task2-data-info.txt

Total: 5031
Train: 4000
Num of features: 410
Num of zero features: 0
Num of one_zero features: 129
Num of nominal features: 249
Num of numeric features: 32
Trying to find more nominal features:
Numeric feature: 0
Number of distinct values: 43
[-0.36047   -0.33667   -0.31286   -0.28905   -0.26524   -0.24143   -0.21762
 -0.19381   -0.17      -0.14619   -0.12238   -0.09857   -0.07476   -0.050951
 -0.027141  -0.0033317  0.020478   0.044287   0.068097   0.091906   0.11572
  0.13953    0.16333    0.18714    0.21095    0.23476    0.25857    0.28238
  0.30619    0.33       0.35381    0.37762    0.40143    0.42524    0.44905
  0.47286    0.49667    0.52048    0.54429    0.5681     0.59191    0.61572
  0.63953  ]
Numeric feature: 11
Number of distinct values: 48
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 -0.31009   -0.28968   -0.26927   -0.24887   -0.22846   -0.20805   -0.18764
 -0.16723   -0.14682   -0.12642   -0.10601   -0.0856    -0.065192  -0.044784
 -0.024375  -0.0039672  0.016441   0.036849   0.057257   0.077665   0.098074
  0.11848    0.13889    0.1593     0.17971    0.20011    0.22052    0.24093
  0.26134    0.28175    0.30216    0.32256    0.34297    0.36338    0.38379
  0.4042     0.4246     0.44501    0.46542    0.48583    0.54705  ]
Numeric feature: 12
Number of distinct values: 77
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  -1.85330000e-01  -1.80910000e-01  -1.72060000e-01  -1.63210000e-01
  -1.54360000e-01  -1.45510000e-01  -1.36660000e-01  -1.27810000e-01
  -1.18960000e-01  -1.10110000e-01  -1.01260000e-01  -9.24120000e-02
  -8.79870000e-02  -8.35620000e-02  -7.47130000e-02  -6.58630000e-02
  -5.70140000e-02  -4.81640000e-02  -3.93150000e-02  -3.04650000e-02
  -2.16160000e-02  -1.27660000e-02  -3.91640000e-03   5.08350000e-04
   4.93310000e-03   1.37830000e-02   2.26320000e-02   3.14820000e-02
   4.03310000e-02   4.91810000e-02   5.80300000e-02   6.68800000e-02
   7.57300000e-02   8.45790000e-02   8.90040000e-02   9.34290000e-02
   1.02280000e-01   1.11130000e-01   1.19980000e-01   1.28830000e-01
   1.37680000e-01   1.46530000e-01   1.55380000e-01   1.64230000e-01
   1.73070000e-01   1.81920000e-01   1.90770000e-01   1.99620000e-01
   2.08470000e-01   2.17320000e-01   2.26170000e-01   2.35020000e-01
   2.43870000e-01   2.52720000e-01   2.57150000e-01   2.61570000e-01
   2.70420000e-01   2.79270000e-01   2.88120000e-01   2.96970000e-01
   3.05820000e-01   3.14670000e-01   3.32370000e-01   3.58920000e-01
   3.76610000e-01   3.85460000e-01   4.20860000e-01   4.29710000e-01
   4.65110000e-01   5.53610000e-01   5.97850000e-01   6.86350000e-01
   7.74840000e-01]
Numeric feature: 13
Number of distinct values: 1037
[-0.24035 -0.19503 -0.17166 ...,  0.5675   0.62611  0.75965]
Numeric feature: 55
Number of distinct values: 14
[-0.56381  -0.48689  -0.40997  -0.33304  -0.25612  -0.1792   -0.10227
 -0.025351  0.051573  0.1285    0.20542   0.28234   0.35926   0.43619 ]
Numeric feature: 379
Number of distinct values: 162
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 -0.27346   -0.26699   -0.26375   -0.25728   -0.25404   -0.24757   -0.24434
 -0.2411    -0.23786   -0.23463   -0.23139   -0.22816   -0.22492   -0.22168
 -0.21845   -0.21521   -0.21197   -0.20874   -0.20227   -0.19903   -0.19256
 -0.18932   -0.18285   -0.17961   -0.17314   -0.1699    -0.16343   -0.15696
 -0.15372   -0.14725   -0.14401   -0.13754   -0.1343    -0.12783   -0.1246
 -0.11812   -0.11489   -0.10841   -0.10518   -0.10194   -0.098705  -0.095469
 -0.092233  -0.088996  -0.08576   -0.082524  -0.079288  -0.072815  -0.069579
 -0.05987   -0.053398  -0.050161  -0.040453  -0.030744  -0.021035  -0.011327
 -0.0016178  0.0080909  0.0178     0.027508   0.037217   0.046926   0.050162
  0.056635   0.059871   0.066343   0.076052   0.082525   0.085761   0.088997
  0.092233   0.09547    0.098706   0.10194    0.10518    0.11165    0.11489
