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{"sheet":"SVM9","index":1,"n_rows":3950,"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 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 19:52:13 / End time: 05/26/2023 at 20:04:40 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1866395427"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"X425.5",1294,0,1294,-0.90185114344476702,-0.38598422964268198,-0.7907658345784947,7.622456981082279E-2]
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[]
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{"sheet":"SVM8","index":3,"n_rows":3926,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 17:32:35 / End time: 05/26/2023 at 18:10:58 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 34104352"]
[]
[]
[]
[]
[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,"X2125.5",1294,0,1294,0.96898450993750695,1.06152869586347,1.0229706072403502,1.3572941375129552E-2]
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[null,"X2142.5",1294,0,1294,0.89991818363148601,0.99644464693704404,0.95410614566003504,1.5374251923486622E-2]
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[null,"X2202",1294,0,1294,0.71019977597983397,0.87954389835146496,0.77168444689903049,2.1429084124517501E-2]
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[null,"Summary statistics (Qualitative data):"]
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[null,"X1352",270,0,270,-0.405303201100634,-0.250235427448398,-0.34865982077632868,2.1491826320564664E-2]
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[null,"X1811",270,0,270,0.16991409412317399,0.34238999125588898,0.23607494090830275,2.6570428640962436E-2]
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[null,"X2397.5",270,0,270,1.2330998443869901,1.3401149668677199,1.3149763293803762,1.3860680573401264E-2]
[null,"Cross-validation results:"]
[null,"List of support vectors (HIGH versus the others):"]
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{"sheet":"SVM7","index":5,"n_rows":3933,"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 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 17:20:11 / End time: 05/26/2023 at 17:32:09 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 285107492"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Summary statistics (Qualitative data):"]
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[]
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[]
[]
[]
[]
[]
[null,"List of support vectors (LOW versus the others):"]
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[]
[]
[null,"ROC Curve (Validation):"]
[]
[null,"Prevalence",0.5332302936630603,0.50370370370370365]
[]
[]
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{"sheet":"SVM6","index":7,"n_rows":3948,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 16:28:30 / End time: 05/26/2023 at 17:10:20 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 100390662"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
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[null,"X1318",270,0,270,-0.63807076362523696,-0.50075930556913095,-0.56824201331807944,1.6213338462626431E-2]
[null,"X1488",270,0,270,0.66241895714806598,0.84269201212354905,0.7333453999543228,2.5930844387884712E-2]
[null,"X1573",270,0,270,0.191594741574593,0.347254077475317,0.26902965062259226,2.6181502773928569E-2]
[null,"X1700.5",270,0,270,-6.2934724880120601E-3,0.13415275464439,5.8558324315600853E-2,2.3551298433826331E-2]
[null,"X1802.5",270,0,270,0.17202178582420599,0.32312258253717702,0.24026181233100527,2.5285417184974762E-2]
[null,"X1955.5",270,0,270,1.5863075898996399,1.92394436043487,1.7323147861292045,6.167876476334052E-2]
[null,"X2100",270,0,270,1.0866988480225701,1.13980156179216,1.1149315778396132,9.929556331908675E-3]
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[null,"X2457",270,0,270,1.4356503314015501,1.6752887764911799,1.5967519152686869,3.303886120889974E-2]
[null,"Cross-validation results:"]
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[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Recall",0.67092651757188504,0.6696428571428571]
[null,"Binary classifier (LOW versus the others):"]
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[]
[]
[]
[null,"Statistic","Training set","Validation set"]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"Confusion matrix for the validation sample:"]
[null,"Class performance metrics for the validation set:"]
[null,"Classification for the training sample:"]
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{"sheet":"SVM5","index":9,"n_rows":3969,"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 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 16:07:28 / End time: 05/26/2023 at 16:28:13 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 206039533"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
[null,"Statistic","Training set","Validation set"]
[null,"Number of observations in the training set",1294]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
[]
[]
[null,"FPR",0.36378466557911904,0.4]
[]
[]
[]
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{"sheet":"SVM4","index":11,"n_rows":3858,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 15:51:48 / End time: 05/26/2023 at 16:02:53 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 120138565"]
[]
[]
[]
[]
[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,"Summary statistics (Qualitative data):"]
[null,"X442.5",270,0,270,-0.93910651576960502,-0.52064838383343803,-0.81676989691276525,9.9853998104777311E-2]
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[null,"X1199",270,0,270,-0.72227432248196999,-0.628439477812616,-0.65557823887355471,1.3117723380487809E-2]
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[null,"X1411.5",270,0,270,0.61239404504374195,0.90488854722611201,0.69457810857247138,3.7647441710330583E-2]
[null,"X1505",270,0,270,0.54458227954247995,0.74354045777186495,0.61469790774490229,2.8727035071574449E-2]
[null,"X1632.5",270,0,270,1.3385060713638101E-2,0.12801141536126601,6.9297444594417779E-2,2.4259269996249666E-2]
[null,"X1760",270,0,270,0.159083773285839,0.29398547095237898,0.21644212685382344,2.2920969660732173E-2]
[null,"X1921.5",270,0,270,1.5704386950624301,2.0279375263985799,1.8171159546346252,7.9945829974672949E-2]
[null,"X2049",270,0,270,1.23991483100563,1.2812202285932801,1.2586849429302442,6.9213100908538739E-3]
[null,"X2159.5",270,0,270,0.83939503845292596,0.93187240626925605,0.88832992883113193,1.6703667092952228E-2]
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[null,"X2355",270,0,270,1.1380249309155499,1.19661921441431,1.1699663464765031,1.1595130930808837E-2]
[null,"Summary statistics (Qualitative data / Validation):"]
[null,"Positive class","HIGH"]
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[]
[]
[]
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[null,"Positive class","LOW"]
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[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[]
