FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches
https://doi.org/10.1109/TVCG.2022.3141040
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13 KiB
13 KiB
1 | fs1 | fs2 | fs3 | fs4 | fs5 | fs6 | fs7 | fs8 | fs9 | fs10 | fs11 | fs12 | fs13 | fs14 | fs15 | class* |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | 29181.50859 | 31473.58398 | 31331.64531 | 23990.34766 | 23877.72461 | 23763.38867 | 28376.73984 | 25882.41563 | 28091.87109 | 25617.45957 | 25482.08867 | 27648.90234 | 25205.64063 | 22785.95703 | 24921.54414 | cylinder |
3 | 42442.20664 | 38505.21094 | 46110.05625 | 46011.9375 | 38259.86328 | 38174.83594 | 41896.9332 | 41799.69922 | 41700.52734 | 45381.20625 | 37724.02344 | 48917.14648 | 41284.40508 | 41175.35898 | 37331.15625 | cylinder |
4 | 67635.42188 | 73563.49688 | 79350.975 | 71923.89531 | 71120.21641 | 76720.77656 | 69545.78125 | 75027.63281 | 74199.52969 | 67268.46758 | 66532.01328 | 65806.88555 | 59175.55078 | 64390.48945 | 63698.87734 | cylinder |
5 | 79.68837242 | 67.30831451 | 61.07774734 | 67.06024551 | 66.93238831 | 60.72903061 | 60.60802841 | 60.48458481 | 66.39453201 | 60.23019028 | 66.10910034 | 65.96208763 | 65.81221733 | 65.65933838 | 65.50349693 | cylinder |
6 | 527351.025 | 522035.4375 | 516748.425 | 426238.2813 | 421872.1875 | 501026.5125 | 413187.5938 | 490641.3 | 404561.4063 | 480322.5375 | 435588.5531 | 430897.3625 | 387475.9063 | 459892.575 | 379030.4063 | cylinder |
7 | 13079.89063 | 12945.69336 | 14093.21826 | 12678.78711 | 12545.98145 | 12413.60254 | 15966.11758 | 13365.09775 | 12019.00977 | 13077.24795 | 12934.17168 | 11628.87598 | 11500.06348 | 14783.60254 | 12369.23145 | cylinder |
8 | 36558.20781 | 32874.16016 | 35770.2748 | 45034.25391 | 31821.06055 | 31479.41992 | 34256.57813 | 33890.82598 | 30481.83984 | 30158.23633 | 32822.84844 | 32476.24531 | 29212.91016 | 31796.57207 | 34323.52734 | cylinder |
9 | 211355.5 | 253365.45 | 210915.5156 | 231757.1953 | 210456.3281 | 252262.8375 | 230974.3391 | 251674.95 | 272319.3281 | 230139.9375 | 229849.6063 | 229552.9328 | 229250.2781 | 249753.7688 | 207840.9844 | cylinder |
10 | 428927.9719 | 326361.3438 | 355100.3844 | 415111.6531 | 347441.7375 | 343681.0094 | 339966.0688 | 336297.6375 | 332675.1313 | 359017.275 | 325568.7875 | 322084.2281 | 289677.1563 | 286590.8438 | 283544.1563 | cylinder |
11 | 89159.08594 | 106092.8719 | 87657.57813 | 86899.83594 | 111979.2273 | 93909.05391 | 109982.7523 | 92211.87422 | 91358.01641 | 82273.72656 | 105940.0367 | 88779.63359 | 87915.77266 | 94964.01563 | 78348.95313 | cylinder |
12 | 10446888 | 12478665.6 | 11385012.1 | 14420345.8 | 10249580 | 10198003 | 11160063.2 | 10092086 | 10037726 | 10980666.4 | 12904011.9 | 13816527.2 | 9810754 | 10726735.8 | 11629705.2 | disk |
