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1
=== Run information ===
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Scheme: weka.classifiers.functions.MultilayerPerceptron -L 0.2 -M 0.2 -N 5000 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 -batch-size 150
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Relation: zse_export_THNK-R-A-features
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Instances: 1880
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Attributes: 7
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rsi
8
mfi
9
ema
10
so
11
macd
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sl
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cl_p
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Test mode: split 70.0% train, remainder test
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=== Classifier model (full training set) ===
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Linear Node 0
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Inputs Weights
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Threshold 1.4000962805231691
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Node 1 -0.8656339560282535
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Node 2 -1.252827249095588
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Node 3 -1.3336844388795115
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Sigmoid Node 1
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Inputs Weights
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Threshold -2.106617422065453
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Attrib rsi 0.9106273117904174
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Attrib mfi 0.12089177070009201
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Attrib ema -1.3633336340629416
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Attrib so 0.18630938378101608
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Attrib macd -0.7105809938944255
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Attrib sl 1.4952957424028295
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Sigmoid Node 2
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Inputs Weights
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Threshold 1.0925984860256313
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Attrib rsi -1.5398132185368412
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Attrib mfi -0.005785463550225331
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Attrib ema -1.8216233580701187
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Attrib so 0.1402525118617496
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Attrib macd -0.07883773500672625
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Attrib sl 0.5684166925523128
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Sigmoid Node 3
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Inputs Weights
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Threshold -1.0074809114765113
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Attrib rsi -0.29582048143114675
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Attrib mfi -0.06533125682152342
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Attrib ema -1.7411711784839152
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Attrib so -0.14677220515580966
