SetFit with klue/roberta-base
This is a SetFit model that can be used for Text Classification. This SetFit model uses klue/roberta-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
Model Details
Model Description
- Model Type: SetFit
- Sentence Transformer body: klue/roberta-base
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 232 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
Label | Examples |
---|---|
187.0 |
|
87.0 |
|
37.0 |
|
153.0 |
|
167.0 |
|
194.0 |
|
210.0 |
|
143.0 |
|
18.0 |
|
179.0 |
|
3.0 |
|
99.0 |
|
25.0 |
|
96.0 |
|
100.0 |
|
21.0 |
|
2.0 |
|
171.0 |
|
112.0 |
|
180.0 |
|
60.0 |
|
138.0 |
|
6.0 |
|
79.0 |
|
11.0 |
|
216.0 |
|
43.0 |
|
53.0 |
|
117.0 |
|
183.0 |
|
211.0 |
|
225.0 |
|
4.0 |
|
98.0 |
|
26.0 |
|
106.0 |
|
68.0 |
|
101.0 |
|
156.0 |
|
41.0 |
|
173.0 |
|
27.0 |
|
97.0 |
|
170.0 |
|
158.0 |
|
8.0 |
|
95.0 |
|
67.0 |
|
29.0 |
|
63.0 |
|
181.0 |
|
223.0 |
|
197.0 |
|
163.0 |
|
165.0 |
|
164.0 |
|
76.0 |
|
31.0 |
|
72.0 |
|
36.0 |
|
22.0 |
|
230.0 |
|
186.0 |
|
102.0 |
|
23.0 |
|
141.0 |
|
90.0 |
|
64.0 |
|
207.0 |
|
13.0 |
|
220.0 |
|
196.0 |
|
92.0 |
|
200.0 |
|
199.0 |
|
130.0 |
|
39.0 |
|
88.0 |
|
161.0 |
|
75.0 |
|
148.0 |
|
69.0 |
|
119.0 |
|
212.0 |
|
215.0 |
|
56.0 |
|
168.0 |
|
123.0 |
|
203.0 |
|
135.0 |
|
74.0 |
|
84.0 |
|
49.0 |
|
19.0 |
|
122.0 |
|
154.0 |
|
115.0 |
|
185.0 |
|
208.0 |
|
80.0 |
|
81.0 |
|
152.0 |
|
142.0 |
|
209.0 |
|
16.0 |
|
77.0 |
|
160.0 |
|
110.0 |
|
127.0 |
|
231.0 |
|
86.0 |
|
205.0 |
|
184.0 |
|
85.0 |
|
157.0 |
|
189.0 |
|
108.0 |
|
174.0 |
|
227.0 |
|
182.0 |
|
204.0 |
|
5.0 |
|
40.0 |
|
133.0 |
|
213.0 |
|
219.0 |
|
120.0 |
|
192.0 |
|
162.0 |
|
195.0 |
|
178.0 |
|
30.0 |
|
139.0 |
|
35.0 |
|
38.0 |
|
94.0 |
|
83.0 |
|
150.0 |
|
140.0 |
|
47.0 |
|
159.0 |
|
93.0 |
|
201.0 |
|
70.0 |
|
20.0 |
|
177.0 |
|
188.0 |
|
57.0 |
|
190.0 |
|
45.0 |
|
9.0 |
|
105.0 |
|
54.0 |
|
10.0 |
|
52.0 |
|
172.0 |
|
42.0 |
|
113.0 |
|
137.0 |
|
221.0 |
|
32.0 |
|
33.0 |
|
202.0 |
|
111.0 |
|
12.0 |
|
131.0 |
|
166.0 |
|
71.0 |
|
224.0 |
|
48.0 |
|
121.0 |
|
151.0 |
|
0.0 |
|
136.0 |
|
59.0 |
|
58.0 |
|
7.0 |
|
155.0 |
|
46.0 |
|
229.0 |
|
34.0 |
|
78.0 |
|
44.0 |
|
1.0 |
|
129.0 |
|
222.0 |
|
206.0 |
|
15.0 |
|
226.0 |
|
50.0 |
|
17.0 |
|
218.0 |
|
214.0 |
|
144.0 |
|
89.0 |
|
126.0 |
|
91.0 |
|
228.0 |
|
147.0 |
|
116.0 |
|
125.0 |
|
149.0 |
|
51.0 |
|
169.0 |
|
118.0 |
|
14.0 |
|
82.0 |
|
104.0 |
|
103.0 |
|
65.0 |
|
107.0 |
|
191.0 |
|
61.0 |
|
124.0 |
|
24.0 |
|
128.0 |
|
145.0 |
|
217.0 |
|
114.0 |
|
146.0 |
|
193.0 |
|
109.0 |
|
132.0 |
|
134.0 |
|
198.0 |
|
73.0 |
|
176.0 |
|
175.0 |
|
55.0 |
|
62.0 |
|
66.0 |
|
28.0 |
|
Evaluation
Metrics
Label | Accuracy |
---|---|
all | 0.9082 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("mini1013/master_item_top_el_flat")
# Run inference
preds = model("해피콜 프리미엄 초고속 블렌더 브리즈탭 LED 터치 UI 믹서기 분쇄기 차콜그레이 (#M)디지털/가전>주방가전>믹서기 Naverstore > 가전 > 주방가전 > 믹서기/블렌더 > 믹서기")
Training Details
Training Set Metrics
Training set | Min | Median | Max |
---|---|---|---|
Word count | 5 | 21.2994 | 91 |
Label | Training Sample Count |
---|---|
0.0 | 50 |
1.0 | 16 |
2.0 | 50 |
3.0 | 50 |
4.0 | 50 |
5.0 | 50 |
6.0 | 50 |
7.0 | 50 |
8.0 | 50 |
9.0 | 50 |
10.0 | 50 |
11.0 | 50 |
12.0 | 50 |
13.0 | 50 |
14.0 | 50 |
15.0 | 50 |
16.0 | 50 |
17.0 | 50 |
18.0 | 50 |
19.0 | 50 |
20.0 | 50 |
21.0 | 50 |
22.0 | 14 |
23.0 | 50 |
24.0 | 10 |
25.0 | 50 |
26.0 | 50 |
27.0 | 50 |
28.0 | 14 |
29.0 | 50 |
30.0 | 12 |
31.0 | 45 |
32.0 | 14 |
33.0 | 50 |
34.0 | 42 |
35.0 | 41 |
36.0 | 50 |
37.0 | 50 |
38.0 | 50 |
39.0 | 50 |
40.0 | 50 |
41.0 | 50 |
42.0 | 50 |
43.0 | 50 |
44.0 | 50 |
45.0 | 50 |
46.0 | 39 |
47.0 | 12 |
48.0 | 50 |
49.0 | 50 |
50.0 | 11 |
51.0 | 12 |
52.0 | 18 |
53.0 | 50 |
54.0 | 11 |
55.0 | 17 |
56.0 | 50 |
57.0 | 50 |
58.0 | 3 |
59.0 | 35 |
60.0 | 50 |
61.0 | 15 |
62.0 | 16 |
63.0 | 50 |
64.0 | 50 |
65.0 | 50 |
66.0 | 11 |
67.0 | 13 |
68.0 | 50 |
69.0 | 13 |
70.0 | 50 |
71.0 | 40 |
72.0 | 50 |
73.0 | 19 |
74.0 | 50 |
75.0 | 50 |
76.0 | 50 |
77.0 | 41 |
78.0 | 50 |
79.0 | 42 |
80.0 | 50 |
81.0 | 50 |
82.0 | 14 |
83.0 | 50 |
84.0 | 50 |
85.0 | 50 |
86.0 | 50 |
87.0 | 50 |
88.0 | 50 |
89.0 | 16 |
90.0 | 50 |
91.0 | 38 |
92.0 | 38 |
93.0 | 18 |
94.0 | 19 |
95.0 | 33 |
96.0 | 50 |
97.0 | 50 |
98.0 | 25 |
99.0 | 50 |
100.0 | 39 |
101.0 | 11 |
102.0 | 50 |
103.0 | 23 |
104.0 | 18 |
105.0 | 50 |
106.0 | 41 |
107.0 | 15 |
108.0 | 50 |
109.0 | 18 |
110.0 | 50 |
111.0 | 50 |
112.0 | 50 |
113.0 | 50 |
114.0 | 12 |
115.0 | 13 |
116.0 | 15 |
117.0 | 15 |
118.0 | 12 |
119.0 | 18 |
120.0 | 22 |
121.0 | 21 |
122.0 | 50 |
123.0 | 50 |
124.0 | 17 |
125.0 | 12 |
126.0 | 17 |
127.0 | 12 |
128.0 | 11 |
129.0 | 18 |
130.0 | 50 |
131.0 | 26 |
132.0 | 15 |
133.0 | 50 |
134.0 | 14 |
135.0 | 29 |
136.0 | 49 |
137.0 | 50 |
138.0 | 50 |
139.0 | 50 |
140.0 | 50 |
141.0 | 35 |
142.0 | 50 |
143.0 | 50 |
144.0 | 17 |
145.0 | 10 |
146.0 | 12 |
147.0 | 14 |
148.0 | 50 |
149.0 | 33 |
150.0 | 18 |
151.0 | 50 |
152.0 | 20 |
153.0 | 50 |
154.0 | 50 |
155.0 | 50 |
156.0 | 14 |
157.0 | 50 |
158.0 | 50 |
159.0 | 50 |
160.0 | 50 |
161.0 | 41 |
162.0 | 50 |
163.0 | 50 |
164.0 | 26 |
165.0 | 20 |
166.0 | 13 |
167.0 | 50 |
168.0 | 50 |
169.0 | 50 |
170.0 | 16 |
171.0 | 50 |
172.0 | 50 |
173.0 | 11 |
174.0 | 11 |
175.0 | 18 |
176.0 | 10 |
177.0 | 50 |
178.0 | 50 |
179.0 | 50 |
180.0 | 50 |
181.0 | 50 |
182.0 | 50 |
183.0 | 50 |
184.0 | 50 |
185.0 | 50 |
186.0 | 50 |
187.0 | 43 |
188.0 | 50 |
189.0 | 50 |
190.0 | 50 |
191.0 | 50 |
192.0 | 24 |
193.0 | 13 |
194.0 | 50 |
195.0 | 50 |
196.0 | 50 |
197.0 | 50 |
198.0 | 14 |
199.0 | 33 |
200.0 | 50 |
201.0 | 50 |
202.0 | 50 |
203.0 | 50 |
204.0 | 50 |
205.0 | 50 |
206.0 | 16 |
207.0 | 50 |
208.0 | 45 |
209.0 | 50 |
210.0 | 50 |
211.0 | 50 |
212.0 | 22 |
213.0 | 18 |
214.0 | 15 |
215.0 | 18 |
216.0 | 27 |
217.0 | 10 |
218.0 | 12 |
219.0 | 15 |
220.0 | 10 |
221.0 | 14 |
222.0 | 14 |
223.0 | 50 |
224.0 | 13 |
225.0 | 48 |
226.0 | 18 |
227.0 | 50 |
228.0 | 11 |
229.0 | 16 |
230.0 | 50 |
231.0 | 22 |
Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (30, 30)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 100
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
Training Results
Epoch | Step | Training Loss | Validation Loss |
---|---|---|---|
0.0001 | 1 | 0.4775 | - |
0.0037 | 50 | 0.4398 | - |
0.0075 | 100 | 0.4346 | - |
0.0112 | 150 | 0.4312 | - |
0.0149 | 200 | 0.4414 | - |
0.0187 | 250 | 0.4317 | - |
0.0224 | 300 | 0.4304 | - |
0.0261 | 350 | 0.4107 | - |
0.0299 | 400 | 0.3971 | - |
0.0336 | 450 | 0.3888 | - |
0.0373 | 500 | 0.3775 | - |
0.0411 | 550 | 0.3672 | - |
0.0448 | 600 | 0.3485 | - |
0.0485 | 650 | 0.311 | - |
0.0523 | 700 | 0.2665 | - |
0.0560 | 750 | 0.2369 | - |
0.0597 | 800 | 0.22 | - |
0.0635 | 850 | 0.1967 | - |
0.0672 | 900 | 0.1982 | - |
0.0709 | 950 | 0.183 | - |
0.0747 | 1000 | 0.1649 | - |
0.0784 | 1050 | 0.1569 | - |
0.0821 | 1100 | 0.1353 | - |
0.0859 | 1150 | 0.1388 | - |
0.0896 | 1200 | 0.1259 | - |
0.0933 | 1250 | 0.1216 | - |
0.0971 | 1300 | 0.1101 | - |
0.1008 | 1350 | 0.1026 | - |
0.1045 | 1400 | 0.0987 | - |
0.1083 | 1450 | 0.0936 | - |
0.1120 | 1500 | 0.0877 | - |
0.1157 | 1550 | 0.0835 | - |
0.1195 | 1600 | 0.0818 | - |
0.1232 | 1650 | 0.0762 | - |
0.1270 | 1700 | 0.0789 | - |
0.1307 | 1750 | 0.074 | - |
0.1344 | 1800 | 0.0736 | - |
0.1382 | 1850 | 0.0712 | - |
0.1419 | 1900 | 0.0706 | - |
0.1456 | 1950 | 0.0685 | - |
0.1494 | 2000 | 0.0647 | - |
0.1531 | 2050 | 0.0667 | - |
0.1568 | 2100 | 0.0604 | - |
0.1606 | 2150 | 0.066 | - |
0.1643 | 2200 | 0.0588 | - |
0.1680 | 2250 | 0.0616 | - |
0.1718 | 2300 | 0.0579 | - |
0.1755 | 2350 | 0.057 | - |
0.1792 | 2400 | 0.0557 | - |
0.1830 | 2450 | 0.057 | - |
0.1867 | 2500 | 0.0523 | - |
0.1904 | 2550 | 0.0569 | - |
0.1942 | 2600 | 0.055 | - |
0.1979 | 2650 | 0.0533 | - |
0.2016 | 2700 | 0.0509 | - |
0.2054 | 2750 | 0.0489 | - |
0.2091 | 2800 | 0.0498 | - |
0.2128 | 2850 | 0.0508 | - |
0.2166 | 2900 | 0.049 | - |
0.2203 | 2950 | 0.0492 | - |
0.2240 | 3000 | 0.0475 | - |
0.2278 | 3050 | 0.0467 | - |
0.2315 | 3100 | 0.0469 | - |
0.2352 | 3150 | 0.0475 | - |
0.2390 | 3200 | 0.0448 | - |
0.2427 | 3250 | 0.0441 | - |
0.2464 | 3300 | 0.0438 | - |
0.2502 | 3350 | 0.0435 | - |
0.2539 | 3400 | 0.0447 | - |
0.2576 | 3450 | 0.0435 | - |
0.2614 | 3500 | 0.0433 | - |
0.2651 | 3550 | 0.0441 | - |
0.2688 | 3600 | 0.0395 | - |
0.2726 | 3650 | 0.0425 | - |
0.2763 | 3700 | 0.0404 | - |
0.2800 | 3750 | 0.0357 | - |
0.2838 | 3800 | 0.0378 | - |
0.2875 | 3850 | 0.038 | - |
0.2912 | 3900 | 0.037 | - |
0.2950 | 3950 | 0.038 | - |
0.2987 | 4000 | 0.0374 | - |
0.3024 | 4050 | 0.0356 | - |
0.3062 | 4100 | 0.0373 | - |
0.3099 | 4150 | 0.0357 | - |
0.3136 | 4200 | 0.0342 | - |
0.3174 | 4250 | 0.0349 | - |
0.3211 | 4300 | 0.0332 | - |
0.3248 | 4350 | 0.0325 | - |
