Laboratorio 7
Erik De Luca
2022-11-29
Esercizio 1
Dati sugli indiani
data(PimaIndiansDiabetes2)
df = PimaIndiansDiabetes2 %>% tibble
dfAnalizzo quali sono le colonne con più valori
mancanti(NA).
DataExplorer::plot_missing(df)
Provo a vedere anche quali sono le variabili più correlate per capire se sia necessario conservare o meno insulin e triceps.
DataExplorer::plot_correlation(df %>% na.omit)
scoreNA = sapply(1:ncol(df),function(c) sum(is.na(df[,c])))
names(scoreNA) = names(df)
scoreNA## pregnant glucose pressure triceps insulin mass pedigree age
## 0 5 35 227 374 11 0 0
## diabetes
## 0Un altro metodo può essere quello di costruire diversi GLM ma con diversi parametri inclusi e allo stesso tempo diversi dati, in quanto quando includo alcuni parametri non potrò usare i dati che non possiedono i valori per quei determinati parametri. Questa procedura risulta essere però, molto laboriosa.
Si procede allora alla creazione di una funzione, che come
stepAIC della libreria MASS in versione
backward, parte da un modello contenente tutte le variabili e
successivamente rimuove quelle con più NA. La funzione creata è stata
generalizzata per lavorare su diversi modelli, non solo GLM, ma anche LM
e GAM. Ha, tuttavia, molte limitazioni, come l’incapacità d inserire
splines, polinomiali e simili sulle variabili indipendenti. Un’altra
limitazione è la mancanza di un partizionamento dei dati e
successivamente di un metodo di validazione del modello.
Infine, eseguendo la funzione, il modello migliore secondo il criterio d’informazione di Akaike risulta essere il primo, ovvero il modello completo.
eliminaVariabiliNA = function(funzioneModello = glm,
variabileRisposta,
dataframe,
famiglia,
variabiliFunzione = new.env(),
modelli = new.env())
{
if(length(variabiliFunzione$passo) == 0) # passo 0
{
variabiliFunzione$passo = 0
# costruisco una tabella con il numero di NA per ciascua variabile indipendente
colonne = c(1:ncol(dataframe))[names(dataframe) != variabileRisposta]
variabiliFunzione$scoreNA = sapply(colonne,function(c) sum(is.na(dataframe[,c])))
names(variabiliFunzione$scoreNA) = names(dataframe)[names(dataframe)!=variabileRisposta]
# definisco gli argomenti da inserire all'interno della funzione in base a ciò che ho in input, nel lm non serve la famiglia
if(length(famiglia)>0)
{
variabiliFunzione$argomenti = list(formula = as.formula(paste(variabileRisposta," ~ .")),
data = dataframe,
family = famiglia)
}else
{
variabiliFunzione$argomenti = list(formula = as.formula(paste(variabileRisposta," ~ .")),
data = dataframe)
}
modello = do.call(funzioneModello,list(formula = as.formula(paste(variabileRisposta," ~ .")),
data = dataframe,
family = binomial(link = logit)))
}else # passo N
{
variabiliFunzione$argomenti$formula = modelli$formula[[variabiliFunzione$passo]]
# rimuovo la variabile con più NA presente nel modello precedente
modello = update(object = do.call(funzioneModello, variabiliFunzione$argomenti),
sprintf(". ~ . - %s",
deparse(as.name(names(sort(scoreNA, T)[variabiliFunzione$passo])))))
}
# incapsulo le informazioni più interessanti del modello
modelli$AIC = append(modelli$AIC,modello$aic)
modelli$coefficients = append(modelli$coefficients,modello$coefficients)
modelli$formula = append(modelli$formula,modello$formula)
modelli$deviance = append(modelli$deviance,modello$deviance)
variabiliFunzione$passo = variabiliFunzione$passo + 1
if(variabiliFunzione$passo < length(variabiliFunzione$scoreNA))
{
return(eliminaVariabiliNA(funzioneModello,
variabileRisposta,
dataframe,
famiglia,
variabiliFunzione,
modelli)) # ricorsività (richiamo del passo N+1)
}else
{
return(modelli)
}
}
modGlmNa = eliminaVariabiliNA(glm,"diabetes",df,binomial(logit))
modGlmNa$AIC## [1] 362.0212 482.3223 686.8611 715.2412 760.4366 925.2260 935.1037 954.7203Idea
Un’idea per ottenere un modello più performante disponibile potrebbe essere quella di generare diversi modelli con diverse variabili dipendenti e in base alla variabile risposta da predire si sceglierà il modello con le features della variabile risposta.
Riempimento NA mancanti
Essendo che il modello scelto possiede molti NA conviene fare un
riempimento dei NA ove possibile. Prima di fare ciò osservo come sono
distribuiti i NA nelle singole osseervazioni tra le variabili. Noto che
in quasi tutti i casi i NA sono “nidificati tra le variabili”, ovvero
che se pressure mancherà, allora di conseguenza mancheranno
anche insuline e triceps.
vis_miss(df, sort_miss = T, cluster = T)
Questa tabella aiuta a vedere le correlazioni tra le variabili e che tipo di modello sarebbe più adatto stimare.
PerformanceAnalytics::chart.Correlation(df %>% mutate_at("diabetes",as.numeric))
Il grafico sopra raffigura le correlazzioni tra variabili, le loro distribuzioni e le loro distribuzioini in funzione delle altre variabili.
