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{"sheet":"ST_Full","index":0,"n_rows":1522,"n_cols":25,"rows_kept":1522,"cut":false,"hidden":false,"merged":[]}
["Logistic Regression Significance Testing for the Full Model",null,null,null,null,null,null,null,null,null,null,null,null,null,"Covariance Matrix Estimation for Computing se(b-hat)"]
["Y = 1 if recommended the resataurant, else 0",null,null,null,null,null,null,"b-hat","se(b-hat)","Wald","z","p-value","exp(b-hat)"]
["Intercept Term",null,null,null,null,null,null,-5.1533404699763938,{"$f":"SQRT(INDEX(O3:AM3,,ROWS($1:1)))","v":0.77004075163942198},{"$f":"(H3/I3)^2","v":44.786822760976754},{"$f":"H3/I3","v":-6.6922957765610418},{"$f":"2*(1-NORMDIST(ABS(K3),0,1,1))","v":2.1969537300492448E-11},null,null,{"$f":"MINVERSE(MMULT(MMULT(TRANSPOSE(C23:M1022),IF(Q23:Q1022=TRANSPOSE(Q23:Q1022),Q23:Q1022,0)),C23:M1022))","v":0.59296275918540597},-8.022817893642311E-3,-9.4688635530329607E-3,-1.0984782683444931E-2,-7.8822767791969384E-3,-9.9268109526515821E-3,-1.1195527740480309E-2,-1.0361687083311085E-2,-7.6178170070697361E-3,-1.3277216753034143E-2,-2.8787658459755391E-2]
["X1 = the side dishes and salads are delicious",null,null,null,null,null,null,0.17054408599321133,{"$f":"SQRT(INDEX(O4:AM4,,ROWS($1:2)))","v":0.12510974168843839},{"$f":"(H4/I4)^2","v":1.8581940831713644},1.3631559276808227,0.17283337371600505,{"$f":"EXP(H4)","v":1.1859499345621189},null,-8.0228178936424532E-3,1.5652447465347781E-2,-6.5002918341448487E-3,-6.9437818235269337E-3,2.9990820317381445E-5,-1.0269522562666175E-3,3.9751773406967181E-4,-7.2524477659943265E-4,3.9241531914040742E-4,5.1312325694106845E-4,-3.700205516630021E-4]
["X2 = the entrées are delicious",null,null,null,null,null,null,0.38990681702394575,{"$f":"SQRT(INDEX(O5:AM5,,ROWS($1:3)))","v":0.1240072946486166},9.8861498875041001,3.1442248468428748,1.66527433758068E-3,1.4768431708288561,null,-9.4688635530334447E-3,-6.5002918341449103E-3,1.5377809126068814E-2,-6.3237923767323814E-3,8.4009056354015152E-5,7.318897104605991E-4,-2.2263904837003325E-4,-6.521181341226876E-4,-9.2831558802772141E-5,3.1855844541600484E-5,-1.474021297656498E-3]
["X3 = the desserts are delicious",null,null,null,null,null,null,-0.12533628456191159,{"$f":"SQRT(INDEX(O6:AM6,,ROWS($1:4)))","v":0.1233996322222506},1.0316346063708932,-1.0156941500131293,0.30977505464994137,0.88220018239432729,null,-1.0984782683444404E-2,-6.9437818235269233E-3,-6.3237923767324629E-3,1.5227469232586711E-2,-4.2778934007285999E-4,2.6325722889846906E-4,4.7643871182181026E-5,1.394319623068848E-3,-1.3911555126052357E-4,-4.2207707364170052E-4,-2.9801778798662525E-4]
["X4 = parking at the restaurant is ample",null,null,null,null,null,null,0.15614707763206309,{"$f":"SQRT(INDEX(O7:AM7,,ROWS($1:5)))","v":8.0154316656143365E-2},3.7950184298767597,1.948080704148768,5.1405307262399003E-2,1.1689981239226575,null,-7.8822767791963521E-3,2.9990820317436248E-5,8.4009056353968517E-5,-4.2778934007288704E-4,6.4247144786133007E-3,-2.4845333670497714E-3,-2.2671243973122991E-3,-4.9318114307319303E-4,2.5155166361401414E-4,-1.078839360423646E-4,6.5290535458628697E-5]
["X5 = the lighting in the restaurant is appropriate",null,null,null,null,null,null,-4.8980963356940056E-2,{"$f":"SQRT(INDEX(O8:AM8,,ROWS($1:6)))","v":7.9379226874941075E-2},0.38075087994843998,-0.61705014378771517,0.53720165185943003,0.95219925620333268,null,-9.9268109526520158E-3,-1.0269522562666388E-3,7.3188971046063108E-4,2.6325722889847751E-4,-2.4845333670497462E-3,6.3010616592633671E-3,-2.2425593969307841E-3,-1.6568315554080182E-5,2.6089838062703892E-4,1.2270399281515869E-4,-2.9590529124002635E-5]