0.3286 | 4400 | 0.0342 | - |
0.3323 | 4450 | 0.0325 | - |
0.3360 | 4500 | 0.0333 | - |
0.3398 | 4550 | 0.0337 | - |
0.3435 | 4600 | 0.0293 | - |
0.3472 | 4650 | 0.0316 | - |
0.3510 | 4700 | 0.03 | - |
0.3547 | 4750 | 0.03 | - |
0.3584 | 4800 | 0.0319 | - |
0.3622 | 4850 | 0.0317 | - |
0.3659 | 4900 | 0.0317 | - |
0.3697 | 4950 | 0.0309 | - |
0.3734 | 5000 | 0.03 | - |
0.3771 | 5050 | 0.0279 | - |
0.3809 | 5100 | 0.0258 | - |
0.3846 | 5150 | 0.0292 | - |
0.3883 | 5200 | 0.0278 | - |
0.3921 | 5250 | 0.028 | - |
0.3958 | 5300 | 0.0269 | - |
0.3995 | 5350 | 0.0282 | - |
0.4033 | 5400 | 0.0246 | - |
0.4070 | 5450 | 0.027 | - |
0.4107 | 5500 | 0.0284 | - |
0.4145 | 5550 | 0.0277 | - |
0.4182 | 5600 | 0.0252 | - |
0.4219 | 5650 | 0.026 | - |
0.4257 | 5700 | 0.0256 | - |
0.4294 | 5750 | 0.0239 | - |
0.4331 | 5800 | 0.0236 | - |
0.4369 | 5850 | 0.0249 | - |
0.4406 | 5900 | 0.0239 | - |
0.4443 | 5950 | 0.0224 | - |
0.4481 | 6000 | 0.0233 | - |
0.4518 | 6050 | 0.024 | - |
0.4555 | 6100 | 0.023 | - |
0.4593 | 6150 | 0.0234 | - |
0.4630 | 6200 | 0.0202 | - |
0.4667 | 6250 | 0.0209 | - |
0.4705 | 6300 | 0.023 | - |
0.4742 | 6350 | 0.0212 | - |
0.4779 | 6400 | 0.022 | - |
0.4817 | 6450 | 0.0224 | - |
0.4854 | 6500 | 0.021 | - |
0.4891 | 6550 | 0.0225 | - |
0.4929 | 6600 | 0.0226 | - |
0.4966 | 6650 | 0.0211 | - |
0.5003 | 6700 | 0.021 | - |
0.5041 | 6750 | 0.0192 | - |
0.5078 | 6800 | 0.0204 | - |
0.5115 | 6850 | 0.0201 | - |
0.5153 | 6900 | 0.0194 | - |
0.5190 | 6950 | 0.0198 | - |
0.5227 | 7000 | 0.0182 | - |
0.5265 | 7050 | 0.0184 | - |
0.5302 | 7100 | 0.0175 | - |
0.5339 | 7150 | 0.0192 | - |
0.5377 | 7200 | 0.0172 | - |
0.5414 | 7250 | 0.0178 | - |
0.5451 | 7300 | 0.0174 | - |
0.5489 | 7350 | 0.0189 | - |
0.5526 | 7400 | 0.0176 | - |
0.5563 | 7450 | 0.0195 | - |
0.5601 | 7500 | 0.017 | - |
0.5638 | 7550 | 0.0179 | - |
0.5675 | 7600 | 0.0149 | - |
0.5713 | 7650 | 0.0156 | - |
0.5750 | 7700 | 0.0166 | - |
0.5787 | 7750 | 0.0156 | - |
0.5825 | 7800 | 0.0177 | - |
0.5862 | 7850 | 0.0179 | - |
0.5899 | 7900 | 0.0143 | - |
0.5937 | 7950 | 0.015 | - |
0.5974 | 8000 | 0.0153 | - |
0.6012 | 8050 | 0.0158 | - |
0.6049 | 8100 | 0.0157 | - |
0.6086 | 8150 | 0.0143 | - |
0.6124 | 8200 | 0.0162 | - |
0.6161 | 8250 | 0.0153 | - |
0.6198 | 8300 | 0.0155 | - |
0.6236 | 8350 | 0.0145 | - |
0.6273 | 8400 | 0.0133 | - |
0.6310 | 8450 | 0.0145 | - |
0.6348 | 8500 | 0.0138 | - |
0.6385 | 8550 | 0.0142 | - |
0.6422 | 8600 | 0.0144 | - |
0.6460 | 8650 | 0.014 | - |
0.6497 | 8700 | 0.014 | - |
0.6534 | 8750 | 0.0149 | - |
0.6572 | 8800 | 0.012 | - |
0.6609 | 8850 | 0.0129 | - |
0.6646 | 8900 | 0.0119 | - |
0.6684 | 8950 | 0.0128 | - |
0.6721 | 9000 | 0.0134 | - |
0.6758 | 9050 | 0.0129 | - |
0.6796 | 9100 | 0.0124 | - |
0.6833 | 9150 | 0.0147 | - |
0.6870 | 9200 | 0.0127 | - |
0.6908 | 9250 | 0.0132 | - |
0.6945 | 9300 | 0.0118 | - |
0.6982 | 9350 | 0.0144 | - |
0.7020 | 9400 | 0.0117 | - |
0.7057 | 9450 | 0.01 | - |
0.7094 | 9500 | 0.011 | - |
0.7132 | 9550 | 0.0111 | - |
0.7169 | 9600 | 0.0122 | - |
0.7206 | 9650 | 0.0092 | - |
0.7244 | 9700 | 0.011 | - |
0.7281 | 9750 | 0.0109 | - |
0.7318 | 9800 | 0.0114 | - |
0.7356 | 9850 | 0.0101 | - |
0.7393 | 9900 | 0.0104 | - |
0.7430 | 9950 | 0.0127 | - |
0.7468 | 10000 | 0.0091 | - |
0.7505 | 10050 | 0.0092 | - |
0.7542 | 10100 | 0.0109 | - |
0.7580 | 10150 | 0.0113 | - |
0.7617 | 10200 | 0.0101 | - |
0.7654 | 10250 | 0.0096 | - |
0.7692 | 10300 | 0.0104 | - |
0.7729 | 10350 | 0.0107 | - |
0.7766 | 10400 | 0.0113 | - |
0.7804 | 10450 | 0.0102 | - |
0.7841 | 10500 | 0.0103 | - |
0.7878 | 10550 | 0.0092 | - |
0.7916 | 10600 | 0.008 | - |
0.7953 | 10650 | 0.0102 | - |
0.7990 | 10700 | 0.0093 | - |
0.8028 | 10750 | 0.0085 | - |
0.8065 | 10800 | 0.009 | - |
0.8102 | 10850 | 0.0072 | - |
0.8140 | 10900 | 0.0078 | - |
0.8177 | 10950 | 0.011 | - |
0.8214 | 11000 | 0.0087 | - |
0.8252 | 11050 | 0.0098 | - |
0.8289 | 11100 | 0.0087 | - |
0.8326 | 11150 | 0.0094 | - |
0.8364 | 11200 | 0.0077 | - |
0.8401 | 11250 | 0.0084 | - |
0.8439 | 11300 | 0.0082 | - |
0.8476 | 11350 | 0.0087 | - |
0.8513 | 11400 | 0.0084 | - |
0.8551 | 11450 | 0.0106 | - |
0.8588 | 11500 | 0.0095 | - |
0.8625 | 11550 | 0.0086 | - |
0.8663 | 11600 | 0.0077 | - |
0.8700 | 11650 | 0.0071 | - |
0.8737 | 11700 | 0.0077 | - |
0.8775 | 11750 | 0.008 | - |
0.8812 | 11800 | 0.0083 | - |
0.8849 | 11850 | 0.0082 | - |
0.8887 | 11900 | 0.0081 | - |
0.8924 | 11950 | 0.0074 | - |
0.8961 | 12000 | 0.0086 | - |
0.8999 | 12050 | 0.0082 | - |
0.9036 | 12100 | 0.0086 | - |
0.9073 | 12150 | 0.0083 | - |
0.9111 | 12200 | 0.008 | - |
0.9148 | 12250 | 0.0079 | - |
0.9185 | 12300 | 0.0082 | - |
0.9223 | 12350 | 0.0066 | - |
0.9260 | 12400 | 0.0064 | - |
0.9297 | 12450 | 0.0075 | - |
0.9335 | 12500 | 0.0088 | - |
0.9372 | 12550 | 0.0075 | - |
0.9409 | 12600 | 0.0074 | - |
0.9447 | 12650 | 0.008 | - |
0.9484 | 12700 | 0.0067 | - |
0.9521 | 12750 | 0.0074 | - |
0.9559 | 12800 | 0.0075 | - |
0.9596 | 12850 | 0.0059 | - |
0.9633 | 12900 | 0.0091 | - |
0.9671 | 12950 | 0.008 | - |
0.9708 | 13000 | 0.0093 | - |
0.9745 | 13050 | 0.0067 | - |
0.9783 | 13100 | 0.0084 | - |
0.9820 | 13150 | 0.0066 | - |
0.9857 | 13200 | 0.0069 | - |
0.9895 | 13250 | 0.0063 | - |
0.9932 | 13300 | 0.007 | - |
0.9969 | 13350 | 0.0074 | - |
1.0007 | 13400 | 0.0076 | - |
1.0044 | 13450 | 0.0067 | - |
1.0081 | 13500 | 0.0062 | - |
1.0119 | 13550 | 0.0083 | - |
1.0156 | 13600 | 0.0058 | - |
1.0193 | 13650 | 0.0047 | - |
1.0231 | 13700 | 0.007 | - |
1.0268 | 13750 | 0.0082 | - |
1.0305 | 13800 | 0.0069 | - |
1.0343 | 13850 | 0.0055 | - |
1.0380 | 13900 | 0.0066 | - |
1.0417 | 13950 | 0.0069 | - |
1.0455 | 14000 | 0.0067 | - |
1.0492 | 14050 | 0.0061 | - |
1.0529 | 14100 | 0.0063 | - |
1.0567 | 14150 | 0.0053 | - |
1.0604 | 14200 | 0.0065 | - |
1.0641 | 14250 | 0.0059 | - |
1.0679 | 14300 | 0.0078 | - |
1.0716 | 14350 | 0.0057 | - |
1.0753 | 14400 | 0.0062 | - |
1.0791 | 14450 | 0.0061 | - |
1.0828 | 14500 | 0.0063 | - |
1.0866 | 14550 | 0.0067 | - |
1.0903 | 14600 | 0.0062 | - |
1.0940 | 14650 | 0.0065 | - |
1.0978 | 14700 | 0.0048 | - |
1.1015 | 14750 | 0.0049 | - |
1.1052 | 14800 | 0.0059 | - |
1.1090 | 14850 | 0.0062 | - |
1.1127 | 14900 | 0.005 | - |
1.1164 | 14950 | 0.0059 | - |
1.1202 | 15000 | 0.0049 | - |
1.1239 | 15050 | 0.0048 | - |
1.1276 | 15100 | 0.0058 | - |
1.1314 | 15150 | 0.0059 | - |
1.1351 | 15200 | 0.0069 | - |
1.1388 | 15250 | 0.0071 | - |
1.1426 | 15300 | 0.0063 | - |
1.1463 | 15350 | 0.0049 | - |
1.1500 | 15400 | 0.0048 | - |
1.1538 | 15450 | 0.0057 | - |
1.1575 | 15500 | 0.006 | - |
1.1612 | 15550 | 0.0049 | - |
1.1650 | 15600 | 0.0051 | - |
1.1687 | 15650 | 0.0057 | - |
1.1724 | 15700 | 0.0057 | - |
1.1762 | 15750 | 0.0054 | - |
1.1799 | 15800 | 0.0054 | - |
1.1836 | 15850 | 0.0051 | - |
1.1874 | 15900 | 0.0051 | - |
1.1911 | 15950 | 0.005 | - |
1.1948 | 16000 | 0.0053 | - |
1.1986 | 16050 | 0.005 | - |
1.2023 | 16100 | 0.0055 | - |
1.2060 | 16150 | 0.0052 | - |
1.2098 | 16200 | 0.0063 | - |
1.2135 | 16250 | 0.0059 | - |
1.2172 | 16300 | 0.0058 | - |
1.2210 | 16350 | 0.0055 | - |
1.2247 | 16400 | 0.0051 | - |
1.2284 | 16450 | 0.0049 | - |
1.2322 | 16500 | 0.0049 | - |
1.2359 | 16550 | 0.0051 | - |
1.2396 | 16600 | 0.0048 | - |
1.2434 | 16650 | 0.0053 | - |
1.2471 | 16700 | 0.0054 | - |
1.2508 | 16750 | 0.0044 | - |
1.2546 | 16800 | 0.0054 | - |
1.2583 | 16850 | 0.0048 | - |
1.2620 | 16900 | 0.0061 | - |
1.2658 | 16950 | 0.0048 | - |
1.2695 | 17000 | 0.0039 | - |
1.2732 | 17050 | 0.0044 | - |
1.2770 | 17100 | 0.0065 | - |
1.2807 | 17150 | 0.0052 | - |
1.2844 | 17200 | 0.0045 | - |
1.2882 | 17250 | 0.005 | - |
1.2919 | 17300 | 0.0031 | - |
1.2956 | 17350 | 0.0041 | - |
1.2994 | 17400 | 0.0051 | - |
1.3031 | 17450 | 0.0049 | - |
1.3068 | 17500 | 0.006 | - |
1.3106 | 17550 | 0.0051 | - |
1.3143 | 17600 | 0.0044 | - |
1.3180 | 17650 | 0.0054 | - |
1.3218 | 17700 | 0.0054 | - |
1.3255 | 17750 | 0.0047 | - |
1.3293 | 17800 | 0.0046 | - |
1.3330 | 17850 | 0.004 | - |
1.3367 | 17900 | 0.0044 | - |
1.3405 | 17950 | 0.0047 | - |
1.3442 | 18000 | 0.0054 | - |
1.3479 | 18050 | 0.0041 | - |
1.3517 | 18100 | 0.0046 | - |
1.3554 | 18150 | 0.0059 | - |
1.3591 | 18200 | 0.005 | - |
1.3629 | 18250 | 0.0042 | - |
1.3666 | 18300 | 0.0047 | - |
1.3703 | 18350 | 0.0041 | - |
1.3741 | 18400 | 0.0048 | - |
1.3778 | 18450 | 0.0032 | - |
1.3815 | 18500 | 0.0044 | - |
1.3853 | 18550 | 0.0038 | - |
1.3890 | 18600 | 0.0033 | - |
1.3927 | 18650 | 0.0033 | - |
1.3965 | 18700 | 0.0053 | - |
1.4002 | 18750 | 0.0042 | - |
1.4039 | 18800 | 0.0036 | - |
1.4077 | 18850 | 0.0044 | - |
1.4114 | 18900 | 0.0044 | - |
1.4151 | 18950 | 0.0026 | - |
1.4189 | 19000 | 0.0042 | - |
1.4226 | 19050 | 0.0041 | - |
1.4263 | 19100 | 0.0034 | - |
1.4301 | 19150 | 0.0042 | - |
1.4338 | 19200 | 0.0049 | - |