13 | 3371904.8 | 3047957.25 | 3333252.725 | 3313400.475 | 3592575.6 | 3272627.05 | 2956087.75 | 3230398.6 | 2917030.75 | 3476393.4 | 3739600.8 | 3427071.6 | 3401783.4 | 2813397.75 | 2791621.75 | disk |
14 | 1075306.575 | 890938.1875 | 974268.1438 | 968405.075 | 1049937.675 | 869437.125 | 950215.75 | 858135.875 | 937581.6313 | 846463.125 | 1008583.05 | 1084736.25 | 911068.4688 | 904178.2063 | 897182.275 | disk |
15 | 1823618.775 | 1813882.675 | 1967965.65 | 1793875.875 | 1945745.85 | 1934336.7 | 1762496.313 | 2070150.063 | 1740643.575 | 1886650.8 | 1718023.588 | 2016681.55 | 1848683.4 | 1529664.375 | 1822294.2 | disk |
16 | 3136487.75 | 3116240 | 3095642.5 | 3689627.1 | 3358721.85 | 3031716.5 | 3310661.2 | 3286029.45 | 3260995.1 | 3823842.75 | 3209713.1 | 2894053.75 | 3443773.8 | 3129717.525 | 3102225.5 | disk |
17 | 15830311.2 | 15764455.3 | 17124354 | 14208115 | 14144782 | 15488279.4 | 15415967.6 | 13947566 | 16655268 | 13809962 | 17861067.9 | 15034039.9 | 13594063 | 14871450 | 13443636 | disk |
18 | 3071872.925 | 2777904.5 | 3039229.325 | 2747703 | 3005421.1 | 2988072.45 | 2700385 | 2952476.175 | 2934221.675 | 2915658.625 | 2896788.675 | 2616005.75 | 2858110.475 | 2838296.45 | 2818169.75 | disk |
19 | 30291021.2 | 32877040.8 | 27255206 | 29821363 | 26962740 | 26812540 | 29325597.4 | 26503938 | 36883697.2 | 26184286 | 26020236 | 28438700.4 | 28251986.4 | 28062047.2 | 25335406 | disk |
20 | 5989092.5 | 6558083.4 | 6527591.95 | 6496524.65 | 6464866.65 | 5847845 | 5817997 | 6366353.95 | 5756637 | 6297624.85 | 6831626.4 | 6226380.05 | 7315231.3 | 6152597.55 | 5558836.5 | disk |
21 | 323094.0938 | 321839.9063 | 352618.1313 | 319259.2188 | 317931.7188 | 316579.0938 | 378241.0875 | 376556.625 | 312366.9063 | 342001.2063 | 309427 | 338708.2531 | 337016.625 | 304813.0313 | 333541.2438 | disk |
22 | 15010603.4 | 12646658.2 | 14880255 | 13673722.8 | 11342232 | 12417582.1 | 12357593.6 | 11178642 | 11122088 | 14383843.5 | 14307614.1 | 10946160 | 14151018.7 | 11905902.8 | 11836672.1 | disk |
23 | 23012589.6 | 17605488 | 17507194 | 17407128 | 17305260 | 18921744.6 | 20515243.2 | 18687521.6 | 21943220 | 16768239 | 16655177 | 18194195.8 | 22992555.6 | 17934758.6 | 19420170 | disk |
24 | 14243453.9 | 11987930.9 | 10838685 | 10778189 | 11788279.8 | 10653974 | 10590239 | 10525416 | 12551370 | 12470894.4 | 11356662.9 | 11280403.2 | 11202898.3 | 12135409.2 | 11044079.2 | disk |
25 | 607010.4563 | 603744.2125 | 545834.125 | 597030.0875 | 647543.325 | 590069.4938 | 586495.8 | 582857.55 | 631804.725 | 627694.875 | 571553.0563 | 619258.4625 | 512442.9375 | 559652.7063 | 656560.2875 | disk |
26 | 3988578 | 4371282.025 | 4354812.825 | 4338016.1 | 4320889.65 | 3912211 | 4285629.15 | 4267487.125 | 4635266.7 | 3845594.75 | 4210944.65 | 4953443.95 | 4550659.5 | 4528503.3 | 4505930.7 | flatellipsoid |
