s434765/ium_434765
1
0
Fork 0
Code Issues Pull Requests Releases Wiki Activity

trigger other projects
All checks were successful
s434765-training/pipeline/head This commit looks good
Details

Browse Source
This commit is contained in:
Karolina Oparczyk 2021-05-20 19:03:48 +02:00
parent eab239b6a1
commit 4ed875434b
3 changed files with 429 additions and 424 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

2
JenkinsfileNeural
View File

@ -17,7 +17,7 @@ node {
}
stage('Clone repo') {
try { docker.image("karopa/ium:11").inside {
try { docker.image("karopa/ium:18").inside {
stage('Test') {
checkout([$class: 'GitSCM', branches: [[name: '*/master']], doGenerateSubmoduleConfigurations: false, extensions: [], submoduleCfg: [], userRemoteConfigs: [[url: 'https://git.wmi.amu.edu.pl/s434765/ium_434765']]])
copyArtifacts fingerprintArtifacts: true, projectName: 's434765-create-dataset', selector: buildParameter("BUILD_SELECTOR")

7
neural_network.py
View File

@ -11,11 +11,16 @@ def normalize_data(data):
data = pd.read_csv("data_train", sep=',', skip_blank_lines=True, nrows=1087, error_bad_lines=False,
names=["video_id", "last_trending_date", "publish_date", "publish_hour", "category_id",
"channel_title", "views", "likes", "dislikes", "comment_count"]).dropna()
"channel_title", "views", "likes", "dislikes", "comment_count", "comments_disabled",
"ratings_disabled", "tag_appeared_in_title_count", "tag_appeared_in_title", "title",
"tags", "description", "trend_day_count", "trend_publish_diff", "trend_tag_highest",
"trend_tag_total", "tags_count", "subscriber"]).dropna()
X = data.loc[:,data.columns == "views"].astype(int)
y = data.loc[:,data.columns == "likes"].astype(int)
min_val_sub = np.min(X)
max_val_sub = np.max(X)
X = (X - min_val_sub) / (max_val_sub - min_val_sub)

844
predictions.txt
View File

@ -1,422 +1,422 @@
predicted: 440.75201439857483 expected: 617
predicted: 87.643430352211 expected: 172
predicted: 1361.890419960022 expected: 611
predicted: 168.88216811418533 expected: 269
predicted: 1361.890419960022 expected: 1095
predicted: 168.88216811418533 expected: 68
predicted: 50.43718174099922 expected: 5
predicted: 440.75201439857483 expected: 986
predicted: 242.13134622573853 expected: 262
predicted: 403.0836160182953 expected: 817
predicted: 268.44813990592957 expected: 197
predicted: 218.3946235179901 expected: 264
predicted: 361.85813999176025 expected: 830
predicted: 1361.890419960022 expected: 1415
predicted: 359.0711271762848 expected: 134
predicted: 78.7634365260601 expected: 58
predicted: 105.04015484452248 expected: 93
predicted: 504.74084401130676 expected: 830
predicted: 1361.890419960022 expected: 1207
predicted: 367.3838310241699 expected: 269
predicted: 488.74388575553894 expected: 558
predicted: 1237.264790058136 expected: 1558
predicted: 90.6400882601738 expected: 37
predicted: 507.3979513645172 expected: 364
predicted: 523.3226568698883 expected: 1020
predicted: 48.50093571841717 expected: 11
predicted: 397.6092493534088 expected: 225
predicted: 507.3979513645172 expected: 228
predicted: 1237.264790058136 expected: 1184
predicted: 383.88376808166504 expected: 370
predicted: 96.38490444421768 expected: 68
predicted: 212.50074243545532 expected: 201
predicted: 1361.890419960022 expected: 1113
predicted: 383.88376808166504 expected: 496
predicted: 96.38490444421768 expected: 43
predicted: 107.87801241874695 expected: 59
predicted: 96.38490444421768 expected: 60
predicted: 110.60120612382889 expected: 78
predicted: 288.4603080749512 expected: 263
predicted: 367.3838310241699 expected: 400
predicted: 1361.890419960022 expected: 1256
predicted: 96.38490444421768 expected: 23
predicted: 1361.890419960022 expected: 3345
predicted: 118.90196335315704 expected: 98
predicted: 555.0855638980865 expected: 238
predicted: 127.52714788913727 expected: 69
predicted: 397.6092493534088 expected: 170
predicted: 72.37854194641113 expected: 31
predicted: 133.36021208763123 expected: 102
predicted: 1361.890419960022 expected: 1070
predicted: 189.24707919359207 expected: 96
predicted: 470.07955527305603 expected: 387
predicted: 84.67825222015381 expected: 25
predicted: 456.74648118019104 expected: 574
predicted: 403.0836160182953 expected: 165
predicted: 438.0862367153168 expected: 765
predicted: 504.74084401130676 expected: 599
predicted: 488.74388575553894 expected: 906
predicted: 116.05787086486816 expected: 71
predicted: 448.74924778938293 expected: 433
predicted: 448.74924778938293 expected: 152
predicted: 148.1169518828392 expected: 116
predicted: 54.679246604442596 expected: 19
predicted: 52.505416721105576 expected: 24
predicted: 133.36021208763123 expected: 97
predicted: 148.1169518828392 expected: 49
predicted: 555.0855638980865 expected: 291
predicted: 1361.890419960022 expected: 2816
