
62, 3, [11, 18, 21, 25, 29, 43, 44]
100, 3, [3, 11, 13, 18, 23, 32, 45]
122, 3, [3, 8, 14, 23, 31, 41, 45]
{lstm_s (4), score: 18}

17, 3, [1, 14, 34, 37, 38, 41, 45]
23, 3, [2, 3, 12, 19, 28, 32, 43]
25, 3, [2, 3, 4, 12, 28, 31, 43]
34, 3, [1, 4, 26, 34, 38, 43, 45]
46, 3, [1, 2, 12, 14, 31, 34, 45]
56, 3, [21, 23, 24, 27, 36, 37, 42]
106, 3, [2, 4, 7, 16, 25, 27, 43]
152, 3, [2, 4, 7, 13, 31, 38, 40]
158, 3, [3, 4, 16, 26, 34, 38, 43]
{lstm_s (5), score: 27}

82, 3, [15, 18, 25, 29, 33, 34, 39]
107, 3, [1, 20, 23, 27, 30, 35, 42]
170, 3, [7, 10, 17, 20, 26, 29, 40]
{lstm_s (6), score: 9}

16, 3, [1, 3, 4, 8, 10, 18, 39]
22, 3, [2, 3, 4, 8, 18, 22, 30]
52, 3, [3, 8, 10, 18, 29, 30, 35]
137, 3, [2, 3, 4, 16, 21, 22, 39]
158, 3, [1, 3, 13, 16, 20, 25, 34]
167, 3, [3, 10, 14, 18, 20, 30, 38]
{lstm_s (7), score: 18}

53, 3, [3, 8, 20, 27, 32, 33, 36]
56, 3, [8, 15, 20, 27, 33, 42, 43]
87, 3, [4, 10, 20, 22, 27, 40, 43]
117, 3, [19, 20, 23, 31, 35, 42, 43]
133, 3, [1, 19, 20, 23, 33, 36, 42]
147, 4, [20, 21, 22, 31, 32, 36, 40]
166, 3, [10, 16, 19, 20, 23, 36, 38]
{lstm_s (8), score: 22}

4, 3, [4, 15, 24, 28, 34, 38, 40]
20, 3, [8, 12, 19, 22, 30, 32, 39]
44, 4, [2, 15, 21, 28, 34, 40, 45]
73, 3, [8, 10, 21, 30, 34, 43, 44]
77, 3, [16, 18, 25, 26, 29, 34, 42]
106, 3, [13, 21, 27, 34, 36, 42, 43]
112, 3, [5, 8, 12, 15, 34, 39, 43]
{lstm_s (9), score: 22}

2, 3, [3, 7, 11, 12, 15, 31, 35]
18, 3, [2, 3, 12, 14, 22, 35, 45]
36, 3, [6, 7, 12, 16, 25, 31, 35]
88, 3, [12, 14, 20, 22, 38, 39, 45]
126, 3, [7, 12, 20, 22, 31, 35, 39]
147, 3, [7, 14, 22, 31, 35, 38, 41]
150, 3, [7, 16, 22, 25, 37, 38, 41]
178, 3, [12, 14, 15, 25, 35, 36, 41]
{lstm_s (10), score: 24}

8, 3, [9, 12, 18, 28, 29, 37, 39]
14, 3, [4, 8, 10, 19, 21, 34, 40]
16, 3, [1, 6, 9, 24, 30, 35, 37]
26, 3, [2, 11, 20, 27, 36, 38, 39]
42, 3, [6, 8, 9, 13, 26, 32, 33]
51, 3, [12, 13, 15, 30, 31, 34, 42]
68, 3, [5, 14, 18, 23, 34, 38, 44]
69, 3, [4, 7, 9, 15, 16, 31, 39]
72, 3, [8, 18, 25, 27, 34, 35, 45]
92, 3, [4, 7, 20, 36, 40, 41, 43]
109, 3, [6, 14, 17, 20, 25, 30, 34]
154, 3, [6, 10, 20, 22, 36, 41, 43]
159, 3, [6, 7, 9, 10, 22, 41, 42]
179, 3, [5, 12, 14, 21, 22, 37, 40]
{bilstm_d (1), score: 42}

29, 3, [7, 21, 23, 25, 33, 34, 36]
84, 3, [11, 12, 16, 18, 27, 32, 42]
93, 3, [10, 13, 18, 27, 43, 44, 45]
95, 3, [11, 13, 27, 32, 34, 38, 45]
167, 3, [3, 8, 13, 15, 21, 33, 39]
172, 3, [1, 7, 10, 20, 30, 31, 38]
{bilstm_d (2), score: 18}

22, 3, [11, 12, 15, 16, 18, 36, 39]
30, 3, [16, 18, 19, 20, 26, 38, 42]
55, 3, [16, 27, 29, 33, 37, 40, 43]
93, 3, [6, 12, 16, 21, 24, 34, 40]
99, 3, [16, 26, 29, 36, 39, 40, 43]
141, 3, [4, 5, 16, 17, 29, 40, 41]
{bilstm_d (3), score: 18}

10, 3, [25, 27, 29, 34, 38, 42, 45]
34, 3, [5, 6, 8, 23, 25, 42, 45]
76, 3, [5, 6, 8, 11, 12, 14, 15]
157, 3, [1, 6, 8, 11, 13, 18, 27]
{bilstm_d (4), score: 12}

6, 3, [5, 14, 21, 24, 27, 28, 38]
11, 4, [6, 12, 30, 34, 36, 37, 45]
12, 3, [1, 6, 21, 34, 37, 39, 45]
23, 3, [4, 6, 12, 27, 37, 38, 45]
29, 3, [11, 13, 14, 23, 26, 34, 36]
81, 3, [12, 18, 20, 26, 28, 29, 32]
106, 3, [4, 18, 26, 27, 33, 36, 43]
124, 4, [4, 8, 14, 18, 20, 35, 37]
{bilstm_d (5), score: 26}

23, 3, [3, 17, 19, 26, 27, 31, 33]
38, 3, [3, 7, 18, 23, 27, 28, 31]
60, 3, [5, 11, 12, 27, 28, 37, 45]
85, 3, [11, 17, 26, 27, 31, 35, 39]
99, 4, [7, 9, 12, 15, 23, 29, 34]
{bilstm_d (6), score: 16}

25, 3, [11, 15, 21, 32, 37, 39, 43]
57, 3, [2, 8, 11, 21, 31, 32, 37]
72, 3, [4, 9, 11, 12, 31, 37, 43]
86, 3, [19, 23, 31, 32, 41, 43, 45]
108, 3, [5, 12, 21, 26, 29, 33, 40]
141, 3, [3, 11, 21, 24, 26, 29, 30]
167, 3, [4, 7, 10, 11, 13, 20, 28]
168, 3, [7, 11, 13, 27, 30, 41, 43]
{bilstm_d (7), score: 24}

7, 3, [1, 6, 8, 18, 24, 28, 36]
16, 3, [3, 6, 20, 26, 29, 33, 35]
46, 3, [4, 6, 13, 17, 25, 36, 45]
69, 3, [8, 14, 24, 30, 36, 38, 41]
81, 3, [10, 14, 19, 24, 25, 28, 36]
109, 3, [2, 8, 12, 14, 19, 25, 31]
135, 3, [18, 26, 27, 37, 42, 43, 45]
139, 3, [16, 20, 23, 26, 30, 38, 44]
148, 3, [1, 3, 20, 23, 29, 31, 35]
158, 3, [4, 7, 13, 25, 30, 38, 43]
165, 3, [4, 17, 31, 33, 36, 38, 39]
179, 3, [17, 30, 34, 36, 38, 41, 44]
{bilstm_d (8), score: 36}

4, 3, [9, 11, 12, 15, 28, 36, 38]
52, 3, [1, 16, 18, 20, 25, 26, 36]
84, 3, [11, 25, 28, 31, 37, 40, 43]
{bilstm_d (9), score: 9}

8, 3, [3, 13, 20, 24, 34, 41, 42]
29, 3, [4, 7, 10, 15, 17, 24, 45]
60, 3, [1, 4, 7, 9, 10, 16, 19]
72, 3, [4, 12, 17, 18, 19, 30, 34]
80, 3, [9, 22, 31, 39, 42, 44, 45]
120, 3, [4, 6, 9, 19, 24, 31, 39]
143, 3, [18, 19, 22, 24, 25, 32, 33]
154, 3, [4, 14, 24, 31, 35, 39, 42]
165, 3, [2, 7, 17, 18, 31, 33, 40]
166, 3, [3, 13, 17, 18, 29, 39, 40]
{bilstm_d (10), score: 30}

72, 3, [16, 18, 25, 36, 39, 42, 43]
74, 3, [4, 11, 14, 18, 19, 26, 27]
180, 3, [8, 10, 17, 24, 35, 43, 44]
{bilstm_s (1), score: 9}

4, 3, [14, 20, 28, 31, 35, 42, 43]
26, 3, [2, 3, 18, 19, 34, 43, 45]
65, 3, [3, 4, 20, 21, 29, 39, 44]
144, 3, [2, 7, 10, 15, 21, 29, 38]
146, 3, [6, 7, 14, 20, 24, 29, 37]
173, 3, [3, 7, 11, 13, 14, 28, 43]
{bilstm_s (2), score: 18}

31, 3, [3, 13, 18, 19, 32, 36, 38]
50, 3, [2, 14, 20, 25, 29, 38, 45]
51, 4, [19, 25, 26, 27, 34, 36, 38]
90, 3, [4, 10, 15, 20, 25, 33, 43]
95, 4, [8, 19, 22, 30, 32, 38, 39]
143, 3, [15, 19, 29, 34, 37, 38, 44]
175, 3, [4, 5, 19, 20, 28, 43, 45]
{bilstm_s (3), score: 23}

24, 3, [2, 3, 4, 12, 17, 19, 27]
44, 3, [1, 2, 6, 7, 15, 23, 39]
57, 3, [3, 14, 24, 27, 29, 36, 37]
89, 3, [2, 4, 12, 16, 25, 36, 43]
90, 3, [2, 8, 12, 13, 15, 37, 43]
132, 3, [2, 7, 8, 12, 23, 36, 39]
153, 3, [2, 12, 20, 31, 32, 34, 38]
168, 3, [2, 23, 31, 36, 38, 39, 40]
{bilstm_s (4), score: 24}

4, 3, [9, 19, 22, 23, 26, 39, 42]
8, 3, [15, 18, 26, 28, 29, 37, 40]
16, 4, [2, 6, 18, 32, 35, 38, 45]
23, 3, [2, 12, 18, 19, 25, 28, 37]
43, 3, [6, 13, 15, 18, 23, 33, 38]
48, 3, [2, 26, 28, 29, 34, 40, 45]
50, 3, [2, 4, 19, 20, 25, 29, 39]
85, 3, [5, 18, 22, 28, 29, 42, 44]
110, 3, [5, 13, 18, 23, 34, 37, 42]
111, 3, [5, 13, 18, 21, 23, 34, 37]
133, 3, [13, 19, 20, 22, 23, 36, 39]
153, 3, [9, 14, 18, 30, 32, 37, 39]
{bilstm_s (5), score: 37}

15, 3, [1, 6, 12, 18, 25, 39, 45]
33, 3, [4, 5, 6, 7, 12, 15, 45]
40, 3, [6, 13, 18, 29, 34, 40, 45]
42, 3, [1, 6, 15, 23, 24, 29, 34]
82, 3, [2, 4, 13, 25, 29, 34, 45]
88, 3, [4, 5, 15, 29, 40, 43, 44]
112, 3, [1, 2, 4, 5, 15, 29, 34]
115, 3, [6, 15, 18, 29, 40, 44, 45]
142, 4, [7, 10, 24, 29, 35, 37, 40]
{bilstm_s (6), score: 28}

6, 4, [1, 10, 15, 18, 28, 42, 45]
39, 3, [4, 6, 10, 13, 15, 18, 40]
41, 3, [6, 13, 15, 18, 40, 44, 45]
50, 3, [3, 10, 15, 25, 30, 39, 42]
63, 3, [3, 10, 15, 29, 36, 39, 44]
66, 3, [8, 15, 18, 21, 25, 36, 42]
81, 3, [5, 14, 15, 25, 29, 39, 42]
86, 4, [10, 20, 25, 36, 42, 43, 44]
88, 3, [10, 13, 20, 36, 40, 42, 44]
96, 3, [13, 23, 25, 26, 36, 39, 42]
102, 3, [17, 20, 23, 25, 40, 41, 42]
109, 3, [2, 5, 13, 18, 27, 41, 43]
157, 3, [13, 15, 21, 25, 28, 34, 42]
167, 3, [2, 3, 4, 10, 37, 38, 40]
{bilstm_s (7), score: 44}

12, 3, [3, 11, 18, 24, 32, 38, 45]
13, 3, [11, 18, 24, 28, 32, 38, 45]
38, 3, [6, 18, 24, 26, 35, 37, 45]
116, 3, [1, 6, 12, 18, 24, 37, 45]
117, 3, [6, 17, 24, 31, 37, 42, 45]
149, 3, [1, 7, 24, 31, 32, 37, 38]
{bilstm_s (8), score: 18}

34, 3, [11, 13, 16, 26, 32, 34, 40]
53, 3, [11, 13, 16, 19, 26, 39, 40]
62, 3, [3, 11, 14, 19, 37, 40, 45]
69, 3, [3, 11, 13, 18, 34, 38, 45]
137, 3, [11, 19, 34, 38, 40, 44, 45]
{bilstm_s (9), score: 15}

11, 3, [3, 11, 18, 32, 33, 38, 45]
19, 3, [3, 19, 27, 32, 34, 40, 45]
36, 3, [3, 6, 12, 17, 23, 25, 34]
38, 4, [3, 6, 12, 15, 23, 29, 40]
48, 3, [2, 3, 16, 27, 33, 34, 38]
94, 3, [2, 3, 15, 19, 21, 40, 45]
101, 3, [2, 3, 27, 32, 33, 38, 42]
117, 3, [1, 3, 6, 34, 35, 38, 45]
134, 3, [1, 3, 15, 19, 27, 35, 40]
139, 4, [1, 3, 15, 17, 27, 35, 40]
154, 3, [9, 13, 27, 28, 32, 34, 35]
{bilstm_s (10), score: 35}

Best Score: 44, s_bilstm (7)

Top 8 추출 (3개 이상 당첨)

3, 3, [1, 3, 8, 13, 19, 21, 33, 35]
19, 3, [1, 10, 11, 16, 18, 26, 28, 40]
79, 3, [11, 14, 20, 24, 29, 30, 37, 40]
95, 3, [6, 11, 14, 16, 28, 36, 37, 41]
101, 3, [4, 6, 16, 31, 34, 39, 41, 43]
110, 3, [4, 20, 22, 27, 30, 37, 41, 43]
123, 3, [1, 5, 6, 13, 18, 27, 32, 45]
148, 3, [6, 9, 11, 27, 37, 39, 44, 45]
{lstm_d (1), score: 24}

4, 3, [1, 15, 20, 22, 23, 30, 33, 42]
20, 3, [8, 14, 15, 17, 26, 28, 36, 44]
27, 3, [3, 9, 14, 27, 30, 34, 39, 40]
44, 3, [12, 13, 17, 18, 24, 34, 35, 45]
88, 4, [14, 15, 18, 26, 33, 35, 44, 45]
109, 3, [1, 2, 28, 29, 32, 35, 39, 43]
141, 3, [1, 5, 6, 8, 23, 26, 27, 28]
146, 3, [7, 10, 20, 24, 26, 30, 37, 43]
173, 3, [3, 7, 10, 13, 17, 31, 40, 43]
{lstm_d (2), score: 28}

1, 3, [3, 8, 12, 26, 29, 31, 35, 41]
3, 3, [2, 5, 6, 17, 20, 21, 26, 31]
6, 3, [7, 9, 15, 23, 41, 42, 43, 44]
53, 3, [1, 7, 8, 9, 25, 32, 40, 43]
64, 3, [1, 4, 7, 24, 26, 27, 39, 44]
65, 3, [4, 5, 17, 24, 31, 33, 39, 44]
82, 3, [2, 4, 12, 18, 25, 32, 43, 45]
103, 3, [3, 5, 10, 14, 19, 23, 24, 25]
117, 3, [5, 6, 12, 13, 18, 20, 27, 31]
144, 3, [3, 7, 12, 22, 23, 34, 37, 43]
148, 3, [4, 8, 9, 11, 21, 22, 26, 39]
149, 3, [2, 9, 16, 21, 25, 27, 39, 41]
159, 3, [3, 18, 20, 21, 23, 25, 29, 40]
162, 3, [8, 14, 18, 20, 21, 25, 28, 29]
165, 3, [12, 13, 15, 23, 27, 29, 31, 45]
170, 3, [1, 14, 16, 19, 24, 30, 33, 45]
180, 4, [2, 10, 13, 16, 19, 25, 27, 37]
{lstm_d (3), score: 52}

34, 3, [4, 5, 16, 34, 35, 36, 42, 45]
44, 3, [1, 10, 15, 19, 20, 23, 40, 44]
92, 3, [4, 10, 22, 23, 27, 28, 38, 40]
97, 3, [22, 25, 26, 34, 35, 36, 40, 43]
105, 3, [4, 10, 24, 32, 35, 40, 42, 45]
107, 3, [4, 13, 20, 21, 32, 33, 40, 41]
148, 3, [4, 5, 14, 21, 27, 32, 35, 45]
152, 3, [3, 4, 16, 22, 24, 35, 43, 45]
155, 3, [3, 13, 27, 31, 32, 33, 34, 35]
182, 4, [1, 3, 8, 17, 20, 23, 25, 39]
{lstm_d (4), score: 31}

5, 3, [2, 3, 12, 17, 18, 21, 27, 33]
37, 3, [1, 5, 9, 17, 18, 21, 26, 29]
44, 3, [12, 13, 17, 18, 21, 23, 31, 39]
93, 3, [3, 8, 23, 29, 32, 33, 35, 38]
94, 3, [3, 7, 8, 18, 20, 24, 29, 32]
105, 3, [6, 16, 26, 29, 30, 33, 38, 40]
131, 3, [2, 8, 9, 12, 26, 29, 33, 36]
139, 3, [4, 20, 23, 27, 30, 39, 40, 43]
150, 3, [1, 8, 17, 21, 22, 23, 28, 36]
{lstm_d (5), score: 27}

4, 3, [3, 4, 6, 10, 17, 32, 40, 43]
29, 4, [1, 3, 20, 21, 25, 26, 38, 41]
41, 3, [4, 13, 15, 18, 28, 32, 40, 41]
42, 3, [15, 17, 18, 31, 34, 39, 40, 45]
44, 3, [7, 8, 14, 17, 31, 32, 36, 45]
142, 3, [3, 7, 10, 18, 24, 25, 29, 36]
143, 3, [1, 5, 13, 21, 25, 27, 35, 36]
152, 3, [13, 17, 29, 31, 39, 41, 42, 44]
156, 4, [1, 3, 17, 20, 28, 36, 40, 41]
165, 3, [1, 7, 20, 22, 25, 36, 38, 41]
174, 3, [3, 16, 25, 26, 27, 31, 40, 43]
175, 3, [3, 10, 27, 36, 40, 42, 43, 45]
{lstm_d (6), score: 38}

55, 4, [12, 18, 23, 26, 29, 34, 38, 40]
65, 4, [5, 18, 29, 30, 37, 39, 41, 43]
70, 3, [1, 9, 21, 25, 36, 38, 40, 41]
74, 3, [10, 16, 17, 26, 34, 36, 42, 45]
80, 3, [1, 5, 16, 21, 23, 34, 38, 40]
95, 3, [1, 11, 12, 15, 21, 28, 39, 40]
105, 4, [3, 13, 17, 22, 24, 33, 39, 40]
109, 3, [3, 4, 5, 16, 17, 22, 31, 45]
154, 3, [12, 13, 17, 20, 23, 38, 40, 43]
161, 3, [4, 9, 12, 16, 17, 23, 38, 40]
165, 3, [5, 14, 21, 23, 31, 36, 37, 40]
166, 3, [1, 5, 20, 21, 27, 33, 36, 40]
169, 3, [2, 3, 6, 13, 37, 38, 39, 40]
173, 3, [5, 19, 21, 27, 34, 37, 39, 40]
176, 3, [1, 2, 4, 9, 13, 17, 21, 33]
179, 3, [1, 3, 9, 17, 21, 27, 29, 37]
{lstm_d (7), score: 51}

11, 3, [2, 8, 15, 20, 27, 32, 42, 45]
42, 3, [8, 10, 14, 18, 19, 31, 36, 44]
85, 3, [9, 10, 20, 31, 33, 35, 38, 43]
105, 3, [1, 9, 12, 15, 23, 33, 35, 43]
119, 3, [15, 17, 20, 24, 31, 34, 38, 44]
169, 3, [1, 8, 10, 12, 21, 26, 30, 31]
176, 3, [10, 24, 26, 29, 31, 33, 37, 44]
{lstm_d (8), score: 21}

28, 3, [3, 10, 18, 20, 22, 27, 32, 37]
61, 3, [4, 10, 15, 19, 21, 33, 39, 41]
90, 3, [4, 10, 16, 18, 22, 27, 28, 40]
95, 3, [3, 10, 15, 18, 22, 36, 40, 44]
99, 3, [16, 20, 22, 23, 27, 29, 35, 39]
135, 3, [4, 10, 14, 16, 17, 19, 20, 40]
165, 3, [4, 10, 16, 20, 26, 27, 28, 40]
168, 3, [4, 8, 15, 19, 20, 22, 26, 36]
171, 3, [22, 25, 26, 29, 31, 35, 39, 40]
{lstm_d (9), score: 27}

18, 3, [6, 8, 12, 18, 27, 28, 32, 45]
46, 3, [3, 4, 9, 12, 23, 26, 28, 41]
52, 3, [2, 3, 4, 15, 18, 21, 26, 40]
66, 3, [2, 10, 15, 25, 33, 34, 40, 44]
82, 3, [2, 18, 22, 27, 34, 36, 44, 45]
97, 3, [1, 15, 17, 24, 28, 35, 41, 42]
103, 3, [12, 17, 19, 23, 26, 38, 42, 45]
116, 4, [5, 8, 14, 17, 26, 32, 33, 36]
132, 3, [1, 2, 6, 9, 15, 16, 29, 45]
158, 3, [1, 9, 12, 18, 19, 25, 35, 43]
163, 3, [1, 9, 10, 16, 27, 33, 35, 39]
175, 3, [4, 12, 19, 23, 27, 28, 30, 40]
178, 3, [11, 12, 13, 14, 30, 35, 40, 45]
{lstm_d (10), score: 40}

