How well does your neural network package handle difficult data? Find out by training a neural network for the data which follows on this page.
The data that follows consists of Black-Scholes option prices for volatility levels running from 20 percent to 200 percent, for time remaining running from 5 to 15 days, and for strike price running from 70 dollars to 130 dollars. The stock price was set to 100 dollars and the interest rate to 0 percent when generating the data.
The data is "difficult" in that, for a neural network to practically emulate Black-Scholes, a very tight fit is required. How good a fit to the data must be achieved? The R-squared should be at least 0.999999 or better, and the largest absolute error must be less than 0.05 dollars (the price increment for most options) or, better yet, less than 0.01 dollars. This kind of accuracy can be achieved by a well-designed neural network simulator, and is required in may fields of science (e.g., astronomy) as well as for neural-network-based option pricing models. If your neural network software achieves these kind of results, congratulations; if it does not, you might want to consider an upgrade or switch.
We suggest you start the test with a 3-layer network having 3 input neurons (one for volatility, one for time remaining, and one for strike), 20 middle-layer or "hidden" neurons, and one output neuron (for theoretical option price). Next, you can try a 4-layer network with 3 input neurons, 22 second-layer neurons, 8 third-layer neurons, and 1 output neuron. See how the different models perform. Take notes regarding the R-squared and largest error, as well as the root-mean-square error. The root-mean-square error can be calculated from the total sum-of-squares error (if that is what your package displays) by dividing the sum-of-squares by the number of facts, and then taking the square root.
We would greatly appreciate it if you would email us your results. Be sure to specify the neural network package you used, the size of the networks trained, and the R-squared, root-mean-square, and largest error figures achieved. If we receive sufficient data we will tabulate the results and display them on our website for the benefit of all. Of course, your privacy will be protected and no names or email addresses will ever be revealed.
In order to use the test data, we suggest that you copy it into a spreadsheet (you can use cut-and-paste to do this) where you can remove the first column of data (the fact numbers) and the first row (the variable names) if necessary, and format the data as required by your neural network software. Many neural networks will not accept fact numbers (they will inappropriately treat the column as an input variable) and some will not accept column headers in the training data.
The "target" or dependent variable, of course, is the option price, appearing in the column labeled OPRICE in the data below.
FCTNO VLTY TIME STRIKE OPRICE
1 0.20 5.0 75.00 25.0000
2 0.20 5.0 76.00 24.0000
3 0.20 5.0 77.00 23.0000
4 0.20 5.0 78.00 22.0000
5 0.20 5.0 79.00 21.0000
6 0.20 5.0 80.00 20.0000
7 0.20 5.0 81.00 19.0000
8 0.20 5.0 82.00 18.0000
9 0.20 5.0 83.00 17.0000
10 0.20 5.0 84.00 16.0000
11 0.20 5.0 85.00 15.0000
12 0.20 5.0 86.00 14.0000
13 0.20 5.0 87.00 13.0000
14 0.20 5.0 88.00 12.0000
15 0.20 5.0 89.00 11.0000
16 0.20 5.0 90.00 10.0001
17 0.20 5.0 91.00 9.0003
18 0.20 5.0 92.00 8.0012
19 0.20 5.0 93.00 7.0043
20 0.20 5.0 94.00 6.0135
21 0.20 5.0 95.00 5.0372
22 0.20 5.0 96.00 4.0908
23 0.20 5.0 97.00 3.1976
24 0.20 5.0 98.00 2.3870
25 0.20 5.0 99.00 1.6886
26 0.20 5.0 100.00 1.1239
27 0.20 5.0 101.00 0.6992
28 0.20 5.0 102.00 0.4045
29 0.20 5.0 103.00 0.2167
30 0.20 5.0 104.00 0.1072
31 0.20 5.0 105.00 0.0488
32 0.20 5.0 106.00 0.0205
33 0.20 5.0 107.00 0.0079
34 0.20 5.0 108.00 0.0028
35 0.20 5.0 109.00 0.0009
36 0.20 5.0 110.00 0.0003
37 0.20 5.0 111.00 0.0001
38 0.20 5.0 112.00 0.0000
39 0.20 5.0 113.00 0.0000
40 0.20 5.0 114.00 0.0000
41 0.20 5.0 115.00 0.0000
42 0.20 5.0 116.00 0.0000
