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{"sheet":"Log(Binary)10","index":1,"n_rows":3261,"n_cols":246,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 07:55:39 / End time: 05/27/2023 at 08:05:04 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 1455658649"]
[]
[]
[]
[]
[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,-1.141063E-2,2.9242600000000001E-2,2.587634515539311E-3,7.3374285814088369E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-2.0449298354661798E-3,8.295028999668325E-3]
[null,"X434",1094,0,1094,-1.6724039999999999E-2,2.48922E-2,-5.257054369287026E-3,8.7387954418181105E-3]
[null,"X442.5",1094,0,1094,-1.7732439999999999E-2,2.0624969999999999E-2,-6.4061211243144423E-3,7.8468018338755212E-3]
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[null,"X1964",1094,0,1094,-4.318557E-2,-7.1860900000000304E-3,-2.5607104314442412E-2,5.323561239172255E-3]
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[null,"X1981",1094,0,1094,-4.53941E-2,-9.1341200000000199E-3,-2.8529165420475306E-2,5.1505035653993938E-3]
[null,"X1989.5",1094,0,1094,-4.3935580000000002E-2,-9.9849299999999492E-3,-2.8612541736745878E-2,4.7584144907272365E-3]
[null,"X1998",1094,0,1094,-4.0948529999999997E-2,-1.061168E-2,-2.7732003692870228E-2,4.2056897473210916E-3]
[null,"X2006.5",1094,0,1094,-3.6991549999999998E-2,-1.1023710000000001E-2,-2.6002120786106062E-2,3.5634892531989639E-3]
[null,"X2015",1094,0,1094,-3.2742439999999901E-2,-1.13824599999999E-2,-2.3717994040219379E-2,2.9190022165813895E-3]
[null,"X2023.5",1094,0,1094,-2.8540630000000101E-2,-1.1788170000000001E-2,-2.1230472979890322E-2,2.3558976453521697E-3]
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[null,"X2040.5",1094,0,1094,-2.2237460000000001E-2,-1.210323E-2,-1.6611078336380272E-2,1.6724752198324139E-3]
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[null,"X2100",1094,0,1094,-2.1064659999999999E-2,-1.135974E-2,-1.5320476179159052E-2,1.4390408546045808E-3]
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[null,"X2125.5",1094,0,1094,-2.2385969999999901E-2,-1.417764E-2,-1.845367709323581E-2,1.3548126495918924E-3]
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[null,"X2287",1094,0,1094,1.131592E-2,1.6188670000000099E-2,1.3630174268738584E-2,7.4305983641562753E-4]
[null,"X2295.5",1094,0,1094,1.080911E-2,1.673666E-2,1.3324558491773322E-2,8.4581855630406729E-4]
[null,"X2304",1094,0,1094,1.252499E-2,1.813062E-2,1.5235311745886665E-2,9.4761472862469969E-4]
[null,"X2312.5",1094,0,1094,1.2333709999999999E-2,1.785221E-2,1.4872386590493605E-2,9.4927816561714642E-4]
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[null,"X2355",1094,0,1094,1.0774979999999899E-2,1.727457E-2,1.3712206334552108E-2,9.9980513872387298E-4]
[null,"X2389",1094,0,1094,1.032836E-2,2.3554039999999998E-2,1.8557300466179177E-2,1.6284105450602899E-3]
[]
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[null,"X561.5",470,0,470,-3.0256849999999998E-2,-2.9479699999999998E-3,-7.3722752978723338E-3,4.6925522509812427E-3]
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[null,"X706",470,0,470,-1.17617999999999E-3,1.9886499999999998E-3,1.0282471914893634E-3,3.6983680392680009E-4]
[null,"X816.5",470,0,470,1.2995999999999999E-3,3.8771400000000098E-3,2.0909555319148939E-3,3.092421141807478E-4]
[null,"X893",470,0,470,3.68411E-3,6.0614900000000001E-3,4.9732717021276568E-3,2.875745031877196E-4]
[null,"X1003.5",470,0,470,-1.8298479999999999E-2,-7.5164200000000098E-3,-9.8195691063829686E-3,1.2653240124045858E-3]
[null,"X1156.5",470,0,470,1.9114760000000001E-2,3.017104E-2,2.1549599234042552E-2,1.1094027650336161E-3]
[null,"X1250",470,0,470,-3.3067499999999699E-3,-2.05398E-3,-2.4921670000000013E-3,1.57441654922154E-4]
[null,"X1360.5",470,0,470,3.6116189999999999E-2,6.7228599999999999E-2,4.3182413829787228E-2,3.7646104016921238E-3]
[null,"X1437",470,0,470,8.5313000000000194E-3,1.9064919999999999E-2,1.451661051063829E-2,1.7895449481411874E-3]
[null,"X1513.5",470,0,470,-4.3131889999999999E-2,-2.579592E-2,-3.0922121829787236E-2,2.1272827558615681E-3]
[null,"X1607",470,0,470,-1.9054580000000099E-2,-1.456492E-2,-1.577639963829788E-2,4.9898672086675993E-4]
[null,"X1692",470,0,470,5.6761200000000301E-3,7.4953400000000196E-3,6.6833303191489411E-3,3.1154594700973423E-4]
[null,"X1802.5",470,0,470,-4.4925700000000004E-3,3.1116000000003301E-4,-3.1321658297872325E-3,7.4765148196986907E-4]
[null,"X1981",470,0,470,-4.4742179999999902E-2,-1.1718940000000001E-2,-2.8278998638297869E-2,5.1282605958597764E-3]
[null,"X2057.5",470,0,470,-2.0608919999999999E-2,-9.3738999999999906E-3,-1.3735510000000005E-2,1.541075453496042E-3]
[null,"X2151",470,0,470,-2.186987E-2,-1.29277E-2,-1.8097379234042536E-2,1.3313523873139897E-3]
[null,"X2236",470,0,470,6.2458700000000396E-3,1.311757E-2,1.10278254680851E-2,7.9926886551107709E-4]
[null,"X2346.5",470,0,470,8.7248300000000202E-3,1.6896310000000001E-2,1.2215591851063844E-2,1.0493290990638716E-3]
[null,"X2423",470,0,470,1.185479E-2,3.062842E-2,2.2665757744680853E-2,2.804238002876843E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1222","LOW","LOW",2.9063370266861864E-2,0.9709366297331381]
[null,"Obs1266","HIGH","LOW",2.6597439523388E-2,0.97340256047661211]
[null,"Obs1292","LOW","LOW",0.33250852644910311,0.66749147355089689]
[null,"Obs1342","LOW","LOW",1.1745863694880553E-2,0.98825413630511938]
[null,"Obs1370","LOW","LOW",4.2808849354471021E-3,0.99571911506455291]
[null,"Obs1411","LOW","LOW",9.4322722868140198E-4,0.99905677277131855]
[null,"Obs1463","LOW","LOW",7.4496095834763933E-3,0.99255039041652371]
[null,"Obs1487","LOW","LOW",7.7685182033497252E-2,0.92231481796650272]
[null,"Obs1523","LOW","LOW",5.6750121471077795E-8,0.99999994324987862]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97124691655941431]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",154,66,220,0.7]
[null,"LOW",57,193,250,0.77200000000000002]
[null,"Total",211,259,470,0.73829787234042554]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.80818181818181778]

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{"sheet":"Log(Binary)9","index":4,"n_rows":14,"n_cols":2,"rows_kept":14,"cut":false,"hidden":false,"merged":[]}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 07:23:03"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 700374048"]

{"sheet":"Log(Binary)8","index":5,"n_rows":3261,"n_cols":246,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/27/2023 at 06:58:25 / End time: 05/27/2023 at 07:22:34 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 1164183605"]
[]
[]
[]
[]
[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,"X799.5",1094,0,1094,-2.78547E-3,-7.8759999999997206E-5,-3.0366077696526494E-4,1.5290135282028161E-4]
[null,"X808",1094,0,1094,-1.7209500000000099E-3,1.51844E-3,8.6415978976234046E-4,1.9998110217729002E-4]
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[null,"X833.5",1094,0,1094,1.2359999999989001E-5,3.8251399999999999E-3,2.4179670840950695E-3,3.0113284279027416E-4]
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[null,"X867.5",1094,0,1094,6.8811999999999996E-4,3.14329E-3,2.6296581352833665E-3,1.9617489343788828E-4]
[null,"X876",1094,0,1094,1.4661899999999901E-3,4.0388200000000003E-3,3.4939518738574039E-3,2.3516210282599346E-4]
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[null,"X893",1094,0,1094,2.9923300000000001E-3,5.6300600000000096E-3,4.9749539945155392E-3,2.7407692729893317E-4]
[null,"X901.5",1094,0,1094,4.2764700000000001E-3,7.4131800000000001E-3,5.9570466910420479E-3,3.3737304269360654E-4]
[null,"X910",1094,0,1094,5.8562499999999899E-3,1.127907E-2,7.8114046343693011E-3,6.9228325334996148E-4]
[null,"X918.5",1094,0,1094,8.0710599999999997E-3,1.7408389999999999E-2,1.0867025530164536E-2,1.2283528578337119E-3]
[null,"X927",1094,0,1094,1.163198E-2,2.516552E-2,1.5302124798903123E-2,1.7730528362200383E-3]
[null,"X935.5",1094,0,1094,1.5708550000000002E-2,3.2525520000000002E-2,2.0097474753199267E-2,2.1231285556280429E-3]
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[]
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[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1200","LOW","LOW",9.1234081996924876E-5,0.99990876591800304]
[null,"Obs1281","LOW","LOW",6.1882113469145472E-5,0.99993811788653086]
[null,"Obs1313","LOW","LOW",0.13356226677606411,0.86643773322393591]
[null,"Obs1370","LOW","LOW",1.1485451839408304E-4,0.9998851454816059]
[null,"Obs1436","HIGH","HIGH",0.9701795308876161,2.9820469112383834E-2]
[null,"Obs1458","LOW","LOW",1.2528347054697331E-4,0.99987471652945292]
[null,"Obs1478","LOW","LOW",3.1262038988167044E-5,0.99996873796101193]
[null,"Obs1500","LOW","LOW",3.6854083357188527E-3,0.99631459166428105]
[null,"Obs1539","LOW","LOW",1.2325295955916359E-3,0.99876747040440839]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97012187131437944]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",170,61,231,0.73593073593073588]
[null,"LOW",51,188,239,0.78661087866108792]
[null,"Total",221,249,470,0.76170212765957446]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.83256353130830296]

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{"sheet":"Log(Binary)7","index":8,"n_rows":3261,"n_cols":246,"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 23:14:23 / End time: 05/27/2023 at 06:57:25 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 664396587"]
[]
[]
[]
[]
[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,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1244","LOW","LOW",1.1484835098320406E-2,0.98851516490167968]
[null,"Obs1275","HIGH","HIGH",0.99999999636425163,3.6357483310958966E-9]
[null,"Obs1326","HIGH","HIGH",0.68464249349779149,0.31535750650220845]
[null,"Obs1385","LOW","LOW",6.4985402914792519E-3,0.99350145970852066]
[null,"Obs1412","LOW","LOW",4.7627310753938237E-2,0.95237268924606178]
[null,"Obs1464","HIGH","HIGH",0.80657460785454926,0.19342539214545068]
[null,"Obs1495","LOW","LOW",2.745727065548648E-4,0.99972542729344516]
[null,"Obs1542","LOW","LOW",5.4853868830838847E-4,0.9994514613116916]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96946841977897447]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",171,61,232,0.73706896551724133]
[null,"LOW",60,178,238,0.74789915966386555]
[null,"Total",231,239,470,0.74255319148936172]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.8161945812807887]

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{"sheet":"Log(Binary)6","index":11,"n_rows":3261,"n_cols":246,"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 23:04:44 / End time: 05/26/2023 at 23:14:05 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 1520858202"]
[]
[]
[]
[]
[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,"Summary statistics (Qualitative data / Validation):"]
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[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97586543722496211]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",158,69,227,0.69603524229074887]
[null,"LOW",52,191,243,0.78600823045267487]
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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,0.80674752089338631]

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{"sheet":"Log(Binary)5","index":14,"n_rows":3261,"n_cols":246,"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 22:43:21 / End time: 05/26/2023 at 22:52:20 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 492041565"]
[]
[]
[]
[]
[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,"X2142.5",1094,0,1094,-2.3035659999999999E-2,-1.3212140000000001E-2,-1.8929868281535644E-2,1.3473722362555816E-3]
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[null,"X2210.5",1094,0,1094,-6.7639199999999797E-3,-6.9346999999997405E-4,-4.9944293235831922E-3,7.17584402996395E-4]
[null,"X2219",1094,0,1094,-2.1454400000000002E-3,2.0692500000000199E-3,-9.230182632541116E-4,5.0085698052445703E-4]
[null,"X2227.5",1094,0,1094,3.1818999999998999E-3,5.6683299999999402E-3,4.4919938025594179E-3,2.949187436000076E-4]
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[null,"X2244.5",1094,0,1094,1.0749099999999999E-2,2.1275240000000001E-2,1.7737894241316263E-2,1.3662972713861965E-3]
