test

preprocessed_slump.csv

@@ -1,104 +1,104 @@
-PC1,PC2,PC3,PC4,PC5,PC6,PC7,PC8,PC9
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--2.9633475875613016,-0.09016504574211004,-0.3226746438221685,-0.2551634503442089,-0.38328077593361454,-0.8018012282086637,0.24066419805700015,-0.008982993428851602,0.04389886187505412
--2.7434047234825916,-0.20060405898709285,-0.48059045133307854,-0.21213159664277775,-0.38539188655545403,-0.6123632380943866,0.6227432599051382,0.030157885611546347,0.04427371066368468
--2.182435367511935,0.016153561664548823,-0.7759046864092047,-0.18513467701683478,-0.9544685982685853,-0.4837728008801939,0.44991510058199863,-0.15025392281235894,0.03752688868648002
--1.5070503173210024,0.6309602338914037,-0.5181343190944782,0.1627688831075308,-1.5577087198191797,-1.0183619779731856,-0.633191095196892,-0.4023689316061492,0.05152803712930451
-2.0394695455172793,-2.3210293657925907,-0.33417997789792453,0.767695220493612,-1.3020809068207706,0.818049167997929,-0.4790724518786016,-0.09457916984365147,0.10865489001487343
--3.082666482051074,0.2899454276900205,0.5972748822510128,-0.04174993433861241,-1.1782714922132542,-1.0605367868141022,0.35348217110804503,-0.06991046016556454,0.041748069324393684
--3.0556873750951508,0.23168853697973024,0.6060313955452855,-0.01668147446379505,-1.1377289328022573,-1.053690593954399,0.32250719487307816,-0.054338099849200704,0.043672953449954977
--2.518255404747423,0.22317448712934457,0.5439718082022114,0.061388372697415726,-1.4392568913751282,-1.0473917355307913,-0.097977028331093,-0.1183628914096138,0.04863232076860755
--0.5242624607160631,-0.6533812914516228,-0.5993990150528662,0.12213697907472593,-1.698773220792627,0.10408712953024796,0.7356040296435801,-0.20682328809185802,0.049887455078630384
-2.018148256390538,-2.247450604138129,-0.38731124967530683,0.8446848464363145,-1.1911326432853129,0.7617556193330883,-0.5146703558225784,-0.06447072383996187,0.11192168439458722
--2.769368487551045,-1.0811468517577518,1.4835152019554962,-0.25493581771920915,-1.021343013172367,-0.6282596187990284,-0.007437963501538432,0.0912396794496826,0.05505045964561316
--2.730057187381357,-1.0948543993755975,1.507565607464878,-0.19895362337918163,-1.0032215517128247,-0.6573513249043347,-0.006810997424956767,0.10394332416523266,0.0570120152470251
--2.4500702276964255,-1.2788481582932514,1.4978836836020932,-0.2069884696608784,-1.04007090703043,-0.636042291867565,-0.2626820927212999,0.10741738639773764,0.060001694387893725
--0.4293250309531384,-2.322402410548768,0.3485213717839372,-0.21298846609817243,-1.2772203886384554,0.6495087953641063,0.6792883699243012,0.017587668851121854,0.05873142331599749
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+Cement,Slag,Fly ash,Water,SP,Coarse Aggr.,Fine Aggr.,FLOW(cm),Compressive Strength (28-day)(Mpa)
+273,82,105,210,9,904,680,62,34.99
+163,149,191,180,12,843,746,20,41.14
+162,148,191,179,16,840,743,20,41.81
+162,148,190,179,19,838,741,21.5,42.08
+154,112,144,220,10,923,658,64,26.82
+147,89,115,202,9,860,829,55,25.21
+152,139,178,168,18,944,695,20,38.86
+145,0,227,240,6,750,853,58.5,36.59
+152,0,237,204,6,785,892,51,32.71
+304,0,140,214,6,895,722,51,38.46
+145,106,136,208,10,751,883,61,26.02
+148,109,139,193,7,768,902,58,28.03
+142,130,167,215,6,735,836,67,31.37
+354,0,0,234,6,959,691,54,33.91
+374,0,0,190,7,1013,730,42.5,32.44
+159,116,149,175,15,953,720,54.5,34.05