predicted: 397.6092493534088 expected: 152
predicted: 504.74084401130676 expected: 1033
predicted: 488.74388575553894 expected: 740
predicted: 105.04015484452248 expected: 32
predicted: 136.28357082605362 expected: 74
predicted: 555.0855638980865 expected: 453
predicted: 397.6092493534088 expected: 219
predicted: 177.70988458395004 expected: 82
predicted: 194.98967796564102 expected: 72
predicted: 93.51017928123474 expected: 109
predicted: 440.75201439857483 expected: 567
predicted: 325.45894837379456 expected: 389
predicted: 105.04015484452248 expected: 70
predicted: 1361.890419960022 expected: 987
predicted: 1361.890419960022 expected: 1812
predicted: 507.3979513645172 expected: 169
predicted: 291.30746507644653 expected: 270
predicted: 68.95200508832932 expected: 33
predicted: 162.86742562055588 expected: 75
predicted: 1361.890419960022 expected: 1424
predicted: 54.679246604442596 expected: 39
predicted: 68.95200508832932 expected: 49
predicted: 72.37854194641113 expected: 141
predicted: 59.85786905884743 expected: 24
predicted: 177.70988458395004 expected: 91
predicted: 250.9964098930359 expected: 101
predicted: 523.3227066993713 expected: 401
predicted: 523.3227066993713 expected: 570
predicted: 180.6396962404251 expected: 106
predicted: 62.63836666941643 expected: 43
predicted: 555.0855638980865 expected: 439
predicted: 1237.264790058136 expected: 1220
predicted: 96.38490444421768 expected: 82
predicted: 46.82571832835674 expected: 5
predicted: 507.3979513645172 expected: 314
predicted: 383.88376808166504 expected: 180
predicted: 99.27988529205322 expected: 88
predicted: 1361.890419960022 expected: 1642
predicted: 440.75201439857483 expected: 417
predicted: 311.22565484046936 expected: 346
predicted: 50.43718174099922 expected: 10
predicted: 189.24707919359207 expected: 93
predicted: 72.37854194641113 expected: 26
predicted: 142.19571441411972 expected: 41
predicted: 1361.890419960022 expected: 505
predicted: 46.82571832835674 expected: 11
predicted: 1361.890419960022 expected: 929
predicted: 403.0836160182953 expected: 877
predicted: 127.52714788913727 expected: 370
predicted: 48.50093571841717 expected: 28
predicted: 1361.890419960022 expected: 1085
predicted: 1237.264790058136 expected: 654
predicted: 99.27988529205322 expected: 59
predicted: 212.5007175207138 expected: 259
predicted: 370.1334218978882 expected: 165
predicted: 46.82571832835674 expected: 1
predicted: 59.85786905884743 expected: 26
predicted: 177.70988458395004 expected: 399
predicted: 438.08618688583374 expected: 155
predicted: 206.62610799074173 expected: 158
predicted: 470.07955527305603 expected: 782
predicted: 209.55610650777817 expected: 376
predicted: 46.82571832835674 expected: 1
predicted: 253.949853181839 expected: 116
predicted: 311.22565484046936 expected: 628
predicted: 1361.890419960022 expected: 1897
predicted: 156.95644056797028 expected: 76
predicted: 589.4715447425842 expected: 450
predicted: 291.30746507644653 expected: 272
predicted: 397.6092493534088 expected: 149
predicted: 1237.264790058136 expected: 1069
predicted: 239.15587830543518 expected: 286
predicted: 206.62613290548325 expected: 526
predicted: 90.6400882601738 expected: 29
predicted: 311.22565484046936 expected: 373
predicted: 177.70988458395004 expected: 481
predicted: 168.88216811418533 expected: 74
predicted: 84.67825222015381 expected: 54
predicted: 183.54676073789597 expected: 102
predicted: 46.82571832835674 expected: 22
predicted: 1361.890419960022 expected: 1360
predicted: 470.07955527305603 expected: 324
predicted: 438.0862367153168 expected: 973
predicted: 440.75201439857483 expected: 407
predicted: 248.04540824890137 expected: 317
predicted: 54.679246604442596 expected: 76
predicted: 456.74648118019104 expected: 688
predicted: 81.7299475967884 expected: 44
predicted: 367.3838310241699 expected: 239
predicted: 470.07955527305603 expected: 344
predicted: 456.74648118019104 expected: 688
predicted: 397.60929918289185 expected: 442
predicted: 154.0077684521675 expected: 157
predicted: 1361.890419960022 expected: 1193
predicted: 113.2706213593483 expected: 102
predicted: 438.0862367153168 expected: 768
predicted: 102.17511528730392 expected: 42
predicted: 325.45894837379456 expected: 265
predicted: 90.6400882601738 expected: 15
predicted: 96.38490444421768 expected: 44
predicted: 46.82571832835674 expected: 1
predicted: 397.6092493534088 expected: 216
predicted: 72.37854194641113 expected: 20
predicted: 555.0855638980865 expected: 308
predicted: 78.7634365260601 expected: 29
predicted: 118.90196335315704 expected: 208
predicted: 197.87735879421234 expected: 99
predicted: 113.2706213593483 expected: 48
predicted: 54.679246604442596 expected: 15
predicted: 440.75201439857483 expected: 630
predicted: 325.45894837379456 expected: 333