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[null,"X2278.5",1094,0,1094,1.337178E-2,2.025617E-2,1.7386819616087786E-2,1.0209903245943688E-3]
[null,"X2287",1094,0,1094,1.1437380000000099E-2,1.5886999999999998E-2,1.3611902020109702E-2,7.3346035232854016E-4]
[null,"X2295.5",1094,0,1094,1.080911E-2,1.673666E-2,1.3305386425959772E-2,8.3058340420867302E-4]
[null,"X2304",1094,0,1094,1.264558E-2,1.802115E-2,1.5210725173674595E-2,9.3801578978136406E-4]
[null,"X2312.5",1094,0,1094,1.232026E-2,1.782978E-2,1.4856336590493596E-2,9.4595812840742336E-4]
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[null,"X2355",1094,0,1094,1.0774979999999899E-2,1.727457E-2,1.369891510054847E-2,9.9710071070174214E-4]
[null,"X2389",1094,0,1094,1.032836E-2,2.3554039999999998E-2,1.8496181864716688E-2,1.6410881235691373E-3]
[]
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[null,"X561.5",470,0,470,-3.0256849999999998E-2,-3.12115999999999E-3,-7.1744844680851029E-3,4.4470506015637234E-3]
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[null,"X893",470,0,470,3.68411E-3,6.0614900000000001E-3,4.999275553191491E-3,2.8426252319462865E-4]
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[null,"X1156.5",470,0,470,1.9074520000000001E-2,3.017104E-2,2.1531542297872349E-2,1.0786008796138981E-3]
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[null,"X1360.5",470,0,470,3.6492459999999997E-2,6.5026E-2,4.3121473553191444E-2,3.324297850952217E-3]
[null,"X1437",470,0,470,9.0068700000000591E-3,2.1400849999999999E-2,1.4589272574468095E-2,1.7487146236665151E-3]
[null,"X1513.5",470,0,470,-3.8778970000000003E-2,-2.5353480000000001E-2,-3.0939156851063805E-2,1.9844952299634872E-3]
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[null,"X1692",470,0,470,5.6212699999999604E-3,7.5181399999999796E-3,6.7063064255319131E-3,3.2172269413440299E-4]
[null,"X1802.5",470,0,470,-4.5915499999999703E-3,-4.1096000000001597E-4,-3.1707094042553174E-3,6.6684130197146372E-4]
[null,"X1981",470,0,470,-4.53941E-2,-1.545177E-2,-2.8597660829787225E-2,5.0084744766794613E-3]
[null,"X2057.5",470,0,470,-2.0608919999999999E-2,-9.3139100000000901E-3,-1.3758047021276591E-2,1.5680673731529428E-3]
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[null,"X2423",470,0,470,1.185479E-2,3.1717919999999997E-2,2.2843677680851077E-2,2.6973731320427347E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1150","HIGH","LOW",9.3169751723901858E-6,0.99999068302482752]
[null,"Obs1181","LOW","LOW",3.9156285927165043E-3,0.99608437140728345]
[null,"Obs1274","LOW","LOW",3.8282537707215453E-4,0.99961717462292787]
[null,"Obs1326","HIGH","LOW",0.38194400501279319,0.61805599498720676]
[null,"Obs1368","LOW","LOW",1.8295365244219468E-2,0.98170463475578051]
[null,"Obs1409","HIGH","HIGH",0.99344484686019052,6.5551531398095634E-3]
[null,"Obs1437","HIGH","HIGH",0.69683550870684108,0.30316449129315903]
[null,"Obs1459","LOW","LOW",4.4904246467975174E-4,0.99955095753532031]
[null,"Obs1490","LOW","LOW",2.2536534058817025E-2,0.97746346594118305]
[null,"Obs1533","LOW","LOW",1.4305154757612046E-3,0.99856948452423888]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96792771723973592]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",165,66,231,0.7142857142857143]
[null,"LOW",49,190,239,0.79497907949790791]
[null,"Total",214,256,470,0.75531914893617025]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.82473872013621119]

{"sheet":"XLSTAT_20230526_224315_1_HID","index":15,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)4","index":17,"n_rows":3261,"n_cols":246,"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 22:31:34 / End time: 05/26/2023 at 22:40:14 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 2028975868"]
[]
[]
[]
[]
[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,"X2159.5",1094,0,1094,-2.155605E-2,-1.0922009999999999E-2,-1.6905950840950642E-2,1.2025891445725558E-3]
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[null,"X2227.5",1094,0,1094,3.1818999999998999E-3,5.6872300000000396E-3,4.4903867367458864E-3,3.0245343240430968E-4]
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[null,"X2244.5",1094,0,1094,1.0749099999999999E-2,2.2087360000000101E-2,1.7764006745886646E-2,1.343313668164104E-3]
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[null,"X2261.5",1094,0,1094,1.4722850000000001E-2,3.3305149999999999E-2,2.5984332230347327E-2,2.1670454452842763E-3]
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[null,"X2278.5",1094,0,1094,1.337178E-2,2.1075259999999998E-2,1.741236475319928E-2,1.0087271268763127E-3]
[null,"X2287",1094,0,1094,1.131592E-2,1.612763E-2,1.3624882477148086E-2,7.3242716626643054E-4]
[null,"X2295.5",1094,0,1094,1.080911E-2,1.6170500000000001E-2,1.3315227925045713E-2,8.3011820987570104E-4]
[null,"X2304",1094,0,1094,1.252499E-2,1.802115E-2,1.522565874771481E-2,9.320263388450929E-4]
[null,"X2312.5",1094,0,1094,1.2333709999999999E-2,1.782978E-2,1.4866608893967102E-2,9.3476708859421408E-4]
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[null,"X2346.5",1094,0,1094,9.1664200000000102E-3,1.5980029999999999E-2,1.2205295447897644E-2,1.0203353184019231E-3]
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[null,"X2389",1094,0,1094,1.032836E-2,2.3476360000000099E-2,1.8548164058500943E-2,1.6120151951883102E-3]
[]
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[null,"X561.5",470,0,470,-2.9162029999999999E-2,-2.9479699999999998E-3,-7.0365745319148874E-3,4.3626115511390482E-3]
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[null,"X893",470,0,470,4.0569299999999898E-3,6.0614900000000001E-3,5.0076647234042577E-3,2.6890832821462642E-4]
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[null,"X1156.5",470,0,470,1.9068129999999999E-2,3.017104E-2,2.1563934297872352E-2,1.093923011195029E-3]
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[null,"X1360.5",470,0,470,3.6829779999999999E-2,6.7228599999999999E-2,4.3296100085106384E-2,3.7438413055390207E-3]
[null,"X1437",470,0,470,8.1013299999999604E-3,2.1400849999999999E-2,1.4480456000000003E-2,1.8371456970508609E-3]
[null,"X1513.5",470,0,470,-4.3131889999999999E-2,-2.6166470000000001E-2,-3.1000556148936181E-2,2.1958955312541451E-3]
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[null,"X1692",470,0,470,5.6212699999999604E-3,7.7501099999999802E-3,6.7186005319149009E-3,3.0222366188597459E-4]
[null,"X1802.5",470,0,470,-4.5915499999999703E-3,3.1116000000003301E-4,-3.1432501702127699E-3,7.333574159022456E-4]
[null,"X1981",470,0,470,-4.4231810000000003E-2,-1.245106E-2,-2.824997346808511E-2,5.2497535768082255E-3]
[null,"X2057.5",470,0,470,-2.0608919999999999E-2,-1.01891E-2,-1.3717331531914907E-2,1.5509078404177688E-3]
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[null,"X2236",470,0,470,6.2458700000000396E-3,1.311757E-2,1.1088727872340427E-2,7.6580948285653145E-4]
[null,"X2346.5",470,0,470,8.7248300000000202E-3,1.6959020000000002E-2,1.22322540425532E-2,1.0705750307259641E-3]
[null,"X2423",470,0,470,1.15728899999999E-2,3.06710199999999E-2,2.2655682978723394E-2,2.8447888334101664E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1238","HIGH","HIGH",0.78142628550126292,0.21857371449873703]
[null,"Obs1276","HIGH","HIGH",0.99998149305735573,1.8506942644291822E-5]
[null,"Obs1324","HIGH","LOW",0.44870295254338532,0.55129704745661456]
[null,"Obs1370","LOW","LOW",2.9361090606252562E-3,0.99706389093937486]
[null,"Obs1423","HIGH","LOW",1.0417220768617418E-2,0.9895827792313826]
[null,"Obs1447","LOW","LOW",1.6141536927032366E-2,0.98385846307296776]
[null,"Obs1489","LOW","LOW",5.7239831030856732E-2,0.94276016896914328]
[null,"Obs1539","LOW","LOW",5.452138964477435E-3,0.99454786103552262]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.95513182674199304]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",170,64,234,0.72649572649572647]
[null,"LOW",33,203,236,0.86016949152542377]
[null,"Total",203,267,470,0.79361702127659572]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.86956757931334405]

{"sheet":"XLSTAT_20230526_223128_1_HID","index":18,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)3","index":20,"n_rows":3261,"n_cols":246,"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 22:18:40 / End time: 05/26/2023 at 22:29:00 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 2010616517"]
[]
[]
[]
[]
[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 / Validation):"]
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[null,"Obs1293","LOW","LOW",6.8794707260575261E-3,0.99312052927394245]
[null,"Obs1327","LOW","LOW",3.2386332347299289E-3,0.99676136676527005]
[null,"Obs1369","LOW","LOW",1.8276222302500447E-2,0.98172377769749952]
[null,"Obs1414","LOW","LOW",1.7942530330359248E-9,0.99999999820574703]
[null,"Obs1456","HIGH","HIGH",0.99909725908572877,9.0274091427124678E-4]
[null,"Obs1480","LOW","HIGH",0.99096578133105839,9.0342186689414909E-3]
[null,"Obs1498","LOW","LOW",2.9669604692966777E-4,0.99970330395307028]
[null,"Obs1538","LOW","HIGH",0.9483650138094124,5.1634986190587692E-2]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.96735464182460718]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",155,55,210,0.73809523809523814]
[null,"LOW",50,210,260,0.80769230769230771]
[null,"Total",205,265,470,0.77659574468085102]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.84642857142857275]

{"sheet":"XLSTAT_20230526_221826_1_HID","index":21,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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{"sheet":"Log(Binary)2","index":23,"n_rows":3261,"n_cols":246,"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 21:19:56 / End time: 05/26/2023 at 21:33:38 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 540055515"]
[]
[]
[]
[]
[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,"X2015",1094,0,1094,-3.2742439999999901E-2,-1.402988E-2,-2.3710357541133466E-2,2.9662755122188919E-3]
[null,"X2023.5",1094,0,1094,-2.8661639999999902E-2,-1.27718E-2,-2.1222735594149927E-2,2.3919682700329478E-3]
[null,"X2032",1094,0,1094,-2.506833E-2,-1.17922099999999E-2,-1.8781671288848254E-2,1.9573551341298687E-3]
[null,"X2040.5",1094,0,1094,-2.3199040000000101E-2,-1.115993E-2,-1.6607169963436905E-2,1.6915485189491878E-3]
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[null,"X2142.5",1094,0,1094,-2.3035659999999999E-2,-1.3620999999999999E-2,-1.89713836654479E-2,1.3570787624613081E-3]
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[null,"X2159.5",1094,0,1094,-2.0613119999999902E-2,-1.18693100000001E-2,-1.6905810457038397E-2,1.2314811940571922E-3]
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[null,"X2244.5",1094,0,1094,9.7447200000001007E-3,2.1275240000000001E-2,1.7758960511883002E-2,1.3889214729354074E-3]
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[null,"X2278.5",1094,0,1094,1.054213E-2,2.025617E-2,1.7408294826325416E-2,1.0428915014636861E-3]
[null,"X2287",1094,0,1094,9.5524600000000404E-3,1.6707740000000099E-2,1.3625953519195629E-2,7.5807477183478496E-4]
[null,"X2295.5",1094,0,1094,9.7687599999999302E-3,1.68902500000001E-2,1.3316997084095051E-2,8.5518533213037437E-4]
[null,"X2304",1094,0,1094,1.08498400000001E-2,1.8770249999999999E-2,1.5229730594149915E-2,9.5626194566150193E-4]
[null,"X2312.5",1094,0,1094,1.067806E-2,1.845724E-2,1.4873814954296172E-2,9.5882538697632236E-4]
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[null,"X2389",1094,0,1094,9.7356099999998894E-3,2.3695440000000002E-2,1.8530859515539341E-2,1.6591715194567542E-3]
[]
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[null,"X561.5",470,0,470,-2.6877160000000001E-2,-2.9479699999999998E-3,-7.2277420851063886E-3,4.3658440260951814E-3]
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[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1328","LOW","LOW",5.2314991244297504E-2,0.94768500875570261]
[null,"Obs1363","LOW","LOW",0.47773576256707212,0.52226423743292782]
[null,"Obs1400","HIGH","LOW",0.4244813119483512,0.57551868805164885]
[null,"Obs1444","LOW","LOW",1.9719740406317191E-6,0.99999802802595927]
[null,"Obs1483","LOW","LOW",1.6677865297356361E-3,0.99833221347026446]