1.4375 | 19250 | 0.0039 | - |
1.4413 | 19300 | 0.0036 | - |
1.4450 | 19350 | 0.005 | - |
1.4487 | 19400 | 0.0044 | - |
1.4525 | 19450 | 0.0058 | - |
1.4562 | 19500 | 0.0037 | - |
1.4599 | 19550 | 0.0043 | - |
1.4637 | 19600 | 0.0038 | - |
1.4674 | 19650 | 0.0032 | - |
1.4711 | 19700 | 0.0032 | - |
1.4749 | 19750 | 0.0052 | - |
1.4786 | 19800 | 0.0034 | - |
1.4823 | 19850 | 0.004 | - |
1.4861 | 19900 | 0.004 | - |
1.4898 | 19950 | 0.0049 | - |
1.4935 | 20000 | 0.0037 | - |
1.4973 | 20050 | 0.0038 | - |
1.5010 | 20100 | 0.0045 | - |
1.5047 | 20150 | 0.0043 | - |
1.5085 | 20200 | 0.0038 | - |
1.5122 | 20250 | 0.0028 | - |
1.5159 | 20300 | 0.0036 | - |
1.5197 | 20350 | 0.0035 | - |
1.5234 | 20400 | 0.0037 | - |
1.5271 | 20450 | 0.0044 | - |
1.5309 | 20500 | 0.0031 | - |
1.5346 | 20550 | 0.0038 | - |
1.5383 | 20600 | 0.0036 | - |
1.5421 | 20650 | 0.0038 | - |
1.5458 | 20700 | 0.0027 | - |
1.5495 | 20750 | 0.003 | - |
1.5533 | 20800 | 0.0026 | - |
1.5570 | 20850 | 0.0036 | - |
1.5607 | 20900 | 0.0038 | - |
1.5645 | 20950 | 0.0034 | - |
1.5682 | 21000 | 0.0036 | - |
1.5720 | 21050 | 0.0046 | - |
1.5757 | 21100 | 0.0039 | - |
1.5794 | 21150 | 0.0033 | - |
1.5832 | 21200 | 0.0028 | - |
1.5869 | 21250 | 0.0035 | - |
1.5906 | 21300 | 0.003 | - |
1.5944 | 21350 | 0.0034 | - |
1.5981 | 21400 | 0.0032 | - |
1.6018 | 21450 | 0.0031 | - |
1.6056 | 21500 | 0.0024 | - |
1.6093 | 21550 | 0.0031 | - |
1.6130 | 21600 | 0.0035 | - |
1.6168 | 21650 | 0.0038 | - |
1.6205 | 21700 | 0.0033 | - |
1.6242 | 21750 | 0.0038 | - |
1.6280 | 21800 | 0.0033 | - |
1.6317 | 21850 | 0.0047 | - |
1.6354 | 21900 | 0.0034 | - |
1.6392 | 21950 | 0.0046 | - |
1.6429 | 22000 | 0.0039 | - |
1.6466 | 22050 | 0.0035 | - |
1.6504 | 22100 | 0.003 | - |
1.6541 | 22150 | 0.0034 | - |
1.6578 | 22200 | 0.004 | - |
1.6616 | 22250 | 0.0015 | - |
1.6653 | 22300 | 0.0036 | - |
1.6690 | 22350 | 0.0023 | - |
1.6728 | 22400 | 0.0031 | - |
1.6765 | 22450 | 0.0032 | - |
1.6802 | 22500 | 0.0038 | - |
1.6840 | 22550 | 0.0035 | - |
1.6877 | 22600 | 0.0031 | - |
1.6914 | 22650 | 0.0036 | - |
1.6952 | 22700 | 0.0027 | - |
1.6989 | 22750 | 0.0027 | - |
1.7026 | 22800 | 0.0031 | - |
1.7064 | 22850 | 0.0042 | - |
1.7101 | 22900 | 0.0033 | - |
1.7138 | 22950 | 0.0029 | - |
1.7176 | 23000 | 0.0028 | - |
1.7213 | 23050 | 0.0018 | - |
1.7250 | 23100 | 0.0028 | - |
1.7288 | 23150 | 0.0032 | - |
1.7325 | 23200 | 0.0037 | - |
1.7362 | 23250 | 0.003 | - |
1.7400 | 23300 | 0.0039 | - |
1.7437 | 23350 | 0.0027 | - |
1.7474 | 23400 | 0.0032 | - |
1.7512 | 23450 | 0.0037 | - |
1.7549 | 23500 | 0.0022 | - |
1.7586 | 23550 | 0.0026 | - |
1.7624 | 23600 | 0.0036 | - |
1.7661 | 23650 | 0.0027 | - |
1.7698 | 23700 | 0.0026 | - |
1.7736 | 23750 | 0.003 | - |
1.7773 | 23800 | 0.0036 | - |
1.7810 | 23850 | 0.0027 | - |
1.7848 | 23900 | 0.0033 | - |
1.7885 | 23950 | 0.0034 | - |
1.7922 | 24000 | 0.0028 | - |
1.7960 | 24050 | 0.003 | - |
1.7997 | 24100 | 0.0028 | - |
1.8035 | 24150 | 0.0021 | - |
1.8072 | 24200 | 0.0027 | - |
1.8109 | 24250 | 0.0028 | - |
1.8147 | 24300 | 0.0029 | - |
1.8184 | 24350 | 0.002 | - |
1.8221 | 24400 | 0.0022 | - |
1.8259 | 24450 | 0.002 | - |
1.8296 | 24500 | 0.0025 | - |
1.8333 | 24550 | 0.0025 | - |
1.8371 | 24600 | 0.0025 | - |
1.8408 | 24650 | 0.0028 | - |
1.8445 | 24700 | 0.002 | - |
1.8483 | 24750 | 0.0029 | - |
1.8520 | 24800 | 0.0024 | - |
1.8557 | 24850 | 0.0023 | - |
1.8595 | 24900 | 0.0025 | - |
1.8632 | 24950 | 0.002 | - |
1.8669 | 25000 | 0.0031 | - |
1.8707 | 25050 | 0.0021 | - |
1.8744 | 25100 | 0.0025 | - |
1.8781 | 25150 | 0.0032 | - |
1.8819 | 25200 | 0.0041 | - |
1.8856 | 25250 | 0.0048 | - |
1.8893 | 25300 | 0.0023 | - |
1.8931 | 25350 | 0.0032 | - |
1.8968 | 25400 | 0.0026 | - |
1.9005 | 25450 | 0.0037 | - |
1.9043 | 25500 | 0.0019 | - |
1.9080 | 25550 | 0.0022 | - |
1.9117 | 25600 | 0.0025 | - |
1.9155 | 25650 | 0.0031 | - |
1.9192 | 25700 | 0.0018 | - |
1.9229 | 25750 | 0.002 | - |
1.9267 | 25800 | 0.0018 | - |
1.9304 | 25850 | 0.0025 | - |
1.9341 | 25900 | 0.0021 | - |
1.9379 | 25950 | 0.0019 | - |
1.9416 | 26000 | 0.0018 | - |
1.9453 | 26050 | 0.003 | - |
1.9491 | 26100 | 0.0021 | - |
1.9528 | 26150 | 0.0029 | - |
1.9565 | 26200 | 0.0031 | - |
1.9603 | 26250 | 0.0023 | - |
1.9640 | 26300 | 0.003 | - |
1.9677 | 26350 | 0.003 | - |
1.9715 | 26400 | 0.0021 | - |
1.9752 | 26450 | 0.0028 | - |
1.9789 | 26500 | 0.0027 | - |
1.9827 | 26550 | 0.0021 | - |
1.9864 | 26600 | 0.0016 | - |
1.9901 | 26650 | 0.0021 | - |
1.9939 | 26700 | 0.0021 | - |
1.9976 | 26750 | 0.0032 | - |
2.0013 | 26800 | 0.0022 | - |
2.0051 | 26850 | 0.0023 | - |
2.0088 | 26900 | 0.0025 | - |
2.0125 | 26950 | 0.0017 | - |
2.0163 | 27000 | 0.0015 | - |
2.0200 | 27050 | 0.0011 | - |
2.0237 | 27100 | 0.0016 | - |
2.0275 | 27150 | 0.0015 | - |
2.0312 | 27200 | 0.002 | - |
2.0349 | 27250 | 0.0024 | - |
2.0387 | 27300 | 0.003 | - |
2.0424 | 27350 | 0.0023 | - |
2.0462 | 27400 | 0.0013 | - |
2.0499 | 27450 | 0.0027 | - |
2.0536 | 27500 | 0.0048 | - |
2.0574 | 27550 | 0.0027 | - |
2.0611 | 27600 | 0.0027 | - |
2.0648 | 27650 | 0.0029 | - |
2.0686 | 27700 | 0.0019 | - |
2.0723 | 27750 | 0.0026 | - |
2.0760 | 27800 | 0.0029 | - |
2.0798 | 27850 | 0.0024 | - |
2.0835 | 27900 | 0.0034 | - |
2.0872 | 27950 | 0.0026 | - |
2.0910 | 28000 | 0.0024 | - |
2.0947 | 28050 | 0.0018 | - |
2.0984 | 28100 | 0.0021 | - |
2.1022 | 28150 | 0.0022 | - |
2.1059 | 28200 | 0.0023 | - |
2.1096 | 28250 | 0.0015 | - |
2.1134 | 28300 | 0.0027 | - |
2.1171 | 28350 | 0.0018 | - |
2.1208 | 28400 | 0.0008 | - |
2.1246 | 28450 | 0.0025 | - |
2.1283 | 28500 | 0.0027 | - |
2.1320 | 28550 | 0.0029 | - |
2.1358 | 28600 | 0.0022 | - |
2.1395 | 28650 | 0.0026 | - |
2.1432 | 28700 | 0.0038 | - |
2.1470 | 28750 | 0.0037 | - |
2.1507 | 28800 | 0.0024 | - |
2.1544 | 28850 | 0.0028 | - |
2.1582 | 28900 | 0.0028 | - |
2.1619 | 28950 | 0.0028 | - |
2.1656 | 29000 | 0.0023 | - |
2.1694 | 29050 | 0.0019 | - |
2.1731 | 29100 | 0.0024 | - |
2.1768 | 29150 | 0.0028 | - |
2.1806 | 29200 | 0.0026 | - |
2.1843 | 29250 | 0.0023 | - |
2.1880 | 29300 | 0.0015 | - |
2.1918 | 29350 | 0.0035 | - |
2.1955 | 29400 | 0.0028 | - |
2.1992 | 29450 | 0.0024 | - |
2.2030 | 29500 | 0.0015 | - |
2.2067 | 29550 | 0.0021 | - |
2.2104 | 29600 | 0.002 | - |
2.2142 | 29650 | 0.0019 | - |
2.2179 | 29700 | 0.002 | - |
2.2216 | 29750 | 0.0019 | - |
2.2254 | 29800 | 0.002 | - |
2.2291 | 29850 | 0.0019 | - |
2.2328 | 29900 | 0.002 | - |
2.2366 | 29950 | 0.0025 | - |
2.2403 | 30000 | 0.0026 | - |
2.2440 | 30050 | 0.0027 | - |
2.2478 | 30100 | 0.0022 | - |
2.2515 | 30150 | 0.0019 | - |
2.2552 | 30200 | 0.0025 | - |
2.2590 | 30250 | 0.0022 | - |
2.2627 | 30300 | 0.0018 | - |
2.2664 | 30350 | 0.0017 | - |
2.2702 | 30400 | 0.0015 | - |
2.2739 | 30450 | 0.0017 | - |
2.2776 | 30500 | 0.0016 | - |
2.2814 | 30550 | 0.0011 | - |
2.2851 | 30600 | 0.0012 | - |
2.2889 | 30650 | 0.0016 | - |
2.2926 | 30700 | 0.0019 | - |
2.2963 | 30750 | 0.0017 | - |
2.3001 | 30800 | 0.0026 | - |
2.3038 | 30850 | 0.0023 | - |
2.3075 | 30900 | 0.0021 | - |
2.3113 | 30950 | 0.0028 | - |
2.3150 | 31000 | 0.0011 | - |
2.3187 | 31050 | 0.0024 | - |
2.3225 | 31100 | 0.0026 | - |
2.3262 | 31150 | 0.0026 | - |
2.3299 | 31200 | 0.0021 | - |
2.3337 | 31250 | 0.0024 | - |
2.3374 | 31300 | 0.001 | - |
2.3411 | 31350 | 0.0021 | - |
2.3449 | 31400 | 0.0015 | - |
2.3486 | 31450 | 0.0017 | - |
2.3523 | 31500 | 0.0015 | - |
2.3561 | 31550 | 0.0005 | - |
2.3598 | 31600 | 0.0019 | - |
2.3635 | 31650 | 0.002 | - |
2.3673 | 31700 | 0.0022 | - |
2.3710 | 31750 | 0.0033 | - |
2.3747 | 31800 | 0.0016 | - |
2.3785 | 31850 | 0.0013 | - |
2.3822 | 31900 | 0.0022 | - |
2.3859 | 31950 | 0.0022 | - |
2.3897 | 32000 | 0.0039 | - |
2.3934 | 32050 | 0.0025 | - |
2.3971 | 32100 | 0.0035 | - |
2.4009 | 32150 | 0.0018 | - |
2.4046 | 32200 | 0.0019 | - |
2.4083 | 32250 | 0.0016 | - |
2.4121 | 32300 | 0.0022 | - |
2.4158 | 32350 | 0.0017 | - |
2.4195 | 32400 | 0.0027 | - |
2.4233 | 32450 | 0.0027 | - |
2.4270 | 32500 | 0.0014 | - |
2.4307 | 32550 | 0.0032 | - |
2.4345 | 32600 | 0.002 | - |
2.4382 | 32650 | 0.0014 | - |
2.4419 | 32700 | 0.0022 | - |
2.4457 | 32750 | 0.0018 | - |
2.4494 | 32800 | 0.0015 | - |
2.4531 | 32850 | 0.0023 | - |
2.4569 | 32900 | 0.0023 | - |
2.4606 | 32950 | 0.0018 | - |
2.4643 | 33000 | 0.002 | - |
2.4681 | 33050 | 0.0019 | - |
2.4718 | 33100 | 0.002 | - |
2.4755 | 33150 | 0.0023 | - |
2.4793 | 33200 | 0.0013 | - |
2.4830 | 33250 | 0.0015 | - |
2.4867 | 33300 | 0.001 | - |
2.4905 | 33350 | 0.0018 | - |
2.4942 | 33400 | 0.0015 | - |
2.4979 | 33450 | 0.0013 | - |
2.5017 | 33500 | 0.0017 | - |
2.5054 | 33550 | 0.002 | - |
2.5091 | 33600 | 0.0014 | - |
2.5129 | 33650 | 0.0012 | - |
2.5166 | 33700 | 0.0014 | - |
2.5203 | 33750 | 0.0024 | - |
2.5241 | 33800 | 0.0016 | - |
2.5278 | 33850 | 0.0017 | - |