2, 3, [6, 12, 22, 26, 34, 36, 38, 43]
19, 3, [8, 11, 12, 13, 18, 19, 31, 44]
44, 3, [6, 8, 14, 26, 31, 35, 38, 40]
47, 3, [6, 16, 17, 21, 31, 34, 40, 44]
72, 3, [18, 23, 25, 28, 30, 35, 39, 42]
78, 3, [3, 4, 8, 14, 28, 32, 43, 45]
82, 3, [4, 8, 13, 21, 28, 35, 43, 45]
85, 3, [5, 12, 18, 26, 33, 34, 39, 42]
97, 4, [8, 14, 23, 29, 34, 35, 39, 41]
101, 3, [4, 11, 12, 16, 27, 33, 35, 43]
145, 3, [3, 4, 8, 26, 27, 29, 34, 44]
147, 3, [1, 7, 9, 14, 17, 21, 24, 35]
160, 3, [3, 11, 13, 24, 25, 26, 27, 43]
{lstm_s (1), score: 40}

0, 3, [9, 16, 20, 22, 32, 34, 35, 37]
1, 4, [7, 18, 22, 30, 31, 34, 35, 37]
11, 3, [4, 12, 15, 25, 30, 31, 34, 40]
14, 3, [3, 12, 16, 17, 26, 32, 34, 41]
21, 3, [4, 8, 10, 18, 19, 23, 33, 39]
42, 3, [3, 5, 7, 12, 18, 19, 27, 39]
59, 3, [12, 20, 24, 27, 32, 34, 35, 37]
71, 3, [8, 9, 18, 26, 27, 30, 34, 43]
109, 3, [4, 15, 18, 22, 27, 32, 40, 43]
114, 3, [1, 5, 17, 22, 26, 27, 34, 44]
122, 3, [1, 3, 5, 7, 11, 12, 18, 39]
155, 3, [3, 12, 22, 31, 32, 36, 37, 38]
168, 3, [3, 18, 19, 23, 25, 27, 39, 43]
186, 3, [6, 14, 21, 26, 27, 32, 35, 38]
{lstm_s (2), score: 43}

4, 3, [1, 8, 22, 27, 28, 29, 38, 41]
12, 3, [8, 9, 13, 15, 27, 28, 29, 38]
23, 3, [9, 13, 16, 19, 27, 32, 36, 38]
50, 3, [4, 6, 14, 19, 24, 28, 38, 45]
81, 3, [1, 13, 18, 27, 29, 38, 41, 45]
86, 3, [8, 11, 20, 27, 28, 29, 36, 38]
122, 3, [1, 10, 13, 17, 23, 31, 42, 45]
129, 3, [1, 5, 15, 17, 24, 27, 28, 36]
169, 3, [7, 11, 23, 31, 32, 38, 41, 45]
{lstm_s (3), score: 27}

0, 3, [1, 3, 15, 18, 31, 32, 43, 45]
29, 3, [3, 16, 18, 19, 21, 25, 30, 41]
40, 3, [3, 5, 11, 13, 18, 21, 44, 45]
47, 3, [3, 16, 18, 20, 22, 43, 44, 45]
52, 3, [3, 5, 8, 19, 25, 43, 44, 45]
62, 3, [11, 16, 18, 21, 25, 29, 43, 44]
69, 3, [3, 8, 18, 21, 23, 25, 43, 45]
94, 3, [8, 18, 21, 23, 32, 35, 41, 45]
100, 3, [3, 11, 13, 18, 23, 32, 39, 45]
122, 3, [3, 8, 14, 23, 25, 31, 41, 45]
173, 3, [3, 8, 10, 17, 21, 35, 36, 45]
181, 3, [3, 9, 18, 19, 21, 25, 41, 45]
{lstm_s (4), score: 36}

17, 3, [1, 14, 34, 37, 38, 41, 43, 45]
23, 3, [2, 3, 12, 16, 19, 28, 32, 43]
25, 3, [2, 3, 4, 12, 28, 31, 36, 43]
34, 3, [1, 4, 16, 26, 34, 38, 43, 45]
46, 4, [1, 2, 12, 14, 16, 31, 34, 45]
53, 3, [3, 16, 34, 36, 37, 40, 42, 45]
56, 3, [21, 23, 24, 27, 36, 37, 41, 42]
102, 3, [10, 26, 34, 38, 41, 43, 44, 45]
106, 3, [2, 4, 7, 16, 25, 27, 31, 43]
114, 3, [2, 4, 7, 11, 24, 32, 40, 45]
127, 3, [16, 17, 23, 34, 36, 38, 41, 43]
152, 3, [2, 4, 7, 13, 31, 38, 40, 45]
158, 3, [3, 4, 16, 26, 34, 38, 43, 45]
{lstm_s (5), score: 40}

0, 3, [1, 13, 20, 26, 34, 35, 39, 42]
82, 3, [8, 15, 18, 25, 29, 33, 34, 39]
107, 3, [1, 20, 23, 27, 30, 35, 42, 43]
168, 3, [10, 14, 17, 20, 26, 37, 38, 40]
170, 3, [7, 10, 17, 20, 26, 29, 40, 43]
173, 3, [1, 5, 15, 17, 20, 22, 28, 29]
{lstm_s (6), score: 18}

16, 3, [1, 3, 4, 8, 10, 18, 20, 39]
22, 3, [2, 3, 4, 8, 18, 22, 30, 39]
52, 3, [3, 8, 10, 18, 29, 30, 35, 37]
78, 3, [5, 8, 18, 20, 29, 34, 35, 41]
95, 3, [1, 3, 8, 15, 16, 21, 28, 30]
125, 3, [1, 3, 8, 11, 15, 16, 18, 41]
137, 3, [2, 3, 4, 16, 18, 21, 22, 39]
158, 3, [1, 3, 8, 13, 16, 20, 25, 34]
167, 3, [3, 10, 14, 18, 20, 23, 30, 38]
179, 3, [2, 3, 8, 16, 18, 25, 35, 41]
{lstm_s (7), score: 30}

53, 3, [3, 8, 20, 21, 27, 32, 33, 36]
56, 3, [8, 15, 19, 20, 27, 33, 42, 43]
87, 3, [4, 10, 20, 21, 22, 27, 40, 43]
93, 3, [4, 9, 10, 20, 27, 36, 40, 43]
117, 3, [19, 20, 23, 31, 33, 35, 42, 43]
133, 3, [1, 19, 20, 21, 23, 33, 36, 42]
147, 4, [15, 20, 21, 22, 31, 32, 36, 40]
166, 3, [3, 10, 16, 19, 20, 23, 36, 38]
{lstm_s (8), score: 25}

4, 4, [4, 12, 15, 24, 28, 34, 38, 40]
15, 3, [3, 6, 8, 12, 15, 22, 33, 39]
20, 3, [8, 12, 19, 22, 30, 32, 34, 39]
37, 3, [4, 6, 10, 15, 30, 33, 34, 40]
44, 5, [2, 15, 21, 28, 34, 40, 42, 45]
73, 3, [8, 10, 15, 21, 30, 34, 43, 44]
77, 3, [15, 16, 18, 25, 26, 29, 34, 42]
106, 3, [13, 21, 27, 34, 36, 41, 42, 43]
112, 3, [5, 8, 12, 15, 32, 34, 39, 43]
{lstm_s (9), score: 30}

2, 3, [3, 7, 11, 12, 15, 31, 35, 40]
18, 3, [2, 3, 11, 12, 14, 22, 35, 45]
27, 3, [2, 10, 11, 12, 20, 22, 38, 39]
36, 3, [6, 7, 12, 16, 22, 25, 31, 35]
46, 3, [3, 12, 16, 24, 25, 35, 38, 39]
78, 3, [5, 11, 22, 25, 29, 38, 39, 41]
88, 3, [11, 12, 14, 20, 22, 38, 39, 45]
126, 3, [5, 7, 12, 20, 22, 31, 35, 39]
145, 3, [2, 16, 21, 22, 35, 37, 38, 41]
147, 3, [2, 7, 14, 22, 31, 35, 38, 41]
150, 3, [7, 10, 16, 22, 25, 37, 38, 41]
178, 3, [10, 12, 14, 15, 25, 35, 36, 41]
{lstm_s (10), score: 36}

8, 3, [9, 12, 16, 18, 28, 29, 37, 39]
14, 3, [4, 8, 10, 19, 21, 29, 34, 40]
16, 3, [1, 6, 9, 24, 30, 31, 35, 37]
26, 3, [2, 11, 20, 27, 31, 36, 38, 39]
42, 3, [6, 8, 9, 13, 26, 32, 33, 45]
51, 3, [12, 13, 15, 30, 31, 34, 39, 42]
68, 3, [5, 14, 18, 20, 23, 34, 38, 44]
69, 3, [4, 7, 9, 15, 16, 23, 31, 39]
72, 3, [8, 17, 18, 25, 27, 34, 35, 45]
92, 3, [4, 6, 7, 20, 36, 40, 41, 43]
109, 3, [5, 6, 14, 17, 20, 25, 30, 34]
154, 3, [4, 6, 10, 20, 22, 36, 41, 43]
159, 3, [6, 7, 9, 10, 22, 37, 41, 42]
179, 3, [5, 12, 14, 21, 22, 24, 37, 40]
{bilstm_d (1), score: 42}

4, 3, [2, 8, 18, 20, 22, 31, 34, 45]
29, 4, [7, 19, 21, 23, 25, 33, 34, 36]
51, 3, [2, 4, 11, 17, 20, 28, 39, 45]
84, 3, [11, 12, 16, 18, 27, 32, 42, 44]
93, 3, [10, 13, 18, 27, 32, 43, 44, 45]
95, 3, [11, 13, 23, 27, 32, 34, 38, 45]
114, 3, [4, 6, 18, 22, 27, 29, 43, 45]
167, 3, [3, 8, 13, 15, 21, 23, 33, 39]
172, 3, [1, 2, 7, 10, 20, 30, 31, 38]
{bilstm_d (2), score: 28}

22, 3, [11, 12, 15, 16, 18, 29, 36, 39]
30, 3, [16, 18, 19, 20, 26, 34, 38, 42]
35, 3, [5, 9, 12, 16, 34, 37, 42, 43]
55, 3, [16, 27, 29, 33, 36, 37, 40, 43]
93, 3, [4, 6, 12, 16, 21, 24, 34, 40]
99, 3, [16, 20, 26, 29, 36, 39, 40, 43]
141, 3, [4, 5, 16, 17, 20, 29, 40, 41]
{bilstm_d (3), score: 21}

10, 3, [4, 25, 27, 29, 34, 38, 42, 45]
34, 3, [5, 6, 8, 23, 25, 27, 42, 45]
74, 3, [3, 8, 12, 19, 22, 27, 36, 44]
76, 3, [5, 6, 8, 11, 12, 14, 15, 26]
81, 3, [1, 5, 9, 11, 18, 23, 25, 43]
141, 3, [2, 12, 13, 14, 30, 32, 38, 45]
147, 3, [5, 14, 18, 26, 29, 38, 42, 45]
148, 3, [1, 6, 14, 29, 31, 37, 38, 45]
157, 3, [1, 6, 8, 11, 13, 18, 27, 29]
170, 3, [10, 14, 17, 20, 23, 31, 37, 44]
{bilstm_d (4), score: 30}

6, 3, [5, 14, 21, 24, 25, 27, 28, 38]
11, 4, [6, 12, 13, 30, 34, 36, 37, 45]
12, 3, [1, 6, 21, 23, 34, 37, 39, 45]
23, 3, [4, 6, 12, 26, 27, 37, 38, 45]
29, 3, [11, 13, 14, 23, 26, 34, 36, 39]
57, 3, [3, 18, 21, 31, 32, 37, 39, 40]
81, 3, [11, 12, 18, 20, 26, 28, 29, 32]
106, 3, [4, 13, 18, 26, 27, 33, 36, 43]
124, 4, [4, 8, 14, 18, 20, 35, 37, 38]
137, 3, [2, 16, 17, 20, 28, 30, 41, 44]
181, 3, [1, 3, 8, 17, 29, 33, 39, 44]
{bilstm_d (5), score: 35}

11, 3, [3, 4, 6, 26, 35, 37, 38, 43]
22, 3, [2, 18, 19, 26, 31, 33, 36, 45]
23, 3, [3, 17, 19, 26, 27, 31, 33, 45]
38, 3, [3, 7, 17, 18, 23, 27, 28, 31]
60, 3, [5, 11, 12, 27, 28, 32, 37, 45]
85, 3, [11, 17, 23, 26, 27, 31, 35, 39]
87, 3, [18, 19, 21, 22, 25, 26, 31, 36]
99, 4, [3, 7, 9, 12, 15, 23, 29, 34]
134, 3, [12, 18, 19, 22, 30, 34, 41, 45]
{bilstm_d (6), score: 28}

25, 3, [11, 15, 21, 26, 32, 37, 39, 43]
57, 3, [2, 8, 11, 21, 31, 32, 35, 37]
72, 3, [4, 9, 11, 12, 15, 31, 37, 43]
86, 3, [19, 23, 31, 32, 41, 43, 44, 45]
108, 4, [5, 12, 21, 26, 29, 33, 34, 40]
141, 3, [3, 11, 21, 24, 26, 29, 30, 32]
167, 3, [4, 7, 10, 11, 13, 20, 28, 34]
168, 3, [7, 11, 13, 27, 30, 37, 41, 43]
175, 3, [1, 13, 15, 19, 26, 34, 37, 44]
178, 3, [1, 3, 18, 22, 23, 34, 37, 40]
{bilstm_d (7), score: 31}

7, 3, [1, 6, 8, 18, 24, 28, 36, 37]
16, 3, [1, 3, 6, 20, 26, 29, 33, 35]
25, 3, [19, 23, 24, 30, 31, 38, 40, 45]
46, 3, [4, 6, 13, 17, 19, 25, 36, 45]
56, 3, [8, 10, 11, 12, 28, 31, 36, 38]
61, 3, [6, 10, 16, 25, 38, 39, 40, 41]
69, 4, [8, 14, 24, 30, 33, 36, 38, 41]
81, 3, [10, 14, 19, 21, 24, 25, 28, 36]
109, 3, [2, 8, 12, 14, 19, 25, 31, 38]
135, 4, [2, 18, 26, 27, 37, 42, 43, 45]
139, 3, [16, 20, 23, 26, 30, 31, 38, 44]
148, 3, [1, 3, 20, 23, 29, 31, 35, 45]
158, 3, [4, 7, 13, 25, 30, 34, 38, 43]
165, 3, [4, 10, 17, 31, 33, 36, 38, 39]
176, 3, [17, 23, 30, 31, 32, 33, 37, 45]
179, 3, [17, 30, 33, 34, 36, 38, 41, 44]
{bilstm_d (8), score: 50}

4, 3, [9, 11, 12, 15, 28, 36, 37, 38]
52, 3, [1, 16, 18, 20, 25, 26, 28, 36]
61, 3, [1, 3, 16, 19, 20, 25, 26, 35]
84, 3, [11, 24, 25, 28, 31, 37, 40, 43]
97, 3, [1, 9, 16, 17, 19, 22, 25, 28]
103, 3, [3, 4, 5, 12, 17, 20, 27, 37]
107, 3, [7, 8, 17, 18, 23, 27, 32, 39]
121, 3, [1, 5, 22, 28, 30, 31, 39, 43]
174, 3, [2, 7, 15, 16, 20, 33, 40, 43]
{bilstm_d (9), score: 27}

8, 3, [3, 13, 20, 24, 34, 41, 42, 44]
26, 3, [18, 30, 32, 39, 40, 41, 44, 45]
29, 3, [2, 4, 7, 10, 15, 17, 24, 45]
35, 3, [4, 10, 17, 20, 24, 31, 38, 45]
60, 3, [1, 4, 7, 9, 10, 16, 17, 19]
72, 3, [4, 12, 17, 18, 19, 30, 34, 35]
80, 3, [9, 21, 22, 31, 39, 42, 44, 45]
84, 3, [4, 10, 14, 17, 19, 42, 44, 45]
120, 3, [4, 6, 9, 19, 24, 30, 31, 39]
139, 3, [4, 9, 10, 11, 14, 17, 31, 39]
143, 3, [18, 19, 20, 22, 24, 25, 32, 33]
154, 3, [4, 9, 14, 24, 31, 35, 39, 42]
165, 4, [2, 7, 17, 18, 29, 31, 33, 40]
166, 3, [3, 13, 17, 18, 29, 37, 39, 40]
{bilstm_d (10), score: 43}

2, 3, [12, 17, 22, 27, 30, 31, 36, 40]
72, 3, [16, 18, 25, 36, 39, 40, 42, 43]
74, 3, [4, 11, 13, 14, 18, 19, 26, 27]
118, 3, [2, 8, 15, 17, 24, 37, 40, 45]
159, 3, [1, 7, 8, 12, 13, 17, 22, 25]
167, 3, [1, 6, 7, 11, 12, 23, 28, 35]
173, 3, [6, 10, 14, 17, 23, 35, 38, 44]
180, 3, [8, 10, 17, 24, 30, 35, 43, 44]
{bilstm_s (1), score: 24}

4, 3, [14, 20, 23, 28, 31, 35, 42, 43]
26, 3, [2, 3, 9, 18, 19, 34, 43, 45]
65, 3, [3, 4, 20, 21, 29, 37, 39, 44]
66, 3, [5, 16, 20, 24, 30, 37, 43, 45]
71, 3, [8, 21, 23, 25, 26, 34, 42, 43]
144, 3, [2, 7, 10, 15, 16, 21, 29, 38]
146, 4, [6, 7, 14, 20, 24, 29, 35, 37]
155, 3, [6, 7, 15, 31, 32, 35, 38, 40]
173, 4, [3, 7, 11, 13, 14, 28, 29, 43]
{bilstm_s (2), score: 29}

31, 3, [3, 13, 18, 19, 32, 36, 38, 39]
50, 3, [2, 14, 20, 25, 29, 38, 40, 45]
51, 4, [13, 19, 25, 26, 27, 34, 36, 38]
53, 3, [3, 8, 9, 19, 27, 36, 37, 43]
90, 3, [4, 7, 10, 15, 20, 25, 33, 43]
95, 5, [8, 19, 22, 30, 32, 35, 38, 39]
98, 3, [9, 10, 20, 21, 31, 40, 41, 43]
143, 3, [15, 19, 20, 29, 34, 37, 38, 44]
147, 3, [14, 15, 20, 29, 32, 35, 38, 42]
175, 3, [4, 5, 16, 19, 20, 28, 43, 45]
{bilstm_s (3), score: 33}

22, 3, [4, 5, 12, 15, 16, 17, 19, 27]
24, 3, [2, 3, 4, 12, 17, 19, 27, 40]
44, 3, [1, 2, 4, 6, 7, 15, 23, 39]
57, 3, [1, 3, 14, 24, 27, 29, 36, 37]
68, 3, [1, 5, 12, 16, 18, 31, 39, 44]
89, 3, [2, 4, 12, 16, 25, 34, 36, 43]
90, 3, [2, 8, 12, 13, 15, 27, 37, 43]
111, 3, [5, 8, 13, 18, 20, 27, 34, 42]
132, 3, [2, 7, 8, 12, 23, 30, 36, 39]
153, 3, [2, 12, 20, 21, 31, 32, 34, 38]
167, 3, [1, 7, 20, 31, 36, 38, 39, 40]
168, 3, [2, 7, 23, 31, 36, 38, 39, 40]
{bilstm_s (4), score: 36}

4, 3, [9, 19, 20, 22, 23, 26, 39, 42]
8, 3, [9, 15, 18, 26, 28, 29, 37, 40]
16, 4, [2, 6, 9, 18, 32, 35, 38, 45]
23, 3, [2, 12, 18, 19, 22, 25, 28, 37]
33, 3, [6, 8, 12, 23, 28, 33, 44, 45]
43, 4, [6, 13, 15, 17, 18, 23, 33, 38]
48, 3, [2, 5, 26, 28, 29, 34, 40, 45]
50, 3, [2, 4, 10, 19, 20, 25, 29, 39]
64, 3, [2, 6, 9, 18, 29, 37, 39, 44]
85, 3, [5, 18, 19, 22, 28, 29, 42, 44]
89, 3, [4, 6, 15, 20, 28, 36, 43, 44]
110, 3, [5, 13, 18, 23, 27, 34, 37, 42]
111, 3, [2, 5, 13, 18, 21, 23, 34, 37]
133, 3, [13, 15, 19, 20, 22, 23, 36, 39]
153, 3, [5, 9, 14, 18, 30, 32, 37, 39]
{bilstm_s (5), score: 47}

1, 3, [1, 6, 7, 13, 22, 27, 29, 33]
15, 3, [1, 6, 12, 18, 25, 28, 39, 45]
19, 3, [1, 2, 15, 16, 18, 24, 36, 45]
22, 3, [2, 12, 15, 18, 29, 36, 40, 45]
27, 3, [3, 12, 18, 19, 21, 25, 30, 33]
33, 3, [4, 5, 6, 7, 12, 15, 41, 45]
40, 3, [6, 7, 13, 18, 29, 34, 40, 45]
42, 3, [1, 6, 15, 23, 24, 29, 34, 45]
72, 3, [4, 10, 12, 13, 18, 19, 25, 29]
82, 3, [2, 4, 8, 13, 25, 29, 34, 45]
88, 3, [4, 5, 14, 15, 29, 40, 43, 44]
97, 3, [3, 13, 15, 25, 29, 40, 41, 45]
112, 3, [1, 2, 4, 5, 15, 29, 34, 45]
115, 3, [1, 6, 15, 18, 29, 40, 44, 45]
140, 3, [1, 4, 15, 26, 29, 37, 40, 44]
142, 4, [7, 10, 24, 29, 35, 37, 40, 44]
{bilstm_s (6), score: 49}