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Attrib macd 0.198102171973233
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Attrib sl -0.5257903459906496
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Class
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Input
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Node 0
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55
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Time taken to build model: 31.93 seconds
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=== Predictions on test split ===
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inst# actual predicted error
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1 546.12 568.352 22.232
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2 547.5 554.477 6.977
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3 580 553.752 -26.248
64
4 553 569.279 16.279
65
5 571 552.998 -18.002
66
6 551 557.228 6.228
67
7 551 548.177 -2.823
68
8 555 548.503 -6.497
69
9 545.06 547.007 1.947
70
10 535.01 542.917 7.907
71
11 554.96 544.911 -10.049
72
12 528 547.59 19.59
73
13 528 535.642 7.642
74
14 530 538.247 8.247
75
15 549.11 530.565 -18.545
76
16 548.98 536.653 -12.327
77
17 549.19 533.371 -15.819
78
18 571 528.125 -42.875
79
19 582.99 540.207 -42.783
80
20 550 551.448 1.448
81
21 535 516.558 -18.442
82
22 549.98 512.452 -37.528
83
23 550 522.592 -27.408
84
24 549.99 522.949 -27.041
85
25 550 523.771 -26.229
86
26 550 526.015 -23.985
87
27 537 528.989 -8.011
88
28 547.99 520.561 -27.429
89
29 547 532.337 -14.663
90
30 528.02 533.739 5.719
91
31 529.99 521.262 -8.728
92
32 525 521.342 -3.658
93
33 525 527.653 2.653
94
34 521 530.442 9.442
95
35 534 529.451 -4.549
96
36 546 528.896 -17.104
97
37 549.99 540.398 -9.592
98
38 569 542.901 -26.099
99
39 555 578.822 23.822
100
40 555 552.465 -2.535
101
41 540 551.246 11.246
102
42 530 529.917 -0.083
103
43 540 527.38 -12.62
104
44 530 533.04 3.04
105
45 530 524.119 -5.881
106
46 525 529.587 4.587
107
47 525 517.263 -7.737
108
48 518 520.867 2.867
109
49 519.99 518.043 -1.947
110
50 519.99 531.232 11.242
111
51 519.99 544.345 24.355
112
52 501.15 538.548 37.398
113
53 518.9 550.464 31.564
114
54 500.05 528.841 28.791
115
55 509.99 526.403 16.413
116
56 509.99 519.837 9.847
117
57 509.89 516.555 6.665
118
58 500 519.261 19.261
119
59 500 519.646 19.646
120
60 490.2 513.667 23.467
121
61 490 513.125 23.125
122
62 485 514.671 29.671
123
63 498 517.002 19.002
124
64 497.97 498.823 0.853
125
65 490 486.784 -3.216
126
66 490 494.084 4.084
127
67 478 482.59 4.59
128
68 496.97 498.918 1.948
129
69 498 480.726 -17.274
130
70 490 479.961 -10.039
131
71 495 492.614 -2.386
132
72 498 489.574 -8.426
133
73 498 493.26 -4.74
134
74 497.94 498.662 0.722
135
75 482.11 493.608 11.498
136
76 466 483.514 17.514
137
77 487.97 489.365 1.395
138
78 460.1 480.128 20.028
139
79 450.02 472.994 22.974
140
80 450 505.255 55.255
141
81 444.9 501.215 56.315
142
82 430 510.951 80.951
143
83 430 529.548 99.548
144
84 412 525.523 113.523
145
85 381.95 536.891 154.941
146
86 380 572.423 192.423
147
87 350.16 587.955 237.795
148
88 345 600.01 255.01
149
89 330 601.716 271.716
150
90 335 610.141 275.141
151
91 331.67 574.553 242.883
152
92 365 571.963 206.963
153
93 385.5 447.306 61.806
154
94 385.6 391.541 5.941
155
95 385.1 379.6 -5.5
156
96 391.99 376.23 -15.76
157
97 377.12 365.498 -11.622
158