27 | 3705907 | 4802107.7 | 3681707.5 | 4036165.375 | 4022166.5 | 4007893.725 | 4356364.8 | 3616798.5 | 3603028.5 | 3947879.65 | 3574660 | 3916059.675 | 4608718.075 | 3882984.325 | 4217414.7 | flatellipsoid |
28 | 17021430.8 | 16955589.2 | 16888418.8 | 15290856 | 16750103.7 | 18195188.4 | 16606320.5 | 16532354.3 | 16456927.3 | 16380052.7 | 14819751 | 16221920 | 14673275 | 14597940 | 18877565.2 | flatellipsoid |
29 | 50.12840118 | 59.15121498 | 45.42920685 | 49.89154015 | 45.28121948 | 49.72546425 | 49.63988762 | 49.5525486 | 49.4634388 | 58.3493721 | 44.79985046 | 53.65674591 | 49.08883858 | 57.89790001 | 48.89023819 | flatellipsoid |
30 | 1875096.3 | 1867957.05 | 1705620.125 | 1544375.75 | 1691870.95 | 1531630.625 | 1677576.175 | 1670216.625 | 1662719.025 | 1805535.45 | 1647281.35 | 1937402.025 | 1482954.875 | 1623005.175 | 1467822.625 | flatellipsoid |
31 | 19729943.2 | 21441979.2 | 19578856 | 17728220 | 17656082 | 17582530 | 19258272 | 19174168.2 | 17353102 | 19001004 | 18911910.6 | 17110098 | 18728580.2 | 18634290.4 | 20223511.2 | flatellipsoid |
32 | 53423.79375 | 53188.95 | 48537.06602 | 43921.25781 | 48085.44727 | 69604.59375 | 47616.47773 | 43068.46875 | 47129.64609 | 46879.3918 | 50863.13438 | 42149.98047 | 41909.75 | 41665.08594 | 45557.65586 | flatellipsoid |
33 | 14339372 | 17158933.2 | 15683783.5 | 15637622 | 14173203 | 16955384.4 | 14084896 | 19655155.8 | 15392254.9 | 15340167.7 | 13897282 | 15232774.7 | 19316781.4 | 15121060.9 | 15063525.4 | flatellipsoid |
34 | 15023.18232 | 14993.98721 | 13603.79688 | 14933.7418 | 14902.68936 | 16222.95 | 16187.71289 | 14805.77441 | 13429.23438 | 13398.05859 | 17376.14277 | 13333.83984 | 14630.854 | 13267.0459 | 13232.68262 | flatellipsoid |
35 | 14580534.8 | 13424253.6 | 11157362 | 11127249 | 12206152.2 | 12171645.2 | 11033116 | 11000434 | 12063816.6 | 10933077 | 10898386 | 11949279.1 | 10826867 | 11869045.1 | 11827721.4 | flatellipsoid |
36 | 4234639.475 | 3831963 | 3813906.25 | 4554606 | 4154434.625 | 3757650 | 3738185.5 | 3718357.75 | 4807604.425 | 3677587.5 | 4022303.45 | 3998847.6 | 3613594.25 | 3591494.75 | 3925881.575 | flatellipsoid |
37 | 2533334.25 | 2781374.75 | 2775973.475 | 3022315.2 | 3016178.7 | 2508255.5 | 2502922.25 | 2497481.5 | 2741120.525 | 2734885.725 | 2976570.6 | 2722030.575 | 2715408.575 | 2462409.75 | 2701757.575 | flatellipsoid |
38 | 10664.81641 | 10635.91016 | 13788.3167 | 12691.53516 | 11600.09727 | 11565.59551 | 10482.17188 | 12539.40469 | 11457.8084 | 11420.42773 | 10347.51465 | 10312.14258 | 12331.29258 | 11263.2083 | 11221.92715 | flatellipsoid |