[null,"Obs1508","LOW","LOW",0.36959510323425376,0.63040489676574629]
[null,"Obs1544","LOW","HIGH",0.59071861724508179,0.4092813827549181]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.97192855636878495]
[]
[]
[null,"Classification table for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",138,73,211,0.65402843601895733]
[null,"LOW",54,205,259,0.79150579150579148]
[null,"Total",192,278,470,0.72978723404255319]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.81225639993412568]

{"sheet":"XLSTAT_20230526_211944_1_HID","index":24,"n_rows":700,"n_cols":48,"rows_kept":562,"cut":true,"hidden":true,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
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[-1.2175590397012215E-14,5.6437389770738866E-2]
[-1.2175590397012215E-14,5.4673721340403769E-2]
[-1.2175590397012215E-14,5.2910052910068672E-2]
[-1.2175590397012215E-14,5.1146384479733575E-2]
[-1.2175590397012215E-14,4.9382716049398478E-2]
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[-1.2175590397012215E-14,2.9982363315712413E-2]
[-1.2175590397012215E-14,2.8218694885377316E-2]
[-1.2175590397012215E-14,2.6455026455042219E-2]
[-1.2175590397012215E-14,2.4691358024707122E-2]
[-1.2175590397012215E-14,2.2927689594372025E-2]
[-1.2175590397012215E-14,2.1164021164036928E-2]
[-1.2175590397012215E-14,1.9400352733701831E-2]
[-1.2175590397012215E-14,1.7636684303366734E-2]
[-1.2175590397012215E-14,1.5873015873031637E-2]
[-1.2175590397012215E-14,1.410934744269654E-2]
[-1.2175590397012215E-14,1.2345679012361443E-2]
[-1.2175590397012215E-14,1.0582010582026347E-2]
[-1.2175590397012215E-14,8.8183421516912497E-3]
[-1.2175590397012215E-14,7.0546737213561528E-3]
[-1.2175590397012215E-14,5.2910052910210559E-3]
[-1.2175590397012215E-14,3.527336860685959E-3]
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{"sheet":"Log(Binary)1","index":26,"n_rows":3261,"n_cols":246,"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 21:10:39 / End time: 05/26/2023 at 21:19:05 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 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): 1763856356"]
[]
[]
[]
[]
[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,"X561.5",470,0,470,-2.6729099999999999E-2,-3.7339999999999999E-3,-7.1639136170212753E-3,4.3214771961668725E-3]
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[null,"X1437",470,0,470,8.1013299999999604E-3,1.98629299999999E-2,1.4490707893617017E-2,1.7237732685287436E-3]
[null,"X1513.5",470,0,470,-3.9751469999999997E-2,-2.579592E-2,-3.0920852425531879E-2,2.0719948132351573E-3]
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[null,"X1692",470,0,470,5.5906200000000201E-3,7.4953400000000196E-3,6.7210780851063917E-3,2.9195277193963081E-4]
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[null,"X1981",470,0,470,-4.53941E-2,-1.1718940000000001E-2,-2.837595080851061E-2,5.1719622451645002E-3]
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[null,"X2236",470,0,470,8.1611700000000006E-3,1.322832E-2,1.1116051531914896E-2,7.2238062358770481E-4]
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[null,"Summary statistics (Qualitative data / Validation):"]
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[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.9696548482406685]
[]
[]
[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,0.81578947368421173]

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[3.3306690738754696E-15,1.7123287671357568E-3]
[3.3306690738754696E-15,1.2469192345321289E-14]

{"sheet":"SVM9","index":29,"n_rows":3480,"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: 05/26/2023 at 21:02:02 / End time: 05/26/2023 at 21:10:08 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 841420089"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Confusion matrix for the training sample (HIGH versus the others):"]
[]
[]
[]
[null,null,null,null,null,null," "]
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{"sheet":"SVM8","index":31,"n_rows":3499,"n_cols":247,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Support Vector Machine (SVM) - Start time: 05/26/2023 at 20:54:21 / End time: 05/26/2023 at 21:01:10 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 846951555"]
[]
[]
[]
[]
[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,-1.141063E-2,2.9242600000000001E-2,3.0354672486288823E-3,7.5162284888043423E-3]
[null,"X425.5",1094,0,1094,-1.443297E-2,2.7228970000000002E-2,-1.5496350731261422E-3,8.5299932451749372E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-4.762783290676414E-3,9.0056695499810737E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-5.9821004570383878E-3,8.0973483096824662E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.1311373674588681E-3,6.0349340017492609E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.3968307769652708E-3,3.7851545336396852E-3]
[null,"X468",1094,0,1094,-1.7178720000000001E-2,-1.14606E-3,-7.5089686745886692E-3,2.0628306011564084E-3]
[null,"X476.5",1094,0,1094,-2.286496E-2,-6.7049999999999896E-3,-1.0048932157221224E-2,1.7628177055724447E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-9.0413500000000001E-3,-1.4588896508226689E-2,3.804171699206296E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.0226209999999999E-2,-2.0055399405850088E-2,7.1337559710332567E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.3508620996343717E-2,1.0565033392577389E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2989492751371143E-2,1.2680098786779235E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.4218500000000102E-3,-1.9184520740402229E-2,1.2712663883655998E-2]
[null,"X527.5",1094,0,1094,-5.5613170000000003E-2,-3.3239300000000101E-3,-1.4303588089579494E-2,1.1225758072687213E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.45852000000001E-3,-1.031926916819011E-2,9.3659946867991218E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-8.0684176782449719E-3,7.6617113372685983E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.278912513711158E-3,5.9833478762424163E-3]
[null,"X561.5",1094,0,1094,-2.9162029999999999E-2,-2.9479699999999998E-3,-7.0935172760511851E-3,4.2494160516064515E-3]
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[]
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[]
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[null,"from \\ to","HIGH","Other classes","Total","% correct"]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Prevalence",0.4780621572212066,0.45744680851063829]
[null,"List of support vectors (LOW versus the others):"]
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{"sheet":"SVM7","index":33,"n_rows":3472,"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: 05/26/2023 at 20:47:23 / End time: 05/26/2023 at 20:54:00 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 1222062393"]
[]
[]
[]
[]
[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,-1.141063E-2,2.9242600000000001E-2,2.7791870109689239E-3,7.3435044266408197E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.881376709323584E-3,8.3419916912007598E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-5.1259328793418664E-3,8.8155106742929482E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.3041276325411354E-3,7.9301702774631465E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.3638968921389365E-3,5.9080833375259618E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.5350135100548414E-3,3.6981782270838906E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.5602787202925037E-3,1.9865992674829012E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0006693765996335E-2,1.575872299100113E-3]
[null,"X485",1094,0,1094,-3.7495500000000001E-2,-8.9031199999999901E-3,-1.4426585831809882E-2,3.5517820791626472E-3]
[null,"X493.5",1094,0,1094,-5.2507449999999997E-2,-1.009325E-2,-1.9743343436928691E-2,6.8269767525858836E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.3051397943327216E-2,1.0184656416919565E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2444125521023803E-2,1.2234696329959811E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.4218500000000102E-3,-1.8644051361974386E-2,1.2276068992527998E-2]
[null,"X527.5",1094,0,1094,-5.5613170000000003E-2,-3.0498299999999999E-3,-1.3852986389396684E-2,1.0896872689649515E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.1725500000000001E-3,-9.995663089579521E-3,9.1873430220151334E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-7.8584482449725809E-3,7.5930899410948339E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.1472972303473535E-3,5.9652986085035921E-3]
[null,"X561.5",1094,0,1094,-3.0256849999999998E-2,-2.9479699999999998E-3,-7.0135890310786212E-3,4.2513070371102118E-3]
[null,"X570",1094,0,1094,-2.3326840000000001E-2,-3.56559E-3,-6.791908784277885E-3,2.7360516972550803E-3]
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[null,"X1972.5",1094,0,1094,-4.525676E-2,-8.1380799999999399E-3,-2.7327226691042036E-2,5.2450100620185756E-3]
[null,"X1981",1094,0,1094,-4.53941E-2,-9.1341200000000199E-3,-2.8363265383912255E-2,5.0649752959166447E-3]
[null,"X1989.5",1094,0,1094,-4.3935580000000002E-2,-9.9849299999999492E-3,-2.8457994369287046E-2,4.6969821322576039E-3]
[null,"X1998",1094,0,1094,-4.0948529999999997E-2,-1.061168E-2,-2.7595323564899472E-2,4.1674348603787199E-3]
[null,"X2006.5",1094,0,1094,-3.6991549999999998E-2,-1.1023710000000001E-2,-2.5888106389396703E-2,3.5445744275520085E-3]
[null,"X2015",1094,0,1094,-3.2633959999999997E-2,-1.13824599999999E-2,-2.3629060585009163E-2,2.9118942574326741E-3]
[null,"X2023.5",1094,0,1094,-2.8661639999999902E-2,-1.1788170000000001E-2,-2.1161750237659972E-2,2.3563904991100253E-3]
[null,"X2032",1094,0,1094,-2.506833E-2,-1.19889E-2,-1.8738283619744039E-2,1.9376960340441104E-3]
[null,"X2040.5",1094,0,1094,-2.3199040000000101E-2,-1.210323E-2,-1.65777242595978E-2,1.6833599910661891E-3]
[null,"X2049",1094,0,1094,-2.164692E-2,-1.0673510000000001E-2,-1.4841546453382089E-2,1.5728373458198195E-3]
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[null,"X2066",1094,0,1094,-2.01295300000001E-2,-8.7829100000000899E-3,-1.3099848290676409E-2,1.5673898901500162E-3]
[null,"X2074.5",1094,0,1094,-1.9830380000000002E-2,-8.8390300000000307E-3,-1.3123702989031094E-2,1.5698723795506049E-3]
[null,"X2083",1094,0,1094,-2.0075220000000098E-2,-9.4269999999999597E-3,-1.3602790173674604E-2,1.5504195813842391E-3]
[null,"X2091.5",1094,0,1094,-2.0572389999999999E-2,-1.0446570000000001E-2,-1.437005091407678E-2,1.5085279142119086E-3]
[null,"X2100",1094,0,1094,-2.120623E-2,-1.156776E-2,-1.529659809872029E-2,1.4508048578080958E-3]
[null,"X2108.5",1094,0,1094,-2.1940810000000002E-2,-1.2817179999999999E-2,-1.6345932029250471E-2,1.3953377194302122E-3]
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[null,"X2125.5",1094,0,1094,-2.2385969999999901E-2,-1.417764E-2,-1.8413694762340033E-2,1.3417075531517106E-3]
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[null,"X2142.5",1094,0,1094,-2.3821220000000001E-2,-1.3212140000000001E-2,-1.893798675502743E-2,1.336349787119758E-3]
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[null,"X2168",1094,0,1094,-1.977288E-2,-9.3787300000000001E-3,-1.5397824414990848E-2,1.1355489968350786E-3]
[null,"X2176.5",1094,0,1094,-1.7938059999999902E-2,-8.1569499999999996E-3,-1.3877660438756869E-2,1.0573616372943357E-3]
[null,"X2185",1094,0,1094,-1.60064399999999E-2,-6.8341299999999904E-3,-1.2312990420475305E-2,9.8500209337018963E-4]
[null,"X2193.5",1094,0,1094,-1.3717760000000001E-2,-5.3331199999999699E-3,-1.0442504597806228E-2,9.1538736776325424E-4]
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[null,"X2227.5",1094,0,1094,3.1818999999998999E-3,5.6872300000000396E-3,4.4845033363802569E-3,3.0690768537299407E-4]
[null,"X2236",1094,0,1094,7.7320699999999798E-3,1.322832E-2,1.1093583738574029E-2,7.3771990980915419E-4]
[null,"X2244.5",1094,0,1094,1.0749099999999999E-2,2.2087360000000101E-2,1.7747181352833596E-2,1.3689677916612431E-3]
[null,"X2253",1094,0,1094,1.34875500000001E-2,2.9494719999999999E-2,2.3236220822669122E-2,1.9271155868630951E-3]
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[null,"X2270",1094,0,1094,1.4479499999999999E-2,2.9363810000000001E-2,2.3112619597806208E-2,1.7914927410321092E-3]