98 400 369.319 -30.681
159
99 385 365.606 -19.394
160
100 381.5 375.145 -6.355
161
101 399.94 378.584 -21.356
162
102 383.09 382.348 -0.742
163
103 395 384.05 -10.95
164
104 382.77 392.042 9.272
165
105 400 400.389 0.389
166
106 400 406.865 6.865
167
107 380 402.578 22.578
168
108 376.51 400.593 24.083
169
109 375 400.83 25.83
170
110 370.11 396.592 26.482
171
111 392.68 396.812 4.132
172
112 375 401.487 26.487
173
113 375 391.964 16.964
174
114 375 380.189 5.189
175
115 375 373.5 -1.5
176
116 368.03 369.893 1.863
177
117 374.9 364.778 -10.122
178
118 371 368.182 -2.818
179
119 368 345.716 -22.284
180
120 369.95 346.457 -23.493
181
121 374.9 354.654 -20.246
182
122 400 354.182 -45.818
183
123 419.99 402.241 -17.749
184
124 422 446.012 24.012
185
125 436.98 450.117 13.137
186
126 435 511.841 76.841
187
127 439 508.615 69.615
188
128 469 534.451 65.451
189
129 467 636.784 169.784
190
130 467 623.59 156.59
191
131 445 628.119 183.119
192
132 458 473.177 15.177
193
133 450 520.354 70.354
194
134 426 483.324 57.324
195
135 423 417.138 -5.862
196
136 434 415.968 -18.032
197
137 440 433.006 -6.994
198
138 420 452.787 32.787
199
139 420.11 416.529 -3.581
200
140 440 414.697 -25.303
201
141 440 430.117 -9.883
202
142 440 434.779 -5.221
203
143 433 437.651 4.651
204
144 426.11 431.178 5.068
205
145 450.19 417.181 -33.009
206
146 445 453.342 8.342
207
147 435.01 423.646 -11.364
208
148 435 405.767 -29.233
209
149 455 408.66 -46.34
210
150 450 449.779 -0.221
211
151 450 439.306 -10.694
212
152 459.4 449.55 -9.85
213
153 459.88 471.085 11.205
214
154 459 475.847 16.847
215
155 458 473.58 15.58
216
156 450 473.837 23.837
217
157 449.98 443.441 -6.539
218
158 449.99 443.98 -6.01
219
159 449.89 444.194 -5.696
220
160 445 444.786 -0.214
221
161 445 434.994 -10.006
222
162 444.95 426.241 -18.709
223
163 459 424.602 -34.398
224
164 465 474.699 9.699
225
165 465 503.633 38.633
226
166 470 506.703 36.703
227
167 479 536.81 57.81
228
168 478 594.248 116.248
229
169 469 583.467 114.467
230
170 468 496.346 28.346
231
171 468.49 497.942 29.452
232
172 442.99 493.061 50.071
233
173 439 426.589 -12.411
234
174 438 448.474 10.474
235
175 412 437.848 25.848
236
176 445 478.452 33.452
237
177 445 432.124 -12.876
238
178 447.99 428.796 -19.194
239
179 447.99 432.15 -15.84
240
180 447.99 427.758 -20.232
241
181 444 425.762 -18.238
242
182 447.99 419.373 -28.617
243
183 448 420.958 -27.042
244
184 445.99 414.929 -31.061
245
185 443.35 410.369 -32.981
246
186 439.99 419.042 -20.948
247
187 433.88 422.45 -11.43
248
188 423.93 417.445 -6.485
249
189 412 444.001 32.001
250
190 425 467.128 42.128
251
191 425 443.025 18.025
252
192 424.99 450.438 25.448
253
193 400 451.421 51.421
254
194 411 478.086 67.086
255
195 411 438.164 27.164
256
196 410.5 439.21 28.71
257
197 410.5 441.495 30.995
258
198 401.16 436.323 35.163
259
199 410.5 442.389 31.889
260
200 410.5 416.969 6.469
261
201 410.5 416.108 5.608
262
202 410.5 412.028 1.528
263
203 402 413.164 11.164
264
204 407 416.073 9.073
265
205 404.99 408.086 3.096
266
206 400 412.358 12.358
267
207 399.99 423.671 23.681
268
208 400 422.096 22.096
269
209 390.03 434.279 44.249
270
210 390.01 458.655 68.645
271
211 395 458.225 63.225
272
212 390.01 434.991 44.981
273
213 390 437.328 47.328
274
214 415 437.981 22.981
275
215 424.99 436.431 11.441
276
216 430 467.077 37.077
277
217 432 485.43 53.43
278
218 434.1 492.698 58.598
