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{"sheet":"Log(Binary)9","index":1,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 11:03:24 / End time: 05/27/2023 at 11:34:23 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 2142063955"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.26340194242424197,0.65212120372960403,0.36136970833855342,7.5735147858553425E-2]
[null,"X451",1094,0,1094,0.25439341375291402,0.66890421025641,0.35552789599894269,8.1923846108963097E-2]
[null,"X459.5",1094,0,1094,0.244861807692308,0.68086342797202803,0.3489746097944717,8.6905418617578375E-2]
[null,"X468",1094,0,1094,0.23565481468531499,0.68538467156177196,0.34150629607138711,8.9876114320695089E-2]
[null,"X476.5",1094,0,1094,0.226073601398601,0.67916445664335701,0.33158161500406969,9.0219288307368944E-2]
[null,"X485",1094,0,1094,0.21512721818181799,0.65978952097902099,0.31760292615282398,8.7651414859728494E-2]
[null,"X493.5",1094,0,1094,0.20295184522144499,0.62724471934731896,0.29968530638681828,8.2236896947408752E-2]
[null,"X502",1094,0,1094,0.19047745128205101,0.58382469836829798,0.27933833055211044,7.4443212310818727E-2]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96939994978659294]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",144,69,213,0.676056338028169]
[null,"LOW",70,187,257,0.72762645914396884]
[null,"Total",214,256,470,0.70425531914893613]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
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[null,null,null,null,null," "]
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[null,"ROC Curve(Validation data) (Variable Class):"]
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[null,null,null,null,null,null," "]
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[null,"Area under the curve:",null,0.78131565006119719]

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{"sheet":"Log(Binary)8","index":4,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:52:20 / End time: 05/27/2023 at 11:01:36 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 63421390"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Obs1256","LOW","LOW",9.8252370685269055E-2,0.90174762931473107]
[null,"Obs1314","LOW","HIGH",0.91371391969400273,8.6286080305997298E-2]
[null,"Obs1329","LOW","LOW",6.7975817819529188E-2,0.93202418218047089]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97003968454322698]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",163,74,237,0.68776371308016881]
[null,"LOW",53,180,233,0.77253218884120167]
[null,"Total",216,254,470,0.72978723404255319]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
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[null,null,null,null,null," "]
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[null,"ROC Curve(Validation data) (Variable Class):"]
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[null,null,null,null,null,null," "]
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[null,"Area under the curve:",null,0.79658101084732369]

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{"sheet":"Log(Binary)7","index":7,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:43:30 / End time: 05/27/2023 at 10:51:43 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 635084255"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[]
[]
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[null,"Obs1218","LOW","LOW",4.9359452814104771E-3,0.99506405471858961]
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[null,"Obs1259","LOW","LOW",0.38588791505564768,0.61411208494435221]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96211168490621635]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",148,58,206,0.71844660194174759]
[null,"LOW",45,219,264,0.82954545454545459]
[null,"Total",193,277,470,0.7808510638297872]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84342821418064173]

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{"sheet":"Log(Binary)6","index":10,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:35:15 / End time: 05/27/2023 at 10:43:12 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 883339838"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96347411576586783]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",159,62,221,0.71945701357466063]
[null,"LOW",49,200,249,0.80321285140562249]
[null,"Total",208,262,470,0.7638297872340426]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83737665594504551]

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{"sheet":"Log(Binary)5","index":13,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:24:21 / End time: 05/27/2023 at 10:32:12 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 273203495"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96830135515899662]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",154,70,224,0.6875]
[null,"LOW",56,190,246,0.77235772357723576]
[null,"Total",210,260,470,0.73191489361702122]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.82623765969802665]

{"sheet":"XLSTAT_20230527_102416_1_HID","index":14,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)4","index":16,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:14:14 / End time: 05/27/2023 at 10:22:59 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 930419765"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[]
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[null,"Obs699","HIGH","HIGH",0.9773112773206436,2.2688722679356312E-2]
[null,"Obs724","HIGH","HIGH",0.99952229650150681,4.7770349849308942E-4]
[null,"Obs734","HIGH","HIGH",0.99989215569340695,1.0784430659306877E-4]
[null,"Obs760","HIGH","HIGH",0.92009116219684395,7.9908837803156094E-2]
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[null,"Obs785","HIGH","HIGH",0.99999245374534296,7.5462546570031885E-6]
[null,"Obs795","HIGH","HIGH",0.98773469780106649,1.2265302198933511E-2]
[null,"Obs812","HIGH","HIGH",0.97187567963889021,2.8124320361109765E-2]
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[null,"Obs851","HIGH","HIGH",0.99978668669668469,2.1331330331536644E-4]
[null,"Obs879","HIGH","HIGH",0.77448906810134976,0.22551093189865021]
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[null,"Obs913","HIGH","HIGH",0.99999253590237669,7.4640976234415809E-6]
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[null,"Obs934","HIGH","HIGH",0.99999999259498007,7.4050199805158903E-9]
[null,"Obs953","HIGH","HIGH",0.99602318244767329,3.9768175523267543E-3]
[null,"Obs971","HIGH","HIGH",0.99999999637854597,3.621453999388248E-9]
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[null,"Obs1009","HIGH","HIGH",0.83585712983427929,0.1641428701657206]
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[null,"Obs1029","HIGH","HIGH",0.9412328639778853,5.8767136022114815E-2]
[null,"Obs1057","LOW","LOW",6.1760530635354604E-5,0.99993823946936466]
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[null,"Obs1081","LOW","LOW",1.029973415738936E-4,0.99989700265842607]
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[null,"Obs1112","LOW","LOW",2.5999041545618827E-8,0.99999997400095841]
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[null,"Obs1145","HIGH","HIGH",0.8506384584141089,0.1493615415858911]
[null,"Obs1176","LOW","LOW",1.5499374612828234E-5,0.99998450062538724]
[null,"Obs1186","LOW","LOW",5.5026443215844658E-3,0.99449735567841546]
[null,"Obs1202","LOW","LOW",9.5121543300226472E-2,0.90487845669977351]
[null,"Obs1218","LOW","LOW",2.793684071115044E-6,0.99999720631592881]
[null,"Obs1231","HIGH","HIGH",0.99156467370235724,8.4353262976428391E-3]
[null,"Obs1245","LOW","HIGH",0.57950231390954821,0.42049768609045168]
[null,"Obs1273","LOW","LOW",9.2910512102426054E-2,0.90708948789757382]
[null,"Obs1276","HIGH","HIGH",0.99820930102118588,1.7906989788141767E-3]
[null,"Obs1303","LOW","LOW",3.0557401347090476E-5,0.99996944259865295]
[null,"Obs1319","HIGH","HIGH",0.99995242552801655,4.7574471983583587E-5]
[null,"Obs1329","LOW","LOW",0.24483304593384905,0.75516695406615086]
[null,"Obs1344","LOW","LOW",4.0837559506246704E-8,0.99999995916244055]
[null,"Obs1368","LOW","LOW",9.8597125733451661E-3,0.99014028742665483]
[null,"Obs1371","HIGH","LOW",0.16893696318308801,0.83106303681691207]
[null,"Obs1391","LOW","LOW",8.2334555503164632E-3,0.9917665444496836]
[null,"Obs1423","HIGH","LOW",0.400013696095814,0.59998630390418595]
[null,"Obs1436","HIGH","HIGH",0.99548338341302212,4.5166165869777964E-3]
[null,"Obs1453","HIGH","HIGH",0.95711583446887782,4.2884165531122169E-2]
[null,"Obs1471","LOW","LOW",1.7066469834326069E-5,0.99998293353016565]
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[null,"Obs1493","LOW","LOW",1.4657954703075211E-9,0.99999999853420452]
[null,"Obs1524","LOW","LOW",6.1958973931410526E-2,0.93804102606858952]
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[null,"Obs369","HIGH","LOW",8.9844349375869912E-5,0.99991015565062413]
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[null,"Obs667","HIGH","HIGH",0.99986508537265884,1.3491462734123574E-4]
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[null,"Obs748","HIGH","HIGH",0.99615927558710882,3.8407244128911841E-3]
[null,"Obs815","HIGH","LOW",4.2335269053807224E-2,0.95766473094619275]
[null,"Obs884","HIGH","HIGH",0.99978916363313841,2.1083636686171836E-4]
[null,"Obs896","HIGH","HIGH",0.88913479939758688,0.11086520060241312]
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[null,"Obs996","HIGH","HIGH",0.99997633453989787,2.3665460102084641E-5]
[null,"Obs1047","HIGH","LOW",4.6986223816847228E-4,0.99953013776183164]
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[null,"Obs1098","LOW","LOW",0.10574894914998818,0.89425105085001189]
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[null,"Obs1172","LOW","LOW",0.12335914792030364,0.87664085207969633]
[null,"Obs1215","LOW","LOW",5.0259100888388392E-2,0.94974089911161153]
[null,"Obs1280","LOW","LOW",1.8358077168664294E-13,0.99999999999981637]
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[null,"Obs1376","LOW","LOW",5.7025594707133566E-2,0.94297440529286636]
[null,"Obs1400","HIGH","LOW",1.0231033116132991E-2,0.98976896688386706]
[null,"Obs1426","LOW","LOW",2.5655044717577066E-2,0.97434495528242293]
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[null,"Obs1497","LOW","LOW",1.0161320256091159E-5,0.999989838679744]
[null,"Obs1547","LOW","LOW",4.4748490277189568E-3,0.995525150972281]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97323578967819402]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",149,68,217,0.68663594470046085]
[null,"LOW",55,198,253,0.78260869565217395]
[null,"Total",204,266,470,0.73829787234042554]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.80787235205187646]

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{"sheet":"Log(Binary)3","index":19,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 10:04:40 / End time: 05/27/2023 at 10:12:52 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 986837676"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Obs960","HIGH","HIGH",0.98737552430575515,1.2624475694244793E-2]
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[null,"Obs1015","HIGH","HIGH",0.93744329800423265,6.2556701995767336E-2]
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[null,"Obs1166","HIGH","LOW",6.3044460739491437E-2,0.93695553926050856]
[null,"Obs1183","LOW","HIGH",0.93244633585299297,6.7553664147007128E-2]
[null,"Obs1197","HIGH","HIGH",0.64855473298039978,0.35144526701960016]
[null,"Obs1215","LOW","LOW",8.2283827989853314E-2,0.91771617201014677]
[null,"Obs1228","HIGH","HIGH",0.84899846933638945,0.15100153066361047]
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[null,"Obs1260","HIGH","HIGH",0.6684264819734137,0.3315735180265863]
[null,"Obs1294","HIGH","HIGH",0.99977231474539507,2.276852546049293E-4]
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[null,"Obs1328","LOW","LOW",3.8775711782393356E-2,0.96122428821760653]
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[null,"Obs1372","HIGH","HIGH",0.54928673067105327,0.45071326932894668]
[null,"Obs1375","LOW","LOW",6.2852153229338834E-2,0.9371478467706611]
[null,"Obs1392","HIGH","HIGH",0.75384106966693087,0.24615893033306918]
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[null,"Obs1433","HIGH","LOW",0.34640007150712521,0.65359992849287474]
[null,"Obs1453","HIGH","HIGH",0.73790717331658184,0.26209282668341821]
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[null,"Obs833","HIGH","HIGH",0.99877120181762147,1.2287981823785831E-3]
[null,"Obs875","HIGH","HIGH",0.54064546381242573,0.45935453618757421]
[null,"Obs926","HIGH","HIGH",0.99960920147478372,3.9079852521637824E-4]
[null,"Obs937","HIGH","HIGH",0.99637190267304765,3.6280973269523825E-3]
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[null,"Obs1220","HIGH","LOW",1.0083784257460397E-2,0.98991621574253952]
[null,"Obs1253","HIGH","LOW",0.21094115799734775,0.78905884200265219]