predicted: 75.7197956442833 expected: 55
predicted: 99.27988529205322 expected: 52
predicted: 107.87801241874695 expected: 27
predicted: 81.7299475967884 expected: 16
predicted: 555.0855638980865 expected: 472
predicted: 397.6092493534088 expected: 162
predicted: 1361.890419960022 expected: 1054
predicted: 183.54676073789597 expected: 223
predicted: 59.85786905884743 expected: 22
predicted: 1361.890419960022 expected: 3345
predicted: 156.95644056797028 expected: 71
predicted: 507.3979015350342 expected: 862
predicted: 93.51017928123474 expected: 26
predicted: 1237.264790058136 expected: 624
predicted: 102.17511528730392 expected: 24
predicted: 72.37854194641113 expected: 115
predicted: 1361.890419960022 expected: 3131
predicted: 107.87801241874695 expected: 27
predicted: 1361.890419960022 expected: 1116
predicted: 291.30746507644653 expected: 501
predicted: 1237.264790058136 expected: 1380
predicted: 470.07955527305603 expected: 538
predicted: 81.7299475967884 expected: 77
predicted: 308.3802418708801 expected: 270
predicted: 1237.264790058136 expected: 618
predicted: 555.0855638980865 expected: 335
predicted: 440.75201439857483 expected: 550
predicted: 168.88216811418533 expected: 169
predicted: 440.75201439857483 expected: 653
predicted: 84.67825222015381 expected: 21
predicted: 250.9964098930359 expected: 225
predicted: 1361.890419960022 expected: 2192
predicted: 403.0836160182953 expected: 213
predicted: 448.74924778938293 expected: 695
predicted: 65.65746653079987 expected: 23
predicted: 154.0077684521675 expected: 148
predicted: 194.98967796564102 expected: 57
predicted: 93.51017928123474 expected: 42
predicted: 194.98967796564102 expected: 195
predicted: 209.55610650777817 expected: 172
predicted: 523.3226568698883 expected: 220
predicted: 230.25438928604126 expected: 112
predicted: 75.7197956442833 expected: 14
predicted: 397.60929918289185 expected: 314
predicted: 107.87801241874695 expected: 47
predicted: 488.74388575553894 expected: 836
predicted: 448.74924778938293 expected: 375
predicted: 440.75201439857483 expected: 501
predicted: 405.8219952583313 expected: 392
predicted: 448.74924778938293 expected: 824
predicted: 145.16070568561554 expected: 220
predicted: 50.43718174099922 expected: 3
predicted: 282.75129437446594 expected: 307
predicted: 48.50093571841717 expected: 18
predicted: 105.04015484452248 expected: 93
predicted: 367.3838310241699 expected: 180
predicted: 50.43718174099922 expected: 3
predicted: 555.0855638980865 expected: 297
predicted: 523.3226568698883 expected: 576
predicted: 555.0855638980865 expected: 314
predicted: 253.949853181839 expected: 139
predicted: 105.04015484452248 expected: 105
predicted: 367.3838310241699 expected: 231
predicted: 75.7197956442833 expected: 12
predicted: 1237.264790058136 expected: 1026
predicted: 367.3838310241699 expected: 304
predicted: 46.82571832835674 expected: 3
predicted: 403.0836160182953 expected: 335
predicted: 145.16070568561554 expected: 110
predicted: 72.37854194641113 expected: 43
predicted: 133.36021208763123 expected: 113
predicted: 440.75201439857483 expected: 487
predicted: 403.0836160182953 expected: 541
predicted: 271.3142819404602 expected: 114
predicted: 75.7197956442833 expected: 101
predicted: 242.13134622573853 expected: 251
predicted: 1361.890519618988 expected: 1358
predicted: 405.8219952583313 expected: 1031
predicted: 1361.890419960022 expected: 1788
predicted: 248.04540824890137 expected: 137
predicted: 54.679246604442596 expected: 29
predicted: 107.87801241874695 expected: 68
predicted: 507.3979513645172 expected: 442
predicted: 81.7299475967884 expected: 24
predicted: 488.74388575553894 expected: 1129
predicted: 57.13920360803604 expected: 35
predicted: 116.05787086486816 expected: 181
predicted: 555.0855638980865 expected: 894
predicted: 57.13920360803604 expected: 49
predicted: 154.0077684521675 expected: 170
predicted: 194.98967796564102 expected: 196
predicted: 1361.890419960022 expected: 3345
predicted: 107.87801241874695 expected: 24
predicted: 470.07955527305603 expected: 629
predicted: 555.0855638980865 expected: 290
predicted: 470.07955527305603 expected: 342
predicted: 183.54676073789597 expected: 177
predicted: 81.7299475967884 expected: 57
predicted: 1237.264790058136 expected: 707
predicted: 285.6049790382385 expected: 289
predicted: 93.51017928123474 expected: 78
predicted: 403.0836160182953 expected: 530
predicted: 242.13134622573853 expected: 276
predicted: 440.75201439857483 expected: 389
predicted: 96.38490444421768 expected: 173
predicted: 555.0855638980865 expected: 717
predicted: 507.3979513645172 expected: 707
predicted: 555.0855638980865 expected: 440
predicted: 65.65746653079987 expected: 36
predicted: 118.90196335315704 expected: 115
predicted: 177.70988458395004 expected: 437