39 | 2225750.55 | 2036669.663 | 1848175.375 | 2029237.65 | 1841280.75 | 1837724.25 | 2567734.925 | 1830391.25 | 1826612.875 | 2005034.625 | 1818823.125 | 2177767.5 | 1810709 | 1806530.25 | 1982493.288 | flatellipsoid |
40 | 319566.5688 | 290007.625 | 318437.9 | 317855.8625 | 317261.6906 | 316655.1781 | 316035.5688 | 286730.6563 | 286144 | 342654.6 | 313428.2594 | 312742.2719 | 283675.0313 | 283025.8438 | 310599.9188 | flatellipsoid |
41 | 3966715.8 | 4284439.9 | 3942779.4 | 3930448.5 | 3591379 | 3905030.1 | 3567606.075 | 3555362.25 | 3220795.25 | 3209214 | 3197408.25 | 3185368.75 | 3490393.775 | 3160570.75 | 3777366.9 | flatellipsoid |
42 | 582486.9875 | 569139.6563 | 555992.3875 | 543041.1938 | 530287.2094 | 517731.8438 | 597262.2094 | 582903.5063 | 437534.4375 | 512256.3 | 416431.5 | 487434.6375 | 435797.2094 | 386388.8438 | 376831.2813 | longellipsoid |
43 | 171024.1875 | 201129.375 | 164205.75 | 176901.8797 | 157452.5938 | 184926.525 | 150781 | 147480.9375 | 173048.8875 | 183251.2906 | 137748.0938 | 134566.1563 | 157702.4438 | 128307.6719 | 137758.1648 | longellipsoid |
44 | 52262.23438 | 52249.91797 | 57461.19844 | 57447.04883 | 52211.50781 | 62637.58125 | 57402.69648 | 57387.30078 | 57371.4582 | 62569.38281 | 67763.9168 | 62532.84375 | 57304.44414 | 67702.50703 | 57268.58672 | longellipsoid |
45 | 1226143.013 | 940711.1313 | 1001839.8 | 814858.125 | 874719.175 | 775921.1875 | 832763.525 | 738643.6875 | 864850.575 | 773605.0438 | 892279.4563 | 803988.6 | 654142.4375 | 702697.7375 | 686391.2 | longellipsoid |
46 | 292808.4688 | 321823.5969 | 321552.6531 | 321274.9719 | 320991.3094 | 320701.1156 | 349532.1375 | 320101.4781 | 319791.5875 | 348517.7625 | 319150.7344 | 347803.0875 | 318481.075 | 318135.0563 | 346670.2875 | longellipsoid |
47 | 360282.4375 | 387191.0625 | 378281.7844 | 335979.7188 | 328249.4375 | 320697.625 | 313319.625 | 367334.2875 | 358883.7 | 321408.7594 | 314015.2469 | 306791.6844 | 326983.65 | 266218.5 | 286104.2422 | longellipsoid |
48 | 622379.7125 | 467603.25 | 502397.9469 | 535338.7125 | 479345.7281 | 425678.0625 | 457419.3594 | 487477.2375 | 515913.1656 | 426471.8906 | 378758.0625 | 407019.4219 | 433769.0625 | 353121.4688 | 344955.3125 | longellipsoid |
49 | 1178817.625 | 1151814.5 | 1237847.875 | 1099299.75 | 1181129.813 | 1048674.5 | 1126467.788 | 1199906.775 | 1269147.425 | 1048418.938 | 1023506.619 | 1180835.256 | 975418.4688 | 865694.25 | 1098745.863 | longellipsoid |
50 | 82513.38281 | 80611.73438 | 94504.81875 | 84633.175 | 75166.49219 | 73434.52344 | 71742.67969 | 84107.6625 | 89017.51016 | 73587.37031 | 65356.57031 | 63851.125 | 62380.4375 | 67038.02188 | 71447.99062 | longellipsoid |
51 | 2560393.75 | 2753997.95 | 2448173.75 | 2393849 | 2808625.8 | 2516869.85 | 2236377.25 | 2403932.575 | 2989093.1 | 2293918.413 | 2036346.5 | 2385590.25 | 1940373.75 | 2082917.1 | 2032389.425 | longellipsoid |