["X6 = the noise level in the restaurant is not distracting to me",null,null,null,null,null,null,0.14116322416092594,{"$f":"SQRT(INDEX(O9:AM9,,ROWS($1:7)))","v":7.7817383813997873E-2},3.2907120861166788,1.8140319969936249,6.9672799783697892E-2,1.1516126036458161,null,-1.1195527740480502E-2,3.975177340696376E-4,-2.2263904837005309E-4,4.7643871182227504E-5,-2.2671243973122835E-3,-2.242559396930795E-3,6.0555452236550579E-3,4.3604853021383808E-4,-5.095287194704784E-4,3.9793032407488309E-4,-8.2595191006459199E-6]
["X7 = the wait for beverage service is excessive",null,null,null,null,null,null,-2.6193829549609905E-3,{"$f":"SQRT(INDEX(O10:AM10,,ROWS($1:8)))","v":0.12120632800617603},4.6703282496313251E-4,-2.1610942250700975E-2,0.98275830491713556,0.99738404463519448,null,-1.0361687083311068E-2,-7.2524477659933952E-4,-6.5211813412272652E-4,1.3943196230687841E-3,-4.9318114307316614E-4,-1.65683155540881E-5,4.3604853021381683E-4,1.4690973948740733E-2,-6.2892005792315941E-3,-6.3920200723713875E-3,1.1079220252726324E-3]
["X8 = the wait for food service is excessive",null,null,null,null,null,null,-0.4057062604342358,{"$f":"SQRT(INDEX(O11:AM11,,ROWS($1:9)))","v":0.12066672544304272},11.304422061681896,-3.3622049404642032,7.7322712831007223E-4,0.66650591783254243,null,-7.6178170070696364E-3,3.9241531914043659E-4,-9.283155880279083E-5,-1.3911555126053934E-4,2.5155166361399137E-4,2.6089838062705312E-4,-5.0952871947047439E-4,-6.2892005792315976E-3,1.4560458629146653E-2,-5.5008631417971477E-3,3.4709908284613047E-4]
["X9 = the wait for the check is excessive",null,null,null,null,null,null,-7.8718126916549155E-2,{"$f":"SQRT(INDEX(O12:AM12,,ROWS($1:10)))","v":0.12005046742541785},0.42995380079475221,-0.65570862492020965,0.51201161835691122,0.92430042313988225,null,-1.3277216753034173E-2,5.1312325694094171E-4,3.1855844541622507E-5,-4.2207707364159286E-4,-1.0788393604234605E-4,1.227039928151404E-4,3.9793032407488445E-4,-6.3920200723713745E-3,-5.5008631417971581E-3,1.4412114729061311E-2,9.2159072744396533E-4]
["X10 = restaurant service personnel are courteous and friendly",null,null,null,null,null,null,0.24438527163283313,{"$f":"SQRT(INDEX(O13:AM13,,ROWS($1:11)))","v":7.7881076148453521E-2},9.846597138688308,3.1379287975810266,1.7014620311541773E-3,1.2768361644924806,null,-2.8787658459755238E-2,-3.7002055166297679E-4,-1.4740212976565106E-3,-2.9801778798664786E-4,6.5290535458655463E-5,-2.9590529124012576E-5,-8.2595191006745581E-6,1.1079220252726209E-3,3.4709908284613519E-4,9.2159072744396739E-4,6.0654620220412158E-3]
[]
["Deviance (-2LL)",null,null,null,null,{"$f":"-2*SUM(P23:P1022)","v":1108.175218639584}]
["Akaike's Information Criterion (AIC) =",null,null,null,null,{"$f":"F15+2*11","v":1130.175218639584}]
["Bayesian Information Criterion (BIC) =",null,null,null,null,{"$f":"F15+11*LOG(1000)","v":1141.175218639584}]
[]
["% Correctly Classified (Training) =",null,null,null,null,{"$f":"SUM(S23:S1022)/1000","v":0.78}]
["% Correctly Classified (Holdout) =",null,null,null,null,{"$f":"SUM(S1023:S1522)/500","v":0.752}]
[]
["Customer","Y","X0","X1","X2","X3","X4","X5","X6","X7","X8","X9","X10",null,"Y = 1","LL","V","PRED","Correct?"]