predicted: 107.87801241874695 expected: 75
predicted: 1361.890419960022 expected: 611
predicted: 84.67825222015381 expected: 17
predicted: 59.85786905884743 expected: 52
predicted: 507.3979513645172 expected: 849
predicted: 438.0862367153168 expected: 230
predicted: 403.0836160182953 expected: 537
predicted: 1361.890419960022 expected: 1645
predicted: 403.0836160182953 expected: 221
predicted: 180.6396962404251 expected: 167
predicted: 438.0862367153168 expected: 274
predicted: 206.62613290548325 expected: 141
predicted: 555.0855638980865 expected: 414
predicted: 59.85786905884743 expected: 32
predicted: 403.0836160182953 expected: 203
predicted: 54.679246604442596 expected: 18
predicted: 242.13134622573853 expected: 212
predicted: 93.51017928123474 expected: 29
predicted: 1361.890419960022 expected: 1665
predicted: 397.6092493534088 expected: 192
predicted: 81.7299475967884 expected: 24
predicted: 248.04540824890137 expected: 175
predicted: 1361.890419960022 expected: 1329
predicted: 523.3226568698883 expected: 261
predicted: 403.0836160182953 expected: 712
predicted: 148.1169518828392 expected: 52
predicted: 397.6092493534088 expected: 157
predicted: 277.0447223186493 expected: 285
predicted: 361.8580901622772 expected: 405
predicted: 367.3838310241699 expected: 452
predicted: 1361.890419960022 expected: 1267
predicted: 59.85786905884743 expected: 50
predicted: 162.86742562055588 expected: 150
predicted: 239.15587830543518 expected: 255
predicted: 68.95200508832932 expected: 18
predicted: 46.82571832835674 expected: 4
predicted: 467.4128806591034 expected: 437
predicted: 59.85786905884743 expected: 24
predicted: 81.7299475967884 expected: 71
predicted: 555.0855638980865 expected: 532
predicted: 507.3979513645172 expected: 729
predicted: 75.7197956442833 expected: 35
predicted: 488.74388575553894 expected: 368
predicted: 46.82571832835674 expected: 12
predicted: 1361.890419960022 expected: 2034
predicted: 470.07955527305603 expected: 391
predicted: 403.0836160182953 expected: 560
predicted: 555.0855638980865 expected: 1011
predicted: 488.74388575553894 expected: 600
predicted: 248.04540824890137 expected: 167
predicted: 59.85786905884743 expected: 34
predicted: 84.67825222015381 expected: 47
predicted: 1361.890419960022 expected: 1148
predicted: 325.45894837379456 expected: 326
predicted: 1361.890419960022 expected: 876
predicted: 48.50093571841717 expected: 10
predicted: 1361.890419960022 expected: 3345
predicted: 448.74924778938293 expected: 993
predicted: 127.52714788913727 expected: 49
predicted: 186.39137643575668 expected: 230
predicted: 470.07955527305603 expected: 679
predicted: 1361.890519618988 expected: 2201
predicted: 209.55610650777817 expected: 202
predicted: 589.4715447425842 expected: 663
predicted: 145.16070568561554 expected: 79
predicted: 359.0711271762848 expected: 214
predicted: 448.74924778938293 expected: 829
predicted: 107.87801241874695 expected: 149
predicted: 403.0836160182953 expected: 729
predicted: 96.38490444421768 expected: 19
predicted: 288.4603080749512 expected: 173
predicted: 438.0862367153168 expected: 240
predicted: 162.86742562055588 expected: 89
predicted: 75.7197956442833 expected: 49
predicted: 440.75201439857483 expected: 228
predicted: 1361.890419960022 expected: 651
predicted: 62.63836666941643 expected: 15
predicted: 133.36021208763123 expected: 61
predicted: 90.6400882601738 expected: 84
predicted: 75.7197956442833 expected: 36
predicted: 154.0077684521675 expected: 101
predicted: 345.143039226532 expected: 184
predicted: 361.85813999176025 expected: 268
predicted: 1361.890419960022 expected: 2910
predicted: 90.6400882601738 expected: 106
predicted: 325.45894837379456 expected: 433
predicted: 1361.890419960022 expected: 1700
predicted: 87.643430352211 expected: 41
predicted: 46.82571832835674 expected: 1
predicted: 440.75201439857483 expected: 520
predicted: 52.505413606762886 expected: 50
predicted: 470.07955527305603 expected: 734
predicted: 65.65746653079987 expected: 45
predicted: 1361.890519618988 expected: 2837
predicted: 90.6400882601738 expected: 23
predicted: 168.88216811418533 expected: 145
predicted: 555.0855638980865 expected: 185
predicted: 57.13920360803604 expected: 42
predicted: 268.44813990592957 expected: 410
predicted: 1361.890419960022 expected: 1622
predicted: 448.74924778938293 expected: 661
predicted: 50.43718174099922 expected: 4
predicted: 345.143039226532 expected: 369
predicted: 308.3802418708801 expected: 221
predicted: 345.143039226532 expected: 234
predicted: 180.6396962404251 expected: 380
predicted: 403.0836160182953 expected: 249
predicted: 48.50093571841717 expected: 25
predicted: 1361.890419960022 expected: 1876
predicted: 308.3802418708801 expected: 241
predicted: 259.779155254364 expected: 334