[null,"Obs1311","HIGH","LOW",3.4870522657504864E-2,0.96512947734249499]
[null,"Obs1318","HIGH","HIGH",0.97702174253627561,2.2978257463724523E-2]
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[null,"Obs1551","LOW","HIGH",0.96692238339525616,3.3077616604743731E-2]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.95879076741819358]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",160,52,212,0.75471698113207553]
[null,"LOW",60,198,258,0.76744186046511631]
[null,"Total",220,250,470,0.76170212765957446]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84304153868655873]

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{"sheet":"Log(Binary)2","index":22,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 09:55:21 / End time: 05/27/2023 at 10:04:14 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 552091450"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[]
[]
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[null,"Obs884","HIGH","HIGH",0.99690400670827606,3.0959932917239844E-3]
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[null,"Obs960","HIGH","HIGH",0.82890210838887934,0.17109789161112066]
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[null,"Obs990","HIGH","HIGH",0.99851424943060374,1.4857505693963067E-3]
[null,"Obs1025","HIGH","HIGH",0.99977733484401765,2.2266515598221188E-4]
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[null,"Obs1090","HIGH","LOW",6.0302797564007707E-2,0.93969720243599231]
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[null,"Obs1225","LOW","LOW",4.7588123592605704E-2,0.95241187640739422]
[null,"Obs1239","HIGH","HIGH",0.68111293318750066,0.31888706681249934]
[null,"Obs1253","HIGH","LOW",1.7926037422576768E-2,0.98207396257742319]
[null,"Obs1280","LOW","LOW",1.2647422163770018E-8,0.99999998735257789]
[null,"Obs1281","LOW","LOW",1.3503616975810561E-3,0.99864963830241893]
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[null,"Obs1380","LOW","HIGH",0.58736906544838641,0.41263093455161359]
[null,"Obs1397","LOW","LOW",1.3660110789999416E-2,0.9863398892100006]
[null,"Obs1419","LOW","LOW",3.1111977428690697E-3,0.99688880225713106]
[null,"Obs1431","LOW","LOW",5.7841264457223797E-2,0.94215873554277607]
[null,"Obs1455","HIGH","HIGH",0.61451852110860739,0.38548147889139256]
[null,"Obs1469","LOW","LOW",7.6525939142525252E-5,0.99992347406085758]
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[null,"Obs878","HIGH","HIGH",0.90208256222987659,9.791743777012353E-2]
[null,"Obs886","HIGH","HIGH",0.9908257537286479,9.1742462713520889E-3]
[null,"Obs926","HIGH","HIGH",0.8426683227948093,0.15733167720519062]
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[null,"Obs1147","LOW","HIGH",0.77100181574639193,0.22899818425360804]
[null,"Obs1194","LOW","LOW",1.4013375415412697E-2,0.9859866245845873]
[null,"Obs1272","LOW","LOW",0.10316134255130416,0.89683865744869584]
[null,"Obs1288","LOW","LOW",6.788141782309734E-2,0.9321185821769028]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96267025954525676]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",155,65,220,0.70454545454545459]
[null,"LOW",54,196,250,0.78400000000000003]
[null,"Total",209,261,470,0.7468085106382979]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.82187272727272653]

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{"sheet":"Log(Binary)1","index":25,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 09:46:11 / End time: 05/27/2023 at 09:54:45 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 1779588044"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.95843417373528661]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",180,47,227,0.79295154185022021]
[null,"LOW",62,181,243,0.74485596707818935]
[null,"Total",242,228,470,0.76808510638297878]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.8549881256684978]

{"sheet":"XLSTAT_20230527_094602_1_HID","index":26,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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[1.4210854715202004E-14,7.7186963979411632E-2]
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[1.4210854715202004E-14,5.8319039451109722E-2]
[1.4210854715202004E-14,5.6603773584900458E-2]
[1.4210854715202004E-14,5.4888507718691193E-2]
[1.4210854715202004E-14,5.3173241852481928E-2]
[1.4210854715202004E-14,5.1457975986272664E-2]
[1.4210854715202004E-14,4.9742710120063399E-2]
[1.4210854715202004E-14,4.8027444253854135E-2]
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[1.4210854715202004E-14,2.9159519725552231E-2]
[1.4210854715202004E-14,2.744425385934297E-2]
[1.4210854715202004E-14,2.5728987993133709E-2]
[1.4210854715202004E-14,2.4013722126924448E-2]
[1.4210854715202004E-14,2.2298456260715187E-2]
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[1.4210854715202004E-14,1.8867924528296665E-2]
[1.4210854715202004E-14,1.7152658662087403E-2]
[1.4210854715202004E-14,1.5437392795878141E-2]
[1.4210854715202004E-14,1.3722126929668878E-2]
[1.4210854715202004E-14,1.2006861063459615E-2]
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[1.4210854715202004E-14,8.5763293310410892E-3]
[1.4210854715202004E-14,6.8610634648318264E-3]
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{"sheet":"SVM9","index":28,"n_rows":3739,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:38:48 / End time: 05/27/2023 at 09:45:29 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1448540742"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
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[null,"Number of observations in the training set",1094]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
[]
[null,"Total",316,154,470,71.702127659574472]
[]
[null,"AUC",0.5,0.77977598122788716]
[]
[]
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{"sheet":"SVM8","index":30,"n_rows":3713,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:32:12 / End time: 05/27/2023 at 09:38:39 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 2048468824"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36147883729220182,7.5809994415882417E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.70939030069930098,0.35548865820602316,8.1910319047339863E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.71546138181818197,0.34880731026535949,8.6830929186122729E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.71571857086247104,0.34124720573737694,8.9771127825736791E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.70810678088578105,0.33128210021264481,9.0120482795772297E-2]
[null,"X485",1094,0,1094,0.21248398717948699,0.69139663682983699,0.31732168571270242,8.7601488295956778E-2]
[null,"X493.5",1094,0,1094,0.20067548578088601,0.66555933939393996,0.29948048374626585,8.2278955981791926E-2]
[null,"X502",1094,0,1094,0.18836577902097901,0.63187383566433597,0.2792606786325495,7.461580291026701E-2]
[null,"X510.5",1094,0,1094,0.176431734265734,0.59159559090909097,0.2581906777828204,6.5293953710877525E-2]
[null,"X519",1094,0,1094,0.16588442517482499,0.54624692307692302,0.23803206104775809,5.5172786594153665E-2]
[null,"X527.5",1094,0,1094,0.156770033333333,0.49872355594405599,0.22075006363934677,4.5363011041932327E-2]
[null,"X536",1094,0,1094,0.14687802307692299,0.45231534568764598,0.20736272649118123,3.687230839097537E-2]
[null,"X544.5",1094,0,1094,0.139373049184149,0.40936993216783202,0.19756630622850638,3.018341896223797E-2]
[null,"X553",1094,0,1094,0.13472145641025601,0.37113641282051302,0.19014612128307362,2.5300651871483427E-2]
[null,"X561.5",1094,0,1094,0.13111087505827501,0.33820246759906802,0.18379310797697143,2.203317634479909E-2]
[null,"X570",1094,0,1094,0.12747607738927699,0.31994295221445201,0.17773634272041183,2.0060229673248789E-2]
[null,"X578.5",1094,0,1094,0.123573698601399,0.31228525361305398,0.17173573120027463,1.8961225856692493E-2]
[null,"X587",1094,0,1094,0.119583605128205,0.30461472447552401,0.16592141000029814,1.8371419731075665E-2]
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[null,"X1768.5",1094,0,1094,0.86262934358974397,1.38235946853147,0.94841834024942251,4.8901128175009731E-2]
[null,"X1777",1094,0,1094,0.86702920000000006,1.39449971445221,0.95502234545731546,4.9839357367231135E-2]
[null,"X1785.5",1094,0,1094,0.86749154382284399,1.4010954163170199,0.95727005604611759,5.0597025111220134E-2]
[null,"X1794",1094,0,1094,0.86476206013986001,1.4028870920745899,0.95587846156999623,5.1163476455284712E-2]
[null,"X1802.5",1094,0,1094,0.85944218927738902,1.4015317941724901,0.95169319715592071,5.1649816102124546E-2]
[null,"X1811",1094,0,1094,0.85275782564102598,1.39946474662005,0.94626630088488473,5.2200202059625209E-2]
[null,"X1819.5",1094,0,1094,0.84709648997668996,1.4005034648018599,0.94237187900222741,5.2987906192331673E-2]
[null,"X1828",1094,0,1094,0.84484579090909095,1.4092888881118899,0.94300262077937358,5.4334777497802605E-2]
[null,"X1836.5",1094,0,1094,0.85146088624708605,1.4324622303030301,0.95487085236338942,5.6699630380394141E-2]
[null,"X1845",1094,0,1094,0.87561526503496501,1.47465975268065,0.98747295070803487,6.0039693315608315E-2]
[null,"X1853.5",1094,0,1094,0.92830293076923098,1.53773684079254,1.0511198734122975,6.329647517333846E-2]
[null,"X1862",1094,0,1094,1.0143752701631701,1.6195387349650301,1.1489166740250925,6.5313791543380295E-2]
[null,"X1870.5",1094,0,1094,1.1285168445221401,1.7191188801864801,1.2739237669937324,6.597377096213082E-2]
[null,"X1879",1094,0,1094,1.25832527878788,1.84862846177156,1.4126963207887457,6.614599776835671E-2]
[null,"X1887.5",1094,0,1094,1.3891583368298399,1.9642684312354299,1.5498524174443786,6.7099827831105241E-2]
[null,"X1896",1094,0,1094,1.50540273006993,2.0545330351981299,1.6704016677884865,6.9693042272536435E-2]
[null,"X1904.5",1094,0,1094,1.58793286806527,2.1135914983683,1.7622026888491154,7.3702029715980028E-2]
[null,"X1913",1094,0,1094,1.6367265827505799,2.1420912741258702,1.8185521870872254,7.7843262326698359E-2]
[null,"X1921.5",1094,0,1094,1.6559473874125901,2.14958714988345,1.8422288972743897,8.0667010631632383E-2]
[null,"X1930",1094,0,1094,1.6560735550116501,2.1462117107226102,1.8423327182970901,8.1235174918821207E-2]
[null,"X1938.5",1094,0,1094,1.6470758780885799,2.1381963254079199,1.8302418857791813,7.9775087158618141E-2]
[null,"X1947",1094,0,1094,1.6337879883449899,2.12758118787879,1.8121833729034833,7.7184572350615419E-2]
[null,"X1955.5",1094,0,1094,1.61719957132867,2.1146699328671299,1.7898330048725206,7.4178810129000725E-2]
[null,"X1964",1094,0,1094,1.59783604079254,2.0999725230769202,1.7640303974143772,7.1182914349426418E-2]
[null,"X1972.5",1094,0,1094,1.57666292051282,2.0841983484848501,1.736196446924952,6.8550013413627528E-2]
[null,"X1981",1094,0,1094,1.5543635902097901,2.0675655662004702,1.7074175386718418,6.6454173347996331E-2]
[null,"X1989.5",1094,0,1094,1.5302881911421899,2.0503469265734302,1.6784405910927596,6.4921341425505014E-2]
[null,"X1998",1094,0,1094,1.5047124503496501,2.0325675822843801,1.6500099778650656,6.3872489387295242E-2]
[null,"X2006.5",1094,0,1094,1.4789340076923101,2.0141632275058301,1.6229196294801498,6.3192611296030016E-2]
[null,"X2015",1094,0,1094,1.45536898881119,1.9957983344988299,1.5978298908091602,6.2721104181706594E-2]
[null,"X2023.5",1094,0,1094,1.4346674965035,1.9773784652680699,1.5751794031540991,6.2305234302968353E-2]
[null,"X2032",1094,0,1094,1.41708636643357,1.9591825142191099,1.5551315648911426,6.1827401011676213E-2]
[null,"X2040.5",1094,0,1094,1.40241727086247,1.94136595174825,1.5375209344875411,6.1219246697539288E-2]
[null,"X2049",1094,0,1094,1.3902050783216799,1.9238918955711,1.5219379312113528,6.0456778411503813E-2]
[null,"X2057.5",1094,0,1094,1.3797813305361299,1.90644838344988,1.5078344718636942,5.9552081732877349E-2]
[null,"X2066",1094,0,1094,1.3704238571095599,1.88898106013986,1.494599825579874,5.8541392419232313E-2]
[null,"X2074.5",1094,0,1094,1.3613648363636399,1.8711568468531501,1.4816529807330079,5.7470844418026509E-2]
[null,"X2083",1094,0,1094,1.3520760153846201,1.8529563268065301,1.468506860310318,5.6389976303476225E-2]
[null,"X2091.5",1094,0,1094,1.3419286156177199,1.8340739438228399,1.4547272298144591,5.5346485551856686E-2]
[null,"X2100",1094,0,1094,1.3304396058275101,1.81493853449883,1.4399660555466776,5.4394359878018439E-2]
[null,"X2108.5",1094,0,1094,1.3174406946386901,1.80127191491841,1.4240448740395788,5.3583250613364788E-2]
[null,"X2117",1094,0,1094,1.30281004708625,1.78738749207459,1.4069130394774638,5.2953918609221939E-2]
[null,"X2125.5",1094,0,1094,1.28655912261072,1.7732746820512799,1.3887292496371404,5.2535176988068151E-2]
[null,"X2134",1094,0,1094,1.26914141655012,1.75908835337995,1.3699140555061955,5.2328662384065798E-2]
[null,"X2142.5",1094,0,1094,1.25105805384615,1.7452091379953401,1.3509444638779871,5.2325632266315814E-2]
[null,"X2151",1094,0,1094,1.2328655296037301,1.73188837995338,1.3323227080025413,5.2498300417727212E-2]
[null,"X2159.5",1094,0,1094,1.21512151491841,1.7195054501165501,1.3145421982229821,5.2806453414585626E-2]