6, 4, [1, 10, 15, 18, 25, 28, 42, 45]
8, 3, [10, 17, 18, 27, 28, 40, 42, 45]
23, 3, [2, 5, 31, 32, 34, 36, 40, 42]
39, 3, [4, 6, 10, 13, 15, 17, 18, 40]
41, 3, [6, 13, 15, 18, 40, 42, 44, 45]
50, 3, [3, 10, 15, 25, 30, 36, 39, 42]
63, 3, [3, 10, 15, 29, 36, 39, 42, 44]
66, 3, [8, 15, 18, 21, 25, 34, 36, 42]
81, 3, [5, 14, 15, 21, 25, 29, 39, 42]
86, 4, [10, 20, 25, 36, 40, 42, 43, 44]
88, 3, [10, 13, 15, 20, 36, 40, 42, 44]
96, 3, [13, 15, 23, 25, 26, 36, 39, 42]
102, 3, [14, 17, 20, 23, 25, 40, 41, 42]
109, 3, [2, 5, 13, 18, 25, 27, 41, 43]
157, 3, [13, 15, 21, 25, 28, 34, 42, 45]
167, 3, [2, 3, 4, 10, 37, 38, 40, 42]
180, 3, [15, 18, 23, 25, 26, 30, 41, 42]
{bilstm_s (7), score: 53}

12, 3, [2, 3, 11, 18, 24, 32, 38, 45]
13, 3, [1, 11, 18, 24, 28, 32, 38, 45]
38, 3, [6, 12, 18, 24, 26, 35, 37, 45]
45, 3, [2, 8, 12, 24, 26, 28, 32, 45]
88, 3, [6, 16, 24, 26, 28, 29, 35, 36]
116, 3, [1, 6, 12, 17, 18, 24, 37, 45]
117, 3, [1, 6, 17, 24, 31, 37, 42, 45]
118, 3, [1, 6, 14, 17, 31, 34, 37, 45]
143, 3, [5, 8, 11, 12, 14, 24, 32, 38]
149, 3, [1, 7, 24, 31, 32, 37, 38, 42]
152, 3, [7, 10, 12, 16, 28, 30, 32, 38]
{bilstm_s (8), score: 33}

6, 3, [3, 11, 16, 18, 28, 34, 40, 45]
11, 3, [3, 11, 13, 16, 34, 38, 39, 45]
34, 3, [4, 11, 13, 16, 26, 32, 34, 40]
53, 3, [3, 11, 13, 16, 19, 26, 39, 40]
62, 3, [3, 11, 14, 19, 34, 37, 40, 45]
69, 3, [3, 11, 13, 18, 26, 34, 38, 45]
118, 3, [1, 7, 11, 18, 24, 26, 31, 34]
137, 3, [11, 14, 19, 34, 38, 40, 44, 45]
169, 3, [4, 11, 14, 16, 26, 37, 40, 45]
{bilstm_s (9), score: 27}

11, 3, [3, 11, 18, 27, 32, 33, 38, 45]
18, 3, [3, 12, 19, 32, 33, 34, 40, 45]
19, 3, [3, 19, 21, 27, 32, 34, 40, 45]
24, 3, [3, 18, 26, 27, 32, 38, 40, 45]
28, 3, [3, 12, 14, 15, 19, 23, 40, 45]
36, 3, [3, 6, 12, 17, 23, 25, 29, 34]
38, 4, [3, 6, 12, 15, 23, 29, 32, 40]
48, 3, [2, 3, 16, 19, 27, 33, 34, 38]
94, 3, [2, 3, 15, 19, 21, 23, 40, 45]
99, 3, [2, 3, 12, 21, 27, 32, 38, 42]
101, 3, [1, 2, 3, 27, 32, 33, 38, 42]
117, 3, [1, 3, 6, 24, 34, 35, 38, 45]
134, 3, [1, 3, 15, 19, 27, 35, 40, 44]
139, 4, [1, 3, 15, 17, 27, 32, 35, 40]
154, 3, [9, 12, 13, 27, 28, 32, 34, 35]
{bilstm_s (10), score: 47}

Best Score: 53, s_bilstm (7)

Top 9 추출 (3개 이상 당첨)

3, 3, [1, 3, 7, 8, 13, 19, 21, 33, 35]
19, 4, [1, 10, 11, 16, 18, 19, 26, 28, 40]
43, 3, [5, 8, 9, 12, 13, 17, 18, 20, 43]
72, 3, [4, 8, 9, 12, 13, 18, 28, 35, 41]
79, 3, [11, 14, 20, 24, 29, 30, 36, 37, 40]
82, 3, [5, 8, 10, 14, 15, 18, 25, 34, 45]
95, 3, [6, 11, 14, 16, 28, 32, 36, 37, 41]
101, 3, [4, 6, 16, 31, 34, 36, 39, 41, 43]
102, 3, [3, 7, 20, 21, 25, 28, 30, 35, 37]
110, 3, [4, 10, 20, 22, 27, 30, 37, 41, 43]
112, 3, [9, 11, 17, 19, 28, 39, 42, 43, 44]
123, 3, [1, 5, 6, 10, 13, 18, 27, 32, 45]
148, 3, [6, 9, 11, 27, 37, 39, 41, 44, 45]
158, 3, [3, 5, 7, 19, 21, 23, 25, 26, 34]
185, 3, [3, 6, 19, 26, 27, 28, 35, 43, 45]
{lstm_d (1), score: 46}

4, 3, [1, 15, 20, 22, 23, 25, 30, 33, 42]
19, 3, [9, 11, 14, 18, 29, 34, 36, 41, 45]
20, 3, [8, 14, 15, 17, 26, 28, 36, 39, 44]
27, 3, [3, 9, 14, 17, 27, 30, 34, 39, 40]
44, 3, [12, 13, 17, 18, 21, 24, 34, 35, 45]
55, 3, [8, 13, 14, 15, 29, 31, 40, 42, 43]
76, 3, [4, 7, 11, 13, 18, 19, 23, 26, 44]
88, 4, [12, 14, 15, 18, 26, 33, 35, 44, 45]
109, 3, [1, 2, 25, 28, 29, 32, 35, 39, 43]
141, 3, [1, 5, 6, 8, 23, 26, 27, 28, 38]
146, 3, [7, 10, 14, 20, 24, 26, 30, 37, 43]
173, 3, [3, 7, 10, 13, 17, 31, 35, 40, 43]
179, 3, [2, 8, 10, 11, 18, 22, 32, 38, 42]
183, 3, [4, 17, 18, 26, 30, 33, 38, 39, 40]
{lstm_d (2), score: 43}

1, 3, [3, 8, 12, 17, 26, 29, 31, 35, 41]
3, 3, [1, 2, 5, 6, 17, 20, 21, 26, 31]
6, 3, [7, 9, 15, 23, 36, 41, 42, 43, 44]
43, 3, [6, 15, 17, 21, 25, 29, 31, 35, 36]
53, 3, [1, 7, 8, 9, 25, 30, 32, 40, 43]
64, 3, [1, 4, 7, 15, 24, 26, 27, 39, 44]
65, 3, [4, 5, 17, 24, 26, 31, 33, 39, 44]
82, 3, [2, 4, 12, 17, 18, 25, 32, 43, 45]
96, 3, [5, 8, 17, 18, 23, 25, 30, 36, 45]
103, 3, [3, 5, 10, 14, 19, 23, 24, 25, 27]
117, 3, [5, 6, 12, 13, 18, 20, 21, 27, 31]
144, 3, [3, 7, 12, 18, 22, 23, 34, 37, 43]
148, 3, [4, 8, 9, 11, 20, 21, 22, 26, 39]
149, 3, [2, 9, 16, 18, 21, 25, 27, 39, 41]
159, 3, [3, 9, 18, 20, 21, 23, 25, 29, 40]
162, 3, [8, 14, 18, 20, 21, 23, 25, 28, 29]
165, 3, [12, 13, 15, 23, 27, 29, 31, 44, 45]
170, 3, [1, 10, 14, 16, 19, 24, 30, 33, 45]
174, 3, [6, 10, 11, 17, 21, 25, 31, 36, 45]
180, 4, [2, 3, 10, 13, 16, 19, 25, 27, 37]
{lstm_d (3), score: 61}

34, 3, [4, 5, 16, 32, 34, 35, 36, 42, 45]
44, 3, [1, 10, 15, 19, 20, 23, 40, 42, 44]
49, 3, [4, 5, 19, 21, 32, 37, 41, 42, 45]
67, 3, [5, 13, 23, 26, 27, 35, 39, 40, 44]
92, 3, [4, 10, 22, 23, 27, 28, 38, 40, 42]
97, 3, [18, 22, 25, 26, 34, 35, 36, 40, 43]
105, 3, [4, 5, 10, 24, 32, 35, 40, 42, 45]
107, 3, [4, 13, 20, 21, 32, 33, 35, 40, 41]
137, 3, [4, 7, 16, 18, 23, 26, 33, 36, 37]
148, 3, [4, 5, 14, 21, 27, 32, 34, 35, 45]
152, 3, [3, 4, 14, 16, 22, 24, 35, 43, 45]
155, 3, [3, 13, 19, 27, 31, 32, 33, 34, 35]
169, 3, [3, 4, 12, 13, 14, 18, 36, 39, 40]
182, 4, [1, 3, 8, 17, 20, 21, 23, 25, 39]
{lstm_d (4), score: 43}

5, 3, [2, 3, 12, 17, 18, 21, 26, 27, 33]
37, 3, [1, 5, 9, 17, 18, 21, 26, 29, 38]
39, 3, [10, 12, 18, 19, 20, 27, 32, 42, 43]
44, 3, [12, 13, 17, 18, 21, 23, 31, 38, 39]
93, 3, [3, 5, 8, 23, 29, 32, 33, 35, 38]
94, 3, [3, 7, 8, 18, 20, 24, 29, 32, 33]
105, 4, [6, 12, 16, 26, 29, 30, 33, 38, 40]
131, 3, [2, 8, 9, 12, 26, 29, 32, 33, 36]
139, 3, [4, 20, 23, 27, 30, 33, 39, 40, 43]
150, 3, [1, 8, 11, 17, 21, 22, 23, 28, 36]
151, 3, [1, 3, 8, 21, 23, 26, 29, 32, 45]
171, 3, [3, 4, 7, 10, 29, 37, 38, 40, 41]
{lstm_d (5), score: 37}

4, 3, [3, 4, 6, 10, 12, 17, 32, 40, 43]
29, 4, [1, 3, 10, 20, 21, 25, 26, 38, 41]
41, 3, [3, 4, 13, 15, 18, 28, 32, 40, 41]
42, 3, [14, 15, 17, 18, 31, 34, 39, 40, 45]
44, 3, [7, 8, 14, 17, 31, 32, 36, 41, 45]
50, 3, [3, 4, 7, 10, 12, 13, 20, 32, 40]
67, 3, [3, 4, 6, 13, 17, 31, 35, 40, 43]
123, 3, [1, 4, 17, 28, 29, 33, 35, 41, 42]
139, 3, [2, 4, 12, 16, 24, 28, 31, 33, 36]
142, 3, [3, 4, 7, 10, 18, 24, 25, 29, 36]
143, 4, [1, 5, 11, 13, 21, 25, 27, 35, 36]
152, 3, [13, 17, 20, 29, 31, 39, 41, 42, 44]
156, 4, [1, 3, 4, 17, 20, 28, 36, 40, 41]
165, 3, [1, 7, 20, 22, 25, 36, 38, 40, 41]
174, 3, [3, 16, 21, 25, 26, 27, 31, 40, 43]
175, 3, [3, 10, 27, 29, 36, 40, 42, 43, 45]
{lstm_d (6), score: 51}

55, 4, [1, 12, 18, 23, 26, 29, 34, 38, 40]
65, 4, [5, 14, 18, 29, 30, 37, 39, 41, 43]
70, 3, [1, 9, 21, 25, 34, 36, 38, 40, 41]
74, 3, [10, 16, 17, 26, 34, 36, 41, 42, 45]
80, 3, [1, 5, 16, 21, 23, 34, 36, 38, 40]
95, 3, [1, 11, 12, 15, 21, 26, 28, 39, 40]
105, 4, [1, 3, 13, 17, 22, 24, 33, 39, 40]
109, 3, [3, 4, 5, 16, 17, 22, 31, 38, 45]
123, 3, [12, 14, 18, 22, 28, 31, 32, 37, 39]
154, 3, [12, 13, 17, 20, 23, 31, 38, 40, 43]
161, 3, [4, 9, 12, 16, 17, 21, 23, 38, 40]
165, 3, [3, 5, 14, 21, 23, 31, 36, 37, 40]
166, 3, [1, 5, 14, 20, 21, 27, 33, 36, 40]
169, 3, [2, 3, 6, 13, 37, 38, 39, 40, 45]
173, 3, [5, 13, 19, 21, 27, 34, 37, 39, 40]
176, 3, [1, 2, 3, 4, 9, 13, 17, 21, 33]
179, 3, [1, 3, 5, 9, 17, 21, 27, 29, 37]
{lstm_d (7), score: 54}

11, 3, [2, 8, 11, 15, 20, 27, 32, 42, 45]
31, 3, [1, 10, 14, 17, 24, 28, 30, 31, 40]
42, 3, [4, 8, 10, 14, 18, 19, 31, 36, 44]
78, 3, [10, 12, 19, 22, 28, 37, 40, 41, 42]
85, 3, [9, 10, 20, 31, 33, 35, 38, 41, 43]
100, 3, [1, 2, 10, 12, 15, 17, 19, 27, 37]
105, 3, [1, 3, 9, 12, 15, 23, 33, 35, 43]
113, 3, [9, 17, 33, 35, 36, 38, 39, 43, 45]
119, 3, [1, 15, 17, 20, 24, 31, 34, 38, 44]
148, 3, [1, 2, 3, 28, 35, 37, 40, 43, 45]
169, 3, [1, 8, 10, 12, 14, 21, 26, 30, 31]
176, 3, [10, 20, 24, 26, 29, 31, 33, 37, 44]
{lstm_d (8), score: 36}

28, 3, [3, 10, 18, 20, 22, 24, 27, 32, 37]
61, 3, [4, 10, 15, 19, 20, 21, 33, 39, 41]
83, 3, [3, 5, 8, 15, 16, 26, 27, 28, 40]
90, 4, [4, 10, 16, 18, 22, 25, 27, 28, 40]
95, 4, [3, 10, 15, 18, 22, 32, 36, 40, 44]
99, 3, [16, 20, 22, 23, 27, 29, 35, 36, 39]
109, 3, [2, 4, 8, 14, 15, 25, 27, 29, 36]
111, 3, [4, 10, 13, 15, 18, 27, 28, 29, 40]
135, 3, [4, 10, 13, 14, 16, 17, 19, 20, 40]
165, 3, [4, 6, 10, 16, 20, 26, 27, 28, 40]
168, 3, [1, 4, 8, 15, 19, 20, 22, 26, 36]
171, 3, [22, 25, 26, 29, 31, 35, 39, 40, 41]
{lstm_d (9), score: 38}

12, 3, [1, 3, 8, 10, 17, 32, 38, 41, 45]
13, 3, [1, 3, 8, 10, 24, 32, 37, 38, 45]
18, 3, [6, 8, 12, 18, 27, 28, 32, 41, 45]
46, 4, [3, 4, 9, 12, 13, 23, 26, 28, 41]
52, 3, [2, 3, 4, 15, 18, 21, 26, 35, 40]
66, 3, [2, 10, 15, 23, 25, 33, 34, 40, 44]
78, 3, [3, 5, 15, 18, 24, 25, 29, 34, 42]
82, 3, [2, 14, 18, 22, 27, 34, 36, 44, 45]
91, 3, [2, 6, 10, 15, 19, 24, 27, 40, 42]
97, 3, [1, 15, 17, 20, 24, 28, 35, 41, 42]
103, 3, [12, 17, 19, 23, 26, 38, 42, 44, 45]
116, 4, [5, 8, 14, 17, 26, 32, 33, 36, 42]
131, 3, [1, 6, 9, 15, 16, 19, 23, 24, 29]
132, 3, [1, 2, 6, 9, 15, 16, 27, 29, 45]
148, 3, [10, 14, 17, 18, 19, 25, 26, 32, 34]
158, 3, [1, 9, 12, 18, 19, 25, 34, 35, 43]
163, 3, [1, 9, 10, 11, 16, 27, 33, 35, 39]
175, 3, [4, 12, 19, 21, 23, 27, 28, 30, 40]
178, 3, [11, 12, 13, 14, 30, 35, 37, 40, 45]
{lstm_d (10), score: 59}

2, 3, [6, 12, 22, 26, 34, 36, 38, 42, 43]
19, 3, [6, 8, 11, 12, 13, 18, 19, 31, 44]
33, 3, [4, 12, 13, 16, 19, 22, 26, 38, 43]
39, 3, [15, 17, 23, 24, 31, 34, 37, 38, 43]
44, 3, [6, 8, 14, 26, 30, 31, 35, 38, 40]
47, 3, [6, 16, 17, 21, 29, 31, 34, 40, 44]
72, 4, [18, 23, 25, 28, 30, 35, 39, 42, 43]
78, 3, [3, 4, 8, 14, 28, 32, 35, 43, 45]
82, 3, [4, 8, 13, 21, 28, 29, 35, 43, 45]
85, 3, [5, 12, 15, 18, 26, 33, 34, 39, 42]
97, 4, [8, 14, 23, 26, 29, 34, 35, 39, 41]
101, 4, [4, 11, 12, 16, 21, 27, 33, 35, 43]
110, 3, [4, 8, 20, 22, 28, 30, 37, 38, 43]
145, 3, [3, 4, 5, 8, 26, 27, 29, 34, 44]
147, 3, [1, 7, 9, 14, 17, 21, 24, 33, 35]
160, 3, [3, 11, 13, 24, 25, 26, 27, 43, 44]
{lstm_s (1), score: 51}

0, 3, [9, 16, 18, 20, 22, 32, 34, 35, 37]
1, 4, [7, 18, 22, 30, 31, 34, 35, 37, 45]
11, 3, [1, 4, 12, 15, 25, 30, 31, 34, 40]
14, 3, [3, 12, 16, 17, 25, 26, 32, 34, 41]
21, 3, [4, 8, 10, 18, 19, 23, 30, 33, 39]
26, 3, [2, 3, 9, 12, 17, 19, 21, 27, 36]
42, 3, [3, 5, 7, 12, 18, 19, 27, 39, 43]
59, 3, [12, 13, 20, 24, 27, 32, 34, 35, 37]
71, 3, [8, 9, 18, 26, 27, 30, 33, 34, 43]
102, 3, [3, 22, 23, 25, 30, 32, 37, 38, 43]
109, 4, [4, 15, 18, 22, 27, 30, 32, 40, 43]
114, 3, [1, 5, 17, 22, 26, 27, 33, 34, 44]
119, 3, [5, 6, 8, 12, 13, 18, 33, 39, 43]
122, 3, [1, 3, 5, 6, 7, 11, 12, 18, 39]
132, 3, [10, 12, 16, 18, 27, 31, 35, 37, 38]
155, 3, [3, 12, 22, 31, 32, 36, 37, 38, 40]
168, 3, [3, 18, 19, 23, 25, 27, 39, 41, 43]
173, 3, [7, 10, 11, 12, 23, 27, 29, 33, 38]
183, 3, [11, 13, 16, 18, 19, 26, 30, 38, 39]
186, 3, [6, 12, 14, 21, 26, 27, 32, 35, 38]
{lstm_s (2), score: 62}

4, 3, [1, 8, 13, 22, 27, 28, 29, 38, 41]
12, 3, [8, 9, 13, 15, 27, 28, 29, 38, 41]
23, 3, [1, 9, 13, 16, 19, 27, 32, 36, 38]
50, 3, [4, 6, 14, 19, 24, 28, 29, 38, 45]
80, 3, [4, 9, 13, 18, 27, 33, 38, 41, 45]
81, 3, [1, 13, 18, 23, 27, 29, 38, 41, 45]
86, 3, [8, 11, 20, 22, 27, 28, 29, 36, 38]
122, 3, [1, 10, 13, 17, 23, 25, 31, 42, 45]
129, 3, [1, 5, 9, 15, 17, 24, 27, 28, 36]
169, 3, [1, 7, 11, 23, 31, 32, 38, 41, 45]
176, 3, [2, 15, 19, 20, 27, 28, 29, 41, 45]
{lstm_s (3), score: 33}

0, 3, [1, 3, 15, 18, 23, 31, 32, 43, 45]
4, 3, [3, 14, 16, 22, 23, 33, 41, 43, 45]
17, 3, [3, 18, 25, 28, 32, 34, 35, 43, 45]
29, 3, [3, 15, 16, 18, 19, 21, 25, 30, 41]
40, 3, [3, 5, 8, 11, 13, 18, 21, 44, 45]
47, 3, [3, 16, 18, 20, 21, 22, 43, 44, 45]
52, 3, [3, 5, 8, 15, 19, 25, 43, 44, 45]
61, 3, [15, 16, 18, 25, 29, 33, 43, 44, 45]
62, 3, [11, 15, 16, 18, 21, 25, 29, 43, 44]
69, 4, [3, 8, 18, 21, 23, 25, 35, 43, 45]
94, 4, [8, 18, 21, 23, 32, 35, 39, 41, 45]
100, 3, [3, 11, 13, 18, 23, 27, 32, 39, 45]
102, 3, [3, 8, 14, 18, 19, 20, 22, 31, 45]
112, 3, [5, 14, 21, 23, 25, 27, 41, 43, 45]
120, 3, [1, 5, 7, 8, 34, 39, 41, 43, 45]
122, 3, [3, 8, 14, 23, 25, 31, 41, 43, 45]
142, 3, [3, 15, 16, 26, 29, 37, 40, 44, 45]
157, 3, [3, 5, 13, 18, 21, 27, 34, 42, 43]
166, 3, [14, 20, 30, 32, 35, 39, 41, 43, 45]
170, 3, [3, 5, 10, 14, 20, 41, 43, 44, 45]
173, 3, [3, 8, 10, 17, 21, 33, 35, 36, 45]
181, 3, [3, 9, 16, 18, 19, 21, 25, 41, 45]
{lstm_s (4), score: 68}