predicted: 305.53477907180786 expected: 303
predicted: 52.505413606762886 expected: 19
predicted: 1361.890419960022 expected: 1248
predicted: 177.70988458395004 expected: 501
predicted: 470.07955527305603 expected: 328
predicted: 311.22565484046936 expected: 406
predicted: 206.62613290548325 expected: 141
predicted: 177.70988458395004 expected: 408
predicted: 46.82571832835674 expected: 4
predicted: 1361.890419960022 expected: 3147
predicted: 105.04015484452248 expected: 99
predicted: 242.13134622573853 expected: 89
predicted: 102.17511528730392 expected: 61
predicted: 81.7299475967884 expected: 27
predicted: 1361.890519618988 expected: 1088
predicted: 105.0401486158371 expected: 105
predicted: 165.85928744077682 expected: 173
predicted: 1237.264790058136 expected: 1496
predicted: 555.0855638980865 expected: 866
predicted: 523.3227066993713 expected: 399
predicted: 305.53477907180786 expected: 317
predicted: 729.1492164134979 expected: 617
predicted: 72.97393575310707 expected: 172
predicted: 2664.9670791625977 expected: 611
predicted: 217.98988354206085 expected: 269
predicted: 2664.9670791625977 expected: 1095
predicted: 217.98988354206085 expected: 68
predicted: 1.9116307813674212 expected: 5
predicted: 729.1492164134979 expected: 986
predicted: 353.094504237175 expected: 262
predicted: 654.9009945392609 expected: 817
predicted: 400.78570449352264 expected: 197
predicted: 310.2832547426224 expected: 264
predicted: 575.4136011600494 expected: 830
predicted: 2664.9670791625977 expected: 1415
predicted: 570.1147339344025 expected: 134
predicted: 54.90794524550438 expected: 58
predicted: 104.59705239534378 expected: 93
predicted: 856.8355226516724 expected: 830
predicted: 2664.9670791625977 expected: 1207
predicted: 586.0111362934113 expected: 269
predicted: 824.7903814315796 expected: 558
predicted: 2398.8290061950684 expected: 1558
predicted: 78.26259416341782 expected: 37
predicted: 862.1829237937927 expected: 364
predicted: 894.3658933639526 expected: 1020
predicted: 0.034333037212491035 expected: 11
predicted: 644.2975795269012 expected: 225
predicted: 862.1829237937927 expected: 228
predicted: 2398.8290061950684 expected: 1184
predicted: 617.8036420345306 expected: 370
predicted: 88.93743351101875 expected: 68
predicted: 299.61167299747467 expected: 201
predicted: 2664.9670791625977 expected: 1113
predicted: 617.8036420345306 expected: 496
predicted: 88.93743351101875 expected: 43
predicted: 109.65454560518265 expected: 59
predicted: 88.93743351101875 expected: 60
predicted: 114.58580827713013 expected: 78
predicted: 437.8198482990265 expected: 263
predicted: 586.0111362934113 expected: 400
predicted: 2664.9670791625977 expected: 1256
predicted: 88.93743351101875 expected: 23
predicted: 2664.9670791625977 expected: 3345
predicted: 129.37744116783142 expected: 98
predicted: 958.9835710525513 expected: 238
predicted: 144.54904878139496 expected: 69
predicted: 644.2975795269012 expected: 170
predicted: 42.25125966966152 expected: 31
predicted: 154.68035435676575 expected: 102
predicted: 2664.9670791625977 expected: 1070
predicted: 256.3251498937607 expected: 96
predicted: 787.5057697296143 expected: 387
predicted: 67.41127124428749 expected: 25
predicted: 760.9730150699615 expected: 574
predicted: 654.9009945392609 expected: 165
predicted: 723.8452665805817 expected: 765
predicted: 856.8355226516724 expected: 599
predicted: 824.7903814315796 expected: 906
predicted: 124.43872898817062 expected: 71
predicted: 745.0609164237976 expected: 433
predicted: 745.0609164237976 expected: 152
predicted: 180.39794850349426 expected: 116
predicted: 9.775875121355057 expected: 19
predicted: 5.545868214219809 expected: 24
predicted: 154.68035435676575 expected: 97
predicted: 180.39794850349426 expected: 49
predicted: 958.9835710525513 expected: 291
predicted: 2664.9670791625977 expected: 2816
predicted: 644.2975795269012 expected: 152
predicted: 856.8355226516724 expected: 1033
predicted: 824.7903814315796 expected: 740
predicted: 104.59705239534378 expected: 32
predicted: 159.78238266706467 expected: 74
predicted: 958.9835710525513 expected: 453
predicted: 644.2975795269012 expected: 219
predicted: 234.22398030757904 expected: 82
predicted: 267.275203704834 expected: 72
predicted: 83.57305920124054 expected: 109
predicted: 729.1492164134979 expected: 567
predicted: 506.5922086238861 expected: 389
predicted: 104.59705239534378 expected: 70
predicted: 2664.9670791625977 expected: 987
predicted: 2664.9670791625977 expected: 1812
predicted: 862.1829237937927 expected: 169
predicted: 443.10835099220276 expected: 270
predicted: 36.09618489444256 expected: 33
predicted: 207.15667986869812 expected: 75
predicted: 2664.9670791625977 expected: 1424
predicted: 9.775873564183712 expected: 39
predicted: 36.09618489444256 expected: 49