[null,"X2168",1094,0,1094,1.1983403629370599,1.7081100895104899,1.2979873156396622,5.3208672918073061E-2]
[null,"X2176.5",1094,0,1094,1.1828119044289001,1.6978716592074601,1.282891057842737,5.3669551426723701E-2]
[null,"X2185",1094,0,1094,1.1686698454545501,1.68888718671329,1.2694116082307396,5.4179238323074155E-2]
[null,"X2193.5",1094,0,1094,1.1561155048951,1.6812342622377601,1.2576902794982578,5.4730982670309965E-2]
[null,"X2202",1094,0,1094,1.1453729349650399,1.6753027806526799,1.2479386779867274,5.5313451825631556E-2]
[null,"X2210.5",1094,0,1094,1.13725411934732,1.6711513680652701,1.2409206063964051,5.5858491074445599E-2]
[null,"X2219",1094,0,1094,1.1334408172494199,1.66943097622378,1.23801695048815,5.6238435353938722E-2]
[null,"X2227.5",1094,0,1094,1.1353731247086201,1.67093142167832,1.2403555414443261,5.6351147675320158E-2]
[null,"X2236",1094,0,1094,1.14426403379953,1.6758662769230801,1.2490301381515194,5.6090589873285863E-2]
[null,"X2244.5",1094,0,1094,1.1615785631701601,1.6845831391608399,1.2651912542980772,5.5297628318467094E-2]
[null,"X2253",1094,0,1094,1.18451658811189,1.69565938438228,1.2863056444761238,5.4193222999553176E-2]
[null,"X2261.5",1094,0,1094,1.2086658414918401,1.7076932741258699,1.3086843049922652,5.3140393290245412E-2]
[null,"X2270",1094,0,1094,1.23224887575758,1.7200156034965,1.3308808734231641,5.2282524486489297E-2]
[null,"X2278.5",1094,0,1094,1.25441226899767,1.7321608128205099,1.3521407034244861,5.165471578774912E-2]
[null,"X2287",1094,0,1094,1.27376098951049,1.74387622331002,1.3713208364705978,5.1344233243739663E-2]
[null,"X2295.5",1094,0,1094,1.2893204979021,1.75588998671329,1.3876074606701956,5.139321027357046E-2]
[null,"X2304",1094,0,1094,1.30140585920746,1.7711915983683,1.4011702713173779,5.1759530086796818E-2]
[null,"X2312.5",1094,0,1094,1.3110611687645699,1.7859611391608401,1.4128648552027812,5.2367368828963382E-2]
[null,"X2321",1094,0,1094,1.3202446974358999,1.8011702314685301,1.4243428234005779,5.3060736271062593E-2]
[null,"X2329.5",1094,0,1094,1.33077674312354,1.81688639347319,1.437031551734828,5.3666166172505018E-2]
[null,"X2338",1094,0,1094,1.3409474946386899,1.83219596130536,1.4493077877709732,5.4275677104437731E-2]
[null,"X2346.5",1094,0,1094,1.3496766773892801,1.84729076666667,1.4603940751232622,5.4959396969191429E-2]
[null,"X2355",1094,0,1094,1.3589670594405601,1.8618543431235399,1.4719792272120051,5.5570893737449903E-2]
[null,"X2363.5",1094,0,1094,1.3702838165501201,1.87586182937063,1.4852001376043515,5.5997804652169712E-2]
[null,"X2372",1094,0,1094,1.3836317111888099,1.8900287981352,1.5002035547826034,5.6237041488421173E-2]
[null,"X2380.5",1094,0,1094,1.3991288962704,1.9039322601398601,1.5168699831511565,5.6304463220793667E-2]
[null,"X2389",1094,0,1094,1.4164962850815801,1.91792385174825,1.5350804000579545,5.6239563689383903E-2]
[null,"X2397.5",1094,0,1094,1.43461195944056,1.9316527948717901,1.5546753144739476,5.6082711929736261E-2]
[null,"X2406",1094,0,1094,1.4539815592074601,1.9458741230769201,1.5756755138106546,5.5891403201010187E-2]
[null,"X2414.5",1094,0,1094,1.4746224750582799,1.95998565664336,1.5980618340371047,5.572685513922878E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X578.5",470,0,470,0.12275263146853101,0.24611344848484801,0.17167426702078042,1.7436494021073803E-2]
[null,"X714.5",470,0,470,0.100474901864802,0.19837641445221399,0.13982946235381627,1.4281258670285011E-2]
[null,"X842",470,0,470,0.11392931958042,0.204384737062937,0.15100450087189396,1.3421245564491393E-2]
[null,"X961",470,0,470,0.235007762004662,0.38015720955711002,0.27861789765114325,1.9687954211715264E-2]
[null,"X1003.5",470,0,470,0.228487682051282,0.35631618787878799,0.27381318876952793,1.7386722892667961E-2]
[null,"X1165",470,0,470,0.37168235198135202,0.58383406526806503,0.42638797107821252,2.6461922312895885E-2]
[null,"X1284",470,0,470,0.36912498275058298,0.57957466783216804,0.42533402896195993,2.624976902910665E-2]
[null,"X1411.5",470,0,470,1.05920993939394,1.6689082515151501,1.1887260548375735,6.4876550598820623E-2]
[null,"X1547.5",470,0,470,0.93047782843822802,1.3748788032634001,1.0248758734136769,4.8040430536333951E-2]
[null,"X1573",470,0,470,0.87810413659673603,1.27988042680653,0.96590251662004667,4.3722149836639392E-2]
[null,"X1751.5",470,0,470,0.84100239393939402,1.2384980496503499,0.92257257370629397,4.3411316630826556E-2]
[null,"X1819.5",470,0,470,0.8558645004662,1.30481965221445,0.94290773821851959,4.9094824778971473E-2]
[null,"X1981",470,0,470,1.5319251743589699,2.0784467431235401,1.7060018204161087,6.8330468666768951E-2]
[null,"X2134",470,0,470,1.26644652307692,1.7484450554778601,1.369596872608243,5.1216464725411755E-2]
[null,"X2261.5",470,0,470,1.2101422291375299,1.6973466547785501,1.308364922269007,5.1101876945984337E-2]
[null,"X2338",470,0,470,1.3339017326340299,1.8385305184149201,1.4488140605351372,5.3309549403725433E-2]
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[]
[]
[]
[null,"List of support vectors (LOW versus the others):"]
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[]
[]
[null,"ROC Curve (Validation):"]
[]
[null,"Accuracy",0.73491773308957964,0.7]
[]
[null,"Cohen's kappa",0.45906110036687886,0.37509363295880149]
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{"sheet":"SVM7","index":32,"n_rows":3754,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:25:34 / End time: 05/27/2023 at 09:32:03 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 534237325"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.67322709930069902,0.36222398980793702,7.6970260786710445E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.689980751981352,0.35631519450232874,8.3222735276476528E-2]
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[null,"X1930",1094,0,1094,1.6560735550116501,2.1462117107226102,1.841880349932884,8.2018364817782435E-2]
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[null,"X1964",1094,0,1094,1.59783604079254,2.0999725230769202,1.7634880262595709,7.1876005248193403E-2]
[null,"X1972.5",1094,0,1094,1.57666292051282,2.0841983484848501,1.7356356292170054,6.9181765701064782E-2]
[null,"X1981",1094,0,1094,1.5543635902097901,2.0675655662004702,1.7068479337647999,6.700427282735763E-2]
[null,"X1989.5",1094,0,1094,1.5302881911421899,2.0503469265734302,1.6778736935164478,6.5377432641034683E-2]
[null,"X1998",1094,0,1094,1.5047124503496501,2.0325675822843801,1.6494560103458991,6.4231163975403516E-2]
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[null,"X2015",1094,0,1094,1.45536898881119,1.9957983344988299,1.5973146313144782,6.290117849542752E-2]
[null,"X2023.5",1094,0,1094,1.4346674965035,1.9773784652680699,1.574687383483975,6.2421131948782134E-2]
[null,"X2032",1094,0,1094,1.41708636643357,1.9591825142191099,1.5546596392974172,6.189552554190305E-2]
[null,"X2040.5",1094,0,1094,1.40241727086247,1.94136595174825,1.5370638911291934,6.1254424563306167E-2]
[null,"X2049",1094,0,1094,1.3902050783216799,1.9238918955711,1.5214922369016417,6.046944400465435E-2]
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[null,"X2066",1094,0,1094,1.3704238571095599,1.88898106013986,1.4941691868085309,5.8530590904767185E-2]
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[null,"X2142.5",1094,0,1094,1.25105805384615,1.7452091379953401,1.3505478578318715,5.21666105712505E-2]
[null,"X2151",1094,0,1094,1.2328655296037301,1.73188837995338,1.3319401429997488,5.231005060936738E-2]
[null,"X2159.5",1094,0,1094,1.21512151491841,1.7195054501165501,1.3141739173273992,5.2587349614578248E-2]
[null,"X2168",1094,0,1094,1.1983403629370599,1.7081100895104899,1.2976314434467708,5.295900546270968E-2]
[null,"X2176.5",1094,0,1094,1.1828119044289001,1.6978716592074601,1.2825468116669456,5.3389757704614585E-2]
[null,"X2185",1094,0,1094,1.1686698454545501,1.68888718671329,1.2690768893387532,5.3870817734232079E-2]
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[null,"X2202",1094,0,1094,1.1453729349650399,1.6753027806526799,1.2476215054563355,5.4952608537359865E-2]
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[null,"X2227.5",1094,0,1094,1.1353731247086201,1.67093142167832,1.2400619029199313,5.594884216858699E-2]
[null,"X2236",1094,0,1094,1.14426403379953,1.6758662769230801,1.2487346941688706,5.5697416941158796E-2]
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[null,"X2253",1094,0,1094,1.18451658811189,1.69565938438228,1.2859729539188094,5.3875551402669669E-2]
[null,"X2261.5",1094,0,1094,1.2086658414918401,1.7076932741258699,1.3083280461073963,5.2868374953948562E-2]
[null,"X2270",1094,0,1094,1.23224887575758,1.7200156034965,1.3304990770234353,5.205013282035189E-2]
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[null,"X2287",1094,0,1094,1.27376098951049,1.74387622331002,1.3709008918845313,5.1180910247304867E-2]
[null,"X2295.5",1094,0,1094,1.2893204979021,1.75588998671329,1.3871771023821404,5.1253543096851907E-2]
[null,"X2304",1094,0,1094,1.30140585920746,1.7711915983683,1.4007341521279442,5.163314521572944E-2]
[null,"X2312.5",1094,0,1094,1.3110611687645699,1.7859611391608401,1.4124262869468116,5.224707703777582E-2]
[null,"X2321",1094,0,1094,1.3202446974358999,1.8011702314685301,1.423903112853965,5.2941952297300011E-2]
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[null,"X2338",1094,0,1094,1.3409474946386899,1.83219596130536,1.4488467983386819,5.4164149636360223E-2]
[null,"X2346.5",1094,0,1094,1.3496766773892801,1.84729076666667,1.4599244096466011,5.4847901865832507E-2]
[null,"X2355",1094,0,1094,1.3589670594405601,1.8618543431235399,1.4715010873248029,5.5459400318742053E-2]
[null,"X2363.5",1094,0,1094,1.3702838165501201,1.87586182937063,1.4847059066746777,5.5894926381356222E-2]
[null,"X2372",1094,0,1094,1.3836317111888099,1.8900287981352,1.4996891670420975,5.6153576314436814E-2]
[null,"X2380.5",1094,0,1094,1.3991288962704,1.9039322601398601,1.5163311360003486,5.6254437314559466E-2]
[null,"X2389",1094,0,1094,1.4164962850815801,1.91792385174825,1.5345156399824409,5.6225959726467538E-2]
[null,"X2397.5",1094,0,1094,1.43461195944056,1.9316527948717901,1.5540877057482443,5.6118687782695707E-2]
[null,"X2406",1094,0,1094,1.4539815592074601,1.9458741230769201,1.5750725019717651,5.5978623926732154E-2]
[null,"X2414.5",1094,0,1094,1.4746224750582799,1.95998565664336,1.5974343365063937,5.5869277132627078E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X723",470,0,470,0.109393864568765,0.22822161561771601,0.14181212461588064,1.4785344006606908E-2]
[null,"X791",470,0,470,0.111008564335664,0.204430581351981,0.1430244866850173,1.3836794426894937E-2]
[null,"X969.5",470,0,470,0.24680370745920699,0.39294952284382301,0.28872562896543152,2.0055892781651995E-2]
[null,"X1012",470,0,470,0.22386009020979,0.33850723939393901,0.26269967941675332,1.6417150131775429E-2]
[null,"X1139.5",470,0,470,0.29636701981351998,0.47084874335664301,0.34214047592868113,2.3064491621144899E-2]
[null,"X1318",470,0,470,0.43747439137529098,0.70331756899766895,0.50038300153102244,3.2907155526197815E-2]
[null,"X1420",470,0,470,1.1198665466200499,1.73500393752914,1.2533398341586084,6.6423677233092199E-2]
[null,"X1547.5",470,0,470,0.93047782843822802,1.3748788032634001,1.0252655972885971,4.8875267238703939E-2]
[null,"X1590",470,0,470,0.84586334731934698,1.22885394125874,0.93095756666071605,4.2545916773142629E-2]
[null,"X1768.5",470,0,470,0.86524630303030303,1.2820779358974399,0.94911638502851758,4.637243849320434E-2]
[null,"X1836.5",470,0,470,0.86076031724941704,1.34299902261072,0.95543795840549617,5.3915961655029244E-2]
[null,"X1998",470,0,470,1.4830704314685299,2.0424225006993,1.6503613991127311,6.4462779063735681E-2]
[null,"X2125.5",470,0,470,1.2826392839160801,1.7667453920745899,1.3893517172876058,5.1846531484690948E-2]
[null,"X2287",470,0,470,1.2706028554778599,1.7447792384615399,1.3717953195342938,5.030373243753513E-2]
[null,"X2363.5",470,0,470,1.3613237088578101,1.8831339806526799,1.485856865930665,5.5481625191061076E-2]
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[null,"ROC Curve:"]
[]
[]
[]
[]
[null,"Prevalence",0.53016453382084094,0.52340425531914891]
[]
[null,"Number of observations",1094,470]
[]
[null,"Obs20","LOW","LOW"]
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{"sheet":"SVM6","index":34,"n_rows":3782,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:19:00 / End time: 05/27/2023 at 09:25:25 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 837144464"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.26041400979021001,0.69932111841491795,0.36144687335327635,7.6263525352532779E-2]
[null,"X451",1094,0,1094,0.25052555034965002,0.70939030069930098,0.35542361665217781,8.2396097097432189E-2]
[null,"X459.5",1094,0,1094,0.24135897599067599,0.71546138181818197,0.34870642239402888,8.7336743156310237E-2]
[null,"X468",1094,0,1094,0.233292284382284,0.71571857086247104,0.3411142883971911,9.0279529260740898E-2]
[null,"X476.5",1094,0,1094,0.22540806759906801,0.70810678088578105,0.33113085023288708,9.0617715229069959E-2]
[null,"X485",1094,0,1094,0.21512721818181799,0.69139663682983699,0.31717505796312145,8.8082879403354103E-2]