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[null,"X2287",1094,0,1094,1.131592E-2,1.6707740000000099E-2,1.3614907522851929E-2,7.4643001809631586E-4]
[null,"X2295.5",1094,0,1094,1.080911E-2,1.68902500000001E-2,1.3303078564899455E-2,8.4706406039769424E-4]
[null,"X2304",1094,0,1094,1.252499E-2,1.8770249999999999E-2,1.5207129369287035E-2,9.4533881776578152E-4]
[null,"X2312.5",1094,0,1094,1.232026E-2,1.845724E-2,1.4847990566727601E-2,9.49927156671846E-4]
[null,"X2321",1094,0,1094,9.3768800000000301E-3,1.6484450000000001E-2,1.1978938829981724E-2,1.0034954113041178E-3]
[null,"X2329.5",1094,0,1094,7.3404800000000901E-3,1.579701E-2,1.0135980895795241E-2,1.152096196530933E-3]
[null,"X2338",1094,0,1094,7.5935100000000802E-3,1.6250560000000001E-2,1.0551963994515553E-2,1.1353717588563044E-3]
[null,"X2346.5",1094,0,1094,9.1664200000000102E-3,1.6959020000000002E-2,1.2192781672760514E-2,1.0429328427426277E-3]
[null,"X2355",1094,0,1094,1.0774979999999899E-2,1.727457E-2,1.368579099634371E-2,1.0026989355082434E-3]
[null,"X2363.5",1094,0,1094,1.14364399999999E-2,1.7906209999999902E-2,1.4570182358318104E-2,1.0372004147159936E-3]
[null,"X2372",1094,0,1094,1.1003199999999901E-2,1.90313599999999E-2,1.532801935100547E-2,1.1191439641904616E-3]
[null,"X2380.5",1094,0,1094,1.05557699999999E-2,2.096901E-2,1.6521625310786093E-2,1.3043317756925527E-3]
[null,"X2389",1094,0,1094,1.032836E-2,2.3695440000000002E-2,1.8497066965265114E-2,1.6422491587866691E-3]
[null,"X2474",1094,0,1094,3.8147900000000102E-3,2.1990889999999898E-2,1.4351982230347357E-2,1.9888888994943586E-3]
[null,"X425.5",470,0,470,-1.5374530000000001E-2,2.578774E-2,-1.5925821914893605E-3,8.5616375989904028E-3]
[null,"X502",470,0,470,-6.3323870000000004E-2,-1.109656E-2,-2.3495880127659588E-2,1.065943084140211E-2]
[null,"X612.5",470,0,470,-6.6211000000000004E-3,-2.1088999999999999E-3,-3.7530891063829782E-3,7.0138073385446497E-4]
[null,"X672",470,0,470,-4.3562200000000096E-3,-4.2761000000000199E-4,-1.1227438936170214E-3,4.0238934388370852E-4]
[null,"X782.5",470,0,470,-3.6335999999999999E-3,-6.5017999999999999E-4,-1.199119042553191E-3,2.1036698546011477E-4]
[null,"X969.5",470,0,470,3.36491999999999E-3,6.4456899999999996E-3,5.113598872340426E-3,6.3625244419854266E-4]
[null,"X1029",470,0,470,-1.7863449999999999E-2,-8.4583200000000105E-3,-9.9622848297872234E-3,9.5660496765748811E-4]
[null,"X1097",470,0,470,6.5935000000000004E-3,1.5313500000000001E-2,8.4581698297872265E-3,9.4613032906853728E-4]
[null,"X1216",470,0,470,-6.7096699999999697E-3,-5.3930000000000098E-3,-6.0953846170212819E-3,2.5973317866192483E-4]
[null,"X1386",470,0,470,9.5759759999999999E-2,0.14791157999999999,0.11135945838297868,6.2399626290402625E-3]
[null,"X1479.5",470,0,470,-3.4658709999999898E-2,-2.078315E-2,-2.8440028638297903E-2,1.9030007310675866E-3]
[null,"X1573",470,0,470,-2.58012E-2,-1.493105E-2,-1.8169645851063825E-2,1.3883464153935262E-3]
[null,"X1641",470,0,470,-1.0634060000000001E-2,-8.8674800000000092E-3,-9.7025655106382849E-3,2.7687828290536357E-4]
[null,"X1760",470,0,470,1.124819E-2,2.0973289999999999E-2,1.3988100872340432E-2,1.2911852020155473E-3]
[null,"X1930",470,0,470,-6.66448999999997E-3,-8.4219999999968196E-5,-2.6407990851063778E-3,1.2937455392563267E-3]
[null,"X1955.5",470,0,470,-3.7986409999999998E-2,-8.5183299999999594E-3,-2.3010026680851052E-2,5.2082675846587701E-3]
[null,"X2117",470,0,470,-2.1926749999999998E-2,-1.388849E-2,-1.7546254382978733E-2,1.3644190845403525E-3]
[null,"X2176.5",470,0,470,-1.6431420000000099E-2,-9.2249499999999506E-3,-1.3884195021276585E-2,1.0598068017335731E-3]
[null,"X2338",470,0,470,7.5935100000000802E-3,1.52365E-2,1.0622502680851069E-2,1.0974645004820822E-3]
[null,"X2474",470,0,470,6.8547600000000196E-3,2.0790770000000101E-2,1.4461623404255329E-2,2.0547602146142323E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
[]
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[]
[]
[null,"ROC Curve (Validation):"]
[]
[]
[]
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{"sheet":"SVM6","index":35,"n_rows":3474,"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: 05/26/2023 at 20:39:46 / End time: 05/26/2023 at 20:46:18 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 576104440"]
[]
[]
[]
[]
[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,-1.0815099999999999E-2,2.9242600000000001E-2,3.0152326691042131E-3,7.5132494829697107E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.6115720292504577E-3,8.5355947956755867E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-4.8537773034734895E-3,9.0047281747061073E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.0795642595978059E-3,8.0777699790774028E-3]
[null,"X451",1094,0,1094,-1.5092690000000001E-2,1.396294E-2,-6.2147390950639874E-3,6.0036721828877126E-3]
[null,"X459.5",1094,0,1094,-1.3243400000000001E-2,6.2750800000000197E-3,-6.4596582084095145E-3,3.7609194868990174E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.558685429616083E-3,2.0732262564378064E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0086551352833642E-2,1.8229018215905868E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4587358034734935E-2,3.8329381940638394E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-1.9971061179159033E-2,7.1052593985788011E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.332547588665446E-2,1.0469081556083231E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2747479625228492E-2,1.2559156108899662E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.9786299999999796E-3,-1.8957876023765988E-2,1.2645090949540874E-2]
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[null,"X1964",1094,0,1094,-4.318557E-2,-7.1860900000000304E-3,-2.570957111517367E-2,5.385704357722682E-3]
[null,"X1972.5",1094,0,1094,-4.525676E-2,-8.1380799999999399E-3,-2.7583553976233955E-2,5.4278003865204909E-3]
[null,"X1981",1094,0,1094,-4.53941E-2,-9.1341200000000199E-3,-2.8601976572212071E-2,5.2393066427990033E-3]
[null,"X1989.5",1094,0,1094,-4.3935580000000002E-2,-9.9849299999999492E-3,-2.8668234625228526E-2,4.8511518765945848E-3]
[null,"X1998",1094,0,1094,-4.0948529999999997E-2,-1.061168E-2,-2.7772301151736772E-2,4.2990412794244696E-3]
[null,"X2006.5",1094,0,1094,-3.6991549999999998E-2,-1.1023710000000001E-2,-2.6030493372943331E-2,3.6517800939836267E-3]
[null,"X2015",1094,0,1094,-3.2633959999999997E-2,-1.13824599999999E-2,-2.3740066718464348E-2,2.9941988403191008E-3]
[null,"X2023.5",1094,0,1094,-2.8661639999999902E-2,-1.1788170000000001E-2,-2.1249045283363806E-2,2.4116803766168668E-3]
[null,"X2032",1094,0,1094,-2.4932550000000001E-2,-1.19889E-2,-1.8810363126142586E-2,1.966507161994523E-3]
[null,"X2040.5",1094,0,1094,-2.2237460000000001E-2,-1.210323E-2,-1.6641151115173652E-2,1.6891082333270867E-3]
[null,"X2049",1094,0,1094,-2.0379479999999901E-2,-1.0532089999999999E-2,-1.490099828153566E-2,1.5585390424985486E-3]
[null,"X2057.5",1094,0,1094,-1.9193700000000001E-2,-9.3139100000000901E-3,-1.3719390127970762E-2,1.5288771453785713E-3]
[null,"X2066",1094,0,1094,-1.8509009999999999E-2,-8.7638099999999795E-3,-1.3162748939670918E-2,1.5379145755006665E-3]
[null,"X2074.5",1094,0,1094,-1.8675959999999998E-2,-8.8390300000000307E-3,-1.3192615447897625E-2,1.5449750314315352E-3]
[null,"X2083",1094,0,1094,-1.9174389999999999E-2,-9.4269999999999597E-3,-1.3677044259597811E-2,1.5311347104842667E-3]
[null,"X2091.5",1094,0,1094,-1.9313350000000101E-2,-1.027629E-2,-1.4448246179159031E-2,1.4941649557309667E-3]
[null,"X2100",1094,0,1094,-1.9881320000000001E-2,-1.135974E-2,-1.537836312614258E-2,1.4430703660663136E-3]
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[null,"X2117",1094,0,1094,-2.124912E-2,-1.40345E-2,-1.7527831901279732E-2,1.3624055494558716E-3]
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[null,"X2159.5",1094,0,1094,-2.155605E-2,-1.0922009999999999E-2,-1.6911525850091414E-2,1.2388662199363971E-3]
[null,"X2168",1094,0,1094,-1.977288E-2,-9.3787300000000001E-3,-1.5415172623400353E-2,1.1537915380295171E-3]
[null,"X2176.5",1094,0,1094,-1.7938059999999902E-2,-8.1569499999999996E-3,-1.3886586919561246E-2,1.0726479189123684E-3]
[null,"X2185",1094,0,1094,-1.60064399999999E-2,-6.8341299999999904E-3,-1.2315631736745889E-2,9.992142407921963E-4]
[null,"X2193.5",1094,0,1094,-1.3717760000000001E-2,-5.3331199999999699E-3,-1.0439599168190121E-2,9.2868557334720365E-4]
[null,"X2202",1094,0,1094,-1.0885239999999999E-2,-3.3051299999999301E-3,-8.0648552650822731E-3,8.494047921739342E-4]
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[null,"X2219",1094,0,1094,-2.30114000000006E-3,2.0692500000000199E-3,-9.2637042047531877E-4,4.9863876960075729E-4]
[null,"X2227.5",1094,0,1094,3.1818999999998999E-3,5.6872300000000396E-3,4.4919062888482591E-3,3.0431493437212999E-4]
[null,"X2236",1094,0,1094,7.7320699999999798E-3,1.322832E-2,1.1096047330895802E-2,7.4414625007706344E-4]
[null,"X2244.5",1094,0,1094,1.0749099999999999E-2,2.2087360000000101E-2,1.774853481718465E-2,1.3792908456979882E-3]
[null,"X2253",1094,0,1094,1.34875500000001E-2,2.9494719999999999E-2,2.3237132842778809E-2,1.9437217634663108E-3]
[null,"X2261.5",1094,0,1094,1.4722850000000001E-2,3.3305149999999999E-2,2.5952136243144412E-2,2.2360535022531891E-3]
[null,"X2270",1094,0,1094,1.4479499999999999E-2,2.9363810000000001E-2,2.3123203948811694E-2,1.8041472783977949E-3]
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[null,"X2287",1094,0,1094,1.131592E-2,1.612763E-2,1.3647186032906761E-2,7.4432745049984059E-4]
[null,"X2295.5",1094,0,1094,1.080911E-2,1.673666E-2,1.3346899314442424E-2,8.4357917809630854E-4]
[null,"X2304",1094,0,1094,1.252499E-2,1.802115E-2,1.5254443610603295E-2,9.4497300207242664E-4]
[null,"X2312.5",1094,0,1094,1.232026E-2,1.782978E-2,1.4892315484460718E-2,9.4637680374688596E-4]
[null,"X2321",1094,0,1094,9.3768800000000301E-3,1.5977930000000001E-2,1.2018490365630723E-2,9.9173755666883356E-4]
[null,"X2329.5",1094,0,1094,7.3404800000000901E-3,1.579701E-2,1.0171225438756867E-2,1.1387883319502502E-3]
[null,"X2338",1094,0,1094,7.5935100000000802E-3,1.6250560000000001E-2,1.0587746133455207E-2,1.1216645734842675E-3]
[null,"X2346.5",1094,0,1094,9.1664200000000102E-3,1.6959020000000002E-2,1.2229595329067679E-2,1.0324586500281613E-3]
[null,"X2355",1094,0,1094,1.0774979999999899E-2,1.727457E-2,1.3725463418647192E-2,1.0000444909972019E-3]
[null,"X2363.5",1094,0,1094,1.14364399999999E-2,1.812074E-2,1.4610689332723966E-2,1.0387703079916513E-3]
[null,"X2372",1094,0,1094,1.1003199999999901E-2,1.90313599999999E-2,1.5371078327239506E-2,1.1239823238662677E-3]
[null,"X2380.5",1094,0,1094,1.05557699999999E-2,2.096901E-2,1.6574515338208407E-2,1.3096205554536139E-3]
[null,"X2389",1094,0,1094,1.032836E-2,2.3695440000000002E-2,1.8557806014625245E-2,1.6575107049864196E-3]
[null,"X2474",1094,0,1094,3.8147900000000102E-3,2.1990889999999898E-2,1.4444004817184641E-2,2.0497411940512381E-3]
[null,"X425.5",470,0,470,-1.5374530000000001E-2,2.2833050000000001E-2,-2.2205956382978734E-3,8.0922864604679977E-3]
[null,"X502",470,0,470,-6.1856960000000002E-2,-1.093148E-2,-2.2857919978723419E-2,9.9959183145535754E-3]
[null,"X612.5",470,0,470,-8.3916300000000006E-3,-2.1088999999999999E-3,-3.7586227021276578E-3,7.4149065406505107E-4]
[null,"X672",470,0,470,-3.8340699999999902E-3,-4.9468999999999902E-4,-1.0981619361702128E-3,3.7014921191733401E-4]
[null,"X782.5",470,0,470,-3.2746900000000102E-3,-6.5017999999999999E-4,-1.169997063829787E-3,1.9091848618133921E-4]
[null,"X969.5",470,0,470,3.5375100000000102E-3,6.3765499999999904E-3,5.1990957234042574E-3,6.1602385856051581E-4]
[null,"X1029",470,0,470,-1.7863449999999999E-2,-8.1874600000000092E-3,-9.8663180851063809E-3,9.2913253982919919E-4]
[null,"X1097",470,0,470,6.4042300000000003E-3,1.5313500000000001E-2,8.3378516808510598E-3,9.1868049108475517E-4]
[null,"X1216",470,0,470,-6.7984400000000002E-3,-5.4030600000000203E-3,-6.1213409361702137E-3,2.6055497387593364E-4]
[null,"X1386",470,0,470,9.7119869999999997E-2,0.14791157999999999,0.11071288057446817,6.29112901611359E-3]
[null,"X1479.5",470,0,470,-3.5495110000000003E-2,-2.078315E-2,-2.8230324255319128E-2,1.918302334824557E-3]
