save model
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s434765-training/pipeline/head This commit looks good

This commit is contained in:
Karolina Oparczyk 2021-05-17 21:10:47 +02:00
parent 51ecf3edbe
commit b0da1334a6
3 changed files with 425 additions and 422 deletions

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@ -22,6 +22,7 @@ node {
./neural_network.sh | tee output.txt ./neural_network.sh | tee output.txt
''' '''
archiveArtifacts 'output.txt' archiveArtifacts 'output.txt'
archiveArtifacts 'model/**/*.*'
} }
} }
} }

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@ -74,3 +74,5 @@ for (pred, test) in zip(prediction_denormalized, y_test.values):
error = mean_squared_error(y_test, prediction_denormalized) error = mean_squared_error(y_test, prediction_denormalized)
print(error) print(error)
model.save('model')

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@ -1,422 +1,422 @@
predicted: 400.06100940704346 expected: 617 predicted: 440.75201439857483 expected: 617
predicted: 62.04771289229393 expected: 172 predicted: 87.643430352211 expected: 172
predicted: 1238.398111820221 expected: 611 predicted: 1361.890419960022 expected: 611
predicted: 143.24288100004196 expected: 269 predicted: 168.88216811418533 expected: 269
predicted: 1238.398111820221 expected: 1095 predicted: 1361.890419960022 expected: 1095
predicted: 143.24288100004196 expected: 68 predicted: 168.88216811418533 expected: 68
predicted: 37.77579662203789 expected: 5 predicted: 50.43718174099922 expected: 5
predicted: 400.06100940704346 expected: 986 predicted: 440.75201439857483 expected: 986
predicted: 215.03213000297546 expected: 262 predicted: 242.13134622573853 expected: 262
predicted: 365.60524237155914 expected: 817 predicted: 403.0836160182953 expected: 817
predicted: 240.80907106399536 expected: 197 predicted: 268.44813990592957 expected: 197
predicted: 191.8076668381691 expected: 264 predicted: 218.3946235179901 expected: 264
predicted: 328.12320625782013 expected: 830 predicted: 361.85813999176025 expected: 830
predicted: 1238.398111820221 expected: 1415 predicted: 1361.890419960022 expected: 1415
predicted: 325.62296211719513 expected: 134 predicted: 359.0711271762848 expected: 134
predicted: 52.57243114709854 expected: 58 predicted: 78.7634365260601 expected: 58
predicted: 80.46333819627762 expected: 93 predicted: 105.04015484452248 expected: 93
predicted: 458.6725900173187 expected: 830 predicted: 504.74084401130676 expected: 830
predicted: 1238.398111820221 expected: 1207 predicted: 1361.890419960022 expected: 1207
predicted: 333.12371945381165 expected: 269 predicted: 367.3838310241699 expected: 269
predicted: 444.1111195087433 expected: 558 predicted: 488.74388575553894 expected: 558
predicted: 1124.6854376792908 expected: 1558 predicted: 1237.264790058136 expected: 1558
predicted: 65.31381127238274 expected: 37 predicted: 90.6400882601738 expected: 37
predicted: 461.10362100601196 expected: 364 predicted: 507.3979513645172 expected: 364
predicted: 475.68990659713745 expected: 1020 predicted: 523.3226568698883 expected: 1020
predicted: 37.66687560081482 expected: 11 predicted: 48.50093571841717 expected: 11
predicted: 360.6394354104996 expected: 225 predicted: 397.6092493534088 expected: 225
predicted: 461.10362100601196 expected: 228 predicted: 507.3979513645172 expected: 228
predicted: 1124.6854376792908 expected: 1184 predicted: 1237.264790058136 expected: 1184
predicted: 348.1298931837082 expected: 370 predicted: 383.88376808166504 expected: 370
predicted: 71.86195346713066 expected: 68 predicted: 96.38490444421768 expected: 68
predicted: 186.03708881139755 expected: 201 predicted: 212.50074243545532 expected: 201
predicted: 1238.398111820221 expected: 1113 predicted: 1361.890419960022 expected: 1113
predicted: 348.1298931837082 expected: 496 predicted: 383.88376808166504 expected: 496