16, 3, [1, 2, 14, 27, 28, 34, 38, 43, 45]
17, 3, [1, 14, 34, 37, 38, 41, 42, 43, 45]
23, 3, [2, 3, 12, 16, 19, 21, 28, 32, 43]
25, 3, [2, 3, 4, 12, 14, 28, 31, 36, 43]
33, 3, [4, 7, 16, 17, 34, 38, 43, 44, 45]
34, 3, [1, 4, 16, 26, 34, 38, 41, 43, 45]
46, 5, [1, 2, 12, 14, 16, 31, 34, 43, 45]
53, 4, [3, 16, 25, 34, 36, 37, 40, 42, 45]
56, 3, [21, 23, 24, 27, 36, 37, 38, 41, 42]
102, 3, [10, 26, 34, 36, 38, 41, 43, 44, 45]
106, 3, [2, 4, 7, 16, 21, 25, 27, 31, 43]
111, 3, [2, 5, 11, 13, 17, 21, 34, 41, 43]
114, 3, [2, 4, 7, 11, 21, 24, 32, 40, 45]
120, 3, [1, 7, 11, 23, 31, 34, 42, 43, 45]
122, 3, [7, 14, 23, 24, 26, 31, 38, 43, 45]
127, 3, [16, 17, 23, 34, 36, 38, 41, 43, 45]
152, 3, [2, 4, 7, 13, 31, 38, 40, 41, 45]
158, 3, [3, 4, 16, 26, 34, 36, 38, 43, 45]
{lstm_s (5), score: 57}

0, 3, [1, 13, 20, 23, 26, 34, 35, 39, 42]
54, 3, [9, 12, 13, 16, 25, 27, 29, 33, 35]
82, 3, [1, 8, 15, 18, 25, 29, 33, 34, 39]
88, 3, [4, 7, 10, 15, 17, 23, 27, 29, 43]
107, 4, [1, 15, 20, 23, 27, 30, 35, 42, 43]
109, 3, [1, 5, 13, 27, 34, 35, 42, 43, 45]
126, 3, [6, 9, 13, 17, 20, 25, 28, 39, 41]
143, 3, [1, 7, 10, 25, 26, 35, 36, 37, 39]
162, 3, [6, 9, 12, 13, 15, 17, 27, 29, 35]
168, 3, [10, 14, 17, 20, 26, 37, 38, 40, 42]
169, 3, [7, 10, 14, 17, 20, 26, 29, 38, 43]
170, 3, [7, 10, 17, 20, 26, 29, 33, 40, 43]
173, 3, [1, 5, 15, 17, 20, 22, 28, 29, 39]
{lstm_s (6), score: 40}

16, 3, [1, 3, 4, 5, 8, 10, 18, 20, 39]
18, 3, [1, 3, 8, 10, 15, 18, 20, 22, 30]
22, 3, [2, 3, 4, 8, 16, 18, 22, 30, 39]
24, 3, [2, 3, 4, 8, 16, 18, 25, 34, 36]
50, 3, [3, 4, 8, 14, 18, 25, 30, 34, 35]
52, 3, [3, 8, 10, 18, 19, 29, 30, 35, 37]
78, 3, [3, 5, 8, 18, 20, 29, 34, 35, 41]
92, 3, [3, 4, 8, 13, 15, 16, 18, 21, 22]
95, 3, [1, 3, 4, 8, 15, 16, 21, 28, 30]
113, 3, [4, 5, 8, 14, 16, 18, 20, 22, 41]
122, 3, [3, 4, 8, 10, 14, 18, 20, 26, 41]
125, 3, [1, 3, 8, 10, 11, 15, 16, 18, 41]
137, 3, [2, 3, 4, 8, 16, 18, 21, 22, 39]
158, 3, [1, 3, 8, 13, 16, 20, 25, 34, 41]
167, 3, [3, 10, 14, 18, 20, 23, 30, 37, 38]
168, 3, [3, 7, 10, 14, 17, 18, 23, 30, 38]
179, 3, [2, 3, 4, 8, 16, 18, 25, 35, 41]
{lstm_s (7), score: 51}

21, 3, [3, 8, 10, 20, 21, 22, 27, 32, 38]
33, 3, [10, 11, 16, 17, 22, 23, 27, 35, 42]
50, 3, [3, 10, 15, 16, 20, 27, 36, 38, 40]
53, 3, [3, 8, 20, 21, 27, 32, 33, 35, 36]
56, 3, [8, 15, 19, 20, 27, 33, 35, 42, 43]
85, 3, [4, 10, 19, 20, 21, 36, 40, 42, 43]
87, 3, [4, 5, 10, 20, 21, 22, 27, 40, 43]
93, 3, [4, 9, 10, 20, 27, 31, 36, 40, 43]
117, 3, [7, 19, 20, 23, 31, 33, 35, 42, 43]
133, 3, [1, 19, 20, 21, 23, 33, 36, 40, 42]
147, 4, [15, 20, 21, 22, 31, 32, 36, 38, 40]
166, 3, [3, 10, 16, 19, 20, 22, 23, 36, 38]
{lstm_s (8), score: 37}

4, 4, [4, 12, 15, 24, 28, 34, 37, 38, 40]
15, 3, [3, 6, 8, 12, 15, 19, 22, 33, 39]
20, 3, [8, 12, 16, 19, 22, 30, 32, 34, 39]
37, 3, [4, 6, 10, 12, 15, 30, 33, 34, 40]
44, 5, [2, 6, 15, 21, 28, 34, 40, 42, 45]
61, 3, [3, 8, 15, 19, 21, 27, 32, 39, 44]
63, 3, [8, 12, 15, 18, 21, 32, 34, 39, 44]
73, 3, [8, 10, 15, 21, 30, 34, 40, 43, 44]
77, 3, [15, 16, 18, 25, 26, 29, 34, 38, 42]
106, 3, [13, 21, 27, 34, 36, 41, 42, 43, 45]
112, 4, [5, 8, 12, 15, 32, 34, 39, 43, 44]
137, 3, [4, 8, 15, 21, 26, 27, 30, 34, 44]
{lstm_s (9), score: 40}

2, 3, [3, 7, 11, 12, 15, 22, 31, 35, 40]
18, 3, [2, 3, 11, 12, 14, 16, 22, 35, 45]
24, 3, [3, 7, 10, 12, 32, 35, 38, 40, 41]
26, 3, [7, 10, 12, 20, 22, 32, 35, 38, 39]
27, 3, [2, 7, 10, 11, 12, 20, 22, 38, 39]
29, 3, [4, 5, 10, 12, 16, 22, 25, 38, 41]
36, 3, [6, 7, 12, 16, 22, 24, 25, 31, 35]
46, 3, [2, 3, 12, 16, 24, 25, 35, 38, 39]
78, 3, [5, 11, 20, 22, 25, 29, 38, 39, 41]
83, 3, [11, 12, 14, 16, 22, 25, 36, 41, 43]
88, 4, [11, 12, 14, 20, 22, 35, 38, 39, 45]
94, 3, [3, 11, 12, 20, 22, 38, 39, 40, 45]
126, 3, [5, 7, 12, 20, 22, 31, 35, 38, 39]
145, 3, [2, 16, 21, 22, 35, 37, 38, 41, 43]
147, 3, [2, 7, 14, 21, 22, 31, 35, 38, 41]
150, 3, [7, 10, 15, 16, 22, 25, 37, 38, 41]
161, 3, [3, 12, 14, 15, 32, 35, 36, 38, 41]
171, 3, [11, 12, 14, 16, 22, 25, 35, 41, 43]
178, 3, [7, 10, 12, 14, 15, 25, 35, 36, 41]
{lstm_s (10), score: 58}

7, 3, [7, 15, 16, 20, 21, 27, 34, 39, 45]
8, 3, [9, 12, 16, 18, 25, 28, 29, 37, 39]
14, 3, [4, 8, 10, 19, 21, 29, 32, 34, 40]
16, 3, [1, 6, 9, 24, 26, 30, 31, 35, 37]
26, 3, [2, 11, 20, 27, 31, 36, 38, 39, 43]
42, 3, [6, 8, 9, 13, 26, 29, 32, 33, 45]
51, 3, [12, 13, 15, 22, 30, 31, 34, 39, 42]
68, 3, [5, 13, 14, 18, 20, 23, 34, 38, 44]
69, 3, [4, 7, 9, 15, 16, 18, 23, 31, 39]
72, 3, [8, 17, 18, 25, 27, 34, 35, 40, 45]
92, 3, [4, 6, 7, 13, 20, 36, 40, 41, 43]
109, 3, [3, 5, 6, 14, 17, 20, 25, 30, 34]
124, 3, [10, 15, 19, 23, 26, 31, 35, 40, 45]
154, 3, [4, 6, 10, 20, 22, 36, 41, 43, 45]
159, 3, [6, 7, 9, 10, 22, 30, 37, 41, 42]
172, 3, [1, 4, 6, 10, 13, 30, 34, 35, 36]
179, 3, [5, 12, 14, 19, 21, 22, 24, 37, 40]
{bilstm_d (1), score: 51}

4, 3, [2, 8, 18, 20, 22, 31, 34, 35, 45]
29, 4, [5, 7, 19, 21, 23, 25, 33, 34, 36]
50, 3, [7, 17, 20, 31, 35, 40, 42, 44, 45]
51, 3, [2, 4, 11, 17, 20, 28, 29, 39, 45]
84, 3, [11, 12, 16, 18, 25, 27, 32, 42, 44]
92, 3, [4, 17, 18, 19, 35, 37, 40, 41, 43]
93, 3, [10, 13, 18, 27, 31, 32, 43, 44, 45]
95, 3, [5, 11, 13, 23, 27, 32, 34, 38, 45]
100, 3, [7, 16, 17, 20, 27, 29, 35, 39, 40]
106, 3, [2, 6, 10, 11, 16, 24, 27, 32, 42]
112, 3, [4, 21, 30, 31, 34, 38, 41, 44, 45]
114, 4, [4, 5, 6, 18, 22, 27, 29, 43, 45]
138, 3, [9, 11, 20, 21, 26, 28, 30, 31, 34]
139, 3, [7, 12, 14, 15, 19, 26, 32, 33, 39]
167, 3, [3, 8, 13, 15, 21, 23, 28, 33, 39]
172, 3, [1, 2, 7, 10, 20, 23, 30, 31, 38]
185, 3, [4, 6, 18, 19, 28, 31, 36, 38, 42]
{bilstm_d (2), score: 53}

22, 3, [5, 11, 12, 15, 16, 18, 29, 36, 39]
26, 3, [16, 19, 23, 27, 34, 38, 41, 42, 45]
30, 4, [16, 18, 19, 20, 26, 30, 34, 38, 42]
35, 3, [5, 9, 12, 16, 34, 37, 40, 42, 43]
55, 3, [8, 16, 27, 29, 33, 36, 37, 40, 43]
58, 3, [6, 9, 11, 17, 20, 31, 35, 36, 39]
92, 3, [6, 13, 16, 18, 24, 30, 37, 41, 43]
93, 3, [4, 6, 12, 13, 16, 21, 24, 34, 40]
99, 3, [16, 18, 20, 26, 29, 36, 39, 40, 43]
141, 3, [4, 5, 9, 16, 17, 20, 29, 40, 41]
171, 3, [4, 6, 7, 11, 13, 18, 20, 32, 43]
174, 3, [4, 5, 12, 16, 26, 36, 37, 39, 40]
{bilstm_d (3), score: 37}

10, 3, [4, 16, 25, 27, 29, 34, 38, 42, 45]
34, 3, [5, 6, 8, 23, 25, 27, 32, 42, 45]
39, 3, [6, 7, 12, 13, 15, 18, 32, 36, 45]
40, 3, [3, 6, 8, 12, 15, 18, 36, 39, 45]
74, 3, [3, 8, 12, 19, 22, 27, 32, 36, 44]
76, 3, [5, 6, 8, 11, 12, 14, 15, 26, 45]
81, 3, [1, 4, 5, 9, 11, 18, 23, 25, 43]
128, 3, [1, 5, 18, 20, 23, 25, 27, 29, 38]
141, 3, [2, 11, 12, 13, 14, 30, 32, 38, 45]
147, 3, [5, 11, 14, 18, 26, 29, 38, 42, 45]
148, 3, [1, 2, 6, 14, 29, 31, 37, 38, 45]
157, 3, [1, 6, 8, 11, 13, 18, 23, 27, 29]
168, 3, [2, 5, 11, 18, 23, 31, 35, 37, 45]
170, 4, [10, 14, 17, 20, 23, 31, 32, 37, 44]
{bilstm_d (4), score: 43}

6, 3, [5, 14, 21, 24, 25, 27, 28, 30, 38]
11, 4, [1, 6, 12, 13, 30, 34, 36, 37, 45]
12, 4, [1, 6, 21, 23, 34, 36, 37, 39, 45]
23, 3, [4, 6, 12, 26, 27, 32, 37, 38, 45]
29, 3, [11, 13, 14, 23, 26, 34, 36, 39, 41]
57, 3, [3, 18, 21, 31, 32, 36, 37, 39, 40]
71, 3, [11, 15, 16, 20, 23, 25, 28, 29, 33]
81, 3, [4, 11, 12, 18, 20, 26, 28, 29, 32]
106, 4, [4, 13, 18, 26, 27, 32, 33, 36, 43]
124, 4, [4, 8, 14, 18, 20, 30, 35, 37, 38]
137, 3, [2, 16, 17, 20, 28, 30, 36, 41, 44]
181, 3, [1, 3, 8, 17, 21, 29, 33, 39, 44]
{bilstm_d (5), score: 40}

11, 3, [3, 4, 6, 19, 26, 35, 37, 38, 43]
22, 3, [2, 17, 18, 19, 26, 31, 33, 36, 45]
23, 3, [3, 17, 19, 26, 27, 31, 33, 35, 45]
38, 3, [3, 4, 7, 17, 18, 23, 27, 28, 31]
60, 3, [5, 11, 12, 27, 28, 31, 32, 37, 45]
85, 3, [1, 11, 17, 23, 26, 27, 31, 35, 39]
87, 3, [4, 18, 19, 21, 22, 25, 26, 31, 36]
99, 4, [3, 6, 7, 9, 12, 15, 23, 29, 34]
103, 3, [8, 16, 27, 29, 31, 32, 39, 40, 42]
134, 3, [12, 18, 19, 22, 30, 34, 41, 44, 45]
139, 3, [2, 8, 9, 14, 26, 27, 28, 34, 39]
158, 3, [6, 7, 9, 12, 13, 23, 32, 34, 40]
174, 3, [11, 12, 18, 24, 28, 29, 39, 40, 41]
179, 3, [3, 7, 13, 18, 20, 30, 32, 40, 42]
{bilstm_d (6), score: 43}

12, 3, [5, 10, 11, 18, 21, 25, 27, 32, 45]
18, 3, [11, 12, 15, 16, 22, 31, 37, 43, 45]
25, 3, [11, 15, 21, 26, 32, 37, 39, 43, 45]
52, 3, [1, 2, 12, 21, 30, 31, 34, 39, 42]
57, 3, [2, 8, 11, 21, 31, 32, 35, 37, 40]
72, 3, [4, 6, 9, 11, 12, 15, 31, 37, 43]
73, 3, [4, 5, 10, 11, 12, 13, 15, 33, 37]
86, 3, [19, 23, 26, 31, 32, 41, 43, 44, 45]
95, 3, [12, 15, 26, 30, 31, 35, 39, 40, 43]
108, 4, [5, 12, 21, 26, 29, 33, 34, 39, 40]
115, 3, [1, 3, 6, 14, 30, 31, 32, 33, 44]
141, 3, [3, 8, 11, 21, 24, 26, 29, 30, 32]
167, 3, [4, 7, 10, 11, 13, 20, 28, 30, 34]
168, 3, [7, 11, 13, 27, 28, 30, 37, 41, 43]
175, 3, [1, 13, 15, 19, 23, 26, 34, 37, 44]
178, 3, [1, 3, 18, 22, 23, 24, 34, 37, 40]
{bilstm_d (7), score: 49}

7, 3, [1, 6, 8, 13, 18, 24, 28, 36, 37]
16, 3, [1, 3, 6, 20, 26, 29, 30, 33, 35]
25, 3, [2, 19, 23, 24, 30, 31, 38, 40, 45]
46, 4, [4, 6, 13, 17, 19, 21, 25, 36, 45]
48, 3, [3, 4, 13, 17, 19, 25, 26, 36, 44]
56, 3, [8, 10, 11, 12, 28, 30, 31, 36, 38]
61, 3, [6, 10, 16, 23, 25, 38, 39, 40, 41]
69, 4, [8, 14, 24, 30, 33, 34, 36, 38, 41]
72, 3, [4, 14, 19, 23, 24, 30, 36, 38, 41]
81, 3, [10, 14, 19, 21, 22, 24, 25, 28, 36]
88, 3, [8, 13, 19, 28, 34, 36, 38, 43, 44]
109, 3, [2, 8, 12, 14, 19, 25, 26, 31, 38]
135, 4, [2, 18, 26, 27, 30, 37, 42, 43, 45]
139, 3, [16, 17, 20, 23, 26, 30, 31, 38, 44]
148, 3, [1, 3, 11, 20, 23, 29, 31, 35, 45]
158, 3, [4, 6, 7, 13, 25, 30, 34, 38, 43]
161, 3, [17, 19, 20, 25, 26, 30, 35, 38, 44]
165, 3, [4, 10, 17, 23, 31, 33, 36, 38, 39]
171, 3, [6, 18, 20, 22, 23, 24, 36, 39, 45]
176, 3, [17, 20, 23, 30, 31, 32, 33, 37, 45]
179, 3, [17, 20, 30, 33, 34, 36, 38, 41, 44]
{bilstm_d (8), score: 66}

4, 3, [9, 11, 12, 15, 28, 36, 37, 38, 43]
31, 3, [4, 6, 17, 18, 23, 26, 28, 40, 44]
49, 3, [1, 16, 20, 25, 34, 35, 36, 43, 45]
52, 3, [1, 16, 18, 20, 25, 26, 28, 36, 45]
61, 3, [1, 3, 13, 16, 19, 20, 25, 26, 35]
84, 3, [11, 24, 25, 26, 28, 31, 37, 40, 43]
97, 3, [1, 9, 16, 17, 19, 22, 25, 28, 35]
103, 3, [2, 3, 4, 5, 12, 17, 20, 27, 37]
107, 3, [7, 8, 17, 18, 23, 27, 32, 39, 45]
121, 3, [1, 5, 19, 22, 28, 30, 31, 39, 43]
138, 3, [1, 3, 15, 16, 25, 35, 36, 44, 45]
155, 3, [5, 10, 18, 27, 31, 32, 34, 42, 45]
174, 3, [2, 7, 15, 16, 20, 23, 33, 40, 43]
175, 3, [12, 15, 16, 20, 21, 30, 33, 40, 43]
{bilstm_d (9), score: 42}

8, 3, [3, 13, 17, 20, 24, 34, 41, 42, 44]
26, 3, [4, 18, 30, 32, 39, 40, 41, 44, 45]
29, 3, [2, 4, 7, 10, 15, 17, 24, 44, 45]
35, 3, [2, 4, 10, 17, 20, 24, 31, 38, 45]
46, 3, [2, 3, 6, 13, 18, 25, 34, 41, 42]
60, 3, [1, 4, 7, 9, 10, 16, 17, 19, 44]
72, 4, [4, 12, 17, 18, 19, 21, 30, 34, 35]
80, 3, [9, 11, 21, 22, 31, 39, 42, 44, 45]
84, 3, [4, 10, 11, 14, 17, 19, 42, 44, 45]
102, 3, [11, 12, 13, 17, 26, 27, 39, 42, 45]
120, 3, [4, 6, 9, 19, 24, 30, 31, 39, 43]
139, 3, [4, 9, 10, 11, 14, 17, 31, 39, 45]
143, 4, [16, 18, 19, 20, 22, 24, 25, 32, 33]
148, 3, [1, 9, 11, 15, 17, 20, 24, 31, 42]
154, 3, [4, 9, 14, 21, 24, 31, 35, 39, 42]
165, 4, [2, 7, 17, 18, 29, 31, 33, 37, 40]
166, 3, [3, 13, 17, 18, 29, 33, 37, 39, 40]
170, 3, [3, 4, 5, 12, 13, 14, 17, 24, 39]
{bilstm_d (10), score: 57}

2, 3, [12, 17, 18, 22, 27, 30, 31, 36, 40]
39, 3, [1, 6, 10, 11, 17, 23, 26, 28, 43]
47, 3, [12, 17, 18, 23, 25, 31, 34, 40, 45]
72, 3, [16, 18, 23, 25, 36, 39, 40, 42, 43]
74, 3, [4, 11, 13, 14, 18, 19, 26, 27, 38]
115, 3, [2, 5, 8, 17, 20, 22, 25, 27, 33]
118, 3, [2, 6, 8, 15, 17, 24, 37, 40, 45]
154, 3, [2, 4, 16, 20, 21, 32, 36, 38, 45]
159, 3, [1, 7, 8, 12, 13, 17, 22, 25, 39]
167, 3, [1, 6, 7, 11, 12, 17, 23, 28, 35]
173, 3, [6, 7, 10, 14, 17, 23, 35, 38, 44]
180, 3, [8, 10, 17, 24, 30, 35, 36, 43, 44]
{bilstm_s (1), score: 36}

4, 3, [14, 20, 23, 28, 31, 35, 38, 42, 43]
21, 3, [8, 10, 15, 18, 19, 23, 33, 38, 39]
26, 3, [1, 2, 3, 9, 18, 19, 34, 43, 45]
65, 3, [3, 4, 9, 20, 21, 29, 37, 39, 44]
66, 3, [3, 5, 16, 20, 24, 30, 37, 43, 45]
71, 3, [8, 21, 23, 25, 26, 30, 34, 42, 43]
77, 3, [8, 10, 14, 18, 28, 29, 33, 38, 43]
79, 3, [2, 5, 7, 14, 26, 29, 33, 39, 43]
117, 3, [2, 12, 19, 23, 32, 34, 36, 37, 45]
144, 3, [2, 5, 7, 10, 15, 16, 21, 29, 38]
146, 4, [6, 7, 14, 20, 24, 29, 33, 35, 37]
155, 3, [6, 7, 15, 30, 31, 32, 35, 38, 40]
173, 4, [3, 7, 11, 13, 14, 21, 28, 29, 43]
{bilstm_s (2), score: 41}