predicted: 42.25125966966152 expected: 141
predicted: 19.44779646396637 expected: 24
predicted: 234.22398030757904 expected: 91
predicted: 369.0308698415756 expected: 101
predicted: 894.3659930229187 expected: 401
predicted: 894.3659930229187 expected: 570
predicted: 239.66189670562744 expected: 106
predicted: 24.579840809106827 expected: 43
predicted: 958.9835710525513 expected: 439
predicted: 2398.8290061950684 expected: 1220
predicted: 88.93743351101875 expected: 82
predicted: -1.1357169467955828 expected: 5
predicted: 862.1829237937927 expected: 314
predicted: 617.8036420345306 expected: 180
predicted: 94.26079192757607 expected: 88
predicted: 2664.9670791625977 expected: 1642
predicted: 729.1492164134979 expected: 417
predicted: 480.13903164863586 expected: 346
predicted: 1.9116307813674212 expected: 10
predicted: 256.3251498937607 expected: 93
predicted: 42.25125966966152 expected: 26
predicted: 169.98612785339355 expected: 41
predicted: 2664.9670791625977 expected: 505
predicted: -1.1357169467955828 expected: 11
predicted: 2664.9670791625977 expected: 929
predicted: 654.9009945392609 expected: 877
predicted: 144.54904878139496 expected: 370
predicted: 0.034333037212491035 expected: 28
predicted: 2664.9670791625977 expected: 1085
predicted: 2398.8290061950684 expected: 654
predicted: 94.26079192757607 expected: 59
predicted: 299.61167299747467 expected: 259
predicted: 591.3099038600922 expected: 165
predicted: -1.1357169467955828 expected: 1
predicted: 19.44779646396637 expected: 26
predicted: 234.22398030757904 expected: 399
predicted: 723.8452665805817 expected: 155
predicted: 288.9866818189621 expected: 158
predicted: 787.5057697296143 expected: 782
predicted: 294.297807097435 expected: 376
predicted: -1.1357169467955828 expected: 1
predicted: 374.32689678668976 expected: 116
predicted: 480.13903164863586 expected: 628
predicted: 2664.9670791625977 expected: 1897
predicted: 196.32223045825958 expected: 76
predicted: 1029.4343876838684 expected: 450
predicted: 443.10835099220276 expected: 272
predicted: 644.2975795269012 expected: 149
predicted: 2398.8290061950684 expected: 1069
predicted: 347.8002960681915 expected: 286
predicted: 288.9866818189621 expected: 526
predicted: 78.26259416341782 expected: 29
predicted: 480.13903164863586 expected: 373
predicted: 234.22398030757904 expected: 481
predicted: 217.98988354206085 expected: 74
predicted: 67.41127124428749 expected: 54
predicted: 245.2215714454651 expected: 102
predicted: -1.1357169467955828 expected: 22
predicted: 2664.9670791625977 expected: 1360
predicted: 787.5057697296143 expected: 324
predicted: 723.8452665805817 expected: 973
predicted: 729.1492164134979 expected: 407
predicted: 363.7094796895981 expected: 317
predicted: 9.775873564183712 expected: 76
predicted: 760.9730150699615 expected: 688
predicted: 61.30791947245598 expected: 44
predicted: 586.0111362934113 expected: 239
predicted: 787.5057697296143 expected: 344
predicted: 760.9729154109955 expected: 688
predicted: 644.2975795269012 expected: 442
predicted: 191.01550263166428 expected: 157
predicted: 2664.9670791625977 expected: 1193
predicted: 119.51222503185272 expected: 102
predicted: 723.8452665805817 expected: 768
predicted: 99.434157371521 expected: 42
predicted: 506.5922086238861 expected: 265
predicted: 78.26259416341782 expected: 15
predicted: 88.93743351101875 expected: 44
predicted: -1.1357169467955828 expected: 1
predicted: 644.2975795269012 expected: 216
predicted: 42.25125966966152 expected: 20
predicted: 958.9835710525513 expected: 308
predicted: 54.90794524550438 expected: 29
predicted: 129.37744116783142 expected: 208
predicted: 272.7173057794571 expected: 99
predicted: 119.51222503185272 expected: 48
predicted: 9.775873564183712 expected: 15
predicted: 729.1492164134979 expected: 630
predicted: 506.5922086238861 expected: 333
predicted: 48.50875894725323 expected: 55
predicted: 94.26079192757607 expected: 52
predicted: 109.65454560518265 expected: 27
predicted: 61.30791947245598 expected: 16
predicted: 958.9835710525513 expected: 472
predicted: 644.2975795269012 expected: 162
predicted: 2664.9670791625977 expected: 1054
predicted: 245.2215714454651 expected: 223
predicted: 19.44779646396637 expected: 22
predicted: 2664.9670791625977 expected: 3345
predicted: 196.32223045825958 expected: 71
predicted: 862.1829237937927 expected: 862
predicted: 83.57306542992592 expected: 26
predicted: 2398.8290061950684 expected: 624
predicted: 99.434157371521 expected: 24
predicted: 42.25125966966152 expected: 115
predicted: 2664.9670791625977 expected: 3131
predicted: 109.65454560518265 expected: 27
predicted: 2664.9670791625977 expected: 1116
predicted: 443.10835099220276 expected: 501
predicted: 2398.8290061950684 expected: 1380
