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{"sheet":"PLS-DA10","index":1,"n_rows":10200,"n_cols":251,"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: 05/25/2023 at 16:33:18"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.76240502650823E-3,2.3379171344348731E-3]
[null,"X425.5",1094,0,1094,-2.7370617E-2,1.6550619999999999E-3,-1.245400477239488E-2,5.5607072551697515E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2590302238574038E-2,5.2592400078229143E-3]
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[null,"X1819.5",1094,0,1094,2.933864E-3,5.3526370000000004E-3,3.6679824908592341E-3,3.1735011014363758E-4]
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[null,"X1836.5",1094,0,1094,1.0391549999999999E-2,1.7430953999999999E-2,1.278874533820841E-2,1.0669574554493964E-3]
[null,"X1845",1094,0,1094,2.2914530999999998E-2,3.1159439000000001E-2,2.5349943903107838E-2,1.2048746966193714E-3]
[null,"X1853.5",1094,0,1094,3.6191505999999998E-2,4.8687881000000002E-2,4.3179161387568589E-2,1.378560961264391E-3]
[null,"X1862",1094,0,1094,3.9288779000000003E-2,6.6173309999999999E-2,6.0342757063985446E-2,1.9706249236730311E-3]
[null,"X1870.5",1094,0,1094,3.6667049E-2,0.102876014,8.8698962015539395E-2,5.4389528764285343E-3]
[null,"X1879",1094,0,1094,-1.0467985000000001E-2,8.7706157000000007E-2,6.1348210302559367E-2,1.1905855978410446E-2]
[null,"X1887.5",1094,0,1094,-6.1405308999999998E-2,5.6798767999999999E-2,8.184613261425961E-3,1.5667917616783891E-2]
[null,"X1896",1094,0,1094,-9.7807722999999999E-2,-3.3330574000000002E-2,-7.7232328201096809E-2,8.8541896987342616E-3]
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[null,"X1913",1094,0,1094,-9.7680612999999999E-2,-1.7750769999999999E-2,-6.4959912596892266E-2,1.0464588988353694E-2]
[null,"X1921.5",1094,0,1094,-6.0534966000000003E-2,-7.9260440000000001E-3,-3.4396166292504547E-2,7.0200089218654905E-3]
[null,"X1930",1094,0,1094,-4.8747169999999999E-2,-4.523493E-3,-2.6630635648994542E-2,6.0183813010725538E-3]
[null,"X1938.5",1094,0,1094,-3.9504228000000002E-2,-5.45525E-3,-2.0851516660877541E-2,4.7778519307566632E-3]
[null,"X1947",1094,0,1094,-2.3751662E-2,-6.2600199999999996E-4,-1.322828127605119E-2,2.9191813976184797E-3]
[null,"X1955.5",1094,0,1094,-1.4030607E-2,4.0119199999999998E-4,-7.5626795786105953E-3,1.7375197049279186E-3]
[null,"X1964",1094,0,1094,-1.1912066000000001E-2,9.0704000000000002E-4,-5.5108758007312618E-3,1.3010762179325494E-3]
[null,"X1972.5",1094,0,1094,-7.3795190000000002E-3,-4.3699999999999998E-5,-4.0437551846435058E-3,1.0854016543705872E-3]
[null,"X1981",1094,0,1094,-5.6924710000000002E-3,1.9015010000000001E-3,-2.6282514734917699E-3,9.5441238949841082E-4]
[null,"X1989.5",1094,0,1094,-4.1158230000000002E-3,3.4249020000000001E-3,-1.3161317541133444E-3,1.0230897640339074E-3]
[null,"X1998",1094,0,1094,-5.0600250000000001E-3,5.384916E-3,6.5815469561243136E-4,1.2864656146672887E-3]
[null,"X2006.5",1094,0,1094,-2.1896540000000001E-3,8.0408570000000002E-3,2.7169422020109687E-3,1.3784648104369476E-3]
[null,"X2015",1094,0,1094,-2.0900879999999999E-3,8.5360920000000003E-3,3.8908323793418655E-3,1.4795929491169273E-3]
[null,"X2023.5",1094,0,1094,-1.9075730000000001E-3,9.4466059999999998E-3,4.6176938153564863E-3,1.4361823579004303E-3]
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[null,"X2253",1094,0,1094,4.264042E-3,1.7795147000000001E-2,1.3446517911334542E-2,1.642896343833051E-3]
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[null,"X2270",1094,0,1094,-1.9970840000000001E-3,7.5639749999999997E-3,4.168750785191958E-3,1.0212953448972132E-3]
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[null,"X2304",1094,0,1094,1.816727E-3,2.7488555000000001E-2,1.9614881959780658E-2,3.0036416854689421E-3]
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[null,"X2321",1094,0,1094,-1.7856422E-2,3.2394889999999999E-3,-1.1263190223948821E-2,2.1502695479013421E-3]
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[null,"X2338",1094,0,1094,-4.3046020000000003E-3,4.3827220000000004E-3,8.2691769287020179E-4,1.1750436166911423E-3]
[null,"X2346.5",1094,0,1094,-2.1439689999999999E-3,7.7262850000000003E-3,3.571543952468008E-3,1.2971642914643307E-3]
[null,"X2355",1094,0,1094,-4.1870600000000003E-3,8.4291479999999992E-3,3.7901478126142587E-3,1.4901245700090955E-3]
[null,"X2363.5",1094,0,1094,-3.7089919999999999E-3,7.85164E-3,2.7331744049360119E-3,1.4664510669994653E-3]
[null,"X2372",1094,0,1094,-1.1496952E-2,5.837943E-3,-3.193860603290684E-5,1.4599548936952175E-3]
[null,"Class","HIGH",517,517,47.257769652650822]
[null,"X731.5",470,0,470,1.0230090000000001E-3,1.949917E-3,1.5932880702127653E-3,1.2894336055156098E-4]
[null,"X1114",470,0,470,-4.0879710000000001E-3,-4.2644599999999998E-4,-1.8393754000000009E-3,4.0796704681027567E-4]
[null,"X1284",470,0,470,5.0782290000000001E-3,8.219344E-3,5.957113085106382E-3,4.4489571684011917E-4]
[null,"X1539",470,0,470,3.4147840000000001E-3,5.4960900000000004E-3,4.7428635617021283E-3,3.0558080679410078E-4]
[null,"X2040.5",470,0,470,5.7652599999999995E-4,9.083776E-3,4.2629984787234043E-3,1.0563747676199122E-3]
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[null,"Correlation matrix:"]
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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",517,0,517,1]
[null,"LOW",0,577,577,1]
[null,"Total",517,577,1094,1]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000007]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",221,0,221,1]
[null,"LOW",0,249,249,1]
[null,"Total",221,249,470,1]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"Log(Binary)9","index":7,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 16:11:04 / End time: 05/25/2023 at 16:19:30 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 228325331"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96932293705030281]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",149,58,207,0.71980676328502413]
[null,"LOW",51,212,263,0.80608365019011408]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.8351977369996858]

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{"sheet":"Log(Binary)8","index":10,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 16:02:36 / End time: 05/25/2023 at 16:10:58 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1863822363"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96155818044734831]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",162,57,219,0.73972602739726023]
[null,"LOW",41,210,251,0.8366533864541833]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.86521493932944127]

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{"sheet":"Log(Binary)7","index":13,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 15:53:42 / End time: 05/25/2023 at 16:02:11 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1116749338"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96531294376122201]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83943934091571937]

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{"sheet":"Log(Binary)6","index":16,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 15:45:05 / End time: 05/25/2023 at 15:53:33 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1094105393"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97021675454012835]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",155,58,213,0.72769953051643188]
[null,"LOW",65,192,257,0.74708171206225682]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.82417201001077822]

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{"sheet":"Log(Binary)5","index":19,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 15:35:54 / End time: 05/25/2023 at 15:44:13 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1551862765"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96299801996093426]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",162,44,206,0.78640776699029125]
[null,"LOW",55,209,264,0.79166666666666663]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.86891365107384599]

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{"sheet":"Log(Binary)4","index":22,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 15:03:23 / End time: 05/25/2023 at 15:12:41 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 285798388"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97081343721202806]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",162,57,219,0.73972602739726023]
[null,"LOW",62,189,251,0.75298804780876494]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.81811566519310908]

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{"sheet":"Log(Binary)3","index":25,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 14:54:14 / End time: 05/25/2023 at 15:03:02 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 185234418"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.95722572831006547]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",167,58,225,0.74222222222222223]
[null,"LOW",43,202,245,0.82448979591836735]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.86521541950113245]

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{"sheet":"Log(Binary)2","index":28,"n_rows":3273,"n_cols":248,"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: 05/25/2023 at 14:45:25 / End time: 05/25/2023 at 14:53:53 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 678029732"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96654286318205151]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",169,56,225,0.75111111111111106]
[null,"LOW",52,193,245,0.78775510204081634]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83446712018140523]

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[-1.4155343563970746E-14,0.2478485370051749]