+153,0,239,200,6,1002,684,35,28.29
+295,106,136,206,11,750,766,68.5,41.01
+310,0,143,168,10,914,804,48.2,49.3
+296,97,0,219,9,932,685,48.5,29.23
+305,100,0,196,10,959,705,49,29.77
+310,0,143,218,10,787,804,46,36.19
+148,180,0,183,11,972,757,20,18.52
+146,178,0,192,11,961,749,46,17.19
+142,130,167,174,11,883,785,20,36.72
+140,128,164,183,12,871,775,53,33.38
+308,111,142,217,10,783,686,70,42.08
+295,106,136,208,6,871,650,70,39.4
+298,107,137,201,6,878,655,26,41.27
+314,0,161,207,6,851,757,64,41.14
+321,0,164,190,5,870,774,60,45.82
+349,0,178,230,6,785,721,68.5,43.95
+366,0,187,191,7,824,757,62.7,52.65
+274,89,115,202,9,759,827,68,35.52
+137,167,214,226,6,708,757,70,34.45
+275,99,127,184,13,810,790,64.5,43.54
+252,76,97,194,8,835,821,54,33.11
+165,150,0,182,12,1023,729,20,18.26
+158,0,246,174,7,1035,706,43,34.99
+156,0,243,180,11,1022,698,57,33.78
+145,177,227,209,11,752,715,20,35.66
+154,141,181,234,11,797,683,65,33.51
+160,146,188,203,11,829,710,38,33.51
+291,105,0,205,6,859,797,59,27.62
+298,107,0,186,6,879,815,20,30.97
+318,126,0,210,6,861,737,48,31.77
+280,92,118,207,9,883,679,64,37.39
+287,94,121,188,9,904,696,61,43.01
+332,0,170,160,6,900,806,20,58.53
+326,0,167,174,6,884,792,42,52.65
+320,0,163,188,9,866,776,60,45.69
+342,136,0,225,11,770,747,61,32.04
+356,142,0,193,11,801,778,30,36.46
+309,0,142,218,10,912,680,62,38.59
+322,0,149,186,8,951,709,61.5,45.42
+159,193,0,208,12,821,818,50,19.19
+307,110,0,189,10,904,765,40,31.5
+313,124,0,205,11,846,758,49,29.63
+143,131,168,217,6,891,672,69,26.42
+140,128,164,237,6,869,656,65,29.5
+278,0,117,205,9,875,799,48,32.71
+288,0,121,177,7,908,829,48.5,39.93
+299,107,0,210,10,881,745,63,28.29
+291,104,0,231,9,857,725,69,30.43
+265,86,111,195,6,833,790,60,37.39
+159,0,248,175,12,1041,683,51,35.39
+160,0,250,168,12,1049,688,48,37.66
+166,0,260,183,13,859,827,54,40.34
+320,127,164,211,6,721,723,20,46.36
+336,134,0,222,6,756,787,64,31.9
+276,90,116,180,9,870,768,20,44.08
+313,112,0,220,10,794,789,58,28.16
+322,116,0,196,10,818,813,67,29.77
+294,106,136,207,6,747,778,47,41.27
+146,106,137,209,6,875,765,67,27.89
+149,109,139,193,6,892,780,58.5,28.7
+159,0,187,176,11,990,789,39,32.57
+261,78,100,201,9,864,761,63.5,34.18
+140,1.4,198.1,174.9,4.4,1049.9,780.5,31,30.83
+141.1,0.6,209.5,188.8,4.6,996.1,789.2,53,30.43
+140.1,4.2,215.9,193.9,4.7,1049.5,710.1,57,26.42
+140.1,11.8,226.1,207.8,4.9,1020.9,683.8,64,26.28
+160.2,0.3,240,233.5,9.2,781,841.1,75,36.19
+140.2,30.5,239,169.4,5.3,1028.4,742.7,46,36.32
+140.2,44.8,234.9,171.3,5.5,1047.6,704,52.5,33.78
+140.5,61.1,238.9,182.5,5.7,1017.7,681.4,60,30.97
+143.3,91.8,239.8,200.8,6.2,964.8,647.1,55,27.09
+194.3,0.3,240,234.2,8.9,780.6,811.3,78,38.46
+150.4,110.9,239.7,168.1,6.5,1000.2,667.2,27.5,37.92
+150.3,111.4,238.8,167.3,6.5,999.5,670.5,36.5,38.19
+155.4,122.1,240,179.9,6.7,966.8,652.5,41.5,35.52
+165.3,143.2,238.3,200.4,7.1,883.2,652.6,27,32.84
+303.8,0.2,239.8,236.4,8.3,780.1,715.3,78,44.48
+172,162.1,238.5,166,7.4,953.3,641.4,20,41.54
+172.8,158.3,239.5,166.4,7.4,952.6,644.1,20,41.81
+184.3,153.4,239.2,179,7.5,920.2,640.9,20,41.01
+215.6,112.9,239,198.7,7.4,884,649.1,64,39.13
+295.3,0,239.9,236.2,8.3,780.3,722.9,77,44.08
+248.3,101,239.1,168.9,7.7,954.2,640.6,20,49.97
+248,101,239.9,169.1,7.7,949.9,644.1,20,50.23
+258.8,88,239.6,175.3,7.6,938.9,646,20,50.5
+297.1,40.9,239.9,194,7.5,908.9,651.8,67,49.17
+348.7,0.1,223.1,208.5,9.6,786.2,758.1,78,48.77