23, 3, [1, 3, 5, 13, 22, 23, 27, 32, 38]
26, 3, [8, 13, 19, 20, 21, 32, 34, 36, 41]
29, 3, [9, 19, 21, 25, 26, 36, 38, 41, 43]
31, 3, [3, 8, 13, 18, 19, 32, 36, 38, 39]
50, 3, [2, 14, 20, 25, 29, 35, 38, 40, 45]
51, 4, [13, 19, 25, 26, 27, 34, 36, 38, 41]
53, 3, [3, 8, 9, 19, 20, 27, 36, 37, 43]
90, 3, [4, 7, 10, 13, 15, 20, 25, 33, 43]
95, 5, [8, 19, 22, 30, 32, 35, 38, 39, 45]
98, 3, [9, 10, 20, 21, 31, 40, 41, 43, 45]
143, 3, [15, 19, 20, 29, 30, 34, 37, 38, 44]
145, 3, [14, 20, 24, 25, 29, 35, 38, 40, 44]
147, 3, [14, 15, 20, 21, 29, 32, 35, 38, 42]
174, 3, [4, 8, 12, 13, 20, 21, 36, 39, 40]
175, 3, [4, 5, 6, 16, 19, 20, 28, 43, 45]
{bilstm_s (3), score: 48}

2, 3, [5, 13, 22, 23, 31, 34, 36, 38, 43]
22, 3, [3, 4, 5, 12, 15, 16, 17, 19, 27]
24, 3, [2, 3, 4, 12, 17, 19, 27, 40, 43]
25, 3, [4, 12, 17, 19, 27, 30, 31, 32, 43]
27, 3, [2, 4, 12, 19, 21, 27, 28, 36, 40]
44, 3, [1, 2, 4, 6, 7, 15, 23, 39, 41]
49, 3, [13, 18, 20, 21, 28, 31, 34, 40, 45]
57, 3, [1, 3, 14, 17, 24, 27, 29, 36, 37]
68, 3, [1, 5, 12, 16, 18, 31, 34, 39, 44]
69, 3, [5, 8, 16, 18, 25, 34, 36, 39, 43]
89, 3, [2, 4, 8, 12, 16, 25, 34, 36, 43]
90, 3, [2, 8, 12, 13, 15, 27, 31, 37, 43]
111, 3, [5, 8, 13, 18, 20, 27, 34, 38, 42]
132, 3, [2, 5, 7, 8, 12, 23, 30, 36, 39]
153, 3, [2, 12, 20, 21, 31, 32, 34, 35, 38]
155, 3, [2, 3, 7, 8, 12, 31, 33, 38, 40]
167, 3, [1, 7, 12, 20, 31, 36, 38, 39, 40]
168, 3, [2, 7, 20, 23, 31, 36, 38, 39, 40]
173, 3, [8, 19, 20, 26, 30, 31, 36, 42, 43]
181, 3, [13, 18, 19, 21, 30, 38, 39, 43, 45]
{bilstm_s (4), score: 60}

4, 3, [9, 13, 19, 20, 22, 23, 26, 39, 42]
8, 3, [9, 15, 16, 18, 26, 28, 29, 37, 40]
16, 4, [2, 4, 6, 9, 18, 32, 35, 38, 45]
23, 3, [2, 12, 16, 18, 19, 22, 25, 28, 37]
33, 3, [4, 6, 8, 12, 23, 28, 33, 44, 45]
43, 4, [6, 13, 15, 17, 18, 23, 27, 33, 38]
48, 3, [2, 5, 12, 26, 28, 29, 34, 40, 45]
50, 3, [2, 4, 10, 19, 20, 25, 29, 39, 40]
61, 3, [9, 18, 19, 29, 33, 36, 37, 39, 44]
64, 3, [2, 6, 9, 18, 22, 29, 37, 39, 44]
82, 3, [2, 4, 18, 22, 23, 25, 29, 37, 39]
85, 3, [5, 18, 19, 22, 28, 29, 42, 43, 44]
89, 4, [4, 6, 15, 19, 20, 28, 36, 43, 44]
110, 4, [5, 13, 18, 21, 23, 27, 34, 37, 42]
111, 4, [2, 5, 13, 18, 21, 23, 34, 37, 43]
133, 3, [13, 15, 18, 19, 20, 22, 23, 36, 39]
149, 3, [2, 9, 11, 15, 18, 26, 29, 37, 45]
153, 3, [5, 9, 14, 18, 29, 30, 32, 37, 39]
{bilstm_s (5), score: 59}

1, 3, [1, 6, 7, 13, 22, 27, 29, 33, 45]
7, 3, [1, 3, 15, 18, 28, 29, 39, 40, 45]
15, 3, [1, 3, 6, 12, 18, 25, 28, 39, 45]
18, 3, [1, 6, 12, 15, 18, 24, 33, 36, 45]
19, 3, [1, 2, 15, 16, 18, 24, 36, 44, 45]
22, 3, [1, 2, 12, 15, 18, 29, 36, 40, 45]
27, 3, [3, 4, 12, 18, 19, 21, 25, 30, 33]
33, 3, [4, 5, 6, 7, 12, 15, 29, 41, 45]
40, 3, [6, 7, 13, 18, 29, 34, 39, 40, 45]
42, 3, [1, 6, 7, 15, 23, 24, 29, 34, 45]
72, 3, [4, 7, 10, 12, 13, 18, 19, 25, 29]
82, 3, [2, 4, 8, 13, 25, 29, 34, 38, 45]
88, 3, [4, 5, 14, 15, 29, 36, 40, 43, 44]
97, 3, [3, 13, 15, 25, 29, 40, 41, 43, 45]
112, 3, [1, 2, 4, 5, 15, 22, 29, 34, 45]
115, 3, [1, 6, 15, 18, 29, 32, 40, 44, 45]
129, 3, [4, 5, 15, 25, 28, 29, 36, 39, 45]
138, 3, [1, 4, 15, 18, 29, 38, 40, 44, 45]
140, 3, [1, 4, 15, 19, 26, 29, 37, 40, 44]
142, 4, [7, 10, 15, 24, 29, 35, 37, 40, 44]
174, 3, [14, 15, 20, 25, 29, 31, 36, 40, 44]
{bilstm_s (6), score: 64}

6, 5, [1, 10, 15, 18, 25, 28, 34, 42, 45]
8, 3, [5, 10, 17, 18, 27, 28, 40, 42, 45]
23, 3, [2, 5, 31, 32, 34, 36, 40, 41, 42]
39, 4, [4, 6, 10, 13, 15, 17, 18, 25, 40]
41, 4, [6, 13, 15, 18, 23, 40, 42, 44, 45]
50, 3, [3, 6, 10, 15, 25, 30, 36, 39, 42]
63, 3, [3, 10, 15, 29, 36, 37, 39, 42, 44]
66, 3, [8, 15, 18, 21, 25, 34, 36, 39, 42]
81, 3, [5, 14, 15, 21, 25, 29, 36, 39, 42]
86, 4, [4, 10, 20, 25, 36, 40, 42, 43, 44]
88, 3, [10, 13, 15, 19, 20, 36, 40, 42, 44]
96, 3, [13, 15, 23, 25, 26, 27, 36, 39, 42]
102, 3, [14, 17, 20, 23, 25, 33, 40, 41, 42]
109, 3, [2, 5, 13, 18, 25, 27, 41, 42, 43]
119, 3, [1, 6, 17, 20, 34, 36, 41, 42, 45]
138, 3, [5, 14, 15, 25, 26, 28, 36, 40, 44]
155, 3, [15, 17, 19, 23, 25, 26, 40, 41, 42]
157, 3, [13, 15, 21, 25, 28, 34, 35, 42, 45]
167, 3, [2, 3, 4, 10, 17, 37, 38, 40, 42]
171, 3, [6, 10, 15, 21, 28, 40, 41, 42, 45]
173, 3, [5, 14, 20, 21, 25, 28, 36, 40, 42]
175, 3, [5, 8, 15, 25, 28, 36, 40, 42, 44]
180, 3, [15, 18, 23, 25, 26, 30, 36, 41, 42]
{bilstm_s (7), score: 74}

12, 3, [1, 2, 3, 11, 18, 24, 32, 38, 45]
13, 3, [1, 2, 11, 18, 24, 28, 32, 38, 45]
15, 3, [3, 8, 10, 12, 18, 24, 32, 38, 45]
38, 4, [6, 12, 18, 24, 26, 34, 35, 37, 45]
45, 4, [2, 8, 12, 24, 26, 28, 32, 38, 45]
60, 3, [5, 6, 10, 12, 24, 26, 31, 37, 45]
88, 3, [6, 16, 23, 24, 26, 28, 29, 35, 36]
116, 3, [1, 6, 10, 12, 17, 18, 24, 37, 45]
117, 3, [1, 6, 14, 17, 24, 31, 37, 42, 45]
118, 4, [1, 6, 8, 14, 17, 31, 34, 37, 45]
129, 3, [5, 6, 9, 11, 18, 22, 23, 28, 37]
140, 3, [6, 10, 11, 19, 24, 30, 35, 36, 38]
143, 4, [5, 8, 11, 12, 14, 21, 24, 32, 38]
145, 3, [4, 10, 11, 16, 24, 32, 37, 38, 44]
149, 4, [1, 7, 12, 24, 31, 32, 37, 38, 42]
152, 3, [7, 10, 12, 16, 28, 30, 32, 35, 38]
163, 3, [2, 6, 12, 18, 24, 26, 32, 36, 37]
179, 3, [12, 18, 21, 22, 24, 30, 32, 33, 38]
{bilstm_s (8), score: 59}

4, 3, [3, 11, 12, 13, 18, 29, 32, 34, 40]
6, 3, [3, 11, 16, 18, 24, 28, 34, 40, 45]
11, 3, [3, 11, 13, 16, 34, 38, 39, 40, 45]
34, 3, [4, 11, 13, 16, 20, 26, 32, 34, 40]
49, 3, [11, 13, 14, 16, 19, 32, 34, 38, 45]
53, 3, [2, 3, 11, 13, 16, 19, 26, 39, 40]
62, 3, [3, 11, 14, 18, 19, 34, 37, 40, 45]
69, 3, [3, 11, 13, 18, 25, 26, 34, 38, 45]
106, 3, [11, 13, 17, 18, 21, 26, 38, 42, 45]
112, 3, [1, 6, 11, 13, 18, 34, 37, 39, 40]
118, 3, [1, 7, 11, 18, 24, 26, 31, 34, 45]
137, 3, [11, 14, 19, 34, 37, 38, 40, 44, 45]
145, 3, [11, 14, 16, 22, 24, 34, 37, 40, 45]
169, 3, [4, 10, 11, 14, 16, 26, 37, 40, 45]
{bilstm_s (9), score: 42}

8, 3, [1, 2, 3, 9, 19, 21, 23, 24, 34]
11, 3, [3, 11, 18, 21, 27, 32, 33, 38, 45]
18, 3, [3, 12, 19, 24, 32, 33, 34, 40, 45]
19, 3, [3, 12, 19, 21, 27, 32, 34, 40, 45]
24, 3, [3, 18, 26, 27, 32, 33, 38, 40, 45]
28, 3, [3, 6, 12, 14, 15, 19, 23, 40, 45]
36, 3, [3, 6, 12, 17, 23, 25, 29, 32, 34]
38, 4, [3, 6, 9, 12, 15, 23, 29, 32, 40]
48, 3, [2, 3, 16, 19, 27, 32, 33, 34, 38]
94, 3, [2, 3, 15, 19, 21, 23, 27, 40, 45]
99, 3, [2, 3, 12, 21, 22, 27, 32, 38, 42]
101, 4, [1, 2, 3, 27, 32, 33, 38, 42, 43]
117, 3, [1, 3, 6, 24, 34, 35, 38, 44, 45]
134, 3, [1, 3, 9, 15, 19, 27, 35, 40, 44]
139, 4, [1, 3, 14, 15, 17, 27, 32, 35, 40]
154, 3, [9, 12, 13, 20, 27, 28, 32, 34, 35]
162, 3, [2, 3, 6, 29, 31, 32, 33, 40, 45]
{bilstm_s (10), score: 54}

Best Score: 74, s_bilstm (7)

Top 10 추출 (3개 이상 당첨)

3, 3, [1, 3, 7, 8, 11, 13, 19, 21, 33, 35]
19, 4, [1, 10, 11, 16, 18, 19, 26, 28, 35, 40]
43, 3, [5, 8, 9, 12, 13, 17, 18, 20, 33, 43]
45, 3, [6, 12, 13, 18, 24, 25, 29, 38, 40, 45]
51, 3, [5, 9, 11, 13, 23, 29, 34, 38, 40, 44]
72, 3, [4, 7, 8, 9, 12, 13, 18, 28, 35, 41]
79, 3, [11, 14, 19, 20, 24, 29, 30, 36, 37, 40]
82, 3, [5, 8, 10, 14, 15, 18, 25, 34, 35, 45]
88, 3, [3, 10, 13, 17, 20, 26, 31, 36, 39, 42]
95, 3, [6, 11, 14, 16, 28, 32, 36, 37, 40, 41]
101, 3, [4, 6, 13, 16, 31, 34, 36, 39, 41, 43]
102, 4, [3, 7, 20, 21, 25, 28, 30, 35, 36, 37]
110, 3, [4, 10, 20, 22, 27, 30, 37, 41, 42, 43]
112, 3, [9, 11, 17, 19, 28, 39, 42, 43, 44, 45]
118, 3, [8, 9, 13, 15, 17, 19, 23, 32, 34, 42]
123, 3, [1, 5, 6, 10, 13, 18, 27, 32, 41, 45]
148, 3, [6, 9, 11, 13, 27, 37, 39, 41, 44, 45]
158, 4, [3, 5, 7, 19, 21, 23, 25, 26, 34, 43]
179, 3, [6, 10, 16, 18, 25, 26, 29, 37, 39, 40]
185, 3, [3, 4, 6, 19, 26, 27, 28, 35, 43, 45]
{lstm_d (1), score: 63}

4, 3, [1, 15, 20, 22, 23, 25, 30, 33, 38, 42]
19, 4, [9, 11, 14, 18, 29, 34, 36, 38, 41, 45]
20, 3, [8, 14, 15, 17, 26, 28, 34, 36, 39, 44]
27, 3, [3, 5, 9, 14, 17, 27, 30, 34, 39, 40]
33, 3, [4, 8, 16, 18, 26, 30, 36, 38, 40, 45]
44, 3, [12, 13, 17, 18, 19, 21, 24, 34, 35, 45]
55, 3, [8, 13, 14, 15, 29, 31, 37, 40, 42, 43]
68, 3, [2, 3, 8, 14, 15, 16, 28, 29, 33, 39]
72, 3, [9, 13, 14, 23, 25, 27, 34, 40, 43, 45]
76, 4, [4, 7, 11, 12, 13, 18, 19, 23, 26, 44]
88, 4, [12, 14, 15, 18, 21, 26, 33, 35, 44, 45]
109, 3, [1, 2, 18, 25, 28, 29, 32, 35, 39, 43]
122, 3, [5, 11, 12, 18, 24, 25, 32, 33, 39, 45]
141, 3, [1, 5, 6, 8, 23, 26, 27, 28, 31, 38]
146, 3, [7, 8, 10, 14, 20, 24, 26, 30, 37, 43]
173, 3, [1, 3, 7, 10, 13, 17, 31, 35, 40, 43]
178, 3, [3, 8, 9, 17, 20, 22, 25, 27, 39, 43]
179, 3, [2, 4, 8, 10, 11, 18, 22, 32, 38, 42]
183, 3, [4, 17, 18, 26, 30, 32, 33, 38, 39, 40]
{lstm_d (2), score: 60}

1, 4, [1, 3, 8, 12, 17, 26, 29, 31, 35, 41]
3, 3, [1, 2, 5, 6, 17, 20, 21, 26, 31, 40]
6, 3, [7, 9, 13, 15, 23, 36, 41, 42, 43, 44]
43, 3, [4, 6, 15, 17, 21, 25, 29, 31, 35, 36]
53, 3, [1, 7, 8, 9, 21, 25, 30, 32, 40, 43]
64, 3, [1, 4, 7, 15, 24, 26, 27, 39, 41, 44]
65, 4, [4, 5, 17, 24, 26, 31, 33, 39, 44, 45]
82, 3, [2, 4, 12, 17, 18, 25, 32, 42, 43, 45]
96, 3, [5, 8, 17, 18, 23, 25, 30, 36, 44, 45]
103, 3, [3, 5, 10, 14, 19, 23, 24, 25, 27, 38]
114, 3, [5, 11, 16, 19, 25, 28, 36, 41, 42, 45]
117, 3, [5, 6, 12, 13, 18, 20, 21, 27, 31, 36]
119, 3, [4, 7, 9, 12, 25, 29, 31, 33, 34, 44]
144, 3, [3, 7, 12, 18, 22, 23, 32, 34, 37, 43]
148, 4, [4, 8, 9, 11, 20, 21, 22, 26, 38, 39]
149, 4, [2, 9, 14, 16, 18, 21, 25, 27, 39, 41]
159, 3, [3, 9, 18, 19, 20, 21, 23, 25, 29, 40]
162, 3, [8, 14, 18, 20, 21, 23, 25, 28, 29, 35]
165, 4, [7, 12, 13, 15, 23, 27, 29, 31, 44, 45]
170, 3, [1, 5, 10, 14, 16, 19, 24, 30, 33, 45]
174, 3, [6, 10, 11, 17, 21, 23, 25, 31, 36, 45]
180, 4, [1, 2, 3, 10, 13, 16, 19, 25, 27, 37]
{lstm_d (3), score: 72}

34, 3, [4, 5, 16, 32, 34, 35, 36, 40, 42, 45]
44, 3, [1, 10, 12, 15, 19, 20, 23, 40, 42, 44]
49, 3, [4, 5, 19, 21, 32, 36, 37, 41, 42, 45]
54, 3, [3, 16, 24, 27, 32, 33, 36, 40, 41, 44]
67, 3, [1, 5, 13, 23, 26, 27, 35, 39, 40, 44]
80, 3, [16, 25, 27, 29, 35, 37, 40, 41, 42, 43]
89, 3, [11, 20, 23, 25, 26, 35, 40, 42, 43, 45]
92, 3, [4, 10, 15, 22, 23, 27, 28, 38, 40, 42]
97, 4, [10, 18, 22, 25, 26, 34, 35, 36, 40, 43]
105, 3, [3, 4, 5, 10, 24, 32, 35, 40, 42, 45]
107, 3, [4, 13, 20, 21, 32, 33, 35, 40, 41, 44]
137, 3, [4, 7, 16, 18, 22, 23, 26, 33, 36, 37]
148, 3, [4, 5, 14, 21, 27, 32, 34, 35, 42, 45]
152, 3, [3, 4, 14, 16, 18, 22, 24, 35, 43, 45]
155, 3, [3, 7, 13, 19, 27, 31, 32, 33, 34, 35]
160, 3, [13, 17, 18, 19, 21, 32, 33, 40, 41, 42]
169, 3, [3, 4, 12, 13, 14, 18, 36, 39, 40, 41]
182, 4, [1, 3, 8, 17, 20, 21, 23, 25, 39, 44]
{lstm_d (4), score: 56}

3, 3, [5, 11, 12, 14, 17, 21, 26, 29, 33, 45]
5, 3, [2, 3, 8, 12, 17, 18, 21, 26, 27, 33]
34, 3, [1, 5, 11, 12, 17, 21, 24, 34, 41, 45]
37, 3, [1, 5, 9, 17, 18, 21, 26, 29, 32, 38]
39, 3, [10, 12, 18, 19, 20, 27, 32, 40, 42, 43]
44, 3, [12, 13, 17, 18, 21, 23, 31, 34, 38, 39]
67, 3, [1, 5, 8, 9, 17, 18, 21, 30, 39, 43]
93, 3, [3, 5, 8, 23, 24, 29, 32, 33, 35, 38]
94, 3, [3, 7, 8, 13, 18, 20, 24, 29, 32, 33]
105, 4, [4, 6, 12, 16, 26, 29, 30, 33, 38, 40]
117, 3, [12, 13, 17, 21, 31, 32, 33, 37, 40, 43]
121, 3, [4, 9, 14, 21, 25, 26, 27, 33, 34, 45]
124, 3, [2, 4, 8, 20, 25, 26, 27, 29, 35, 37]
131, 3, [2, 8, 9, 12, 26, 29, 32, 33, 36, 38]
138, 3, [1, 2, 5, 9, 25, 26, 30, 35, 37, 43]
139, 3, [4, 20, 23, 27, 28, 30, 33, 39, 40, 43]
143, 3, [1, 11, 21, 25, 26, 29, 30, 35, 37, 43]
150, 3, [1, 8, 11, 17, 21, 22, 23, 28, 36, 40]
151, 3, [1, 3, 8, 12, 21, 23, 26, 29, 32, 45]
164, 3, [6, 14, 19, 20, 21, 29, 38, 39, 41, 42]
171, 4, [3, 4, 7, 10, 13, 29, 37, 38, 40, 41]
182, 3, [2, 3, 6, 16, 18, 25, 26, 38, 41, 42]
{lstm_d (5), score: 68}