[null,"F-score",0.80990629183400265,0.73825503355704691]
[null,"HIGH",82,50,132,62.121212121212125]
[]
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{"sheet":"SVM3","index":13,"n_rows":3937,"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 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 15:38:22 / End time: 05/26/2023 at 15:49:34 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 902757348"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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{"sheet":"SVM2","index":15,"n_rows":3919,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 15:25:58 / End time: 05/26/2023 at 15:33:59 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1106868969"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Summary statistics (Qualitative data):"]
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[]
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[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[null,"Total",484,810,1294,77.125193199381755]
[null,"Other classes",18,114,132,86.36363636363636]
[]
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[]
[]
[]
[]
[]
[null,"Confusion matrix for the training sample:"]
[]
[]
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{"sheet":"SVM1","index":17,"n_rows":3914,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 15:17:59 / End time: 05/26/2023 at 15:25:47 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 195773108"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Summary statistics (Qualitative data):"]
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[null,"X2389",270,0,270,1.14529536276688,1.3034124904626501,1.2794334883751219,1.4814799542694608E-2]
[]
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[]
[]
[]
[null,"ROC Curve (Validation):"]
[]
[null,"Cohen's kappa",0.54920066251829291,0.41935483870967777]
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[]
[]
[null,"from \\ to","LOW","Other classes","Total","% correct"]
[]
[null,null,null,null,null,null," "]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[]
[null,"Class performance metrics for the validation set:"]
[]
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{"sheet":"SVM","index":19,"n_rows":3891,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 14:00:18 / End time: 05/26/2023 at 14:17:33 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 1783057606"]
[]
[]
[]
[]
[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,"X1972.5",1294,0,1294,1.3841205411319599,1.77980467225029,1.6398208066859572,4.858456715658499E-2]
[null,"X1981",1294,0,1294,1.36602850613858,1.7087242930059801,1.5891142737200552,4.0212191513845988E-2]
[null,"X1989.5",1294,0,1294,1.33953948120509,1.63857994959158,1.537106128363517,3.2464344974460574E-2]
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[null,"Summary statistics (Qualitative data):"]
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[null,"X1301",270,0,270,-0.69040573218652801,-0.59724382081724203,-0.65308422726114967,1.3386343257365105E-2]
[null,"X1471",270,0,270,0.77857566283959601,0.93498587047151205,0.83866024328205491,2.3377870214783131E-2]
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[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[]
[null,"Specificity",0.69558101472995093,0.60629921259842523]
[null,"LOW",27,116,143,81.11888111888112]
[null,null,"Recall","Precision","F-score","Specificity","MCC"]
[null,"Class performance metrics for the validation set:"]
[null,"Obs16","LOW","LOW"]
[null,"Obs26","HIGH","LOW"]
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[null,"Obs73","HIGH","HIGH"]
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{"sheet":"Log(Binary)9","index":21,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 13:25:50 / End time: 05/26/2023 at 13:34:58 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 97969069"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[null,"Correlation matrix:"]
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[null,"Obs803","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs963","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs999","HIGH","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1018","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1179","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1204","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1254","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1323","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1356","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1395","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1420","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1447","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1473","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1498","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[]
[null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.52889867723449979]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",100,112,212,0.47169811320754718]
[null,"LOW",152,106,258,0.41085271317829458]
[null,"Total",252,218,470,0.43829787234042555]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.47859075617960889]

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{"sheet":"Log(Binary)8","index":24,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 13:00:22 / End time: 05/26/2023 at 13:10:40 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 779330021"]
[]
[]
[]
[]
[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,"X527.5",1094,0,1094,-1.14854166957521,-0.82843168513395404,-1.0697887647831412,4.8280162011538251E-2]
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[null,"X1896",1094,0,1094,1.3564240236062199,1.73558970012531,1.5915622904740216,4.4974521468597262E-2]
[null,"X1904.5",1094,0,1094,1.4321389945992999,1.92767274736077,1.7212317147528671,6.502530381360451E-2]
[null,"X1913",1094,0,1094,1.4736352304762701,2.0251150842072501,1.7858598533201138,7.6963258858804048E-2]
[null,"X1921.5",1094,0,1094,1.49554029099496,2.0680476803781498,1.8159636972788902,8.2728128503394172E-2]
[null,"X1930",1094,0,1094,1.4977471541980301,2.0672115047460098,1.8192611503970748,8.3008522898043072E-2]
[null,"X1938.5",1094,0,1094,1.4863533946596601,2.0384736670305701,1.8015500002531617,7.8979851661533595E-2]
[null,"X1947",1094,0,1094,1.4672854816016601,1.9865971799654101,1.7705911571487174,7.245744126934002E-2]
[null,"X1955.5",1094,0,1094,1.44517915477242,1.92295235225391,1.7320066923938373,6.4714834989614389E-2]
[null,"X1964",1094,0,1094,1.4188296764880499,1.85278079490045,1.6879567904266919,5.6392232552546585E-2]
[null,"X1972.5",1094,0,1094,1.39243654283341,1.77980467225029,1.6398430921625777,4.7920735107289961E-2]
[null,"X1981",1094,0,1094,1.36602850613858,1.7087242930059801,1.5891288260536736,3.9668365864709419E-2]
[null,"X1989.5",1094,0,1094,1.33953948120509,1.63857994959158,1.5371265025282306,3.2018777860844533E-2]