predicted: 787.5057697296143 expected: 538
predicted: 61.30791947245598 expected: 77
predicted: 474.84843611717224 expected: 270
predicted: 2398.8290061950684 expected: 618
predicted: 958.9835710525513 expected: 335
predicted: 729.1492164134979 expected: 550
predicted: 217.98988354206085 expected: 169
predicted: 729.1492164134979 expected: 653
predicted: 67.41127124428749 expected: 21
predicted: 369.0308698415756 expected: 225
predicted: 2664.9670791625977 expected: 2192
predicted: 654.9009945392609 expected: 213
predicted: 745.0609164237976 expected: 695
predicted: 29.9462768137455 expected: 23
predicted: 191.01550263166428 expected: 148
predicted: 267.275203704834 expected: 57
predicted: 83.57305920124054 expected: 42
predicted: 267.275203704834 expected: 195
predicted: 294.297807097435 expected: 172
predicted: 894.3658933639526 expected: 220
predicted: 331.7336014509201 expected: 112
predicted: 48.50875894725323 expected: 14
predicted: 644.2975795269012 expected: 314
predicted: 109.6545580625534 expected: 47
predicted: 824.7903814315796 expected: 836
predicted: 745.0609164237976 expected: 375
predicted: 729.1492164134979 expected: 501
predicted: 660.2027518749237 expected: 392
predicted: 745.0609164237976 expected: 824
predicted: 175.0959918498993 expected: 220
predicted: 1.9116307813674212 expected: 3
predicted: 427.2433412075043 expected: 307
predicted: 0.034333037212491035 expected: 18
predicted: 104.59705239534378 expected: 93
predicted: 586.0111362934113 expected: 180
predicted: 1.9116307813674212 expected: 3
predicted: 958.9835710525513 expected: 297
predicted: 894.3658933639526 expected: 576
predicted: 958.9835710525513 expected: 314
predicted: 374.32689678668976 expected: 139
predicted: 104.59705239534378 expected: 105
predicted: 586.0111362934113 expected: 231
predicted: 48.50875894725323 expected: 12
predicted: 2398.8290061950684 expected: 1026
predicted: 586.0111362934113 expected: 304
predicted: -1.1357169467955828 expected: 3
predicted: 654.9009945392609 expected: 335
predicted: 175.0959918498993 expected: 110
predicted: 42.25125966966152 expected: 43
predicted: 154.68035435676575 expected: 113
predicted: 729.1492164134979 expected: 487
predicted: 654.9009945392609 expected: 541
predicted: 406.0772467851639 expected: 114
predicted: 48.50875894725323 expected: 101
predicted: 353.0944793224335 expected: 251
predicted: 2664.9668798446655 expected: 1358
predicted: 660.2027518749237 expected: 1031
predicted: 2664.9670791625977 expected: 1788
predicted: 363.7094796895981 expected: 137
predicted: 9.775873564183712 expected: 29
predicted: 109.65454560518265 expected: 68
predicted: 862.1829237937927 expected: 442
predicted: 61.30791947245598 expected: 24
predicted: 824.7903814315796 expected: 1129
predicted: 14.417039886116982 expected: 35
predicted: 124.43872898817062 expected: 181
predicted: 958.9835710525513 expected: 894
predicted: 14.417039886116982 expected: 49
predicted: 191.01550263166428 expected: 170
predicted: 267.275203704834 expected: 196
predicted: 2664.9670791625977 expected: 3345
predicted: 109.65454560518265 expected: 24
predicted: 787.5057697296143 expected: 629
predicted: 958.9835710525513 expected: 290
predicted: 787.5057697296143 expected: 342
predicted: 245.2215714454651 expected: 177
predicted: 61.30791947245598 expected: 57
predicted: 2398.8290061950684 expected: 707
predicted: 432.53184390068054 expected: 289
predicted: 83.57305920124054 expected: 78
predicted: 654.9009945392609 expected: 530
predicted: 353.094504237175 expected: 276
predicted: 729.1492164134979 expected: 389
predicted: 88.93743351101875 expected: 173
predicted: 958.9835710525513 expected: 717
predicted: 862.1829237937927 expected: 707
predicted: 958.9835710525513 expected: 440
predicted: 29.94627369940281 expected: 36
predicted: 129.37744116783142 expected: 115
predicted: 234.22398030757904 expected: 437
predicted: 109.65454560518265 expected: 75
predicted: 2664.9670791625977 expected: 611
predicted: 67.41127124428749 expected: 17
predicted: 19.44779646396637 expected: 52
predicted: 862.1829237937927 expected: 849
predicted: 723.8452665805817 expected: 230
predicted: 654.9009945392609 expected: 537
predicted: 2664.9670791625977 expected: 1645
predicted: 654.9009945392609 expected: 221
predicted: 239.66189670562744 expected: 167
predicted: 723.8452665805817 expected: 274
predicted: 288.9866818189621 expected: 141
predicted: 958.9835710525513 expected: 414
predicted: 19.44779646396637 expected: 32
predicted: 654.9009945392609 expected: 203
predicted: 9.775873564183712 expected: 18
predicted: 353.094504237175 expected: 212
predicted: 83.57305920124054 expected: 29
predicted: 2664.9670791625977 expected: 1665
predicted: 644.2975795269012 expected: 192
predicted: 61.30791947245598 expected: 24