  0.12136    0.1246     0.13107    0.1343     0.14078    0.14401    0.15049
  0.15372    0.16019    0.16667    0.1699     0.17638    0.17961    0.18608
  0.18932    0.19579    0.19903    0.2055     0.20874    0.21197    0.21521
  0.21845    0.22492    0.22816    0.23463    0.23786    0.24434    0.25405
  0.26375    0.27023    0.27346    0.28317    0.29288    0.30259    0.3123
  0.32201    0.33172    0.34142    0.35113    0.36084    0.37055    0.38026
  0.38997    0.39968    0.40615    0.40939    0.41586    0.41909    0.42233
  0.42557    0.4288     0.43528    0.43851    0.44498    0.44822    0.45469
  0.45793    0.4644     0.46764    0.47411    0.47735    0.48382    0.49029
  0.50971    0.51295    0.51942    0.52265    0.53884    0.55825    0.56149
  0.56796    0.58738    0.59709    0.61651    0.62621    0.63592    0.65534
  0.67476  ]
Numeric feature: 380
Number of distinct values: 37
[-0.3345    -0.307     -0.2795    -0.252     -0.2245    -0.1945    -0.167
 -0.1395    -0.112     -0.084502  -0.057002  -0.029502  -0.0020016
  0.025498   0.055498   0.082998   0.1105     0.138      0.1655     0.193
  0.2205     0.248      0.2755     0.3055     0.333      0.3605     0.388
  0.4155     0.443      0.4705     0.498      0.5255     0.5555     0.583
  0.6105     0.638      0.6655   ]
Numeric feature: 381
Number of distinct values: 9
[ 1.   1.5  2.   2.5  3.   3.5  4.   4.5  5. ]
Numeric feature: 382
Number of distinct values: 213
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  -1.26420000e-01  -1.22810000e-01  -1.19200000e-01  -1.15590000e-01
  -1.11980000e-01  -1.08370000e-01  -1.04760000e-01  -1.01150000e-01
  -9.75430000e-02  -9.39320000e-02  -9.03220000e-02  -8.67120000e-02
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  -5.42210000e-02  -5.06110000e-02  -4.70010000e-02  -4.33910000e-02
  -3.97810000e-02  -3.61710000e-02  -3.25610000e-02  -2.89500000e-02
  -2.53400000e-02  -2.17300000e-02  -1.81200000e-02  -1.45100000e-02
  -1.09000000e-02  -7.28980000e-03  -3.67970000e-03  -6.96050000e-05
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   1.79810000e-02   2.15910000e-02   2.52010000e-02   2.88110000e-02
   3.24210000e-02   3.60310000e-02   3.96420000e-02   4.32520000e-02
   4.68620000e-02   5.04720000e-02   5.40820000e-02   5.76920000e-02
   6.13020000e-02   6.49120000e-02   6.85220000e-02   7.21330000e-02
   7.57430000e-02   7.93530000e-02   8.29630000e-02   8.65730000e-02
   9.01830000e-02   9.37930000e-02   9.74030000e-02   1.01010000e-01
   1.04620000e-01   1.08230000e-01   1.11840000e-01   1.15450000e-01
   1.19060000e-01   1.22670000e-01   1.26280000e-01   1.29890000e-01
   1.33500000e-01   1.37110000e-01   1.40720000e-01   1.44330000e-01
   1.47940000e-01   1.51550000e-01   1.55170000e-01   1.58780000e-01
   1.62390000e-01   1.66000000e-01   1.69610000e-01   1.73220000e-01
   1.76830000e-01   1.80440000e-01   1.84050000e-01   1.87660000e-01
   1.91270000e-01   1.94880000e-01   1.98490000e-01   2.02100000e-01
   2.05710000e-01   2.09320000e-01   2.12930000e-01   2.16540000e-01
   2.20150000e-01   2.23760000e-01   2.27370000e-01   2.30980000e-01
   2.34590000e-01   2.38200000e-01   2.41810000e-01   2.45420000e-01
   2.49030000e-01   2.52640000e-01   2.56250000e-01   2.59860000e-01
   2.63470000e-01   2.67080000e-01   2.70690000e-01   2.74300000e-01
   2.77910000e-01   2.81520000e-01   2.85130000e-01   2.88740000e-01
   2.92350000e-01   2.95960000e-01   2.99570000e-01   3.03180000e-01
   3.06790000e-01   3.10400000e-01   3.14010000e-01   3.17620000e-01
   3.21230000e-01   3.24840000e-01   3.28450000e-01   3.32060000e-01
   3.35670000e-01   3.39280000e-01   3.42890000e-01   3.46500000e-01
   3.50110000e-01   3.53720000e-01   3.57330000e-01   3.60940000e-01
   3.64550000e-01   3.68160000e-01   3.71770000e-01   3.75380000e-01