predicted: 71.86194723844528 expected: 43 predicted: 96.38490444421768 expected: 43
predicted: 83.24057197570801 expected: 59 predicted: 107.87801241874695 expected: 59
predicted: 71.86194723844528 expected: 60 predicted: 96.38490444421768 expected: 60
predicted: 86.28355884552002 expected: 78 predicted: 110.60120612382889 expected: 78
predicted: 260.58327853679657 expected: 263 predicted: 288.4603080749512 expected: 263
predicted: 333.12371945381165 expected: 400 predicted: 367.3838310241699 expected: 400
predicted: 1238.398111820221 expected: 1256 predicted: 1361.890419960022 expected: 1256
predicted: 71.86194723844528 expected: 23 predicted: 96.38490444421768 expected: 23
predicted: 1238.398111820221 expected: 3345 predicted: 1361.890419960022 expected: 3345
predicted: 95.3370091021061 expected: 98 predicted: 118.90196335315704 expected: 98
predicted: 504.8624279499054 expected: 238 predicted: 555.0855638980865 expected: 238
predicted: 103.85877254605293 expected: 69 predicted: 127.52714788913727 expected: 69
predicted: 360.6394354104996 expected: 170 predicted: 397.6092493534088 expected: 170
predicted: 47.24081349372864 expected: 31 predicted: 72.37854194641113 expected: 31
predicted: 109.44186091423035 expected: 102 predicted: 133.36021208763123 expected: 102
predicted: 1238.398111820221 expected: 1070 predicted: 1361.890419960022 expected: 1070
predicted: 163.17697882652283 expected: 96 predicted: 189.24707919359207 expected: 96
predicted: 427.06639671325684 expected: 387 predicted: 470.07955527305603 expected: 387
predicted: 58.7993538081646 expected: 25 predicted: 84.67825222015381 expected: 25
predicted: 414.8154196739197 expected: 574 predicted: 456.74648118019104 expected: 574
predicted: 365.60524237155914 expected: 165 predicted: 403.0836160182953 expected: 165
predicted: 397.5991837978363 expected: 765 predicted: 438.0862367153168 expected: 765
predicted: 458.6725900173187 expected: 599 predicted: 504.74084401130676 expected: 599
predicted: 444.1111195087433 expected: 906 predicted: 488.74388575553894 expected: 906
predicted: 92.45809203386307 expected: 71 predicted: 116.05787086486816 expected: 71
predicted: 407.4452155828476 expected: 433 predicted: 448.74924778938293 expected: 433
predicted: 407.4452155828476 expected: 152 predicted: 448.74924778938293 expected: 152
predicted: 123.15417474508286 expected: 116 predicted: 148.1169518828392 expected: 116
predicted: 38.11353462934494 expected: 19 predicted: 54.679246604442596 expected: 19
predicted: 37.91924013197422 expected: 24 predicted: 52.505416721105576 expected: 24
predicted: 109.44186091423035 expected: 97 predicted: 133.36021208763123 expected: 97
predicted: 123.15417474508286 expected: 49 predicted: 148.1169518828392 expected: 49
predicted: 504.8624279499054 expected: 291 predicted: 555.0855638980865 expected: 291
predicted: 1238.398111820221 expected: 2816 predicted: 1361.890419960022 expected: 2816
predicted: 360.6394354104996 expected: 152 predicted: 397.6092493534088 expected: 152
predicted: 458.6725900173187 expected: 1033 predicted: 504.74084401130676 expected: 1033
predicted: 444.1111195087433 expected: 740 predicted: 488.74388575553894 expected: 740
predicted: 80.46333819627762 expected: 32 predicted: 105.04015484452248 expected: 32
predicted: 112.16362202167511 expected: 74 predicted: 136.28357082605362 expected: 74
predicted: 504.8624279499054 expected: 453 predicted: 555.0855638980865 expected: 453
predicted: 360.6394354104996 expected: 219 predicted: 397.6092493534088 expected: 219
predicted: 151.72922813892365 expected: 82 predicted: 177.70988458395004 expected: 82
predicted: 168.96898353099823 expected: 72 predicted: 194.98967796564102 expected: 72
predicted: 68.58922153711319 expected: 109 predicted: 93.51017928123474 expected: 109
predicted: 400.06100940704346 expected: 567 predicted: 440.75201439857483 expected: 567