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[-1.4155343563970746E-14,0.16867469879519204]
[-1.4155343563970746E-14,0.16179001721171526]
[-1.4155343563970746E-14,0.15662650602410769]
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[-1.4155343563970746E-14,0.11359724612737787]
[-1.4155343563970746E-14,0.10843373493977029]
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[-1.4155343563970746E-14,0.10327022375216272]
[-1.4155343563970746E-14,0.10154905335629352]
[-1.4155343563970746E-14,9.982788296042433E-2]
[-1.4155343563970746E-14,9.8106712564555137E-2]
[-1.4155343563970746E-14,9.6385542168685945E-2]
[-1.4155343563970746E-14,9.4664371772816752E-2]
[-1.4155343563970746E-14,9.294320137694756E-2]
[-1.4155343563970746E-14,9.1222030981078367E-2]
[-1.4155343563970746E-14,8.9500860585209174E-2]
[-1.4155343563970746E-14,8.7779690189339982E-2]
[-1.4155343563970746E-14,8.6058519793470789E-2]
[-1.4155343563970746E-14,8.4337349397601596E-2]
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[-1.4155343563970746E-14,8.0895008605863211E-2]
[-1.4155343563970746E-14,7.9173838209994019E-2]
[-1.4155343563970746E-14,7.7452667814124826E-2]
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[-1.4155343563970746E-14,7.4010327022386441E-2]
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[-1.4155343563970746E-14,5.8519793459563707E-2]
[-1.4155343563970746E-14,5.6798623063694514E-2]
[-1.4155343563970746E-14,5.5077452667825322E-2]
[-1.4155343563970746E-14,5.3356282271956129E-2]
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[-1.4155343563970746E-14,3.2702237521525818E-2]
[-1.4155343563970746E-14,3.0981067125656625E-2]
[-1.4155343563970746E-14,2.9259896729787432E-2]
[-1.4155343563970746E-14,2.753872633391824E-2]
[-1.4155343563970746E-14,2.5817555938049047E-2]
[-1.4155343563970746E-14,2.4096385542179855E-2]
[-1.4155343563970746E-14,2.2375215146310662E-2]
[-1.4155343563970746E-14,2.0654044750441469E-2]
[-1.4155343563970746E-14,1.8932874354572277E-2]
[-1.4155343563970746E-14,1.7211703958703084E-2]
[-1.4155343563970746E-14,1.5490533562833893E-2]
[-1.4155343563970746E-14,1.3769363166964702E-2]
[-1.4155343563970746E-14,1.2048192771095511E-2]
[-1.4155343563970746E-14,1.032702237522632E-2]
[-1.4155343563970746E-14,8.6058519793571295E-3]
[-1.4155343563970746E-14,6.8846815834879387E-3]
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[-1.4155343563970746E-14,3.4423407917495569E-3]
[-1.4155343563970746E-14,1.7211703958803658E-3]
[-1.4155343563970746E-14,1.1174654951373597E-14]

{"sheet":"SVM9","index":31,"n_rows":3359,"n_cols":247,"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: 05/25/2023 at 14:38:08 / End time: 05/25/2023 at 14:44:28 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 2000213753"]
[]
[]
[]
[]
[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,"X451",1094,0,1094,-1.3502528E-2,1.1252609E-2,3.8380823583181001E-3,4.1491562831686753E-3]
[null,"X459.5",1094,0,1094,-2.5298801999999999E-2,6.6737100000000002E-3,-2.5925069990859252E-3,5.4089551827349158E-3]
[null,"X468",1094,0,1094,-1.6535503E-2,6.552904E-3,-1.8970120219378422E-3,4.4929909439004627E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.122925758683732E-3,2.6947662963926599E-3]
[null,"X485",1094,0,1094,-4.3227272999999997E-2,4.47422E-4,-5.6715478208409498E-3,4.1064093884238644E-3]
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[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2193006195612447E-2,8.6328577584773285E-3]
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[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4570863999999999E-2,7.3952664972577655E-3,3.5830545250849955E-3]
[null,"X527.5",1094,0,1094,-1.4206785E-2,2.8630268E-2,1.1747587453382096E-2,5.2126506604946634E-3]
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[null,"X553",1094,0,1094,-3.801432E-3,1.8674392000000001E-2,2.6503876471663619E-3,3.4878982958444597E-3]
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[null,"Confusion matrix for the training sample (HIGH versus the others):"]
[]
[]
[null,"HIGH",158,61,219,72.146118721461178]
[]
[]
[null,"Positive class","LOW"]
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[]
[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[]
[]
[]
[null,"Number of observations",1094,470]
[]
[null,"Obs3","LOW","LOW"]
[null,"Obs25","HIGH","HIGH"]
[null,"Obs28","LOW","LOW"]
[null,"Obs53","LOW","LOW"]
[null,"Obs86","HIGH","HIGH"]
[null,"Obs89","HIGH","HIGH"]
[null,"Obs109","LOW","LOW"]
[null,"Obs135","LOW","LOW"]
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[null,"Obs164","HIGH","HIGH"]
[null,"Obs176","HIGH","HIGH"]
[null,"Obs190","HIGH","HIGH"]
[null,"Obs213","HIGH","HIGH"]
[null,"Obs220","LOW","LOW"]
[null,"Obs247","HIGH","HIGH"]
[null,"Obs260","LOW","LOW"]
[null,"Obs279","LOW","HIGH"]
[null,"Obs299","LOW","LOW"]
[null,"Obs311","LOW","LOW"]
[null,"Obs324","LOW","HIGH"]
[null,"Obs352","HIGH","HIGH"]
[null,"Obs353","LOW","LOW"]
[null,"Obs382","HIGH","HIGH"]
[null,"Obs392","HIGH","HIGH"]
[null,"Obs406","HIGH","LOW"]
[null,"Obs421","LOW","LOW"]
[null,"Obs437","HIGH","HIGH"]
[null,"Obs452","LOW","LOW"]
[null,"Obs479","LOW","LOW"]
[null,"Obs489","LOW","LOW"]
[null,"Obs521","LOW","HIGH"]
[null,"Obs533","LOW","LOW"]
[null,"Obs552","LOW","LOW"]
[null,"Obs567","LOW","LOW"]
[null,"Obs587","HIGH","HIGH"]
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[null,"Obs629","HIGH","HIGH"]
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[null,"Obs682","HIGH","HIGH"]
[null,"Obs694","HIGH","HIGH"]
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{"sheet":"SVM8","index":33,"n_rows":3360,"n_cols":247,"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: 05/25/2023 at 14:31:19 / End time: 05/25/2023 at 14:37:49 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 775034177"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.6954441846435105E-3,2.2967223298311543E-3]
[null,"X425.5",1094,0,1094,-2.7841103999999998E-2,1.6550619999999999E-3,-1.2619394053016434E-2,5.5553256343613307E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2780673042961616E-2,5.2144082957008417E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-6.7600358592321771E-4,1.9191840633333141E-3]
[null,"X451",1094,0,1094,-1.4558306E-2,1.1252609E-2,3.9406905548446045E-3,4.0280397917855423E-3]
[null,"X459.5",1094,0,1094,-2.6009270000000001E-2,6.6737100000000002E-3,-2.519612095063991E-3,5.3454050217660084E-3]
[null,"X468",1094,0,1094,-1.6018701999999999E-2,6.552904E-3,-1.7859143903107878E-3,4.4764378114026445E-3]
[null,"X476.5",1094,0,1094,-1.6629642E-2,5.9484639999999997E-3,1.2364979606946983E-3,2.5861429107689854E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.6408794680073097E-3,3.9843136248230316E-3]
[null,"X493.5",1094,0,1094,-5.4409265999999998E-2,-1.7519899999999999E-3,-1.3440544123400339E-2,6.5031848122339532E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2160457037477165E-2,8.679025209454164E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.4065531051188365E-3,7.5245252641975013E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4731271000000001E-2,7.5501529113345539E-3,3.4309680026960634E-3]
[null,"X527.5",1094,0,1094,-1.1434211999999999E-2,2.7573410999999999E-2,1.1883635929616092E-2,5.1202007009661923E-3]
[null,"X536",1094,0,1094,-8.5510139999999991E-3,3.3986206999999997E-2,8.7757394716636156E-3,6.8986627627003047E-3]
[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.8983604E-2,4.8196940557586809E-3,5.1912791773111285E-3]
[null,"X553",1094,0,1094,-3.801432E-3,1.8674392000000001E-2,2.580085274223029E-3,3.4003665435822896E-3]
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[null,"Binary classifier (HIGH versus the others):"]
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[]
[]
[null,"from \\ to","LOW","Other classes","Total","% correct"]
[]
[]
[]
[null,"Confusion matrix for the validation sample:"]
[null,"Incorrectly classified observations",0.12157221206581348,0.20638297872340428]
[]
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{"sheet":"SVM7","index":35,"n_rows":3335,"n_cols":247,"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: 05/25/2023 at 14:24:49 / End time: 05/25/2023 at 14:31:10 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 1635271043"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.7705589533820831E-3,2.2868459819252026E-3]
[null,"X425.5",1094,0,1094,-2.7841103999999998E-2,1.6550619999999999E-3,-1.2614130494515536E-2,5.6437287321695938E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2791740473491775E-2,5.3083770423783521E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.6857010511882943E-4,1.9961144718095847E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.1252609E-2,3.9212042952468003E-3,4.1477326982203846E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,6.6737100000000002E-3,-2.4730639268738582E-3,5.3641163551768883E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.8148318089579512E-3,4.4732197687256028E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.1732732449725774E-3,2.6609194603206669E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.6010560557586799E-3,4.11553293644497E-3]
[null,"X493.5",1094,0,1094,-5.5046010999999999E-2,-1.7519899999999999E-3,-1.3345785784277897E-2,6.472747982293461E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2126260107861053E-2,8.5215783722829928E-3]
[null,"X510.5",1094,0,1094,-3.3701251000000002E-2,9.2050420000000001E-3,-3.4641607696526532E-3,7.4229176561877554E-3]
[null,"X519",1094,0,1094,-1.6412919000000002E-2,1.4731271000000001E-2,7.3944650018281498E-3,3.5107389643721921E-3]
[null,"X527.5",1094,0,1094,-1.1019810999999999E-2,2.7534665999999999E-2,1.1678296007312612E-2,5.0295942363174683E-3]