Glucose
Partendo dalla variabile glucose, l’obbiettivo è quello
di riempire i NA in base ai dati che abbiamo. Si nota che
glucose è correlata con tutte le altre variabili, quindi
presumibilmente il modello conterrà tutte le altre variabili. C’è anche
multicollinearità, ma nessuna collinearità esatta, quindi sarebbe
opportuno anche inserire la correlazione tra le variabili esplicative.
L’obbiettivo è la previsione, più accurata possibile, degli NA e non
l’interpretabilità del modello, infatti inserendo l’interazione il
modello avrà molti stimatori in più. Per semplicità, è stato scelto un
modello di regressione lineare.
varDip = "glucose"
colonne = names(df)[names(df) != varDip]
modGlu = lm(as.formula(paste(varDip," ~ ",paste(colonne,collapse = " * "))), data = df)
modGlu %>% summary##
## Call:
## lm(formula = as.formula(paste(varDip, " ~ ", paste(colonne, collapse = " * "))),
## data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -27.086 -3.292 -0.099 3.066 74.325
##
## Coefficients:
## Estimate
## (Intercept) -1.809e+04
## pregnant 5.234e+03
## pressure 2.404e+02
## triceps 4.608e+02
## insulin 1.439e+02
## mass 4.947e+02
## pedigree 2.876e+04
## age 8.920e+02
## diabetespos 6.105e+05
## pregnant:pressure -6.815e+01
## pregnant:triceps -1.464e+02
## pressure:triceps -5.516e+00
## pregnant:insulin -4.703e+01
## pressure:insulin -2.093e+00
## triceps:insulin -3.825e+00
## pregnant:mass -1.441e+02
## pressure:mass -6.675e+00
## triceps:mass -1.082e+01
## insulin:mass -3.799e+00
## pregnant:pedigree -1.053e+04
## pressure:pedigree -3.447e+02
## triceps:pedigree -4.080e+02
## insulin:pedigree -2.311e+02
## mass:pedigree -8.387e+02
## pregnant:age -2.516e+02
## pressure:age -1.195e+01
## triceps:age -2.374e+01
## insulin:age -7.187e+00
## mass:age -2.516e+01
## pedigree:age -1.450e+03
## pregnant:diabetespos -7.993e+04
## pressure:diabetespos -7.061e+03
## triceps:diabetespos -2.129e+04
## insulin:diabetespos -5.565e+03
## mass:diabetespos -1.869e+04
## pedigree:diabetespos -1.606e+06
## age:diabetespos -2.812e+04
## pregnant:pressure:triceps 1.844e+00
## pregnant:pressure:insulin 5.969e-01
## pregnant:triceps:insulin 1.398e+00
## pressure:triceps:insulin 5.189e-02
## pregnant:pressure:mass 1.885e+00
## pregnant:triceps:mass 3.678e+00
## pressure:triceps:mass 1.325e-01
## pregnant:insulin:mass 1.294e+00
## pressure:insulin:mass 5.569e-02
## triceps:insulin:mass 8.703e-02
## pregnant:pressure:pedigree 1.362e+02
## pregnant:triceps:pedigree 2.133e+02
## pressure:triceps:pedigree 2.939e+00
## pregnant:insulin:pedigree 7.696e+01
## pressure:insulin:pedigree 3.047e+00
## triceps:insulin:pedigree 3.974e+00
## pregnant:mass:pedigree 3.169e+02
## pressure:mass:pedigree 1.031e+01
## triceps:mass:pedigree 1.071e+01
## insulin:mass:pedigree 6.420e+00
## pregnant:pressure:age 3.308e+00
## pregnant:triceps:age 6.784e+00
## pressure:triceps:age 2.921e-01
## pregnant:insulin:age 2.235e+00
## pressure:insulin:age 1.059e-01
## triceps:insulin:age 1.992e-01
## pregnant:mass:age 7.185e+00
## pressure:mass:age 3.428e-01
## triceps:mass:age 6.077e-01
## insulin:mass:age 1.966e-01
## pregnant:pedigree:age 5.247e+02
## pressure:pedigree:age 1.791e+01
## triceps:pedigree:age 2.431e+01
## insulin:pedigree:age 1.226e+01
## mass:pedigree:age 4.348e+01
## pregnant:pressure:diabetespos 1.009e+03
## pregnant:triceps:diabetespos 2.516e+03
## pressure:triceps:diabetespos 2.536e+02
## pregnant:insulin:diabetespos 1.876e+02
## pressure:insulin:diabetespos 6.881e+01
## triceps:insulin:diabetespos 1.939e+02
## pregnant:mass:diabetespos 3.592e+03
## pressure:mass:diabetespos 2.194e+02
## triceps:mass:diabetespos 6.011e+02
## insulin:mass:diabetespos 1.513e+02
## pregnant:pedigree:diabetespos 2.534e+05
## pressure:pedigree:diabetespos 2.027e+04
## triceps:pedigree:diabetespos 4.822e+04
## insulin:pedigree:diabetespos 1.275e+04
## mass:pedigree:diabetespos 4.759e+04
## pregnant:age:diabetespos 5.312e+03
## pressure:age:diabetespos 3.436e+02
## triceps:age:diabetespos 8.720e+02
## insulin:age:diabetespos 2.361e+02
## mass:age:diabetespos 8.452e+02
## pedigree:age:diabetespos 