2.5316 | 33900 | 0.0016 | - |
2.5353 | 33950 | 0.0015 | - |
2.5390 | 34000 | 0.0019 | - |
2.5428 | 34050 | 0.0012 | - |
2.5465 | 34100 | 0.0021 | - |
2.5502 | 34150 | 0.0019 | - |
2.5540 | 34200 | 0.0018 | - |
2.5577 | 34250 | 0.0028 | - |
2.5614 | 34300 | 0.0035 | - |
2.5652 | 34350 | 0.0034 | - |
2.5689 | 34400 | 0.0028 | - |
2.5726 | 34450 | 0.0034 | - |
2.5764 | 34500 | 0.003 | - |
2.5801 | 34550 | 0.0019 | - |
2.5838 | 34600 | 0.0026 | - |
2.5876 | 34650 | 0.0026 | - |
2.5913 | 34700 | 0.0029 | - |
2.5950 | 34750 | 0.0029 | - |
2.5988 | 34800 | 0.0025 | - |
2.6025 | 34850 | 0.0018 | - |
2.6062 | 34900 | 0.003 | - |
2.6100 | 34950 | 0.0021 | - |
2.6137 | 35000 | 0.0014 | - |
2.6174 | 35050 | 0.0013 | - |
2.6212 | 35100 | 0.0015 | - |
2.6249 | 35150 | 0.0016 | - |
2.6286 | 35200 | 0.0016 | - |
2.6324 | 35250 | 0.0016 | - |
2.6361 | 35300 | 0.0013 | - |
2.6398 | 35350 | 0.0019 | - |
2.6436 | 35400 | 0.0016 | - |
2.6473 | 35450 | 0.002 | - |
2.6510 | 35500 | 0.0019 | - |
2.6548 | 35550 | 0.0017 | - |
2.6585 | 35600 | 0.0016 | - |
2.6622 | 35650 | 0.0011 | - |
2.6660 | 35700 | 0.0022 | - |
2.6697 | 35750 | 0.0015 | - |
2.6734 | 35800 | 0.0012 | - |
2.6772 | 35850 | 0.0017 | - |
2.6809 | 35900 | 0.002 | - |
2.6846 | 35950 | 0.0013 | - |
2.6884 | 36000 | 0.0015 | - |
2.6921 | 36050 | 0.0014 | - |
2.6958 | 36100 | 0.0014 | - |
2.6996 | 36150 | 0.0021 | - |
2.7033 | 36200 | 0.0021 | - |
2.7070 | 36250 | 0.0015 | - |
2.7108 | 36300 | 0.001 | - |
2.7145 | 36350 | 0.0011 | - |
2.7182 | 36400 | 0.0013 | - |
2.7220 | 36450 | 0.0021 | - |
2.7257 | 36500 | 0.001 | - |
2.7294 | 36550 | 0.0016 | - |
2.7332 | 36600 | 0.0018 | - |
2.7369 | 36650 | 0.001 | - |
2.7406 | 36700 | 0.0014 | - |
2.7444 | 36750 | 0.002 | - |
2.7481 | 36800 | 0.0032 | - |
2.7518 | 36850 | 0.0011 | - |
2.7556 | 36900 | 0.0018 | - |
2.7593 | 36950 | 0.0024 | - |
2.7630 | 37000 | 0.0015 | - |
2.7668 | 37050 | 0.0023 | - |
2.7705 | 37100 | 0.0019 | - |
2.7743 | 37150 | 0.0015 | - |
2.7780 | 37200 | 0.0012 | - |
2.7817 | 37250 | 0.0009 | - |
2.7855 | 37300 | 0.0013 | - |
2.7892 | 37350 | 0.0016 | - |
2.7929 | 37400 | 0.0018 | - |
2.7967 | 37450 | 0.0026 | - |
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2.8041 | 37550 | 0.0017 | - |
2.8079 | 37600 | 0.0022 | - |
2.8116 | 37650 | 0.0025 | - |
2.8153 | 37700 | 0.0013 | - |
2.8191 | 37750 | 0.0022 | - |
2.8228 | 37800 | 0.0018 | - |
2.8265 | 37850 | 0.002 | - |
2.8303 | 37900 | 0.0018 | - |
2.8340 | 37950 | 0.0031 | - |
2.8377 | 38000 | 0.0019 | - |
2.8415 | 38050 | 0.0017 | - |
2.8452 | 38100 | 0.0024 | - |
2.8489 | 38150 | 0.0016 | - |
2.8527 | 38200 | 0.0019 | - |
2.8564 | 38250 | 0.0025 | - |
2.8601 | 38300 | 0.0025 | - |
2.8639 | 38350 | 0.0024 | - |
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2.8713 | 38450 | 0.0018 | - |
2.8751 | 38500 | 0.0013 | - |
2.8788 | 38550 | 0.0011 | - |
2.8825 | 38600 | 0.002 | - |
2.8863 | 38650 | 0.0014 | - |
2.8900 | 38700 | 0.0011 | - |
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2.8975 | 38800 | 0.0027 | - |
2.9012 | 38850 | 0.0011 | - |
2.9049 | 38900 | 0.001 | - |
2.9087 | 38950 | 0.0012 | - |
2.9124 | 39000 | 0.0016 | - |
2.9161 | 39050 | 0.0011 | - |
2.9199 | 39100 | 0.0016 | - |
2.9236 | 39150 | 0.0018 | - |
2.9273 | 39200 | 0.0017 | - |
2.9311 | 39250 | 0.0016 | - |
2.9348 | 39300 | 0.0029 | - |
2.9385 | 39350 | 0.0011 | - |
2.9423 | 39400 | 0.0015 | - |
2.9460 | 39450 | 0.0017 | - |
2.9497 | 39500 | 0.0022 | - |
2.9535 | 39550 | 0.0012 | - |
2.9572 | 39600 | 0.0018 | - |
2.9609 | 39650 | 0.0015 | - |
2.9647 | 39700 | 0.0015 | - |
2.9684 | 39750 | 0.0009 | - |
2.9721 | 39800 | 0.0015 | - |
2.9759 | 39850 | 0.0009 | - |
2.9796 | 39900 | 0.0011 | - |
2.9833 | 39950 | 0.0008 | - |
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2.9908 | 40050 | 0.0011 | - |
2.9945 | 40100 | 0.0012 | - |
2.9983 | 40150 | 0.0014 | - |
3.0020 | 40200 | 0.0014 | - |
3.0058 | 40250 | 0.0015 | - |
3.0095 | 40300 | 0.0014 | - |
3.0132 | 40350 | 0.0009 | - |
3.0170 | 40400 | 0.0014 | - |
3.0207 | 40450 | 0.0009 | - |
3.0244 | 40500 | 0.0014 | - |
3.0282 | 40550 | 0.0014 | - |
3.0319 | 40600 | 0.0011 | - |
3.0356 | 40650 | 0.0017 | - |
3.0394 | 40700 | 0.0025 | - |
3.0431 | 40750 | 0.0036 | - |
3.0468 | 40800 | 0.0018 | - |
3.0506 | 40850 | 0.001 | - |
3.0543 | 40900 | 0.0021 | - |
3.0580 | 40950 | 0.0023 | - |
3.0618 | 41000 | 0.0019 | - |
3.0655 | 41050 | 0.0018 | - |
3.0692 | 41100 | 0.0021 | - |
3.0730 | 41150 | 0.0018 | - |
3.0767 | 41200 | 0.0018 | - |
3.0804 | 41250 | 0.0008 | - |
3.0842 | 41300 | 0.0019 | - |
3.0879 | 41350 | 0.0007 | - |
3.0916 | 41400 | 0.0006 | - |
3.0954 | 41450 | 0.0009 | - |
3.0991 | 41500 | 0.0006 | - |
3.1028 | 41550 | 0.0005 | - |
3.1066 | 41600 | 0.0013 | - |
3.1103 | 41650 | 0.0006 | - |
3.1140 | 41700 | 0.0006 | - |
3.1178 | 41750 | 0.0009 | - |
3.1215 | 41800 | 0.0011 | - |
3.1252 | 41850 | 0.0007 | - |
3.1290 | 41900 | 0.0008 | - |
3.1327 | 41950 | 0.0008 | - |
3.1364 | 42000 | 0.0008 | - |
3.1402 | 42050 | 0.0006 | - |
3.1439 | 42100 | 0.0005 | - |
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3.1626 | 42350 | 0.0007 | - |
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3.1700 | 42450 | 0.0007 | - |
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3.1812 | 42600 | 0.0004 | - |
3.1850 | 42650 | 0.0006 | - |
3.1887 | 42700 | 0.0007 | - |
3.1924 | 42750 | 0.0007 | - |
3.1962 | 42800 | 0.001 | - |
3.1999 | 42850 | 0.0014 | - |
3.2036 | 42900 | 0.0029 | - |
3.2074 | 42950 | 0.0047 | - |
3.2111 | 43000 | 0.0034 | - |
3.2148 | 43050 | 0.0029 | - |
3.2186 | 43100 | 0.0021 | - |
3.2223 | 43150 | 0.0015 | - |
3.2260 | 43200 | 0.0016 | - |
3.2298 | 43250 | 0.0015 | - |
3.2335 | 43300 | 0.0012 | - |
3.2372 | 43350 | 0.0012 | - |
3.2410 | 43400 | 0.0017 | - |
3.2447 | 43450 | 0.0018 | - |
3.2485 | 43500 | 0.0011 | - |
3.2522 | 43550 | 0.0024 | - |
3.2559 | 43600 | 0.002 | - |
3.2597 | 43650 | 0.0014 | - |
3.2634 | 43700 | 0.0024 | - |
3.2671 | 43750 | 0.0019 | - |
3.2709 | 43800 | 0.0006 | - |
3.2746 | 43850 | 0.0013 | - |
3.2783 | 43900 | 0.0008 | - |
3.2821 | 43950 | 0.0018 | - |
3.2858 | 44000 | 0.0012 | - |
3.2895 | 44050 | 0.0013 | - |
3.2933 | 44100 | 0.0013 | - |
3.2970 | 44150 | 0.0009 | - |
3.3007 | 44200 | 0.0018 | - |
3.3045 | 44250 | 0.0005 | - |
3.3082 | 44300 | 0.0018 | - |
3.3119 | 44350 | 0.0007 | - |
3.3157 | 44400 | 0.0006 | - |
3.3194 | 44450 | 0.0013 | - |
3.3231 | 44500 | 0.0013 | - |
3.3269 | 44550 | 0.0014 | - |
3.3306 | 44600 | 0.0019 | - |
3.3343 | 44650 | 0.0007 | - |
3.3381 | 44700 | 0.0016 | - |
3.3418 | 44750 | 0.0014 | - |
3.3455 | 44800 | 0.0008 | - |
3.3493 | 44850 | 0.0002 | - |
3.3530 | 44900 | 0.0008 | - |
3.3567 | 44950 | 0.0012 | - |
3.3605 | 45000 | 0.0009 | - |
3.3642 | 45050 | 0.0014 | - |
3.3679 | 45100 | 0.0007 | - |
3.3717 | 45150 | 0.0004 | - |
3.3754 | 45200 | 0.0007 | - |
3.3791 | 45250 | 0.0013 | - |
3.3829 | 45300 | 0.0009 | - |
3.3866 | 45350 | 0.0014 | - |
3.3903 | 45400 | 0.0014 | - |
3.3941 | 45450 | 0.0016 | - |
3.3978 | 45500 | 0.0011 | - |
3.4015 | 45550 | 0.0007 | - |
3.4053 | 45600 | 0.002 | - |
3.4090 | 45650 | 0.0028 | - |
3.4127 | 45700 | 0.0025 | - |
3.4165 | 45750 | 0.0012 | - |
3.4202 | 45800 | 0.001 | - |
3.4239 | 45850 | 0.0006 | - |
3.4277 | 45900 | 0.0016 | - |
3.4314 | 45950 | 0.0025 | - |
3.4351 | 46000 | 0.0011 | - |
3.4389 | 46050 | 0.002 | - |
3.4426 | 46100 | 0.0019 | - |
3.4463 | 46150 | 0.0016 | - |
3.4501 | 46200 | 0.0019 | - |
3.4538 | 46250 | 0.0013 | - |
3.4575 | 46300 | 0.0017 | - |
3.4613 | 46350 | 0.0011 | - |
3.4650 | 46400 | 0.0011 | - |
3.4687 | 46450 | 0.0011 | - |
3.4725 | 46500 | 0.0008 | - |
3.4762 | 46550 | 0.0014 | - |
3.4799 | 46600 | 0.0009 | - |
3.4837 | 46650 | 0.001 | - |
3.4874 | 46700 | 0.0014 | - |
3.4912 | 46750 | 0.0007 | - |
3.4949 | 46800 | 0.0013 | - |
3.4986 | 46850 | 0.0018 | - |
3.5024 | 46900 | 0.0014 | - |
3.5061 | 46950 | 0.0011 | - |
3.5098 | 47000 | 0.0012 | - |
3.5136 | 47050 | 0.0008 | - |
3.5173 | 47100 | 0.0007 | - |
3.5210 | 47150 | 0.0011 | - |
3.5248 | 47200 | 0.0016 | - |
3.5285 | 47250 | 0.0008 | - |
3.5322 | 47300 | 0.0003 | - |
3.5360 | 47350 | 0.0009 | - |
3.5397 | 47400 | 0.001 | - |
3.5434 | 47450 | 0.0008 | - |
3.5472 | 47500 | 0.0013 | - |
3.5509 | 47550 | 0.0012 | - |
3.5546 | 47600 | 0.0016 | - |
3.5584 | 47650 | 0.0014 | - |
3.5621 | 47700 | 0.0022 | - |
3.5658 | 47750 | 0.0018 | - |
3.5696 | 47800 | 0.0017 | - |
3.5733 | 47850 | 0.0015 | - |
3.5770 | 47900 | 0.0018 | - |
3.5808 | 47950 | 0.0009 | - |
3.5845 | 48000 | 0.0014 | - |
3.5882 | 48050 | 0.0016 | - |
3.5920 | 48100 | 0.0011 | - |
3.5957 | 48150 | 0.0006 | - |
3.5994 | 48200 | 0.0012 | - |
3.6032 | 48250 | 0.0011 | - |
3.6069 | 48300 | 0.0016 | - |
3.6106 | 48350 | 0.0014 | - |
3.6144 | 48400 | 0.0012 | - |