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[null,"X2006.5",1094,0,1094,1.2888456609538901,1.50644216791889,1.4372089013756859,2.0007791105386034E-2]
[null,"X2015",1094,0,1094,1.26670877536545,1.44926653698608,1.3925436037839594,1.5920600893400798E-2]
[null,"X2023.5",1094,0,1094,1.2471483093021301,1.3982969644743899,1.3524968118098897,1.2935540794604445E-2]
[null,"X2032",1094,0,1094,1.2293921648530599,1.35358747390422,1.3171144368908485,1.07333883659179E-2]
[null,"X2040.5",1094,0,1094,1.2113733355035401,1.31511527352031,1.2859233237754346,8.9944332265088876E-3]
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[null,"X2100",1094,0,1094,1.08204218064697,1.13980156179216,1.1131028688164095,9.7393331644592268E-3]
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[null,"X2287",1094,0,1094,0.94265469465118101,1.0381137577333801,0.99047162198994376,1.6659242670859629E-2]
[null,"X2295.5",1094,0,1094,0.95936428146765795,1.0479694111554001,1.0039160118347918,1.5983321845495262E-2]
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[null,"X2372",1094,0,1094,1.1216326467194,1.2545723236417901,1.2220797208638452,1.3238074548237016E-2]
[]
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[null,"X510.5",470,0,470,-1.11509030981448,-0.64149569660352501,-0.99846007259008829,9.0047352947493484E-2]
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[null,"X850.5",470,0,470,-1.2774457745679999,-1.1300172399733399,-1.1832608039268651,2.4092271719461655E-2]
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[null,"X1207.5",470,0,470,-0.71869557657115402,-0.62167921665137604,-0.66258267526072856,1.3568909902102577E-2]
[null,"X1318",470,0,470,-0.63807076362523696,-0.50075930556913095,-0.56880080596649707,1.542153204265354E-2]
[null,"X1394.5",470,0,470,0.242395114319535,0.61842184175353598,0.35473133180345628,4.6414828252516152E-2]
[null,"X1471",470,0,470,0.77716795835279595,0.95739661515208097,0.838392318156161,2.5547979400094106E-2]
[null,"X1581.5",470,0,470,0.161235661623156,0.30660919107773699,0.23526143412275283,2.6405878166281201E-2]
[null,"X1658",470,0,470,-4.4227536524705E-2,0.100670598423607,2.1801482150252818E-2,2.3869412689785038E-2]
[null,"X1768.5",470,0,470,0.1734258926328,0.35626194997202099,0.2415333252471995,2.4158056247937036E-2]
[null,"X1947",470,0,470,1.41726183450933,1.9875626279151699,1.7710401670616644,7.2613437622838728E-2]
[null,"X2023.5",470,0,470,1.2821596040547101,1.39574312799344,1.3523974324284374,1.340472548680823E-2]
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[null,"X2202",470,0,470,0.71019977597983397,0.875787488789875,0.77140520604198981,2.1606555434224985E-2]
[null,"X2312.5",470,0,470,1.0246364374977699,1.1126855355491601,1.0719495107196122,1.543299982748559E-2]
[null,"X2389",470,0,470,1.23478094299643,1.30470585058836,1.2805614954066618,1.1951194831701765E-2]
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[null,"Correlation matrix:"]
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[null,"Goodness of fit statistics (Variable Class):"]
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[]
[null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97037513440725065]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",161,56,217,0.74193548387096775]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.8269248283273537]

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[-1.3311834273777023E-14,5.2356020942473293E-3]
[-1.3311834273777023E-14,3.4904013961670503E-3]
[-1.3311834273777023E-14,1.745200698086771E-3]
[-1.3311834273777023E-14,6.4917689279742063E-15]

{"sheet":"Log(Binary)7","index":27,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 12:49:12 / End time: 05/26/2023 at 12:59:33 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 1847330953"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[]
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[null,"X1471",470,0,470,0.77651147433162104,0.95808577803887196,0.83904381601509681,2.545773284439205E-2]
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[null,"X2389",470,0,470,1.14529536276688,1.3060355937911601,1.2800228134543774,1.3591070415759899E-2]
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[null,"Correlation matrix:"]
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[null,"Obs1266","HIGH","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1287","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1352","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1379","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1400","HIGH","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1441","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1459","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1513","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[]
[null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.56655695463559064]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",112,113,225,0.49777777777777776]
[null,"LOW",121,124,245,0.5061224489795918]
[null,"Total",233,237,470,0.50212765957446803]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.53144671201813642]

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{"sheet":"Log(Binary)6","index":30,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 12:27:58 / End time: 05/26/2023 at 12:39:15 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 2143711801"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[null,"Obs944","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1000","HIGH","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1003","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1029","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1280","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1310","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1358","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1390","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1426","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1445","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1482","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[]
[null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.50571507195017418]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",98,128,226,0.4336283185840708]
[null,"LOW",92,152,244,0.62295081967213117]
[null,"Total",190,280,470,0.53191489361702127]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.55538227187001732]

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{"sheet":"Log(Binary)5","index":33,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 12:11:36 / End time: 05/26/2023 at 12:20:37 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 2109212"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[null,"Goodness of fit statistics (Variable Class):"]
[]
[null,"Statistic","DF","Chi-square","Pr > Chi²"]
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[]
[null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.54239480032163245]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",130,88,218,0.59633027522935778]
[null,"LOW",126,126,252,0.5]