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[48,0,1,5,5,3,6,6,6,3,2,2,6,null,0.32136321325207817,-0.38766921833425111,0.21808950921431633,0,1]
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{"sheet":"ST_BestSub5","index":1,"n_rows":1516,"n_cols":19,"rows_kept":1516,"cut":false,"hidden":false,"merged":[]}
["Logistic Regression Significance Testing for the 5-Predictor Model"]
["Y = 1 if recommended the resataurant, else 0",null,null,null,null,"b-hat","se(b-hat)","Wald","z","p-value","exp(b-hat)",null,null,"Covariance Matrix"]
["Intercept Term",null,null,null,null,-5.3287219340215124,{"$f":"SQRT(INDEX(N3:S8,,ROWS($1:1)))","v":0.72385869855443941},{"$f":"(F3/G3)^2","v":54.192417012849688},{"$f":"F3/G3","v":-7.361549905614285},{"$f":"2*(1-NORMDIST(ABS(I3),0,1,1))","v":1.8185453143360064E-13},null,null,null,{"$f":"MINVERSE(MMULT(MMULT(TRANSPOSE(C17:H1016),IF(L17:L1016=TRANSPOSE(L17:L1016),L17:L1016,0)),C17:H1016))","v":0.5239714154729268},-2.3601295478197209E-2,-1.3545862808506353E-2,-1.3140398024325822E-2,-2.3204239274092972E-2,-2.7103955551017061E-2]
["X2 = the entrées are delicious",null,null,null,null,0.42609445379608679,{"$f":"SQRT(INDEX(N4:S9,,ROWS($1:2)))","v":7.5388897189538381E-2},{"$f":"(F4/G4)^2","v":31.944565240984819},{"$f":"F4/G4","v":5.6519523388812134},{"$f":"2*(1-NORMDIST(ABS(I4),0,1,1))","v":1.5863558244788578E-8},{"$f":"EXP(F4)","v":1.5312654021329031},null,null,-2.360129547819732E-2,5.6834858194547873E-3,-1.373873821133022E-4,1.4695420608723539E-4,5.4783813738791235E-5,-1.9549125511493831E-3]
["X4 = parking at the restaurant is ample",null,null,null,null,0.13764358097143761,{"$f":"SQRT(INDEX(N5:S10,,ROWS($1:3)))","v":7.34827997044952E-2},3.50865394560675,1.8731401297304882,6.1049037137530071E-2,{"$f":"EXP(F5)","v":1.1475664628513382},null,null,-1.3545862808505759E-2,-1.3738738211335158E-4,5.3997218524109592E-3,-3.1116006378206049E-3,-1.7690440078835198E-5,9.6152391676179415E-5]
["X6 = the noise level in the restaurant is not distracting to me",null,null,null,null,0.12869782628007026,{"$f":"SQRT(INDEX(N6:S11,,ROWS($1:4)))","v":7.2065678321853871E-2},3.1892272466351548,1.7858407674356509,7.4125043799478707E-2,{"$f":"EXP(F6)","v":1.1373463960442032},null,null,-1.3140398024326387E-2,1.4695420608727737E-4,-3.1116006378205836E-3,5.193461991988918E-3,2.0023835967843817E-4,-1.1224226918316732E-4]
["X8 = the wait for food service is excessive",null,null,null,null,-0.46235368327179216,{"$f":"SQRT(INDEX(N7:S12,,ROWS($1:5)))","v":7.6895702978894892E-2},36.153013241924626,-6.0127375829920124,1.8241619326175851E-9,{"$f":"EXP(F7)","v":0.62979955098010643},null,null,-2.3204239274092944E-2,5.478381373878517E-5,-1.7690440078812504E-5,2.0023835967841421E-4,5.9129491366184256E-3,1.8743059227639928E-3]
["X10 = restaurant service personnel are courteous and friendly",null,null,null,null,0.25659798330236938,{"$f":"SQRT(INDEX(N8:S13,,ROWS($1:6)))","v":7.6119860047040772E-2},11.363458109371582,3.3709728728323491,7.490323312862035E-4,{"$f":"EXP(F8)","v":1.2925254055029176},null,null,-2.7103955551016943E-2,-1.9549125511493948E-3,9.6152391676195285E-5,-1.1224226918318915E-4,1.8743059227639899E-3,5.7942330935810736E-3]
[]
["Deviance (-2LL)",null,null,null,{"$f":"-2*SUM(K17:K1016)","v":1111.0645678116921}]
["Akaike's Information Criterion (AIC) =",null,null,null,{"$f":"E10+2*6","v":1123.0645678116921}]
["Bayesian Information Criterion (BIC) =",null,null,null,{"$f":"E10+6*LOG(1000)","v":1129.0645678116921}]
["% Correctly Classified (Training Sample) =",null,null,null,{"$f":"SUM(N17:N1016)/1000","v":0.78200000000000003}]
["% Correctly Classified (Holdout Sample) =",null,null,null,{"$f":"SUM(N1017:N1516)/500","v":0.754}]
[null,null,null,null,null,null,null,null,null,"Prob"]
["Customer","Y","X0","X2","X4","X6","X8","X10",null,"Y = 1","LL","V","PRED","Correct?"]