predicted: 295.2677878141403 expected: 389 predicted: 325.45894837379456 expected: 389
predicted: 80.46333819627762 expected: 70 predicted: 105.04015484452248 expected: 70
predicted: 1238.398111820221 expected: 987 predicted: 1361.890419960022 expected: 987
predicted: 1238.398111820221 expected: 1812 predicted: 1361.890419960022 expected: 1812
predicted: 461.10362100601196 expected: 169 predicted: 507.3979513645172 expected: 169
predicted: 263.3788620233536 expected: 270 predicted: 291.30746507644653 expected: 270
predicted: 44.62579959630966 expected: 33 predicted: 68.95200508832932 expected: 33
predicted: 137.56446260213852 expected: 75 predicted: 162.86742562055588 expected: 75
predicted: 1238.398111820221 expected: 1424 predicted: 1361.890419960022 expected: 1424
predicted: 38.11353462934494 expected: 39 predicted: 54.679246604442596 expected: 39
predicted: 44.62579959630966 expected: 49 predicted: 68.95200508832932 expected: 49
predicted: 47.24081349372864 expected: 141 predicted: 72.37854194641113 expected: 141
predicted: 39.43431490659714 expected: 24 predicted: 59.85786905884743 expected: 24
predicted: 151.72922813892365 expected: 91 predicted: 177.70988458395004 expected: 91
predicted: 223.6963061094284 expected: 101 predicted: 250.9964098930359 expected: 101
predicted: 475.68990659713745 expected: 401 predicted: 523.3227066993713 expected: 401
predicted: 475.68990659713745 expected: 570 predicted: 523.3227066993713 expected: 570
predicted: 154.56451326608658 expected: 106 predicted: 180.6396962404251 expected: 106
predicted: 40.513883113861084 expected: 43 predicted: 62.63836666941643 expected: 43
predicted: 504.8624279499054 expected: 439 predicted: 555.0855638980865 expected: 439
predicted: 1124.6854376792908 expected: 1220 predicted: 1237.264790058136 expected: 1220
predicted: 71.86194723844528 expected: 82 predicted: 96.38490444421768 expected: 82
predicted: 37.61909535527229 expected: 5 predicted: 46.82571832835674 expected: 5
predicted: 461.10362100601196 expected: 314 predicted: 507.3979513645172 expected: 314
predicted: 348.1298931837082 expected: 180 predicted: 383.88376808166504 expected: 180
predicted: 74.9370367527008 expected: 88 predicted: 99.27988529205322 expected: 88
predicted: 1238.398111820221 expected: 1642 predicted: 1361.890419960022 expected: 1642
predicted: 400.06100940704346 expected: 417 predicted: 440.75201439857483 expected: 417
predicted: 282.3935436010361 expected: 346 predicted: 311.22565484046936 expected: 346
predicted: 37.77579662203789 expected: 10 predicted: 50.43718174099922 expected: 10
predicted: 163.17697882652283 expected: 93 predicted: 189.24707919359207 expected: 93
predicted: 47.24081349372864 expected: 26 predicted: 72.37854194641113 expected: 26
predicted: 117.57578903436661 expected: 41 predicted: 142.19571441411972 expected: 41
predicted: 1238.398111820221 expected: 505 predicted: 1361.890419960022 expected: 505
predicted: 37.61909535527229 expected: 11 predicted: 46.82571832835674 expected: 11
predicted: 1238.398111820221 expected: 929 predicted: 1361.890419960022 expected: 929
predicted: 365.60524237155914 expected: 877 predicted: 403.0836160182953 expected: 877
predicted: 103.85877254605293 expected: 370 predicted: 127.52714788913727 expected: 370
predicted: 37.66687560081482 expected: 28 predicted: 48.50093571841717 expected: 28
predicted: 1238.398111820221 expected: 1085 predicted: 1361.890419960022 expected: 1085
predicted: 1124.6854376792908 expected: 654 predicted: 1237.264790058136 expected: 654
predicted: 74.9370367527008 expected: 59 predicted: 99.27988529205322 expected: 59
predicted: 186.0370763540268 expected: 259 predicted: 212.5007175207138 expected: 259
predicted: 335.62393867969513 expected: 165 predicted: 370.1334218978882 expected: 165
predicted: 37.61909535527229 expected: 1 predicted: 46.82571832835674 expected: 1