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[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.56642274646861901]

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{"sheet":"Log(Binary)4","index":36,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 11:32:03 / End time: 05/26/2023 at 11:41:11 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 1612953234"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X400",1094,0,1094,-0.91686941678631395,-0.56167958605175194,-0.8220150866339323,4.6700738662833502E-2]
[null,"X408.5",1094,0,1094,-0.901203162436502,-0.50131911774165505,-0.80612510528390013,5.3298359995509546E-2]
[null,"X417",1094,0,1094,-0.89382998798685298,-0.44762062807563302,-0.79298718861563466,6.1323127374345456E-2]
[null,"X425.5",1094,0,1094,-0.90185114344476702,-0.402048234374215,-0.7925134315778255,7.2875099865453985E-2]
[null,"X434",1094,0,1094,-0.93203987809980204,-0.36388663980393499,-0.80480673797032698,8.7798697189093583E-2]
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[null,"X1913",1094,0,1094,1.42300297800269,2.0230025016288899,1.785843420962048,7.5956646414245807E-2]
[null,"X1921.5",1094,0,1094,1.42784443743786,2.0647335685749901,1.8159245763982266,8.1399334778861507E-2]
[null,"X1930",1094,0,1094,1.4281624039535401,2.0655164982701502,1.8191913352899931,8.1590959063036317E-2]
[null,"X1938.5",1094,0,1094,1.4230251200642099,2.02929508991024,1.8015294898982841,7.7665444958162119E-2]
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[null,"X1955.5",1094,0,1094,1.4075222580110101,1.91290747641228,1.7320809758236004,6.3815368947299E-2]
[null,"X1964",1094,0,1094,1.3962018034444501,1.84413863199657,1.688031582909141,5.5713723756004863E-2]
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[null,"X1981",1094,0,1094,1.36602850613858,1.6960737112051201,1.589206136627263,3.9449668499620304E-2]
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[null,"X2015",1094,0,1094,1.26670877536545,1.44136255895367,1.3924361527065379,1.6170316143738424E-2]
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[null,"X2295.5",1094,0,1094,0.95777519614666695,1.0479694111554001,1.0045281566962696,1.6149287674990975E-2]
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[]
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[null,"X510.5",470,0,470,-1.09978569101207,-0.66714937364510596,-0.99846136825587728,9.1751576932355375E-2]
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[null,"X1207.5",470,0,470,-0.71869557657115402,-0.63336075335667597,-0.66259144082139199,1.4714056325691342E-2]
[null,"X1318",470,0,470,-0.63807076362523696,-0.51084229434999695,-0.56738741457226594,1.5909856134430859E-2]
[null,"X1394.5",470,0,470,0.242395114319535,0.59851130204149705,0.35856311527524831,4.7378959455690713E-2]
[null,"X1471",470,0,470,0.76255189413493496,0.967250703311478,0.83977368524370288,2.6987196821114792E-2]
[null,"X1581.5",470,0,470,0.156904334327858,0.316762263865423,0.23478741810816139,2.7120454423555852E-2]
[null,"X1658",470,0,470,-4.6722088121690097E-2,9.93458884340533E-2,2.1855787041819445E-2,2.4686571669784021E-2]
[null,"X1768.5",470,0,470,0.17203640486951799,0.32543473914207399,0.24189827561668015,2.4726182414625725E-2]
[null,"X1947",470,0,470,1.5059599796746199,1.9875626279151699,1.7709705650585543,7.5223454568318068E-2]
[null,"X2023.5",470,0,470,1.3107725766215901,1.3982969644743899,1.3526731278921198,1.2891595454271397E-2]
[null,"X2125.5",470,0,470,0.96898450993750695,1.06152869586347,1.0219492345543517,1.3969318068536407E-2]
[null,"X2202",470,0,470,0.71019977597983397,0.85262391959085204,0.7712522656472911,2.1921541177981375E-2]
[null,"X2312.5",470,0,470,1.0246364374977699,1.1097141880358801,1.0703912287234212,1.4989957495671797E-2]
[null,"X2389",470,0,470,1.2211861698566899,1.3056181941049501,1.2796121845147665,1.2452619875739398E-2]
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[null,"Correlation matrix:"]
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[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96549081807474346]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",150,60,210,0.7142857142857143]
[null,"LOW",44,216,260,0.83076923076923082]
[null,"Total",194,276,470,0.77872340425531916]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83820512820513005]

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{"sheet":"Log(Binary)3","index":39,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 09:09:18 / End time: 05/26/2023 at 09:30:42 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 1970552177"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X400",1094,0,1094,-0.91686941678631395,-0.54048028476443999,-0.8200218105448025,4.9497498258145443E-2]
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[null,"X417",1094,0,1094,-0.89382998798685298,-0.43387075959558202,-0.79059893070799769,6.4772533956264811E-2]
[null,"X425.5",1094,0,1094,-0.90185114344476702,-0.38598422964268198,-0.78983495148576677,7.6458655049467736E-2]
[null,"X434",1094,0,1094,-0.93203987809980204,-0.34523005889151398,-0.80173266568381729,9.1475478468540539E-2]
[null,"X442.5",1094,0,1094,-0.96258500230938304,-0.30687167502106499,-0.81434972505157499,0.10660158283699664]
[null,"X451",1094,0,1094,-0.98443719859809198,-0.28313419129584799,-0.8231538488874901,0.11847668754032631]
[null,"X459.5",1094,0,1094,-1.0029512419142299,-0.28608757898636,-0.83460565318347724,0.12557424928261579]
[null,"X468",1094,0,1094,-1.01805287713684,-0.29396094035267301,-0.84795411160687861,0.1289687819650123]
[null,"X476.5",1094,0,1094,-1.02954280632338,-0.30379861178260098,-0.86016651272391176,0.13033180060490188]
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[null,"X493.5",1094,0,1094,-1.0653477850200499,-0.43212460675401898,-0.90963638869844565,0.12076681472338445]
[null,"X502",1094,0,1094,-1.0913754308220101,-0.52437197325920104,-0.95334918900146348,0.10615332247683007]
[null,"X510.5",1094,0,1094,-1.11509030981448,-0.64149569660352501,-1.0005400462758887,8.65643409690105E-2]
[null,"X519",1094,0,1094,-1.1307707496944699,-0.75796622811352499,-1.0402732231531122,6.6410013610452165E-2]
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[null,"X1870.5",1094,0,1094,0.65172979680519905,0.96751683973727298,0.76210722518147822,3.990818623229727E-2]
[null,"X1879",1094,0,1094,0.96708406308960304,1.1902142444956101,1.0585476717993842,3.2449592646328289E-2]
[null,"X1887.5",1094,0,1094,1.2441537014369199,1.44411419939164,1.3640303760866461,2.6618380430464193E-2]
[null,"X1896",1094,0,1094,1.3564240236062199,1.73558970012531,1.5926761912576559,4.5227170678856649E-2]
[null,"X1904.5",1094,0,1094,1.41023547459261,1.92767274736077,1.7231606870832556,6.5421629052155289E-2]
[null,"X1913",1094,0,1094,1.42300297800269,2.0251150842072501,1.7882220430233149,7.7494262625850921E-2]
[null,"X1921.5",1094,0,1094,1.42784443743786,2.0680476803781498,1.8185187335832034,8.3299220690352449E-2]
[null,"X1930",1094,0,1094,1.4281624039535401,2.0686243537145401,1.8218682946184535,8.3585266613491388E-2]