6.809e+04
## pregnant:pressure:triceps:insulin -1.707e-02
## pregnant:pressure:triceps:mass -4.642e-02
## pregnant:pressure:insulin:mass -1.640e-02
## pregnant:triceps:insulin:mass -3.551e-02
## pressure:triceps:insulin:mass -1.204e-03
## pregnant:pressure:triceps:pedigree -2.533e+00
## pregnant:pressure:insulin:pedigree -9.213e-01
## pregnant:triceps:insulin:pedigree -1.712e+00
## pressure:triceps:insulin:pedigree -4.020e-02
## pregnant:pressure:mass:pedigree -4.173e+00
## pregnant:triceps:mass:pedigree -6.176e+00
## pressure:triceps:mass:pedigree -8.664e-02
## pregnant:insulin:mass:pedigree -2.316e+00
## pressure:insulin:mass:pedigree -8.406e-02
## triceps:insulin:mass:pedigree -9.440e-02
## pregnant:pressure:triceps:age -8.591e-02
## pregnant:pressure:insulin:age -2.930e-02
## pregnant:triceps:insulin:age -6.470e-02
## pressure:triceps:insulin:age -2.759e-03
## pregnant:pressure:mass:age -9.469e-02
## pregnant:triceps:mass:age -1.794e-01
## pressure:triceps:mass:age -7.668e-03
## pregnant:insulin:mass:age -6.293e-02
## pressure:insulin:mass:age -2.904e-03
## triceps:insulin:mass:age -4.934e-03
## pregnant:pressure:pedigree:age -6.815e+00
## pregnant:triceps:pedigree:age -1.080e+01
## pressure:triceps:pedigree:age -2.213e-01
## pregnant:insulin:pedigree:age -4.196e+00
## pressure:insulin:pedigree:age -1.665e-01
## triceps:insulin:pedigree:age -2.446e-01
## pregnant:mass:pedigree:age -1.611e+01
## pressure:mass:pedigree:age -5.473e-01
## triceps:mass:pedigree:age -7.083e-01
## insulin:mass:pedigree:age -3.505e-01
## pregnant:pressure:triceps:diabetespos -3.176e+01
## pregnant:pressure:insulin:diabetespos -3.195e+00
## pregnant:triceps:insulin:diabetespos -5.893e+00
## pressure:triceps:insulin:diabetespos -2.466e+00
## pregnant:pressure:mass:diabetespos -4.863e+01
## pregnant:triceps:mass:diabetespos -9.862e+01
## pressure:triceps:mass:diabetespos -7.153e+00
## pregnant:insulin:mass:diabetespos -9.853e+00
## pressure:insulin:mass:diabetespos -1.855e+00
## triceps:insulin:mass:diabetespos -4.997e+00
## pregnant:pressure:pedigree:diabetespos -3.190e+03
## pregnant:triceps:pedigree:diabetespos -6.288e+03
## pressure:triceps:pedigree:diabetespos -5.813e+02
## pregnant:insulin:pedigree:diabetespos -6.779e+02
## pressure:insulin:pedigree:diabetespos -1.661e+02
## triceps:insulin:pedigree:diabetespos -3.950e+02
## pregnant:mass:pedigree:diabetespos -9.487e+03
## pressure:mass:pedigree:diabetespos -6.253e+02
## triceps:mass:pedigree:diabetespos -1.351e+03
## insulin:mass:pedigree:diabetespos -3.518e+02
## pregnant:pressure:age:diabetespos -7.104e+01
## pregnant:triceps:age:diabetespos -1.546e+02
## pressure:triceps:age:diabetespos -1.069e+01
## pregnant:insulin:age:diabetespos -2.585e+01
## pressure:insulin:age:diabetespos -2.985e+00
## triceps:insulin:age:diabetespos -7.592e+00
## pregnant:mass:age:diabetespos -1.895e+02
## pressure:mass:age:diabetespos -1.036e+01
## triceps:mass:age:diabetespos -2.482e+01
## insulin:mass:age:diabetespos -6.489e+00
## pregnant:pedigree:age:diabetespos -1.413e+04
## pressure:pedigree:age:diabetespos -8.804e+02
## triceps:pedigree:age:diabetespos -1.966e+03
## insulin:pedigree:age:diabetespos -5.118e+02
## mass:pedigree:age:diabetespos -1.958e+03
## pregnant:pressure:triceps:insulin:mass 4.308e-04
## pregnant:pressure:triceps:insulin:pedigree 1.744e-02
## pregnant:pressure:triceps:mass:pedigree 7.612e-02
## pregnant:pressure:insulin:mass:pedigree 2.816e-02
## pregnant:triceps:insulin:mass:pedigree 4.969e-02
## pressure:triceps:insulin:mass:pedigree 9.466e-04
## pregnant:pressure:triceps:insulin:age 8.199e-04
## pregnant:pressure:triceps:mass:age 2.282e-03
## pregnant:pressure:insulin:mass:age 8.220e-04
## pregnant:triceps:insulin:mass:age 1.699e-03
## pressure:triceps:insulin:mass:age 6.939e-05
## pregnant:pressure:triceps:pedigree:age 1.302e-01
## pregnant:pressure:insulin:pedigree:age 5.283e-02
## pregnant:triceps:insulin:pedigree:age 9.741e-02
## pressure:triceps:insulin:pedigree:age 2.855e-03
## pregnant:pressure:mass:pedigree:age 2.111e-01
## pregnant:triceps:mass:pedigree:age 3.250e-01