predicted: 39.43431490659714 expected: 26 predicted: 59.85786905884743 expected: 26
predicted: 151.72922813892365 expected: 399 predicted: 177.70988458395004 expected: 399
predicted: 397.59923362731934 expected: 155 predicted: 438.08618688583374 expected: 155
predicted: 180.3238645195961 expected: 158 predicted: 206.62610799074173 expected: 158
predicted: 427.06639671325684 expected: 782 predicted: 470.07955527305603 expected: 782
predicted: 183.15990954637527 expected: 376 predicted: 209.55610650777817 expected: 376
predicted: 37.61909535527229 expected: 1 predicted: 46.82571832835674 expected: 1
predicted: 226.57682394981384 expected: 116 predicted: 253.949853181839 expected: 116
predicted: 282.3935436010361 expected: 628 predicted: 311.22565484046936 expected: 628
predicted: 1238.398111820221 expected: 1897 predicted: 1361.890419960022 expected: 1897
predicted: 131.86715883016586 expected: 76 predicted: 156.95644056797028 expected: 76
predicted: 536.3261587619781 expected: 450 predicted: 589.4715447425842 expected: 450
predicted: 263.3788620233536 expected: 272 predicted: 291.30746507644653 expected: 272
predicted: 360.6394354104996 expected: 149 predicted: 397.6092493534088 expected: 149
predicted: 1124.6854376792908 expected: 1069 predicted: 1237.264790058136 expected: 1069
predicted: 212.1395285129547 expected: 286 predicted: 239.15587830543518 expected: 286
predicted: 180.3238645195961 expected: 526 predicted: 206.62613290548325 expected: 526
predicted: 65.31381127238274 expected: 29 predicted: 90.6400882601738 expected: 29
predicted: 282.3935436010361 expected: 373 predicted: 311.22565484046936 expected: 373
predicted: 151.72922813892365 expected: 481 predicted: 177.70988458395004 expected: 481
predicted: 143.24288100004196 expected: 74 predicted: 168.88216811418533 expected: 74
predicted: 58.7993538081646 expected: 54 predicted: 84.67825222015381 expected: 54
predicted: 157.4287866950035 expected: 102 predicted: 183.54676073789597 expected: 102
predicted: 37.61909535527229 expected: 22 predicted: 46.82571832835674 expected: 22
predicted: 1238.398111820221 expected: 1360 predicted: 1361.890419960022 expected: 1360
predicted: 427.06639671325684 expected: 324 predicted: 470.07955527305603 expected: 324
predicted: 397.5991837978363 expected: 973 predicted: 438.0862367153168 expected: 973
predicted: 400.06100940704346 expected: 407 predicted: 440.75201439857483 expected: 407
predicted: 220.8082640171051 expected: 317 predicted: 248.04540824890137 expected: 317
predicted: 38.11353462934494 expected: 76 predicted: 54.679246604442596 expected: 76
predicted: 414.8154196739197 expected: 688 predicted: 456.74648118019104 expected: 688
predicted: 55.603602200746536 expected: 44 predicted: 81.7299475967884 expected: 44
predicted: 333.12371945381165 expected: 239 predicted: 367.3838310241699 expected: 239
predicted: 427.06639671325684 expected: 344 predicted: 470.07955527305603 expected: 344
predicted: 414.81536984443665 expected: 688 predicted: 456.74648118019104 expected: 688
predicted: 360.6394354104996 expected: 442 predicted: 397.60929918289185 expected: 442
predicted: 129.01515591144562 expected: 157 predicted: 154.0077684521675 expected: 157
predicted: 1238.398111820221 expected: 1193 predicted: 1361.890419960022 expected: 1193
predicted: 89.39457541704178 expected: 102 predicted: 113.2706213593483 expected: 102
predicted: 397.5991837978363 expected: 768 predicted: 438.0862367153168 expected: 768
predicted: 77.69744062423706 expected: 42 predicted: 102.17511528730392 expected: 42
predicted: 295.2677878141403 expected: 265 predicted: 325.45894837379456 expected: 265
predicted: 65.31381127238274 expected: 15 predicted: 90.6400882601738 expected: 15
predicted: 71.86194723844528 expected: 44 predicted: 96.38490444421768 expected: 44
predicted: 37.61909535527229 expected: 1 predicted: 46.82571832835674 expected: 1