3.6181 | 48450 | 0.0015 | - |
3.6218 | 48500 | 0.0008 | - |
3.6256 | 48550 | 0.0011 | - |
3.6293 | 48600 | 0.0009 | - |
3.6330 | 48650 | 0.0007 | - |
3.6368 | 48700 | 0.0011 | - |
3.6405 | 48750 | 0.001 | - |
3.6442 | 48800 | 0.0005 | - |
3.6480 | 48850 | 0.001 | - |
3.6517 | 48900 | 0.0007 | - |
3.6554 | 48950 | 0.0009 | - |
3.6592 | 49000 | 0.0006 | - |
3.6629 | 49050 | 0.0012 | - |
3.6666 | 49100 | 0.0014 | - |
3.6704 | 49150 | 0.0011 | - |
3.6741 | 49200 | 0.0003 | - |
3.6778 | 49250 | 0.0013 | - |
3.6816 | 49300 | 0.0004 | - |
3.6853 | 49350 | 0.0009 | - |
3.6890 | 49400 | 0.0012 | - |
3.6928 | 49450 | 0.0006 | - |
3.6965 | 49500 | 0.0009 | - |
3.7002 | 49550 | 0.0012 | - |
3.7040 | 49600 | 0.0009 | - |
3.7077 | 49650 | 0.0008 | - |
3.7114 | 49700 | 0.0009 | - |
3.7152 | 49750 | 0.0006 | - |
3.7189 | 49800 | 0.0009 | - |
3.7226 | 49850 | 0.0009 | - |
3.7264 | 49900 | 0.0014 | - |
3.7301 | 49950 | 0.0011 | - |
3.7339 | 50000 | 0.0011 | - |
3.7376 | 50050 | 0.0004 | - |
3.7413 | 50100 | 0.0009 | - |
3.7451 | 50150 | 0.0016 | - |
3.7488 | 50200 | 0.0009 | - |
3.7525 | 50250 | 0.0012 | - |
3.7563 | 50300 | 0.0008 | - |
3.7600 | 50350 | 0.0005 | - |
3.7637 | 50400 | 0.0011 | - |
3.7675 | 50450 | 0.0008 | - |
3.7712 | 50500 | 0.0009 | - |
3.7749 | 50550 | 0.0013 | - |
3.7787 | 50600 | 0.0008 | - |
3.7824 | 50650 | 0.001 | - |
3.7861 | 50700 | 0.0006 | - |
3.7899 | 50750 | 0.0008 | - |
3.7936 | 50800 | 0.0028 | - |
3.7973 | 50850 | 0.0027 | - |
3.8011 | 50900 | 0.0021 | - |
3.8048 | 50950 | 0.003 | - |
3.8085 | 51000 | 0.0022 | - |
3.8123 | 51050 | 0.0011 | - |
3.8160 | 51100 | 0.0013 | - |
3.8197 | 51150 | 0.0009 | - |
3.8235 | 51200 | 0.0008 | - |
3.8272 | 51250 | 0.0016 | - |
3.8309 | 51300 | 0.0017 | - |
3.8347 | 51350 | 0.0012 | - |
3.8384 | 51400 | 0.0005 | - |
3.8421 | 51450 | 0.0011 | - |
3.8459 | 51500 | 0.0012 | - |
3.8496 | 51550 | 0.0006 | - |
3.8533 | 51600 | 0.0009 | - |
3.8571 | 51650 | 0.0015 | - |
3.8608 | 51700 | 0.0006 | - |
3.8645 | 51750 | 0.0005 | - |
3.8683 | 51800 | 0.001 | - |
3.8720 | 51850 | 0.0009 | - |
3.8757 | 51900 | 0.0012 | - |
3.8795 | 51950 | 0.0004 | - |
3.8832 | 52000 | 0.002 | - |
3.8869 | 52050 | 0.001 | - |
3.8907 | 52100 | 0.0013 | - |
3.8944 | 52150 | 0.0017 | - |
3.8981 | 52200 | 0.0028 | - |
3.9019 | 52250 | 0.0027 | - |
3.9056 | 52300 | 0.0017 | - |
3.9093 | 52350 | 0.0017 | - |
3.9131 | 52400 | 0.0013 | - |
3.9168 | 52450 | 0.0013 | - |
3.9205 | 52500 | 0.0014 | - |
3.9243 | 52550 | 0.0009 | - |
3.9280 | 52600 | 0.001 | - |
3.9317 | 52650 | 0.0014 | - |
3.9355 | 52700 | 0.0014 | - |
3.9392 | 52750 | 0.001 | - |
3.9429 | 52800 | 0.001 | - |
3.9467 | 52850 | 0.0014 | - |
3.9504 | 52900 | 0.0018 | - |
3.9541 | 52950 | 0.0009 | - |
3.9579 | 53000 | 0.0012 | - |
3.9616 | 53050 | 0.0006 | - |
3.9653 | 53100 | 0.0015 | - |
3.9691 | 53150 | 0.0013 | - |
3.9728 | 53200 | 0.0013 | - |
3.9766 | 53250 | 0.0011 | - |
3.9803 | 53300 | 0.0014 | - |
3.9840 | 53350 | 0.0007 | - |
3.9878 | 53400 | 0.0007 | - |
3.9915 | 53450 | 0.0007 | - |
3.9952 | 53500 | 0.0004 | - |
3.9990 | 53550 | 0.0006 | - |
4.0027 | 53600 | 0.0011 | - |
4.0064 | 53650 | 0.0009 | - |
4.0102 | 53700 | 0.001 | - |
4.0139 | 53750 | 0.0014 | - |
4.0176 | 53800 | 0.002 | - |
4.0214 | 53850 | 0.0016 | - |
4.0251 | 53900 | 0.0021 | - |
4.0288 | 53950 | 0.0017 | - |
4.0326 | 54000 | 0.0009 | - |
4.0363 | 54050 | 0.0008 | - |
4.0400 | 54100 | 0.0012 | - |
4.0438 | 54150 | 0.0014 | - |
4.0475 | 54200 | 0.0008 | - |
4.0512 | 54250 | 0.0009 | - |
4.0550 | 54300 | 0.0014 | - |
4.0587 | 54350 | 0.001 | - |
4.0624 | 54400 | 0.0004 | - |
4.0662 | 54450 | 0.0003 | - |
4.0699 | 54500 | 0.0012 | - |
4.0736 | 54550 | 0.0006 | - |
4.0774 | 54600 | 0.0004 | - |
4.0811 | 54650 | 0.001 | - |
4.0848 | 54700 | 0.0006 | - |
4.0886 | 54750 | 0.0008 | - |
4.0923 | 54800 | 0.0012 | - |
4.0960 | 54850 | 0.0009 | - |
4.0998 | 54900 | 0.0013 | - |
4.1035 | 54950 | 0.0009 | - |
4.1072 | 55000 | 0.0005 | - |
4.1110 | 55050 | 0.0009 | - |
4.1147 | 55100 | 0.0008 | - |
4.1184 | 55150 | 0.0003 | - |
4.1222 | 55200 | 0.0007 | - |
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4.1296 | 55300 | 0.0009 | - |
4.1334 | 55350 | 0.001 | - |
4.1371 | 55400 | 0.0015 | - |
4.1408 | 55450 | 0.0016 | - |
4.1446 | 55500 | 0.0014 | - |
4.1483 | 55550 | 0.002 | - |
4.1520 | 55600 | 0.0014 | - |
4.1558 | 55650 | 0.0022 | - |
4.1595 | 55700 | 0.0007 | - |
4.1632 | 55750 | 0.0008 | - |
4.1670 | 55800 | 0.0011 | - |
4.1707 | 55850 | 0.0011 | - |
4.1744 | 55900 | 0.0009 | - |
4.1782 | 55950 | 0.0011 | - |
4.1819 | 56000 | 0.0009 | - |
4.1856 | 56050 | 0.0004 | - |
4.1894 | 56100 | 0.0012 | - |
4.1931 | 56150 | 0.001 | - |
4.1968 | 56200 | 0.001 | - |
4.2006 | 56250 | 0.0009 | - |
4.2043 | 56300 | 0.001 | - |
4.2081 | 56350 | 0.0007 | - |
4.2118 | 56400 | 0.0013 | - |
4.2155 | 56450 | 0.0012 | - |
4.2193 | 56500 | 0.0008 | - |
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4.2267 | 56600 | 0.0007 | - |
4.2305 | 56650 | 0.0007 | - |
4.2342 | 56700 | 0.001 | - |
4.2379 | 56750 | 0.0009 | - |
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4.2491 | 56900 | 0.0007 | - |
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4.2641 | 57100 | 0.0008 | - |
4.2678 | 57150 | 0.0013 | - |
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4.2827 | 57350 | 0.0011 | - |
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4.2939 | 57500 | 0.0013 | - |
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4.3313 | 58000 | 0.0007 | - |
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4.3425 | 58150 | 0.0013 | - |
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4.5404 | 60800 | 0.001 | - |
4.5441 | 60850 | 0.001 | - |
4.5478 | 60900 | 0.0008 | - |
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4.5553 | 61000 | 0.0011 | - |
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5.0108 | 67100 | 0.0007 | - |
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5.1266 | 68650 | 0.0011 | - |
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5.1527 | 69000 | 0.0012 | - |
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5.1751 | 69300 | 0.0013 | - |
5.1789 | 69350 | 0.0008 | - |
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5.1863 | 69450 | 0.0006 | - |
5.1901 | 69500 | 0.0012 | - |
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5.2013 | 69650 | 0.0005 | - |
5.2050 | 69700 | 0.0008 | - |
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5.8435 | 78250 | 0.0007 | - |
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5.8584 | 78450 | 0.0011 | - |
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5.8696 | 78600 | 0.0013 | - |
5.8733 | 78650 | 0.0004 | - |
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5.9070 | 79100 | 0.0012 | - |
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6.1160 | 81900 | 0.0001 | - |
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6.1609 | 82500 | 0.0013 | - |
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6.1945 | 82950 | 0.0004 | - |
6.1982 | 83000 | 0.0003 | - |
6.2019 | 83050 | 0.0014 | - |
6.2057 | 83100 | 0.0008 | - |
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6.2169 | 83250 | 0.0012 | - |
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6.2393 | 83550 | 0.0012 | - |
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6.2542 | 83750 | 0.0007 | - |
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6.3326 | 84800 | 0.0013 | - |
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6.3475 | 85000 | 0.0008 | - |
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6.3774 | 85400 | 0.0005 | - |
6.3812 | 85450 | 0.0009 | - |
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6.3886 | 85550 | 0.0009 | - |
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6.5081 | 87150 | 0.0008 | - |
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6.9823 | 93500 | 0.0 | - |
6.9860 | 93550 | 0.0003 | - |
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6.9972 | 93700 | 0.0005 | - |
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7.0084 | 93850 | 0.0007 | - |
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7.0495 | 94400 | 0.0011 | - |
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7.1839 | 96200 | 0.0003 | - |
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7.1914 | 96300 | 0.0002 | - |
7.1951 | 96350 | 0.0 | - |
7.1989 | 96400 | 0.0005 | - |
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7.2474 | 97050 | 0.0011 | - |
7.2511 | 97100 | 0.0006 | - |
7.2549 | 97150 | 0.0012 | - |
7.2586 | 97200 | 0.0006 | - |
7.2623 | 97250 | 0.002 | - |
7.2661 | 97300 | 0.0013 | - |
7.2698 | 97350 | 0.0009 | - |
7.2735 | 97400 | 0.0009 | - |
7.2773 | 97450 | 0.0013 | - |
7.2810 | 97500 | 0.0007 | - |
7.2847 | 97550 | 0.0013 | - |