## pressure:triceps:mass:pedigree:age 7.121e-03
## pregnant:insulin:mass:pedigree:age 1.271e-01
## pressure:insulin:mass:pedigree:age 4.709e-03
## triceps:insulin:mass:pedigree:age 6.492e-03
## pregnant:pressure:triceps:insulin:diabetespos 1.027e-01
## pregnant:pressure:triceps:mass:diabetespos 1.326e+00
## pregnant:pressure:insulin:mass:diabetespos 1.637e-01
## pregnant:triceps:insulin:mass:diabetespos 2.266e-01
## pressure:triceps:insulin:mass:diabetespos 6.267e-02
## pregnant:pressure:triceps:pedigree:diabetespos 7.525e+01
## pregnant:pressure:insulin:pedigree:diabetespos 9.397e+00
## pregnant:triceps:insulin:pedigree:diabetespos 1.291e+01
## pressure:triceps:insulin:pedigree:diabetespos 5.018e+00
## pregnant:pressure:mass:pedigree:diabetespos 1.276e+02
## pregnant:triceps:mass:pedigree:diabetespos 2.234e+02
## pressure:triceps:mass:pedigree:diabetespos 1.693e+01
## pregnant:insulin:mass:pedigree:diabetespos 2.850e+01
## pressure:insulin:mass:pedigree:diabetespos 4.695e+00
## triceps:insulin:mass:pedigree:diabetespos 1.038e+01
## pregnant:pressure:triceps:age:diabetespos 2.063e+00
## pregnant:pressure:insulin:age:diabetespos 3.718e-01
## pregnant:triceps:insulin:age:diabetespos 7.541e-01
## pressure:triceps:insulin:age:diabetespos 9.722e-02
## pregnant:pressure:mass:age:diabetespos 2.584e+00
## pregnant:triceps:mass:age:diabetespos 5.194e+00
## pressure:triceps:mass:age:diabetespos 3.027e-01
## pregnant:insulin:mass:age:diabetespos 8.614e-01
## pressure:insulin:mass:age:diabetespos 8.136e-02
## triceps:insulin:mass:age:diabetespos 1.992e-01
## pregnant:pressure:pedigree:age:diabetespos 1.888e+02
## pregnant:triceps:pedigree:age:diabetespos 3.824e+02
## pressure:triceps:pedigree:age:diabetespos 2.430e+01
## pregnant:insulin:pedigree:age:diabetespos 6.194e+01
## pressure:insulin:pedigree:age:diabetespos 6.729e+00
## triceps:insulin:pedigree:age:diabetespos 1.540e+01
## pregnant:mass:pedigree:age:diabetespos 4.592e+02
## pressure:mass:pedigree:age:diabetespos 2.603e+01
## triceps:mass:pedigree:age:diabetespos 5.409e+01
## insulin:mass:pedigree:age:diabetespos 1.396e+01
## pregnant:pressure:triceps:insulin:mass:pedigree -5.231e-04
## pregnant:pressure:triceps:insulin:mass:age -2.146e-05
## pregnant:pressure:triceps:insulin:pedigree:age -1.121e-03
## pregnant:pressure:triceps:mass:pedigree:age -4.027e-03
## pregnant:pressure:insulin:mass:pedigree:age -1.601e-03
## pregnant:triceps:insulin:mass:pedigree:age -2.860e-03
## pressure:triceps:insulin:mass:pedigree:age -7.656e-05
## pregnant:pressure:triceps:insulin:mass:diabetespos -4.008e-03
## pregnant:pressure:triceps:insulin:pedigree:diabetespos -1.679e-01
## pregnant:pressure:triceps:mass:pedigree:diabetespos -2.913e+00
## pregnant:pressure:insulin:mass:pedigree:diabetespos -4.277e-01
## pregnant:triceps:insulin:mass:pedigree:diabetespos -5.014e-01
## pressure:triceps:insulin:mass:pedigree:diabetespos -1.345e-01
## pregnant:pressure:triceps:insulin:age:diabetespos -1.094e-02
## pregnant:pressure:triceps:mass:age:diabetespos -7.055e-02
## pregnant:pressure:insulin:mass:age:diabetespos -1.253e-02
## pregnant:triceps:insulin:mass:age:diabetespos -2.293e-02
## pressure:triceps:insulin:mass:age:diabetespos -2.519e-03
## pregnant:pressure:triceps:pedigree:age:diabetespos -4.995e+00
## pregnant:pressure:insulin:pedigree:age:diabetespos -8.663e-01
## pregnant:triceps:insulin:pedigree:age:diabetespos -1.656e+00
## pressure:triceps:insulin:pedigree:age:diabetespos -1.972e-01
## pregnant:pressure:mass:pedigree:age:diabetespos -6.304e+00
## pregnant:triceps:mass:pedigree:age:diabetespos -1.190e+01
## pressure:triceps:mass:pedigree:age:diabetespos -6.871e-01
## pregnant:insulin:mass:pedigree:age:diabetespos -1.970e+00
## pressure:insulin:mass:pedigree:age:diabetespos -1.869e-01
## triceps:insulin:mass:pedigree:age:diabetespos -4.027e-01
## pregnant:pressure:triceps:insulin:mass:pedigree:age 3.332e-05
## pregnant:pressure:triceps:insulin:mass:pedigree:diabetespos 7.566e-03
## pregnant:pressure:triceps:insulin:mass:age:diabetespos 3.369e-04
## pregnant:pressure:triceps:insulin:pedigree:age:diabetespos 2.269e-02