[null,"X1938.5",1094,0,1094,1.4230251200642099,2.0391723545802498,1.8041093285098797,7.9565665304104374E-2]
[null,"X1947",1094,0,1094,1.41726183450933,1.9875626279151699,1.7730113926058555,7.2991353449476715E-2]
[null,"X1955.5",1094,0,1094,1.4075222580110101,1.92394436043487,1.7342481918075938,6.5229112147717663E-2]
[null,"X1964",1094,0,1094,1.3962018034444501,1.85278079490045,1.6899388224601828,5.6845782657433723E-2]
[null,"X1972.5",1094,0,1094,1.3841205411319599,1.77980467225029,1.6415713519798349,4.8324529488125746E-2]
[null,"X1981",1094,0,1094,1.36602850613858,1.7087242930059801,1.5905742633369484,4.0055638630743101E-2]
[null,"X1989.5",1094,0,1094,1.33953948120509,1.63857994959158,1.5382849903192264,3.2420271075149526E-2]
[null,"X1998",1094,0,1094,1.31491092772417,1.5703935753445799,1.4867032744527553,2.5806384529779468E-2]
[null,"X2006.5",1094,0,1094,1.2888456609538901,1.50644216791889,1.4378769190120035,2.0454229900129538E-2]
[null,"X2015",1094,0,1094,1.26670877536545,1.44926653698608,1.393012286879534,1.6392742495370375E-2]
[null,"X2023.5",1094,0,1094,1.2471483093021301,1.3982969644743899,1.3527960793553462,1.3381723969193878E-2]
[null,"X2032",1094,0,1094,1.2293921648530599,1.35358747390422,1.3173035375443753,1.1098432855214894E-2]
[null,"X2040.5",1094,0,1094,1.2113733355035401,1.3161446602551401,1.2860355588176744,9.2759541907441456E-3]
[null,"X2049",1094,0,1094,1.1958387977942699,1.2823395843621199,1.2585469975509991,7.7225387647422662E-3]
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[null,"X2083",1094,0,1094,1.12821512387831,1.18096202755465,1.1644971307701693,7.0957413345859137E-3]
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[null,"X2100",1094,0,1094,1.0816658188510899,1.13980156179216,1.113314538911335,9.9406939234805928E-3]
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[null,"X2117",1094,0,1094,1.0161143478878101,1.09031433741104,1.0551074828959526,1.263844657026981E-2]
[null,"X2125.5",1094,0,1094,0.98054974810379003,1.06152869586347,1.0227440903727916,1.378314930301874E-2]
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[null,"X2142.5",1094,0,1094,0.90740503948329199,0.99644464693704404,0.95374869476545299,1.5694839064750669E-2]
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[null,"X2261.5",1094,0,1094,0.82363207652502501,0.94860068121643804,0.87869536110075819,1.856518395434039E-2]
[null,"X2270",1094,0,1094,0.87978790699671805,0.97652603518665204,0.92979648007011384,1.752283336164185E-2]
[null,"X2278.5",1094,0,1094,0.923580880011728,1.02416557403135,0.97519290611148657,1.7540207227052233E-2]
[null,"X2287",1094,0,1094,0.942086941934832,1.0381137577333801,0.9905972936808235,1.7245758700986016E-2]
[null,"X2295.5",1094,0,1094,0.95777519614666695,1.0479694111554001,1.0039885783764244,1.6502744189137743E-2]
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[null,"X2312.5",1094,0,1094,1.0274770378321201,1.1126855355491601,1.0708321218353749,1.5347003141329989E-2]
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[null,"X2329.5",1094,0,1094,1.0574303495470501,1.1442502787847399,1.108718608295407,1.4023441216795189E-2]
[null,"X2338",1094,0,1094,1.0707161840797901,1.15680279672785,1.1251520323172997,1.3614726205809991E-2]
[null,"X2372",1094,0,1094,1.1216326467194,1.2545723236417901,1.2223410572133224,1.2913964068923575E-2]
[]
[null,"X400",470,0,470,-0.91364036619512901,-0.57170460828005498,-0.82241206900092079,4.7796778353529211E-2]
[null,"X510.5",470,0,470,-1.09978569101207,-0.68872417389456098,-1.0035922922858513,8.7119531411897183E-2]
[null,"X587",470,0,470,-1.2535494178562601,-1.10669589021074,-1.1622575453190567,2.3525341514193235E-2]
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[null,"X774",470,0,470,-1.2999316004669601,-1.14484284746155,-1.1968875837593536,2.3573009908418222E-2]
[null,"X850.5",470,0,470,-1.29831745329796,-1.1327471534570801,-1.1837527728255293,2.3432376348384906E-2]
[null,"X961",470,0,470,-1.01077972461707,-0.91528302635053105,-0.94794236082074435,1.5327531171321507E-2]
[null,"X1114",470,0,470,-1.1091727948965999,-0.97469085913520803,-1.0142195927586406,1.9126215513765879E-2]
[null,"X1207.5",470,0,470,-0.70615263776364201,-0.63539121777845597,-0.66153297707441672,1.3591915874923073E-2]
[null,"X1318",470,0,470,-0.60677164859884802,-0.493493972012925,-0.56598865858780267,1.6262476833389619E-2]
[null,"X1394.5",470,0,470,0.267367857773676,0.60064610741175395,0.36131392049791639,4.76234437463703E-2]
[null,"X1471",470,0,470,0.76914695711021597,0.95808577803887196,0.84105914480475119,2.6646725835380192E-2]
[null,"X1581.5",470,0,470,0.161235661623156,0.31376605253293499,0.2367172814797294,2.6321329037205233E-2]
[null,"X1658",470,0,470,-4.4227536524705E-2,9.6775480050446894E-2,2.374129925727636E-2,2.4244935734303703E-2]
[null,"X1768.5",470,0,470,0.1734258926328,0.346549149211971,0.2440770140568122,2.4423600042368432E-2]
[null,"X1947",470,0,470,1.48240697650764,1.9723728877035001,1.765406682827388,7.1072746028490508E-2]
[null,"X2023.5",470,0,470,1.3023306976458,1.38257085978434,1.3517008394609258,1.2308020224188863E-2]
[null,"X2125.5",470,0,470,0.96898450993750695,1.0602698323211199,1.0229285101207684,1.3205773243018137E-2]
[null,"X2202",470,0,470,0.71806174993987604,0.86586584325164995,0.77329951283432008,2.0778522188727569E-2]
[null,"X2312.5",470,0,470,1.0246364374977699,1.1126855355491601,1.0713589669983254,1.4676794972201521E-2]
[null,"X2389",470,0,470,1.2034718769491799,1.3058384025515899,1.279584923552928,1.3486731118749259E-2]
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[null,"Correlation matrix:"]
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[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96471929842266035]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",182,53,235,0.77446808510638299]
[null,"LOW",44,191,235,0.81276595744680846]
[null,"Total",226,244,470,0.79361702127659572]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.86489814395654141]

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{"sheet":"Log(Binary)2","index":42,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 08:42:49 / End time: 05/26/2023 at 09:06:10 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 2072753131"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
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[null,"Correlation matrix:"]
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[]
[null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97230258493526966]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",162,69,231,0.70129870129870131]
[null,"LOW",50,189,239,0.79079497907949792]
[null,"Total",212,258,470,0.7468085106382979]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.79260627796192817]

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{"sheet":"Log(Binary)1","index":45,"n_rows":3285,"n_cols":250,"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: 05/26/2023 at 08:08:52 / End time: 05/26/2023 at 08:36:50 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 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): 590205016"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X400",1094,0,1094,-0.91417311475739604,-0.54048028476443999,-0.81960510696356137,5.1198280302823931E-2]