[null,"X1573",470,0,470,-2.58012E-2,-1.525583E-2,-1.8021928446808479E-2,1.3875314074553266E-3]
[null,"X1632.5",470,0,470,-1.271627E-2,-1.05436E-2,-1.1469589765957447E-2,3.2459324376488932E-4]
[null,"X1760",470,0,470,1.1365500000000001E-2,2.0973289999999999E-2,1.3830469234042559E-2,1.2597129288229748E-3]
[null,"X1930",470,0,470,-6.5013199999999797E-3,2.88400000000077E-4,-2.4589939361702091E-3,1.2174151897637122E-3]
[null,"X1955.5",470,0,470,-3.8667860000000102E-2,-1.051117E-2,-2.2395226063829776E-2,4.7789653474662941E-3]
[null,"X2142.5",470,0,470,-2.3035659999999999E-2,-1.3620999999999999E-2,-1.8879095148936147E-2,1.3106083824599446E-3]
[null,"X2176.5",470,0,470,-1.70418000000001E-2,-9.2249499999999506E-3,-1.3863417212765945E-2,1.0232123355582113E-3]
[null,"X2338",470,0,470,7.9505700000000509E-3,1.5777940000000001E-2,1.0539214042553195E-2,1.130648023538162E-3]
[null,"X2474",470,0,470,7.3013499999999799E-3,2.0687079999999899E-2,1.4247426148936178E-2,1.9054230380479609E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
[]
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[null,"ROC Curve:"]
[]
[null,"HIGH",158,63,221,71.49321266968326]
[]
[null,"Recall",0.75822050290135401,0.71493212669683259]
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[]
[]
[]
[]
[null,"Performance metrics (LOW versus the others):"]
[null,"AUC",0.5,0.81700557887659364]
[null,"HIGH",156,65,221,70.588235294117652]
[null,null,"Recall","Precision","F-score","Specificity","MCC"]
[null,"Obs1","HIGH","HIGH"]
[null,"Obs9","HIGH","HIGH"]
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{"sheet":"SVM5","index":37,"n_rows":3521,"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: 05/26/2023 at 20:33:11 / End time: 05/26/2023 at 20:39:35 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 820813287"]
[]
[]
[]
[]
[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,-1.0815099999999999E-2,2.9242600000000001E-2,2.8839756672760525E-3,7.4353088019536587E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.7593120383912249E-3,8.4565461512543186E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-5.0024633363802565E-3,8.9349946960815638E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.2019623034734938E-3,8.0301026757668582E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.2950612888482563E-3,5.9753530942961664E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.4998988665447852E-3,3.7421543507926889E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.5576434734917677E-3,2.0433732954177374E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0036685904936019E-2,1.6740840449741502E-3]
[null,"X485",1094,0,1094,-4.0603840000000002E-2,-8.9031199999999901E-3,-1.4487305968921392E-2,3.6242518984445694E-3]
[null,"X493.5",1094,0,1094,-5.6028300000000003E-2,-1.009325E-2,-1.9833625712979881E-2,6.9237196892287141E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.3172688967093256E-2,1.0355584307616785E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2593294533820835E-2,1.2485573414148415E-2]
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{"sheet":"SVM4","index":39,"n_rows":3487,"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: 05/26/2023 at 20:26:32 / End time: 05/26/2023 at 20:32:54 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 595740673"]
[]
[]
[]
[]
[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,-1.141063E-2,2.9242600000000001E-2,2.8437181718464349E-3,7.3878630686993072E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.8118046983546618E-3,8.3991880869093098E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-5.0559647166361979E-3,8.8728392204987898E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.2470603747714886E-3,7.9686416518725631E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.3279272669104171E-3,5.9214948964017907E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.5230652193784319E-3,3.6977245574843646E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.5804309872029244E-3,2.0299087841751623E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0070617074954278E-2,1.8189766916158021E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4533219341864714E-2,3.8268387389876002E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-1.9870087669104225E-2,7.057137164777327E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.3164089314442429E-2,1.0349910254435079E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2522963244972573E-2,1.2350669322568985E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.4218500000000102E-3,-1.8690457212065859E-2,1.2356040599016906E-2]
[null,"X527.5",1094,0,1094,-5.5613170000000003E-2,-3.3239300000000101E-3,-1.387615903107859E-2,1.0929156730902143E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.45852000000001E-3,-1.0006093135283356E-2,9.1592543303607808E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-7.86459038391224E-3,7.5235878250705926E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.1534368281535596E-3,5.8899885255826465E-3]
[null,"X561.5",1094,0,1094,-2.9162029999999999E-2,-2.9479699999999998E-3,-7.0208799177330968E-3,4.191548555919437E-3]
[null,"X570",1094,0,1094,-2.114189E-2,-3.7731700000000002E-3,-6.8008597166362046E-3,2.6931509755452536E-3]
[null,"X578.5",1094,0,1094,-1.4599640000000001E-2,-3.4236399999999999E-3,-6.113148290676414E-3,1.6725484382369771E-3]
[null,"X587",1094,0,1094,-1.0853689999999999E-2,-3.1473199999999899E-3,-5.2692785923217538E-3,1.1497458786595537E-3]
[null,"X595.5",1094,0,1094,-8.7181199999999993E-3,-2.7286699999999999E-3,-4.744982001828154E-3,9.4227181063055211E-4]
[null,"X604",1094,0,1094,-7.3710800000000003E-3,-2.3718200000000002E-3,-4.3273523857403975E-3,8.2972280352719267E-4]
[null,"X612.5",1094,0,1094,-6.6211000000000004E-3,-2.1088999999999999E-3,-3.7513325319926882E-3,6.9888890684340597E-4]
[null,"X621",1094,0,1094,-6.1429599999999899E-3,-1.7864199999999999E-3,-2.9459324588665468E-3,5.3358665035874609E-4]
[null,"X629.5",1094,0,1094,-5.6055899999999997E-3,-1.2103400000000001E-3,-2.164766124314444E-3,4.3268158901867387E-4]
[null,"X638",1094,0,1094,-5.2127099999999997E-3,-8.5869000000000201E-4,-1.6867588208409516E-3,4.1908990277137576E-4]
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[]
[null,"List of support vectors (HIGH versus the others):"]
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[]
[]
[null,"Confusion matrix for the validation sample (LOW versus the others):"]
[]
[]
[]
[null,"Total",456,638,1094,81.444241316270578]
[null,"Cohen's kappa",0.62408298266342133,0.46741002628954764]
[null,"LOW",0.80590717299578063,0.70740740740740737,0.75345167652859957,0.66094420600858372,0.47209989037813443]
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{"sheet":"SVM3","index":41,"n_rows":3471,"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: 05/26/2023 at 20:20:02 / End time: 05/26/2023 at 20:26:19 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 1133011311"]
[]
[]
[]
[]
[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,-1.141063E-2,2.751317E-2,2.8927492961608758E-3,7.4624533911973349E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.57153E-2,-1.7393716179159061E-3,8.4551126887083012E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.34813E-2,-4.9806830347349186E-3,8.9071539900194355E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,1.9298699999999998E-2,-6.1964605393053079E-3,7.9870056576409575E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.299313E-2,-6.3070443692870154E-3,5.937128006628334E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,5.90413000000001E-3,-6.5168134552102373E-3,3.7180431778058081E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.5855973857404061E-3,2.031427568529713E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0094781965265094E-2,1.8092953059996154E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4570720338208392E-2,3.8516679755464527E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-1.9897479067641721E-2,7.0692261742250698E-3]
[null,"X502",1094,0,1094,-6.3323870000000004E-2,-9.7699799999999993E-3,-2.3165089890310804E-2,1.0324336927873747E-2]
[null,"X510.5",1094,0,1094,-6.5423490000000001E-2,-8.0859E-3,-2.2515773957952488E-2,1.231394421739823E-2]
[null,"X519",1094,0,1094,-6.218158E-2,-5.4218500000000102E-3,-1.8714594378427821E-2,1.2367766968537241E-2]
[null,"X527.5",1094,0,1094,-5.3731630000000002E-2,-3.3239300000000101E-3,-1.3954969716636198E-2,1.1043744567346194E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.45852000000001E-3,-1.0130116718464364E-2,9.3783228249184683E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-8.0022574131627128E-3,7.7824909756701449E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.2740888939670928E-3,6.1189164310590551E-3]
[null,"X561.5",1094,0,1094,-3.0256849999999998E-2,-2.9479699999999998E-3,-7.1069832632541163E-3,4.3574092213493473E-3]
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[]
[null,"ROC Curve (Validation):"]
[]
[null,"Precision",0.8165289256198347,0.76734693877551019]
[]
[null,"Total",221,249,470,73.617021276595736]
[null,"Number of observations",1094,470]
[null,"HIGH",0.72769953051643188,0.70135746606334837,0.7142857142857143,0.74319066147859925,0.46965634909628379]
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{"sheet":"SVM2","index":43,"n_rows":3483,"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: 05/26/2023 at 20:11:55 / End time: 05/26/2023 at 20:17:46 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 1482509114"]
[]
[]
[]
[]
[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,-1.141063E-2,2.751317E-2,2.6669331718464323E-3,7.4049539141494243E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.57153E-2,-1.9740058409506408E-3,8.3653588888890976E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.34813E-2,-5.2024813071297965E-3,8.7976321595874124E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,1.9298699999999998E-2,-6.3767298811700113E-3,7.8857831382584138E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.299313E-2,-6.4309940219378402E-3,5.8648919510099536E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,5.90413000000001E-3,-6.5904950731261432E-3,3.6827342414848642E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.6152970932358358E-3,2.0483180588004436E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0070098839122495E-2,1.8257465080223311E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4472382312614256E-2,3.7682944149640047E-3]
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[]
[]
[null,"Positive class","HIGH"]
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[]
[]
[null,"from \\ to","LOW","Other classes","Total","% correct"]
[]
[]
[null,"Confusion matrix for the training sample:"]
[]
[null,"Global performance metrics:"]
[null,"LOW",0.86177474402730381,0.80929487179487181,0.834710743801653,0.76574803149606296,0.63222102306146055]
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[null,"Obs358","LOW","LOW"]
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{"sheet":"SVM1","index":45,"n_rows":3513,"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 17:00:03 / End time: 05/25/2023 at 17:06:03 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$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): 368856163"]
[]
[]
[]
[]
[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,-1.141063E-2,2.7594210000000001E-2,2.964065155393051E-3,7.416897485478571E-3]
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[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.358615E-2,-4.9158980895795262E-3,8.9425641180665098E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,1.9425910000000001E-2,-6.1305650365630791E-3,8.0478434545178164E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.299313E-2,-6.2455614808043921E-3,5.9996761712292337E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,5.90413000000001E-3,-6.4683923126142642E-3,3.7611329577921034E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.5454669561243063E-3,2.0311450965300962E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0056831700182817E-2,1.6849740947000556E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4556055648994514E-2,3.6990353758498615E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-1.995712160877516E-2,6.9888472788695571E-3]