## pregnant:pressure:triceps:mass:pedigree:age:diabetespos 1.603e-01
## pregnant:pressure:insulin:mass:pedigree:age:diabetespos 2.840e-02
## pregnant:triceps:insulin:mass:pedigree:age:diabetespos 4.899e-02
## pressure:triceps:insulin:mass:pedigree:age:diabetespos 5.232e-03
## pregnant:pressure:triceps:insulin:mass:pedigree:age:diabetespos -6.963e-04
## Std. Error
## (Intercept) 1.234e+04
## pregnant 4.180e+03
## pressure 1.736e+02
## triceps 4.318e+02
## insulin 1.094e+02
## mass 3.911e+02
## pedigree 2.849e+04
## age 5.135e+02
## diabetespos 6.976e+05
## pregnant:pressure 5.748e+01
## pregnant:triceps 1.412e+02
## pressure:triceps 6.076e+00
## pregnant:insulin 3.651e+01
## pressure:insulin 1.561e+00
## triceps:insulin 3.874e+00
## pregnant:mass 1.281e+02
## pressure:mass 5.502e+00
## triceps:mass 1.297e+01
## insulin:mass 3.375e+00
## pregnant:pedigree 9.255e+03
## pressure:pedigree 3.992e+02
## triceps:pedigree 9.698e+02
## insulin:pedigree 2.464e+02
## mass:pedigree 9.133e+02
## pregnant:age 1.658e+02
## pressure:age 7.173e+00
## triceps:age 1.772e+01
## insulin:age 4.732e+00
## mass:age 1.614e+01
## pedigree:age 1.174e+03
## pregnant:diabetespos 1.039e+05
## pressure:diabetespos 9.907e+03
## triceps:diabetespos 2.528e+04
## insulin:diabetespos 4.238e+03
## mass:diabetespos 1.852e+04
## pedigree:diabetespos 1.261e+06
## age:diabetespos 2.205e+04
## pregnant:pressure:triceps 1.910e+00
## pregnant:pressure:insulin 4.999e-01
## pregnant:triceps:insulin 1.192e+00
## pressure:triceps:insulin 5.534e-02
## pregnant:pressure:mass 1.751e+00
## pregnant:triceps:mass 4.307e+00
## pressure:triceps:mass 1.833e-01
## pregnant:insulin:mass 1.109e+00
## pressure:insulin:mass 4.784e-02
## triceps:insulin:mass 1.144e-01
## pregnant:pressure:pedigree 1.285e+02
## pregnant:triceps:pedigree 3.172e+02
## pressure:triceps:pedigree 1.361e+01
## pregnant:insulin:pedigree 7.303e+01
## pressure:insulin:pedigree 3.458e+00
## triceps:insulin:pedigree 8.270e+00
## pregnant:mass:pedigree 2.903e+02
## pressure:mass:pedigree 1.278e+01
## triceps:mass:pedigree 2.894e+01
## insulin:mass:pedigree 7.806e+00
## pregnant:pressure:age 2.272e+00
## pregnant:triceps:age 5.400e+00
## pressure:triceps:age 2.482e-01
## pregnant:insulin:age 1.484e+00
## pressure:insulin:age 6.696e-02
## triceps:insulin:age 1.657e-01
## pregnant:mass:age 4.954e+00
## pressure:mass:age 2.250e-01
## triceps:mass:age 5.242e-01
## insulin:mass:age 1.449e-01
## pregnant:pedigree:age 3.560e+02
## pressure:pedigree:age 1.641e+01
## triceps:pedigree:age 3.975e+01
## insulin:pedigree:age 1.057e+01
## mass:pedigree:age 3.733e+01
## pregnant:pressure:diabetespos 1.453e+03
## pregnant:triceps:diabetespos 3.835e+03
## pressure:triceps:diabetespos 3.504e+02
## pregnant:insulin:diabetespos 5.534e+02
## pressure:insulin:diabetespos 6.142e+01
## triceps:insulin:diabetespos 1.512e+02
## pregnant:mass:diabetespos 2.704e+03
## pressure:mass:diabetespos 2.638e+02
## triceps:mass:diabetespos 6.687e+02
## insulin:mass:diabetespos 1.117e+02
## pregnant:pedigree:diabetespos 1.965e+05
## pressure:pedigree:diabetespos 1.758e+04
## triceps:pedigree:diabetespos 4.534e+04
## insulin:pedigree:diabetespos 7.568e+03
## mass:pedigree:diabetespos 3.448e+04
## pregnant:age:diabetespos 3.048e+03
## pressure:age:diabetespos 3.152e+02
## triceps:age:diabetespos 8.064e+02
## insulin:age:diabetespos 1.349e+02
## mass:age:diabetespos 5.955e+02
## pedigree:age:diabetespos 4.194e+04
## pregnant:pressure:triceps:insulin 1.608e-02
## pregnant:pressure:triceps:mass 5.807e-02
## pregnant:pressure:insulin:mass 1.507e-02
## pregnant:triceps:insulin:mass 3.598e-02
## pressure:triceps:insulin:mass 1.631e-03
## pregnant:pressure:triceps:pedigree 4.345e+00
## pregnant:pressure:insulin:pedigree 1.008e+00
## pregnant:triceps:insulin:pedigree 2.370e+00
## pressure:triceps:insulin:pedigree 1.173e-01
## pregnant:pressure:mass:pedigree 4.027e+00
## pregnant:triceps:mass:pedigree 9.719e+00
## pressure:triceps:mass:pedigree 4.063e-01
## pregnant:insulin:mass:pedigree 2.256e+00
## pressure:insulin:mass:pedigree 1.079e-01
## triceps:insulin:mass:pedigree 