7.2885 | 97600 | 0.0008 | - |
7.2922 | 97650 | 0.0012 | - |
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7.2997 | 97750 | 0.0009 | - |
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7.3146 | 97950 | 0.0012 | - |
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7.3258 | 98100 | 0.0009 | - |
7.3295 | 98150 | 0.0011 | - |
7.3333 | 98200 | 0.0013 | - |
7.3370 | 98250 | 0.0014 | - |
7.3408 | 98300 | 0.0003 | - |
7.3445 | 98350 | 0.0005 | - |
7.3482 | 98400 | 0.0012 | - |
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7.3632 | 98600 | 0.0009 | - |
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7.3893 | 98950 | 0.0013 | - |
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7.3968 | 99050 | 0.0008 | - |
7.4005 | 99100 | 0.0009 | - |
7.4042 | 99150 | 0.001 | - |
7.4080 | 99200 | 0.0007 | - |
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7.4192 | 99350 | 0.0007 | - |
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7.4677 | 100000 | 0.0004 | - |
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7.4752 | 100100 | 0.0004 | - |
7.4789 | 100150 | 0.0004 | - |
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7.4901 | 100300 | 0.0001 | - |
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7.5200 | 100700 | 0.0001 | - |
7.5237 | 100750 | 0.0002 | - |
7.5274 | 100800 | 0.0002 | - |
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7.5349 | 100900 | 0.0002 | - |
7.5386 | 100950 | 0.0004 | - |
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7.5461 | 101050 | 0.0009 | - |
7.5498 | 101100 | 0.0002 | - |
7.5536 | 101150 | 0.0003 | - |
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7.5648 | 101300 | 0.0007 | - |
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7.5760 | 101450 | 0.0004 | - |
7.5797 | 101500 | 0.0007 | - |
7.5835 | 101550 | 0.0003 | - |
7.5872 | 101600 | 0.0005 | - |
7.5909 | 101650 | 0.0005 | - |
7.5947 | 101700 | 0.0004 | - |
7.5984 | 101750 | 0.0003 | - |
7.6021 | 101800 | 0.0005 | - |
7.6059 | 101850 | 0.0005 | - |
7.6096 | 101900 | 0.0003 | - |
7.6133 | 101950 | 0.0004 | - |
7.6171 | 102000 | 0.0003 | - |
7.6208 | 102050 | 0.0004 | - |
7.6245 | 102100 | 0.0002 | - |
7.6283 | 102150 | 0.0 | - |
7.6320 | 102200 | 0.0001 | - |
7.6357 | 102250 | 0.0002 | - |
7.6395 | 102300 | 0.0001 | - |
7.6432 | 102350 | 0.0001 | - |
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7.6619 | 102600 | 0.0007 | - |
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7.7216 | 103400 | 0.0011 | - |
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7.7739 | 104100 | 0.0007 | - |
7.7776 | 104150 | 0.0008 | - |
7.7813 | 104200 | 0.0005 | - |
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7.9158 | 106000 | 0.0026 | - |
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7.9232 | 106100 | 0.0017 | - |
7.9270 | 106150 | 0.0013 | - |
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7.9568 | 106550 | 0.0009 | - |
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8.0016 | 107150 | 0.0006 | - |
8.0054 | 107200 | 0.0003 | - |
8.0091 | 107250 | 0.0007 | - |
8.0128 | 107300 | 0.0007 | - |
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8.0651 | 108000 | 0.0004 | - |
8.0689 | 108050 | 0.0007 | - |
8.0726 | 108100 | 0.0004 | - |
8.0763 | 108150 | 0.0005 | - |
8.0801 | 108200 | 0.0007 | - |
8.0838 | 108250 | 0.0003 | - |
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8.1622 | 109300 | 0.0003 | - |
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8.1734 | 109450 | 0.0011 | - |
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8.1958 | 109750 | 0.0007 | - |
8.1995 | 109800 | 0.0007 | - |
8.2033 | 109850 | 0.0008 | - |
8.2070 | 109900 | 0.0003 | - |
8.2107 | 109950 | 0.0005 | - |
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8.2182 | 110050 | 0.0001 | - |
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8.3116 | 111300 | 0.0002 | - |
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8.3190 | 111400 | 0.0 | - |
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8.8530 | 118550 | 0.0003 | - |
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8.9276 | 119550 | 0.0011 | - |
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8.9426 | 119750 | 0.0007 | - |
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9.5960 | 128500 | 0.0004 | - |
9.5997 | 128550 | 0.0014 | - |
9.6035 | 128600 | 0.0011 | - |
9.6072 | 128650 | 0.0011 | - |
9.6109 | 128700 | 0.0011 | - |
9.6147 | 128750 | 0.0011 | - |
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9.6333 | 129000 | 0.0007 | - |
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9.7491 | 130550 | 0.0004 | - |
9.7528 | 130600 | 0.0 | - |
9.7566 | 130650 | 0.0007 | - |
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9.7640 | 130750 | 0.0007 | - |
9.7678 | 130800 | 0.0007 | - |
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9.8536 | 131950 | 0.0 | - |
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9.8648 | 132100 | 0.0007 | - |
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9.8723 | 132200 | 0.0007 | - |
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10.0403 | 134450 | 0.0011 | - |
10.0441 | 134500 | 0.0007 | - |
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10.0515 | 134600 | 0.0007 | - |
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10.0627 | 134750 | 0.0003 | - |
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10.0702 | 134850 | 0.0002 | - |
10.0739 | 134900 | 0.0005 | - |
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11.9147 | 159550 | 0.0004 | - |
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11.9222 | 159650 | 0.0013 | - |
11.9259 | 159700 | 0.0006 | - |
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11.9633 | 160200 | 0.0002 | - |
11.9670 | 160250 | 0.0 | - |
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11.9745 | 160350 | 0.0003 | - |
11.9782 | 160400 | 0.0002 | - |
11.9819 | 160450 | 0.0002 | - |
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12.0006 | 160700 | 0.0002 | - |
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12.0081 | 160800 | 0.0002 | - |
12.0118 | 160850 | 0.0 | - |
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12.0230 | 161000 | 0.0006 | - |
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12.1462 | 162650 | 0.0 | - |
12.1500 | 162700 | 0.0003 | - |
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12.1574 | 162800 | 0.0 | - |
12.1612 | 162850 | 0.0002 | - |
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12.1910 | 163250 | 0.0001 | - |
12.1948 | 163300 | 0.0003 | - |
12.1985 | 163350 | 0.0006 | - |
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12.2060 | 163450 | 0.0001 | - |
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12.2134 | 163550 | 0.0 | - |
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12.2956 | 164650 | 0.0006 | - |
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12.4039 | 166100 | 0.0007 | - |
12.4076 | 166150 | 0.0006 | - |
12.4113 | 166200 | 0.0 | - |
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12.8258 | 171750 | 0.0007 | - |
12.8295 | 171800 | 0.0007 | - |
12.8332 | 171850 | 0.0008 | - |
12.8370 | 171900 | 0.0005 | - |
12.8407 | 171950 | 0.0005 | - |
12.8444 | 172000 | 0.0004 | - |
12.8482 | 172050 | 0.0007 | - |
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13.0797 | 175150 | 0.0 | - |
13.0834 | 175200 | 0.0001 | - |
13.0871 | 175250 | 0.0003 | - |
13.0909 | 175300 | 0.0001 | - |
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13.1768 | 176450 | 0.0007 | - |
13.1805 | 176500 | 0.0006 | - |
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13.1992 | 176750 | 0.0003 | - |
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13.2178 | 177000 | 0.0 | - |
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13.2253 | 177100 | 0.0002 | - |
13.2290 | 177150 | 0.0003 | - |
13.2328 | 177200 | 0.0 | - |
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13.3000 | 178100 | 0.0 | - |
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13.3747 | 179100 | 0.0 | - |
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13.5875 | 181950 | 0.0008 | - |
13.5912 | 182000 | 0.0012 | - |
13.5950 | 182050 | 0.0007 | - |
13.5987 | 182100 | 0.0007 | - |
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13.7294 | 183850 | 0.0 | - |
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13.7368 | 183950 | 0.0001 | - |
13.7406 | 184000 | 0.0001 | - |
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15.0325 | 201300 | 0.0002 | - |
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17.1533 | 229700 | 0.0001 | - |
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17.4707 | 233950 | 0.0001 | - |
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19.3189 | 258700 | 0.0002 | - |