[null,"X493.5",1094,0,1094,0.20295184522144499,0.66555933939393996,0.29936390329770801,8.2747899262445732E-2]
[null,"X502",1094,0,1094,0.19047745128205101,0.63187383566433597,0.2791915676497787,7.5078600992764352E-2]
[null,"X510.5",1094,0,1094,0.17848420932400899,0.59159559090909097,0.25817778448157591,6.5758842032648604E-2]
[null,"X519",1094,0,1094,0.16460529277389299,0.54624692307692302,0.23807896339431428,5.5651910117112E-2]
[null,"X527.5",1094,0,1094,0.152171234032634,0.49872355594405599,0.22085184417973838,4.5866807190995673E-2]
[null,"X536",1094,0,1094,0.143278971095571,0.45231534568764598,0.20750199112088438,3.7393925438639251E-2]
[null,"X544.5",1094,0,1094,0.13755511188811201,0.40936993216783202,0.19771621034440878,3.0692366914334579E-2]
[null,"X553",1094,0,1094,0.13369723962704,0.37113641282051302,0.19028307150424217,2.5765070655595409E-2]
[null,"X561.5",1094,0,1094,0.13031656433566399,0.33820246759906802,0.18390716181012814,2.2446651371723112E-2]
[null,"X570",1094,0,1094,0.12669846153846201,0.31994295221445201,0.17782916798600559,2.0436460084327507E-2]
[null,"X578.5",1094,0,1094,0.12275263146853101,0.31228525361305398,0.17181152287258758,1.9312841209129569E-2]
[null,"X587",1094,0,1094,0.118689223776224,0.30461472447552401,0.16598299346275258,1.8702613423526939E-2]
[null,"X595.5",1094,0,1094,0.11480788088578101,0.297152968531469,0.16062675149405739,1.83603165511785E-2]
[null,"X604",1094,0,1094,0.11146442634032599,0.29013949254079302,0.15605850510050576,1.8140721526487633E-2]
[null,"X612.5",1094,0,1094,0.108728800932401,0.28359083170163202,0.15230830329600331,1.7967797323913601E-2]
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[]
[]
[]
[null,"Performance metrics (HIGH versus the others):"]
[null,"Binary classifier (LOW versus the others):"]
[null,"Number of support vectors",740]
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[null,"Total",713,381,1094,72.851919561243136]
[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[null,"Recall",0.86749116607773846,0.85769230769230764]
[null,"Total",390,704,1094,72.943327239488127]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"Class performance metrics for the training set:"]
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{"sheet":"SVM5","index":36,"n_rows":3761,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:12:17 / End time: 05/27/2023 at 09:18:36 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1631378382"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.67322709930069902,0.36208932648564135,7.6542115969649022E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.689980751981352,0.35609773021673657,8.2795147064872454E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.701894442890443,0.34941255756957834,8.7822261623732675E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.70610120559440603,0.34184773297835647,9.0805892718791748E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.69883054312354298,0.33187448949834369,9.1118275250135203E-2]
[null,"X485",1094,0,1094,0.21248398717948699,0.67748889533799495,0.31789537003085333,8.8464651793226365E-2]
[null,"X493.5",1094,0,1094,0.20067548578088601,0.64231025757575799,0.30001476993646226,8.2905272528363883E-2]
[null,"X502",1094,0,1094,0.18836577902097901,0.59611400139860105,0.27973121072665869,7.4923457711193936E-2]
[null,"X510.5",1094,0,1094,0.176431734265734,0.54186985850815805,0.25857883676016225,6.5241169216572983E-2]
[null,"X519",1094,0,1094,0.16460529277389299,0.48261339673659698,0.23832938307764745,5.4766650674892156E-2]
[null,"X527.5",1094,0,1094,0.152171234032634,0.42311229790209798,0.2209581455617205,4.4666882693998364E-2]
[null,"X536",1094,0,1094,0.143278971095571,0.37584168648018701,0.20749347168705759,3.6003612046284619E-2]
[null,"X544.5",1094,0,1094,0.13755511188811201,0.341798875058275,0.19764159865445313,2.9284059820170315E-2]
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[null,"X1896",1094,0,1094,1.4851312342657299,2.0545330351981299,1.669334230136833,6.9440522705675259E-2]
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[null,"X1913",1094,0,1094,1.61895774662005,2.1420912741258702,1.8170924268097237,7.781028624452431E-2]
[null,"X1921.5",1094,0,1094,1.6412487582750599,2.14958714988345,1.8406895045384217,8.0641267856221152E-2]
[null,"X1930",1094,0,1094,1.64241286899767,2.1462117107226102,1.8407929195597517,8.12084127411212E-2]
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[null,"X1947",1094,0,1094,1.6185910878787899,2.12758118787879,1.8107696576032433,7.7191513295133588E-2]
[null,"X1955.5",1094,0,1094,1.6005461694638701,2.1146699328671299,1.7885042273008538,7.4197399468364761E-2]
[null,"X1964",1094,0,1094,1.5793687657342701,2.0999725230769202,1.7627972054944754,7.119394276442835E-2]
[null,"X1972.5",1094,0,1094,1.5561948088578099,2.0841983484848501,1.7350637841376797,6.8528473540677592E-2]
[null,"X1981",1094,0,1094,1.5319251743589699,2.0675655662004702,1.706383892397398,6.6375003772209146E-2]
[null,"X1989.5",1094,0,1094,1.50731428414918,2.0503469265734302,1.6775020567799341,6.4763644760879008E-2]
[null,"X1998",1094,0,1094,1.4830704314685299,2.0325675822843801,1.6491588715187302,6.3630106151059809E-2]
[null,"X2006.5",1094,0,1094,1.4600328864801899,2.0141632275058301,1.6221389378297801,6.2863830186019348E-2]
[null,"X2015",1094,0,1094,1.43896790582751,1.9957983344988299,1.5971068089767022,6.2316827610370877E-2]
[null,"X2023.5",1094,0,1094,1.4203409934731901,1.9773784652680699,1.5744981534170268,6.1845553864403727E-2]
[null,"X2032",1094,0,1094,1.4043931848484801,1.9591825142191099,1.5544772157163707,6.1330522915685429E-2]
[null,"X2040.5",1094,0,1094,1.3909857223776201,1.94136595174825,1.5368802329238118,6.0703368595349062E-2]
[null,"X2049",1094,0,1094,1.3796833993007001,1.9238918955711,1.5212977388516724,5.9933839504151452E-2]
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[null,"X2066",1094,0,1094,1.3610086822843801,1.88898106013986,1.4939387329749476,5.802389657220814E-2]
[null,"X2074.5",1094,0,1094,1.3524395797202799,1.8711568468531501,1.4809785223635601,5.6957439914083641E-2]
[null,"X2083",1094,0,1094,1.34360778158508,1.8529563268065301,1.4678208004934747,5.5881074597897255E-2]
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[null,"X2100",1094,0,1094,1.323398095338,1.81493853449883,1.4392700721673224,5.3892680317700163E-2]
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[null,"X2125.5",1094,0,1094,1.2826392839160801,1.7732746820512799,1.3880720977186409,5.2018364502257192E-2]
[null,"X2134",1094,0,1094,1.26644652307692,1.75908835337995,1.3692826865956702,5.1796044934804393E-2]
[null,"X2142.5",1094,0,1094,1.24956686829837,1.7452091379953401,1.3503422341800804,5.1774860406913571E-2]
[null,"X2151",1094,0,1094,1.2325538808857801,1.73188837995338,1.3317509533200813,5.1925273137585722E-2]
[null,"X2159.5",1094,0,1094,1.21512151491841,1.7195054501165501,1.3140009857205865,5.2211510745961399E-2]
[null,"X2168",1094,0,1094,1.1983403629370599,1.7081100895104899,1.297474048502961,5.259292981221101E-2]
[null,"X2176.5",1094,0,1094,1.1828119044289001,1.6978716592074601,1.2824031231114403,5.3034870525166762E-2]
[null,"X2185",1094,0,1094,1.1686698454545501,1.68888718671329,1.2689469358198793,5.3527206689395986E-2]
[null,"X2193.5",1094,0,1094,1.1561155048951,1.6812342622377601,1.257247606248963,5.4061085953068126E-2]
[null,"X2202",1094,0,1094,1.1453729349650399,1.6753027806526799,1.247517094228106,5.4624996192541568E-2]
[null,"X2210.5",1094,0,1094,1.13725411934732,1.6711513680652701,1.2405151284603868,5.5152352581367518E-2]
[null,"X2219",1094,0,1094,1.1334408172494199,1.66943097622378,1.2376212345857687,5.5516927016902209E-2]
[null,"X2227.5",1094,0,1094,1.1353731247086201,1.67093142167832,1.2399614646141497,5.5624531375631343E-2]
[null,"X2236",1094,0,1094,1.14426403379953,1.6758662769230801,1.2486229666330011,5.5368557510441813E-2]
[null,"X2244.5",1094,0,1094,1.1615785631701601,1.6845831391608399,1.264746592511816,5.4601350104286905E-2]
[null,"X2253",1094,0,1094,1.18451658811189,1.69565938438228,1.2858104149007297,5.3539323150503686E-2]
[null,"X2261.5",1094,0,1094,1.2086658414918401,1.7076932741258699,1.3081404886117534,5.2532220904540738E-2]
[null,"X2270",1094,0,1094,1.2321273762237801,1.7200156034965,1.3302926471145851,5.1714392778490353E-2]
[null,"X2278.5",1094,0,1094,1.2526538300699299,1.7321608128205099,1.3515139242997403,5.1120662861372984E-2]
[null,"X2287",1094,0,1094,1.2706028554778599,1.74387622331002,1.370665197240085,5.0837740952119487E-2]
[null,"X2295.5",1094,0,1094,1.28511913473193,1.75588998671329,1.3869339593866519,5.0904742195217477E-2]
[null,"X2304",1094,0,1094,1.29648429277389,1.7711915983683,1.4004947539846511,5.1277152514133992E-2]
[null,"X2312.5",1094,0,1094,1.30559903659674,1.7859611391608401,1.4121959135588051,5.1882908919870512E-2]
[null,"X2321",1094,0,1094,1.3143546347319299,1.8011702314685301,1.423685046332186,5.2569675324946392E-2]
[null,"X2329.5",1094,0,1094,1.32428935734266,1.81688639347319,1.436377529744997,5.317291431821014E-2]
[null,"X2338",1094,0,1094,1.3339017326340299,1.83219596130536,1.448658337886672,5.3785747454241632E-2]
[null,"X2346.5",1094,0,1094,1.3421666153846199,1.84729076666667,1.4597539655621028,5.4468333485262962E-2]
[null,"X2355",1094,0,1094,1.3508374853146901,1.8618543431235399,1.4713461686895677,5.5075979986392319E-2]
[null,"X2363.5",1094,0,1094,1.3613237088578101,1.87586182937063,1.484559059915284,5.5505043263926516E-2]
[null,"X2372",1094,0,1094,1.3737788263403301,1.8900287981352,1.4995463750557161,5.5758311619719031E-2]
[null,"X2380.5",1094,0,1094,1.3881177398601401,1.9039322601398601,1.516189189790466,5.5848419546819315E-2]
[null,"X2389",1094,0,1094,1.40408449020979,1.91792385174825,1.5343706356004143,5.581422773948836E-2]
[null,"X2397.5",1094,0,1094,1.4214825731934699,1.9316527948717901,1.5539315281612358,5.5705534886964982E-2]
[null,"X2406",1094,0,1094,1.4404187575757601,1.9458741230769201,1.574894192227364,5.5561452972158802E-2]
[null,"X2414.5",1094,0,1094,1.46062285850816,1.95998565664336,1.5972334427161501,5.5454127653954327E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X723",470,0,470,0.105306463403263,0.19980265641025599,0.14172257263800025,1.466824078528881E-2]
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[null,"X969.5",470,0,470,0.24504220349650399,0.39294952284382301,0.28849266324158146,2.0257393259192662E-2]
[null,"X1012",470,0,470,0.22386009020979,0.33850723939393901,0.26244504386599232,1.6796612556492764E-2]
[null,"X1139.5",470,0,470,0.29464186876456899,0.47084874335664301,0.34190595622774361,2.3233873734370331E-2]
[null,"X1301",470,0,470,0.39722440093240102,0.62715506736596704,0.45229329035907356,2.9342428238940753E-2]
[null,"X1386",470,0,470,0.77898963822843803,1.30406565268065,0.89948319512820585,5.8297238601145246E-2]
[null,"X1547.5",470,0,470,0.93492501282051299,1.3748788032634001,1.024943714440808,4.9795656611052973E-2]
[null,"X1590",470,0,470,0.85610142797202804,1.22885394125874,0.93063778607002867,4.3422034232772737E-2]
[null,"X1717.5",470,0,470,0.79092568578088596,1.1469316986014,0.86303522430293178,4.1286571791031117E-2]
[null,"X1845",470,0,470,0.87561526503496501,1.3999532692307699,0.98798514300104234,5.7782462553177247E-2]
[null,"X1981",470,0,470,1.5543635902097901,2.0784467431235401,1.7084077970634337,6.8498861684037182E-2]
[null,"X2125.5",470,0,470,1.28655912261072,1.7667453920745899,1.3899048560214247,5.2785394444679189E-2]
[null,"X2287",470,0,470,1.27376098951049,1.7447792384615399,1.3723439364300944,5.1094427300656955E-2]
[null,"X2295.5",470,0,470,1.2893204979021,1.7600545209790199,1.3886491988464025,5.1224194104987505E-2]
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[null,"Confusion matrix for the training sample (HIGH versus the others):"]
[]
[null,"Confusion matrix for the validation sample (HIGH versus the others):"]
[]
[null,"Recall",0.55621301775147924,0.55411255411255411]
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[]
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[]
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{"sheet":"SVM4","index":38,"n_rows":3771,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 09:05:42 / End time: 05/27/2023 at 09:12:06 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 553078885"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36532460542906198,7.9488166641452779E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.70939030069930098,0.35955655303179462,8.5918758529899802E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.71546138181818197,0.3530396328699027,9.1084758469137744E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.71571857086247104,0.34555940178426076,9.4145732395144233E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.70810678088578105,0.33557309283973191,9.4468883799295078E-2]
[null,"X485",1094,0,1094,0.21248398717948699,0.69139663682983699,0.32148746787222532,9.1775187614513282E-2]