[null,"X502",1094,0,1094,-6.3323870000000004E-2,-1.0507310000000001E-2,-2.3337878683729482E-2,1.039214214821171E-2]
[null,"X510.5",1094,0,1094,-6.5423490000000001E-2,-8.3670500000000095E-3,-2.277803867458867E-2,1.252024057250428E-2]
[null,"X519",1094,0,1094,-6.218158E-2,-5.4218500000000102E-3,-1.898737411334547E-2,1.2610995954616443E-2]
[null,"X527.5",1094,0,1094,-5.3731630000000002E-2,-3.0498299999999999E-3,-1.4164914369287017E-2,1.1205875607206742E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.1725500000000001E-3,-1.0253671535648996E-2,9.4260551664921196E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-8.0619876691041936E-3,7.7817521737663523E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.3044626599634253E-3,6.1271728335271104E-3]
[null,"X561.5",1094,0,1094,-3.0256849999999998E-2,-2.9479699999999998E-3,-7.1295625685557579E-3,4.3784813061518912E-3]
[null,"X570",1094,0,1094,-2.3326840000000001E-2,-3.56559E-3,-6.8730639122486269E-3,2.8191587669981295E-3]
[null,"X578.5",1094,0,1094,-1.7652270000000001E-2,-3.2354200000000001E-3,-6.1594317733089576E-3,1.7557468315073737E-3]
[null,"X587",1094,0,1094,-1.3724800000000001E-2,-2.9325800000000002E-3,-5.3005963436928722E-3,1.2087919679165311E-3]
[null,"X595.5",1094,0,1094,-1.1285079999999999E-2,-2.6635700000000001E-3,-4.7686536106032905E-3,9.8469650490904553E-4]
[null,"X604",1094,0,1094,-9.6694799999999994E-3,-2.33315E-3,-4.3473474862888526E-3,8.6316370726020875E-4]
[null,"X612.5",1094,0,1094,-8.3916300000000006E-3,-2.0557800000000101E-3,-3.7700862979890303E-3,7.3004143177635497E-4]
[null,"X621",1094,0,1094,-7.25006E-3,-1.7244700000000001E-3,-2.9647402650822673E-3,5.6540790511872452E-4]
[null,"X629.5",1094,0,1094,-6.2791800000000101E-3,-1.2103400000000001E-3,-2.1840271937842745E-3,4.660433998880552E-4]
[null,"X638",1094,0,1094,-5.5622199999999901E-3,-8.5869000000000201E-4,-1.7058103930530167E-3,4.515498310598959E-4]
[null,"X646.5",1094,0,1094,-5.0405099999999902E-3,-6.9111000000000205E-4,-1.4694655758683743E-3,4.4902356931048569E-4]
[null,"X655",1094,0,1094,-4.7267300000000201E-3,-5.1956999999999698E-4,-1.3489008592321742E-3,4.3291433514898339E-4]
[null,"X663.5",1094,0,1094,-4.5437000000000003E-3,-5.5784999999999505E-4,-1.2502642961608774E-3,4.0523035819352656E-4]
[null,"X672",1094,0,1094,-4.3562200000000096E-3,-4.2761000000000199E-4,-1.1051467550274212E-3,3.8035446159117816E-4]
[null,"X680.5",1094,0,1094,-4.0970299999999998E-3,-1.71579999999998E-4,-8.3631431444241395E-4,3.6826872561523992E-4]
[null,"X689",1094,0,1094,-3.7485399999999999E-3,2.4557999999999498E-4,-4.1057355575868345E-4,3.6814582289267995E-4]
[null,"X697.5",1094,0,1094,-3.3010299999999999E-3,8.9602999999999905E-4,1.9330341864716674E-4,3.8059557141006939E-4]
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[null,"Confusion matrix for the training sample (LOW versus the others):"]
[]
[]
[]
[]
[null,"Specificity",0.73009708737864076,0.70403587443946192]
[null,"Confusion matrix for the validation sample:"]
[]
[]
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{"sheet":"PLS-DA9","index":47,"n_rows":10176,"n_cols":249,"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 13:03:51"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.141063E-2,2.9242600000000001E-2,2.9883120749542901E-3,7.4168208698622085E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.607138674588665E-3,8.4061441906445392E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-4.8240482632541121E-3,8.8699244215873219E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.0361834095064033E-3,7.9648189820692335E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.1718442504570372E-3,5.9246282722278023E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.426214625228523E-3,3.7054739320372854E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.5036199999999801E-3,-7.5315724862888445E-3,2.0111162872340975E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0065946764168183E-2,1.7446484471358272E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4589209899451568E-2,3.7871281827205664E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-2.0014750018281537E-2,7.0654975399547246E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-1.0507310000000001E-2,-2.3407115667276077E-2,1.0415419402720298E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-9.0132999999999897E-3,-2.2831778107861044E-2,1.2462722560419208E-2]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",509,11,520,0.97884615384615381]
[null,"LOW",4,570,574,0.99303135888501737]
[null,"Total",513,581,1094,0.98628884826325414]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99900495845617066]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",215,3,218,0.98623853211009171]
[null,"LOW",1,251,252,0.99603174603174605]
[null,"Total",216,254,470,0.99148936170212765]
[]
[]
[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]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
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[485,2.9527193477627649,-0.98221639799119032,0.18775235688856662,485,2.9527193477627649,-0.69453187561219598,0.13276096473966234]
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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
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[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
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{"sheet":"PLS-DA8","index":53,"n_rows":10176,"n_cols":249,"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 13:03:33"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",391,144,535,0.7308411214953271]
[null,"LOW",98,461,559,0.8246869409660107]
[null,"Total",489,605,1094,0.77879341864716634]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.87228528915119652]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",154,49,203,0.75862068965517238]
[null,"LOW",52,215,267,0.80524344569288386]
[null,"Total",206,264,470,0.78510638297872337]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[469,2.7512544882139207,-0.92478044041709373,0.38050116559869573,469,2.7512544882139207,-0.65391852052760935,0.26905495444422339]
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[472,2.7890291493793291,-0.93849060726947464,0.34530476403746974,472,2.7890291493793291,-0.66361307248012702,0.24416734022691572]
[473,2.8016207031011313,-0.94276401930744913,0.33346064820194843,473,2.8016207031011313,-0.66663483111098298,0.2357922856024596]
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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]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
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[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
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[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
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[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
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{"sheet":"PLS-DA7","index":59,"n_rows":10176,"n_cols":249,"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 13:03:14"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",521,12,533,0.97748592870544093]
[null,"LOW",3,558,561,0.99465240641711228]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99915722727776091]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA6","index":65,"n_rows":10176,"n_cols":249,"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 09:49:35"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.141063E-2,2.9242600000000001E-2,3.15261809872029E-3,7.6386245253490309E-3]
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[null,"X595.5",1094,0,1094,-1.1285079999999999E-2,-2.6826599999999899E-3,-4.7496138574040208E-3,9.3866168357361831E-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",507,7,514,0.98638132295719849]
[null,"LOW",3,577,580,0.9948275862068966]
[null,"Total",510,584,1094,0.99085923217550276]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.9993727358110791]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",218,6,224,0.9732142857142857]
[null,"LOW",1,245,246,0.99593495934959353]
[null,"Total",219,251,470,0.98510638297872344]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[463,2.6757051658831039,-0.89342324393298445,0.44921588039634452,463,2.6757051658831039,-0.63174563425469676,0.31764359524494051]
[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[467,2.7260713807703145,-0.91490602422220291,0.40366690085009682,467,2.7260713807703145,-0.64693625387594378,0.28543560293166137]
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[469,2.7512544882139207,-0.92478044041709373,0.38050116559869573,469,2.7512544882139207,-0.65391852052760935,0.26905495444422339]
[470,2.7638460419357229,-0.92949810496557161,0.36882688739490138,470,2.7638460419357229,-0.65725441312120148,0.26079999316086211]
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[472,2.7890291493793291,-0.93849060726947464,0.34530476403746974,472,2.7890291493793291,-0.66361307248012702,0.24416734022691572]
[473,2.8016207031011313,-0.94276401930744913,0.33346064820194843,473,2.8016207031011313,-0.66663483111098298,0.2357922856024596]
[474,2.8142122568229344,-0.94688796070107328,0.32156366380448331,474,2.8142122568229344,-0.6695508980356305,0.22737984725934146]
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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]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
[485,2.9527193477627649,-0.98221639799119032,0.18775235688856662,485,2.9527193477627649,-0.69453187561219598,0.13276096473966234]
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[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA5","index":71,"n_rows":10176,"n_cols":249,"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 09:49:03"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",508,11,519,0.97880539499036612]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99962469632236739]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA4","index":77,"n_rows":10176,"n_cols":249,"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 09:43:04"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",516,9,525,0.98285714285714287]
[null,"LOW",2,567,569,0.99648506151142358]
[null,"Total",518,576,1094,0.98994515539305306]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99954807933716006]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",209,4,213,0.98122065727699526]
[null,"LOW",3,254,257,0.98832684824902728]
[null,"Total",212,258,470,0.98510638297872344]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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{"sheet":"PLS-DA3","index":82,"n_rows":10176,"n_cols":249,"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 09:42:46"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"The predictions and residuals corresponding to the observations of the validation set are displayed in the second part of the table"]
[]
[]
[null,"Confusion matrix for the training sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",383,134,517,0.74081237911025144]
[null,"LOW",98,479,577,0.83015597920277295]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.85869350237506592]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA2","index":88,"n_rows":10176,"n_cols":249,"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 09:33:02"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.0815099999999999E-2,2.9242600000000001E-2,2.7785498354661784E-3,7.429419803852119E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.9077054661791593E-3,8.4392355787679379E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-5.1831826416818974E-3,8.9213032175170653E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.3800374862888493E-3,8.0218599353717931E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.4343832541133477E-3,5.9718804930218592E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.589353327239483E-3,3.739830268262205E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.6125778793418586E-3,2.0556730898040744E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0072346435100545E-2,1.8133399456034794E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-9.0413500000000001E-3,-1.4497772440585017E-2,3.8109360187582484E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.043436E-2,-1.9794092650822669E-2,7.0580653968573721E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-1.0595540000000001E-2,-2.3061098702010951E-2,1.0416928535800547E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.3670500000000095E-3,-2.2418709085923229E-2,1.2512146680017284E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.4218500000000102E-3,-1.8599649204753196E-2,1.2565041103717513E-2]