43 0.20 5.0 117.00 0.0000
44 0.20 5.0 118.00 0.0000
45 0.20 5.0 119.00 0.0000
46 0.20 5.0 120.00 0.0000
47 0.20 5.0 121.00 0.0000
48 0.20 5.0 122.00 0.0000
49 0.20 5.0 123.00 0.0000
50 0.20 5.0 124.00 0.0000
51 0.20 5.0 125.00 0.0000
52 0.20 10.0 75.00 25.0000
53 0.20 10.0 76.00 24.0000
54 0.20 10.0 77.00 23.0000
55 0.20 10.0 78.00 22.0000
56 0.20 10.0 79.00 21.0000
57 0.20 10.0 80.00 20.0000
58 0.20 10.0 81.00 19.0000
59 0.20 10.0 82.00 18.0000
60 0.20 10.0 83.00 17.0000
61 0.20 10.0 84.00 16.0000
62 0.20 10.0 85.00 15.0000
63 0.20 10.0 86.00 14.0001
64 0.20 10.0 87.00 13.0002
65 0.20 10.0 88.00 12.0007
66 0.20 10.0 89.00 11.0019
67 0.20 10.0 90.00 10.0048
68 0.20 10.0 91.00 9.0114
69 0.20 10.0 92.00 8.0252
70 0.20 10.0 93.00 7.0519
71 0.20 10.0 94.00 6.1002
72 0.20 10.0 95.00 5.1815
73 0.20 10.0 96.00 4.3102
74 0.20 10.0 97.00 3.5018
75 0.20 10.0 98.00 2.7715
76 0.20 10.0 99.00 2.1314
77 0.20 10.0 100.00 1.5893
78 0.20 10.0 101.00 1.1468
79 0.20 10.0 102.00 0.7995
80 0.20 10.0 103.00 0.5377
81 0.20 10.0 104.00 0.3486
82 0.20 10.0 105.00 0.2177
83 0.20 10.0 106.00 0.1308
84 0.20 10.0 107.00 0.0757
85 0.20 10.0 108.00 0.0421
86 0.20 10.0 109.00 0.0226
87 0.20 10.0 110.00 0.0116
88 0.20 10.0 111.00 0.0058
89 0.20 10.0 112.00 0.0028
90 0.20 10.0 113.00 0.0013
91 0.20 10.0 114.00 0.0006
92 0.20 10.0 115.00 0.0002
93 0.20 10.0 116.00 0.0001
94 0.20 10.0 117.00 0.0000
95 0.20 10.0 118.00 0.0000
96 0.20 10.0 119.00 0.0000
97 0.20 10.0 120.00 0.0000
98 0.20 10.0 121.00 0.0000
99 0.20 10.0 122.00 0.0000
100 0.20 10.0 123.00 0.0000
101 0.20 10.0 124.00 0.0000
102 0.20 10.0 125.00 0.0000
103 0.20 15.0 75.00 25.0000
104 0.20 15.0 76.00 24.0000
105 0.20 15.0 77.00 23.0000
106 0.20 15.0 78.00 22.0000
107 0.20 15.0 79.00 21.0000
108 0.20 15.0 80.00 20.0000
109 0.20 15.0 81.00 19.0000
110 0.20 15.0 82.00 18.0000
111 0.20 15.0 83.00 17.0001
112 0.20 15.0 84.00 16.0002
113 0.20 15.0 85.00 15.0005
114 0.20 15.0 86.00 14.0012
115 0.20 15.0 87.00 13.0029
116 0.20 15.0 88.00 12.0063
117 0.20 15.0 89.00 11.0130
118 0.20 15.0 90.00 10.0254
119 0.20 15.0 91.00 9.0472
120 0.20 15.0 92.00 8.0838
121 0.20 15.0 93.00 7.1419
122 0.20 15.0 94.00 6.2304
123 0.20 15.0 95.00 5.3590
124 0.20 15.0 96.00 4.5384
125 0.20 15.0 97.00 3.7790
126 0.20 15.0 98.00 3.0898
127 0.20 15.0 99.00 2.4776
128 0.20 15.0 100.00 1.9465
129 0.20 15.0 101.00 1.4967
130 0.20 15.0 102.00 1.1256
131 0.20 15.0 103.00 0.8273
132 0.20 15.0 104.00 0.5941
133 0.20 15.0 105.00 0.4166
134 0.20 15.0 106.00 0.2852
135 0.20 15.0 107.00 0.1906
136 0.20 15.0 108.00 0.1243
137 0.20 15.0 109.00 0.0791
138 0.20 15.0 110.00 0.0492
139 0.20 15.0 111.00 0.0299
140 0.20 15.0 112.00 0.0177
141 0.20 15.0 113.00 0.0102
142 0.20 15.0 114.00 0.0058
143 0.20 15.0 115.00 0.0032
144 0.20 15.0 116.00 0.0017
145 0.20 15.0 117.00 0.0009
146 0.20 15.0 118.00 0.0005
147 0.20 15.0 119.00 0.0002
148 0.20 15.0 120.00 0.0001
149 0.20 15.0 121.00 0.0001
150 0.20 15.0 122.00 0.0000
151 0.20 15.0 123.00 0.0000
152 0.20 15.0 124.00 0.0000
153 0.20 15.0 125.00 0.0000
154 0.40 5.0 75.00 25.0000
155 0.40 5.0 76.00 24.0000
156 0.40 5.0 77.00 23.0000
157 0.40 5.0 78.00 22.0000
158 0.40 5.0 79.00 21.0000
159 0.40 5.0 80.00 20.0000
160 0.40 5.0 81.00 19.0001
161 0.40 5.0 82.00 18.0003
162 0.40 5.0 83.00 17.0006
163 0.40 5.0 84.00 16.0014
164 0.40 5.0 85.00 15.0030
165 0.40 5.0 86.00 14.0060
166 0.40 5.0 87.00 13.0115
167 0.40 5.0 88.00 12.0212
168 0.40 5.0 89.00 11.0375
169 0.40 5.0 90.00 10.0638
170 0.40 5.0 91.00 9.1047
171 0.40 5.0 92.00 8.1657
172 0.40 5.0 93.00 7.2537
173 0.40 5.0 94.00 6.3761
174 0.40 5.0 95.00 5.5410
175 0.40 5.0 96.00 4.7564
176 0.40 5.0 97.00 4.0295
177 0.40 5.0 98.00 3.3665
178 0.40 5.0 99.00 2.7717
179 0.40 5.0 100.00 2.2475
180 0.40 5.0 101.00 1.7938
181 0.40 5.0 102.00 1.4087
182 0.40 5.0 103.00 1.0880
183 0.40 5.0 104.00 0.8262
184 0.40 5.0 105.00 0.6168
185 0.40 5.0 106.00 0.4526
186 0.40 5.0 107.00 0.3263
187 0.40 5.0 108.00 0.2313
188 0.40 5.0 109.00 0.1611
189 0.40 5.0 110.00 0.1103
190 0.40 5.0 111.00 0.0742
191 0.40 5.0 112.00 0.0491