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[null,"X417",1094,0,1094,-0.89015555961011295,-0.43387075959558202,-0.78945275246100333,6.7024003594600159E-2]
[null,"X425.5",1094,0,1094,-0.89460719970295099,-0.38598422964268198,-0.78831408859651309,7.906947556462908E-2]
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[null,"X442.5",1094,0,1094,-0.95830719582192303,-0.30687167502106499,-0.8123610659196403,0.1101061761347072]
[null,"X451",1094,0,1094,-0.98095365940442503,-0.28313419129584799,-0.82101800125241675,0.1222645532063437]
[null,"X459.5",1094,0,1094,-1.0002561349324499,-0.28608757898636,-0.83232684220697473,0.12959217086039021]
[null,"X468",1094,0,1094,-1.01592935736242,-0.29396094035267301,-0.84559763644691988,0.13311832293929746]
[null,"X476.5",1094,0,1094,-1.0279538728923401,-0.30379861178260098,-0.85778766994528188,0.13453417332261369]
[null,"X485",1094,0,1094,-1.0428102077956201,-0.35214980114332101,-0.87572143239914157,0.13271756443219995]
[null,"X493.5",1094,0,1094,-1.06455697607475,-0.43212460675401898,-0.90722156800346265,0.12505757429263642]
[null,"X502",1094,0,1094,-1.0897938941597201,-0.52437197325920104,-0.95106675517639305,0.11038943927014501]
[null,"X510.5",1094,0,1094,-1.1122675115721901,-0.64149569660352501,-0.99854398775080366,9.0581720171501498E-2]
[null,"X519",1094,0,1094,-1.1269909408546901,-0.75796622811352499,-1.0386868887035463,6.9941626198193912E-2]
[null,"X527.5",1094,0,1094,-1.13494358625155,-0.82843168513395404,-1.0670607689409932,5.2117945395662127E-2]
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[null,"X1870.5",1094,0,1094,0.65172979680519905,0.96751683973727298,0.7634033885756849,4.0186252095324428E-2]
[null,"X1879",1094,0,1094,0.96708406308960304,1.1902142444956101,1.0593873280706949,3.247313975986868E-2]
[null,"X1887.5",1094,0,1094,1.2441537014369199,1.44411419939164,1.3640227773465112,2.6590232098291318E-2]
[null,"X1896",1094,0,1094,1.3564240236062199,1.73558970012531,1.5917583482241027,4.5341285715817393E-2]
[null,"X1904.5",1094,0,1094,1.41023547459261,1.9269966104927301,1.7216313857392249,6.5461588396830014E-2]
[null,"X1913",1094,0,1094,1.42300297800269,2.0251150842072501,1.7863100180966853,7.7403118472971461E-2]
[null,"X1921.5",1094,0,1094,1.42784443743786,2.0680476803781498,1.8164460654271426,8.3121373674124907E-2]
[null,"X1930",1094,0,1094,1.4281624039535401,2.0686243537145401,1.8197617685238507,8.3344996589935758E-2]
[null,"X1938.5",1094,0,1094,1.4230251200642099,2.0391723545802498,1.8021217597551935,7.9338034113617936E-2]
[null,"X1947",1094,0,1094,1.41726183450933,1.9875626279151699,1.7711546754904015,7.2783592364982969E-2]
[null,"X1955.5",1094,0,1094,1.4075222580110101,1.92394436043487,1.7325690493468517,6.5036043378889657E-2]
[null,"X1964",1094,0,1094,1.3962018034444501,1.85278079490045,1.6884972835120871,5.6698280731790361E-2]
[null,"X1972.5",1094,0,1094,1.3841205411319599,1.77980467225029,1.6403608126667231,4.8239993265017371E-2]
[null,"X1981",1094,0,1094,1.36602850613858,1.7087242930059801,1.5896213126236578,3.9961479338003973E-2]
[null,"X1989.5",1094,0,1094,1.33953948120509,1.63857994959158,1.5375638147103201,3.2331472495524663E-2]
[null,"X1998",1094,0,1094,1.31491092772417,1.5703935753445799,1.4861851448103816,2.571131236467087E-2]
[null,"X2006.5",1094,0,1094,1.2888456609538901,1.50644216791889,1.4375314572396274,2.0353125552046145E-2]
[null,"X2015",1094,0,1094,1.26670877536545,1.44926653698608,1.3928226894435156,1.6291361770471621E-2]
[null,"X2023.5",1094,0,1094,1.2471483093021301,1.3982969644743899,1.3527208182010253,1.3290518796985961E-2]
[null,"X2032",1094,0,1094,1.2293921648530599,1.35358747390422,1.3172991986812213,1.1033224577042046E-2]
[null,"X2040.5",1094,0,1094,1.2113733355035401,1.3161446602551401,1.2860635040930934,9.2256007694163089E-3]
[null,"X2049",1094,0,1094,1.1958387977942699,1.2823395843621199,1.2585845057910459,7.6861703035349732E-3]
[null,"X2057.5",1094,0,1094,1.1799265658642299,1.25058958076094,1.2338371682216056,6.4925547802566199E-3]
[null,"X2066",1094,0,1094,1.1624711918627899,1.22517659515554,1.2106908615127057,5.9115645428740272E-3]
[null,"X2074.5",1094,0,1094,1.1458702588327001,1.20053822228727,1.1878797609713074,6.153592855276749E-3]
[null,"X2083",1094,0,1094,1.12821512387831,1.18096202755465,1.164438010443712,7.130580910429187E-3]
[null,"X2091.5",1094,0,1094,1.1082929980506,1.1610002604426699,1.1396405040354778,8.4759188667056125E-3]
[null,"X2100",1094,0,1094,1.07483827940635,1.13980156179216,1.1132239585216024,9.9294715596386206E-3]
[null,"X2108.5",1094,0,1094,1.04058331953613,1.11634123587694,1.0850521476242994,1.131325058911793E-2]
[null,"X2117",1094,0,1094,1.00515252416485,1.09031433741104,1.0550106961182519,1.2578024683863752E-2]
[null,"X2125.5",1094,0,1094,0.96898450993750695,1.06152869586347,1.0226588115633131,1.3700153068249581E-2]
[null,"X2134",1094,0,1094,0.93340481032699996,1.0297050377466801,0.98843773974674476,1.4644594463532218E-2]
[null,"X2142.5",1094,0,1094,0.89991818363148601,0.99644464693704404,0.95377760047053095,1.5519661002329616E-2]
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[null,"X2193.5",1094,0,1094,0.73035094301216597,0.88951011831408,0.78875460877113912,2.0597494510998078E-2]
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[null,"X2210.5",1094,0,1094,0.69347187183207604,0.873392104000702,0.75874051974095069,2.2243118640332408E-2]
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[null,"X2244.5",1094,0,1094,0.72651573555720494,0.90309597705158595,0.79211528999013892,2.1651720511222296E-2]
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[null,"X2261.5",1094,0,1094,0.82363207652502501,0.94860068121643804,0.87884834301938619,1.8249787268718284E-2]
[null,"X2270",1094,0,1094,0.87923128914195703,0.97652603518665204,0.92980520069198369,1.7240680666256825E-2]
[null,"X2278.5",1094,0,1094,0.917893528749684,1.02416557403135,0.97507495804914746,1.7289485156803622E-2]
[null,"X2287",1094,0,1094,0.93703343836575004,1.0381137577333801,0.99049456977731276,1.6999126229478339E-2]
[null,"X2295.5",1094,0,1094,0.95777519614666695,1.0479694111554001,1.0039301699799803,1.6263848317663664E-2]
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[null,"X2312.5",1094,0,1094,1.0246364374977699,1.1126855355491601,1.070650568740682,1.5203458666022787E-2]
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[null,"X2329.5",1094,0,1094,1.0574303495470501,1.1442502787847399,1.1086512155399433,1.3916484633515754E-2]
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[null,"X2372",1094,0,1094,1.1216326467194,1.2545723236417901,1.2221769637936362,1.2921943629556081E-2]
[]
[null,"X400",470,0,470,-0.91686941678631395,-0.56748558208590205,-0.82338201308151238,4.3352208838286936E-2]
[null,"X510.5",470,0,470,-1.11509030981448,-0.70938853847712202,-1.0082384370229664,7.6628584241148143E-2]