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21.1635 | 283400 | 0.0002 | - |
21.1672 | 283450 | 0.0 | - |
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21.1784 | 283600 | 0.0002 | - |
21.1821 | 283650 | 0.0003 | - |
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21.2045 | 283950 | 0.0001 | - |
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21.2120 | 284050 | 0.0001 | - |
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21.2232 | 284200 | 0.0003 | - |
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21.7310 | 291000 | 0.0 | - |
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21.7497 | 291250 | 0.0001 | - |
21.7534 | 291300 | 0.0 | - |
21.7572 | 291350 | 0.0 | - |
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21.7684 | 291500 | 0.0002 | - |
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21.7833 | 291700 | 0.0 | - |
21.7870 | 291750 | 0.0 | - |
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21.7945 | 291850 | 0.0 | - |
21.7982 | 291900 | 0.0002 | - |
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21.8057 | 292000 | 0.0002 | - |
21.8094 | 292050 | 0.0 | - |
21.8132 | 292100 | 0.0002 | - |
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21.8244 | 292250 | 0.0001 | - |
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21.8318 | 292350 | 0.0004 | - |
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21.8430 | 292500 | 0.0002 | - |
21.8468 | 292550 | 0.0002 | - |
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21.8542 | 292650 | 0.0 | - |
21.8580 | 292700 | 0.0002 | - |
21.8617 | 292750 | 0.0 | - |
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21.8729 | 292900 | 0.0002 | - |
21.8766 | 292950 | 0.0 | - |
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21.8878 | 293100 | 0.0001 | - |
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21.9065 | 293350 | 0.0001 | - |
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21.9177 | 293500 | 0.0001 | - |
21.9214 | 293550 | 0.0002 | - |
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21.9364 | 293750 | 0.0 | - |
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21.9737 | 294250 | 0.0001 | - |
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21.9812 | 294350 | 0.0001 | - |
21.9849 | 294400 | 0.0 | - |
21.9886 | 294450 | 0.0002 | - |
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22.0260 | 294950 | 0.0003 | - |
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22.0409 | 295150 | 0.0002 | - |
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22.0484 | 295250 | 0.0003 | - |
22.0521 | 295300 | 0.0 | - |
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22.0633 | 295450 | 0.0001 | - |
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22.0745 | 295600 | 0.0002 | - |
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22.0857 | 295750 | 0.0001 | - |
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22.1044 | 296000 | 0.0002 | - |
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22.1193 | 296200 | 0.0002 | - |
22.1231 | 296250 | 0.0002 | - |
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22.1417 | 296500 | 0.0001 | - |
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22.1529 | 296650 | 0.0002 | - |
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22.1604 | 296750 | 0.0 | - |
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22.1679 | 296850 | 0.0002 | - |
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22.1791 | 297000 | 0.0 | - |
22.1828 | 297050 | 0.0 | - |
22.1865 | 297100 | 0.0002 | - |
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22.2351 | 297750 | 0.0001 | - |
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22.2911 | 298500 | 0.0002 | - |
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22.3023 | 298650 | 0.0002 | - |
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22.3172 | 298850 | 0.0001 | - |
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22.3284 | 299000 | 0.0002 | - |
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22.3434 | 299200 | 0.0001 | - |
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22.4031 | 300000 | 0.0 | - |
22.4068 | 300050 | 0.0 | - |
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22.4218 | 300250 | 0.0002 | - |
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22.4330 | 300400 | 0.0 | - |
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22.4404 | 300500 | 0.0 | - |
22.4442 | 300550 | 0.0002 | - |
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22.4740 | 300950 | 0.0 | - |
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22.4815 | 301050 | 0.0005 | - |
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22.4890 | 301150 | 0.0 | - |
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22.5114 | 301450 | 0.0001 | - |
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22.5226 | 301600 | 0.0001 | - |
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22.5301 | 301700 | 0.0 | - |
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22.5375 | 301800 | 0.0001 | - |
22.5413 | 301850 | 0.0 | - |
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22.5525 | 302000 | 0.0 | - |
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22.5599 | 302100 | 0.0001 | - |
22.5637 | 302150 | 0.0 | - |
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22.5711 | 302250 | 0.0002 | - |
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22.5935 | 302550 | 0.0002 | - |
22.5973 | 302600 | 0.0003 | - |
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22.6047 | 302700 | 0.0004 | - |
22.6085 | 302750 | 0.0002 | - |
22.6122 | 302800 | 0.0 | - |
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22.6271 | 303000 | 0.0001 | - |
22.6309 | 303050 | 0.0 | - |
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22.6383 | 303150 | 0.0002 | - |
22.6421 | 303200 | 0.0001 | - |
22.6458 | 303250 | 0.0 | - |
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22.6533 | 303350 | 0.0 | - |
22.6570 | 303400 | 0.0003 | - |
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22.6682 | 303550 | 0.0 | - |
22.6719 | 303600 | 0.0 | - |
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22.6869 | 303800 | 0.0002 | - |
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22.6981 | 303950 | 0.0003 | - |
22.7018 | 304000 | 0.0 | - |
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22.7093 | 304100 | 0.0 | - |
22.7130 | 304150 | 0.0002 | - |
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22.7280 | 304350 | 0.0 | - |
22.7317 | 304400 | 0.0 | - |
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22.7392 | 304500 | 0.0003 | - |
22.7429 | 304550 | 0.0 | - |
22.7466 | 304600 | 0.0002 | - |
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22.7541 | 304700 | 0.0 | - |
22.7578 | 304750 | 0.0 | - |
22.7616 | 304800 | 0.0002 | - |
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22.7728 | 304950 | 0.0 | - |
22.7765 | 305000 | 0.0002 | - |
22.7802 | 305050 | 0.0 | - |
22.7840 | 305100 | 0.0 | - |
22.7877 | 305150 | 0.0 | - |
22.7914 | 305200 | 0.0002 | - |
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22.7989 | 305300 | 0.0 | - |
22.8026 | 305350 | 0.0002 | - |
22.8064 | 305400 | 0.0005 | - |
22.8101 | 305450 | 0.0 | - |
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22.8213 | 305600 | 0.0 | - |
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22.8325 | 305750 | 0.0002 | - |
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22.8400 | 305850 | 0.0002 | - |
22.8437 | 305900 | 0.0 | - |
22.8474 | 305950 | 0.0002 | - |
22.8512 | 306000 | 0.0001 | - |
22.8549 | 306050 | 0.0 | - |
22.8586 | 306100 | 0.0002 | - |
22.8624 | 306150 | 0.0002 | - |
22.8661 | 306200 | 0.0 | - |
22.8698 | 306250 | 0.0002 | - |
22.8736 | 306300 | 0.0 | - |
22.8773 | 306350 | 0.0002 | - |
22.8810 | 306400 | 0.0 | - |
22.8848 | 306450 | 0.0002 | - |
22.8885 | 306500 | 0.0 | - |
22.8922 | 306550 | 0.0 | - |
22.8960 | 306600 | 0.0 | - |
22.8997 | 306650 | 0.0002 | - |
22.9034 | 306700 | 0.0 | - |
22.9072 | 306750 | 0.0 | - |
22.9109 | 306800 | 0.0 | - |
22.9146 | 306850 | 0.0 | - |
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22.9221 | 306950 | 0.0003 | - |
22.9258 | 307000 | 0.0002 | - |
22.9296 | 307050 | 0.0002 | - |
22.9333 | 307100 | 0.0 | - |
22.9370 | 307150 | 0.0001 | - |
22.9408 | 307200 | 0.0 | - |
22.9445 | 307250 | 0.0 | - |
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22.9520 | 307350 | 0.0002 | - |
22.9557 | 307400 | 0.0002 | - |
22.9595 | 307450 | 0.0 | - |
22.9632 | 307500 | 0.0 | - |
22.9669 | 307550 | 0.0002 | - |
22.9707 | 307600 | 0.0 | - |
22.9744 | 307650 | 0.0 | - |
22.9781 | 307700 | 0.0002 | - |
22.9819 | 307750 | 0.0 | - |
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22.9893 | 307850 | 0.0002 | - |
22.9931 | 307900 | 0.0 | - |
22.9968 | 307950 | 0.0 | - |