192 0.40 5.0 113.00 0.0319
193 0.40 5.0 114.00 0.0204
194 0.40 5.0 115.00 0.0129
195 0.40 5.0 116.00 0.0080
196 0.40 5.0 117.00 0.0048
197 0.40 5.0 118.00 0.0029
198 0.40 5.0 119.00 0.0017
199 0.40 5.0 120.00 0.0010
200 0.40 5.0 121.00 0.0006
201 0.40 5.0 122.00 0.0003
202 0.40 5.0 123.00 0.0002
203 0.40 5.0 124.00 0.0001
204 0.40 5.0 125.00 0.0001
205 0.40 10.0 75.00 25.0003
206 0.40 10.0 76.00 24.0005
207 0.40 10.0 77.00 23.0010
208 0.40 10.0 78.00 22.0018
209 0.40 10.0 79.00 21.0031
210 0.40 10.0 80.00 20.0054
211 0.40 10.0 81.00 19.0091
212 0.40 10.0 82.00 18.0149
213 0.40 10.0 83.00 17.0237
214 0.40 10.0 84.00 16.0369
215 0.40 10.0 85.00 15.0560
216 0.40 10.0 86.00 14.0832
217 0.40 10.0 87.00 13.1208
218 0.40 10.0 88.00 12.1719
219 0.40 10.0 89.00 11.2397
220 0.40 10.0 90.00 10.3280
221 0.40 10.0 91.00 9.4408
222 0.40 10.0 92.00 8.5821
223 0.40 10.0 93.00 7.7563
224 0.40 10.0 94.00 6.9672
225 0.40 10.0 95.00 6.2188
226 0.40 10.0 96.00 5.5142
227 0.40 10.0 97.00 4.8562
228 0.40 10.0 98.00 4.2468
229 0.40 10.0 99.00 3.6872
230 0.40 10.0 100.00 3.1780
231 0.40 10.0 101.00 2.7187
232 0.40 10.0 102.00 2.3083
233 0.40 10.0 103.00 1.9450
234 0.40 10.0 104.00 1.6262
235 0.40 10.0 105.00 1.3493
236 0.40 10.0 106.00 1.1108
237 0.40 10.0 107.00 0.9074
238 0.40 10.0 108.00 0.7356
239 0.40 10.0 109.00 0.5917
240 0.40 10.0 110.00 0.4723
241 0.40 10.0 111.00 0.3742
242 0.40 10.0 112.00 0.2942
243 0.40 10.0 113.00 0.2296
244 0.40 10.0 114.00 0.1778
245 0.40 10.0 115.00 0.1368
246 0.40 10.0 116.00 0.1044
247 0.40 10.0 117.00 0.0791
248 0.40 10.0 118.00 0.0596
249 0.40 10.0 119.00 0.0445
250 0.40 10.0 120.00 0.0331
251 0.40 10.0 121.00 0.0244
252 0.40 10.0 122.00 0.0179
253 0.40 10.0 123.00 0.0130
254 0.40 10.0 124.00 0.0094
255 0.40 10.0 125.00 0.0068
256 0.40 15.0 75.00 25.0039
257 0.40 15.0 76.00 24.0062
258 0.40 15.0 77.00 23.0097
259 0.40 15.0 78.00 22.0149
260 0.40 15.0 79.00 21.0225
261 0.40 15.0 80.00 20.0332
262 0.40 15.0 81.00 19.0481
263 0.40 15.0 82.00 18.0685
264 0.40 15.0 83.00 17.0958
265 0.40 15.0 84.00 16.1319
266 0.40 15.0 85.00 15.1788
267 0.40 15.0 86.00 14.2387
268 0.40 15.0 87.00 13.3141
269 0.40 15.0 88.00 12.4078
270 0.40 15.0 89.00 11.5224
271 0.40 15.0 90.00 10.6608
272 0.40 15.0 91.00 9.8259
273 0.40 15.0 92.00 9.0205
274 0.40 15.0 93.00 8.2472
275 0.40 15.0 94.00 7.5084
276 0.40 15.0 95.00 6.8063
277 0.40 15.0 96.00 6.1425
278 0.40 15.0 97.00 5.5184
279 0.40 15.0 98.00 4.9350
280 0.40 15.0 99.00 4.3928
281 0.40 15.0 100.00 3.8917
282 0.40 15.0 101.00 3.4315
283 0.40 15.0 102.00 3.0112
284 0.40 15.0 103.00 2.6298
285 0.40 15.0 104.00 2.2856
286 0.40 15.0 105.00 1.9769
287 0.40 15.0 106.00 1.7017
288 0.40 15.0 107.00 1.4578
289 0.40 15.0 108.00 1.2429
290 0.40 15.0 109.00 1.0547
291 0.40 15.0 110.00 0.8907
292 0.40 15.0 111.00 0.7487
293 0.40 15.0 112.00 0.6265
294 0.40 15.0 113.00 0.5218
295 0.40 15.0 114.00 0.4326
296 0.40 15.0 115.00 0.3571
297 0.40 15.0 116.00 0.2934
298 0.40 15.0 117.00 0.2401
299 0.40 15.0 118.00 0.1956
300 0.40 15.0 119.00 0.1587
301 0.40 15.0 120.00 0.1282
302 0.40 15.0 121.00 0.1031
303 0.40 15.0 122.00 0.0826
304 0.40 15.0 123.00 0.0659
305 0.40 15.0 124.00 0.0524
306 0.40 15.0 125.00 0.0415
307 0.60 5.0 75.00 25.0006
308 0.60 5.0 76.00 24.0011
309 0.60 5.0 77.00 23.0020
310 0.60 5.0 78.00 22.0035
311 0.60 5.0 79.00 21.0059
312 0.60 5.0 80.00 20.0097
313 0.60 5.0 81.00 19.0156
314 0.60 5.0 82.00 18.0243
315 0.60 5.0 83.00 17.0371
316 0.60 5.0 84.00 16.0554
317 0.60 5.0 85.00 15.0811
318 0.60 5.0 86.00 14.1162
319 0.60 5.0 87.00 13.1634
320 0.60 5.0 88.00 12.2256
321 0.60 5.0 89.00 11.3061
322 0.60 5.0 90.00 10.4082
323 0.60 5.0 91.00 9.5357
324 0.60 5.0 92.00 8.6924
325 0.60 5.0 93.00 7.8820
326 0.60 5.0 94.00 7.1078
327 0.60 5.0 95.00 6.3732
328 0.60 5.0 96.00 5.6810
329 0.60 5.0 97.00 5.0333
330 0.60 5.0 98.00 4.4318
331 0.60 5.0 99.00 3.8775
332 0.60 5.0 100.00 3.3707
333 0.60 5.0 101.00 2.9110
334 0.60 5.0 102.00 2.4973
335 0.60 5.0 103.00 2.1282
336 0.60 5.0 104.00 1.8015
337 0.60 5.0 105.00 1.5147