279
219 430 505.576 75.576
280
220 432.99 471.877 38.887
281
221 435.99 479.48 43.49
282
222 440 501.704 61.704
283
223 439.69 526.371 86.681
284
224 438.98 524.802 85.822
285
225 442 512.268 70.268
286
226 446 536.914 90.914
287
227 439.5 571.542 132.042
288
228 444 481.446 37.446
289
229 442.99 510.426 67.436
290
230 442.95 497.958 55.008
291
231 433.99 499.026 65.036
292
232 428.88 433.369 4.489
293
233 428.99 421.909 -7.081
294
234 443.95 417.542 -26.408
295
235 442.88 475.518 32.638
296
236 440 462.33 22.33
297
237 438 444.167 6.167
298
238 439.92 432.19 -7.73
299
239 435.95 454.329 18.379
300
240 420 444.595 24.595
301
241 420 441.109 21.109
302
242 426.98 447.632 20.652
303
243 424.99 436.157 11.167
304
244 424.88 433.014 8.134
305
245 420 432.188 12.188
306
246 415 431.978 16.978
307
247 410 438.593 28.593
308
248 424.74 449.452 24.712
309
249 415 434.693 19.693
310
250 415 434.299 19.299
311
251 410 436.026 26.026
312
252 415 438.798 23.798
313
253 415 430.015 15.015
314
254 414.99 426.056 11.066
315
255 412 424.953 12.953
316
256 392.22 418.42 26.2
317
257 390 461.215 71.215
318
258 388.99 474.51 85.52
319
259 380 494.809 114.809
320
260 394.91 509.025 114.115
321
261 384.99 439.47 54.48
322
262 380 457.771 77.771
323
263 375 458.83 83.83
324
264 374 476.602 102.602
325
265 376.98 471.422 94.442
326
266 379.89 449.99 70.1
327
267 379.88 436.071 56.191
328
268 380 425.279 45.279
329
269 389.99 422.209 32.219
330
270 394.75 392.779 -1.971
331
271 394.75 391.226 -3.524
332
272 394.9 387.074 -7.826
333
273 384.9 383.53 -1.37
334
274 369.99 377.498 7.508
335
275 376 406.522 30.522
336
276 376 375.522 -0.478
337
277 366 377.934 11.934
338
278 376 386.366 10.366
339
279 376 358.768 -17.232
340
280 375 358.449 -16.551
341
281 376 352.673 -23.327
342
282 385 348.757 -36.243
343
283 385 353.013 -31.987
344
284 372 349.659 -22.341
345
285 380 343.213 -36.787
346
286 380 342.301 -37.699
347
287 376 340.407 -35.593
348
288 376 340.812 -35.188
349
289 375 337.066 -37.934
350
290 374.99 337.465 -37.525
351
291 370 350.007 -19.993
352
292 370 361.234 -8.766
353
293 376 360.881 -15.119
354
294 380 358.329 -21.671
355
295 394 363.252 -30.748
356
296 399.98 423.128 23.148
357
297 399.99 461.758 61.768
358
298 380 469.313 89.313
359
299 372.51 360.41 -12.1
360
300 377 363.793 -13.207
361
301 370 365.168 -4.832
362
302 368.02 366.777 -1.243
363
303 368.01 371.287 3.277
364
304 369 376.336 7.336
365
305 365 372.359 7.359
366
306 378 372.487 -5.513
367
307 365 382.233 17.233
368
308 365 370.234 5.234
369
309 375 371.313 -3.687
370
310 367.13 384.181 17.051
371
311 368.9 382.466 13.566
372
312 368.9 386.927 18.027
373
313 373.9 385.623 11.723
374
314 375 383.68 8.68
375
315 368 385.836 17.836
376
316 365.9 373.476 7.576
377
317 355 366.951 11.951
378
318 375 383.309 8.309
379
319 377.77 369.997 -7.773
380
320 383.94 371.44 -12.5
381
321 362.33 388.981 26.651
382
322 382.6 355.528 -27.072
383
323 381.49 376.134 -5.356
384
324 380.98 375.697 -5.283
385
325 396 368.402 -27.598
386
326 397.98 412.183 14.203
387
327 409.98 414.525 4.545
388
328 425 468.452 43.452
389
329 424.96 538.123 113.163
390
330 410 538.941 128.941
391
331 418.99 427.212 8.222
392
332 419 455.662 36.662
393
333 418.91 460.471 41.561
394
334 417.8 466.126 48.326
395
335 400.07 455.708 55.638
396
336 400.07 373.52 -26.55
397
337 392 379.726 -12.274
398