[null,"X493.5",1094,0,1094,0.20067548578088601,0.66555933939393996,0.30341991283947622,8.6148241441004622E-2]
[null,"X502",1094,0,1094,0.18836577902097901,0.63187383566433597,0.28287577549975923,7.8080844811175568E-2]
[null,"X510.5",1094,0,1094,0.176431734265734,0.59159559090909097,0.26139442027055815,6.8286341954187077E-2]
[null,"X519",1094,0,1094,0.16588442517482499,0.54624692307692302,0.24077165409118625,5.766015036121893E-2]
[null,"X527.5",1094,0,1094,0.157720602564103,0.49872355594405599,0.22302251795851921,4.7346598356514662E-2]
[null,"X536",1094,0,1094,0.15033912074592101,0.45231534568764598,0.20920226962729543,3.8368953719357363E-2]
[null,"X544.5",1094,0,1094,0.14486451258741301,0.40936993216783202,0.19902723410656992,3.1218088827985387E-2]
[null,"X553",1094,0,1094,0.140870873193473,0.37113641282051302,0.19130008370088183,2.5920106717880677E-2]
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[null,"X1709",1094,0,1094,0.77215286247086201,1.2456264132867101,0.85369070558119553,4.3099807593691926E-2]
[null,"X1717.5",1094,0,1094,0.78236079580419604,1.25907809020979,0.86370672600665577,4.3597159873075025E-2]
[null,"X1726",1094,0,1094,0.79418288205128196,1.2761094578088601,0.8754288317444594,4.4384472718386712E-2]
[null,"X1734.5",1094,0,1094,0.80842633986014001,1.2966423468531501,0.88959363246677148,4.5343054564137154E-2]
[null,"X1743",1094,0,1094,0.82508221048951103,1.31969452191142,0.90617197739098243,4.6326535464585816E-2]
[null,"X1751.5",1094,0,1094,0.84100239393939402,1.34325885198135,0.92333121490136916,4.7317788382681601E-2]
[null,"X1760",1094,0,1094,0.85498208857808899,1.3648685494172501,0.93847205710188553,4.8348732239428142E-2]
[null,"X1768.5",1094,0,1094,0.86524630303030303,1.38235946853147,0.94971811365980152,4.9383452324941846E-2]
[null,"X1777",1094,0,1094,0.87117608344988295,1.39449971445221,0.95634801387393764,5.0327764439946965E-2]
[null,"X1785.5",1094,0,1094,0.87308142097902097,1.4010954163170199,0.95861624116797362,5.108792857571149E-2]
[null,"X1794",1094,0,1094,0.87165058904428905,1.4028870920745899,0.95723920769294668,5.1653157017460316E-2]
[null,"X1802.5",1094,0,1094,0.86760883310023296,1.4015317941724901,0.95306773138202372,5.2136414865263631E-2]
[null,"X1811",1094,0,1094,0.861521651981352,1.39946474662005,0.94765893391864064,5.2683041904968107E-2]
[null,"X1819.5",1094,0,1094,0.8558645004662,1.4005034648018599,0.94379034023898067,5.3468627870000687E-2]
[null,"X1828",1094,0,1094,0.85375038508158496,1.4092888881118899,0.9444655031468534,5.4817445529400731E-2]
[null,"X1836.5",1094,0,1094,0.86076031724941704,1.4324622303030301,0.95640862997234311,5.7186755486475928E-2]
[null,"X1845",1094,0,1094,0.88574068065267997,1.47465975268065,0.9891064683492905,6.0526315310957604E-2]
[null,"X1853.5",1094,0,1094,0.93987172820512799,1.53773684079254,1.0528194932190011,6.3764561426715438E-2]
[null,"X1862",1094,0,1094,1.02807386317016,1.6195387349650301,1.150607559101563,6.5750732137083628E-2]
[null,"X1870.5",1094,0,1094,1.13718644149184,1.73291761491842,1.2755156979276661,6.6383979494649095E-2]
[null,"X1879",1094,0,1094,1.2577418275058301,1.8623941862470901,1.4141136502729448,6.6552797168225292E-2]
[null,"X1887.5",1094,0,1094,1.3781941729603699,1.97793312820513,1.5510488519306411,6.7533182093853922E-2]
[null,"X1896",1094,0,1094,1.4851312342657299,2.0681608487179499,1.671359195030105,7.0183246510281044E-2]
[null,"X1904.5",1094,0,1094,1.56752792191142,2.1271330351981401,1.7629414304509001,7.4261975911788417E-2]
[null,"X1913",1094,0,1094,1.61895774662005,2.15544677738928,1.819135365835048,7.8473161312503231E-2]
[null,"X1921.5",1094,0,1094,1.6412487582750599,2.1629728659673702,1.8427417860474384,8.1354481574044554E-2]
[null,"X1930",1094,0,1094,1.64241286899767,2.1595015242424198,1.8428499627227111,8.1957305543175402E-2]
[null,"X1938.5",1094,0,1094,1.6329658496503501,2.15138148881119,1.8307979065344793,8.0508765277376035E-2]
[null,"X1947",1094,0,1094,1.6185910878787899,2.1404216731934702,1.8127867165876166,7.7910499714712755E-2]
[null,"X1955.5",1094,0,1094,1.6005461694638701,2.1270858503496499,1.7904900945074418,7.4887820722842363E-2]
[null,"X1964",1094,0,1094,1.5793687657342701,2.1118996836829802,1.7647529954975876,7.1875038637715272E-2]
[null,"X1972.5",1094,0,1094,1.5561948088578099,2.0955960843822798,1.7369968201942783,6.9228226148449562E-2]
[null,"X1981",1094,0,1094,1.5319251743589699,2.0784467431235401,1.7083003751469112,6.7120527513466116E-2]
[null,"X1989.5",1094,0,1094,1.50731428414918,2.0606576508158501,1.6794088175850064,6.5575887422257409E-2]
[null,"X1998",1094,0,1094,1.4830704314685299,2.0424225006993,1.6510616283218906,6.4520722356726914E-2]
[null,"X2006.5",1094,0,1094,1.4600328864801899,2.0241209547785499,1.6240425755911645,6.3837432884454828E-2]
[null,"X2015",1094,0,1094,1.43896790582751,2.0059123794871798,1.5990123045985098,6.3364800152530376E-2]
[null,"X2023.5",1094,0,1094,1.4203409934731901,1.98799382773893,1.5764036679031217,6.2950077956713368E-2]
[null,"X2032",1094,0,1094,1.4043931848484801,1.97045468554779,1.5563780266494933,6.2471585139198822E-2]
[null,"X2040.5",1094,0,1094,1.3909857223776201,1.95305402261072,1.538771891118327,6.1861752815238737E-2]
[null,"X2049",1094,0,1094,1.3796833993007001,1.9357122456876501,1.5231772924557758,6.1095818516922452E-2]
[null,"X2057.5",1094,0,1094,1.36988227855478,1.918405297669,1.5090501146333264,6.0188359943879298E-2]
[null,"X2066",1094,0,1094,1.3610086822843801,1.9005538953379999,1.495783781586149,5.9169247762570119E-2]
[null,"X2074.5",1094,0,1094,1.3524395797202799,1.88201528927739,1.4828021689836068,5.8087749419275254E-2]
[null,"X2083",1094,0,1094,1.34360778158508,1.8631747244755199,1.4696207403896231,5.6994993777715275E-2]
[null,"X2091.5",1094,0,1094,1.3340664680652701,1.84402587296037,1.4558080167482719,5.5942544365609789E-2]
[null,"X2100",1094,0,1094,1.323398095338,1.8246614538461501,1.4410219961970989,5.498478814944955E-2]
[null,"X2108.5",1094,0,1094,1.3113092321678299,1.8052539526806499,1.4250802346541629,5.4170262926244606E-2]
[null,"X2117",1094,0,1094,1.2977139072261099,1.78738749207459,1.4079373048480157,5.3540450296353487E-2]
[null,"X2125.5",1094,0,1094,1.2826392839160801,1.7732746820512799,1.3897525656586256,5.3120294639800759E-2]
[null,"X2134",1094,0,1094,1.26644652307692,1.75908835337995,1.370946366878675,5.2914949968676371E-2]
[null,"X2142.5",1094,0,1094,1.24956686829837,1.7452091379953401,1.3519930609857544,5.291452549602197E-2]
[null,"X2151",1094,0,1094,1.2325538808857801,1.73188837995338,1.3333922486476384,5.3087340899249963E-2]
[null,"X2159.5",1094,0,1094,1.21590627995338,1.7195054501165501,1.3156351175901184,5.3395760637384153E-2]
[null,"X2168",1094,0,1094,1.2000685230769199,1.7081100895104899,1.2991051698231086,5.3800329950577305E-2]
[null,"X2176.5",1094,0,1094,1.1854108750582799,1.6978716592074601,1.2840337417929102,5.4265434530319095E-2]
[null,"X2185",1094,0,1094,1.1720761897435901,1.68888718671329,1.2705780232077495,5.4778575182890116E-2]
[null,"X2193.5",1094,0,1094,1.1602391806526799,1.6812342622377601,1.2588795228657701,5.5334203123876331E-2]
[null,"X2202",1094,0,1094,1.1501515016317001,1.6753027806526799,1.2491509036279693,5.5916533437897036E-2]
[null,"X2210.5",1094,0,1094,1.1426700778554799,1.6711513680652701,1.2421530513564143,5.6455753434335849E-2]
[null,"X2219",1094,0,1094,1.1393331,1.66943097622378,1.2392631269002783,5.6828382270215874E-2]
[null,"X2227.5",1094,0,1094,1.1413352811188799,1.67093142167832,1.2416044025606925,5.6932067969796427E-2]
[null,"X2236",1094,0,1094,1.1498687347319301,1.6758662769230801,1.2502625467619513,5.6659312707638784E-2]
[null,"X2244.5",1094,0,1094,1.1661497592074599,1.6845831391608399,1.2663763370966044,5.5849059121942664E-2]
[null,"X2253",1094,0,1094,1.18755375454545,1.69565938438228,1.2874268816304653,5.4732783636793805E-2]
[null,"X2261.5",1094,0,1094,1.2101422291375299,1.7076932741258699,1.3097432667821529,5.3670044537185109E-2]
[null,"X2270",1094,0,1094,1.2321273762237801,1.7200156034965,1.3318852915493686,5.280129263551761E-2]
[null,"X2278.5",1094,0,1094,1.2526538300699299,1.7321608128205099,1.3531023389043002,5.2170031295123848E-2]
[null,"X2287",1094,0,1094,1.2706028554778599,1.7447792384615399,1.3722549042842274,5.1857544738503639E-2]
[null,"X2295.5",1094,0,1094,1.28511913473193,1.7600545209790199,1.3885325429047182,5.1906036031119304E-2]
[null,"X2304",1094,0,1094,1.29648429277389,1.77479353962704,1.4021023278642128,5.2276973919944812E-2]
[null,"X2312.5",1094,0,1094,1.30559903659674,1.78999499090909,1.4138184672867036,5.2896683766921609E-2]
[null,"X2321",1094,0,1094,1.3143546347319299,1.80544506829837,1.4253213082712222,5.3600029607210914E-2]
[null,"X2329.5",1094,0,1094,1.32428935734266,1.8221100727272701,1.4380243521064255,5.4213152492271155E-2]
[null,"X2338",1094,0,1094,1.3339017326340299,1.8385305184149201,1.4503141073004704,5.4842387685963744E-2]
[null,"X2346.5",1094,0,1094,1.3421666153846199,1.8544532526806501,1.4614212683186103,5.5540178329022992E-2]
[null,"X2355",1094,0,1094,1.3508374853146901,1.8690695578088601,1.4730231001781273,5.6159423538464086E-2]
[null,"X2363.5",1094,0,1094,1.3613237088578101,1.8831339806526799,1.4862446654868879,5.6593030989787949E-2]
[null,"X2372",1094,0,1094,1.3737788263403301,1.89754749557109,1.5012347789214757,5.6839440328028165E-2]
[null,"X2380.5",1094,0,1094,1.3881177398601401,1.91149426223776,1.5178763441810172,5.6910202000400319E-2]
[null,"X2389",1094,0,1094,1.40408449020979,1.9247467836829799,1.5360481116573543,5.6839165208064459E-2]
[null,"X2397.5",1094,0,1094,1.4214825731934699,1.9375083727272699,1.5555974205217682,5.6671614444210747E-2]
[null,"X2406",1094,0,1094,1.4404187575757601,1.9508883470862499,1.576545956403012,5.6463164279955833E-2]
[null,"X2414.5",1094,0,1094,1.46062285850816,1.9656315326340299,1.5988759148331886,5.6296554570359085E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X561.5",470,0,470,0.13031656433566399,0.25823087645687598,0.18189740298814663,1.9829170885143955E-2]
[null,"X723",470,0,470,0.102923557109557,0.21281731981352001,0.14096638555621677,1.4804719846132837E-2]
[null,"X850.5",470,0,470,0.116091832634033,0.22338646107226101,0.15220127968754646,1.3935929420633342E-2]
[null,"X978",470,0,470,0.247454312820513,0.40583407552447598,0.29169357700838155,1.9718916153310655E-2]
[null,"X1114",470,0,470,0.21236016969697,0.34702760419580397,0.25221573074393672,1.7147367794673438E-2]
[null,"X1139.5",470,0,470,0.29549222750582799,0.47833097016317,0.34084531058622203,2.2835036863606974E-2]
[null,"X1301",470,0,470,0.39545155501165502,0.62839086923076903,0.45080746382532372,2.8361669330853122E-2]
[null,"X1428.5",470,0,470,1.15123275291375,1.7473890997668999,1.2891634550424034,6.2269181113539948E-2]
[null,"X1556",470,0,470,0.91816365524475496,1.32733917062937,1.0007421393016913,4.4723837015542944E-2]
[null,"X1598.5",470,0,470,0.83039168811188802,1.1948806881118901,0.91091304673362083,3.9921664407718341E-2]
[null,"X1777",470,0,470,0.86702920000000006,1.2834172599067599,0.95244519525864235,4.4901558177530811E-2]
[null,"X1845",470,0,470,0.87561526503496501,1.3860777256410299,0.98425134370381373,5.4271581960289354E-2]
[null,"X2006.5",470,0,470,1.4789340076923101,2.0141632275058301,1.6195633754565288,6.2703590533389822E-2]
[null,"X2134",470,0,470,1.26914141655012,1.73773742354312,1.3671940031582606,4.9694350947858991E-2]
[null,"X2295.5",470,0,470,1.2893204979021,1.75588998671329,1.384928240614987,4.8754122037748308E-2]
[null,"X2304",470,0,470,1.30140585920746,1.7711915983683,1.3984781319877984,4.9195307421346493E-2]
[null,"X2440",470,0,470,1.53698745477855,2.0016860463869501,1.6646506517507318,5.5751322639814388E-2]
[null,"Binary classifier (HIGH versus the others):"]
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[null,"Confusion matrix for the training sample (HIGH versus the others):"]
[]
[null,"Confusion matrix for the validation sample (HIGH versus the others):"]
[]
[null,"Recall",0.58381502890173409,0.59360730593607303]
[null,"Number of support vectors",737]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
[]
[null,"Total",296,174,470,73.829787234042556]
[]
[null,"Cohen's kappa",0.46909964604833138,0.46717911850909682]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[]
[null,"Class performance metrics for the validation set:"]
[null,"Obs3","LOW","LOW"]
[null,"Obs33","HIGH","HIGH"]
[null,"Obs51","LOW","LOW"]
[null,"Obs57","LOW","LOW"]
[null,"Obs79","LOW","HIGH"]
[null,"Obs94","LOW","LOW"]
[null,"Obs122","LOW","LOW"]
[null,"Obs146","LOW","LOW"]
[null,"Obs173","HIGH","HIGH"]
[null,"Obs180","HIGH","LOW"]
[null,"Obs200","LOW","LOW"]
[null,"Obs225","LOW","LOW"]
[null,"Obs253","LOW","LOW"]
[null,"Obs270","HIGH","HIGH"]
[null,"Obs277","LOW","LOW"]
[null,"Obs293","LOW","LOW"]
[null,"Obs311","LOW","LOW"]
[null,"Obs351","HIGH","LOW"]
[null,"Obs361","HIGH","LOW"]
[null,"Obs390","LOW","LOW"]
[null,"Obs391","LOW","LOW"]
[null,"Obs410","LOW","LOW"]
[null,"Obs437","HIGH","LOW"]