338 0.60 5.0 106.00 1.2650
339 0.60 5.0 107.00 1.0493
340 0.60 5.0 108.00 0.8646
341 0.60 5.0 109.00 0.7076
342 0.60 5.0 110.00 0.5753
343 0.60 5.0 111.00 0.4646
344 0.60 5.0 112.00 0.3728
345 0.60 5.0 113.00 0.2972
346 0.60 5.0 114.00 0.2354
347 0.60 5.0 115.00 0.1853
348 0.60 5.0 116.00 0.1449
349 0.60 5.0 117.00 0.1126
350 0.60 5.0 118.00 0.0870
351 0.60 5.0 119.00 0.0668
352 0.60 5.0 120.00 0.0510
353 0.60 5.0 121.00 0.0387
354 0.60 5.0 122.00 0.0292
355 0.60 5.0 123.00 0.0219
356 0.60 5.0 124.00 0.0164
357 0.60 5.0 125.00 0.0121
358 0.60 10.0 75.00 25.0275
359 0.60 10.0 76.00 24.0385
360 0.60 10.0 77.00 23.0531
361 0.60 10.0 78.00 22.0723
362 0.60 10.0 79.00 21.0970
363 0.60 10.0 80.00 20.1285
364 0.60 10.0 81.00 19.1682
365 0.60 10.0 82.00 18.2176
366 0.60 10.0 83.00 17.2783
367 0.60 10.0 84.00 16.3520
368 0.60 10.0 85.00 15.4407
369 0.60 10.0 86.00 14.5463
370 0.60 10.0 87.00 13.6707
371 0.60 10.0 88.00 12.8159
372 0.60 10.0 89.00 11.9839
373 0.60 10.0 90.00 11.1766
374 0.60 10.0 91.00 10.3957
375 0.60 10.0 92.00 9.6430
376 0.60 10.0 93.00 8.9198
377 0.60 10.0 94.00 8.2275
378 0.60 10.0 95.00 7.5671
379 0.60 10.0 96.00 6.9395
380 0.60 10.0 97.00 6.3454
381 0.60 10.0 98.00 5.7849
382 0.60 10.0 99.00 5.2583
383 0.60 10.0 100.00 4.7655
384 0.60 10.0 101.00 4.3058
385 0.60 10.0 102.00 3.8789
386 0.60 10.0 103.00 3.4839
387 0.60 10.0 104.00 3.1198
388 0.60 10.0 105.00 2.7854
389 0.60 10.0 106.00 2.4795
390 0.60 10.0 107.00 2.2007
391 0.60 10.0 108.00 1.9476
392 0.60 10.0 109.00 1.7186
393 0.60 10.0 110.00 1.5121
394 0.60 10.0 111.00 1.3267
395 0.60 10.0 112.00 1.1608
396 0.60 10.0 113.00 1.0127
397 0.60 10.0 114.00 0.8811
398 0.60 10.0 115.00 0.7646
399 0.60 10.0 116.00 0.6617
400 0.60 10.0 117.00 0.5711
401 0.60 10.0 118.00 0.4916
402 0.60 10.0 119.00 0.4221
403 0.60 10.0 120.00 0.3616
404 0.60 10.0 121.00 0.3089
405 0.60 10.0 122.00 0.2633
406 0.60 10.0 123.00 0.2238
407 0.60 10.0 124.00 0.1899
408 0.60 10.0 125.00 0.1607
409 0.60 15.0 75.00 25.1178
410 0.60 15.0 76.00 24.1503
411 0.60 15.0 77.00 23.1898
412 0.60 15.0 78.00 22.2375
413 0.60 15.0 79.00 21.2946
414 0.60 15.0 80.00 20.3622
415 0.60 15.0 81.00 19.4417
416 0.60 15.0 82.00 18.5345
417 0.60 15.0 83.00 17.6419
418 0.60 15.0 84.00 16.7652
419 0.60 15.0 85.00 15.9059
420 0.60 15.0 86.00 15.0654
421 0.60 15.0 87.00 14.2449
422 0.60 15.0 88.00 13.4457
423 0.60 15.0 89.00 12.6689
424 0.60 15.0 90.00 11.9158
425 0.60 15.0 91.00 11.1872
426 0.60 15.0 92.00 10.4840
427 0.60 15.0 93.00 9.8070
428 0.60 15.0 94.00 9.1568
429 0.60 15.0 95.00 8.5338
430 0.60 15.0 96.00 7.9385
431 0.60 15.0 97.00 7.3709
432 0.60 15.0 98.00 6.8312
433 0.60 15.0 99.00 6.3192
434 0.60 15.0 100.00 5.8347
435 0.60 15.0 101.00 5.3774
436 0.60 15.0 102.00 4.9468
437 0.60 15.0 103.00 4.5423
438 0.60 15.0 104.00 4.1633
439 0.60 15.0 105.00 3.8091
440 0.60 15.0 106.00 3.4787
441 0.60 15.0 107.00 3.1713
442 0.60 15.0 108.00 2.8860
443 0.60 15.0 109.00 2.6217
444 0.60 15.0 110.00 2.3776
445 0.60 15.0 111.00 2.1525
446 0.60 15.0 112.00 1.9454
447 0.60 15.0 113.00 1.7554
448 0.60 15.0 114.00 1.5813
449 0.60 15.0 115.00 1.4221
450 0.60 15.0 116.00 1.2770
451 0.60 15.0 117.00 1.1448
452 0.60 15.0 118.00 1.0248
453 0.60 15.0 119.00 0.9159
454 0.60 15.0 120.00 0.8174
455 0.60 15.0 121.00 0.7284
456 0.60 15.0 122.00 0.6481
457 0.60 15.0 123.00 0.5759
458 0.60 15.0 124.00 0.5110
459 0.60 15.0 125.00 0.4528
460 0.80 5.0 75.00 25.0166
461 0.80 5.0 76.00 24.0240
462 0.80 5.0 77.00 23.0342
463 0.80 5.0 78.00 22.0479
464 0.80 5.0 79.00 21.0662
465 0.80 5.0 80.00 20.0901
466 0.80 5.0 81.00 19.1210
467 0.80 5.0 82.00 18.1604
468 0.80 5.0 83.00 17.2098
469 0.80 5.0 84.00 16.2712
470 0.80 5.0 85.00 15.3465
471 0.80 5.0 86.00 14.4377
472 0.80 5.0 87.00 13.5470
473 0.80 5.0 88.00 12.6767
474 0.80 5.0 89.00 11.8288
475 0.80 5.0 90.00 11.0055
476 0.80 5.0 91.00 10.2090
477 0.80 5.0 92.00 9.4412
478 0.80 5.0 93.00 8.7038
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923 1.40 5.0 79.00 21.9896
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967 1.40 5.0 123.00 1.6508