predicted: 363.7094796895981 expected: 175
predicted: 2664.9670791625977 expected: 1329
predicted: 894.3658933639526 expected: 261
predicted: 654.9009945392609 expected: 712
predicted: 180.39794850349426 expected: 52
predicted: 644.2975795269012 expected: 157
predicted: 416.66033136844635 expected: 285
predicted: 575.4136011600494 expected: 405
predicted: 586.0110864639282 expected: 452
predicted: 2664.9670791625977 expected: 1267
predicted: 19.44779646396637 expected: 50
predicted: 207.15667986869812 expected: 150
predicted: 347.8002960681915 expected: 255
predicted: 36.09618489444256 expected: 18
predicted: -1.1357169467955828 expected: 4
predicted: 782.1978833675385 expected: 437
predicted: 19.44779646396637 expected: 24
predicted: 61.30791947245598 expected: 71
predicted: 958.9835710525513 expected: 532
predicted: 862.1829237937927 expected: 729
predicted: 48.50875894725323 expected: 35
predicted: 824.7903814315796 expected: 368
predicted: -1.1357169467955828 expected: 12
predicted: 2664.9670791625977 expected: 2034
predicted: 787.5057697296143 expected: 391
predicted: 654.9009945392609 expected: 560
predicted: 958.9835710525513 expected: 1011
predicted: 824.7903814315796 expected: 600
predicted: 363.7094796895981 expected: 167
predicted: 19.44779646396637 expected: 34
predicted: 67.41127124428749 expected: 47
predicted: 2664.9670791625977 expected: 1148
predicted: 506.5922086238861 expected: 326
predicted: 2664.9670791625977 expected: 876
predicted: 0.034333037212491035 expected: 10
predicted: 2664.9670791625977 expected: 3345
predicted: 745.0609164237976 expected: 993
predicted: 144.54904878139496 expected: 49
predicted: 250.78122127056122 expected: 230
predicted: 787.5057199001312 expected: 679
predicted: 2664.9668798446655 expected: 2201
predicted: 294.297807097435 expected: 202
predicted: 1029.4343876838684 expected: 663
predicted: 175.0959918498993 expected: 79
predicted: 570.1147339344025 expected: 214
predicted: 745.0609164237976 expected: 829
predicted: 109.65454560518265 expected: 149
predicted: 654.9009945392609 expected: 729
predicted: 88.93743351101875 expected: 19
predicted: 437.8198482990265 expected: 173
predicted: 723.8452665805817 expected: 240
predicted: 207.15667986869812 expected: 89
predicted: 48.50875894725323 expected: 49
predicted: 729.1492164134979 expected: 228
predicted: 2664.9670791625977 expected: 651
predicted: 24.579840809106827 expected: 15
predicted: 154.68035435676575 expected: 61
predicted: 78.26259416341782 expected: 84
predicted: 48.50875894725323 expected: 36
predicted: 191.01550263166428 expected: 101
predicted: 543.6330544948578 expected: 184
predicted: 575.4136011600494 expected: 268
predicted: 2664.9670791625977 expected: 2910
predicted: 78.26259416341782 expected: 106
predicted: 506.5922086238861 expected: 433
predicted: 2664.9670791625977 expected: 1700
predicted: 72.97393575310707 expected: 41
predicted: -1.1357169467955828 expected: 1
predicted: 729.1492164134979 expected: 520
predicted: 5.545867824926972 expected: 50
predicted: 787.5057697296143 expected: 734
predicted: 29.94627369940281 expected: 45
predicted: 2664.9668798446655 expected: 2837
predicted: 78.26259416341782 expected: 23
predicted: 217.98988354206085 expected: 145
predicted: 958.9835710525513 expected: 185
predicted: 14.417039886116982 expected: 42
predicted: 400.78570449352264 expected: 410
predicted: 2664.9670791625977 expected: 1622
predicted: 745.0609164237976 expected: 661
predicted: 1.9116307813674212 expected: 4
predicted: 543.6330544948578 expected: 369
predicted: 474.84843611717224 expected: 221
predicted: 543.6330544948578 expected: 234
predicted: 239.66189670562744 expected: 380
predicted: 654.9009945392609 expected: 249
predicted: 0.034333037212491035 expected: 25
predicted: 2664.9670791625977 expected: 1876
predicted: 474.84843611717224 expected: 241
predicted: 384.9105793237686 expected: 334
predicted: 469.5578405857086 expected: 303
predicted: 5.545867824926972 expected: 19
predicted: 2664.9670791625977 expected: 1248
predicted: 234.22398030757904 expected: 501
predicted: 787.5057697296143 expected: 328
predicted: 480.13903164863586 expected: 406
predicted: 288.9866818189621 expected: 141
predicted: 234.22398030757904 expected: 408
predicted: -1.1357169467955828 expected: 4
predicted: 2664.9670791625977 expected: 3147
predicted: 104.59705239534378 expected: 99
predicted: 353.094504237175 expected: 89
predicted: 99.434157371521 expected: 61
predicted: 61.3079132437706 expected: 27
predicted: 2664.9668798446655 expected: 1088
predicted: 104.59705862402916 expected: 105
predicted: 212.58477985858917 expected: 173
predicted: 2398.8288068771362 expected: 1496
predicted: 958.9834713935852 expected: 866
predicted: 894.3657937049866 expected: 399
predicted: 469.5578405857086 expected: 317