[null,"X536",1094,0,1094,-8.8959380000000008E-3,3.3986206999999997E-2,8.6119757742230425E-3,6.7206742783449619E-3]
[null,"X544.5",1094,0,1094,-3.5044E-3,2.7098461000000001E-2,4.7103815987202813E-3,5.0528587744019422E-3]
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[]
[]
[]
[null,"ROC Curve (Validation):"]
[]
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{"sheet":"SVM6","index":37,"n_rows":3307,"n_cols":247,"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: 05/25/2023 at 14:18:22 / End time: 05/25/2023 at 14:24:40 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 1270450191"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.8214600575868359E-3,2.3105752908350223E-3]
[null,"X425.5",1094,0,1094,-2.7841103999999998E-2,1.6550619999999999E-3,-1.2798172386654472E-2,5.5797526691846394E-3]
[null,"X434",1094,0,1094,-2.5689940000000001E-2,-2.1891530000000001E-3,-1.2925001664533833E-2,5.2253092857823535E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.3034708318098728E-4,1.9904158547443766E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.1252609E-2,4.029706148080436E-3,4.0436728618376151E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,6.6737100000000002E-3,-2.3720910530164521E-3,5.2853071419845287E-3]
[null,"X468",1094,0,1094,-1.6535503E-2,6.552904E-3,-1.7167635466179153E-3,4.4341399003267621E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.2318698921389387E-3,2.647191696663441E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.5812840438756919E-3,4.0574737346777742E-3]
[null,"X493.5",1094,0,1094,-5.5046010999999999E-2,-2.865533E-3,-1.3252748283363796E-2,6.4418607471475762E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.1869145838208417E-2,8.4201858300465889E-3]
[null,"X510.5",1094,0,1094,-3.1569105E-2,9.2050420000000001E-3,-3.1249305493601478E-3,7.1650940516119147E-3]
[null,"X519",1094,0,1094,-1.3888030000000001E-2,1.4731271000000001E-2,7.6441017486288797E-3,3.1757590942585877E-3]
[null,"X527.5",1094,0,1094,-1.4206785E-2,2.8630268E-2,1.1707103663619739E-2,5.095373321776126E-3]
[null,"X536",1094,0,1094,-9.6928229999999997E-3,3.3986206999999997E-2,8.4643071252285228E-3,6.6192146236102112E-3]
[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.6148509E-2,4.5662559177330891E-3,4.8849853039581491E-3]
[null,"X553",1094,0,1094,-3.801432E-3,1.4979325E-2,2.4596273135283411E-3,3.2367032027155224E-3]
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[null,"X1649.5",1094,0,1094,2.8591039999999999E-3,3.431407E-3,3.1554663418647223E-3,8.5286831853990526E-5]
[null,"X1658",1094,0,1094,2.9977570000000002E-3,3.8779169999999998E-3,3.4535252010968916E-3,1.2225444750096247E-4]
[null,"X1666.5",1094,0,1094,4.103153E-3,6.2588299999999999E-3,5.5549876060329061E-3,2.9967172033107435E-4]
[null,"X1675",1094,0,1094,5.3994569999999999E-3,1.0579332E-2,8.818198769652669E-3,7.1903304243025907E-4]
[null,"X1683.5",1094,0,1094,5.1637699999999998E-3,1.2663818E-2,1.0105173016453393E-2,1.0337947520691823E-3]
[null,"X1692",1094,0,1094,3.1248389999999999E-3,4.6880890000000003E-3,3.9169282522851859E-3,3.2799614433740812E-4]
[null,"X1700.5",1094,0,1094,-8.2505949999999995E-3,2.672022E-3,-5.076578701096888E-3,1.5611681494469367E-3]
[null,"X1709",1094,0,1094,-6.7122980000000002E-3,3.5320059999999999E-3,-3.3878807458866556E-3,1.4169847544578133E-3]
[null,"X1717.5",1094,0,1094,4.6556590000000004E-3,5.8564109999999997E-3,5.2251574067641712E-3,2.168409918919546E-4]
[null,"X1726",1094,0,1094,5.593476E-3,9.1766190000000004E-3,8.1990550786105974E-3,5.1488387647133165E-4]
[null,"X1734.5",1094,0,1094,5.57064E-3,8.5360479999999992E-3,7.5744259689213955E-3,4.4428499795047516E-4]
[null,"X1743",1094,0,1094,2.836594E-3,5.9561980000000002E-3,3.6029976480804432E-3,4.0089825110761876E-4]
[null,"X1751.5",1094,0,1094,-3.668995E-3,2.3988500000000001E-3,-1.9159823062157204E-3,8.6964716297462238E-4]
[null,"X1760",1094,0,1094,-2.1687659999999999E-3,-1.2918700000000001E-3,-1.7483871243144425E-3,1.3848251319843879E-4]
[null,"X1768.5",1094,0,1094,-6.266041E-3,-2.2239009999999999E-3,-3.4301931599634351E-3,6.2292107161374859E-4]
[null,"X1777",1094,0,1094,-1.2384644E-2,-1.0357738999999999E-2,-1.1456902432358331E-2,3.0381241826915378E-4]
[null,"X1785.5",1094,0,1094,-1.4511909999999999E-2,-1.1055947999999999E-2,-1.3338659993601468E-2,4.9795730100348097E-4]
[null,"X1794",1094,0,1094,-8.5308339999999993E-3,-6.75773E-3,-7.4733208391224923E-3,2.5772267890444709E-4]
[null,"X1802.5",1094,0,1094,-3.338794E-3,1.04873E-4,-9.2454660786106101E-4,4.6988010177344248E-4]
[null,"X1811",1094,0,1094,1.6526959999999999E-3,3.7889120000000002E-3,3.1234743043875709E-3,3.2957113556646687E-4]
[null,"X1819.5",1094,0,1094,2.933864E-3,5.3526370000000004E-3,3.6566360539305284E-3,3.0468829980869724E-4]
[null,"X1828",1094,0,1094,3.816378E-3,9.1696829999999997E-3,5.6053813025594094E-3,7.4625205268115792E-4]
[null,"X1836.5",1094,0,1094,1.0391549999999999E-2,1.7430953999999999E-2,1.2742615218464367E-2,1.036972197073237E-3]
[null,"X1845",1094,0,1094,2.2890236000000001E-2,3.1159439000000001E-2,2.5298762957038392E-2,1.1684560974752557E-3]
[null,"X1853.5",1094,0,1094,3.6191505999999998E-2,4.8687881000000002E-2,4.3113825583180991E-2,1.3685585314229338E-3]
[null,"X1862",1094,0,1094,3.9288779000000003E-2,6.5043356999999996E-2,6.028186365996345E-2,1.9411337640736017E-3]
[null,"X1870.5",1094,0,1094,3.6667049E-2,0.102876014,8.8680189185557493E-2,5.2419021891005248E-3]
[null,"X1879",1094,0,1094,-1.0467985000000001E-2,8.7706157000000007E-2,6.1612125265082265E-2,1.1510409327990098E-2]
[null,"X1887.5",1094,0,1094,-6.1405308999999998E-2,5.6798767999999999E-2,8.6235036535648943E-3,1.5472278390705158E-2]
[null,"X1896",1094,0,1094,-9.7807722999999999E-2,-3.3330574000000002E-2,-7.6950789910420481E-2,8.864458570639222E-3]
[null,"X1904.5",1094,0,1094,-0.12343363,-3.6555351E-2,-9.7847788529250565E-2,9.8110850406550269E-3]
[null,"X1913",1094,0,1094,-9.7680612999999999E-2,-1.7750769999999999E-2,-6.5149547343692937E-2,1.0350081167209743E-2]
[null,"X1921.5",1094,0,1094,-6.0534966000000003E-2,-7.9260440000000001E-3,-3.4567739316270524E-2,6.9948118049604638E-3]
[null,"X1930",1094,0,1094,-4.8747169999999999E-2,-4.523493E-3,-2.6805118560329067E-2,6.0526419017125242E-3]
[null,"X1938.5",1094,0,1094,-3.9504228000000002E-2,-3.6711439999999999E-3,-2.0961927656307132E-2,4.7667941928371685E-3]
[null,"X1947",1094,0,1094,-2.3239490000000002E-2,-6.2600199999999996E-4,-1.3264437135283372E-2,2.9169118051556578E-3]
[null,"X1955.5",1094,0,1094,-1.4030607E-2,3.6063000000000002E-4,-7.5932906279707552E-3,1.7172232537219455E-3]
[null,"X1964",1094,0,1094,-1.1912066000000001E-2,-6.4932599999999998E-4,-5.528361759597796E-3,1.26570541560766E-3]
[null,"X1972.5",1094,0,1094,-7.3795190000000002E-3,-4.3699999999999998E-5,-4.0531635356489942E-3,1.0926239384304462E-3]
[null,"X1981",1094,0,1094,-5.6924710000000002E-3,1.9015010000000001E-3,-2.6177814067641688E-3,9.8371313187887261E-4]
[null,"X1989.5",1094,0,1094,-4.1158230000000002E-3,3.4249020000000001E-3,-1.3019665914076775E-3,1.0377370044739459E-3]
[null,"X1998",1094,0,1094,-5.0600250000000001E-3,5.3410530000000001E-3,6.6248900365630653E-4,1.2670042429171336E-3]
[null,"X2006.5",1094,0,1094,-2.1896540000000001E-3,8.0408570000000002E-3,2.7548141279707485E-3,1.3801659839008757E-3]
[null,"X2015",1094,0,1094,-1.918283E-3,8.5360920000000003E-3,3.9376578473491707E-3,1.4741563705367366E-3]
[null,"X2023.5",1094,0,1094,-2.7640519999999999E-3,9.4466059999999998E-3,4.6351839515539252E-3,1.398749012620363E-3]
[null,"X2032",1094,0,1094,-2.6530049999999999E-3,9.4259909999999999E-3,4.6914198391224829E-3,1.3151388561108018E-3]
[null,"X2040.5",1094,0,1094,-1.7265430000000001E-3,9.083776E-3,4.1932853235831765E-3,1.1321531994174469E-3]
[null,"X2049",1094,0,1094,-1.0874179999999999E-3,6.8349450000000003E-3,3.7635506380255947E-3,9.8781806301811255E-4]
[null,"X2057.5",1094,0,1094,-1.931096E-3,5.961048E-3,2.73960203107861E-3,8.8340596445110804E-4]
[null,"X2066",1094,0,1094,-1.543142E-3,4.0916750000000003E-3,1.6028535703839128E-3,7.186382400109991E-4]
[null,"X2074.5",1094,0,1094,-2.3642300000000002E-3,2.21843E-3,3.4689557861060366E-4,5.6913804277509581E-4]
[null,"X2083",1094,0,1094,-3.0489549999999999E-3,1.1898919999999999E-3,-6.3850629341864718E-4,5.8462279098580434E-4]
[null,"X2091.5",1094,0,1094,-3.4366650000000002E-3,9.40525E-4,-1.360064882998172E-3,6.0256742321414313E-4]
[null,"X2100",1094,0,1094,-3.5467749999999998E-3,1.3542339999999999E-3,-1.6210360045703842E-3,6.2648792490333589E-4]
[null,"X2108.5",1094,0,1094,-3.913064E-3,1.6105729999999999E-3,-1.7534931882998157E-3,6.5889411900853418E-4]
[null,"X2117",1094,0,1094,-4.0732770000000001E-3,1.9914139999999999E-3,-1.8794651928702014E-3,6.8721859479875741E-4]
[null,"X2125.5",1094,0,1094,-4.7542590000000003E-3,2.3608499999999998E-3,-2.3214696819012812E-3,7.5125747159224612E-4]
[null,"X2134",1094,0,1094,-3.8894350000000001E-3,1.473738E-3,-1.868623355575867E-3,8.0744000033457794E-4]
[null,"X2142.5",1094,0,1094,-2.5113380000000001E-3,2.9363530000000001E-3,-4.7616286106032902E-4,6.8174525422989049E-4]
[null,"X2151",1094,0,1094,-1.491682E-3,3.6467840000000001E-3,5.0903444424131626E-4,6.0365166933027835E-4]
[null,"X2159.5",1094,0,1094,5.2898300000000001E-4,4.9054609999999998E-3,2.3757359497257758E-3,5.3126786014411629E-4]
[null,"X2168",1094,0,1094,-1.81514E-4,5.8037740000000003E-3,3.2349625118829992E-3,5.2710629303556928E-4]
[null,"X2176.5",1094,0,1094,-7.4700899999999998E-4,4.7005079999999999E-3,2.3018154488116975E-3,5.4356391875296395E-4]
[null,"X2185",1094,0,1094,-9.0189399999999998E-4,4.7803139999999999E-3,2.589981380255939E-3,5.3274158775405982E-4]