4, 3, [3, 4, 6, 10, 12, 17, 32, 36, 40, 43]
29, 4, [1, 3, 10, 12, 20, 21, 25, 26, 38, 41]
35, 3, [1, 7, 10, 12, 24, 27, 36, 37, 38, 40]
41, 3, [3, 4, 13, 15, 17, 18, 28, 32, 40, 41]
42, 3, [4, 14, 15, 17, 18, 31, 34, 39, 40, 45]
44, 3, [7, 8, 14, 17, 26, 31, 32, 36, 41, 45]
50, 3, [3, 4, 7, 10, 12, 13, 20, 32, 40, 44]
67, 3, [3, 4, 6, 13, 17, 31, 35, 40, 41, 43]
82, 3, [4, 5, 9, 13, 15, 21, 25, 29, 37, 45]
87, 3, [3, 10, 12, 25, 31, 34, 36, 40, 42, 45]
123, 3, [1, 4, 17, 28, 29, 33, 35, 41, 42, 45]
139, 3, [2, 4, 12, 16, 24, 28, 31, 33, 36, 40]
142, 3, [3, 4, 7, 10, 13, 18, 24, 25, 29, 36]
143, 4, [1, 5, 11, 13, 20, 21, 25, 27, 35, 36]
152, 3, [13, 17, 20, 26, 29, 31, 39, 41, 42, 44]
156, 4, [1, 3, 4, 17, 20, 28, 36, 40, 41, 44]
165, 3, [1, 7, 20, 22, 25, 27, 36, 38, 40, 41]
174, 3, [3, 16, 17, 21, 25, 26, 27, 31, 40, 43]
175, 4, [3, 10, 12, 27, 29, 36, 40, 42, 43, 45]
183, 3, [5, 9, 14, 15, 22, 24, 26, 30, 40, 43]
{lstm_d (6), score: 64}

12, 3, [1, 5, 17, 20, 21, 22, 28, 36, 43, 45]
19, 3, [6, 7, 10, 13, 18, 22, 27, 32, 37, 43]
37, 3, [1, 3, 9, 13, 22, 29, 31, 33, 42, 43]
55, 4, [1, 12, 18, 20, 23, 26, 29, 34, 38, 40]
62, 3, [3, 16, 18, 23, 30, 31, 32, 36, 38, 43]
65, 4, [5, 8, 14, 18, 29, 30, 37, 39, 41, 43]
70, 3, [1, 9, 21, 25, 34, 36, 38, 40, 41, 45]
74, 3, [9, 10, 16, 17, 26, 34, 36, 41, 42, 45]
80, 3, [1, 5, 16, 21, 23, 34, 36, 38, 40, 41]
95, 3, [1, 11, 12, 15, 21, 23, 26, 28, 39, 40]
105, 4, [1, 3, 7, 13, 17, 22, 24, 33, 39, 40]
109, 3, [3, 4, 5, 16, 17, 22, 25, 31, 38, 45]
117, 3, [1, 3, 5, 7, 13, 20, 21, 27, 40, 41]
123, 3, [6, 12, 14, 18, 22, 28, 31, 32, 37, 39]
142, 3, [4, 9, 13, 17, 35, 38, 39, 40, 43, 45]
143, 3, [4, 5, 12, 21, 34, 36, 37, 38, 39, 43]
154, 4, [6, 12, 13, 17, 20, 23, 31, 38, 40, 43]
161, 3, [4, 9, 12, 16, 17, 18, 21, 23, 38, 40]
165, 3, [2, 3, 5, 14, 21, 23, 31, 36, 37, 40]
166, 3, [1, 5, 14, 16, 20, 21, 27, 33, 36, 40]
169, 3, [2, 3, 6, 12, 13, 37, 38, 39, 40, 45]
173, 3, [5, 13, 19, 21, 27, 34, 36, 37, 39, 40]
175, 3, [1, 2, 3, 7, 16, 26, 27, 36, 37, 45]
176, 3, [1, 2, 3, 4, 9, 13, 17, 21, 29, 33]
179, 3, [1, 2, 3, 5, 9, 17, 21, 27, 29, 37]
{lstm_d (7), score: 79}

11, 3, [2, 8, 11, 15, 20, 27, 32, 36, 42, 45]
12, 3, [1, 5, 6, 12, 16, 18, 19, 30, 36, 42]
29, 3, [2, 5, 6, 14, 28, 30, 32, 33, 34, 40]
31, 3, [1, 10, 14, 17, 24, 28, 30, 31, 37, 40]
42, 3, [4, 8, 10, 14, 18, 19, 31, 34, 36, 44]
78, 3, [1, 10, 12, 19, 22, 28, 37, 40, 41, 42]
85, 3, [9, 10, 20, 31, 33, 34, 35, 38, 41, 43]
100, 3, [1, 2, 10, 12, 15, 17, 19, 27, 37, 40]
102, 3, [1, 2, 10, 12, 15, 27, 28, 34, 40, 44]
105, 3, [1, 3, 4, 9, 12, 15, 23, 33, 35, 43]
113, 3, [3, 9, 17, 33, 35, 36, 38, 39, 43, 45]
114, 3, [1, 3, 10, 12, 15, 31, 33, 37, 38, 44]
119, 3, [1, 15, 17, 20, 21, 24, 31, 34, 38, 44]
148, 3, [1, 2, 3, 11, 28, 35, 37, 40, 43, 45]
163, 3, [1, 2, 12, 23, 25, 31, 33, 35, 36, 37]
169, 3, [1, 7, 8, 10, 12, 14, 21, 26, 30, 31]
176, 3, [8, 10, 20, 24, 26, 29, 31, 33, 37, 44]
{lstm_d (8), score: 51}

28, 3, [3, 10, 15, 18, 20, 22, 24, 27, 32, 37]
61, 3, [4, 10, 13, 15, 19, 20, 21, 33, 39, 41]
66, 3, [2, 3, 4, 11, 15, 24, 26, 28, 31, 34]
79, 3, [5, 19, 22, 27, 28, 30, 34, 35, 39, 40]
83, 3, [3, 5, 8, 15, 16, 17, 26, 27, 28, 40]
90, 4, [4, 10, 16, 18, 22, 25, 27, 28, 30, 40]
94, 3, [3, 6, 10, 15, 18, 22, 32, 36, 37, 40]
95, 4, [3, 10, 14, 15, 18, 22, 32, 36, 40, 44]
99, 3, [16, 19, 20, 22, 23, 27, 29, 35, 36, 39]
109, 3, [2, 4, 5, 8, 14, 15, 25, 27, 29, 36]
111, 3, [4, 5, 10, 13, 15, 18, 27, 28, 29, 40]
118, 3, [3, 5, 10, 12, 13, 18, 20, 29, 31, 32]
135, 3, [4, 10, 13, 14, 16, 17, 19, 20, 30, 40]
165, 3, [4, 6, 10, 16, 20, 26, 27, 28, 35, 40]
168, 3, [1, 4, 8, 15, 19, 20, 22, 26, 28, 36]
171, 3, [18, 22, 25, 26, 29, 31, 35, 39, 40, 41]
{lstm_d (9), score: 50}

12, 3, [1, 3, 8, 10, 17, 24, 32, 38, 41, 45]
13, 3, [1, 3, 8, 10, 24, 32, 37, 38, 41, 45]
18, 3, [6, 8, 12, 18, 27, 28, 32, 38, 41, 45]
30, 3, [4, 18, 19, 20, 23, 25, 26, 34, 37, 43]
36, 3, [1, 5, 13, 17, 20, 25, 31, 33, 34, 35]
46, 4, [3, 4, 9, 12, 13, 23, 26, 28, 35, 41]
52, 3, [2, 3, 4, 15, 18, 21, 26, 35, 37, 40]
66, 3, [2, 10, 15, 23, 25, 31, 33, 34, 40, 44]
78, 3, [3, 5, 15, 18, 24, 25, 27, 29, 34, 42]
82, 4, [2, 8, 14, 18, 22, 27, 34, 36, 44, 45]
91, 3, [2, 6, 10, 15, 19, 24, 27, 35, 40, 42]
97, 3, [1, 15, 17, 19, 20, 24, 28, 35, 41, 42]
103, 3, [12, 17, 19, 23, 26, 31, 38, 42, 44, 45]
116, 4, [5, 6, 8, 14, 17, 26, 32, 33, 36, 42]
122, 3, [5, 17, 23, 25, 27, 29, 31, 32, 33, 43]
123, 3, [13, 14, 19, 23, 27, 29, 31, 32, 33, 43]
131, 3, [1, 6, 9, 15, 16, 19, 23, 24, 27, 29]
132, 3, [1, 2, 6, 9, 15, 16, 27, 29, 33, 45]
148, 3, [10, 14, 15, 17, 18, 19, 25, 26, 32, 34]
158, 3, [1, 9, 12, 18, 19, 25, 27, 34, 35, 43]
163, 3, [1, 9, 10, 11, 16, 27, 33, 35, 39, 42]
168, 3, [1, 3, 4, 6, 10, 12, 15, 27, 28, 45]
175, 3, [4, 12, 16, 19, 21, 23, 27, 28, 30, 40]
178, 3, [3, 11, 12, 13, 14, 30, 35, 37, 40, 45]
{lstm_d (10), score: 75}

2, 3, [6, 12, 22, 26, 34, 35, 36, 38, 42, 43]
19, 3, [6, 8, 11, 12, 13, 18, 19, 31, 34, 44]
21, 3, [8, 15, 18, 22, 29, 31, 33, 38, 39, 45]
33, 3, [4, 12, 13, 16, 19, 22, 26, 38, 40, 43]
39, 4, [15, 17, 23, 24, 28, 31, 34, 37, 38, 43]
44, 3, [6, 8, 14, 26, 30, 31, 35, 38, 40, 43]
47, 3, [6, 16, 17, 21, 29, 31, 34, 40, 42, 44]
72, 5, [8, 18, 23, 25, 28, 30, 35, 39, 42, 43]
78, 3, [3, 4, 8, 14, 28, 32, 35, 38, 43, 45]
82, 4, [4, 8, 13, 21, 28, 29, 33, 35, 43, 45]
85, 4, [5, 12, 15, 16, 18, 26, 33, 34, 39, 42]
96, 3, [8, 9, 19, 22, 23, 24, 27, 30, 38, 39]
97, 4, [8, 14, 23, 26, 27, 29, 34, 35, 39, 41]
101, 4, [4, 11, 12, 16, 21, 27, 33, 34, 35, 43]
110, 3, [4, 8, 20, 22, 28, 30, 35, 37, 38, 43]
145, 3, [3, 4, 5, 8, 16, 26, 27, 29, 34, 44]
147, 3, [1, 6, 7, 9, 14, 17, 21, 24, 33, 35]
160, 3, [3, 11, 13, 24, 25, 26, 27, 34, 43, 44]
{lstm_s (1), score: 61}

0, 3, [9, 16, 18, 20, 22, 32, 34, 35, 36, 37]
1, 4, [1, 7, 18, 22, 30, 31, 34, 35, 37, 45]
11, 4, [1, 4, 12, 15, 25, 28, 30, 31, 34, 40]
14, 3, [3, 10, 12, 16, 17, 25, 26, 32, 34, 41]
21, 3, [2, 4, 8, 10, 18, 19, 23, 30, 33, 39]
24, 3, [8, 16, 18, 19, 22, 27, 28, 32, 33, 37]
26, 3, [2, 3, 9, 12, 17, 19, 21, 22, 27, 36]
35, 3, [2, 4, 8, 20, 22, 26, 29, 31, 36, 44]
39, 3, [1, 9, 10, 11, 16, 17, 18, 27, 30, 34]
42, 3, [3, 5, 7, 10, 12, 18, 19, 27, 39, 43]
59, 3, [12, 13, 20, 24, 27, 32, 34, 35, 37, 38]
71, 3, [8, 9, 16, 18, 26, 27, 30, 33, 34, 43]
102, 3, [3, 19, 22, 23, 25, 30, 32, 37, 38, 43]
109, 4, [4, 15, 16, 18, 22, 27, 30, 32, 40, 43]
114, 3, [1, 4, 5, 17, 22, 26, 27, 33, 34, 44]
119, 3, [5, 6, 8, 12, 13, 17, 18, 33, 39, 43]
122, 3, [1, 3, 5, 6, 7, 11, 12, 18, 29, 39]
132, 4, [10, 12, 16, 18, 27, 31, 35, 37, 38, 39]
155, 3, [3, 12, 20, 22, 31, 32, 36, 37, 38, 40]
168, 3, [3, 16, 18, 19, 23, 25, 27, 39, 41, 43]
173, 3, [7, 10, 11, 12, 23, 27, 29, 33, 38, 45]
183, 3, [10, 11, 13, 16, 18, 19, 26, 30, 38, 39]
186, 3, [6, 12, 14, 21, 26, 27, 32, 35, 38, 42]
{lstm_s (2), score: 73}

4, 3, [1, 8, 13, 14, 22, 27, 28, 29, 38, 41]
12, 3, [8, 9, 13, 15, 26, 27, 28, 29, 38, 41]
23, 3, [1, 9, 13, 16, 19, 27, 32, 35, 36, 38]
50, 3, [4, 6, 14, 19, 24, 27, 28, 29, 38, 45]
80, 3, [4, 9, 13, 16, 18, 27, 33, 38, 41, 45]
81, 4, [1, 13, 16, 18, 23, 27, 29, 38, 41, 45]
86, 3, [8, 11, 20, 22, 27, 28, 29, 36, 38, 42]
122, 3, [1, 10, 13, 17, 23, 25, 31, 38, 42, 45]
123, 3, [1, 9, 13, 17, 27, 31, 34, 38, 42, 45]
129, 3, [1, 5, 9, 13, 15, 17, 24, 27, 28, 36]
142, 3, [14, 15, 16, 19, 20, 31, 32, 35, 36, 38]
169, 4, [1, 7, 11, 23, 27, 31, 32, 38, 41, 45]
176, 3, [2, 9, 15, 19, 20, 27, 28, 29, 41, 45]
{lstm_s (3), score: 41}

0, 3, [1, 3, 7, 15, 18, 23, 31, 32, 43, 45]
4, 3, [3, 14, 16, 22, 23, 29, 33, 41, 43, 45]
11, 3, [3, 18, 25, 26, 27, 28, 31, 40, 43, 45]
17, 3, [3, 18, 23, 25, 28, 32, 34, 35, 43, 45]
29, 3, [3, 15, 16, 18, 19, 21, 24, 25, 30, 41]
40, 3, [3, 5, 7, 8, 11, 13, 18, 21, 44, 45]
47, 3, [3, 16, 18, 20, 21, 22, 23, 43, 44, 45]
52, 3, [3, 5, 8, 15, 18, 19, 25, 43, 44, 45]
60, 3, [3, 15, 27, 31, 32, 33, 35, 42, 43, 45]
61, 3, [15, 16, 18, 25, 29, 33, 42, 43, 44, 45]
62, 3, [11, 15, 16, 18, 21, 24, 25, 29, 43, 44]
69, 4, [3, 8, 9, 18, 21, 23, 25, 35, 43, 45]
94, 4, [3, 8, 18, 21, 23, 32, 35, 39, 41, 45]
100, 3, [3, 9, 11, 13, 18, 23, 27, 32, 39, 45]
102, 3, [3, 8, 14, 18, 19, 20, 22, 23, 31, 45]
112, 3, [5, 8, 14, 21, 23, 25, 27, 41, 43, 45]
120, 4, [1, 3, 5, 7, 8, 34, 39, 41, 43, 45]
122, 3, [3, 8, 14, 23, 25, 31, 35, 41, 43, 45]
133, 3, [3, 5, 9, 11, 15, 18, 21, 22, 37, 44]
142, 3, [3, 4, 15, 16, 26, 29, 37, 40, 44, 45]
157, 3, [3, 5, 13, 18, 21, 27, 29, 34, 42, 43]
166, 4, [14, 20, 23, 30, 32, 35, 39, 41, 43, 45]
170, 3, [3, 5, 10, 14, 20, 35, 41, 43, 44, 45]
173, 3, [3, 8, 10, 17, 21, 33, 35, 36, 41, 45]
181, 3, [3, 9, 16, 18, 19, 21, 25, 29, 41, 45]
{lstm_s (4), score: 79}

16, 4, [1, 2, 14, 27, 28, 31, 34, 38, 43, 45]
17, 3, [1, 4, 14, 34, 37, 38, 41, 42, 43, 45]
23, 3, [2, 3, 12, 16, 19, 21, 28, 32, 40, 43]
25, 3, [2, 3, 4, 12, 14, 21, 28, 31, 36, 43]
33, 4, [4, 7, 12, 16, 17, 34, 38, 43, 44, 45]
34, 3, [1, 4, 16, 23, 26, 34, 38, 41, 43, 45]
46, 5, [1, 2, 12, 14, 16, 28, 31, 34, 43, 45]
48, 3, [2, 7, 14, 16, 19, 27, 28, 34, 43, 45]
53, 4, [3, 4, 16, 25, 34, 36, 37, 40, 42, 45]
56, 3, [14, 21, 23, 24, 27, 36, 37, 38, 41, 42]
102, 3, [7, 10, 26, 34, 36, 38, 41, 43, 44, 45]
105, 3, [2, 7, 16, 25, 27, 30, 31, 34, 42, 43]
106, 3, [2, 4, 7, 16, 21, 25, 27, 31, 34, 43]
111, 3, [2, 5, 11, 13, 17, 21, 27, 34, 41, 43]
114, 3, [2, 4, 5, 7, 11, 21, 24, 32, 40, 45]
115, 3, [2, 4, 12, 23, 26, 31, 32, 38, 41, 45]
120, 3, [1, 7, 10, 11, 23, 31, 34, 42, 43, 45]
122, 4, [7, 14, 23, 24, 26, 31, 34, 38, 43, 45]
127, 3, [3, 16, 17, 23, 34, 36, 38, 41, 43, 45]
152, 3, [2, 4, 7, 13, 31, 32, 38, 40, 41, 45]
158, 3, [3, 4, 16, 26, 28, 34, 36, 38, 43, 45]
172, 3, [1, 10, 16, 21, 26, 36, 38, 41, 42, 45]
182, 3, [7, 14, 23, 30, 34, 38, 41, 42, 43, 45]
{lstm_s (5), score: 75}

0, 3, [1, 10, 13, 20, 23, 26, 34, 35, 39, 42]
6, 3, [1, 7, 10, 12, 15, 17, 18, 19, 27, 31]
40, 3, [4, 5, 6, 10, 12, 17, 18, 29, 31, 40]
54, 3, [9, 12, 13, 16, 25, 27, 29, 33, 35, 41]
55, 3, [1, 9, 10, 14, 27, 29, 33, 35, 36, 42]
82, 3, [1, 8, 15, 18, 25, 29, 33, 34, 35, 39]
88, 3, [4, 7, 10, 15, 17, 20, 23, 27, 29, 43]
95, 3, [10, 13, 15, 17, 18, 31, 35, 39, 40, 43]
99, 3, [1, 10, 12, 15, 17, 20, 25, 29, 35, 39]
107, 4, [1, 15, 20, 23, 27, 30, 34, 35, 42, 43]
109, 3, [1, 5, 13, 27, 32, 34, 35, 42, 43, 45]
113, 3, [6, 7, 15, 17, 19, 25, 29, 33, 34, 37]
126, 3, [6, 9, 13, 17, 20, 25, 28, 34, 39, 41]
143, 3, [1, 7, 10, 20, 25, 26, 35, 36, 37, 39]
162, 3, [1, 6, 9, 12, 13, 15, 17, 27, 29, 35]
168, 3, [10, 14, 17, 20, 26, 37, 38, 40, 42, 45]
169, 3, [7, 10, 14, 17, 20, 26, 29, 37, 38, 43]
170, 3, [7, 10, 17, 20, 26, 29, 31, 33, 40, 43]
173, 3, [1, 5, 10, 15, 17, 20, 22, 28, 29, 39]
{lstm_s (6), score: 58}

16, 3, [1, 3, 4, 5, 8, 10, 15, 18, 20, 39]
18, 3, [1, 3, 4, 8, 10, 15, 18, 20, 22, 30]
22, 3, [2, 3, 4, 8, 16, 17, 18, 22, 30, 39]
24, 3, [2, 3, 4, 8, 16, 18, 21, 25, 34, 36]
50, 3, [3, 4, 8, 14, 16, 18, 25, 30, 34, 35]
52, 3, [3, 8, 10, 18, 19, 20, 29, 30, 35, 37]
73, 3, [2, 3, 5, 8, 10, 17, 18, 29, 30, 38]
78, 3, [3, 5, 8, 18, 19, 20, 29, 34, 35, 41]
81, 3, [3, 4, 5, 8, 18, 19, 29, 34, 37, 41]
92, 3, [3, 4, 8, 13, 15, 16, 18, 21, 22, 23]
95, 3, [1, 3, 4, 8, 15, 16, 18, 21, 28, 30]
105, 3, [2, 3, 4, 8, 13, 18, 27, 29, 36, 39]
113, 3, [4, 5, 8, 14, 16, 18, 20, 22, 37, 41]
122, 3, [3, 4, 8, 10, 14, 18, 19, 20, 26, 41]
125, 3, [1, 3, 8, 10, 11, 15, 16, 18, 35, 41]
133, 3, [3, 4, 9, 10, 16, 18, 20, 21, 22, 30]
137, 3, [2, 3, 4, 8, 16, 18, 21, 22, 39, 41]
142, 3, [1, 3, 10, 14, 18, 20, 22, 35, 39, 41]
158, 3, [1, 3, 5, 8, 13, 16, 20, 25, 34, 41]
167, 3, [3, 5, 10, 14, 18, 20, 23, 30, 37, 38]
168, 3, [3, 4, 7, 10, 14, 17, 18, 23, 30, 38]
170, 3, [2, 4, 10, 14, 16, 17, 21, 22, 25, 35]
179, 3, [2, 3, 4, 8, 16, 18, 25, 35, 41, 42]
{lstm_s (7), score: 69}

21, 3, [3, 8, 10, 16, 20, 21, 22, 27, 32, 38]
24, 3, [4, 8, 10, 20, 21, 23, 27, 36, 38, 40]
32, 3, [8, 10, 17, 20, 23, 25, 27, 33, 42, 43]
33, 3, [10, 11, 16, 17, 22, 23, 27, 32, 35, 42]
50, 3, [3, 10, 11, 15, 16, 20, 27, 36, 38, 40]
53, 3, [3, 8, 16, 20, 21, 27, 32, 33, 35, 36]
56, 3, [8, 15, 19, 20, 22, 27, 33, 35, 42, 43]
74, 3, [4, 10, 16, 20, 21, 23, 27, 33, 34, 43]
85, 3, [4, 5, 10, 19, 20, 21, 36, 40, 42, 43]
87, 3, [4, 5, 10, 19, 20, 21, 22, 27, 40, 43]
93, 3, [4, 9, 10, 20, 22, 27, 31, 36, 40, 43]
117, 3, [7, 19, 20, 22, 23, 31, 33, 35, 42, 43]
119, 3, [4, 7, 19, 20, 23, 33, 34, 38, 42, 43]
130, 3, [3, 19, 20, 22, 23, 25, 33, 36, 42, 43]
133, 3, [1, 19, 20, 21, 23, 33, 36, 38, 40, 42]
147, 4, [8, 15, 20, 21, 22, 31, 32, 36, 38, 40]
166, 3, [3, 10, 16, 19, 20, 22, 23, 33, 36, 38]
169, 3, [8, 10, 19, 20, 21, 23, 33, 35, 36, 40]
178, 3, [3, 4, 8, 16, 21, 33, 35, 36, 42, 43]
{lstm_s (8), score: 58}