[null,"X587",470,0,470,-1.24287833437733,-1.0789180645612699,-1.1597130984507888,2.4341303951728049E-2]
[null,"X663.5",470,0,470,-1.28574284492848,-1.15043611430127,-1.2046796021767439,2.3909297929189426E-2]
[null,"X774",470,0,470,-1.2691676739811799,-1.1424914192720099,-1.1950000947864621,2.2818385242097595E-2]
[null,"X850.5",470,0,470,-1.2514488858268,-1.1301204970847201,-1.1819569601160682,2.2510744872515202E-2]
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[null,"X1114",470,0,470,-1.07049911987754,-0.97270954092777495,-1.012931951526153,1.7728732875177979E-2]
[null,"X1207.5",470,0,470,-0.70606431442594797,-0.62167921665137604,-0.66157246317890295,1.218026521307616E-2]
[null,"X1318",470,0,470,-0.61567166211220703,-0.49862934378424401,-0.56709305769184004,1.6066745127096872E-2]
[null,"X1394.5",470,0,470,0.25942644888648603,0.59851130204149705,0.35751458892933324,4.6909022295013203E-2]
[null,"X1471",470,0,470,0.76914695711021597,0.967250703311478,0.83901343728522626,2.5921772875276989E-2]
[null,"X1581.5",470,0,470,0.15671580262169801,0.31376605253293499,0.23573471399792256,2.6245331036529901E-2]
[null,"X1658",470,0,470,-4.8531187061525899E-2,9.6621769871855903E-2,2.2633206500570914E-2,2.4030753001892422E-2]
[null,"X1768.5",470,0,470,0.17335810716798999,0.32543473914207399,0.24260628358961223,2.4428930351585769E-2]
[null,"X1947",470,0,470,1.4835960121401,1.9754571596961401,1.7697284881982538,7.184031110713833E-2]
[null,"X2023.5",470,0,470,1.30418887264881,1.3982969644743899,1.3518760218073642,1.2549789078364799E-2]
[null,"X2125.5",470,0,470,0.98427712202213102,1.0553652493689201,1.0231270101581518,1.340069025535201E-2]
[null,"X2202",470,0,470,0.71171732655656295,0.85435408841173299,0.77217898467190194,2.1412705989649106E-2]
[null,"X2312.5",470,0,470,1.0316370318925201,1.10885490410772,1.0717815607974601,1.4997541173493646E-2]
[null,"X2389",470,0,470,1.2211861698566899,1.30564407112959,1.2803015167585854,1.3197330307253795E-2]
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[null,"Correlation matrix:"]
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[null,"Obs950","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1099","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1132","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1181","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1259","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1305","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1341","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1385","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1424","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1464","HIGH","LOW",2.2204460492503131E-16,0.999999999999999]
[null,"Obs1493","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[null,"Obs1526","LOW","HIGH",0.999999999999999,2.2204460492503131E-16]
[]
[null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.51106542143702116]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",115,100,215,0.53488372093023251]
[null,"LOW",131,124,255,0.48627450980392156]
[null,"Total",246,224,470,0.50851063829787235]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.53205654354765375]

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{"sheet":"Log(Binary)","index":48,"n_rows":3285,"n_cols":250,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/18/2023 at 13:14:09 / End time: 05/18/2023 at 13:23:36 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = hcn_spec_snvonly_8nm!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = hcn_spec_snvonly_8nm!$E$1:$IQ$1565 / 1564 rows and 247 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): 286511488"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X400",1094,0,1094,-0.91686941678631395,-0.55199450828741303,-0.82118985377977471,4.8879858775115761E-2]
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[null,"X417",1094,0,1094,-0.89382998798685298,-0.43387075959558202,-0.79267222380192159,6.3474149001576954E-2]
[null,"X425.5",1094,0,1094,-0.90185114344476702,-0.38598422964268198,-0.79228873854327042,7.4834997190365335E-2]
[null,"X434",1094,0,1094,-0.93203987809980204,-0.34523005889151398,-0.80455071913358922,8.9533168953266407E-2]
[null,"X442.5",1094,0,1094,-0.96258500230938304,-0.30687167502106499,-0.81754425099163386,0.10433953340008158]
[null,"X451",1094,0,1094,-0.98443719859809198,-0.28313419129584799,-0.82665532336761738,0.11595113827603107]
[null,"X459.5",1094,0,1094,-1.0029512419142299,-0.28608757898636,-0.83826963977443114,0.1228969221110592]
[null,"X468",1094,0,1094,-1.01805287713684,-0.29396094035267301,-0.85173464863540227,0.12618306207038038]
[null,"X476.5",1094,0,1094,-1.02954280632338,-0.30379861178260098,-0.86406892807484115,0.12746726651357301]
[null,"X485",1094,0,1094,-1.0437314888443501,-0.35859844347624398,-0.88205590823492686,0.12564952152059369]
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[null,"X1904.5",1094,0,1094,1.41023547459261,1.92767274736077,1.7220751233585019,6.6504431450299745E-2]
[null,"X1913",1094,0,1094,1.42300297800269,2.0230025016288899,1.7866062506676048,7.8437237443564317E-2]
[null,"X1921.5",1094,0,1094,1.42784443743786,2.0647335685749901,1.816634227745628,8.4139839932941898E-2]
[null,"X1930",1094,0,1094,1.4281624039535401,2.0686243537145401,1.8198311671282323,8.4324998815300603E-2]
[null,"X1938.5",1094,0,1094,1.4230251200642099,2.0391723545802498,1.8020768779631096,8.0207723954932086E-2]
[null,"X1947",1094,0,1094,1.41726183450933,1.9875626279151699,1.7710391772213339,7.3602664683334318E-2]
[null,"X1955.5",1094,0,1094,1.4075222580110101,1.92394436043487,1.7323887778920126,6.5814634890986157E-2]
[null,"X1964",1094,0,1094,1.3962018034444501,1.85116346763798,1.6882660899625455,5.7388295996535867E-2]
[null,"X1972.5",1094,0,1094,1.3841205411319599,1.77951640740178,1.6400992287399201,4.8821921421885676E-2]
[null,"X1981",1094,0,1094,1.36602850613858,1.7087242930059801,1.5893177148734456,4.0433898843929124E-2]
[null,"X1989.5",1094,0,1094,1.33953948120509,1.63857994959158,1.5372633193170229,3.2679418877610861E-2]
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[null,"X2006.5",1094,0,1094,1.2888456609538901,1.50644216791889,1.4372466305040497,2.0447432620677754E-2]
[null,"X2015",1094,0,1094,1.26670877536545,1.44926653698608,1.3925439914723237,1.6265346733669098E-2]
[null,"X2023.5",1094,0,1094,1.2471483093021301,1.3982969644743899,1.3524671793667913,1.3182547752336087E-2]
[null,"X2032",1094,0,1094,1.2293921648530599,1.35358747390422,1.3170630059779342,1.0876416218348067E-2]
[null,"X2040.5",1094,0,1094,1.2113733355035401,1.31511527352031,1.2858245179724486,9.0691646767725471E-3]
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[null,"X2091.5",1094,0,1094,1.1093806917834099,1.1610002604426699,1.139234300418219,8.4522366581909793E-3]
[null,"X2100",1094,0,1094,1.0816658188510899,1.13980156179216,1.1127808000163828,9.8748952321989561E-3]
[null,"X2108.5",1094,0,1094,1.04989980332891,1.1160109175488599,1.0845933252629554,1.1228930996496987E-2]