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predicted: 47.24081349372864 expected: 20 predicted: 72.37854194641113 expected: 20
predicted: 504.8624279499054 expected: 308 predicted: 555.0855638980865 expected: 308
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predicted: 171.8197656273842 expected: 99 predicted: 197.87735879421234 expected: 99
predicted: 89.39457541704178 expected: 48 predicted: 113.2706213593483 expected: 48
predicted: 38.11353462934494 expected: 15 predicted: 54.679246604442596 expected: 15
predicted: 400.06100940704346 expected: 630 predicted: 440.75201439857483 expected: 630
predicted: 295.2677878141403 expected: 333 predicted: 325.45894837379456 expected: 333
predicted: 49.870689034461975 expected: 55 predicted: 75.7197956442833 expected: 55
predicted: 74.9370367527008 expected: 52 predicted: 99.27988529205322 expected: 52
predicted: 83.24057197570801 expected: 27 predicted: 107.87801241874695 expected: 27
predicted: 55.603602200746536 expected: 16 predicted: 81.7299475967884 expected: 16
predicted: 504.8624279499054 expected: 472 predicted: 555.0855638980865 expected: 472
predicted: 360.6394354104996 expected: 162 predicted: 397.6092493534088 expected: 162
predicted: 1238.398111820221 expected: 1054 predicted: 1361.890419960022 expected: 1054
predicted: 157.4287866950035 expected: 223 predicted: 183.54676073789597 expected: 223
predicted: 39.43431490659714 expected: 22 predicted: 59.85786905884743 expected: 22
predicted: 1238.398111820221 expected: 3345 predicted: 1361.890419960022 expected: 3345
predicted: 131.86715883016586 expected: 71 predicted: 156.95644056797028 expected: 71
predicted: 461.103670835495 expected: 862 predicted: 507.3979015350342 expected: 862
predicted: 68.58922153711319 expected: 26 predicted: 93.51017928123474 expected: 26
predicted: 1124.6854376792908 expected: 624 predicted: 1237.264790058136 expected: 624
predicted: 77.69744062423706 expected: 24 predicted: 102.17511528730392 expected: 24
predicted: 47.24081349372864 expected: 115 predicted: 72.37854194641113 expected: 115
predicted: 1238.398111820221 expected: 3131 predicted: 1361.890419960022 expected: 3131
predicted: 83.24057197570801 expected: 27 predicted: 107.87801241874695 expected: 27
predicted: 1238.398111820221 expected: 1116 predicted: 1361.890419960022 expected: 1116
predicted: 263.3788620233536 expected: 501 predicted: 291.30746507644653 expected: 501
predicted: 1124.6854376792908 expected: 1380 predicted: 1237.264790058136 expected: 1380
predicted: 427.06639671325684 expected: 538 predicted: 470.07955527305603 expected: 538
predicted: 55.603602200746536 expected: 77 predicted: 81.7299475967884 expected: 77
predicted: 279.8160139322281 expected: 270 predicted: 308.3802418708801 expected: 270
predicted: 1124.6854376792908 expected: 618 predicted: 1237.264790058136 expected: 618
predicted: 504.8624279499054 expected: 335 predicted: 555.0855638980865 expected: 335
predicted: 400.06100940704346 expected: 550 predicted: 440.75201439857483 expected: 550
predicted: 143.24288100004196 expected: 169 predicted: 168.88216811418533 expected: 169
predicted: 400.06100940704346 expected: 653 predicted: 440.75201439857483 expected: 653
predicted: 58.7993538081646 expected: 21 predicted: 84.67825222015381 expected: 21
predicted: 223.6963061094284 expected: 225 predicted: 250.9964098930359 expected: 225
predicted: 1238.398111820221 expected: 2192 predicted: 1361.890419960022 expected: 2192
predicted: 365.60524237155914 expected: 213 predicted: 403.0836160182953 expected: 213
predicted: 407.4452155828476 expected: 695 predicted: 448.74924778938293 expected: 695
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predicted: 129.01515591144562 expected: 148 predicted: 154.0077684521675 expected: 148
predicted: 168.96898353099823 expected: 57 predicted: 194.98967796564102 expected: 57