4, 4, [4, 9, 12, 15, 24, 28, 34, 37, 38, 40]
6, 3, [2, 3, 4, 8, 16, 18, 28, 32, 34, 39]
11, 3, [4, 15, 16, 18, 28, 30, 34, 38, 39, 42]
15, 3, [3, 6, 8, 12, 15, 19, 22, 32, 33, 39]
20, 4, [3, 8, 12, 16, 19, 22, 30, 32, 34, 39]
26, 3, [8, 12, 15, 18, 19, 21, 33, 36, 39, 41]
37, 3, [4, 6, 10, 12, 15, 30, 33, 34, 40, 44]
44, 5, [2, 6, 14, 15, 21, 28, 34, 40, 42, 45]
61, 3, [3, 8, 15, 19, 21, 27, 32, 37, 39, 44]
63, 3, [5, 8, 12, 15, 18, 21, 32, 34, 39, 44]
64, 3, [5, 8, 12, 15, 18, 21, 25, 34, 36, 43]
73, 3, [4, 8, 10, 15, 21, 30, 34, 40, 43, 44]
77, 3, [15, 16, 18, 25, 26, 29, 34, 38, 39, 42]
79, 3, [8, 9, 15, 21, 22, 27, 29, 34, 38, 39]
83, 3, [8, 9, 15, 22, 27, 29, 34, 42, 43, 44]
85, 3, [4, 9, 15, 19, 20, 21, 22, 30, 38, 44]
91, 3, [3, 15, 17, 20, 21, 22, 30, 36, 40, 43]
93, 3, [2, 4, 6, 15, 21, 22, 27, 28, 32, 43]
106, 3, [13, 21, 27, 34, 36, 38, 41, 42, 43, 45]
111, 3, [4, 5, 12, 15, 16, 18, 22, 32, 34, 39]
112, 4, [2, 5, 8, 12, 15, 32, 34, 39, 43, 44]
137, 3, [4, 8, 15, 16, 21, 26, 27, 30, 34, 44]
140, 3, [6, 11, 14, 15, 20, 26, 35, 39, 40, 41]
146, 3, [9, 12, 15, 21, 22, 30, 32, 34, 38, 39]
165, 3, [3, 6, 7, 8, 10, 14, 19, 32, 38, 45]
166, 3, [6, 7, 8, 11, 14, 17, 32, 38, 39, 40]
168, 3, [8, 12, 14, 16, 20, 30, 32, 33, 36, 45]
{lstm_s (9), score: 86}

2, 3, [3, 7, 11, 12, 15, 22, 24, 31, 35, 40]
12, 3, [2, 3, 15, 22, 25, 31, 35, 38, 39, 45]
17, 3, [2, 3, 11, 12, 14, 22, 32, 35, 38, 45]
18, 3, [2, 3, 11, 12, 14, 16, 22, 35, 43, 45]
24, 3, [3, 7, 10, 11, 12, 32, 35, 38, 40, 41]
26, 3, [7, 10, 11, 12, 20, 22, 32, 35, 38, 39]
27, 3, [2, 7, 10, 11, 12, 20, 22, 35, 38, 39]
29, 3, [4, 5, 10, 12, 16, 20, 22, 25, 38, 41]
36, 3, [6, 7, 12, 16, 22, 24, 25, 31, 35, 39]
46, 3, [2, 3, 12, 16, 22, 24, 25, 35, 38, 39]
48, 3, [3, 12, 14, 16, 25, 31, 35, 36, 38, 41]
70, 3, [11, 14, 16, 19, 22, 25, 31, 35, 38, 41]
77, 3, [11, 12, 22, 25, 29, 35, 38, 39, 41, 43]
78, 3, [5, 11, 14, 20, 22, 25, 29, 38, 39, 41]
83, 3, [7, 11, 12, 14, 16, 22, 25, 36, 41, 43]
88, 4, [11, 12, 13, 14, 20, 22, 35, 38, 39, 45]
94, 3, [3, 11, 12, 14, 20, 22, 38, 39, 40, 45]
106, 3, [5, 11, 12, 13, 14, 22, 25, 38, 41, 43]
126, 3, [5, 7, 12, 20, 22, 31, 35, 38, 39, 45]
145, 3, [2, 14, 16, 21, 22, 35, 37, 38, 41, 43]
147, 3, [2, 7, 14, 15, 21, 22, 31, 35, 38, 41]
150, 3, [7, 10, 15, 16, 20, 22, 25, 37, 38, 41]
156, 3, [3, 12, 14, 15, 16, 22, 29, 35, 36, 43]
161, 3, [3, 12, 14, 15, 25, 32, 35, 36, 38, 41]
167, 3, [4, 7, 10, 11, 12, 14, 16, 22, 35, 41]
168, 3, [4, 10, 11, 12, 14, 16, 22, 35, 39, 41]
171, 3, [3, 11, 12, 14, 16, 22, 25, 35, 41, 43]
178, 3, [7, 10, 11, 12, 14, 15, 25, 35, 36, 41]
{lstm_s (10), score: 85}

7, 3, [7, 13, 15, 16, 20, 21, 27, 34, 39, 45]
8, 3, [9, 12, 16, 18, 25, 28, 29, 37, 39, 45]
14, 3, [4, 7, 8, 10, 19, 21, 29, 32, 34, 40]
16, 3, [1, 6, 9, 20, 24, 26, 30, 31, 35, 37]
26, 3, [2, 11, 20, 27, 31, 36, 37, 38, 39, 43]
31, 3, [6, 9, 10, 21, 24, 27, 30, 36, 37, 43]
42, 3, [6, 8, 9, 13, 26, 28, 29, 32, 33, 45]
47, 3, [9, 12, 17, 18, 19, 22, 23, 25, 37, 40]
51, 3, [12, 13, 15, 22, 25, 30, 31, 34, 39, 42]
56, 3, [13, 15, 18, 23, 25, 29, 35, 39, 43, 45]
68, 3, [1, 5, 13, 14, 18, 20, 23, 34, 38, 44]
69, 3, [4, 7, 9, 15, 16, 17, 18, 23, 31, 39]
72, 4, [6, 8, 17, 18, 25, 27, 34, 35, 40, 45]
82, 3, [1, 6, 11, 12, 13, 15, 18, 33, 34, 39]
89, 3, [3, 10, 14, 22, 23, 24, 28, 37, 41, 44]
92, 3, [4, 6, 7, 13, 20, 27, 36, 40, 41, 43]
109, 3, [3, 5, 6, 14, 17, 20, 25, 30, 31, 34]
110, 3, [1, 4, 7, 10, 11, 13, 33, 37, 40, 43]
118, 3, [2, 4, 11, 17, 19, 23, 32, 40, 43, 44]
124, 3, [10, 15, 19, 23, 26, 27, 31, 35, 40, 45]
154, 3, [4, 6, 10, 20, 22, 36, 38, 41, 43, 45]
159, 3, [6, 7, 9, 10, 22, 30, 35, 37, 41, 42]
172, 3, [1, 4, 6, 10, 13, 24, 30, 34, 35, 36]
179, 3, [5, 12, 14, 19, 21, 22, 24, 37, 40, 42]
{bilstm_d (1), score: 73}

4, 3, [2, 8, 18, 19, 20, 22, 31, 34, 35, 45]
11, 3, [3, 7, 12, 15, 16, 25, 30, 33, 39, 42]
19, 3, [5, 6, 13, 20, 23, 26, 28, 31, 33, 45]
27, 3, [1, 4, 17, 19, 25, 28, 30, 34, 35, 41]
29, 4, [5, 7, 12, 19, 21, 23, 25, 33, 34, 36]
50, 3, [7, 17, 19, 20, 31, 35, 40, 42, 44, 45]
51, 4, [2, 4, 11, 17, 20, 28, 29, 38, 39, 45]
52, 3, [4, 7, 14, 18, 21, 26, 28, 34, 36, 38]
57, 3, [2, 4, 5, 7, 10, 22, 27, 29, 35, 39]
82, 3, [1, 3, 7, 8, 11, 28, 29, 34, 38, 45]
84, 4, [11, 12, 16, 18, 25, 26, 27, 32, 42, 44]
89, 3, [4, 11, 13, 19, 20, 21, 25, 33, 35, 37]
92, 3, [4, 14, 17, 18, 19, 35, 37, 40, 41, 43]
93, 3, [10, 13, 18, 27, 31, 32, 33, 43, 44, 45]
95, 3, [5, 11, 13, 18, 23, 27, 32, 34, 38, 45]
100, 3, [7, 16, 17, 20, 24, 27, 29, 35, 39, 40]
106, 4, [2, 6, 10, 11, 16, 24, 27, 32, 39, 42]
111, 3, [1, 5, 7, 13, 19, 21, 23, 35, 44, 45]
112, 3, [4, 13, 21, 30, 31, 34, 38, 41, 44, 45]
114, 4, [4, 5, 6, 18, 21, 22, 27, 29, 43, 45]
138, 3, [1, 9, 11, 20, 21, 26, 28, 30, 31, 34]
139, 3, [7, 12, 14, 15, 17, 19, 26, 32, 33, 39]
167, 3, [3, 8, 12, 13, 15, 21, 23, 28, 33, 39]
172, 4, [1, 2, 7, 10, 20, 23, 30, 31, 38, 44]
185, 3, [4, 6, 7, 18, 19, 28, 31, 36, 38, 42]
{bilstm_d (2), score: 81}

3, 3, [11, 15, 16, 20, 26, 29, 30, 31, 38, 43]
8, 3, [6, 9, 11, 14, 19, 20, 26, 28, 38, 39]
22, 3, [5, 11, 12, 15, 16, 18, 29, 36, 39, 40]
26, 3, [13, 16, 19, 23, 27, 34, 38, 41, 42, 45]
30, 4, [5, 16, 18, 19, 20, 26, 30, 34, 38, 42]
35, 3, [5, 9, 12, 16, 26, 34, 37, 40, 42, 43]
55, 3, [8, 16, 20, 27, 29, 33, 36, 37, 40, 43]
58, 3, [6, 9, 11, 17, 20, 31, 35, 36, 37, 39]
65, 3, [5, 16, 19, 26, 34, 35, 36, 39, 44, 45]
92, 3, [6, 13, 16, 18, 21, 24, 30, 37, 41, 43]
93, 3, [4, 6, 12, 13, 16, 21, 24, 26, 34, 40]
99, 3, [9, 16, 18, 20, 26, 29, 36, 39, 40, 43]
120, 3, [4, 7, 11, 13, 15, 28, 34, 38, 42, 45]
141, 4, [4, 5, 9, 16, 17, 20, 29, 38, 40, 41]
171, 3, [4, 6, 7, 11, 13, 18, 20, 31, 32, 43]
174, 3, [4, 5, 12, 16, 26, 33, 36, 37, 39, 40]
{bilstm_d (3), score: 50}

5, 3, [9, 17, 19, 22, 23, 27, 35, 39, 42, 45]
10, 3, [4, 7, 16, 25, 27, 29, 34, 38, 42, 45]
34, 3, [5, 6, 8, 16, 23, 25, 27, 32, 42, 45]
39, 3, [6, 7, 12, 13, 15, 18, 25, 32, 36, 45]
40, 3, [3, 6, 8, 12, 15, 18, 28, 36, 39, 45]
69, 3, [1, 4, 6, 8, 14, 18, 27, 32, 38, 45]
74, 3, [3, 5, 8, 12, 19, 22, 27, 32, 36, 44]
76, 3, [5, 6, 8, 11, 12, 14, 15, 18, 26, 45]
81, 3, [1, 4, 5, 9, 11, 18, 23, 25, 26, 43]
107, 3, [6, 11, 13, 14, 27, 30, 32, 33, 35, 45]
114, 3, [13, 14, 15, 18, 28, 29, 33, 34, 35, 45]
119, 3, [1, 12, 14, 16, 18, 23, 30, 36, 42, 45]
128, 3, [1, 5, 14, 18, 20, 23, 25, 27, 29, 38]
141, 3, [2, 11, 12, 13, 14, 15, 30, 32, 38, 45]
147, 3, [5, 11, 14, 18, 26, 27, 29, 38, 42, 45]
148, 3, [1, 2, 6, 10, 14, 29, 31, 37, 38, 45]
157, 3, [1, 5, 6, 8, 11, 13, 18, 23, 27, 29]
166, 3, [1, 14, 18, 25, 29, 31, 35, 36, 38, 45]
168, 3, [2, 5, 11, 18, 23, 26, 31, 35, 37, 45]
170, 4, [8, 10, 14, 17, 20, 23, 31, 32, 37, 44]
{bilstm_d (4), score: 61}

6, 3, [5, 14, 17, 21, 24, 25, 27, 28, 30, 38]
11, 4, [1, 6, 12, 13, 26, 30, 34, 36, 37, 45]
12, 4, [1, 6, 21, 23, 25, 34, 36, 37, 39, 45]
23, 3, [4, 6, 12, 26, 27, 32, 37, 38, 41, 45]
29, 4, [11, 13, 14, 23, 26, 34, 36, 38, 39, 41]
30, 3, [1, 4, 8, 18, 21, 23, 25, 33, 36, 39]
35, 3, [2, 16, 19, 23, 25, 28, 30, 41, 44, 45]
48, 3, [2, 3, 6, 13, 16, 19, 27, 37, 38, 42]
57, 3, [3, 10, 18, 21, 31, 32, 36, 37, 39, 40]
71, 3, [11, 15, 16, 19, 20, 23, 25, 28, 29, 33]
73, 3, [3, 4, 11, 16, 19, 21, 23, 25, 33, 34]
77, 3, [8, 10, 17, 19, 25, 31, 33, 34, 37, 40]
80, 3, [12, 13, 16, 19, 21, 25, 30, 37, 41, 45]
81, 3, [4, 11, 12, 18, 20, 23, 26, 28, 29, 32]
106, 4, [4, 13, 18, 21, 26, 27, 32, 33, 36, 43]
124, 4, [4, 8, 14, 16, 18, 20, 30, 35, 37, 38]
133, 3, [1, 15, 17, 19, 20, 22, 34, 36, 39, 43]
137, 3, [2, 16, 17, 20, 25, 28, 30, 36, 41, 44]
162, 3, [3, 11, 15, 16, 20, 23, 24, 26, 34, 44]
181, 3, [1, 3, 8, 17, 18, 21, 29, 33, 39, 44]
{bilstm_d (5), score: 65}

11, 3, [3, 4, 6, 19, 26, 35, 37, 38, 43, 45]
14, 3, [4, 5, 16, 18, 20, 24, 25, 26, 30, 35]
22, 3, [2, 17, 18, 19, 26, 31, 33, 34, 36, 45]
23, 3, [3, 17, 18, 19, 26, 27, 31, 33, 35, 45]
38, 3, [3, 4, 7, 17, 18, 23, 27, 28, 31, 40]
42, 3, [4, 6, 8, 10, 15, 21, 35, 40, 44, 45]
60, 3, [3, 5, 11, 12, 27, 28, 31, 32, 37, 45]
62, 3, [9, 26, 28, 31, 34, 36, 37, 42, 43, 45]
65, 3, [1, 8, 14, 19, 21, 28, 34, 37, 40, 45]
73, 3, [1, 4, 8, 10, 11, 17, 32, 38, 42, 43]
84, 3, [7, 11, 17, 18, 19, 26, 28, 31, 36, 43]
85, 3, [1, 2, 11, 17, 23, 26, 27, 31, 35, 39]
87, 3, [4, 17, 18, 19, 21, 22, 25, 26, 31, 36]
97, 3, [7, 10, 11, 12, 15, 23, 27, 29, 36, 45]
99, 4, [3, 6, 7, 9, 12, 15, 23, 29, 34, 45]
103, 4, [8, 16, 27, 29, 30, 31, 32, 39, 40, 42]
114, 3, [1, 4, 5, 14, 23, 26, 32, 36, 37, 39]
134, 3, [12, 18, 19, 22, 30, 34, 38, 41, 44, 45]
139, 3, [2, 8, 9, 14, 25, 26, 27, 28, 34, 39]
158, 3, [6, 7, 9, 12, 13, 23, 28, 32, 34, 40]
174, 3, [11, 12, 18, 24, 28, 29, 33, 39, 40, 41]
179, 3, [3, 7, 13, 18, 20, 28, 30, 32, 40, 42]
{bilstm_d (6), score: 68}

12, 3, [5, 10, 11, 18, 21, 25, 27, 28, 32, 45]
18, 3, [7, 11, 12, 15, 16, 22, 31, 37, 43, 45]
25, 3, [11, 15, 17, 21, 26, 32, 37, 39, 43, 45]
28, 3, [11, 13, 21, 23, 26, 27, 33, 36, 37, 43]
52, 3, [1, 2, 11, 12, 21, 30, 31, 34, 39, 42]
55, 3, [3, 11, 12, 21, 24, 25, 26, 36, 37, 45]
57, 3, [2, 8, 11, 21, 26, 31, 32, 35, 37, 40]
66, 3, [5, 6, 11, 15, 18, 26, 27, 30, 43, 45]
68, 3, [1, 5, 6, 14, 19, 22, 26, 33, 36, 45]
72, 3, [4, 6, 9, 11, 12, 13, 15, 31, 37, 43]
73, 3, [4, 5, 10, 11, 12, 13, 15, 33, 37, 43]
85, 3, [1, 16, 23, 26, 27, 33, 39, 41, 42, 43]
86, 3, [19, 23, 26, 27, 31, 32, 41, 43, 44, 45]
87, 3, [8, 19, 23, 26, 27, 30, 31, 40, 43, 45]
95, 4, [12, 15, 16, 26, 30, 31, 35, 39, 40, 43]
97, 3, [3, 12, 15, 16, 22, 26, 31, 36, 40, 43]
108, 4, [5, 9, 12, 21, 26, 29, 33, 34, 39, 40]
115, 3, [1, 3, 6, 14, 30, 31, 32, 33, 43, 44]
136, 3, [5, 6, 7, 9, 14, 20, 26, 40, 41, 43]
141, 3, [3, 8, 11, 21, 24, 26, 29, 30, 32, 44]
167, 3, [4, 7, 10, 11, 13, 20, 27, 28, 30, 34]
168, 3, [4, 7, 11, 13, 27, 28, 30, 37, 41, 43]
175, 3, [1, 13, 15, 19, 23, 26, 34, 37, 39, 44]
178, 4, [1, 3, 18, 22, 23, 24, 30, 34, 37, 40]
{bilstm_d (7), score: 75}

7, 3, [1, 6, 8, 11, 13, 18, 24, 28, 36, 37]
10, 3, [4, 6, 22, 25, 27, 30, 34, 40, 41, 43]
16, 3, [1, 3, 6, 20, 23, 26, 29, 30, 33, 35]
25, 3, [2, 19, 23, 24, 30, 31, 38, 39, 40, 45]
46, 4, [4, 6, 13, 16, 17, 19, 21, 25, 36, 45]
48, 3, [3, 4, 6, 13, 17, 19, 25, 26, 36, 44]
56, 3, [8, 10, 11, 12, 28, 30, 31, 36, 38, 41]
61, 3, [6, 10, 16, 22, 23, 25, 38, 39, 40, 41]
62, 3, [3, 10, 23, 24, 25, 28, 36, 38, 39, 41]
69, 4, [4, 8, 14, 24, 30, 33, 34, 36, 38, 41]
72, 3, [4, 12, 14, 19, 23, 24, 30, 36, 38, 41]
81, 3, [10, 12, 14, 19, 21, 22, 24, 25, 28, 36]
88, 3, [8, 13, 19, 28, 34, 35, 36, 38, 43, 44]
109, 3, [2, 8, 12, 14, 19, 25, 26, 31, 38, 44]
129, 3, [1, 6, 8, 18, 34, 36, 37, 42, 43, 45]
135, 4, [2, 18, 26, 27, 30, 37, 40, 42, 43, 45]
139, 3, [16, 17, 20, 23, 26, 30, 31, 37, 38, 44]
148, 3, [1, 3, 9, 11, 20, 23, 29, 31, 35, 45]
158, 3, [4, 6, 7, 13, 25, 30, 34, 35, 38, 43]
161, 3, [1, 17, 19, 20, 25, 26, 30, 35, 38, 44]
165, 3, [4, 10, 14, 17, 23, 31, 33, 36, 38, 39]
171, 3, [5, 6, 18, 20, 22, 23, 24, 36, 39, 45]
176, 3, [17, 18, 20, 23, 30, 31, 32, 33, 37, 45]
179, 4, [17, 20, 30, 31, 33, 34, 36, 38, 41, 44]
{bilstm_d (8), score: 76}

4, 3, [9, 11, 12, 15, 22, 28, 36, 37, 38, 43]
31, 3, [4, 6, 7, 17, 18, 23, 26, 28, 40, 44]
44, 3, [2, 7, 12, 15, 16, 20, 28, 33, 44, 45]
49, 3, [1, 16, 19, 20, 25, 34, 35, 36, 43, 45]
52, 3, [1, 16, 18, 20, 25, 26, 28, 36, 43, 45]
61, 3, [1, 3, 13, 16, 19, 20, 25, 26, 35, 43]
84, 4, [11, 24, 25, 26, 28, 31, 36, 37, 40, 43]
94, 3, [4, 7, 9, 12, 13, 16, 25, 26, 28, 40]
97, 3, [1, 9, 16, 17, 19, 22, 23, 25, 28, 35]
103, 4, [2, 3, 4, 5, 12, 17, 20, 27, 33, 37]
107, 3, [7, 8, 13, 17, 18, 23, 27, 32, 39, 45]
121, 3, [1, 5, 19, 22, 24, 28, 30, 31, 39, 43]
138, 3, [1, 3, 15, 16, 25, 33, 35, 36, 44, 45]
142, 3, [8, 15, 22, 29, 33, 36, 37, 38, 39, 43]
155, 3, [5, 7, 10, 18, 27, 31, 32, 34, 42, 45]
171, 3, [1, 2, 7, 12, 16, 17, 25, 28, 33, 40]
174, 3, [2, 7, 15, 16, 20, 23, 28, 33, 40, 43]
175, 3, [8, 12, 15, 16, 20, 21, 30, 33, 40, 43]
{bilstm_d (9), score: 56}