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[null,"X2125.5",1094,0,1094,0.98054974810379003,1.0602698323211199,1.022219551126887,1.3566251811256156E-2]
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[null,"X2159.5",1094,0,1094,0.83608729339018595,0.94542030370604702,0.88758878297944899,1.7186493478309316E-2]
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[null,"X2193.5",1094,0,1094,0.730671907439852,0.88951011831408,0.78881569634039606,2.0798739115243381E-2]
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[null,"X2261.5",1094,0,1094,0.82363207652502501,0.94860068121643804,0.87879621976322253,1.815827429067338E-2]
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[null,"X2278.5",1094,0,1094,0.92520163805889,1.02416557403135,0.97474582350535477,1.7068053782325187E-2]
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[null,"X2295.5",1094,0,1094,0.95936428146765795,1.0479694111554001,1.0035888654617247,1.610692583055991E-2]
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[]
[null,"X400",470,0,470,-0.91417311475739604,-0.54048028476443999,-0.81969326198164572,4.9280539371028137E-2]
[null,"X510.5",470,0,470,-1.0976900755643599,-0.66714937364510596,-0.99729230733148788,9.1388811326891625E-2]
[null,"X587",470,0,470,-1.2462315325212701,-1.0789180645612699,-1.1611981345100075,2.2566889021622023E-2]
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[null,"X850.5",470,0,470,-1.2780105996461,-1.12905738793374,-1.1833729640888393,2.2557809706874366E-2]
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[null,"X1114",470,0,470,-1.0940629751333899,-0.97382962838565701,-1.0143639989197646,1.8677522670994678E-2]
[null,"X1207.5",470,0,470,-0.71869557657115402,-0.63387225908590905,-0.6624208556023583,1.4005082142870932E-2]
[null,"X1318",470,0,470,-0.63807076362523696,-0.52480587020174396,-0.56926871444786453,1.5444534684780485E-2]
[null,"X1394.5",470,0,470,0.25404264388401498,0.55781790874972603,0.35266601587252738,4.4403855504371044E-2]
[null,"X1471",470,0,470,0.76255189413493496,0.95539061539411796,0.83815671176529571,2.4482172652768915E-2]
[null,"X1581.5",470,0,470,0.156904334327858,0.31376605253293499,0.23627864933588996,2.5356350995607038E-2]
[null,"X1658",470,0,470,-4.6722088121690097E-2,9.6621769871855903E-2,2.2556602933027199E-2,2.3054717002159986E-2]
[null,"X1768.5",470,0,470,0.17203640486951799,0.31692542263867002,0.24188247820074857,2.306306786728244E-2]
[null,"X1947",470,0,470,1.5059599796746199,1.9865971799654101,1.7699973288500859,6.9873222724498418E-2]
[null,"X2023.5",470,0,470,1.3190470035294599,1.3982969644743899,1.3524664066683356,1.2831943722250815E-2]
[null,"X2125.5",470,0,470,0.96898450993750695,1.06152869586347,1.0241494589186808,1.3624608786571632E-2]
[null,"X2202",470,0,470,0.71171732655656295,0.83947671653695199,0.77187715738561746,2.0804189809668992E-2]
[null,"X2312.5",470,0,470,1.0246364374977699,1.1126855355491601,1.0726667964726433,1.5214420151470516E-2]
[null,"X2389",470,0,470,1.2322823022715801,1.3060355937911601,1.2808532974524065,1.2506914649747876E-2]
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[null,"Correlation matrix:"]
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[null,"Obs1380","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[null,"Obs1476","LOW","LOW",2.2204460492503131E-16,0.999999999999999]
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[]
[null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.56085256906272063]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",88,129,217,0.40552995391705071]
[null,"LOW",117,136,253,0.53754940711462451]
[null,"Total",205,265,470,0.47659574468085109]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.52651135680588912]

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{"sheet":"SVM+No.preprocessing","index":51,"n_rows":4008,"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 - Support Vector Machine (SVM) - Start time: 05/16/2023 at 11:42:26 / End time: 05/16/2023 at 11:45:46 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: None"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 1405125686"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X400",1294,0,1294,-0.91686941678631395,-0.54048028476443999,-0.82003321786690997,4.9750380135644402E-2]
[null,"X408.5",1294,0,1294,-0.901203162436502,-0.48568081222659498,-0.80391510385904374,5.6792531132569754E-2]
[null,"X417",1294,0,1294,-0.89382998798685298,-0.43387075959558202,-0.79056816407930897,6.5040007550965229E-2]
[null,"X425.5",1294,0,1294,-0.90185114344476702,-0.38598422964268198,-0.78981411175644178,7.6849714819835685E-2]
[null,"X434",1294,0,1294,-0.93203987809980204,-0.34523005889151398,-0.80181056987186439,9.2090500452044727E-2]
[null,"X442.5",1294,0,1294,-0.96258500230938304,-0.30687167502106499,-0.81457138059179257,0.10738471832570529]
[null,"X451",1294,0,1294,-0.98443719859809198,-0.28313419129584799,-0.82347198536108279,0.119393154479075]
[null,"X459.5",1294,0,1294,-1.0029512419142299,-0.28608757898636,-0.83494217253871861,0.12664735383697553]
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[]
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[null,"Binary classifier (HIGH versus the others):"]
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{"sheet":"SVM+Standardization","index":53,"n_rows":4095,"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 - Support Vector Machine (SVM) - Start time: 05/16/2023 at 10:56:24 / End time: 05/16/2023 at 11:36:47 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = 'hcn_spec_snvonly_8nm'!$E$1:$IQ$1565 / 1564 rows and 247 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Standardisation"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 2050795967"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[]
[null,"Class performance metrics for the validation set:"]
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[null,"Classification for the validation sample:"]
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{"sheet":"SVM+Rescaling","index":55,"n_rows":3902,"n_cols":251,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/16/2023 at 10:19:10 / End time: 05/16/2023 at 10:46:18 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = hcn_spec_snvonly_8nm!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_snvonly_8nm.xlsm / Sheet = hcn_spec_snvonly_8nm / Range = hcn_spec_snvonly_8nm!$E$1:$IQ$1565 / 1564 rows and 247 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): 428470902"]
[]
[]
[]
[]
[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,"X1981",1294,0,1294,1.36602850613858,1.7087242930059801,1.5891715474011046,4.0041334922173329E-2]
[null,"X1989.5",1294,0,1294,1.33953948120509,1.63857994959158,1.5371259686284655,3.2410768363190588E-2]
[null,"X1998",1294,0,1294,1.31491092772417,1.5703935753445799,1.4857589468879595,2.5774715204529623E-2]
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[null,"Summary statistics (Qualitative data):"]
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