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{"sheet":"SVM3","index":40,"n_rows":3745,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 08:59:28 / End time: 05/27/2023 at 09:05:34 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 841464355"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.26685098601398599,0.69932111841491795,0.36288015527011069,7.7181419185308575E-2]
[null,"X451",1094,0,1094,0.25837769487179502,0.70939030069930098,0.35695946589790462,8.3452953915088252E-2]
[null,"X459.5",1094,0,1094,0.24819633613053599,0.71546138181818197,0.35033113223026258,8.8497879172292293E-2]
[null,"X468",1094,0,1094,0.238160639393939,0.71571857086247104,0.34280744930645246,9.1515471515773938E-2]
[null,"X476.5",1094,0,1094,0.228379691608392,0.70810678088578105,0.33286496959725231,9.1907127257942992E-2]
[null,"X485",1094,0,1094,0.217758833100233,0.69139663682983699,0.31891179244533607,8.9398646359376083E-2]
[null,"X493.5",1094,0,1094,0.206326904428904,0.66555933939393996,0.30105000590634223,8.4036144827333001E-2]
[null,"X502",1094,0,1094,0.193473252913753,0.63187383566433597,0.28076894066022312,7.6264777299124106E-2]
[null,"X510.5",1094,0,1094,0.18062305664335701,0.59159559090909097,0.25959173311429556,6.6760291770049066E-2]
[null,"X519",1094,0,1094,0.16832495104895101,0.54624692307692302,0.23928026908907649,5.6381288388402895E-2]
[null,"X527.5",1094,0,1094,0.156770033333333,0.49872355594405599,0.22180812512091785,4.6250029784171635E-2]
[null,"X536",1094,0,1094,0.14687802307692299,0.45231534568764598,0.20821009202281579,3.7403533023837296E-2]
[null,"X544.5",1094,0,1094,0.139373049184149,0.40936993216783202,0.19820356541124953,3.0362279402154257E-2]
[null,"X553",1094,0,1094,0.13472145641025601,0.37113641282051302,0.19059698876047759,2.516472030347609E-2]
[null,"X561.5",1094,0,1094,0.13111087505827501,0.33820246759906802,0.1840999223906197,2.1651221977845442E-2]
[null,"X570",1094,0,1094,0.12747607738927699,0.31994295221445201,0.17794583546852311,1.9517729078911129E-2]
[null,"X578.5",1094,0,1094,0.123573698601399,0.31228525361305398,0.17188591193775768,1.8331358535636669E-2]
[null,"X587",1094,0,1094,0.119583605128205,0.30461472447552401,0.16603943439038113,1.7699340730963783E-2]
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[null,"X1811",1094,0,1094,0.85275782564102598,1.39946474662005,0.94669684492314643,5.2717369538960779E-2]
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[null,"X1828",1094,0,1094,0.84484579090909095,1.4092888881118899,0.94347095900845113,5.4849881821333879E-2]
[null,"X1836.5",1094,0,1094,0.85146088624708605,1.4324622303030301,0.95537392821365175,5.7226685944231401E-2]
[null,"X1845",1094,0,1094,0.87561526503496501,1.47465975268065,0.98801701747761728,6.0605348174266035E-2]
[null,"X1853.5",1094,0,1094,0.92830293076923098,1.53773684079254,1.0516648861812494,6.3990554643958281E-2]
[null,"X1862",1094,0,1094,1.0143752701631701,1.6195387349650301,1.1493625272729395,6.6298524702019496E-2]
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[null,"X1879",1094,0,1094,1.2577418275058301,1.8623941862470901,1.4125652031999099,6.8021111847206953E-2]
[null,"X1887.5",1094,0,1094,1.3781941729603699,1.97793312820513,1.5492941603216077,6.9235754872703767E-2]
[null,"X1896",1094,0,1094,1.4851312342657299,2.0681608487179499,1.6693836317504234,7.1761840329563106E-2]
[null,"X1904.5",1094,0,1094,1.56752792191142,2.1271330351981401,1.7607563223750637,7.5425454866595812E-2]
[null,"X1913",1094,0,1094,1.61895774662005,2.15544677738928,1.8167752051452533,7.9154059769900337E-2]
[null,"X1921.5",1094,0,1094,1.6412487582750599,2.1629728659673702,1.8402602506451791,8.170791296796015E-2]
[null,"X1930",1094,0,1094,1.64241286899767,2.1595015242424198,1.8403234254516072,8.2221264895642424E-2]
[null,"X1938.5",1094,0,1094,1.6329658496503501,2.15138148881119,1.8283019309573727,8.0857569834324683E-2]
[null,"X1947",1094,0,1094,1.6185910878787899,2.1404216731934702,1.8103742937631835,7.8433073460212513E-2]
[null,"X1955.5",1094,0,1094,1.6005461694638701,2.1270858503496499,1.7881878127527571,7.5625093788594264E-2]
[null,"X1964",1094,0,1094,1.5793687657342701,2.1118996836829802,1.7625722618832114,7.2840096157851961E-2]
[null,"X1972.5",1094,0,1094,1.5561948088578099,2.0955960843822798,1.734933836829839,7.0406100956763445E-2]
[null,"X1981",1094,0,1094,1.5319251743589699,2.0784467431235401,1.7063455719088643,6.8472782897802648E-2]
[null,"X1989.5",1094,0,1094,1.50731428414918,2.0606576508158501,1.6775496805842853,6.7054385625699722E-2]
[null,"X1998",1094,0,1094,1.4830704314685299,2.0424225006993,1.6492837431309981,6.6073618887238936E-2]
[null,"X2006.5",1094,0,1094,1.4600328864801899,2.0241209547785499,1.622332038052654,6.5420569569232742E-2]
[null,"X2015",1094,0,1094,1.43896790582751,2.0059123794871798,1.5973557092144908,6.4944300317090295E-2]
[null,"X2023.5",1094,0,1094,1.4203409934731901,1.98799382773893,1.5747907981247593,6.4504856885696349E-2]
[null,"X2032",1094,0,1094,1.4043931848484801,1.97045468554779,1.5548046434052256,6.3995307123620837E-2]
[null,"X2040.5",1094,0,1094,1.3909857223776201,1.95305402261072,1.5372326824352383,6.3349726450319874E-2]
[null,"X2049",1094,0,1094,1.3796833993007001,1.9357122456876501,1.5216709595978071,6.254769699708454E-2]
[null,"X2057.5",1094,0,1094,1.36988227855478,1.918405297669,1.5075776443246292,6.1603366001636593E-2]
[null,"X2066",1094,0,1094,1.3610086822843801,1.9005538953379999,1.494344707245709,6.0548630136173918E-2]
[null,"X2074.5",1094,0,1094,1.3524395797202799,1.88201528927739,1.4813966615887475,5.9427589826528564E-2]
[null,"X2083",1094,0,1094,1.34360778158508,1.8631747244755199,1.4682494693202581,5.829469526209767E-2]
[null,"X2091.5",1094,0,1094,1.3340664680652701,1.84402587296037,1.4544728630472199,5.7196993048428367E-2]
[null,"X2100",1094,0,1094,1.323398095338,1.8246614538461501,1.4397205085840088,5.6189393553819911E-2]
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[null,"X2125.5",1094,0,1094,1.2826392839160801,1.7732746820512799,1.3885491036578013,5.4153428686298993E-2]
[null,"X2134",1094,0,1094,1.26644652307692,1.75908835337995,1.3697709973824144,5.3886139127752607E-2]
[null,"X2142.5",1094,0,1094,1.24956686829837,1.7452091379953401,1.3508421495144096,5.3822035088651889E-2]
[null,"X2151",1094,0,1094,1.2325538808857801,1.73188837995338,1.332260513897165,5.3930034499968839E-2]
[null,"X2159.5",1094,0,1094,1.21512151491841,1.7195054501165501,1.3145186172779684,5.4173922584988508E-2]
[null,"X2168",1094,0,1094,1.1983403629370599,1.7081100895104899,1.2979979335583383,5.4518046448343745E-2]
[null,"X2176.5",1094,0,1094,1.1828119044289001,1.6978716592074601,1.2829321826199716,5.4926820004432629E-2]
[null,"X2185",1094,0,1094,1.1686698454545501,1.68888718671329,1.269479908875919,5.5388961843465881E-2]
[null,"X2193.5",1094,0,1094,1.1561155048951,1.6812342622377601,1.2577832941626925,5.5898902049875639E-2]
[null,"X2202",1094,0,1094,1.1453729349650399,1.6753027806526799,1.2480554346132549,5.64428853109291E-2]
[null,"X2210.5",1094,0,1094,1.13725411934732,1.6711513680652701,1.2410590250037277,5.6956657178284451E-2]
[null,"X2219",1094,0,1094,1.1334408172494199,1.66943097622378,1.2381712336797888,5.7316901280178453E-2]
[null,"X2227.5",1094,0,1094,1.1353731247086201,1.67093142167832,1.240515060684684,5.7425265168467889E-2]
[null,"X2236",1094,0,1094,1.14426403379953,1.6758662769230801,1.2491757318369325,5.717394540509347E-2]
[null,"X2244.5",1094,0,1094,1.1615785631701601,1.6845831391608399,1.2652940483861967,5.6411970655872029E-2]
[null,"X2253",1094,0,1094,1.18451658811189,1.69565938438228,1.2863502114387442,5.5352855890940196E-2]
[null,"X2261.5",1094,0,1094,1.2086658414918401,1.7076932741258699,1.3086710284505882,5.4346193086410872E-2]
[null,"X2270",1094,0,1094,1.2321273762237801,1.7200156034965,1.3308150417232374,5.353123396085345E-2]
[null,"X2278.5",1094,0,1094,1.2526538300699299,1.7321608128205099,1.3520300661748974,5.2947174094365883E-2]
[null,"X2287",1094,0,1094,1.2706028554778599,1.7447792384615399,1.3711738368745827,5.2674878471705662E-2]
[null,"X2295.5",1094,0,1094,1.28511913473193,1.7600545209790199,1.3874400737231682,5.2755728225489747E-2]
[null,"X2304",1094,0,1094,1.29648429277389,1.77479353962704,1.4009964314438148,5.3149681076789683E-2]
[null,"X2312.5",1094,0,1094,1.30559903659674,1.78999499090909,1.412695174881426,5.378436333098232E-2]
[null,"X2321",1094,0,1094,1.3143546347319299,1.80544506829837,1.424177743005073,5.4500853524820321E-2]
[null,"X2329.5",1094,0,1094,1.32428935734266,1.8221100727272701,1.4368641738373726,5.5135685452213493E-2]
[null,"X2338",1094,0,1094,1.3339017326340299,1.8385305184149201,1.4491395557495224,5.5776684814317114E-2]
[null,"X2346.5",1094,0,1094,1.3421666153846199,1.8544532526806501,1.4602315408074558,5.6487324953204958E-2]
[null,"X2355",1094,0,1094,1.3508374853146901,1.8690695578088601,1.4718214426584069,5.7126263312845843E-2]
[null,"X2363.5",1094,0,1094,1.3613237088578101,1.8831339806526799,1.4850320364085965,5.7577969205854743E-2]
[null,"X2372",1094,0,1094,1.3737788263403301,1.89754749557109,1.5000114672217169,5.7849398983912746E-2]
[null,"X2380.5",1094,0,1094,1.3881177398601401,1.91149426223776,1.5166428236260063,5.7945956140531989E-2]
[null,"X2389",1094,0,1094,1.40408449020979,1.9247467836829799,1.5348043311563828,5.7900552314918287E-2]
[null,"X2397.5",1094,0,1094,1.4214825731934699,1.9375083727272699,1.5543375305974942,5.7758900785532696E-2]
[null,"X2406",1094,0,1094,1.4404187575757601,1.9508883470862499,1.5752617208744026,5.7581484127054106E-2]
[null,"X2414.5",1094,0,1094,1.46062285850816,1.9656315326340299,1.5975503941778211,5.7428763976133612E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X561.5",470,0,470,0.13031656433566399,0.27982225337995298,0.18334425700243015,2.1618416221938629E-2]
[null,"X723",470,0,470,0.102923557109557,0.24439599696969699,0.14156890224916927,1.596037335816727E-2]
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[null,"X969.5",470,0,470,0.24423188414918401,0.40643692937062897,0.28841980365223424,2.0840180811958542E-2]
[null,"X1012",470,0,470,0.21843216666666701,0.35578400792540799,0.26243394792987162,1.7723488247521981E-2]
[null,"X1173.5",470,0,470,0.383626524941725,0.59822391468531499,0.43943070816793134,2.7011754955331677E-2]
[null,"X1292.5",470,0,470,0.37977456759906802,0.59946357738927702,0.43568469325249243,2.781703018789292E-2]
[null,"X1420",470,0,470,1.10881438717949,1.6149259561771601,1.2519788021708087,6.1372554240485717E-2]
[null,"X1547.5",470,0,470,0.93047782843822802,1.2980450573426601,1.0239791932138074,4.6349171332110937E-2]
[null,"X1590",470,0,470,0.84586334731934698,1.17200915244755,0.9298330320046625,4.0960787781170335E-2]
[null,"X1709",470,0,470,0.77459237016316995,1.08742212773893,0.85234806443783218,3.8831238353297208E-2]
[null,"X1836.5",470,0,470,0.85146088624708605,1.27450907762238,0.95426593023111661,5.1137178062488714E-2]
[null,"X1972.5",470,0,470,1.5779465815850799,1.99171433752914,1.7374688298120302,6.6123387883033166E-2]
[null,"X2117",470,0,470,1.30281004708625,1.6946785960373001,1.407021261135744,4.7976040826595713E-2]
[null,"X2278.5",470,0,470,1.25441226899767,1.6429131160839201,1.351941326598721,4.6801957433494835E-2]
[null,"X2287",470,0,470,1.27376098951049,1.66057515268065,1.3711599965149026,4.6577179702372261E-2]
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[]
[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
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{"sheet":"SVM2","index":42,"n_rows":3727,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 08:49:23 / End time: 05/27/2023 at 08:55:29 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 463984434"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X468",1094,0,1094,0.24034548741258699,0.71571857086247104,0.34340717663308667,9.2957773129817178E-2]
[null,"X476.5",1094,0,1094,0.230820649417249,0.70810678088578105,0.33341139633687483,9.3231061824029182E-2]
[null,"X485",1094,0,1094,0.21955862284382299,0.69139663682983699,0.31936647468944834,9.0527748905030764E-2]
[null,"X493.5",1094,0,1094,0.206747971794872,0.66555933939393996,0.30138985697446979,8.4918983941909845E-2]
[null,"X502",1094,0,1094,0.193473252913753,0.63187383566433597,0.2809848899575132,7.6876766335489607E-2]
[null,"X510.5",1094,0,1094,0.17981575990675999,0.59159559090909097,0.25968521915406317,6.7101545860665357E-2]
[null,"X519",1094,0,1094,0.16460529277389299,0.54624692307692302,0.2392762085303177,5.6495252794661811E-2]
[null,"X527.5",1094,0,1094,0.152171234032634,0.49872355594405599,0.22175643308276141,4.6219707004077536E-2]
[null,"X536",1094,0,1094,0.143278971095571,0.45231534568764598,0.20816219047676876,3.7317848326858062E-2]
[null,"X544.5",1094,0,1094,0.13755511188811201,0.40936993216783202,0.19819074385501745,3.0302974646501578E-2]
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[null,"X561.5",1094,0,1094,0.13031656433566399,0.33820246759906802,0.18417514409174027,2.1816992574264144E-2]
[null,"X570",1094,0,1094,0.12669846153846201,0.31096702564102602,0.17805197819681859,1.979853517129887E-2]