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969 1.40 5.0 125.00 1.4164
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978 1.40 10.0 83.00 20.8096
979 1.40 10.0 84.00 20.1157
980 1.40 10.0 85.00 19.4368
981 1.40 10.0 86.00 18.7733
982 1.40 10.0 87.00 18.1250
983 1.40 10.0 88.00 17.4922
984 1.40 10.0 89.00 16.8748
985 1.40 10.0 90.00 16.2729
986 1.40 10.0 91.00 15.6864
987 1.40 10.0 92.00 15.1153
988 1.40 10.0 93.00 14.5596
989 1.40 10.0 94.00 14.0192
990 1.40 10.0 95.00 13.4939
991 1.40 10.0 96.00 12.9837
992 1.40 10.0 97.00 12.4883
993 1.40 10.0 98.00 12.0077
994 1.40 10.0 99.00 11.5417
995 1.40 10.0 100.00 11.0900
996 1.40 10.0 101.00 10.6525
997 1.40 10.0 102.00 10.2290
998 1.40 10.0 103.00 9.8191
999 1.40 10.0 104.00 9.4227
1000 1.40 10.0 105.00 9.0396
1001 1.40 10.0 106.00 8.6694
1002 1.40 10.0 107.00 8.3120
1003 1.40 10.0 108.00 7.9669
1004 1.40 10.0 109.00 7.6340
1005 1.40 10.0 110.00 7.3130
1006 1.40 10.0 111.00 7.0036
1007 1.40 10.0 112.00 6.7054
1008 1.40 10.0 113.00 6.4183
1009 1.40 10.0 114.00 6.1418
1010 1.40 10.0 115.00 5.8758
1011 1.40 10.0 116.00 5.6199
1012 1.40 10.0 117.00 5.3739
1013 1.40 10.0 118.00 5.1374
1014 1.40 10.0 119.00 4.9102
1015 1.40 10.0 120.00 4.6920
1016 1.40 10.0 121.00 4.4824
1017 1.40 10.0 122.00 4.2813
1018 1.40 10.0 123.00 4.0884
1019 1.40 10.0 124.00 3.9033
1020 1.40 10.0 125.00 3.7259
1021 1.40 15.0 75.00 28.2699
1022 1.40 15.0 76.00 27.5271
1023 1.40 15.0 77.00 26.7969
1024 1.40 15.0 78.00 26.0794
1025 1.40 15.0 79.00 25.3747
1026 1.40 15.0 80.00 24.6829
1027 1.40 15.0 81.00 24.0041
1028 1.40 15.0 82.00 23.3384
1029 1.40 15.0 83.00 22.6858
1030 1.40 15.0 84.00 22.0463
1031 1.40 15.0 85.00 21.4199
1032 1.40 15.0 86.00 20.8066
1033 1.40 15.0 87.00 20.2064
1034 1.40 15.0 88.00 19.6193
1035 1.40 15.0 89.00 19.0452
1036 1.40 15.0 90.00 18.4840
1037 1.40 15.0 91.00 17.9356
1038 1.40 15.0 92.00 17.4001
1039 1.40 15.0 93.00 16.8771
1040 1.40 15.0 94.00 16.3668
1041 1.40 15.0 95.00 15.8688
1042 1.40 15.0 96.00 15.3832
1043 1.40 15.0 97.00 14.9097
1044 1.40 15.0 98.00 14.4482
1045 1.40 15.0 99.00 13.9985
1046 1.40 15.0 100.00 13.5605
1047 1.40 15.0 101.00 13.1341
1048 1.40 15.0 102.00 12.7189
1049 1.40 15.0 103.00 12.3149
1050 1.40 15.0 104.00 11.9219
1051 1.40 15.0 105.00 11.5397
1052 1.40 15.0 106.00 11.1680
1053 1.40 15.0 107.00 10.8068
1054 1.40 15.0 108.00 10.4557
1055 1.40 15.0 109.00 10.1147
1056 1.40 15.0 110.00 9.7835
1057 1.40 15.0 111.00 9.4618
1058 1.40 15.0 112.00 9.1495
1059 1.40 15.0 113.00 8.8465
1060 1.40 15.0 114.00 8.5524
1061 1.40 15.0 115.00 8.2671
1062 1.40 15.0 116.00 7.9904
1063 1.40 15.0 117.00 7.7221
1064 1.40 15.0 118.00 7.4619
1065 1.40 15.0 119.00 7.2098
1066 1.40 15.0 120.00 6.9654
1067 1.40 15.0 121.00 6.7286
1068 1.40 15.0 122.00 6.4992
1069 1.40 15.0 123.00 6.2771
1070 1.40 15.0 124.00 6.0619
1071 1.40 15.0 125.00 5.8536
1072 1.60 5.0 75.00 25.9300
1073 1.60 5.0 76.00 25.0583
1074 1.60 5.0 77.00 24.1993
1075 1.60 5.0 78.00 23.3536
1076 1.60 5.0 79.00 22.5218
1077 1.60 5.0 80.00 21.7045
1078 1.60 5.0 81.00 20.9023
1079 1.60 5.0 82.00 20.1156
1080 1.60 5.0 83.00 19.3450
1081 1.60 5.0 84.00 18.5909
1082 1.60 5.0 85.00 17.8538
1083 1.60 5.0 86.00 17.1340
1084 1.60 5.0 87.00 16.4318
1085 1.60 5.0 88.00 15.7474
1086 1.60 5.0 89.00 15.0813
1087 1.60 5.0 90.00 14.4334
1088 1.60 5.0 91.00 13.8041
1089 1.60 5.0 92.00 13.1932
1090 1.60 5.0 93.00 12.6010
1091 1.60 5.0 94.00 12.0274
1092 1.60 5.0 95.00 11.4724
1093 1.60 5.0 96.00 10.9359
1094 1.60 5.0 97.00 10.4178
1095 1.60 5.0 98.00 9.9179
1096 1.60 5.0 99.00 9.4361
1097 1.60 5.0 100.00 8.9722
1098 1.60 5.0 101.00 8.5258
1099 1.60 5.0 102.00 8.0967
1100 1.60 5.0 103.00 7.6846
1101 1.60 5.0 104.00 7.2892
1102 1.60 5.0 105.00 6.9101
1103 1.60 5.0 106.00 6.5471
1104 1.60 5.0 107.00 6.1996
1105 1.60 5.0 108.00 5.8672
1106 1.60 5.0 109.00 5.5497
1107 1.60 5.0 110.00 5.2466
1108 1.60 5.0 111.00 4.9573
1109 1.60 5.0 112.00 4.6816
1110 1.60 5.0 113.00 4.4190
1111 1.60 5.0 114.00 4.1690
1112 1.60 5.0 115.00 3.9312
1113 1.60 5.0 116.00 3.7052