   3.78990000e-01   3.86210000e-01   3.89820000e-01   3.93430000e-01
   3.97040000e-01   4.04260000e-01   4.07870000e-01   4.11480000e-01
   4.15090000e-01   4.18700000e-01   4.22310000e-01   4.25920000e-01
   4.29530000e-01   4.33140000e-01   4.36750000e-01   4.40360000e-01
   4.43970000e-01   4.51190000e-01   4.54800000e-01   4.62020000e-01
   4.65630000e-01   4.69240000e-01   4.72850000e-01   4.76460000e-01
   4.80070000e-01   4.83680000e-01   4.87300000e-01   4.90910000e-01
   4.94520000e-01   4.98130000e-01   5.01740000e-01   5.05350000e-01
   5.12570000e-01   5.16180000e-01   5.19790000e-01   5.23400000e-01
   5.27010000e-01   5.30620000e-01   5.34230000e-01   5.37840000e-01
   5.45060000e-01   5.48670000e-01   5.52280000e-01   5.55890000e-01
   5.59500000e-01   5.63110000e-01   5.66720000e-01   5.73940000e-01
   5.77550000e-01   5.84770000e-01   5.91990000e-01   5.95600000e-01
   5.99210000e-01   6.06430000e-01   6.10040000e-01   6.17260000e-01
   6.20870000e-01   6.24480000e-01   6.49750000e-01   7.18340000e-01
   7.50830000e-01   7.54440000e-01   7.58050000e-01   7.68880000e-01
   8.44700000e-01]
Numeric feature: 383
Number of distinct values: 213
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  -6.78760000e-02  -6.46290000e-02  -6.13820000e-02  -5.81360000e-02
  -5.48890000e-02  -5.16420000e-02  -4.83950000e-02  -4.19020000e-02
  -3.86550000e-02  -3.54080000e-02  -3.21620000e-02  -2.89150000e-02
  -2.56680000e-02  -2.24210000e-02  -1.91750000e-02  -1.59280000e-02
  -9.43440000e-03  -6.18760000e-03  -2.94090000e-03   3.05900000e-04
   3.55260000e-03   6.79940000e-03   1.00460000e-02   1.32930000e-02
   1.65400000e-02   2.30330000e-02   2.62800000e-02   2.95270000e-02
   3.27730000e-02   3.60200000e-02   3.92670000e-02   4.25140000e-02
   4.57600000e-02   4.90070000e-02   5.55010000e-02   5.87470000e-02
   6.19940000e-02   6.52410000e-02   6.84880000e-02   7.17340000e-02
   7.49810000e-02   7.82280000e-02   8.14750000e-02   8.79680000e-02
   9.12150000e-02   9.44620000e-02   9.77080000e-02   1.00960000e-01
   1.04200000e-01   1.07450000e-01   1.10700000e-01   1.13940000e-01
   1.20440000e-01   1.23680000e-01   1.26930000e-01   1.30180000e-01
   1.33420000e-01   1.36670000e-01   1.39920000e-01   1.43160000e-01
   1.46410000e-01   1.52900000e-01   1.56150000e-01   1.59400000e-01
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   2.21090000e-01   2.24330000e-01   2.27580000e-01   2.30830000e-01
   2.34070000e-01   2.37320000e-01   2.40570000e-01   2.43810000e-01
   2.50310000e-01   2.53550000e-01   2.56800000e-01   2.60050000e-01
   2.63290000e-01   2.66540000e-01   2.69790000e-01   2.73030000e-01
   2.76280000e-01   2.82770000e-01   2.86020000e-01   2.89270000e-01
   2.92510000e-01   2.95760000e-01   2.99010000e-01   3.02250000e-01
   3.05500000e-01   3.08750000e-01   3.15240000e-01   3.18490000e-01
   3.21730000e-01   3.24980000e-01   3.28230000e-01   3.31470000e-01
   3.34720000e-01   3.37970000e-01   3.41210000e-01   3.47710000e-01
   3.50960000e-01   3.54200000e-01   3.57450000e-01   3.60700000e-01
   3.63940000e-01   3.67190000e-01   3.70440000e-01   3.73680000e-01
   3.80180000e-01   3.86670000e-01   3.89920000e-01   3.93160000e-01
   3.96410000e-01   4.02900000e-01   4.06150000e-01   4.12640000e-01
   4.15890000e-01   4.19140000e-01   4.22380000e-01   4.25630000e-01
   4.28880000e-01   4.32120000e-01   4.35370000e-01   4.38620000e-01
   4.45110000e-01   4.51600000e-01   4.54850000e-01   4.61340000e-01
   4.64590000e-01   4.67840000e-01   4.71090000e-01   4.77580000e-01
   4.80830000e-01   4.84070000e-01   4.87320000e-01   4.90570000e-01
   4.93810000e-01   4.97060000e-01   5.00310000e-01   5.03550000e-01
   5.13290000e-01   5.16540000e-01   5.19790000e-01   5.23030000e-01
   5.26280000e-01   5.29530000e-01   5.32770000e-01   5.36020000e-01
   5.45760000e-01   5.49010000e-01   5.52250000e-01   5.55500000e-01