predicted: 68.58922153711319 expected: 42 predicted: 93.51017928123474 expected: 42
predicted: 168.96898353099823 expected: 195 predicted: 194.98967796564102 expected: 195
predicted: 183.15990954637527 expected: 172 predicted: 209.55610650777817 expected: 172
predicted: 475.68990659713745 expected: 220 predicted: 523.3226568698883 expected: 220
predicted: 203.40490597486496 expected: 112 predicted: 230.25438928604126 expected: 112
predicted: 49.870689034461975 expected: 14 predicted: 75.7197956442833 expected: 14
predicted: 360.6394354104996 expected: 314 predicted: 397.60929918289185 expected: 314
predicted: 83.24057820439339 expected: 47 predicted: 107.87801241874695 expected: 47
predicted: 444.1111195087433 expected: 836 predicted: 488.74388575553894 expected: 836
predicted: 407.4452155828476 expected: 375 predicted: 448.74924778938293 expected: 375
predicted: 400.06100940704346 expected: 501 predicted: 440.75201439857483 expected: 501
predicted: 368.06156182289124 expected: 392 predicted: 405.8219952583313 expected: 392
predicted: 407.4452155828476 expected: 824 predicted: 448.74924778938293 expected: 824
predicted: 120.28273832798004 expected: 220 predicted: 145.16070568561554 expected: 220
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predicted: 333.12371945381165 expected: 180 predicted: 367.3838310241699 expected: 180
predicted: 37.77579662203789 expected: 3 predicted: 50.43718174099922 expected: 3
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predicted: 504.8624279499054 expected: 314 predicted: 555.0855638980865 expected: 314
predicted: 226.57682394981384 expected: 139 predicted: 253.949853181839 expected: 139
predicted: 80.46333819627762 expected: 105 predicted: 105.04015484452248 expected: 105
predicted: 333.12371945381165 expected: 231 predicted: 367.3838310241699 expected: 231
predicted: 49.870689034461975 expected: 12 predicted: 75.7197956442833 expected: 12
predicted: 1124.6854376792908 expected: 1026 predicted: 1237.264790058136 expected: 1026
predicted: 333.12371945381165 expected: 304 predicted: 367.3838310241699 expected: 304
predicted: 37.61909535527229 expected: 3 predicted: 46.82571832835674 expected: 3
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predicted: 120.28273832798004 expected: 110 predicted: 145.16070568561554 expected: 110
predicted: 47.24081349372864 expected: 43 predicted: 72.37854194641113 expected: 43
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predicted: 365.60524237155914 expected: 541 predicted: 403.0836160182953 expected: 541
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predicted: 49.870689034461975 expected: 101 predicted: 75.7197956442833 expected: 101
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predicted: 1238.398111820221 expected: 1358 predicted: 1361.890519618988 expected: 1358
predicted: 368.06156182289124 expected: 1031 predicted: 405.8219952583313 expected: 1031
predicted: 1238.398111820221 expected: 1788 predicted: 1361.890419960022 expected: 1788
predicted: 220.8082640171051 expected: 137 predicted: 248.04540824890137 expected: 137
predicted: 38.11353462934494 expected: 29 predicted: 54.679246604442596 expected: 29
predicted: 83.24057197570801 expected: 68 predicted: 107.87801241874695 expected: 68
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predicted: 38.55543494224548 expected: 35 predicted: 57.13920360803604 expected: 35
predicted: 92.45809203386307 expected: 181 predicted: 116.05787086486816 expected: 181
predicted: 504.8624279499054 expected: 894 predicted: 555.0855638980865 expected: 894
predicted: 38.55543494224548 expected: 49 predicted: 57.13920360803604 expected: 49
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predicted: 168.96898353099823 expected: 196 predicted: 194.98967796564102 expected: 196
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