52 | 764606.25 | 821679.3063 | 729591.3125 | 854934.975 | 765126.725 | 814797.6 | 729044.3875 | 840996.4063 | 631491.1875 | 739810.125 | 722389.35 | 646738.1938 | 574355.3125 | 617322.9563 | 767828.6 | longellipsoid |
53 | 9373248.5 | 9148307.85 | 8116887 | 8714017.4 | 8504599.4 | 9809424.3 | 7364549.5 | 8625489 | 7015730.5 | 6847921 | 8021283 | 6525078 | 6369860.5 | 6218646.5 | 6071306.5 | longellipsoid |
54 | 3119468.7 | 3301807.6 | 2730109.8 | 3153249.125 | 2370619.5 | 2316840 | 2716872 | 2654585.7 | 2593287.9 | 2110843.5 | 2267694.963 | 2214617.488 | 2359447.65 | 1920401.25 | 2063521.075 | longellipsoid |
55 | 1047875.194 | 930378.4375 | 1181270.594 | 887472.9375 | 1126808.719 | 1100536.044 | 909514.1 | 1130582.513 | 867612.9688 | 847395.5875 | 827654.025 | 808375.15 | 861327.225 | 911379.7063 | 753215.4438 | longellipsoid |
56 | 489836.775 | 399543.0625 | 391047.1563 | 535765.0375 | 411897.9906 | 402956.3313 | 394119 | 385377.4375 | 445217.7844 | 334682.25 | 425051.0875 | 351247.1875 | 311744.9688 | 334679.4344 | 296849.5313 | longellipsoid |
57 | 1827714.625 | 1946346 | 1583361.25 | 1545741.25 | 1659962.013 | 1620606.075 | 1582211.4 | 1404315.5 | 1645287.3 | 1472487.638 | 1437639.913 | 1531215.45 | 1245806.25 | 1216307.125 | 1306245.875 | longellipsoid |
58 | 73.90776825 | 81.29647217 | 88.68477173 | 73.90198517 | 73.89997101 | 73.8979187 | 88.67498474 | 73.8936615 | 73.89144135 | 81.27810135 | 88.66425476 | 88.66139832 | 73.88208008 | 81.26756897 | 73.87706757 | sphere |
59 | 3363239.5 | 3637119.75 | 3574171.425 | 3510740.2 | 3446845.325 | 3382510.725 | 3317760.6 | 2956926.25 | 2897374 | 3121267.875 | 3055114.975 | 3803779.35 | 3187642.8 | 3114669 | 2788039.925 | sphere |
60 | 19.65877762 | 18.02005939 | 21.29584866 | 21.2952486 | 19.65658951 | 16.38000679 | 18.01746616 | 18.01690807 | 16.37848663 | 18.01575623 | 19.65290451 | 16.37686729 | 19.6515564 | 21.28842983 | 18.01263638 | sphere |
61 | 4213349.8 | 5339138.35 | 4176368.625 | 3779396.5 | 4137937.925 | 4492544.4 | 3725468.25 | 4448162.7 | 4056560.75 | 4402087.5 | 3648665.75 | 4354272.6 | 3608082.25 | 3587229 | 3922594.775 | sphere |
62 | 311538.1156 | 305939.3906 | 273003.0938 | 321417.075 | 315194.55 | 257448.8906 | 252210.1094 | 246948.0781 | 241665.2031 | 236364.1094 | 254152.0781 | 248289.4047 | 220377.8438 | 215030.875 | 230647.6563 | sphere |
63 | 187108.5313 | 243188.7859 | 205729.8547 | 224382.0188 | 205636.1656 | 205587.6797 | 186852.7969 | 186806.6406 | 186759.4531 | 242724.5031 | 223994.1188 | 186611.2031 | 186559.5 | 186506.6094 | 223742.9625 | sphere |
64 | 30253.27734 | 30240.78516 | 36273.6 | 30214.92188 | 33221.69727 | 33206.63672 | 36208.62891 | 36191.44219 | 33159.37969 | 36155.8875 | 42160.40664 | 30098.89844 | 30082.86914 | 30066.45313 | 30049.68359 | sphere |