338 413.89 364.707 -49.183
399
339 391.01 416.526 25.516
400
340 391 370.096 -20.904
401
341 409.95 380.732 -29.218
402
342 400 410.202 10.202
403
343 408.98 390.019 -18.961
404
344 400 403.537 3.537
405
345 408.99 384.666 -24.324
406
346 387.55 394.913 7.363
407
347 398.94 372.697 -26.243
408
348 398.78 370.618 -28.162
409
349 390 385.269 -4.731
410
350 395 382.314 -12.686
411
351 409.99 380.326 -29.664
412
352 381.03 389.483 8.453
413
353 409.99 365.793 -44.197
414
354 404.9 380.601 -24.299
415
355 389.94 374.503 -15.437
416
356 389 364.668 -24.332
417
357 383 360.255 -22.745
418
358 389 359.193 -29.807
419
359 399.7 361.022 -38.678
420
360 389.88 368.191 -21.689
421
361 399.49 360.686 -38.804
422
362 393.39 368.603 -24.787
423
363 389.54 361.414 -28.126
424
364 389.98 356.773 -33.207
425
365 390 355.985 -34.015
426
366 400 361.106 -38.894
427
367 403.99 371.591 -32.399
428
368 405 380.361 -24.639
429
369 400 376.947 -23.053
430
370 398.99 367.781 -31.209
431
371 409.85 371.557 -38.293
432
372 405 393.323 -11.677
433
373 405 380.152 -24.848
434
374 400 382.896 -17.104
435
375 407.99 372.131 -35.859
436
376 400 393.053 -6.947
437
377 400 374.937 -25.063
438
378 398 374.781 -23.219
439
379 390.01 381.691 -8.319
440
380 398.79 364.423 -34.367
441
381 387.49 370.161 -17.329
442
382 380.1 369.05 -11.05
443
383 380.05 372.113 -7.937
444
384 378 376.582 -1.418
445
385 379.88 379.964 0.084
446
386 380 383.695 3.695
447
387 380 383.101 3.101
448
388 380 377.196 -2.804
449
389 370 370.352 0.352
450
390 370 389.13 19.13
451
391 367.14 384.684 17.544
452
392 360.1 392.24 32.14
453
393 355 415.273 60.273
454
394 333.2 439.295 106.095
455
395 333.35 511.84 178.49
456
396 333.35 506.239 172.889
457
397 330.01 500.837 170.827
458
398 330 502.991 172.991
459
399 334 499.027 165.027
460
400 332 454.528 122.528
461
401 348 459.939 111.939
462
402 332 365.754 33.754
463
403 330 399.125 69.125
464
404 342 399.902 57.902
465
405 340 365.886 25.886
466
406 340 364.433 24.433
467
407 340 357.28 17.28
468
408 333.35 352.22 18.87
469
409 339.88 357.291 17.411
470
410 345 343.666 -1.334
471
411 340 344.102 4.102
472
412 330.04 325.43 -4.61
473
413 344.69 326.575 -18.115
474
414 330 322.36 -7.64
475
415 311 330.69 19.69
476
416 297 346.309 49.309
477
417 290 380.434 90.434
478
418 285 397.486 112.486
479
419 270 411.068 141.068
480
420 275 449.723 174.723
481
421 270 416.462 146.462
482
422 280 423.063 143.063
483
423 299.99 361.669 61.679
484
424 270.1 303.07 32.97
485
425 270.1 330.052 59.952
486
426 267.05 340.686 73.636
487
427 267.07 339.725 72.655
488
428 275 339.996 64.996
489
429 285.01 309.32 24.31
490
430 298 290.576 -7.424
491
431 300 280.288 -19.712
492
432 302.98 271.716 -31.264
493
433 285 279.976 -5.024
494
434 270 286.235 16.235
495
435 280 306.979 26.979
496
436 280 295.424 15.424
497
437 269.97 295.63 25.66
498
438 269.96 310.221 40.261
499
439 260.66 304.027 43.367
500
440 270 313.615 43.615
501
441 270 298.96 28.96
502
442 261 296.52 35.52
503
443 260.17 303.167 42.997
504
444 275 301.434 26.434
505
445 255 281.841 26.841
506
446 250 291.827 41.827
507
447 250 296.949 46.949
508
448 249 289.812 40.812
509
449 230.13 286.919 56.789
510
450 230 332.882 102.882
511
451 219.1 333.576 114.476
512
452 201.01 353.746 152.736
513
453 201.25 400.139 198.889
514
454 245 399.378 154.378
515
455 240 266.356 26.356
516
456 231.01 271.56 40.55