8, 3, [3, 13, 17, 20, 24, 34, 41, 42, 44, 45]
26, 3, [4, 7, 18, 30, 32, 39, 40, 41, 44, 45]
29, 3, [2, 4, 7, 9, 10, 15, 17, 24, 44, 45]
35, 3, [2, 4, 5, 10, 17, 20, 24, 31, 38, 45]
46, 3, [2, 3, 6, 13, 16, 18, 25, 34, 41, 42]
60, 3, [1, 4, 7, 9, 10, 16, 17, 19, 37, 44]
72, 4, [4, 12, 17, 18, 19, 21, 28, 30, 34, 35]
80, 3, [4, 9, 11, 21, 22, 31, 39, 42, 44, 45]
84, 3, [4, 10, 11, 14, 17, 19, 21, 42, 44, 45]
102, 3, [11, 12, 13, 17, 24, 26, 27, 39, 42, 45]
120, 3, [1, 4, 6, 9, 19, 24, 30, 31, 39, 43]
139, 3, [2, 4, 9, 10, 11, 14, 17, 31, 39, 45]
143, 4, [7, 16, 18, 19, 20, 22, 24, 25, 32, 33]
148, 3, [1, 9, 11, 15, 17, 20, 24, 31, 37, 42]
154, 3, [4, 9, 14, 17, 21, 24, 31, 35, 39, 42]
163, 3, [1, 2, 4, 10, 18, 29, 33, 36, 37, 40]
165, 4, [2, 7, 17, 18, 27, 29, 31, 33, 37, 40]
166, 3, [3, 13, 17, 18, 27, 29, 33, 37, 39, 40]
170, 4, [3, 4, 5, 12, 13, 14, 17, 24, 39, 40]
{bilstm_d (10), score: 61}

2, 3, [12, 17, 18, 22, 27, 30, 31, 36, 40, 42]
23, 3, [1, 6, 12, 14, 15, 24, 33, 35, 39, 40]
39, 3, [1, 6, 10, 11, 17, 23, 26, 28, 29, 43]
44, 3, [5, 6, 8, 12, 14, 17, 30, 31, 35, 38]
47, 4, [12, 15, 17, 18, 23, 25, 31, 34, 40, 45]
72, 3, [9, 16, 18, 23, 25, 36, 39, 40, 42, 43]
74, 3, [4, 11, 13, 14, 18, 19, 26, 27, 29, 38]
81, 3, [2, 17, 19, 20, 25, 33, 35, 36, 39, 42]
89, 3, [9, 14, 19, 22, 23, 26, 28, 30, 33, 39]
95, 3, [1, 6, 10, 12, 13, 24, 28, 35, 39, 40]
108, 3, [1, 4, 7, 16, 18, 23, 30, 40, 42, 43]
115, 3, [2, 5, 8, 15, 17, 20, 22, 25, 27, 33]
118, 4, [2, 6, 8, 15, 17, 23, 24, 37, 40, 45]
137, 3, [1, 12, 16, 21, 25, 30, 33, 36, 39, 40]
139, 3, [9, 18, 19, 20, 21, 26, 27, 30, 39, 43]
154, 3, [2, 4, 16, 20, 21, 32, 36, 38, 43, 45]
159, 3, [1, 7, 8, 12, 13, 17, 22, 25, 39, 43]
167, 3, [1, 6, 7, 11, 12, 17, 23, 24, 28, 35]
173, 3, [6, 7, 10, 14, 17, 23, 35, 38, 43, 44]
174, 3, [1, 6, 7, 10, 11, 14, 17, 32, 33, 45]
180, 4, [8, 10, 17, 18, 24, 30, 35, 36, 43, 44]
{bilstm_s (1), score: 66}

4, 3, [14, 20, 23, 26, 28, 31, 35, 38, 42, 43]
21, 3, [8, 10, 15, 18, 19, 23, 29, 33, 38, 39]
26, 4, [1, 2, 3, 9, 12, 18, 19, 34, 43, 45]
44, 3, [5, 6, 10, 12, 24, 30, 32, 33, 34, 40]
59, 3, [4, 20, 24, 27, 29, 30, 32, 37, 39, 40]
64, 3, [4, 20, 21, 29, 31, 33, 37, 38, 43, 44]
65, 3, [3, 4, 9, 20, 21, 29, 37, 39, 43, 44]
66, 3, [3, 5, 16, 20, 24, 30, 37, 43, 44, 45]
71, 3, [8, 21, 23, 25, 26, 30, 31, 34, 42, 43]
77, 3, [8, 10, 14, 16, 18, 28, 29, 33, 38, 43]
79, 3, [2, 5, 7, 14, 19, 26, 29, 33, 39, 43]
117, 3, [2, 12, 15, 19, 23, 32, 34, 36, 37, 45]
144, 3, [2, 5, 7, 10, 15, 16, 21, 29, 37, 38]
146, 4, [6, 7, 14, 20, 24, 29, 33, 35, 37, 39]
155, 3, [6, 7, 15, 17, 30, 31, 32, 35, 38, 40]
173, 4, [3, 7, 11, 13, 14, 21, 28, 29, 33, 43]
{bilstm_s (2), score: 51}

19, 3, [5, 8, 14, 15, 19, 29, 34, 39, 42, 45]
23, 3, [1, 3, 5, 13, 15, 22, 23, 27, 32, 38]
26, 3, [8, 13, 19, 20, 21, 32, 34, 36, 39, 41]
28, 3, [9, 15, 19, 21, 25, 26, 30, 36, 38, 42]
29, 4, [9, 15, 19, 21, 25, 26, 36, 38, 41, 43]
31, 3, [3, 8, 13, 18, 19, 32, 36, 38, 39, 45]
50, 3, [2, 14, 20, 25, 29, 31, 35, 38, 40, 45]
51, 4, [13, 19, 25, 26, 27, 29, 34, 36, 38, 41]
53, 3, [3, 8, 9, 19, 20, 27, 31, 36, 37, 43]
90, 3, [4, 7, 8, 10, 13, 15, 20, 25, 33, 43]
95, 5, [8, 19, 22, 29, 30, 32, 35, 38, 39, 45]
98, 3, [9, 10, 15, 20, 21, 31, 40, 41, 43, 45]
117, 3, [2, 4, 8, 12, 14, 15, 20, 24, 32, 39]
124, 3, [6, 8, 14, 15, 19, 31, 34, 38, 41, 45]
135, 3, [9, 13, 19, 20, 21, 25, 36, 37, 38, 41]
143, 4, [15, 19, 20, 27, 29, 30, 34, 37, 38, 44]
145, 3, [10, 14, 20, 24, 25, 29, 35, 38, 40, 44]
147, 3, [10, 14, 15, 20, 21, 29, 32, 35, 38, 42]
174, 3, [4, 8, 12, 13, 20, 21, 36, 39, 40, 45]
175, 3, [4, 5, 6, 15, 16, 19, 20, 28, 43, 45]
182, 3, [4, 9, 14, 18, 19, 20, 21, 25, 29, 38]
185, 3, [4, 14, 19, 21, 29, 35, 38, 42, 43, 45]
{bilstm_s (3), score: 71}

2, 3, [5, 13, 22, 23, 29, 31, 34, 36, 38, 43]
9, 3, [1, 2, 5, 7, 24, 28, 29, 34, 40, 42]
21, 3, [1, 2, 4, 8, 12, 15, 16, 19, 23, 36]
22, 3, [3, 4, 5, 12, 15, 16, 17, 19, 20, 27]
24, 3, [2, 3, 4, 12, 17, 19, 27, 36, 40, 43]
25, 3, [2, 4, 12, 17, 19, 27, 30, 31, 32, 43]
27, 3, [2, 4, 12, 19, 21, 27, 28, 31, 36, 40]
31, 3, [8, 19, 21, 23, 30, 36, 38, 39, 41, 45]
44, 3, [1, 2, 4, 6, 7, 15, 23, 39, 41, 45]
49, 4, [13, 18, 20, 21, 28, 31, 34, 40, 42, 45]
57, 3, [1, 3, 14, 17, 19, 24, 27, 29, 36, 37]
60, 3, [1, 3, 8, 22, 27, 31, 32, 33, 35, 40]
68, 3, [1, 5, 12, 16, 18, 21, 31, 34, 39, 44]
69, 3, [4, 5, 8, 16, 18, 25, 34, 36, 39, 43]
89, 3, [2, 4, 8, 12, 16, 17, 25, 34, 36, 43]
90, 3, [2, 8, 12, 13, 15, 27, 31, 36, 37, 43]
111, 3, [5, 8, 13, 18, 20, 27, 34, 38, 42, 43]
132, 3, [2, 5, 7, 8, 12, 18, 23, 30, 36, 39]
142, 3, [2, 8, 22, 25, 27, 36, 37, 38, 39, 40]
153, 3, [2, 12, 20, 21, 30, 31, 32, 34, 35, 38]
155, 4, [2, 3, 7, 8, 12, 31, 33, 38, 40, 43]
167, 3, [1, 7, 12, 20, 31, 32, 36, 38, 39, 40]
168, 3, [2, 7, 20, 23, 31, 32, 36, 38, 39, 40]
173, 3, [8, 19, 20, 26, 30, 31, 32, 36, 42, 43]
181, 3, [13, 18, 19, 21, 30, 38, 39, 41, 43, 45]
183, 3, [4, 18, 19, 21, 26, 38, 39, 40, 41, 43]
{bilstm_s (4), score: 80}

4, 3, [9, 13, 19, 20, 22, 23, 26, 28, 39, 42]
8, 3, [5, 9, 15, 16, 18, 26, 28, 29, 37, 40]
16, 4, [2, 4, 6, 9, 18, 19, 32, 35, 38, 45]
23, 3, [2, 12, 16, 18, 19, 22, 25, 28, 37, 38]
28, 3, [2, 4, 14, 18, 19, 23, 36, 37, 38, 39]
31, 3, [4, 10, 19, 22, 23, 33, 35, 39, 40, 45]
33, 3, [4, 6, 8, 12, 23, 28, 33, 40, 44, 45]
43, 4, [6, 13, 15, 16, 17, 18, 23, 27, 33, 38]
48, 3, [2, 5, 12, 26, 28, 29, 32, 34, 40, 45]
50, 3, [2, 4, 10, 11, 19, 20, 25, 29, 39, 40]
61, 3, [9, 18, 19, 23, 29, 33, 36, 37, 39, 44]
64, 3, [2, 6, 9, 18, 22, 26, 29, 37, 39, 44]
73, 3, [4, 10, 11, 13, 18, 19, 26, 34, 37, 42]
82, 3, [2, 4, 8, 18, 22, 23, 25, 29, 37, 39]
85, 3, [5, 9, 18, 19, 22, 28, 29, 42, 43, 44]
89, 4, [4, 6, 13, 15, 19, 20, 28, 36, 43, 44]
106, 3, [4, 9, 11, 17, 22, 32, 36, 39, 43, 44]
110, 4, [5, 13, 18, 21, 23, 27, 34, 37, 42, 43]
111, 4, [2, 5, 13, 18, 21, 23, 28, 34, 37, 43]
133, 3, [13, 15, 18, 19, 20, 22, 23, 36, 39, 42]
135, 3, [4, 9, 11, 12, 13, 18, 19, 20, 23, 39]
149, 3, [2, 4, 9, 11, 15, 18, 26, 29, 37, 45]
153, 3, [5, 9, 14, 18, 29, 30, 32, 33, 37, 39]
179, 3, [2, 9, 12, 13, 20, 24, 26, 33, 37, 38]
{bilstm_s (5), score: 77}

1, 3, [1, 6, 7, 12, 13, 22, 27, 29, 33, 45]
7, 4, [1, 3, 12, 15, 18, 28, 29, 39, 40, 45]
15, 3, [1, 3, 6, 12, 18, 25, 28, 33, 39, 45]
18, 4, [1, 6, 12, 15, 18, 24, 26, 33, 36, 45]
19, 3, [1, 2, 15, 16, 18, 24, 29, 36, 44, 45]
22, 3, [1, 2, 12, 15, 18, 29, 36, 40, 43, 45]
27, 3, [3, 4, 12, 13, 18, 19, 21, 25, 30, 33]
33, 3, [4, 5, 6, 7, 12, 15, 29, 39, 41, 45]
40, 3, [6, 7, 13, 15, 18, 29, 34, 39, 40, 45]
42, 4, [1, 6, 7, 15, 23, 24, 29, 34, 40, 45]
72, 3, [4, 6, 7, 10, 12, 13, 18, 19, 25, 29]
82, 3, [2, 4, 8, 13, 15, 25, 29, 34, 38, 45]
88, 3, [4, 5, 14, 15, 20, 29, 36, 40, 43, 44]
89, 3, [4, 5, 15, 20, 21, 29, 36, 40, 43, 44]
97, 3, [3, 13, 15, 25, 26, 29, 40, 41, 43, 45]
99, 3, [7, 11, 12, 15, 25, 26, 29, 39, 40, 45]
102, 3, [3, 12, 20, 24, 25, 27, 29, 39, 40, 42]
112, 3, [1, 2, 4, 5, 12, 15, 22, 29, 34, 45]
115, 3, [1, 4, 6, 15, 18, 29, 32, 40, 44, 45]
129, 3, [4, 5, 11, 15, 25, 28, 29, 36, 39, 45]
133, 3, [4, 6, 7, 11, 13, 15, 18, 39, 41, 43]
138, 3, [1, 4, 15, 18, 19, 29, 38, 40, 44, 45]
140, 4, [1, 4, 15, 19, 26, 29, 37, 38, 40, 44]
142, 4, [7, 10, 15, 24, 29, 32, 35, 37, 40, 44]
154, 3, [7, 12, 13, 15, 28, 29, 30, 33, 34, 37]
174, 3, [14, 15, 16, 20, 25, 29, 31, 36, 40, 44]
{bilstm_s (6), score: 83}

6, 5, [1, 5, 10, 15, 18, 25, 28, 34, 42, 45]
8, 3, [5, 10, 15, 17, 18, 27, 28, 40, 42, 45]
23, 3, [2, 5, 6, 31, 32, 34, 36, 40, 41, 42]
39, 4, [4, 6, 10, 13, 15, 17, 18, 25, 40, 42]
41, 4, [1, 6, 13, 15, 18, 23, 40, 42, 44, 45]
50, 3, [3, 6, 10, 15, 25, 30, 36, 39, 40, 42]
63, 3, [3, 8, 10, 15, 29, 36, 37, 39, 42, 44]
66, 3, [8, 13, 15, 18, 21, 25, 34, 36, 39, 42]
81, 4, [5, 13, 14, 15, 21, 25, 29, 36, 39, 42]
86, 4, [4, 8, 10, 20, 25, 36, 40, 42, 43, 44]
88, 3, [10, 13, 15, 19, 20, 25, 36, 40, 42, 44]
96, 3, [13, 15, 17, 23, 25, 26, 27, 36, 39, 42]
102, 3, [14, 17, 20, 23, 25, 33, 39, 40, 41, 42]
109, 3, [2, 5, 11, 13, 18, 25, 27, 41, 42, 43]
119, 3, [1, 6, 17, 20, 26, 34, 36, 41, 42, 45]
138, 3, [5, 14, 15, 20, 25, 26, 28, 36, 40, 44]
155, 3, [15, 17, 19, 23, 25, 26, 35, 40, 41, 42]
157, 3, [13, 15, 17, 21, 25, 28, 34, 35, 42, 45]
167, 3, [2, 3, 4, 10, 14, 17, 37, 38, 40, 42]
171, 3, [5, 6, 10, 15, 21, 28, 40, 41, 42, 45]
173, 3, [5, 14, 20, 21, 25, 28, 36, 40, 41, 42]
175, 3, [5, 8, 15, 25, 28, 36, 40, 41, 42, 44]
180, 3, [15, 18, 23, 25, 26, 30, 36, 41, 42, 43]
{bilstm_s (7), score: 75}

12, 3, [1, 2, 3, 6, 11, 18, 24, 32, 38, 45]
13, 4, [1, 2, 11, 18, 24, 28, 32, 34, 38, 45]
15, 3, [3, 8, 10, 12, 18, 24, 32, 37, 38, 45]
38, 4, [6, 12, 18, 24, 26, 32, 34, 35, 37, 45]
45, 4, [2, 8, 12, 24, 26, 28, 32, 35, 38, 45]
60, 3, [5, 6, 10, 12, 23, 24, 26, 31, 37, 45]
65, 3, [1, 6, 8, 18, 24, 28, 32, 36, 37, 45]
83, 3, [1, 5, 10, 17, 18, 24, 28, 29, 33, 36]
88, 3, [6, 16, 20, 23, 24, 26, 28, 29, 35, 36]
116, 3, [1, 6, 10, 12, 17, 18, 24, 37, 38, 45]
117, 3, [1, 6, 12, 14, 17, 24, 31, 37, 42, 45]
118, 4, [1, 6, 8, 14, 17, 24, 31, 34, 37, 45]
129, 3, [5, 6, 9, 11, 18, 22, 23, 28, 31, 37]
140, 3, [6, 10, 11, 19, 24, 30, 35, 36, 38, 39]
141, 3, [10, 11, 14, 21, 24, 26, 32, 35, 36, 39]
143, 4, [5, 8, 11, 12, 14, 21, 24, 26, 32, 38]
145, 3, [4, 10, 11, 16, 24, 26, 32, 37, 38, 44]
149, 4, [1, 7, 12, 24, 30, 31, 32, 37, 38, 42]
152, 3, [7, 10, 12, 16, 28, 29, 30, 32, 35, 38]
163, 3, [2, 6, 12, 13, 18, 24, 26, 32, 36, 37]
174, 3, [4, 5, 6, 8, 12, 24, 28, 33, 36, 45]
176, 3, [4, 6, 12, 21, 24, 30, 33, 36, 37, 38]
179, 3, [12, 18, 21, 22, 24, 28, 30, 32, 33, 38]
{bilstm_s (8), score: 75}

4, 3, [3, 11, 12, 13, 18, 29, 32, 34, 39, 40]
6, 3, [3, 11, 13, 16, 18, 24, 28, 34, 40, 45]
11, 3, [3, 11, 13, 16, 28, 34, 38, 39, 40, 45]
34, 3, [4, 11, 13, 16, 20, 26, 32, 34, 35, 40]
49, 3, [11, 13, 14, 16, 19, 26, 32, 34, 38, 45]
53, 3, [2, 3, 11, 13, 16, 19, 26, 32, 39, 40]
62, 3, [3, 11, 14, 18, 19, 32, 34, 37, 40, 45]
69, 4, [3, 9, 11, 13, 18, 25, 26, 34, 38, 45]
71, 3, [5, 10, 11, 13, 18, 19, 21, 34, 38, 45]
106, 3, [3, 11, 13, 17, 18, 21, 26, 38, 42, 45]
112, 3, [1, 6, 11, 13, 18, 32, 34, 37, 39, 40]
118, 3, [1, 7, 11, 18, 24, 26, 31, 34, 37, 45]
137, 3, [11, 14, 19, 26, 34, 37, 38, 40, 44, 45]
145, 3, [11, 14, 16, 20, 22, 24, 34, 37, 40, 45]
148, 3, [7, 11, 14, 20, 23, 32, 34, 38, 40, 45]
169, 3, [4, 10, 11, 14, 16, 19, 26, 37, 40, 45]
178, 3, [1, 11, 12, 13, 18, 26, 28, 33, 38, 39]
{bilstm_s (9), score: 52}

8, 3, [1, 2, 3, 9, 19, 21, 23, 24, 33, 34]
11, 3, [3, 11, 18, 21, 27, 32, 33, 38, 42, 45]
18, 3, [3, 12, 19, 24, 27, 32, 33, 34, 40, 45]
19, 3, [3, 12, 17, 19, 21, 27, 32, 34, 40, 45]
24, 3, [3, 6, 18, 26, 27, 32, 33, 38, 40, 45]
28, 3, [3, 6, 12, 14, 15, 19, 23, 32, 40, 45]
36, 3, [3, 6, 12, 17, 23, 24, 25, 29, 32, 34]
38, 4, [3, 6, 9, 12, 15, 23, 25, 29, 32, 40]
48, 3, [2, 3, 9, 16, 19, 27, 32, 33, 34, 38]
64, 3, [3, 9, 19, 24, 26, 27, 29, 32, 38, 45]
94, 3, [2, 3, 15, 19, 21, 23, 27, 38, 40, 45]
99, 3, [2, 3, 12, 20, 21, 22, 27, 32, 38, 42]
101, 4, [1, 2, 3, 17, 27, 32, 33, 38, 42, 43]
114, 3, [1, 3, 6, 13, 17, 32, 34, 35, 44, 45]
117, 4, [1, 3, 6, 24, 31, 34, 35, 38, 44, 45]
125, 3, [3, 5, 9, 10, 12, 19, 29, 31, 36, 45]
134, 3, [1, 3, 9, 15, 19, 27, 32, 35, 40, 44]
139, 4, [1, 2, 3, 14, 15, 17, 27, 32, 35, 40]
146, 3, [1, 2, 3, 5, 15, 26, 27, 38, 40, 45]
154, 3, [9, 12, 13, 20, 27, 28, 32, 34, 35, 38]
162, 3, [2, 3, 6, 29, 31, 32, 33, 38, 40, 45]
{bilstm_s (10), score: 67}

Best Score: 86, s_lstm (9)

삼성화재

삼성카드

우리금융지주

리드코프

코스맥스앤비티

CJ프레시웨이

대교

한전KPS

매수 종목

덕양산업

보유 종목

골든크로스 종목은 해당 시점을 확인하여 매수를 시도한다.