[null,"X578.5",1094,0,1094,0.12275263146853101,0.28953424662004701,0.17200957871735223,1.8684784475240662E-2]
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[null,"X595.5",1094,0,1094,0.11480788088578101,0.26126930396270398,0.16080986544640613,1.7754963986950711E-2]
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[null,"X612.5",1094,0,1094,0.108728800932401,0.25396311538461502,0.15249158381934924,1.7386099796558949E-2]
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[null,"X680.5",1094,0,1094,9.7257026573426594E-2,0.24177859766899801,0.13823431449440268,1.6181433021901691E-2]
[null,"X689",1094,0,1094,9.6824468997669E-2,0.241252331934732,0.1375712764127707,1.607104370583284E-2]
[null,"X697.5",1094,0,1094,9.7165695337995295E-2,0.24126129533799501,0.13763008715391867,1.5960106708167034E-2]
[null,"X706",1094,0,1094,9.8443883216783198E-2,0.24189683869463899,0.13857746352087874,1.5843579334257285E-2]
[null,"X714.5",1094,0,1094,0.100474901864802,0.24300728531468499,0.14026108581178129,1.5720075076430702E-2]
[null,"X723",1094,0,1094,0.102923557109557,0.24439599696969699,0.14237887969066271,1.5593631318420833E-2]
[null,"X731.5",1094,0,1094,0.105394265268065,0.24583778764568801,0.14455740397143987,1.5471513660406323E-2]
[null,"X740",1094,0,1094,0.107486087645688,0.247056380885781,0.14641683846068621,1.5358632167410386E-2]
[null,"X748.5",1094,0,1094,0.108861824009324,0.24780036783216799,0.1476401545951003,1.525800219590628E-2]
[null,"X757",1094,0,1094,0.10928723240093199,0.24788776550116601,0.1479999853965048,1.5170901317148364E-2]
[null,"X765.5",1094,0,1094,0.108729358508159,0.24733101421911399,0.14744136361782639,1.5098049858698569E-2]
[null,"X774",1094,0,1094,0.107455354079254,0.246285351748252,0.14618683629992796,1.5039420270961295E-2]
[null,"X782.5",1094,0,1094,0.10599717389277399,0.24508003076923099,0.14471759426518033,1.4993659269116248E-2]
[null,"X791",1094,0,1094,0.104976403729604,0.24412594522144501,0.14361145411739401,1.4957302526269945E-2]
[null,"X799.5",1094,0,1094,0.104855122610723,0.243770766666667,0.14331798050800512,1.4924345263483135E-2]
[null,"X808",1094,0,1094,0.105680267132867,0.24412748717948701,0.14391191637901998,1.4893810589051374E-2]
[null,"X816.5",1094,0,1094,0.107275394405594,0.24512153473193499,0.14525181171019727,1.4870888253041309E-2]
[null,"X825",1094,0,1094,0.10935856643356601,0.24654170699300701,0.14709506896549523,1.4859589734123263E-2]
[null,"X833.5",1094,0,1094,0.111647122843823,0.248169111421911,0.14918957258664536,1.4860446352585766E-2]
[null,"X842",1094,0,1094,0.11392931958042,0.24986164289044299,0.15134408133727961,1.4868505445207037E-2]
[null,"X850.5",1094,0,1094,0.116091832634033,0.25158185058275101,0.15345175402449482,1.4873006360947291E-2]
[null,"X859",1094,0,1094,0.11813641002331,0.25328760722610699,0.15551126811640525,1.4857892379975691E-2]
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[null,"Variable","Categories","Counts","Frequencies","%"]
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[]
[null,"Other classes",73,526,599,87.813021702838071]
[]
[null,"Other classes",26,201,227,88.546255506607935]
[]
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[null,"List of support vectors (LOW versus the others):"]
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{"sheet":"SVM1","index":44,"n_rows":3777,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/27/2023 at 08:33:20 / End time: 05/27/2023 at 08:41:46 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 375398302"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.26041400979021001,0.69932111841491795,0.36162737343680079,7.7000636998077618E-2]
[null,"X451",1094,0,1094,0.25052555034965002,0.70939030069930098,0.35552112317301854,8.3205655002762363E-2]
[null,"X459.5",1094,0,1094,0.24135897599067599,0.71546138181818197,0.34872331870299145,8.8176437737173971E-2]
[null,"X468",1094,0,1094,0.233292284382284,0.71571857086247104,0.34106482591801895,9.1100662148976205E-2]
[null,"X476.5",1094,0,1094,0.22540806759906801,0.70810678088578105,0.33104454700549252,9.1384096288024408E-2]
[null,"X485",1094,0,1094,0.21512721818181799,0.69139663682983699,0.31709176680026235,8.8777972124339202E-2]
[null,"X493.5",1094,0,1094,0.20295184522144499,0.66555933939393996,0.29932090453629284,8.3365090470789355E-2]
[null,"X502",1094,0,1094,0.19047745128205101,0.63187383566433597,0.27921786395810111,7.5606599070111358E-2]
[null,"X510.5",1094,0,1094,0.17848420932400899,0.59159559090909097,0.25829076498254894,6.6168158453885739E-2]
[null,"X519",1094,0,1094,0.16801750046620001,0.54624692307692302,0.2382791681421868,5.589073736205806E-2]
[null,"X527.5",1094,0,1094,0.15835392610722601,0.49872355594405599,0.22112231932793022,4.5868974874471745E-2]
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[null,"X1998",1094,0,1094,1.4830704314685299,2.0424225006993,1.6476385586206608,6.3490962263048803E-2]
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[null,"X2015",1094,0,1094,1.43896790582751,2.0059123794871798,1.5958352122239128,6.220955421291529E-2]
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[null,"X2032",1094,0,1094,1.4043931848484801,1.97045468554779,1.5533893038259101,6.1190303420726171E-2]
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[null,"X2236",1094,0,1094,1.14426403379953,1.6567574897435899,1.2483081417428394,5.4530084692649056E-2]
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[null,"X2304",1094,0,1094,1.29648429277389,1.77479353962704,1.4000088680961633,5.0750158369612462E-2]
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[null,"X2372",1094,0,1094,1.3737788263403301,1.89754749557109,1.4988034434137465,5.547044725010826E-2]
[null,"X2380.5",1094,0,1094,1.3881177398601401,1.91149426223776,1.515405881996948,5.5589901196591941E-2]
[null,"X2389",1094,0,1094,1.40408449020979,1.9247467836829799,1.5335367928344046,5.5580067453373405E-2]
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[null,"X2414.5",1094,0,1094,1.46062285850816,1.9656315326340299,1.59620254942428,5.5261955682384817E-2]
[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X1301",470,0,470,0.39545155501165502,0.715319024242424,0.45259101226504006,3.2326090548310087E-2]
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[null,"X1556",470,0,470,0.91788316037296003,1.4404049531468499,1.0043547279794669,5.0868913314860896E-2]
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[null,"X1726",470,0,470,0.79418288205128196,1.2761094578088601,0.87499980295194191,4.5270380841346332E-2]
[null,"X1853.5",470,0,470,0.92830293076923098,1.53773684079254,1.0524620273515843,6.4174148406294082E-2]
[null,"X1989.5",470,0,470,1.5319361650349601,1.980939497669,1.6833375293398811,6.7086084142695748E-2]
[null,"X2134",470,0,470,1.26914141655012,1.75908835337995,1.3721357766388926,5.3717936244411207E-2]
[null,"X2295.5",470,0,470,1.2893204979021,1.7545198571095599,1.3897172559147934,5.2437528851414811E-2]
[null,"X2304",470,0,470,1.30140585920746,1.7644877664335701,1.4033509936606658,5.2802933834098308E-2]
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[null,"ROC Curve:"]
[]
[]
[]
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[null,"Number of observations in the training set",1094]
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{"sheet":"PLS-DA9","index":46,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:44:17"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36215180655194934,7.5947052606273685E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.70939030069930098,0.35610935111010283,8.2113081641945834E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.71546138181818197,0.3493687813219381,8.7061621110187254E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.71571857086247104,0.34174984188943308,8.9980896946623617E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.70810678088578105,0.33172522243536418,9.0252800596288055E-2]
[null,"X485",1094,0,1094,0.21248398717948699,0.69139663682983699,0.31770215103446225,8.7598525796191165E-2]
[null,"X493.5",1094,0,1094,0.20067548578088601,0.66555933939393996,0.29979748111227572,8.2098614582596818E-2]
[null,"X502",1094,0,1094,0.18836577902097901,0.63187383566433597,0.27951644425111744,7.4239168146468221E-2]
[null,"X510.5",1094,0,1094,0.176431734265734,0.59159559090909097,0.25839435391817206,6.4727516136537211E-2]
[null,"X519",1094,0,1094,0.16588442517482499,0.54624692307692302,0.2382050371645722,5.4454111235911699E-2]
[null,"X527.5",1094,0,1094,0.157720602564103,0.49872355594405599,0.22091770590314636,4.455454475132227E-2]
[null,"X536",1094,0,1094,0.14687802307692299,0.45231534568764598,0.20754152321797631,3.6037625639553317E-2]
[null,"X544.5",1094,0,1094,0.139373049184149,0.40936993216783202,0.19776035416767876,2.9373943059425502E-2]
[null,"X553",1094,0,1094,0.13472145641025601,0.37113641282051302,0.19035176954845889,2.4553795497922234E-2]
[null,"X561.5",1094,0,1094,0.13111087505827501,0.33820246759906802,0.18400356138014945,2.1370257652968933E-2]
[null,"X570",1094,0,1094,0.12747607738927699,0.31096702564102602,0.17794201613121791,1.9478584044955703E-2]
[null,"X578.5",1094,0,1094,0.123573698601399,0.28953424662004701,0.17192436689337481,1.8434212826226277E-2]
[null,"X587",1094,0,1094,0.119583605128205,0.27341930722610702,0.16608256331739563,1.7865264560371796E-2]
[null,"X595.5",1094,0,1094,0.11581067668997699,0.26126930396270398,0.16070730484865536,1.754298084666113E-2]
[null,"X604",1094,0,1094,0.112633305827506,0.25718921212121199,0.15612119784627318,1.7339040231542861E-2]
[null,"X612.5",1094,0,1094,0.110099232867133,0.25396311538461502,0.15235618103812745,1.7183901107880088E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",512,5,517,0.99032882011605416]
[null,"LOW",5,572,577,0.99133448873483532]
[null,"Total",517,577,1094,0.99085923217550276]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99975193507403481]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",221,0,221,1]
[null,"LOW",1,248,249,0.99598393574297184]
[null,"Total",222,248,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA8","index":52,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:43:58"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",509,3,512,0.994140625]
[null,"LOW",4,578,582,0.99312714776632305]
[null,"Total",513,581,1094,0.99360146252285197]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99986240871993104]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",224,2,226,0.99115044247787609]
[null,"LOW",1,243,244,0.99590163934426235]
[null,"Total",225,245,470,0.99361702127659579]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA7","index":58,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:43:37"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36401955457251434,7.7039974928422447E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.70939030069930098,0.35826654859926849,8.3397920369744846E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.71546138181818197,0.35177383329412859,8.8519533689438129E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",521,3,524,0.99427480916030531]
[null,"LOW",3,567,570,0.99473684210526314]
[null,"Total",524,570,1094,0.99451553930530168]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99992299450916111]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",212,2,214,0.99065420560747663]
[null,"LOW",2,254,256,0.9921875]
[null,"Total",214,256,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA6","index":64,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:43:16"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",512,0,512,1]
[null,"LOW",0,582,582,1]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",226,0,226,1]
[null,"LOW",0,244,244,1]
[null,"Total",226,244,470,1]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
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{"sheet":"PLS-DA5","index":70,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:42:59"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",515,4,519,0.99229287090558771]
[null,"LOW",4,571,575,0.99304347826086958]
[null,"Total",519,575,1094,0.99268738574040216]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99975203149871017]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",218,1,219,0.99543378995433784]
[null,"LOW",2,249,251,0.99203187250996017]
[null,"Total",220,250,470,0.99361702127659579]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA4","index":75,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 11:42:42"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36249883263488458,7.707883560933132E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",528,3,531,0.99435028248587576]
[null,"LOW",3,560,563,0.99467140319715808]
[null,"Total",531,563,1094,0.99451553930530168]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99962535917017969]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",204,3,207,0.98550724637681164]
[null,"LOW",4,259,263,0.98479087452471481]