517
457 220 275.978 55.978
518
458 215 287.61 72.61
519
459 220 294.222 74.222
520
460 207.27 281.428 74.158
521
461 210.1 290.23 80.13
522
462 227.77 280.552 52.782
523
463 225 255.617 30.617
524
464 228 242.054 14.054
525
465 215.01 237.682 22.672
526
466 250 245.043 -4.957
527
467 250 253.293 3.293
528
468 250 245.565 -4.435
529
469 250 245.601 -4.399
530
470 241 224.715 -16.285
531
471 267 211.16 -55.84
532
472 260.5 267.397 6.897
533
473 279 243.099 -35.901
534
474 250 300.269 50.269
535
475 255 223.094 -31.906
536
476 250 232.296 -17.704
537
477 259.8 226.463 -33.337
538
478 269.95 245.337 -24.613
539
479 270 256.608 -13.392
540
480 280 254.459 -25.541
541
481 250 276.257 26.257
542
482 250 230.654 -19.346
543
483 295.5 231.292 -64.208
544
484 270 297.021 27.021
545
485 270 252.607 -17.393
546
486 262.01 252.269 -9.741
547
487 295 254.699 -40.301
548
488 299.96 282.966 -16.994
549
489 300 289.328 -10.672
550
490 290 291.776 1.776
551
491 265.03 273.118 8.088
552
492 295 249.412 -45.588
553
493 318.99 283.358 -35.632
554
494 290 326.608 36.608
555
495 295.06 289.701 -5.359
556
496 309 291.83 -17.17
557
497 320.01 308.075 -11.935
558
498 316 339.921 23.921
559
499 375 342.883 -32.117
560
500 407 447.925 40.925
561
501 355 513.884 158.884
562
502 397.79 359.424 -38.366
563
503 405.18 409.958 4.778
564
504 380 424.04 44.04
565
505 392 381.469 -10.531
566
506 380 401.653 21.653
567
507 385 390.814 5.814
568
508 360.01 401.158 41.148
569
509 360.05 372.565 12.515
570
510 355 383.184 28.184
571
511 365 384.4 19.4
572
512 340.04 393.281 53.241
573
513 330.4 369.802 39.402
574
514 343 366.291 23.291
575
515 379.97 370.847 -9.123
576
516 379.97 394.615 14.645
577
517 355.01 394.741 39.731
578
518 355 368.08 13.08
579
519 365.01 364.21 -0.8
580
520 390 371.767 -18.233
581
521 430 385.861 -44.139
582
522 391.01 446.67 55.66
583
523 489.99 384.673 -105.317
584
524 509.9 501.661 -8.239
585
525 499.99 535.108 35.118
586
526 500 523.49 23.49
587
527 454.07 537.401 83.331
588
528 431 439.472 8.472
589
529 431 422.112 -8.888
590
530 450 438.187 -11.813
591
531 470 460.881 -9.119
592
532 475 489.193 14.193
593
533 489 499.772 10.772
594
534 460 521.268 61.268
595
535 460 477.354 17.354
596
536 440 474.127 34.127
597
537 420 446.936 26.936
598
538 420 426.847 6.847
599
539 415 428.731 13.731
600
540 405.06 411.21 6.15
601
541 410.5 409.233 -1.267
602
542 406 405.685 -0.315
603
543 414.98 404.502 -10.478
604
544 477.9 398.528 -79.372
605
545 444 466.699 22.699
606
546 450 426.514 -23.486
607
547 450 428.375 -21.625
608
548 450 424.607 -25.393
609
549 470 429.122 -40.878
610
550 489.98 454.964 -35.016
611
551 471.01 488.229 17.219
612
552 470 463.378 -6.622
613
553 470 471.13 1.13
614
554 475 484.68 9.68
615
555 474 497.987 23.987
616
556 462.65 501.419 38.769
617
557 464.01 478.435 14.425
618
558 483.76 482.105 -1.655
619
559 464 512.706 48.706
620
560 460.35 477.424 17.074
621
561 464 477.575 13.575
622
562 450.05 481.851 31.801
623
563 450 463.208 13.208
624
564 456 463.075 7.075
625
626
=== Evaluation on test split ===
627
628
Time taken to test model on test split: 0.39 seconds
629
630
=== Summary ===
631
632
Correlation coefficient 0.807
633
Mean absolute error 34.0853
634
Root mean squared error 53.4827
635
Relative absolute error 2.6442 %
636
Root relative squared error 4.1413 %
637
Total Number of Instances 564
638
639
640