[null,"X2193.5",1094,0,1094,9.4300000000000002E-5,4.7662099999999999E-3,2.9955778171846413E-3,4.9462919788070304E-4]
[null,"X2202",1094,0,1094,1.5694859999999999E-3,4.9450479999999996E-3,3.2856251115173703E-3,5.3516246148422437E-4]
[null,"X2210.5",1094,0,1094,1.8047670000000001E-3,6.4459599999999997E-3,4.6818004899451581E-3,5.4294176221571515E-4]
[null,"X2219",1094,0,1094,3.3105410000000002E-3,8.0597010000000007E-3,6.2271816142595998E-3,6.1961532299574171E-4]
[null,"X2227.5",1094,0,1094,3.154755E-3,9.7678149999999991E-3,7.7451562010968896E-3,8.0427090925938366E-4]
[null,"X2236",1094,0,1094,4.2112870000000002E-3,1.3224847E-2,1.0782282915904945E-2,1.2027806201990276E-3]
[null,"X2244.5",1094,0,1094,3.8068989999999999E-3,1.8355815000000001E-2,1.4446288529250442E-2,1.7263799877786355E-3]
[null,"X2253",1094,0,1094,4.5719760000000002E-3,1.7795147000000001E-2,1.3500710082266911E-2,1.616834476037758E-3]
[null,"X2261.5",1094,0,1094,1.0961949999999999E-3,9.2486649999999997E-3,6.7778467861060341E-3,9.1869612743513448E-4]
[null,"X2270",1094,0,1094,-1.9970840000000001E-3,7.5639749999999997E-3,4.2153790648994461E-3,1.0150416304011128E-3]
[null,"X2278.5",1094,0,1094,-9.752775E-3,-4.4573600000000002E-4,-5.733645897623406E-3,1.222398810732696E-3]
[null,"X2287",1094,0,1094,-4.2144863999999997E-2,-6.13465E-4,-2.9908091999999983E-2,4.8741710180977794E-3]
[null,"X2295.5",1094,0,1094,-6.1485239999999998E-3,4.1667079999999999E-3,-1.9768121297989035E-3,1.721381971663E-3]
[null,"X2304",1094,0,1094,1.816727E-3,2.8201038000000001E-2,1.9716173427787961E-2,2.9792420504658637E-3]
[null,"X2312.5",1094,0,1094,-3.254079E-3,3.9110719999999998E-3,5.1165124771480799E-4,1.1132675650796201E-3]
[null,"X2321",1094,0,1094,-1.7856422E-2,3.2394889999999999E-3,-1.1345470465265066E-2,2.0671495559736095E-3]
[null,"X2329.5",1094,0,1094,-1.099237E-2,3.229408E-3,-6.6975069396709355E-3,1.5317075705312045E-3]
[null,"X2338",1094,0,1094,-2.861887E-3,5.873301E-3,8.6411052193784328E-4,1.1713535172706926E-3]
[null,"X2346.5",1094,0,1094,-2.1439689999999999E-3,7.7262850000000003E-3,3.5945578628884828E-3,1.2666730913033081E-3]
[null,"X2355",1094,0,1094,-3.817665E-3,8.4291479999999992E-3,3.757253932358322E-3,1.4443082377481786E-3]
[null,"X2363.5",1094,0,1094,-3.7089919999999999E-3,7.85164E-3,2.7911970310786124E-3,1.4048349302825877E-3]
[null,"X2372",1094,0,1094,-1.1496952E-2,5.837943E-3,-4.6311281535649121E-5,1.4631125467198486E-3]
[null,"X2380.5",1094,0,1094,-6.4214390000000001E-3,5.533647E-3,7.6873596892139049E-5,1.5414551095794904E-3]
[null,"X2389",1094,0,1094,-5.7851020000000003E-3,1.0537435E-2,4.01472751188299E-3,1.861276051538978E-3]
[null,"X2423",1094,0,1094,-9.4661490000000001E-3,7.3423610000000004E-3,-1.0279575063985385E-3,2.3480208572113294E-3]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X485",470,0,470,-4.3227272999999997E-2,-1.2417799999999999E-4,-5.874578308510639E-3,4.4329659482095886E-3]
[null,"X595.5",470,0,470,-1.8346700000000001E-3,5.2589680000000001E-3,1.7570557063829786E-3,8.3841694898817616E-4]
[null,"X672",470,0,470,-8.7123300000000001E-4,5.8404599999999996E-4,1.1901580851063857E-5,1.2494328050459693E-4]
[null,"X748.5",470,0,470,-4.2306610000000001E-3,-1.7306279999999999E-3,-2.8334601148936179E-3,3.3665229754927645E-4]
[null,"X859",470,0,470,1.3564800000000001E-4,4.7175800000000002E-4,3.0804284042553186E-4,5.3977535960280255E-5]
[null,"X935.5",470,0,470,7.3746849999999997E-3,1.1542266000000001E-2,8.7785608170212817E-3,6.3970580776694466E-4]
[null,"X1046",470,0,470,2.7845119999999998E-3,4.9467080000000002E-3,3.4212431191489347E-3,3.3335076121860269E-4]
[null,"X1224.5",470,0,470,-1.1254360000000001E-3,-4.0936800000000001E-4,-7.7755094255319175E-4,1.6675097293384101E-4]
[null,"X1301",470,0,470,7.7973499999999998E-3,1.0919056999999999E-2,8.7910503106383032E-3,4.2810444017975517E-4]
[null,"X1411.5",470,0,470,-7.7623804000000005E-2,-5.0751119999999997E-2,-5.9802696463829783E-2,4.3430468493026808E-3]
[null,"X1488",470,0,470,-8.2427030000000005E-3,-5.6050739999999998E-3,-6.7556020361702095E-3,3.9311992525580615E-4]
[null,"X1564.5",470,0,470,2.0196010000000002E-3,3.6521869999999999E-3,2.6320190340425554E-3,2.6665967333445659E-4]
[null,"X1675",470,0,470,6.3934029999999998E-3,1.0330547000000001E-2,8.8069572617021225E-3,7.4148284499542618E-4]
[null,"X1751.5",470,0,470,-3.6071599999999999E-3,1.7336560000000001E-3,-1.8769832404255311E-3,9.1250102762618782E-4]
[null,"X1862",470,0,470,5.1866477000000001E-2,6.6173309999999999E-2,6.0351993238297874E-2,1.8685976341685892E-3]
[null,"X2040.5",470,0,470,-7.6684500000000005E-4,7.4474570000000002E-3,4.20150400212766E-3,1.1386765820747145E-3]
[null,"X2117",470,0,470,-3.5635720000000001E-3,5.0124399999999997E-4,-1.8527842000000004E-3,6.9139795610481929E-4]
[null,"X2227.5",470,0,470,3.6786980000000002E-3,1.0417763E-2,7.7246987978723371E-3,8.5409715580842601E-4]
[null,"X2304",470,0,470,6.1815459999999996E-3,2.6166813000000001E-2,1.9631595976595726E-2,2.8639842781624223E-3]
[null,"X2414.5",470,0,470,-5.5670149999999998E-3,9.82273E-3,1.7207695893617016E-3,2.2089916433533719E-3]
[]
[]
[null,"List of support vectors (HIGH versus the others):"]
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[]
[]
[]
[null,"Confusion matrix for the validation sample (HIGH versus the others):"]
[]
[]
[null,"F-score",0.88348530901722389,0.74832962138084647]
[null,"Binary classifier (LOW versus the others):"]
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{"sheet":"SVM5","index":39,"n_rows":3324,"n_cols":247,"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: 05/25/2023 at 14:12:01 / End time: 05/25/2023 at 14:18:09 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 444843682"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.7796952266910448E-3,2.3518348890794469E-3]
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[null,"X434",1094,0,1094,-2.5689940000000001E-2,-2.1891530000000001E-3,-1.2784304478062149E-2,5.2670231236183951E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.2118686288848209E-4,2.0199795885465738E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.1252609E-2,3.9617874698354644E-3,4.0642118480289733E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,6.6737100000000002E-3,-2.4369327138939654E-3,5.3365403624631809E-3]
[null,"X468",1094,0,1094,-1.6535503E-2,6.552904E-3,-1.7933298848263278E-3,4.4671883027013731E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.1870428409506393E-3,2.6858690406174144E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.5665705566727624E-3,4.0867865817124475E-3]
[null,"X493.5",1094,0,1094,-5.5046010999999999E-2,-1.7519899999999999E-3,-1.3262235625228521E-2,6.5067868210898425E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2025475483546624E-2,8.5586775313594449E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.3825789670932326E-3,7.4810168741649991E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4731271000000001E-2,7.4864572925045694E-3,3.506789200064463E-3]
[null,"X527.5",1094,0,1094,-1.4206785E-2,2.7573410999999999E-2,1.1796567377513712E-2,5.0480115213907602E-3]
[null,"X536",1094,0,1094,-9.6928229999999997E-3,3.3986206999999997E-2,8.7119693683729467E-3,6.8646008753971673E-3]
[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.8983604E-2,4.7600427559414925E-3,5.2036566383561302E-3]
[null,"X553",1094,0,1094,-3.801432E-3,1.8674392000000001E-2,2.536712877513711E-3,3.4065221170685705E-3]
[null,"X561.5",1094,0,1094,-6.5114400000000003E-3,1.7586825E-2,-7.2325040585009121E-4,3.6860918458809871E-3]
[null,"X570",1094,0,1094,-5.767454E-3,1.461461E-2,-1.535074734003656E-3,3.4495827292100132E-3]
[null,"X578.5",1094,0,1094,-7.3337410000000004E-3,1.247066E-2,1.5057239552102402E-3,2.2890288805994109E-3]
[null,"X587",1094,0,1094,-8.4613399999999995E-3,8.4974300000000003E-3,2.2376926627056645E-3,1.4424736137688677E-3]
[null,"X595.5",1094,0,1094,-1.8346700000000001E-3,5.326913E-3,1.7128756051188287E-3,7.5982308762223832E-4]
[null,"X604",1094,0,1094,-2.1103770000000001E-3,5.3869929999999996E-3,-1.0059711700182809E-4,6.8524354262845387E-4]
[null,"X612.5",1094,0,1094,-1.609379E-3,2.4392649999999999E-3,-8.5878023765996366E-5,4.6020870744534523E-4]
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{"sheet":"SVM4","index":41,"n_rows":3331,"n_cols":247,"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: 05/25/2023 at 14:05:24 / End time: 05/25/2023 at 14:11:55 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 1207653366"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,2.9265279999999999E-3,-2.8470269506398506E-3,2.2899866931366465E-3]
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[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2987129928702042E-2,5.2710516682063684E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.078097495429622E-4,1.9072244558914465E-3]
[null,"X451",1094,0,1094,-1.3502528E-2,1.1252609E-2,4.0476135740402227E-3,4.06603716123617E-3]
[null,"X459.5",1094,0,1094,-2.5298801999999999E-2,6.6737100000000002E-3,-2.347478339122488E-3,5.3192092118249127E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.6701981343692884E-3,4.4488016006419559E-3]
[null,"X476.5",1094,0,1094,-1.6629642E-2,5.9484639999999997E-3,1.2685558500914085E-3,2.6098783637359744E-3]
[null,"X485",1094,0,1094,-4.3227272999999997E-2,5.42678E-4,-5.5504662074954267E-3,3.9681729521896638E-3]
[null,"X493.5",1094,0,1094,-5.3357799999999997E-2,-1.7519899999999999E-3,-1.3227189606032915E-2,6.3811680495845183E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,1.2211489999999999E-3,-1.1893617630712975E-2,8.5106359346157935E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.2416923418647089E-3,7.4147540578403644E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4570863999999999E-2,7.4995594040219334E-3,3.521815792306246E-3]