2.467e-01
## pregnant:pressure:triceps:age 7.287e-02
## pregnant:pressure:insulin:age 2.017e-02
## pregnant:triceps:insulin:age 4.712e-02
## pressure:triceps:insulin:age 2.352e-03
## pregnant:pressure:mass:age 6.757e-02
## pregnant:triceps:mass:age 1.604e-01
## pressure:triceps:mass:age 7.362e-03
## pregnant:insulin:mass:age 4.455e-02
## pressure:insulin:mass:age 2.035e-03
## triceps:insulin:mass:age 4.837e-03
## pregnant:pressure:pedigree:age 4.904e+00
## pregnant:triceps:pedigree:age 1.178e+01
## pressure:triceps:pedigree:age 5.574e-01
## pregnant:insulin:pedigree:age 2.925e+00
## pressure:insulin:pedigree:age 1.481e-01
## triceps:insulin:pedigree:age 3.538e-01
## pregnant:mass:pedigree:age 1.087e+01
## pressure:mass:pedigree:age 5.209e-01
## triceps:mass:pedigree:age 1.169e+00
## insulin:mass:pedigree:age 3.337e-01
## pregnant:pressure:triceps:diabetespos 5.189e+01
## pregnant:pressure:insulin:diabetespos 8.153e+00
## pregnant:triceps:insulin:diabetespos 2.062e+01
## pressure:triceps:insulin:diabetespos 2.141e+00
## pregnant:pressure:mass:diabetespos 3.835e+01
## pregnant:triceps:mass:diabetespos 9.853e+01
## pressure:triceps:mass:diabetespos 9.290e+00
## pregnant:insulin:mass:diabetespos 1.385e+01
## pressure:insulin:mass:diabetespos 1.626e+00
## triceps:insulin:mass:diabetespos 3.965e+00
## pregnant:pressure:pedigree:diabetespos 2.650e+03
## pregnant:triceps:pedigree:diabetespos 7.080e+03
## pressure:triceps:pedigree:diabetespos 6.117e+02
## pregnant:insulin:pedigree:diabetespos 9.498e+02
## pressure:insulin:pedigree:diabetespos 1.071e+02
## triceps:insulin:pedigree:diabetespos 2.664e+02
## pregnant:mass:pedigree:diabetespos 5.459e+03
## pressure:mass:pedigree:diabetespos 4.847e+02
## triceps:mass:pedigree:diabetespos 1.223e+03
## insulin:mass:pedigree:diabetespos 2.038e+02
## pregnant:pressure:age:diabetespos 4.388e+01
## pregnant:triceps:age:diabetespos 1.141e+02
## pressure:triceps:age:diabetespos 1.127e+01
## pregnant:insulin:age:diabetespos 1.621e+01
## pressure:insulin:age:diabetespos 1.958e+00
## triceps:insulin:age:diabetespos 4.835e+00
## pregnant:mass:age:diabetespos 8.265e+01
## pressure:mass:age:diabetespos 8.520e+00
## triceps:mass:age:diabetespos 2.158e+01
## insulin:mass:age:diabetespos 3.611e+00
## pregnant:pedigree:age:diabetespos 6.785e+03
## pressure:pedigree:age:diabetespos 5.870e+02
## triceps:pedigree:age:diabetespos 1.492e+03
## insulin:pedigree:age:diabetespos 2.522e+02
## mass:pedigree:age:diabetespos 1.157e+03
## pregnant:pressure:triceps:insulin:mass 4.820e-04
## pregnant:pressure:triceps:insulin:pedigree 3.245e-02
## pregnant:pressure:triceps:mass:pedigree 1.333e-01
## pregnant:pressure:insulin:mass:pedigree 3.082e-02
## pregnant:triceps:insulin:mass:pedigree 7.151e-02
## pressure:triceps:insulin:mass:pedigree 3.459e-03
## pregnant:pressure:triceps:insulin:age 6.317e-04
## pregnant:pressure:triceps:mass:age 2.157e-03
## pregnant:pressure:insulin:mass:age 6.024e-04
## pregnant:triceps:insulin:mass:age 1.402e-03
## pressure:triceps:insulin:mass:age 6.844e-05
## pregnant:pressure:triceps:pedigree:age 1.603e-01
## pregnant:pressure:insulin:pedigree:age 3.993e-02
## pregnant:triceps:insulin:pedigree:age 9.307e-02
## pressure:triceps:insulin:pedigree:age 5.004e-03
## pregnant:pressure:mass:pedigree:age 1.498e-01
## pregnant:triceps:mass:pedigree:age 3.509e-01
## pressure:triceps:mass:pedigree:age 1.639e-02
## pregnant:insulin:mass:pedigree:age 8.930e-02
## pressure:insulin:mass:pedigree:age 4.608e-03
## triceps:insulin:mass:pedigree:age 1.048e-02
## pregnant:pressure:triceps:insulin:diabetespos 2.920e-01
## pregnant:pressure:triceps:mass:diabetespos 1.345e+00
## pregnant:pressure:insulin:mass:diabetespos 2.089e-01
## pregnant:triceps:insulin:mass:diabetespos 5.146e-01
## pressure:triceps:insulin:mass:diabetespos 5.634e-02
## pregnant:pressure:triceps:pedigree:diabetespos 9.301e+01
## pregnant:pressure:insulin:pedigree:diabetespos 1.352e+01
## pregnant:triceps:insulin:pedigree:diabetespos 3.555e+01
## pressure:triceps:insulin:pedigree:diabetespos 3.655e+00
## pregnant:pressure:mass:pedigree:diabetespos 