23.0005 | 308000 | 0.0002 | - |
23.0043 | 308050 | 0.0 | - |
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23.0117 | 308150 | 0.0 | - |
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23.1648 | 310200 | 0.0003 | - |
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23.8966 | 320000 | 0.0001 | - |
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23.9078 | 320150 | 0.0002 | - |
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23.9601 | 320850 | 0.0002 | - |
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24.8600 | 332900 | 0.0002 | - |
24.8637 | 332950 | 0.0002 | - |
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26.7082 | 357650 | 0.0002 | - |
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26.7194 | 357800 | 0.0003 | - |
26.7232 | 357850 | 0.0 | - |
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26.7568 | 358300 | 0.0002 | - |
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26.7680 | 358450 | 0.0 | - |
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26.7829 | 358650 | 0.0002 | - |
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26.7941 | 358800 | 0.0 | - |
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27.0480 | 362200 | 0.0003 | - |
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27.1115 | 363050 | 0.0001 | - |
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27.1488 | 363550 | 0.0002 | - |
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27.1862 | 364050 | 0.0003 | - |
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27.3019 | 365600 | 0.0 | - |
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27.3169 | 365800 | 0.0002 | - |
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27.3430 | 366150 | 0.0001 | - |
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27.3617 | 366400 | 0.0002 | - |
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27.3691 | 366500 | 0.0002 | - |
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27.3766 | 366600 | 0.0 | - |
27.3803 | 366650 | 0.0001 | - |
27.3841 | 366700 | 0.0 | - |
27.3878 | 366750 | 0.0002 | - |
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27.3953 | 366850 | 0.0 | - |
27.3990 | 366900 | 0.0002 | - |
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27.4065 | 367000 | 0.0 | - |
27.4102 | 367050 | 0.0 | - |
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27.4251 | 367250 | 0.0002 | - |
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27.4401 | 367450 | 0.0001 | - |
27.4438 | 367500 | 0.0 | - |
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27.4737 | 367900 | 0.0002 | - |
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27.5110 | 368400 | 0.0003 | - |
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27.5372 | 368750 | 0.0003 | - |
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27.5484 | 368900 | 0.0 | - |
27.5521 | 368950 | 0.0 | - |
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27.5633 | 369100 | 0.0002 | - |
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27.5969 | 369550 | 0.0001 | - |
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27.6044 | 369650 | 0.0 | - |
27.6081 | 369700 | 0.0 | - |
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27.6492 | 370250 | 0.0001 | - |
27.6529 | 370300 | 0.0 | - |
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27.6977 | 370900 | 0.0002 | - |
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27.7089 | 371050 | 0.0 | - |
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27.7276 | 371300 | 0.0002 | - |
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27.7350 | 371400 | 0.0001 | - |
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27.7425 | 371500 | 0.0 | - |
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27.7799 | 372000 | 0.0 | - |
27.7836 | 372050 | 0.0002 | - |
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27.7911 | 372150 | 0.0 | - |
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27.8060 | 372350 | 0.0 | - |
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27.8172 | 372500 | 0.0002 | - |
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27.8433 | 372850 | 0.0002 | - |
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27.8545 | 373000 | 0.0 | - |
27.8583 | 373050 | 0.0002 | - |
27.8620 | 373100 | 0.0 | - |
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27.8732 | 373250 | 0.0 | - |
27.8769 | 373300 | 0.0002 | - |
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27.8844 | 373400 | 0.0 | - |
27.8881 | 373450 | 0.0 | - |
27.8919 | 373500 | 0.0002 | - |
27.8956 | 373550 | 0.0 | - |
27.8993 | 373600 | 0.0 | - |
27.9031 | 373650 | 0.0002 | - |
27.9068 | 373700 | 0.0 | - |
27.9105 | 373750 | 0.0 | - |
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27.9217 | 373900 | 0.0002 | - |
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27.9404 | 374150 | 0.0003 | - |
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27.9516 | 374300 | 0.0 | - |
27.9553 | 374350 | 0.0002 | - |
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27.9628 | 374450 | 0.0 | - |
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27.9740 | 374600 | 0.0 | - |
27.9777 | 374650 | 0.0001 | - |
27.9815 | 374700 | 0.0 | - |
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27.9927 | 374850 | 0.0001 | - |
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28.0300 | 375350 | 0.0 | - |
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28.0450 | 375550 | 0.0 | - |
28.0487 | 375600 | 0.0 | - |
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28.0636 | 375800 | 0.0002 | - |
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28.1010 | 376300 | 0.0002 | - |
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28.1084 | 376400 | 0.0 | - |
28.1122 | 376450 | 0.0 | - |
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28.1420 | 376850 | 0.0002 | - |
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28.1532 | 377000 | 0.0 | - |
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28.2055 | 377700 | 0.0002 | - |
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28.2204 | 377900 | 0.0 | - |
28.2242 | 377950 | 0.0002 | - |
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28.2503 | 378300 | 0.0002 | - |
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28.2615 | 378450 | 0.0003 | - |
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28.2690 | 378550 | 0.0002 | - |
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28.2802 | 378700 | 0.0 | - |
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28.2877 | 378800 | 0.0003 | - |
28.2914 | 378850 | 0.0 | - |
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28.2989 | 378950 | 0.0 | - |
28.3026 | 379000 | 0.0001 | - |
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28.3287 | 379350 | 0.0002 | - |
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28.3474 | 379600 | 0.0001 | - |
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28.3922 | 380200 | 0.0002 | - |
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28.3997 | 380300 | 0.0 | - |
28.4034 | 380350 | 0.0 | - |
28.4071 | 380400 | 0.0 | - |
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28.4183 | 380550 | 0.0 | - |
28.4221 | 380600 | 0.0002 | - |
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28.4295 | 380700 | 0.0 | - |
28.4333 | 380750 | 0.0 | - |
28.4370 | 380800 | 0.0 | - |
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28.4445 | 380900 | 0.0 | - |
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28.4519 | 381000 | 0.0 | - |
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28.4594 | 381100 | 0.0 | - |
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28.4669 | 381200 | 0.0 | - |
28.4706 | 381250 | 0.0002 | - |
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28.4781 | 381350 | 0.0 | - |
28.4818 | 381400 | 0.0 | - |
28.4855 | 381450 | 0.0002 | - |
28.4893 | 381500 | 0.0002 | - |
28.4930 | 381550 | 0.0 | - |
28.4968 | 381600 | 0.0 | - |
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28.5117 | 381800 | 0.0002 | - |
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28.5192 | 381900 | 0.0 | - |
28.5229 | 381950 | 0.0002 | - |
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28.5528 | 382350 | 0.0002 | - |
28.5565 | 382400 | 0.0 | - |
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28.5640 | 382500 | 0.0 | - |
28.5677 | 382550 | 0.0 | - |
28.5714 | 382600 | 0.0 | - |
28.5752 | 382650 | 0.0 | - |
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Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0
- Sentence Transformers: 3.3.1
- Transformers: 4.44.2
- PyTorch: 2.2.0a0+81ea7a4
- Datasets: 3.2.0
- Tokenizers: 0.19.1
Citation
BibTeX
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
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