   5.58750000e-01   5.61990000e-01   5.65240000e-01   5.74980000e-01
   5.78230000e-01   5.84720000e-01   5.91210000e-01   5.94460000e-01
   5.97710000e-01   6.07450000e-01   6.10700000e-01   6.17190000e-01
   6.20440000e-01   6.23680000e-01   6.49660000e-01   7.17840000e-01
   7.50310000e-01   7.53550000e-01   7.56800000e-01   7.69790000e-01
   8.44460000e-01]
Numeric feature: 384
Number of distinct values: 90
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  0.12198    0.13322    0.14445    0.15569    0.16692    0.17816    0.1894
  0.20063    0.21187    0.2231     0.23434    0.24558    0.25681    0.26805
  0.27928    0.29052    0.30176    0.31299    0.32423    0.33546    0.3467
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  0.43659    0.44782    0.45906    0.4703     0.48153    0.49277    0.504
  0.51524    0.52648    0.53771    0.54895    0.56018    0.57142    0.58265
  0.59389    0.60513    0.61636    0.6276     0.63883    0.65007  ]
Numeric feature: 385
Number of distinct values: 173
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  -1.37220000e-02  -1.03890000e-02  -7.05560000e-03  -3.72230000e-03
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   1.29440000e-02   1.62780000e-02   1.96110000e-02   2.29440000e-02
   2.62780000e-02   2.96110000e-02   3.29440000e-02   3.62780000e-02
   3.96110000e-02   4.29440000e-02   4.62780000e-02   4.96110000e-02
   5.29440000e-02   5.62780000e-02   5.96110000e-02   6.29440000e-02
   6.62780000e-02   6.96110000e-02   7.29440000e-02   7.62780000e-02
   7.96110000e-02   8.29440000e-02   8.62780000e-02   8.96110000e-02
   9.29440000e-02   9.62780000e-02   9.96110000e-02   1.02940000e-01
   1.06280000e-01   1.09610000e-01   1.12940000e-01   1.16280000e-01
   1.19610000e-01   1.22940000e-01   1.26280000e-01   1.29610000e-01
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Number of distinct values: 38
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Number of distinct values: 32
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Numeric feature: 388
Number of distinct values: 32
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Number of distinct values: 43
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Number of distinct values: 35
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Numeric feature: 391
Number of distinct values: 25
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Number of distinct values: 22
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Numeric feature: 393
Number of distinct values: 21
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Numeric feature: 394
Number of distinct values: 30
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Number of distinct values: 23
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Numeric feature: 396
Number of distinct values: 41
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Numeric feature: 397
Number of distinct values: 41
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Number of distinct values: 46
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Number of distinct values: 21
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Numeric feature: 401
Number of distinct values: 27
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Number of distinct values: 38
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Numeric feature: 403
Number of distinct values: 21
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Numeric feature: 404
Number of distinct values: 9
[   0.    12.5   25.    37.5   50.    62.5   75.    87.5  100. ]
Numeric feature: 405
Number of distinct values: 4
[   0.     33.33   66.67  100.  ]
Numeric feature: 406
Number of distinct values: 25
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List of numeric features: [0, 11, 12, 13, 55, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 401, 402, 403, 404, 405, 406]