1114 1.60 5.0 117.00 3.4905
1115 1.60 5.0 118.00 3.2867
1116 1.60 5.0 119.00 3.0934
1117 1.60 5.0 120.00 2.9101
1118 1.60 5.0 121.00 2.7365
1119 1.60 5.0 122.00 2.5722
1120 1.60 5.0 123.00 2.4167
1121 1.60 5.0 124.00 2.2696
1122 1.60 5.0 125.00 2.1306
1123 1.60 10.0 75.00 27.7376
1124 1.60 10.0 76.00 26.9726
1125 1.60 10.0 77.00 26.2205
1126 1.60 10.0 78.00 25.4815
1127 1.60 10.0 79.00 24.7557
1128 1.60 10.0 80.00 24.0433
1129 1.60 10.0 81.00 23.3445
1130 1.60 10.0 82.00 22.6592
1131 1.60 10.0 83.00 21.9877
1132 1.60 10.0 84.00 21.3299
1133 1.60 10.0 85.00 20.6859
1134 1.60 10.0 86.00 20.0558
1135 1.60 10.0 87.00 19.4396
1136 1.60 10.0 88.00 18.8372
1137 1.60 10.0 89.00 18.2486
1138 1.60 10.0 90.00 17.6737
1139 1.60 10.0 91.00 17.1126
1140 1.60 10.0 92.00 16.5651
1141 1.60 10.0 93.00 16.0311
1142 1.60 10.0 94.00 15.5106
1143 1.60 10.0 95.00 15.0034
1144 1.60 10.0 96.00 14.5093
1145 1.60 10.0 97.00 14.0283
1146 1.60 10.0 98.00 13.5601
1147 1.60 10.0 99.00 13.1047
1148 1.60 10.0 100.00 12.6618
1149 1.60 10.0 101.00 12.2312
1150 1.60 10.0 102.00 11.8129
1151 1.60 10.0 103.00 11.4065
1152 1.60 10.0 104.00 11.0118
1153 1.60 10.0 105.00 10.6288
1154 1.60 10.0 106.00 10.2570
1155 1.60 10.0 107.00 9.8965
1156 1.60 10.0 108.00 9.5468
1157 1.60 10.0 109.00 9.2078
1158 1.60 10.0 110.00 8.8794
1159 1.60 10.0 111.00 8.5611
1160 1.60 10.0 112.00 8.2529
1161 1.60 10.0 113.00 7.9544
1162 1.60 10.0 114.00 7.6656
1163 1.60 10.0 115.00 7.3860
1164 1.60 10.0 116.00 7.1156
1165 1.60 10.0 117.00 6.8540
1166 1.60 10.0 118.00 6.6011
1167 1.60 10.0 119.00 6.3566
1168 1.60 10.0 120.00 6.1203
1169 1.60 10.0 121.00 5.8919
1170 1.60 10.0 122.00 5.6714
1171 1.60 10.0 123.00 5.4584
1172 1.60 10.0 124.00 5.2527
1173 1.60 10.0 125.00 5.0542
1174 1.60 15.0 75.00 29.4857
1175 1.60 15.0 76.00 28.7855
1176 1.60 15.0 77.00 28.0972
1177 1.60 15.0 78.00 27.4208
1178 1.60 15.0 79.00 26.7562
1179 1.60 15.0 80.00 26.1036
1180 1.60 15.0 81.00 25.4628
1181 1.60 15.0 82.00 24.8340
1182 1.60 15.0 83.00 24.2169
1183 1.60 15.0 84.00 23.6118
1184 1.60 15.0 85.00 23.0184
1185 1.60 15.0 86.00 22.4367
1186 1.60 15.0 87.00 21.8667
1187 1.60 15.0 88.00 21.3083
1188 1.60 15.0 89.00 20.7614
1189 1.60 15.0 90.00 20.2260
1190 1.60 15.0 91.00 19.7018
1191 1.60 15.0 92.00 19.1889
1192 1.60 15.0 93.00 18.6871
1193 1.60 15.0 94.00 18.1963
1194 1.60 15.0 95.00 17.7163
1195 1.60 15.0 96.00 17.2471
1196 1.60 15.0 97.00 16.7885
1197 1.60 15.0 98.00 16.3403
1198 1.60 15.0 99.00 15.9025
1199 1.60 15.0 100.00 15.4748
1200 1.60 15.0 101.00 15.0572
1201 1.60 15.0 102.00 14.6494
1202 1.60 15.0 103.00 14.2514
1203 1.60 15.0 104.00 13.8629
1204 1.60 15.0 105.00 13.4838
1205 1.60 15.0 106.00 13.1140
1206 1.60 15.0 107.00 12.7532
1207 1.60 15.0 108.00 12.4014
1208 1.60 15.0 109.00 12.0584
1209 1.60 15.0 110.00 11.7239
1210 1.60 15.0 111.00 11.3979
1211 1.60 15.0 112.00 11.0802
1212 1.60 15.0 113.00 10.7705
1213 1.60 15.0 114.00 10.4688
1214 1.60 15.0 115.00 10.1750
1215 1.60 15.0 116.00 9.8887
1216 1.60 15.0 117.00 9.6099
1217 1.60 15.0 118.00 9.3384
1218 1.60 15.0 119.00 9.0740
1219 1.60 15.0 120.00 8.8167
1220 1.60 15.0 121.00 8.5662
1221 1.60 15.0 122.00 8.3223
1222 1.60 15.0 123.00 8.0851
1223 1.60 15.0 124.00 7.8541
1224 1.60 15.0 125.00 7.6295
1225 1.80 5.0 75.00 26.3989
1226 1.80 5.0 76.00 25.5621
1227 1.80 5.0 77.00 24.7384
1228 1.80 5.0 78.00 23.9282
1229 1.80 5.0 79.00 23.1321
1230 1.80 5.0 80.00 22.3503
1231 1.80 5.0 81.00 21.5834
1232 1.80 5.0 82.00 20.8317
1233 1.80 5.0 83.00 20.0954
1234 1.80 5.0 84.00 19.3749
1235 1.80 5.0 85.00 18.6704
1236 1.80 5.0 86.00 17.9821
1237 1.80 5.0 87.00 17.3102
1238 1.80 5.0 88.00 16.6548
1239 1.80 5.0 89.00 16.0161
1240 1.80 5.0 90.00 15.3941
1241 1.80 5.0 91.00 14.7888
1242 1.80 5.0 92.00 14.2004
1243 1.80 5.0 93.00 13.6286
1244 1.80 5.0 94.00 13.0736
1245 1.80 5.0 95.00 12.5353
1246 1.80 5.0 96.00 12.0134
1247 1.80 5.0 97.00 11.5079
1248 1.80 5.0 98.00 11.0186
1249 1.80 5.0 99.00 10.5454
1250 1.80 5.0 100.00 10.0880
1251 1.80 5.0 101.00 9.6462
1252 1.80 5.0 102.00 9.2198