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{"sheet":"ST_BestSub4","index":2,"n_rows":1516,"n_cols":16,"rows_kept":1516,"cut":false,"hidden":false,"merged":[]}
["Logistic Regression Significance Testing for the 4-Predictor Model"]
["Y = 1 if recommended the resataurant, else 0",null,null,null,"b-hat","se(b-hat)","Wald","z","p-value","exp(b-hat)",null,"Covariance Matrix"]
["Intercept Term",null,null,null,-5.0073683165738414,{"$f":"SQRT(INDEX(L3:P7,,ROWS($1:1)))","v":0.698646653089532},{"$f":"(E3/F3)^2","v":51.369330832007385},{"$f":"E3/F3","v":-7.1672401126240626},{"$f":"2*(1-NORMDIST(ABS(H3),0,1,1))","v":7.6516570857165789E-13},null,null,{"$f":"MINVERSE(MMULT(MMULT(TRANSPOSE(C17:G1016),IF(N17:N1016=TRANSPOSE(N17:N1016),N17:N1016,0)),C17:G1016))","v":0.48810714587320481},-2.3754226394589514E-2,-2.0840089437956757E-2,-2.3275463561580299E-2,-2.6861452708218783E-2]
["X2 = the entrées are delicious",null,null,null,0.43133802070028537,{"$f":"SQRT(INDEX(L4:P8,,ROWS($1:2)))","v":7.5255082282729591E-2},{"$f":"(E4/F4)^2","v":32.852151156486819},{"$f":"E4/F4","v":5.7316796104184693},9.9440973233555496E-9,{"$f":"EXP(E4)","v":1.5393157826260098},null,-2.3754226394589774E-2,5.6633274093804021E-3,6.8338829082431244E-5,4.5653082871010786E-5,-1.9650055289315857E-3]
["X6 = the noise level in the restaurant is not distracting to me",null,null,null,0.20948814185567613,{"$f":"SQRT(INDEX(L5:P9,,ROWS($1:3)))","v":5.8130385118406028E-2},12.987109098036433,3.6037631856208909,3.1364284534940445E-4,{"$f":"EXP(E5)","v":1.2330467533777711},null,-2.0840089437956597E-2,6.8338829082422177E-5,3.3791416740142008E-3,1.9654400458107829E-4,-5.3986900052783613E-5]
["X8 = the wait for food service is excessive",null,null,null,-0.46340131026549813,{"$f":"SQRT(INDEX(L6:P10,,ROWS($1:4)))","v":7.6875299927738547E-2},36.33631388617674,-6.027961005694773,1.6604109198681272E-9,{"$f":"EXP(E6)","v":0.62914010145874888},null,-2.3275463561580428E-2,4.5653082871004057E-5,1.9654400458109022E-4,5.9098117389797577E-3,1.8835167891909043E-3]
["X10 = restaurant service personnel are courteous and friendly",null,null,null,0.25493924735790252,{"$f":"SQRT(INDEX(L7:P11,,ROWS($1:5)))","v":7.6155505148194122E-2},11.206520560878978,3.3476141594991167,8.1510408592744277E-4,{"$f":"EXP(E7)","v":1.29038322430132},null,-2.6861452708218658E-2,-1.9650055289316157E-3,-5.3986900052769939E-5,1.8835167891908893E-3,5.799660964376621E-3]
[]
["Deviance (-2LL)",null,null,null,{"$f":"-2*SUM(M17:M1016)","v":1114.615446909437}]
["Akaike's Information Criterion (AIC) =",null,null,null,{"$f":"E9+2*5","v":1124.615446909437}]
["Bayesian Information Criterion (BIC) =",null,null,null,{"$f":"E9+5*LOG(1000)","v":1129.615446909437}]
[]
["% Correctly Classified (Training Sample) =",null,null,null,{"$f":"SUM(P17:P1016)/1000","v":0.79100000000000004}]
["% Correctly Classified (Holdout Sample) =",null,null,null,{"$f":"SUM(P1017:P1516)/500","v":0.76800000000000002}]
[null,null,null,null,null,null,null,null,null,null,null,"Prob"]
["Customer","Y","X0","X2","X6","X8","X10",null,null,null,null,"Y = 1","LL","V","PRED","Correct?"]
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