[null,"X527.5",1094,0,1094,-1.4206785E-2,2.8630268E-2,1.1665573154478963E-2,5.1954779081793412E-3]
[null,"X536",1094,0,1094,-9.6928229999999997E-3,3.3986206999999997E-2,8.5451376901279717E-3,6.8655656399882773E-3]
[null,"X544.5",1094,0,1094,-4.6615550000000004E-3,2.8983604E-2,4.6485146279707512E-3,5.1497166079809359E-3]
[null,"X553",1094,0,1094,-3.801432E-3,1.634292E-2,2.4787692294332749E-3,3.3981084943107624E-3]
[null,"X561.5",1094,0,1094,-6.5114400000000003E-3,1.7586825E-2,-7.3149354844606954E-4,3.7500780610313744E-3]
[null,"X570",1094,0,1094,-5.7131660000000004E-3,1.6455866E-2,-1.5185887303473492E-3,3.5115461119345657E-3]
[null,"X578.5",1094,0,1094,-7.3337410000000004E-3,1.3367857E-2,1.4922734488117008E-3,2.3209894316643651E-3]
[null,"X587",1094,0,1094,-8.4613399999999995E-3,8.7532519999999996E-3,2.2255799268738599E-3,1.4475469552706836E-3]
[null,"X595.5",1094,0,1094,-1.8346700000000001E-3,5.4460359999999996E-3,1.7228311782449713E-3,7.6188506168519397E-4]
[null,"X604",1094,0,1094,-2.1103770000000001E-3,5.3869929999999996E-3,-9.6719723948811699E-5,6.813822372918921E-4]
[null,"X612.5",1094,0,1094,-1.4719329999999999E-3,2.4392649999999999E-3,-8.0184872029250489E-5,4.5894720297686635E-4]
[null,"X621",1094,0,1094,8.0196100000000001E-4,4.3497739999999998E-3,2.2560192440584975E-3,6.4579571966780853E-4]
[null,"X629.5",1094,0,1094,3.6455800000000002E-4,3.5646330000000002E-3,1.9995773976233993E-3,5.977737549636129E-4]
[null,"X638",1094,0,1094,-3.8366600000000001E-4,1.6465609999999999E-3,9.3280964990859238E-4,2.8744444448596234E-4]
[null,"X646.5",1094,0,1094,-4.6614999999999997E-4,8.6821800000000003E-4,3.6135123400365645E-4,1.5003796440062181E-4]
[null,"X655",1094,0,1094,-2.26987E-4,9.5443199999999996E-4,3.4402050731261401E-4,1.0895970560879135E-4]
[null,"X663.5",1094,0,1094,-3.5782199999999999E-4,6.9774799999999999E-4,1.0720889213893965E-4,9.7224701266121767E-5]
[null,"X672",1094,0,1094,-7.6385500000000002E-4,8.5547399999999995E-4,1.5271406764167955E-5,1.2002079982858443E-4]
[null,"X680.5",1094,0,1094,-1.204321E-3,7.9650900000000004E-4,3.3616619744058487E-4,1.3143146492968142E-4]
[null,"X689",1094,0,1094,-4.6735599999999999E-4,9.9705999999999992E-4,6.5927192321755016E-4,9.533360920068655E-5]
[null,"X697.5",1094,0,1094,-5.5579499999999999E-4,1.5964810000000001E-3,8.9632425228519067E-4,1.0453688936048329E-4]
[null,"X706",1094,0,1094,6.8080099999999998E-4,1.6918020000000001E-3,1.1305588839122483E-3,1.125611617371543E-4]
[null,"X714.5",1094,0,1094,9.9091700000000001E-4,2.482677E-3,1.6779511499085899E-3,1.6689288478596249E-4]
[null,"X723",1094,0,1094,1.357341E-3,3.209272E-3,2.2459960585009095E-3,2.0896916905179989E-4]
[null,"X731.5",1094,0,1094,1.0230090000000001E-3,2.11634E-3,1.5843871846435093E-3,1.2872244562570811E-4]
[null,"X740",1094,0,1094,-4.0864439999999998E-3,-1.12509E-3,-2.2407239661791614E-3,3.992136766129885E-4]
[null,"X748.5",1094,0,1094,-4.4329770000000003E-3,-1.7306279999999999E-3,-2.8326042358318101E-3,3.3355950816858461E-4]
[null,"X757",1094,0,1094,-1.963696E-3,-7.7827899999999999E-4,-1.4477277138939667E-3,1.7102906958896776E-4]
[null,"X765.5",1094,0,1094,-1.6604429999999999E-3,-1.7238400000000001E-4,-1.0966864853747703E-3,1.8451814645446441E-4]
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[null,"Total",504,590,1094,87.842778793418645]
[]
[]
[]
[]
[null,"Performance metrics (HIGH versus the others):"]
[null,"Prevalence",0.47440585009140768,0.46595744680851064]
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{"sheet":"SVM3","index":43,"n_rows":3345,"n_cols":247,"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: 05/25/2023 at 13:58:49 / End time: 05/25/2023 at 14:05:18 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 722841608"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.8084323564899457E-3,2.3275114858890668E-3]
[null,"X425.5",1094,0,1094,-2.6859336000000001E-2,1.2481160000000001E-3,-1.2689710912248624E-2,5.5953286805053128E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.2575490000000002E-3,-1.2811407236745892E-2,5.2690288376494691E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.2309209140767781E-4,1.9871794704329057E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.0850624E-2,3.9521432797074959E-3,4.1181479027830262E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,5.002734E-3,-2.4575088775137129E-3,5.3702978153126676E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.7763124442413138E-3,4.4502103645689189E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.1809176115173698E-3,2.6754169020251129E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.6411539990859306E-3,4.2099859169157658E-3]
[null,"X493.5",1094,0,1094,-5.5046010999999999E-2,-2.865533E-3,-1.3353113031992688E-2,6.5478254728766972E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2025387813528347E-2,8.4833436212977502E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.3281260521023678E-3,7.419845163823228E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4731271000000001E-2,7.4746382038391266E-3,3.5749808516185194E-3]
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[]
[null,"ROC Curve:"]
[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
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[null,"Total",593,501,1094,88.665447897623395]
[]
[]
[]
[]
[null,"Statistic","Training set","Validation set"]
[]
[null,"Global performance metrics:"]
[null,"LOW",0.90641247833622185,0.89097103918228282,0.89862542955326463,0.87620889748549324,0.78354122905789481]
[]
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{"sheet":"SVM2","index":45,"n_rows":3369,"n_cols":247,"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: 05/25/2023 at 13:45:22 / End time: 05/25/2023 at 13:52:01 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 1922970099"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,2.9265279999999999E-3,-2.7654470466179143E-3,2.2780753254890945E-3]
[null,"X425.5",1094,0,1094,-2.7370617E-2,1.6550619999999999E-3,-1.2615627174588662E-2,5.5427667399682128E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.276664684917733E-2,5.2334302118910792E-3]
[null,"X442.5",1094,0,1094,-1.3406171E-2,5.4544090000000003E-3,-7.0512055758683765E-4,1.9280398011421299E-3]
[null,"X451",1094,0,1094,-1.4558306E-2,1.0593638000000001E-2,3.9893210164533817E-3,4.0599012617088068E-3]
[null,"X459.5",1094,0,1094,-2.6009270000000001E-2,5.002734E-3,-2.4396561837294324E-3,5.3262294935889362E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.8185412714808045E-3,4.4481778081699088E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.1818843765996354E-3,2.6207200740782804E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.5319199497257839E-3,3.9867894359517089E-3]
[null,"X493.5",1094,0,1094,-5.4409265999999998E-2,-1.7519899999999999E-3,-1.3286977674588658E-2,6.4421395827890162E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2103021798903102E-2,8.5445445303757896E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.4019846032906807E-3,7.3299753734069814E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4616313000000001E-2,7.4923747742230299E-3,3.4161042361227894E-3]
[null,"X527.5",1094,0,1094,-1.4206785E-2,2.8630268E-2,1.1745090289762341E-2,5.2332166635569981E-3]
[null,"X536",1094,0,1094,-9.6928229999999997E-3,3.3986206999999997E-2,8.6254787897623447E-3,6.8112409952109558E-3]
[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.8983604E-2,4.7111574698354645E-3,5.0629957278309334E-3]
[null,"X553",1094,0,1094,-1.6962749999999999E-3,1.8674392000000001E-2,2.5510363098720295E-3,3.3502934612887037E-3]
[null,"X561.5",1094,0,1094,-6.5114400000000003E-3,1.7586825E-2,-6.9066055941499063E-4,3.8226888799147195E-3]
[null,"X570",1094,0,1094,-5.93693E-3,1.6455866E-2,-1.4984897870201107E-3,3.6128907392532685E-3]
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[]
[]
[]
[null,"Total",203,267,470,77.234042553191486]
[]
[null,"Statistic","Training set","Validation set"]
[null,"List of support vectors (LOW versus the others):"]
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[]
[]
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[]
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[]
[]
[null,"Classification for the training sample:"]
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{"sheet":"PLS-DA9","index":47,"n_rows":10200,"n_cols":251,"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 12:01:29"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"X417",1094,0,1094,-1.5424377E-2,2.9265279999999999E-3,-2.7581172787934176E-3,2.308048902929048E-3]
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[null,"X442.5",1094,0,1094,-1.3406171E-2,5.4544090000000003E-3,-7.3284793967093222E-4,1.9921840149937E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.1252609E-2,3.8584480383912264E-3,4.167754855115142E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,6.6737100000000002E-3,-2.5850159808043891E-3,5.4705175155285125E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.8371776160877522E-3,4.5062683476519583E-3]
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[null,"X485",1094,0,1094,-4.5453177999999997E-2,4.47422E-4,-5.7177463893967138E-3,4.2637741247830794E-3]
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[null,"X587",1094,0,1094,-8.4613399999999995E-3,8.7532519999999996E-3,2.304687560329068E-3,1.5170745895357772E-3]
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[null,"X731.5",1094,0,1094,1.0230090000000001E-3,2.11634E-3,1.5845899314442414E-3,1.2773602133805205E-4]
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[null,"X748.5",1094,0,1094,-4.4329770000000003E-3,-1.7306279999999999E-3,-2.8362774305301609E-3,3.4124013572489717E-4]