1253 1.80 5.0 103.00 8.8084
1254 1.80 5.0 104.00 8.4119
1255 1.80 5.0 105.00 8.0300
1256 1.80 5.0 106.00 7.6623
1257 1.80 5.0 107.00 7.3085
1258 1.80 5.0 108.00 6.9683
1259 1.80 5.0 109.00 6.6414
1260 1.80 5.0 110.00 6.3275
1261 1.80 5.0 111.00 6.0261
1262 1.80 5.0 112.00 5.7370
1263 1.80 5.0 113.00 5.4599
1264 1.80 5.0 114.00 5.1943
1265 1.80 5.0 115.00 4.9399
1266 1.80 5.0 116.00 4.6964
1267 1.80 5.0 117.00 4.4634
1268 1.80 5.0 118.00 4.2406
1269 1.80 5.0 119.00 4.0276
1270 1.80 5.0 120.00 3.8242
1271 1.80 5.0 121.00 3.6299
1272 1.80 5.0 122.00 3.4444
1273 1.80 5.0 123.00 3.2675
1274 1.80 5.0 124.00 3.0988
1275 1.80 5.0 125.00 2.9379
1276 1.80 10.0 75.00 28.6825
1277 1.80 10.0 76.00 27.9553
1278 1.80 10.0 77.00 27.2404
1279 1.80 10.0 78.00 26.5379
1280 1.80 10.0 79.00 25.8479
1281 1.80 10.0 80.00 25.1705
1282 1.80 10.0 81.00 24.5057
1283 1.80 10.0 82.00 23.8535
1284 1.80 10.0 83.00 23.2140
1285 1.80 10.0 84.00 22.5871
1286 1.80 10.0 85.00 21.9728
1287 1.80 10.0 86.00 21.3712
1288 1.80 10.0 87.00 20.7821
1289 1.80 10.0 88.00 20.2055
1290 1.80 10.0 89.00 19.6414
1291 1.80 10.0 90.00 19.0896
1292 1.80 10.0 91.00 18.5502
1293 1.80 10.0 92.00 18.0229
1294 1.80 10.0 93.00 17.5077
1295 1.80 10.0 94.00 17.0044
1296 1.80 10.0 95.00 16.5130
1297 1.80 10.0 96.00 16.0333
1298 1.80 10.0 97.00 15.5651
1299 1.80 10.0 98.00 15.1084
1300 1.80 10.0 99.00 14.6629
1301 1.80 10.0 100.00 14.2286
1302 1.80 10.0 101.00 13.8051
1303 1.80 10.0 102.00 13.3925
1304 1.80 10.0 103.00 12.9905
1305 1.80 10.0 104.00 12.5989
1306 1.80 10.0 105.00 12.2176
1307 1.80 10.0 106.00 11.8464
1308 1.80 10.0 107.00 11.4850
1309 1.80 10.0 108.00 11.1334
1310 1.80 10.0 109.00 10.7913
1311 1.80 10.0 110.00 10.4586
1312 1.80 10.0 111.00 10.1350
1313 1.80 10.0 112.00 9.8204
1314 1.80 10.0 113.00 9.5146
1315 1.80 10.0 114.00 9.2174
1316 1.80 10.0 115.00 8.9286
1317 1.80 10.0 116.00 8.6480
1318 1.80 10.0 117.00 8.3755
1319 1.80 10.0 118.00 8.1108
1320 1.80 10.0 119.00 7.8538
1321 1.80 10.0 120.00 7.6043
1322 1.80 10.0 121.00 7.3622
1323 1.80 10.0 122.00 7.1271
1324 1.80 10.0 123.00 6.8991
1325 1.80 10.0 124.00 6.6778
1326 1.80 10.0 125.00 6.4631
1327 1.80 15.0 75.00 30.7819
1328 1.80 15.0 76.00 30.1190
1329 1.80 15.0 77.00 29.4671
1330 1.80 15.0 78.00 28.8262
1331 1.80 15.0 79.00 28.1963
1332 1.80 15.0 80.00 27.5773
1333 1.80 15.0 81.00 26.9692
1334 1.80 15.0 82.00 26.3720
1335 1.80 15.0 83.00 25.7855
1336 1.80 15.0 84.00 25.2098
1337 1.80 15.0 85.00 24.6446
1338 1.80 15.0 86.00 24.0901
1339 1.80 15.0 87.00 23.5460
1340 1.80 15.0 88.00 23.0124
1341 1.80 15.0 89.00 22.4890
1342 1.80 15.0 90.00 21.9758
1343 1.80 15.0 91.00 21.4727
1344 1.80 15.0 92.00 20.9796
1345 1.80 15.0 93.00 20.4964
1346 1.80 15.0 94.00 20.0229
1347 1.80 15.0 95.00 19.5591
1348 1.80 15.0 96.00 19.1047
1349 1.80 15.0 97.00 18.6598
1350 1.80 15.0 98.00 18.2241
1351 1.80 15.0 99.00 17.7975
1352 1.80 15.0 100.00 17.3800
1353 1.80 15.0 101.00 16.9713
1354 1.80 15.0 102.00 16.5713
1355 1.80 15.0 103.00 16.1800
1356 1.80 15.0 104.00 15.7971
1357 1.80 15.0 105.00 15.4225
1358 1.80 15.0 106.00 15.0562
1359 1.80 15.0 107.00 14.6978
1360 1.80 15.0 108.00 14.3474
1361 1.80 15.0 109.00 14.0048
1362 1.80 15.0 110.00 13.6699
1363 1.80 15.0 111.00 13.3424
1364 1.80 15.0 112.00 13.0223
1365 1.80 15.0 113.00 12.7094
1366 1.80 15.0 114.00 12.4037
1367 1.80 15.0 115.00 12.1049
1368 1.80 15.0 116.00 11.8129
1369 1.80 15.0 117.00 11.5277
1370 1.80 15.0 118.00 11.2490
1371 1.80 15.0 119.00 10.9768
1372 1.80 15.0 120.00 10.7109
1373 1.80 15.0 121.00 10.4512
1374 1.80 15.0 122.00 10.1975
1375 1.80 15.0 123.00 9.9498
1376 1.80 15.0 124.00 9.7079
1377 1.80 15.0 125.00 9.4717
1378 2.00 5.0 75.00 26.9397
1379 2.00 5.0 76.00 26.1355
1380 2.00 5.0 77.00 25.3445
1381 2.00 5.0 78.00 24.5670
1382 2.00 5.0 79.00 23.8032
1383 2.00 5.0 80.00 23.0536
1384 2.00 5.0 81.00 22.3182
1385 2.00 5.0 82.00 21.5974
1386 2.00 5.0 83.00 20.8913
1387 2.00 5.0 84.00 20.2002
1388 2.00 5.0 85.00 19.5240
1389 2.00 5.0 86.00 18.8630
1390 2.00 5.0 87.00 18.2172
1391 2.00 5.0 88.00 17.5868