[null,"Total",208,262,470,0.98510638297872344]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA3","index":81,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 08:44:57"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",532,3,535,0.99439252336448603]
[null,"LOW",1,558,559,0.99821109123434704]
[null,"Total",533,561,1094,0.99634369287020108]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99995318743418171]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",203,0,203,1]
[null,"LOW",0,267,267,1]
[null,"Total",203,267,470,1]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
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{"sheet":"PLS-DA2","index":87,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 08:44:30"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",523,4,527,0.99240986717267554]
[null,"LOW",5,562,567,0.99118165784832446]
[null,"Total",528,566,1094,0.99177330895795246]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99942103484167966]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",209,2,211,0.99052132701421802]
[null,"LOW",2,257,259,0.99227799227799229]
[null,"Total",211,259,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA1","index":93,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 08:42:17"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",518,0,518,1]
[null,"LOW",0,576,576,1]
[null,"Total",518,576,1094,1]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null,null,null,null,null,null,null,"HIGH","LOW","OVER.ALL",null,null,1,0.98550724637681164]
[null,null,null,null,null,null,null,null,null,null,null,null,99.55,100,99.79,null,null,0.99598393574297184,0.98479087452471481]
[null,null,null,null,null,null,null,null,null,null,null,null,99.12,99.17,99.15,null,null,0.99787234042553197,0.98510638297872344]
[null,null,null,null,null,null,null,null,null,null,null,null,99.05,99.23,99.15]
[null,null,null,null,null,null,null,null,null,null,null,null,100,100,100,null,null,null,0.99543378995433784]
[null,null,null,null,null,null," ",null,null,null,null,null,98.55,98.48,98.51,null,null,null,0.99203187250996017]
[null,null,null,null,null,null,null,null,null,null,null,null,99.54,99.2,99.36,null,null,null,0.99361702127659579]
[null,"Area under the curve:",null,0.999999999999998,null,null,null,null,null,null,null,null,100,100,100]
[null,null,null,null,null,null,null,null,null,null,null,null,99.07,99.22,99.15,null,null,null,0.99065420560747663]
[null,null,null,null,null,null,null,null,null,null,null,null,99.12,99.59,99.36,null,null,null,0.9921875]
[null,"Confusion matrix for the validation sample (Variable Class):",null,null,null,null,null,null,null,null,null,null,100,99.6,99.79,null,null,null,0.99148936170212765]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct",null,null,null,null,null,null,99.4,99.45,99.43,null,null,null,0.99115044247787609]
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[null,"Total",219,251,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA","index":99,"n_rows":10104,"n_cols":243,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - PLS Regression - Start time: 05/24/2023 at 08:41:54"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.69932111841491795,0.36354312036494862,7.6151769462951518E-2]
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[null,"X459.5",1094,0,1094,0.24049681934731901,0.71546138181818197,0.35088216033013259,8.7475878730312054E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.71571857086247104,0.3432822222378476,9.0483058174922165E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.70810678088578105,0.33325504417867352,9.0836605799877596E-2]
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[null,"X493.5",1094,0,1094,0.20067548578088601,0.66555933939393996,0.3012605396266132,8.288392006005206E-2]
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[null,"X578.5",1094,0,1094,0.12275263146853101,0.28953424662004701,0.1719003426929257,1.8129230927588235E-2]
[null,"X587",1094,0,1094,0.118689223776224,0.27341930722610702,0.16602004470900852,1.753303094451918E-2]
[null,"X595.5",1094,0,1094,0.11480788088578101,0.26126930396270398,0.16062396423381609,1.7204081975554255E-2]
[null,"X604",1094,0,1094,0.11146442634032599,0.25718921212121199,0.15602411666666677,1.6998968735640017E-2]
[null,"X612.5",1094,0,1094,0.108728800932401,0.25396311538461502,0.15224890397953661,1.6843915775691227E-2]
[null,"X621",1094,0,1094,0.10639502237762199,0.25126595967366,0.1490943546941785,1.6701426110481973E-2]
[null,"X629.5",1094,0,1094,0.104389064568765,0.24901704778554801,0.14647609261600653,1.655229680954539E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",506,4,510,0.99215686274509807]
[null,"LOW",4,580,584,0.99315068493150682]
[null,"Total",510,584,1094,0.99268738574040216]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99973811442384808]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",226,2,228,0.99122807017543857]
[null,"LOW",2,240,242,0.99173553719008267]
[null,"Total",228,242,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"SVM","index":105,"n_rows":3699,"n_cols":241,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/18/2023 at 16:15:55 / End time: 05/18/2023 at 16:22:12 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 897631198"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Variable","Categories","Counts","Frequencies","%"]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X1972.5",470,0,470,1.57666292051282,2.0477839648018601,1.7364971141224042,6.7098155702037102E-2]
[null,"X2125.5",470,0,470,1.2917844000000001,1.6896116692307701,1.3905991498075692,4.9954012724827447E-2]
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[null,"X2380.5",470,0,470,1.4003204300699299,1.8258772006993,1.5188756246525814,5.4804057058136825E-2]
[null,"Cross-validation results:"]
[]
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{"sheet":"Log(Binary)","index":107,"n_rows":3225,"n_cols":240,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/18/2023 at 16:04:01 / End time: 05/18/2023 at 16:13:32 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg_8nm.xlsm / Sheet = hcn_spec_sg_8nm / Range = 'hcn_spec_sg_8nm'!$E$1:$IG$1565 / 1564 rows and 237 columns"]
[null,"Response variable(s): Binary"]
[null,"Model: Logit"]
[null,"Algorithm: Newton-Raphson(Fast)"]
[null,"Convergence: 0.000001"]
[null,"Iterations: 10"]
[null,"Confidence interval (%): 95"]
[null,"Tolerance: 0.001"]
[null,"Cutpoint: 0.5"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[null,"Seed (random numbers): 1737112966"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X442.5",1094,0,1094,0.260126385547786,0.67322709930069902,0.36089107838517398,7.4983452994396738E-2]
[null,"X451",1094,0,1094,0.25012230769230798,0.689980751981352,0.35476792129180984,8.1154439222250657E-2]
[null,"X459.5",1094,0,1094,0.24049681934731901,0.701894442890443,0.34797584885559307,8.6131999857236866E-2]
[null,"X468",1094,0,1094,0.23171854708624701,0.70610120559440603,0.34034070443657521,8.9109092078090479E-2]
[null,"X476.5",1094,0,1094,0.222824167365967,0.69883054312354298,0.33034509372056947,8.9464841245016677E-2]
[null,"X485",1094,0,1094,0.21248398717948699,0.67748889533799495,0.31640350609853218,8.6915044906655331E-2]
[null,"X493.5",1094,0,1094,0.20067548578088601,0.64231025757575799,0.29862947518611782,8.1527231451477597E-2]
[null,"X502",1094,0,1094,0.18836577902097901,0.59611400139860105,0.27851470056442629,7.3769621736526944E-2]
[null,"X510.5",1094,0,1094,0.176431734265734,0.54186985850815805,0.25757486419993764,6.4330989880929002E-2]
[null,"X519",1094,0,1094,0.16460529277389299,0.48261339673659698,0.23755990879750963,5.4087902981321989E-2]
[null,"X527.5",1094,0,1094,0.152171234032634,0.42311229790209798,0.22042100891576422,4.4181823729060613E-2]
[null,"X536",1094,0,1094,0.143278971095571,0.37584168648018701,0.20716045396142563,3.5655578530218543E-2]
[null,"X544.5",1094,0,1094,0.13755511188811201,0.341798875058275,0.19746010386362559,2.9007705710430598E-2]
[null,"X553",1094,0,1094,0.13369723962704,0.33473348111888102,0.19010158872212499,2.4224049219984129E-2]
[null,"X561.5",1094,0,1094,0.13031656433566399,0.327448571328671,0.1837844673548879,2.108045194347118E-2]
[null,"X570",1094,0,1094,0.12669846153846201,0.31994295221445201,0.17774771575322915,1.9223845912892668E-2]
[null,"X578.5",1094,0,1094,0.12275263146853101,0.31228525361305398,0.17175408089686064,1.8212534087110641E-2]
[null,"X587",1094,0,1094,0.118689223776224,0.30461472447552401,0.16593416851165316,1.7678424140664298E-2]
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[]
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[null,"Obs696","HIGH","HIGH",0.9999748530010053,2.5146998994752528E-5]
[null,"Obs717","HIGH","HIGH",0.99999519723306429,4.8027669355796738E-6]
[null,"Obs725","HIGH","HIGH",0.79566891592503708,0.20433108407496292]
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[null,"Obs768","HIGH","HIGH",0.81615530979409812,0.18384469020590199]
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[null,"Obs854","HIGH","HIGH",0.99123707215092927,8.762927849070833E-3]
[null,"Obs868","HIGH","HIGH",0.9532766934643202,4.6723306535679833E-2]
[null,"Obs893","HIGH","HIGH",0.99996159746772628,3.8402532273867969E-5]
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[null,"Obs979","LOW","LOW",5.0229540984952237E-3,0.99497704590150482]
[null,"Obs996","HIGH","HIGH",0.99999581284694472,4.1871530553290087E-6]
[null,"Obs1005","HIGH","HIGH",0.9987745151160764,1.2254848839236008E-3]
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[null,"Obs1035","HIGH","HIGH",0.99995984472941235,4.0155270587676862E-5]
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[null,"Obs1116","LOW","LOW",3.4116132153118074E-3,0.99658838678468831]
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[null,"Obs1154","LOW","LOW",3.6098293877369987E-4,0.99963901706122626]
[null,"Obs1182","LOW","LOW",1.1021506521331976E-3,0.99889784934786685]
[null,"Obs1193","LOW","LOW",4.1672963946237561E-2,0.95832703605376246]
[null,"Obs1213","LOW","LOW",0.16415727094224461,0.83584272905775536]
[null,"Obs1229","LOW","LOW",0.37777062626347852,0.62222937373652154]
[null,"Obs1242","LOW","LOW",8.5886805208925096E-2,0.91411319479107489]
[null,"Obs1253","HIGH","HIGH",0.64632164338990161,0.35367835661009844]
[null,"Obs1281","LOW","LOW",8.0049516871831311E-7,0.9999991995048314]
[null,"Obs1282","LOW","LOW",1.7112438775941426E-6,0.99999828875612229]
[null,"Obs1315","HIGH","HIGH",0.88908367065581428,0.1109163293441857]
[null,"Obs1334","LOW","LOW",1.9173385111419537E-4,0.99980826614888585]
[null,"Obs1347","LOW","LOW",0.16415727094224461,0.83584272905775536]
[null,"Obs1362","HIGH","HIGH",0.99833055056283004,1.6694494371699569E-3]
[null,"Obs1389","LOW","LOW",9.0953679327020719E-3,0.99090463206729784]
[null,"Obs1392","HIGH","HIGH",0.73534201492715834,0.26465798507284166]
[null,"Obs1411","LOW","LOW",0.15112968732424054,0.84887031267575941]
[null,"Obs1439","LOW","LOW",5.0356926039180919E-2,0.94964307396081915]
[null,"Obs1452","LOW","LOW",2.1492495800272741E-2,0.97850750419972721]
[null,"Obs1468","LOW","LOW",1.4474793901249185E-3,0.99855252060987498]
[null,"Obs1483","LOW","LOW",1.5555669651892094E-5,0.99998444433034805]
[null,"Obs1496","LOW","LOW",5.1898599168506956E-8,0.9999999481014008]
[null,"Obs1505","LOW","LOW",2.3091316537487191E-10,0.99999999976908693]
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[null,"Obs671","HIGH","LOW",3.0371477112069823E-4,0.99969628522887932]
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[null,"Obs746","HIGH","HIGH",0.99999844460687759,1.55539312243144E-6]
[null,"Obs762","HIGH","HIGH",0.57077668511717872,0.42922331488282139]
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[null,"Obs833","HIGH","HIGH",0.99743349122119329,2.5665087788066128E-3]
[null,"Obs845","HIGH","HIGH",0.99999999999995159,4.8385941628248063E-14]
[null,"Obs911","HIGH","HIGH",0.91323721457144602,8.6762785428553924E-2]
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[null,"Obs1156","HIGH","LOW",1.4160816205290807E-2,0.98583918379470925]
[null,"Obs1194","LOW","LOW",0.22763614390148101,0.7723638560985191]
[null,"Obs1265","HIGH","HIGH",0.76678200393288032,0.23321799606711957]
[null,"Obs1285","LOW","LOW",5.0686419582302144E-3,0.99493135804176969]
[null,"Obs1330","LOW","LOW",4.3320334670522931E-2,0.95667966532947701]
[null,"Obs1352","LOW","LOW",4.4564789983683643E-6,0.99999554352100173]
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[null,"Obs1429","HIGH","HIGH",0.96182891124622849,3.8171088753771544E-2]
[null,"Obs1453","HIGH","HIGH",0.88908367065581428,0.1109163293441857]
[null,"Obs1529","LOW","LOW",6.8819595497054303E-5,0.99993118040450291]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97303110967706674]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",169,63,232,0.72844827586206895]
[null,"LOW",60,178,238,0.74789915966386555]
[null,"Total",229,241,470,0.73829787234042554]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.81172124022022674]

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