[null,"X757",1094,0,1094,-1.963696E-3,-7.7827899999999999E-4,-1.4449331919561242E-3,1.6831769465479982E-4]
[null,"X765.5",1094,0,1094,-1.6604429999999999E-3,-1.7238400000000001E-4,-1.0947355329067659E-3,1.8051719478788734E-4]
[null,"X774",1094,0,1094,-1.3066390000000001E-3,-1.2884100000000001E-4,-6.8256144515539349E-4,1.4760269287287118E-4]
[null,"X782.5",1094,0,1094,-5.2707299999999997E-4,2.62E-5,-2.2641066819012814E-4,8.3731998591739208E-5]
[null,"X791",1094,0,1094,-2.8823500000000002E-4,1.98059E-4,-1.9034218464350184E-5,6.7082038459663465E-5]
[null,"X799.5",1094,0,1094,2.2900000000000001E-5,1.071848E-3,5.457713455210237E-4,1.4798071123211449E-4]
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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",521,1,522,0.99808429118773945]
[null,"LOW",0,572,572,1]
[null,"Total",521,573,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000084]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",214,2,216,0.9907407407407407]
[null,"LOW",0,254,254,1]
[null,"Total",214,256,470,0.99574468085106382]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
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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-DA8","index":53,"n_rows":10200,"n_cols":251,"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 12:01:07"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"Class","HIGH",526,526,48.080438756855578]
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[null,"Correlation matrix:"]
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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",526,0,526,1]
[null,"LOW",0,568,568,1]
[null,"Total",526,568,1094,1]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99999999999999378]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",211,1,212,0.99528301886792447]
[null,"LOW",0,258,258,1]
[null,"Total",211,259,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA7","index":59,"n_rows":10200,"n_cols":251,"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 12:00:47"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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",510,0,510,1]
[null,"LOW",1,583,584,0.99828767123287676]
[null,"Total",511,583,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99999999999999645]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",228,0,228,1]
[null,"LOW",1,241,242,0.99586776859504134]
[null,"Total",229,241,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
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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-DA6","index":65,"n_rows":10200,"n_cols":251,"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 12:00:23"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"Class","HIGH",518,518,47.349177330895792]
[null,"X731.5",470,0,470,1.24442E-3,2.11634E-3,1.5805500808510641E-3,1.2744064478287814E-4]
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[null,"Correlation matrix:"]
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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",516,2,518,0.99613899613899615]
[null,"LOW",0,576,576,1]
[null,"Total",516,578,1094,0.9981718464351006]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.999999999999998]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",219,1,220,0.99545454545454548]
[null,"LOW",0,250,250,1]
[null,"Total",219,251,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
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{"sheet":"PLS-DA5","index":71,"n_rows":10143,"n_cols":251,"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 12:00:08"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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",350,167,517,0.67698259187620891]
[null,"LOW",126,451,577,0.78162911611785091]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.77184731268585072]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",156,65,221,0.70588235294117652]
[null,"LOW",60,189,249,0.75903614457831325]
[null,"Total",216,254,470,0.73404255319148937]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA4","index":74,"n_rows":10200,"n_cols":251,"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 11:59:48"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.7885112797074963E-3,2.3590148026414889E-3]
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[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.6859962797074964E-4,2.0330834608685922E-3]
[null,"X451",1094,0,1094,-1.3502528E-2,1.1252609E-2,3.9036049104204757E-3,4.0765292976296984E-3]
[null,"X459.5",1094,0,1094,-2.5298801999999999E-2,6.6737100000000002E-3,-2.4977402029250466E-3,5.3342910744766025E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,6.552904E-3,-1.8340358537477152E-3,4.5293233891596377E-3]
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[null,"X519",1094,0,1094,-1.6412919000000002E-2,1.4731271000000001E-2,7.4726433729433231E-3,3.4116574521129189E-3]
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[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.7098461000000001E-2,4.7594901151736743E-3,5.1452262498321577E-3]
[null,"X553",1094,0,1094,-3.801432E-3,1.5569657000000001E-2,2.5609718464351047E-3,3.3684689778000804E-3]
[null,"X561.5",1094,0,1094,-6.4340939999999996E-3,1.487574E-2,-6.7095353382084144E-4,3.778580569055202E-3]
[null,"X570",1094,0,1094,-5.93693E-3,1.6455866E-2,-1.4756068775137125E-3,3.5628399287907747E-3]
[null,"X578.5",1094,0,1094,-7.3337410000000004E-3,1.3367857E-2,1.5479986014625253E-3,2.3531279263006083E-3]
[null,"X587",1094,0,1094,-8.4613399999999995E-3,8.7248589999999997E-3,2.2581425712979901E-3,1.4734985122295558E-3]
[null,"X595.5",1094,0,1094,-1.8346700000000001E-3,5.4460359999999996E-3,1.7232924497257772E-3,7.7306042441653371E-4]
[null,"X604",1094,0,1094,-2.1103770000000001E-3,5.3869929999999996E-3,-1.0136760420475306E-4,6.9489456781357409E-4]
[null,"X612.5",1094,0,1094,-1.609379E-3,2.4392649999999999E-3,-9.0856165447897623E-5,4.6617580237127157E-4]
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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",517,1,518,0.99806949806949807]
[null,"LOW",0,576,576,1]
[null,"Total",517,577,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.999999999999998]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",217,3,220,0.98636363636363633]
[null,"LOW",1,249,250,0.996]
[null,"Total",218,252,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[477,2.8519869179883428,-0.95835654181499241,0.28557440144454255,477,2.8519869179883428,-0.67766040951187068,0.20193159579472558]
[478,2.8645784717101459,-0.96187630083365039,0.27348488421587913,478,2.8645784717101459,-0.68014925498210621,0.19338301618106607]
[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
[480,2.8897615791537512,-0.96845778259802262,0.24917769427723904,480,2.8897615791537512,-0.68480306536794944,0.17619523734386422]
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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
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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-DA3","index":80,"n_rows":10200,"n_cols":251,"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 11:59:28"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"Class","HIGH",503,503,45.97806215722121]
[null,"X731.5",470,0,470,1.0230090000000001E-3,1.949917E-3,1.5768910297872345E-3,1.27435604342155E-4]
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[null,"Correlation matrix:"]
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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",501,2,503,0.99602385685884687]
[null,"LOW",0,591,591,1]
[null,"Total",501,593,1094,0.9981718464351006]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000127]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",234,1,235,0.99574468085106382]
[null,"LOW",0,235,235,1]
[null,"Total",234,236,470,0.99787234042553197]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
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{"sheet":"PLS-DA2","index":86,"n_rows":10200,"n_cols":251,"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 11:59:07"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"Correlation matrix:"]
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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",512,1,513,0.99805068226120852]
[null,"LOW",0,581,581,1]
[null,"Total",512,582,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,1.0000000000000284]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",222,3,225,0.98666666666666669]
[null,"LOW",0,245,245,1]
[null,"Total",222,248,470,0.99361702127659579]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[479,2.8771700254319481,-0.96524355904879122,0.26135200729059388,479,2.8771700254319481,-0.68253026610003842,0.18480377663189507]
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{"sheet":"PLS-DA1","index":92,"n_rows":10200,"n_cols":251,"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 08:34:21"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$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,"Correlation matrix:"]
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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",523,1,524,0.99809160305343514]
[null,"LOW",0,570,570,1]
[null,"Total",523,571,1094,0.9990859232175503]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99997991161107591]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",211,3,214,0.98598130841121501]
[null,"LOW",0,256,256,1]
[null,"Total",211,259,470,0.99361702127659579]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA","index":97,"n_rows":10200,"n_cols":251,"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 08:33:11"]