1392 2.00 5.0 89.00 16.9716
1393 2.00 5.0 90.00 16.3718
1394 2.00 5.0 91.00 15.7872
1395 2.00 5.0 92.00 15.2180
1396 2.00 5.0 93.00 14.6639
1397 2.00 5.0 94.00 14.1250
1398 2.00 5.0 95.00 13.6011
1399 2.00 5.0 96.00 13.0921
1400 2.00 5.0 97.00 12.5978
1401 2.00 5.0 98.00 12.1182
1402 2.00 5.0 99.00 11.6529
1403 2.00 5.0 100.00 11.2019
1404 2.00 5.0 101.00 10.7649
1405 2.00 5.0 102.00 10.3416
1406 2.00 5.0 103.00 9.9320
1407 2.00 5.0 104.00 9.5357
1408 2.00 5.0 105.00 9.1525
1409 2.00 5.0 106.00 8.7821
1410 2.00 5.0 107.00 8.4243
1411 2.00 5.0 108.00 8.0789
1412 2.00 5.0 109.00 7.7454
1413 2.00 5.0 110.00 7.4237
1414 2.00 5.0 111.00 7.1135
1415 2.00 5.0 112.00 6.8145
1416 2.00 5.0 113.00 6.5264
1417 2.00 5.0 114.00 6.2489
1418 2.00 5.0 115.00 5.9818
1419 2.00 5.0 116.00 5.7247
1420 2.00 5.0 117.00 5.4773
1421 2.00 5.0 118.00 5.2395
1422 2.00 5.0 119.00 5.0109
1423 2.00 5.0 120.00 4.7911
1424 2.00 5.0 121.00 4.5801
1425 2.00 5.0 122.00 4.3774
1426 2.00 5.0 123.00 4.1828
1427 2.00 5.0 124.00 3.9961
1428 2.00 5.0 125.00 3.8170
1429 2.00 10.0 75.00 29.6947
1430 2.00 10.0 76.00 29.0011
1431 2.00 10.0 77.00 28.3191
1432 2.00 10.0 78.00 27.6489
1433 2.00 10.0 79.00 26.9904
1434 2.00 10.0 80.00 26.3436
1435 2.00 10.0 81.00 25.7086
1436 2.00 10.0 82.00 25.0852
1437 2.00 10.0 83.00 24.4736
1438 2.00 10.0 84.00 23.8735
1439 2.00 10.0 85.00 23.2851
1440 2.00 10.0 86.00 22.7082
1441 2.00 10.0 87.00 22.1427
1442 2.00 10.0 88.00 21.5886
1443 2.00 10.0 89.00 21.0459
1444 2.00 10.0 90.00 20.5143
1445 2.00 10.0 91.00 19.9938
1446 2.00 10.0 92.00 19.4843
1447 2.00 10.0 93.00 18.9857
1448 2.00 10.0 94.00 18.4979
1449 2.00 10.0 95.00 18.0207
1450 2.00 10.0 96.00 17.5540
1451 2.00 10.0 97.00 17.0977
1452 2.00 10.0 98.00 16.6517
1453 2.00 10.0 99.00 16.2157
1454 2.00 10.0 100.00 15.7897
1455 2.00 10.0 101.00 15.3736
1456 2.00 10.0 102.00 14.9671
1457 2.00 10.0 103.00 14.5701
1458 2.00 10.0 104.00 14.1825
1459 2.00 10.0 105.00 13.8041
1460 2.00 10.0 106.00 13.4347
1461 2.00 10.0 107.00 13.0743
1462 2.00 10.0 108.00 12.7226
1463 2.00 10.0 109.00 12.3794
1464 2.00 10.0 110.00 12.0447
1465 2.00 10.0 111.00 11.7183
1466 2.00 10.0 112.00 11.4000
1467 2.00 10.0 113.00 11.0896
1468 2.00 10.0 114.00 10.7871
1469 2.00 10.0 115.00 10.4921
1470 2.00 10.0 116.00 10.2047
1471 2.00 10.0 117.00 9.9246
1472 2.00 10.0 118.00 9.6517
1473 2.00 10.0 119.00 9.3858
1474 2.00 10.0 120.00 9.1267
1475 2.00 10.0 121.00 8.8744
1476 2.00 10.0 122.00 8.6287
1477 2.00 10.0 123.00 8.3894
1478 2.00 10.0 124.00 8.1564
1479 2.00 10.0 125.00 7.9295
1480 2.00 15.0 75.00 32.1349
1481 2.00 15.0 76.00 31.5049
1482 2.00 15.0 77.00 30.8850
1483 2.00 15.0 78.00 30.2754
1484 2.00 15.0 79.00 29.6759
1485 2.00 15.0 80.00 29.0864
1486 2.00 15.0 81.00 28.5069
1487 2.00 15.0 82.00 27.9373
1488 2.00 15.0 83.00 27.3776
1489 2.00 15.0 84.00 26.8276
1490 2.00 15.0 85.00 26.2873
1491 2.00 15.0 86.00 25.7566
1492 2.00 15.0 87.00 25.2354
1493 2.00 15.0 88.00 24.7235
1494 2.00 15.0 89.00 24.2210
1495 2.00 15.0 90.00 23.7276
1496 2.00 15.0 91.00 23.2433
1497 2.00 15.0 92.00 22.7680
1498 2.00 15.0 93.00 22.3015
1499 2.00 15.0 94.00 21.8438
1500 2.00 15.0 95.00 21.3948
1501 2.00 15.0 96.00 20.9542
1502 2.00 15.0 97.00 20.5221
1503 2.00 15.0 98.00 20.0983
1504 2.00 15.0 99.00 19.6826
1505 2.00 15.0 100.00 19.2750
1506 2.00 15.0 101.00 18.8753
1507 2.00 15.0 102.00 18.4834
1508 2.00 15.0 103.00 18.0993
1509 2.00 15.0 104.00 17.7227
1510 2.00 15.0 105.00 17.3536
1511 2.00 15.0 106.00 16.9918
1512 2.00 15.0 107.00 16.6372
1513 2.00 15.0 108.00 16.2898
1514 2.00 15.0 109.00 15.9493
1515 2.00 15.0 110.00 15.6157
1516 2.00 15.0 111.00 15.2888
1517 2.00 15.0 112.00 14.9686
1518 2.00 15.0 113.00 14.6548
1519 2.00 15.0 114.00 14.3475
1520 2.00 15.0 115.00 14.0465
1521 2.00 15.0 116.00 13.7517
1522 2.00 15.0 117.00 13.4629
1523 2.00 15.0 118.00 13.1801
1524 2.00 15.0 119.00 12.9031
1525 2.00 15.0 120.00 12.6318
1526 2.00 15.0 121.00 12.3662
1527 2.00 15.0 122.00 12.1061
1528 2.00 15.0 123.00 11.8515
1529 2.00 15.0 124.00 11.6021
1530 2.00 15.0 125.00 11.3580