65 | 6721979.4 | 6575489.4 | 7499833.6 | 5234050 | 5110723 | 5485814.4 | 5349583.8 | 5213181.6 | 5076685.35 | 4940177.55 | 5240446.2 | 4667465.55 | 4531434.05 | 3996127.5 | 4260476.275 | sphere |
66 | 67430395.2 | 60250473.6 | 49146002.4 | 43550482.8 | 34938192 | 36848733.6 | 29574600 | 23460532 | 22457529.6 | 19509861.8 | 15404420 | 17423315 | 11711859 | 10312847 | 11022436.8 | sphere |
67 | 9644354.5 | 9497134.9 | 8498733 | 8362551.5 | 8225253.5 | 11321639.7 | 7947489.5 | 7807112.5 | 8432382.75 | 9780698.2 | 8856721.8 | 8684190 | 8510805.6 | 7641928.8 | 6801498.5 | sphere |
68 | 73451136 | 59761512 | 75803171.6 | 62541490 | 60939617.2 | 70124875.6 | 52484472 | 71438248 | 59485958.4 | 57742108.8 | 51335504 | 45223280 | 48161704.8 | 42349924 | 45016439.6 | sphere |
69 | 7818.925684 | 6900.140137 | 6692.75293 | 7783.311914 | 6908.343213 | 6683.109619 | 5871.975098 | 5669.727051 | 6015.862402 | 5796.836182 | 5072.543457 | 4877.202148 | 5620.786523 | 5391.680859 | 4304.59668 | sphere |
70 | 88146.6375 | 73274.21094 | 80397.98594 | 80190.04297 | 94519.11016 | 72509.96875 | 86770.52813 | 72103.39844 | 86272.50938 | 86015.71875 | 71461.35938 | 71238.46094 | 85213.17188 | 77856.73672 | 84650.34375 | sphere |
71 | 4078968.725 | 3132164 | 3126540.25 | 3432873.675 | 4049400.875 | 3730712.4 | 3413080.55 | 3096542.25 | 3708178.5 | 3083618.75 | 3076949.5 | 3377149.6 | 3675815.1 | 3056073.75 | 3048816.75 | sphere |
72 | 706892.3813 | 703595.75 | 763893.975 | 696813.2188 | 693325.6 | 689772.9438 | 686154.0125 | 682467.9813 | 740415.75 | 674892.1438 | 671000.55 | 606398.9375 | 663006.3 | 658902.0625 | 773766.6625 | sphere |
73 | 53447020 | 47632152 | 46670432 | 54844113.6 | 62624167.2 | 43755244 | 47052460.4 | 41791180 | 44884809.2 | 51759583.2 | 38823808 | 37831140 | 47888906 | 39428228.4 | 38335457.6 | sphere |
74 | 1336.275586 | 1109.560669 | 1105.477539 | 1211.443884 | 1206.771301 | 1092.732422 | 1088.313843 | 1517.332031 | 1187.136731 | 1074.531006 | 1390.683569 | 1277.867285 | 1483.899341 | 1160.359546 | 1049.719727 | sphere |
75 | 227448.0313 | 272315.9438 | 249040.9797 | 225860.6094 | 247839.6766 | 224745.4844 | 246587.3266 | 223582.9531 | 267579.9938 | 244608.4953 | 266095.7813 | 265330.4625 | 242503.5594 | 263752.0688 | 219115.2813 | sphere |
76 | 214895568 | 270938033.6 | 201949152 | 234607123.2 | 226906732.8 | 219243494.4 | 193988027.2 | 170043328 | 180157648 | 173323673.6 | 181692460.8 | 145315088 | 153214952 | 146662331.2 | 127449592 | sphere |
77 | 30491903.2 | 30125420.6 | 29754252 | 29378415 | 28997966.8 | 28612958 | 28223430.4 | 27829458.8 | 27431093.8 | 24571290 | 29041648.8 | 23827688 | 25795349.8 | 34604031 | 24953390 | sphere |