[null,"Y / Dependent variables: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = snvd2!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = snvd2!$E$1:$IO$1565 / 1564 rows and 245 columns"]
[null,"X / Qualitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = snvd2!$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,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.7308309195612445E-3,2.3476668848811471E-3]
[null,"X425.5",1094,0,1094,-2.7841103999999998E-2,1.2481160000000001E-3,-1.2459884390310793E-2,5.6210482997697698E-3]
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[null,"X621",1094,0,1094,6.9495400000000001E-4,4.3497739999999998E-3,2.214816153564897E-3,6.4898996269111681E-4]
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[null,"X655",1094,0,1094,-3.4510999999999998E-4,9.5443199999999996E-4,3.4662714259597812E-4,1.1019262839738926E-4]
[null,"X663.5",1094,0,1094,-3.5782199999999999E-4,6.9774799999999999E-4,1.1091166819012798E-4,9.9413912504753554E-5]
[null,"X672",1094,0,1094,-7.6385500000000002E-4,8.5547399999999995E-4,1.6401745886654271E-5,1.2486051766095302E-4]
[null,"X680.5",1094,0,1094,-1.204321E-3,7.5238900000000001E-4,3.3339459597806105E-4,1.4729234566527409E-4]
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[null,"X816.5",1094,0,1094,1.6457710000000001E-3,4.1800769999999999E-3,2.6694725996343704E-3,3.0161166884239805E-4]
[null,"X825",1094,0,1094,2.385472E-3,5.8151959999999999E-3,3.6271561252285184E-3,3.8863826665128359E-4]
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[null,"X1836.5",1094,0,1094,1.0391549999999999E-2,1.7430953999999999E-2,1.2770554316270557E-2,1.0529989508418637E-3]
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[null,"X1981",1094,0,1094,-5.6924710000000002E-3,1.6251390000000001E-3,-2.6431285639853799E-3,9.5042891017549759E-4]
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[null,"X2372",1094,0,1094,-1.1496952E-2,5.837943E-3,-3.2127542047531933E-5,1.4770390579834747E-3]
[null,"Class","HIGH",512,512,46.800731261425959]
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[null,"Correlation matrix:"]
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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",510,2,512,0.99609375]
[null,"LOW",0,582,582,1]
[null,"Total",510,584,1094,0.9981718464351006]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99999664411512024]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",223,3,226,0.98672566371681414]
[null,"LOW",0,244,244,1]
[null,"Total",223,247,470,0.99361702127659579]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"SVM1","index":104,"n_rows":3331,"n_cols":247,"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: 05/23/2023 at 15:27:00 / End time: 05/23/2023 at 15:33:31 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1440849472"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"HIGH",166,65,231,71.861471861471856]
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{"sheet":"SVM","index":106,"n_rows":3355,"n_cols":247,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/23/2023 at 14:37:13 / End time: 05/23/2023 at 14:43:15 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IM$1565 / 1564 rows and 243 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): 849889085"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.6647456901279717E-3,2.2603071179073822E-3]
[null,"X425.5",1094,0,1094,-2.6097482000000002E-2,9.8842900000000009E-4,-1.2468904181901264E-2,5.5793361462438433E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2683706374771484E-2,5.2270168400930829E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.4147006672760515E-4,1.978596653624435E-3]
[null,"X451",1094,0,1094,-1.4558306E-2,1.0593638000000001E-2,3.8829541042047534E-3,4.0450646827043836E-3]
[null,"X459.5",1094,0,1094,-2.6009270000000001E-2,5.002734E-3,-2.6068221636197462E-3,5.3306344457208343E-3]
[null,"X468",1094,0,1094,-1.6785029E-2,5.8990989999999997E-3,-2.0079567989031055E-3,4.5138502174035646E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.053442E-3,1.0937306124314452E-3,2.7024366328498545E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.5585317531992697E-3,3.865229274149614E-3]
[null,"X493.5",1094,0,1094,-5.4409265999999998E-2,-1.7519899999999999E-3,-1.3425082612431439E-2,6.4000424787207591E-3]
[null,"X502",1094,0,1094,-4.0386342999999998E-2,2.9591510000000001E-3,-1.2376023031992693E-2,8.6460298495103557E-3]
[null,"X510.5",1094,0,1094,-3.3701251000000002E-2,8.3105430000000001E-3,-3.6626320063985322E-3,7.5109332911463414E-3]
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[null,"X1726",1094,0,1094,5.593476E-3,9.2059510000000004E-3,8.1973881361974699E-3,5.1628994463381471E-4]
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[null,"X1760",1094,0,1094,-2.1687659999999999E-3,-1.2918700000000001E-3,-1.7486129058500906E-3,1.3781880515273206E-4]
[null,"X1768.5",1094,0,1094,-6.1799719999999997E-3,-2.2239009999999999E-3,-3.4265291544789776E-3,6.1532920586653906E-4]
[null,"X1777",1094,0,1094,-1.2359913E-2,-1.0357738999999999E-2,-1.1451656705667277E-2,3.0883892910489157E-4]
[null,"X1785.5",1094,0,1094,-1.4511909999999999E-2,-1.1448267999999999E-2,-1.3341093856489957E-2,4.9405810772317729E-4]
[null,"X1794",1094,0,1094,-8.5308339999999993E-3,-6.75773E-3,-7.4818902385740431E-3,2.6193187550072083E-4]
[null,"X1802.5",1094,0,1094,-3.338794E-3,9.9900000000000002E-5,-9.3458972760512046E-4,4.7160227751666422E-4]
[null,"X1811",1094,0,1094,1.6526959999999999E-3,3.7738020000000001E-3,3.1199888802559408E-3,3.2913950313858125E-4]
[null,"X1819.5",1094,0,1094,2.933864E-3,5.3526370000000004E-3,3.6606235383912222E-3,3.073075986813521E-4]
[null,"X1828",1094,0,1094,3.816378E-3,8.9969990000000003E-3,5.6091155676416841E-3,7.5215682159281974E-4]
[null,"X1836.5",1094,0,1094,1.0423734E-2,1.7430953999999999E-2,1.2753791331809863E-2,1.0382421419479683E-3]
[null,"X1845",1094,0,1094,2.2890236000000001E-2,3.1159439000000001E-2,2.5327639006398523E-2,1.1771255165471954E-3]
[null,"X1853.5",1094,0,1094,3.7376584999999997E-2,4.8687881000000002E-2,4.3149063829981703E-2,1.3499460242491098E-3]
[null,"X1862",1094,0,1094,4.7707171E-2,6.6173309999999999E-2,6.0347896539305307E-2,1.8126402665002929E-3]
[null,"X1870.5",1094,0,1094,5.7386347999999997E-2,0.100328562,8.884914334460689E-2,4.9904187715719426E-3]
[null,"X1879",1094,0,1094,-4.9115030000000002E-3,8.7706157000000007E-2,6.1755204999085982E-2,1.1369769159264392E-2]
[null,"X1887.5",1094,0,1094,-6.1285507000000003E-2,5.6798767999999999E-2,8.6596479076782567E-3,1.5279570614986046E-2]
[null,"X1896",1094,0,1094,-9.7807722999999999E-2,-3.5105017000000002E-2,-7.7186917341864683E-2,8.6147300280545007E-3]
[null,"X1904.5",1094,0,1094,-0.12312640599999999,-4.5340101000000001E-2,-9.8063714571297964E-2,9.6676172608003395E-3]
[null,"X1913",1094,0,1094,-9.7680612999999999E-2,-2.5119979000000001E-2,-6.5223622861060329E-2,1.0247598772981686E-2]
[null,"X1921.5",1094,0,1094,-6.0534966000000003E-2,-1.0836205999999999E-2,-3.4581273287020119E-2,6.9371249157302176E-3]
[null,"X1930",1094,0,1094,-4.8747169999999999E-2,-6.2198760000000001E-3,-2.6811548558500896E-2,6.014484322859206E-3]
[null,"X1938.5",1094,0,1094,-3.9504228000000002E-2,-5.4714380000000003E-3,-2.0974067382084124E-2,4.7475359499822099E-3]
[null,"X1947",1094,0,1094,-2.3751662E-2,-3.9543790000000001E-3,-1.3275733416819015E-2,2.8813039249486355E-3]
[null,"X1955.5",1094,0,1094,-1.4030607E-2,4.0119199999999998E-4,-7.6110816800731267E-3,1.7257996526774981E-3]
[null,"X1964",1094,0,1094,-1.1912066000000001E-2,9.0704000000000002E-4,-5.4845804680073154E-3,1.2410099609109111E-3]
[null,"X1972.5",1094,0,1094,-7.3795190000000002E-3,-3.1637499999999998E-4,-4.0884103793418633E-3,1.0644804505460532E-3]
[null,"X1981",1094,0,1094,-5.6924710000000002E-3,1.9015010000000001E-3,-2.6338118482632572E-3,9.7509523526469297E-4]
[null,"X1989.5",1094,0,1094,-3.8273069999999998E-3,3.4249020000000001E-3,-1.2837753162705664E-3,1.0435236838533424E-3]
[null,"X1998",1094,0,1094,-5.0600250000000001E-3,5.384916E-3,6.7374806581352786E-4,1.2509747656289879E-3]
[null,"X2006.5",1094,0,1094,-2.1896540000000001E-3,8.0408570000000002E-3,2.7233180036563076E-3,1.3998845082628002E-3]
[null,"X2015",1094,0,1094,-2.0900879999999999E-3,8.5360920000000003E-3,3.9468932294332779E-3,1.4618588043431905E-3]
[null,"X2023.5",1094,0,1094,-1.9075730000000001E-3,9.4466059999999998E-3,4.6503973372943302E-3,1.4333256253806739E-3]
[null,"X2032",1094,0,1094,-2.6530049999999999E-3,9.4259909999999999E-3,4.6765063692870146E-3,1.3130110952979503E-3]
[null,"X2040.5",1094,0,1094,-1.7265430000000001E-3,9.083776E-3,4.2101536051188321E-3,1.1465237955058079E-3]
[null,"X2049",1094,0,1094,-1.0874179999999999E-3,6.9199889999999997E-3,3.7600022148080448E-3,9.8591388118544855E-4]
[null,"X2057.5",1094,0,1094,-1.931096E-3,5.961048E-3,2.7470456654478982E-3,8.7541502416518856E-4]
[null,"X2066",1094,0,1094,-2.753522E-3,4.1222589999999996E-3,1.6074848692870195E-3,7.1975057697598371E-4]
[null,"X2074.5",1094,0,1094,-2.3642300000000002E-3,2.4730189999999999E-3,3.3511669012797023E-4,5.7953830314893141E-4]
[null,"X2083",1094,0,1094,-3.1836170000000001E-3,1.1898919999999999E-3,-6.5090012065813533E-4,5.748892076379603E-4]
[null,"X2091.5",1094,0,1094,-3.7212489999999998E-3,9.40525E-4,-1.3445208409506412E-3,6.2016153600302716E-4]
[null,"X2100",1094,0,1094,-4.0945410000000002E-3,1.3542339999999999E-3,-1.6266201800731253E-3,6.365619838252796E-4]
[null,"X2108.5",1094,0,1094,-3.7568179999999999E-3,1.6105729999999999E-3,-1.7458307879341887E-3,6.3041146246295898E-4]
[null,"X2117",1094,0,1094,-4.0732770000000001E-3,1.9914139999999999E-3,-1.8730106444241322E-3,6.9679605506448191E-4]