[null,"X527.5",1094,0,1094,-5.5613170000000003E-2,-3.3239300000000101E-3,-1.3789395621572212E-2,1.1083632731217728E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.45852000000001E-3,-9.9090537934186356E-3,9.1924038003556672E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-7.7627955301645358E-3,7.4666718420872066E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.0679263711151755E-3,5.8084557830661411E-3]
[null,"X561.5",1094,0,1094,-2.9162029999999999E-2,-2.9479699999999998E-3,-6.9654105575868361E-3,4.1161774806604493E-3]
[null,"X570",1094,0,1094,-2.114189E-2,-3.56559E-3,-6.7719534277879351E-3,2.629824262347244E-3]
[null,"X578.5",1094,0,1094,-1.4599640000000001E-2,-3.2354200000000001E-3,-6.0956967093235854E-3,1.6226837918977889E-3]
[null,"X587",1094,0,1094,-1.021524E-2,-2.9325800000000002E-3,-5.2539593235831818E-3,1.1107436164640952E-3]
[null,"X595.5",1094,0,1094,-7.9393299999999997E-3,-2.6635700000000001E-3,-4.7335791499085915E-3,9.1460262058876683E-4]
[null,"X604",1094,0,1094,-6.8729100000000003E-3,-2.33315E-3,-4.3219648080438811E-3,8.1588459001462744E-4]
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[null,"X799.5",1094,0,1094,-2.78547E-3,-7.8759999999997206E-5,-3.0263901279707503E-4,1.4387059268412261E-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",511,9,520,0.98269230769230764]
[null,"LOW",4,570,574,0.99303135888501737]
[null,"Total",515,579,1094,0.98811700182815354]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.99936679174483634]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",215,3,218,0.98623853211009171]
[null,"LOW",1,251,252,0.99603174603174605]
[null,"Total",216,254,470,0.99148936170212765]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[464,2.6882967196049061,-0.8990085964067277,0.43793098039166556,464,2.6882967196049061,-0.63569507486419763,0.30966396592661993]
[465,2.7008882733267092,-0.90445141544534879,0.42657664856260591,465,2.7008882733267092,-0.63954372911517787,0.3016352408944496]
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[469,2.7512544882139207,-0.92478044041709373,0.38050116559869573,469,2.7512544882139207,-0.65391852052760935,0.26905495444422339]
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[472,2.7890291493793291,-0.93849060726947464,0.34530476403746974,472,2.7890291493793291,-0.66361307248012702,0.24416734022691572]
[473,2.8016207031011313,-0.94276401930744913,0.33346064820194843,473,2.8016207031011313,-0.66663483111098298,0.2357922856024596]
[474,2.8142122568229344,-0.94688796070107328,0.32156366380448331,474,2.8142122568229344,-0.6695508980356305,0.22737984725934146]
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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]
[481,2.9023531328755543,-0.97151846188185254,0.23696387535385935,481,2.9023531328755543,-0.68696729244458277,0.16755876315895787]
[482,2.9149446865973565,-0.97442511164448486,0.22471248696196916,482,2.9149446865973565,-0.68902260420227435,0.15889572334810215]
[483,2.9275362403191596,-0.97717727105075436,0.21242547149953661,483,2.9275362403191596,-0.69096867478135393,0.15020749139407213]
[484,2.9401277940409627,-0.97977450375918906,0.20010477701303092,484,2.9401277940409627,-0.69280519564180754,0.14149544477373624]
[485,2.9527193477627649,-0.98221639799119032,0.18775235688856662,485,2.9527193477627649,-0.69453187561219598,0.13276096473966234]
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[487,2.9779024552063711,-0.98663264711367571,0.16296017810944194,487,2.9779024552063711,-0.69765463531411454,0.11523024700455406]
[488,2.9904940089281733,-0.98860630182936671,0.15052435013400009,488,2.9904940089281733,-0.69905021994730043,0.10643678871344975]
[489,3.0030855626499764,-0.99042321783004816,0.13806465725584124,489,3.0030855626499764,-0.70033497357222863,9.7626455387801889E-2]
[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
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[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA1","index":94,"n_rows":10176,"n_cols":249,"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 09:00:39"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[null,"Obs1393",1,"LOW","LOW",0.26436396545373864,0.73563603454626247,0.38431520614034259,0.61568479385965746]
[null,"Obs1469",1,"LOW","LOW",0.34707309605317838,0.65292690394682262,0.42412709860011499,0.57587290139988501]
[null,"Obs1510",1,"LOW","LOW",0.30610140304731692,0.69389859695268408,0.40424769370306635,0.59575230629693365]
[null,"Obs1549",1,"LOW","LOW",9.3913656031374155E-3,0.99060863439686353,0.27265031770654796,0.72734968229345209]
[null,"Obs139",1,"HIGH","HIGH",0.54534706535172917,0.45465293464827189,0.52265800382801786,0.4773419961719822]
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[null,"Obs1520",1,"LOW","HIGH",0.60156173557839843,0.39843826442160357,0.55060698723993851,0.44939301276006155]
[null,"Obs1521",1,"LOW","HIGH",0.55663495927666895,0.4433650407233336,0.52828724215166434,0.47171275784833561]
[null,"Obs1527",1,"LOW","LOW",0.46253701217013576,0.5374629878298659,0.4812772642323575,0.5187227357676425]
[null,"Obs1531",1,"LOW","LOW",0.32651238730782917,0.67348761269217317,0.41411611271432197,0.58588388728567797]
[null,"Obs1546",1,"LOW","LOW",9.0811182115629469E-3,0.99091888178843845,0.27252728342974158,0.72747271657025847]
[null,"Obs1551",1,"LOW","LOW",-8.1068489858244219E-2,1.081068489858247,0.23827920168217545,0.76172079831782447]
[null,"Obs1556",1,"LOW","LOW",-2.465487244869087E-2,1.024654872448695,0.25935767077096333,0.74064232922903661]
[null,"Obs1561",1,"LOW","LOW",-0.17934068318212221,1.1793406831821232,0.20445469838282551,0.79554530161717452]
[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",359,153,512,0.701171875]
[null,"LOW",93,489,582,0.84020618556701032]
[null,"Total",452,642,1094,0.77513711151736742]
[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.87401672573023981]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[null,"HIGH",161,65,226,0.71238938053097345]
[null,"LOW",36,208,244,0.85245901639344257]
[null,"Total",197,273,470,0.78510638297872337]
[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[490,3.0156771163717795,-0.99208310705253577,0.12558307489859807,490,3.0156771163717795,-0.70150869249746806,8.8800643863056861E-2]
[491,3.0282686700935817,-0.99358570632947618,0.11308158195637352,491,3.0282686700935817,-0.7025711906355987,7.9960753428654108E-2]
[492,3.0408602238153848,-0.99493077743107128,0.10056216047999419,492,3.0408602238153848,-0.70352229953271461,7.1108185606173782E-2]
[493,3.0534517775371879,-0.99611810710284798,8.8026795362771124E-2,493,3.0534517775371879,-0.70436186839513193,6.2244343927136042E-2]
[494,3.0660433312589901,-0.99714750709946842,7.5477474025801961E-2,494,3.0660433312589901,-0.7050897641132956,5.3370633710476109E-2]
[495,3.0786348849807932,-0.99801881421457617,6.2916186102872362E-2,495,3.0786348849807932,-0.70570587128288442,4.4488461839735899E-2]
[496,3.0912264387025963,-0.99873189030667098,5.0344923125014603E-2,496,3.0912264387025963,-0.70621009222310671,3.5599236540013283E-2]
[497,3.1038179924243985,-0.99928662232101095,3.7765678204757333E-2,497,3.1038179924243985,-0.70660234699218771,2.6704367154692928E-2]
[498,3.1164095461462016,-0.99968292230753641,2.5180445720124629E-2,498,3.1164095461462016,-0.70688257340004401,1.7805263921999916E-2]
[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"PLS-DA","index":100,"n_rows":10176,"n_cols":249,"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 09:00:09"]
[null,"Y / Dependent variables: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"X / Qualitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Method: PLS-DA"]
[null,"Algorithm: Fast"]
[null,"Stop conditions: Automatic"]
[null,"Cross-validation: Jackknife / Number of groups = 5"]
[null,"Variables: Center: Yes / Reduce: Yes"]
[null,"Confidence interval (%): 95"]
[null,"Validation: Random"]
[null,"Number of observations in the validation set: 470"]
[]
[null,"Please wait until the analysis is finished."]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"X417",1094,0,1094,-1.141063E-2,2.7594210000000001E-2,2.6012269835466212E-3,7.2428043996547523E-3]
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[null,"X459.5",1094,0,1094,-1.344006E-2,5.90413000000001E-3,-6.5842850274222984E-3,3.6564111752407178E-3]
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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",373,145,518,0.72007722007722008]
[null,"LOW",93,483,576,0.83854166666666663]
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[]
[]
[null,"ROC Curve (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[null,"Area under the curve:",null,0.8706329096954053]
[]
[]
[null,"Confusion matrix for the validation sample (Variable Class):"]
[]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
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[]
[]
[null,"ROC Curve (Validation) (Variable Class):"]

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[499,3.1290010998680047,-0.99992072743481442,1.2591220998442417E-2,499,3.1290010998680047,-0.7070507270181432,8.9033377514170908E-3]
[500,3.1415926535898069,-1,-1.3644250659861079E-14,500,3.1415926535898069,-0.70710678118654802,-9.6479421657968007E-15]

{"sheet":"SVM","index":106,"n_rows":3525,"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 11:44:24 / End time: 05/23/2023 at 11:50:34 / Microsoft Excel 16.016327"]
[null,"Response variable: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.xlsm / Sheet = hcn_spec_sg.d1w5_8nm / Range = 'hcn_spec_sg.d1w5_8nm'!$E$1:$IM$1565 / 1564 rows and 243 columns"]
[null,"Response type: One versus all"]
[null,"C: 100"]
[null,"Tolerance: 0.001"]
[null,"Kernel: Linear Kernel"]
[null,"Preprocessing: Rescaling"]
[null,"Cross-validation / Number of folds: 10"]
[null,"Seed (random numbers): 66378083"]
[]
[]
[]
[]
[null,"Summary statistics (Quantitative data):"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
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[]
[]
[null,"Other classes",59,165,224,73.660714285714292]
[]
[null,null,null,null,null,null," "]
[null,"from \\ to","HIGH","LOW","Total","% correct"]
[]
[null,"Class performance metrics for the training set:"]
[null,"Class performance metrics for the validation set:"]
[null,"Obs17","LOW","HIGH"]
[null,"Obs46","LOW","LOW"]
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[null,"Obs87","LOW","LOW"]
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{"sheet":"Log(Binary)","index":108,"n_rows":3261,"n_cols":246,"rows_kept":562,"cut":true,"hidden":false,"merged":[],"bounds":{"rows_first":250,"rows_last":62,"rows_between":250,"halvings":3}}
[null,"XLSTAT-Student 2022.4.1.1372 - Logistic regression - Start time: 05/19/2023 at 09:27:23 / End time: 05/19/2023 at 09:38:03 / Microsoft Excel 16.016327"]
[null,"Response variable(s): Workbook = hcn_spec_sg.d1w5_8nm.csv / Sheet = hcn_spec_sg.d1w5_8nm / Range = hcn_spec_sg.d1w5_8nm!$D$1:$D$1565 / 1564 rows and 1 column"]
[null,"X / Quantitative: Workbook = hcn_spec_sg.d1w5_8nm.csv / Sheet = hcn_spec_sg.d1w5_8nm / Range = hcn_spec_sg.d1w5_8nm!$E$1:$IM$1565 / 1564 rows and 243 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): 4599004"]
[]
[]
[]
[]
[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,-1.141063E-2,2.9242600000000001E-2,2.6977956124314487E-3,7.3325914730431336E-3]
[null,"X425.5",1094,0,1094,-1.5374530000000001E-2,2.7228970000000002E-2,-1.9650411334552103E-3,8.3282229121046727E-3]
[null,"X434",1094,0,1094,-1.7830550000000001E-2,2.48922E-2,-5.215270082266913E-3,8.8020209998667023E-3]
[null,"X442.5",1094,0,1094,-1.8120020000000001E-2,2.0624969999999999E-2,-6.399135137111516E-3,7.9103667293866312E-3]
[null,"X451",1094,0,1094,-1.5819320000000001E-2,1.396294E-2,-6.455592669104203E-3,5.8802994604343472E-3]
[null,"X459.5",1094,0,1094,-1.344006E-2,6.2750800000000197E-3,-6.6169031718464385E-3,3.6714991054412013E-3]
[null,"X468",1094,0,1094,-1.7510479999999998E-2,-1.14606E-3,-7.6409955575868424E-3,2.009330794241892E-3]
[null,"X476.5",1094,0,1094,-2.2930550000000001E-2,-6.7049999999999896E-3,-1.0094319753199273E-2,1.7914848090406594E-3]
[null,"X485",1094,0,1094,-4.0639149999999999E-2,-8.9031199999999901E-3,-1.4511500109689221E-2,3.7979475823605373E-3]
[null,"X493.5",1094,0,1094,-5.66288E-2,-1.009325E-2,-1.9803056919561267E-2,7.040773064537674E-3]
[null,"X502",1094,0,1094,-6.613223E-2,-9.7699799999999993E-3,-2.3065322468007316E-2,1.0351949679715828E-2]
[null,"X510.5",1094,0,1094,-7.4654490000000004E-2,-8.0859E-3,-2.2407986718464366E-2,1.2359933949603731E-2]
[null,"X519",1094,0,1094,-6.9742380000000007E-2,-5.4218500000000102E-3,-1.8563952943327237E-2,1.2344000670008799E-2]
[null,"X527.5",1094,0,1094,-5.5613170000000003E-2,-3.0498299999999999E-3,-1.3734343811700189E-2,1.0854714398546968E-2]
[null,"X536",1094,0,1094,-4.8439690000000001E-2,-2.1725500000000001E-3,-9.8522167093235899E-3,9.0060836239052727E-3]
[null,"X544.5",1094,0,1094,-4.3111360000000001E-2,-2.4290399999999999E-3,-7.715327970749539E-3,7.3293124212468405E-3]
[null,"X553",1094,0,1094,-3.6880459999999997E-2,-2.3527500000000102E-3,-7.0280230895795187E-3,5.703486129720616E-3]
[null,"X561.5",1094,0,1094,-2.9162029999999999E-2,-2.9479699999999998E-3,-6.9298177422303505E-3,4.0364241666580661E-3]
[null,"X570",1094,0,1094,-2.114189E-2,-3.56559E-3,-6.7418100182815386E-3,2.5765069312206402E-3]
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[null,"X1743",1094,0,1094,1.4282090000000001E-2,2.560022E-2,1.6879345658135272E-2,1.2340543661879988E-3]
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[null,"X1811",1094,0,1094,-3.06801999999995E-3,2.56106E-3,-1.5070262431444235E-3,7.673695381689719E-4]
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[null,"X1828",1094,0,1094,4.4347100000000101E-3,1.8455200000000001E-2,8.1696062431444241E-3,1.7249991641923436E-3]
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[null,"X1896",1094,0,1094,4.82865899999999E-2,0.15350511,0.10136033164533817,1.4117252992564536E-2]
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[null,"X1913",1094,0,1094,9.6392500000000401E-3,5.7865570000000102E-2,3.0794719104204737E-2,6.2253780677933033E-3]
[null,"X1921.5",1094,0,1094,2.67818000000003E-3,2.2750909999999999E-2,1.0859587276051196E-2,2.4945389295805611E-3]
[null,"X1930",1094,0,1094,-7.5673700000000203E-3,2.88400000000077E-4,-2.5097445429616084E-3,1.2494667978288172E-3]
[null,"X1938.5",1094,0,1094,-2.2825249999999998E-2,-4.55726000000001E-3,-1.2110107129798901E-2,2.9311523335663176E-3]
[null,"X1947",1094,0,1094,-3.2856320000000001E-2,-6.7166300000000003E-3,-1.8580008117001796E-2,4.1546813203552895E-3]
[null,"X1955.5",1094,0,1094,-3.9182160000000098E-2,-8.5183299999999594E-3,-2.272390355575871E-2,4.8024512418904167E-3]
[null,"X1964",1094,0,1094,-4.318557E-2,-9.7537899999999306E-3,-2.5478074424131615E-2,5.0834901249906233E-3]
[null,"X1972.5",1094,0,1094,-4.525676E-2,-1.05601799999999E-2,-2.7363864917733134E-2,5.1209807831770456E-3]
[null,"X1981",1094,0,1094,-4.53941E-2,-1.1718940000000001E-2,-2.8403237330895802E-2,4.9431101323601989E-3]
[null,"X1989.5",1094,0,1094,-4.3935580000000002E-2,-1.2748499999999901E-2,-2.8496547586837298E-2,4.5777199350415755E-3]
[null,"X1998",1094,0,1094,-4.0948529999999997E-2,-1.3419220000000001E-2,-2.7630828473491763E-2,4.0616072793385385E-3]
[null,"X2006.5",1094,0,1094,-3.6991549999999998E-2,-1.3922769999999999E-2,-2.5920977925045691E-2,3.4617353319663616E-3]
[null,"X2015",1094,0,1094,-3.2633959999999997E-2,-1.402988E-2,-2.3657397531992697E-2,2.8560337251792925E-3]
[null,"X2023.5",1094,0,1094,-2.8400949999999901E-2,-1.27718E-2,-2.1187795036563095E-2,2.3259602801301285E-3]
[null,"X2032",1094,0,1094,-2.506833E-2,-1.17922099999999E-2,-1.8761668345521055E-2,1.9269038271381906E-3]
[null,"X2040.5",1094,0,1094,-2.3199040000000101E-2,-1.115993E-2,-1.6600739332723925E-2,1.6813821541454179E-3]
[null,"X2049",1094,0,1094,-2.164692E-2,-1.0532089999999999E-2,-1.4864999168190122E-2,1.5717842307079683E-3]
[null,"X2057.5",1094,0,1094,-2.0608919999999999E-2,-9.3139100000000901E-3,-1.3681164963436932E-2,1.5517697106552258E-3]
[null,"X2066",1094,0,1094,-2.01295300000001E-2,-8.7638099999999795E-3,-1.3121899396709321E-2,1.5605210421379089E-3]
[null,"X2074.5",1094,0,1094,-1.9830380000000002E-2,-8.8390300000000307E-3,-1.3144104744058503E-2,1.56259250062023E-3]
[null,"X2083",1094,0,1094,-2.0075220000000098E-2,-9.4269999999999597E-3,-1.3621413976234004E-2,1.5449345159725613E-3]
[null,"X2091.5",1094,0,1094,-2.0572389999999999E-2,-1.027629E-2,-1.4386633985374778E-2,1.5063907054600611E-3]
[null,"X2100",1094,0,1094,-2.120623E-2,-1.135974E-2,-1.5311629725776977E-2,1.4540640917279539E-3]
[null,"X2108.5",1094,0,1094,-2.1940810000000002E-2,-1.264959E-2,-1.6358634305301639E-2,1.3985145982837817E-3]
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[null,"X2125.5",1094,0,1094,-2.2385969999999901E-2,-1.4109840000000101E-2,-1.8423552312614288E-2,1.3348337746568132E-3]
[null,"X2134",1094,0,1094,-2.3578559999999901E-2,-1.3977760000000099E-2,-1.9014024049360149E-2,1.3282987722246333E-3]
[null,"X2142.5",1094,0,1094,-2.3821220000000001E-2,-1.3620999999999999E-2,-1.8947772659963436E-2,1.3087200513310895E-3]
[null,"X2151",1094,0,1094,-2.2987030000000099E-2,-1.29277E-2,-1.8152674908592282E-2,1.2585441111488851E-3]
[null,"X2159.5",1094,0,1094,-2.155605E-2,-1.18693100000001E-2,-1.6893481965265054E-2,1.1828085028784217E-3]
[null,"X2168",1094,0,1094,-1.977288E-2,-1.0572410000000001E-2,-1.54035793967093E-2,1.1008486234061695E-3]
[null,"X2176.5",1094,0,1094,-1.7938059999999902E-2,-9.2249499999999506E-3,-1.3880047751371116E-2,1.0237675895780772E-3]
[null,"X2185",1094,0,1094,-1.60064399999999E-2,-8.0418899999999995E-3,-1.2313055740402198E-2,9.5218612137194553E-4]
[null,"X2193.5",1094,0,1094,-1.3717760000000001E-2,-6.0792999999999498E-3,-1.0442000987202925E-2,8.8186001373694164E-4]
[null,"X2202",1094,0,1094,-1.0885239999999999E-2,-3.8838999999999402E-3,-8.0714126325411393E-3,8.0147451312151299E-4]
[null,"X2210.5",1094,0,1094,-7.2557100000000298E-3,-1.4956499999999599E-3,-5.0052734643510066E-3,6.7536387579631785E-4]
[null,"X2219",1094,0,1094,-2.30114000000006E-3,1.5605400000000501E-3,-9.3040246800731193E-4,4.7156345149187306E-4]
[null,"X2227.5",1094,0,1094,2.71736999999989E-3,5.6872300000000396E-3,4.4907084643510051E-3,3.0770496644088945E-4]
[null,"X2236",1094,0,1094,6.2458700000000396E-3,1.322832E-2,1.1098274168190122E-2,7.251673007185761E-4]
[null,"X2244.5",1094,0,1094,9.7447200000001007E-3,2.2087360000000101E-2,1.7749381471663678E-2,1.3292098558832736E-3]
[null,"X2253",1094,0,1094,1.226465E-2,2.9494719999999999E-2,2.3235302568555754E-2,1.8661620325263043E-3]
[null,"X2261.5",1094,0,1094,1.3699380000000099E-2,3.3305149999999999E-2,2.5946500219378457E-2,2.1403657319234186E-3]
[null,"X2270",1094,0,1094,1.252557E-2,2.9363810000000001E-2,2.3111132577696539E-2,1.7371296561416395E-3]
[null,"X2278.5",1094,0,1094,1.054213E-2,2.1075259999999998E-2,1.7392055959780606E-2,1.0136461480619516E-3]
[null,"X2287",1094,0,1094,9.5524600000000404E-3,1.6707740000000099E-2,1.3617007212065829E-2,7.5458492630903163E-4]
[null,"X2295.5",1094,0,1094,9.7687599999999302E-3,1.68902500000001E-2,1.3311951819012817E-2,8.5382127004337465E-4]
[null,"X2304",1094,0,1094,1.08498400000001E-2,1.8770249999999999E-2,1.5217465447897619E-2,9.5637481237973115E-4]
[null,"X2312.5",1094,0,1094,1.067806E-2,1.845724E-2,1.4860710356489957E-2,9.5932266538342249E-4]
[null,"X2321",1094,0,1094,9.3768800000000301E-3,1.6484450000000001E-2,1.1989380329067665E-2,1.0024185523916853E-3]
[null,"X2329.5",1094,0,1094,7.3404800000000901E-3,1.5658390000000001E-2,1.0142031819012806E-2,1.1376056532919139E-3]
[null,"X2338",1094,0,1094,7.5935100000000802E-3,1.5777940000000001E-2,1.0560755201096903E-2,1.1218724388723849E-3]
[null,"X2346.5",1094,0,1094,8.7248300000000202E-3,1.6896310000000001E-2,1.2200236261425967E-2,1.042345260955432E-3]
[null,"X2355",1094,0,1094,8.5609000000000397E-3,1.72281E-2,1.3698128254113361E-2,1.0159875698916537E-3]
[null,"X2389",1094,0,1094,9.7356099999998894E-3,2.3695440000000002E-2,1.8512832166362004E-2,1.6203597501722247E-3]
[]
[null,"X451",470,0,470,-1.4768089999999999E-2,1.2933800000000001E-2,-5.9826928723404295E-3,6.0465805311842886E-3]
[null,"X561.5",470,0,470,-3.0256849999999998E-2,-3.1084400000000001E-3,-7.2836465957446745E-3,4.654302821149689E-3]
[null,"X612.5",470,0,470,-8.3916300000000006E-3,-2.0557800000000101E-3,-3.7616220851063851E-3,7.5501826544865946E-4]
[null,"X706",470,0,470,-1.67515000000001E-3,1.9448499999999999E-3,1.0253768297872341E-3,3.9709005379883562E-4]
[null,"X816.5",470,0,470,9.1029999999999898E-4,3.3105399999999998E-3,2.0985818297872337E-3,2.985392128691391E-4]
[null,"X893",470,0,470,3.68411E-3,5.5362600000000003E-3,4.9846142127659594E-3,2.699010890612669E-4]
[null,"X1003.5",470,0,470,-1.6004750000000002E-2,-7.7738299999999998E-3,-9.7861131063829709E-3,1.1259242137768445E-3]
[null,"X1156.5",470,0,470,1.9068129999999999E-2,2.718746E-2,2.1431933829787243E-2,1.0133332183427208E-3]
[null,"X1250",470,0,470,-3.0857200000000101E-3,-2.05398E-3,-2.4760112340425546E-3,1.5682535405197413E-4]
[null,"X1360.5",470,0,470,3.664299E-2,6.09061300000001E-2,4.3118886021276552E-2,3.2998929482263538E-3]
[null,"X1437",470,0,470,6.9552600000000204E-3,1.9064919999999999E-2,1.4451865489361703E-2,1.7992685992260387E-3]
[null,"X1513.5",470,0,470,-4.2035580000000003E-2,-2.579592E-2,-3.0937862893617024E-2,2.021790213637313E-3]
[null,"X1607",470,0,470,-1.8060530000000002E-2,-1.4650460000000001E-2,-1.5764657553191487E-2,4.588992160998653E-4]
[null,"X1692",470,0,470,5.5906200000000201E-3,7.5181399999999796E-3,6.7084422978723381E-3,3.1816886826408375E-4]
[null,"X1802.5",470,0,470,-4.4235299999999802E-3,2.4706000000002099E-4,-3.136371468085103E-3,7.0974327658149695E-4]
[null,"X1981",470,0,470,-4.4742179999999902E-2,-9.1341200000000199E-3,-2.8572116361702142E-2,5.5858271223135142E-3]
[null,"X2057.5",470,0,470,-1.8380860000000099E-2,-9.3738999999999906E-3,-1.3713127595744681E-2,1.4852497413665503E-3]
[null,"X2151",470,0,470,-2.2182219999999999E-2,-1.2162950000000099E-2,-1.8164396978723418E-2,1.3848322474685501E-3]
[null,"X2236",470,0,470,7.7320699999999798E-3,1.30047000000001E-2,1.1101940127659563E-2,7.7235496126716878E-4]
[null,"X2346.5",470,0,470,9.1664200000000102E-3,1.6959020000000002E-2,1.224403010638298E-2,1.0195552361945879E-3]
[null,"X2423",470,0,470,9.6560400000000306E-3,3.06710199999999E-2,2.2827416531914887E-2,2.9585381420376825E-3]
[null,"Summary statistics (Qualitative data / Validation):"]
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[null,"Obs1280","LOW","LOW",4.1253903569455672E-13,0.99999999999958744]
[null,"Obs1306","LOW","LOW",2.4160680861130524E-3,0.99758393191388706]
[null,"Obs1336","LOW","LOW",1.8110667795665471E-2,0.9818893322043345]
[null,"Obs1381","HIGH","LOW",0.42744021729158338,0.57255978270841656]
[null,"Obs1409","HIGH","HIGH",0.99999783609093695,2.1639090630053118E-6]
[null,"Obs1446","LOW","LOW",3.9969133539566656E-3,0.99600308664604342]
[null,"Obs1475","LOW","LOW",5.1883818308330061E-11,0.99999999994811617]
[null,"Obs1520","LOW","LOW",0.20883258889209416,0.79116741110790589]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.9732198959036884]
[]
[]
[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",57,182,239,0.7615062761506276]
[null,"Total",219,251,470,0.73191489361702122]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null," "]
[]
[]
[null,"ROC Curve(Validation data) (Variable Class):"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Area under the curve:",null,0.81012153815501375]

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