[null,"X2125.5",1094,0,1094,-4.7542590000000003E-3,2.3608499999999998E-3,-2.3191177001828148E-3,7.2521079471217162E-4]
[null,"X2134",1094,0,1094,-3.8213370000000002E-3,1.7851329999999999E-3,-1.8722884808043867E-3,8.0625838404009965E-4]
[null,"X2142.5",1094,0,1094,-2.5113380000000001E-3,2.5305169999999999E-3,-4.5991468190127954E-4,6.7842006210277908E-4]
[null,"X2151",1094,0,1094,-1.318119E-3,3.6467840000000001E-3,5.1616219835466139E-4,6.0627756719140876E-4]
[null,"X2159.5",1094,0,1094,8.1193400000000005E-4,4.1487140000000004E-3,2.3836378729433271E-3,5.3568753970357737E-4]
[null,"X2168",1094,0,1094,1.5882509999999999E-3,5.8037740000000003E-3,3.2479986398537479E-3,5.2011840286335658E-4]
[null,"X2176.5",1094,0,1094,-7.4700899999999998E-4,4.7005079999999999E-3,2.3014657285191954E-3,5.438296118514108E-4]
[null,"X2185",1094,0,1094,-9.0189399999999998E-4,4.7803139999999999E-3,2.6061568820840934E-3,5.4626234474736092E-4]
[null,"X2193.5",1094,0,1094,1.199952E-3,4.7662099999999999E-3,2.9849451234003656E-3,4.9916510640578998E-4]
[null,"X2202",1094,0,1094,1.6936060000000001E-3,5.5128099999999999E-3,3.3003744597806211E-3,5.3862132015401385E-4]
[null,"X2210.5",1094,0,1094,1.8047670000000001E-3,6.4459599999999997E-3,4.6885902641681911E-3,5.4984693817136741E-4]
[null,"X2219",1094,0,1094,3.477698E-3,8.0597010000000007E-3,6.2251516288848261E-3,6.0673606244501148E-4]
[null,"X2227.5",1094,0,1094,3.6786980000000002E-3,1.0417763E-2,7.7338348491773389E-3,7.986741723068349E-4]
[null,"X2236",1094,0,1094,4.2112870000000002E-3,1.3224847E-2,1.0787683426873843E-2,1.2083258074041742E-3]
[null,"X2244.5",1094,0,1094,4.8506310000000002E-3,1.8355815000000001E-2,1.4456239327239499E-2,1.6793238744810986E-3]
[null,"X2253",1094,0,1094,4.264042E-3,1.7543132999999999E-2,1.3487990776965266E-2,1.5987606394426755E-3]
[null,"X2261.5",1094,0,1094,1.0961949999999999E-3,9.7187439999999996E-3,6.802658617915903E-3,9.3082419819877566E-4]
[null,"X2270",1094,0,1094,-7.3311999999999997E-4,7.5639749999999997E-3,4.2017761608775144E-3,9.7295789610666976E-4]
[null,"X2278.5",1094,0,1094,-9.6151710000000005E-3,-1.04882E-3,-5.7155355466179218E-3,1.2531604040041599E-3]
[null,"X2287",1094,0,1094,-4.3122647E-2,-5.0284580000000004E-3,-2.9918285531078625E-2,4.8006803580032667E-3]
[null,"X2295.5",1094,0,1094,-7.3129149999999997E-3,4.1667079999999999E-3,-1.9679815182815363E-3,1.7207067052661211E-3]
[null,"X2304",1094,0,1094,1.816727E-3,2.8201038000000001E-2,1.9738464378427807E-2,2.9037584477979239E-3]
[null,"X2312.5",1094,0,1094,-3.254079E-3,3.8807720000000002E-3,5.034683555758682E-4,1.0946431532685781E-3]
[null,"X2321",1094,0,1094,-1.7856422E-2,3.2394889999999999E-3,-1.1342215073126131E-2,2.0889130160730916E-3]
[null,"X2329.5",1094,0,1094,-1.099237E-2,-1.91547E-4,-6.6700172595978088E-3,1.5363228886240009E-3]
[null,"X2338",1094,0,1094,-4.3046020000000003E-3,5.873301E-3,8.1570388025594125E-4,1.2027313821392843E-3]
[null,"X2346.5",1094,0,1094,-2.1439689999999999E-3,7.7262850000000003E-3,3.6236211819012792E-3,1.301103533144055E-3]
[null,"X2355",1094,0,1094,-4.1870600000000003E-3,8.4291479999999992E-3,3.7735937422303505E-3,1.521267751826323E-3]
[null,"X2363.5",1094,0,1094,-3.7089919999999999E-3,7.3515560000000004E-3,2.7806900338208478E-3,1.4537250253179291E-3]
[null,"X2372",1094,0,1094,-1.1496952E-2,5.837943E-3,-1.3583943327239434E-5,1.4836613460019114E-3]
[null,"X2380.5",1094,0,1094,-6.4214390000000001E-3,5.5130450000000003E-3,1.7699896709323634E-5,1.519143329941355E-3]
[null,"X2389",1094,0,1094,-3.812653E-3,1.0537435E-2,4.0117042623400417E-3,1.8356532978176759E-3]
[null,"X2474",1094,0,1094,-2.2776966999999999E-2,1.1799206E-2,-4.5548215895795411E-3,4.4489667123932611E-3]
[null,"X417",470,0,470,-1.5424377E-2,2.9265279999999999E-3,-3.0253854382978722E-3,2.4169323227735688E-3]
[null,"X493.5",470,0,470,-5.5046010999999999E-2,-3.6704760000000002E-3,-1.3485923944680848E-2,7.025704643512729E-3]
[null,"X604",470,0,470,-1.866918E-3,5.3869929999999996E-3,-9.2737342553191491E-5,7.3666074243087935E-4]
[null,"X680.5",470,0,470,-2.7608979999999999E-3,7.9650900000000004E-4,3.2196339148936153E-4,2.2801033271529188E-4]
[null,"X816.5",470,0,470,1.62173E-3,4.1800769999999999E-3,2.6705948404255287E-3,3.1269285418817521E-4]
[null,"X876",470,0,470,1.3120009999999999E-3,2.3055160000000001E-3,1.9534464531914897E-3,1.4494667827149839E-4]
[null,"X952.5",470,0,470,3.0924239999999999E-3,7.2487940000000002E-3,5.1225232489361698E-3,8.5200342480070052E-4]
[null,"X1063",470,0,470,3.2859930000000001E-3,7.1904910000000002E-3,4.1188119914893654E-3,4.5397361107837067E-4]
[null,"X1241.5",470,0,470,7.7887200000000001E-4,3.3165920000000002E-3,2.4447975829787242E-3,3.8794336647460622E-4]
[null,"X1318",470,0,470,9.612097E-3,1.3121147999999999E-2,1.0710014238297859E-2,3.8985399828741021E-4]
[null,"X1360.5",470,0,470,3.3829530000000002E-3,8.9030619999999998E-3,5.4243489872340452E-3,9.6180012483735764E-4]
[null,"X1513.5",470,0,470,-1.941309E-3,4.1913430000000002E-3,2.3667226382978724E-3,6.3347575229598212E-4]
[null,"X1590",470,0,470,-1.3556969999999999E-3,3.3494750000000002E-3,1.273405829787236E-4,6.6144004405497712E-4]
[null,"X1700.5",470,0,470,-8.2106290000000005E-3,2.462653E-3,-5.0450227936170216E-3,1.6239097737258605E-3]
[null,"X1777",470,0,470,-1.2384644E-2,-1.0603134E-2,-1.1469022148936164E-2,3.0055331294725178E-4]
[null,"X1887.5",470,0,470,-6.1405308999999998E-2,4.4501962999999999E-2,8.2540488851063822E-3,1.5624874891589226E-2]
[null,"X2049",470,0,470,-2.6004199999999999E-4,6.8349450000000003E-3,3.7273923553191495E-3,1.0399746246164733E-3]
[null,"X2151",470,0,470,-1.491682E-3,3.0956740000000001E-3,4.7464990212765931E-4,5.9955159532527479E-4]
[null,"X2261.5",470,0,470,2.7630839999999999E-3,9.2390839999999998E-3,6.7349715489361693E-3,9.2038707698011493E-4]
[null,"X2338",470,0,470,-2.2288329999999999E-3,5.0509700000000001E-3,8.833019404255319E-4,1.0510953011076756E-3]
[null,"X2448.5",470,0,470,-1.144122E-2,1.4812021E-2,-1.3006002914893596E-3,3.4044492282950633E-3]
[null,"Class","HIGH",226,226,48.085106382978722]
[null,"Positive class","HIGH"]
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[]
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[null,"ROC Curve (Validation):"]
[]
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{"sheet":"Log(Binary)1","index":108,"n_rows":3273,"n_cols":248,"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: 05/23/2023 at 14:27:27 / End time: 05/23/2023 at 14:36:10 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1153421345"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.5424377E-2,3.7645420000000001E-3,-2.8666934561243133E-3,2.3337220181431019E-3]
[null,"X425.5",1094,0,1094,-2.7370617E-2,1.6550619999999999E-3,-1.2638135984460695E-2,5.6414229783897912E-3]
[null,"X434",1094,0,1094,-2.6139762E-2,-2.1891530000000001E-3,-1.2779964869287038E-2,5.3633302459161029E-3]
[null,"X442.5",1094,0,1094,-1.342723E-2,5.4544090000000003E-3,-7.8482536837294256E-4,2.0464408110380905E-3]
[null,"X451",1094,0,1094,-1.4620899999999999E-2,1.0850624E-2,3.875792085009138E-3,4.2060008023249856E-3]
[null,"X459.5",1094,0,1094,-2.6690871000000001E-2,5.002734E-3,-2.5542021745886658E-3,5.4225317528641898E-3]
[null,"X468",1094,0,1094,-1.6535503E-2,6.552904E-3,-1.9046996471663621E-3,4.4623075563293901E-3]
[null,"X476.5",1094,0,1094,-1.6977471000000001E-2,5.9484639999999997E-3,1.1130598345521036E-3,2.7121582071806534E-3]
[null,"X485",1094,0,1094,-4.5453177999999997E-2,5.42678E-4,-5.6769334670932394E-3,4.3594311974648296E-3]
[null,"X493.5",1094,0,1094,-5.5046010999999999E-2,-2.865533E-3,-1.3441952382998173E-2,6.6455350813050583E-3]
[null,"X502",1094,0,1094,-4.4340434999999997E-2,2.9591510000000001E-3,-1.2174213130712996E-2,8.4924965753926194E-3]
[null,"X510.5",1094,0,1094,-3.3862328999999997E-2,9.2050420000000001E-3,-3.451870979890314E-3,7.4354012871228371E-3]
[null,"X519",1094,0,1094,-1.6536329999999998E-2,1.4731271000000001E-2,7.4064079533820775E-3,3.6799573269637341E-3]
[null,"X527.5",1094,0,1094,-1.1434211999999999E-2,2.7534665999999999E-2,1.1681629583181009E-2,5.2131578651394284E-3]
[null,"X536",1094,0,1094,-8.8959380000000008E-3,3.3986206999999997E-2,8.6496637239488142E-3,6.8646819026467335E-3]
[null,"X544.5",1094,0,1094,-4.6925559999999996E-3,2.8983604E-2,4.7791228281535711E-3,5.1789901295446888E-3]
[null,"X553",1094,0,1094,-1.7835030000000001E-3,1.8674392000000001E-2,2.6422826517367459E-3,3.4593295005515144E-3]
[null,"X561.5",1094,0,1094,-6.5114400000000003E-3,1.5606738E-2,-5.6887746892138932E-4,3.9248686601843479E-3]
[null,"X570",1094,0,1094,-5.93693E-3,1.5962970999999999E-2,-1.3953277733089581E-3,3.7044915122355073E-3]
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[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96433976161778978]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",151,63,214,0.70560747663551404]
[null,"LOW",41,215,256,0.83984375]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.85274897780373871]

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{"sheet":"Log(Binary)","index":111,"n_rows":3273,"n_cols":248,"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: 05/23/2023 at 14:17:48 / End time: 05/23/2023 at 14:26:42 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = snvd2.xlsm / Sheet = snvd2 / Range = 'snvd2'!$E$1:$IO$1565 / 1564 rows and 245 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): 1896628021"]
[]
[]
[]
[]
[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,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96688555347092098]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",168,50,218,0.77064220183486243]
[null,"LOW",56,196,252,0.77777777777777779]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84450997524392124]

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