7.490e+01
## pregnant:triceps:mass:pedigree:diabetespos 1.892e+02
## pressure:triceps:mass:pedigree:diabetespos 1.661e+01
## pregnant:insulin:mass:pedigree:diabetespos 2.474e+01
## pressure:insulin:mass:pedigree:diabetespos 2.915e+00
## triceps:insulin:mass:pedigree:diabetespos 7.088e+00
## pregnant:pressure:triceps:age:diabetespos 1.591e+00
## pregnant:pressure:insulin:age:diabetespos 2.478e-01
## pregnant:triceps:insulin:age:diabetespos 6.243e-01
## pressure:triceps:insulin:age:diabetespos 6.881e-02
## pregnant:pressure:mass:age:diabetespos 1.201e+00
## pregnant:triceps:mass:age:diabetespos 2.987e+00
## pressure:triceps:mass:age:diabetespos 3.022e-01
## pregnant:insulin:mass:age:diabetespos 4.183e-01
## pressure:insulin:mass:age:diabetespos 5.254e-02
## triceps:insulin:mass:age:diabetespos 1.283e-01
## pregnant:pressure:pedigree:age:diabetespos 9.381e+01
## pregnant:triceps:pedigree:age:diabetespos 2.355e+02
## pressure:triceps:pedigree:age:diabetespos 2.021e+01
## pregnant:insulin:pedigree:age:diabetespos 3.232e+01
## pressure:insulin:pedigree:age:diabetespos 3.568e+00
## triceps:insulin:pedigree:age:diabetespos 8.792e+00
## pregnant:mass:pedigree:age:diabetespos 1.928e+02
## pressure:mass:pedigree:age:diabetespos 1.634e+01
## triceps:mass:pedigree:age:diabetespos 4.045e+01
## insulin:mass:pedigree:age:diabetespos 6.855e+00
## pregnant:pressure:triceps:insulin:mass:pedigree 9.705e-04
## pregnant:pressure:triceps:insulin:mass:age 1.870e-05
## pregnant:pressure:triceps:insulin:pedigree:age 1.263e-03
## pregnant:pressure:triceps:mass:pedigree:age 4.780e-03
## pregnant:pressure:insulin:mass:pedigree:age 1.211e-03
## pregnant:triceps:insulin:mass:pedigree:age 2.761e-03
## pressure:triceps:insulin:mass:pedigree:age 1.467e-04
## pregnant:pressure:triceps:insulin:mass:diabetespos 7.403e-03
## pregnant:pressure:triceps:insulin:pedigree:diabetespos 4.869e-01
## pregnant:pressure:triceps:mass:pedigree:diabetespos 2.519e+00
## pregnant:pressure:insulin:mass:pedigree:diabetespos 3.608e-01
## pregnant:triceps:insulin:mass:pedigree:diabetespos 9.077e-01
## pressure:triceps:insulin:mass:pedigree:diabetespos 9.810e-02
## pregnant:pressure:triceps:insulin:age:diabetespos 9.135e-03
## pregnant:pressure:triceps:mass:age:diabetespos 4.209e-02
## pregnant:pressure:insulin:mass:age:diabetespos 6.530e-03
## pregnant:triceps:insulin:mass:age:diabetespos 1.581e-02
## pressure:triceps:insulin:mass:age:diabetespos 1.831e-03
## pregnant:pressure:triceps:pedigree:age:diabetespos 3.178e+00
## pregnant:pressure:insulin:pedigree:age:diabetespos 4.723e-01
## pregnant:triceps:insulin:pedigree:age:diabetespos 1.186e+00
## pressure:triceps:insulin:pedigree:age:diabetespos 1.208e-01
## pregnant:pressure:mass:pedigree:age:diabetespos 2.708e+00
## pregnant:triceps:mass:pedigree:age:diabetespos 6.381e+00
## pressure:triceps:mass:pedigree:age:diabetespos 5.521e-01
## pregnant:insulin:mass:pedigree:age:diabetespos 8.744e-01
## pressure:insulin:mass:pedigree:age:diabetespos 9.803e-02
## triceps:insulin:mass:pedigree:age:diabetespos 2.352e-01
## pregnant:pressure:triceps:insulin:mass:pedigree:age 3.721e-05
## pregnant:pressure:triceps:insulin:mass:pedigree:diabetespos 1.265e-02
## pregnant:pressure:triceps:insulin:mass:age:diabetespos 2.354e-04
## pregnant:pressure:triceps:insulin:pedigree:age:diabetespos 1.669e-02
## pregnant:pressure:triceps:mass:pedigree:age:diabetespos 8.738e-02
## pregnant:pressure:insulin:mass:pedigree:age:diabetespos 1.306e-02
## pregnant:triceps:insulin:mass:pedigree:age:diabetespos 3.082e-02
## pressure:triceps:insulin:mass:pedigree:age:diabetespos 3.262e-03
## pregnant:pressure:triceps:insulin:mass:pedigree:age:diabetespos 4.424e-04
## t value
## (Intercept) -1.466
## pregnant 1.252
## pressure 1.384
## triceps 1.067
## insulin 1.315
## mass 1.265
## pedigree 1.010
## age 1.737
## diabetespos 0.875
## pregnant:pressure -1.186
## pregnant:triceps -1.037
## pressure:triceps -0.908
## pregnant:insulin -1.288
## pressure:insulin -1.341
## triceps:insulin -0.987
## pregnant:mass -1.125
## pressure:mass -1.213
## triceps:mass -0.834
## insulin:mass -1.126
## pregnant:pedigree -1.138
## pressure:pedigree -0.863
## triceps:pedigree -0.421
## insulin:pedigree -0.938
## mass:pedigree -0.918
## pregnant:age -1.518
## pressure:age -1.666
## triceps:age -1.340
## insulin:age -1.519
## mass:age -1.559
## pedigree:age -1.235
## pregnant:diabetespos -0.770
## pressure:diabetespos -0.713
## triceps:diabetespos -0.842
## insulin:diabetespos -1.313
## mass:diabetespos -1.009
## pedigree:diabetespos -1.274
## age:diabetespos -1.275
## pregnant:pressure:triceps 0.965
## pregnant:pressure:insulin 1.194
## pregnant:triceps:insulin 1.173
## pressure:triceps:insulin 0.938
## pregnant:pressure:mass 1.077
## pregnant:triceps:mass 0.854
## pressure:triceps:mass 0.723
## pregnant:insulin:mass 1.167
## pressure:insulin:mass 1.164
## triceps:insulin:mass 0.761
## pregnant:pressure:pedigree 1.060
## pregnant:triceps:pedigree 0.672
## pressure:triceps:pedigree 0.216
## pregnant:insulin:pedigree 1.054
## pressure:insulin:pedigree 0.881
## triceps:insulin:pedigree 0.480
## pregnant:mass:pedigree 1.092
## pressure:mass:pedigree 0.807
## triceps:mass:pedigree 0.370
## insulin:mass:pedigree 0.822
## pregnant:pressure:age 1.456
## pregnant:triceps:age 1.256
## pressure:triceps:age 1.177
## pregnant:insulin:age 1.506
## pressure:insulin:age 1.581
## triceps:insulin:age 1.202
## pregnant:mass:age 1.450
## pressure:mass:age 1.524
## triceps:mass:age 1.159
## insulin:mass:age 1.357
## pregnant:pedigree:age 1.474
## pressure:pedigree:age 1.091
## triceps:pedigree:age 0.612
## insulin:pedigree:age 1.161
## mass:pedigree:age 1.165
## pregnant:pressure:diabetespos 0.694
## pregnant:triceps:diabetespos 0.656
## pressure:triceps:diabetespos 0.724
## pregnant:insulin:diabetespos 0.339
## pressure:insulin:diabetespos 1.120
## triceps:insulin:diabetespos 1.283
## pregnant:mass:diabetespos 1.328
## pressure:mass:diabetespos 0.832
## triceps:mass:diabetespos 0.899
## insulin:mass:diabetespos 1.355
## pregnant:pedigree:diabetespos 1.290
## pressure:pedigree:diabetespos 1.153
## triceps:pedigree:diabetespos 1.064
## insulin:pedigree:diabetespos 1.685
## mass:pedigree:diabetespos 1.380
## pregnant:age:diabetespos 1.743
## pressure:age:diabetespos 1.090
## triceps:age:diabetespos 1.081
## insulin:age:diabetespos 1.751
## mass:age:diabetespos 1.419
## pedigree:age:diabetespos 1.623
## pregnant:pressure:triceps:insulin -1.062
## pregnant:pressure:triceps:mass -0.799
## pregnant:pressure:insulin:mass -1.088
## pregnant:triceps:insulin:mass -0.987
## pressure:triceps:insulin:mass -0.738
## pregnant:pressure:triceps:pedigree -0.583
## pregnant:pressure:insulin:pedigree -0.914
## pregnant:triceps:insulin:pedigree -0.722
## pressure:triceps:insulin:pedigree -0.343
## pregnant:pressure:mass:pedigree -1.036
## pregnant:triceps:mass:pedigree -0.635
## pressure:triceps:mass:pedigree -0.213
## pregnant:insulin:mass:pedigree -1.027
## pressure:insulin:mass:pedigree -0.779
## triceps:insulin:mass:pedigree -0.383
## pregnant:pressure:triceps:age -1.179
## pregnant:pressure:insulin:age -1.453
## pregnant:triceps:insulin:age -1.373
## pressure:triceps:insulin:age -1.173
## pregnant:pressure:mass:age -1.401
## pregnant:triceps:mass:age -1.119
## pressure:triceps:mass:age -1.042
## pregnant:insulin:mass:age -1.412
## pressure:insulin:mass:age -1.427
## triceps:insulin:mass:age -1.020
## pregnant:pressure:pedigree:age -1.390
## pregnant:triceps:pedigree:age -0.917
## pressure:triceps:pedigree:age -0.397
## pregnant:insulin:pedigree:age -1.434
## pressure:insulin:pedigree:age -1.124
## triceps:insulin:pedigree:age -0.691
## pregnant:mass:pedigree:age -1.482
## pressure:mass:pedigree:age -1.051
## triceps:mass:pedigree:age -0.606
## insulin:mass:pedigree:age -1.050
## pregnant:pressure:triceps:diabetespos -0.612
## pregnant:pressure:insulin:diabetespos -0.392
## pregnant:triceps:insulin:diabetespos -0.286
## pressure:triceps:insulin:diabetespos -1.152
## pregnant:pressure:mass:diabetespos -1.268
## pregnant:triceps:mass:diabetespos -1.001
## pressure:triceps:mass:diabetespos -0.770
## pregnant:insulin:mass:diabetespos -0.712
## pressure:insulin:mass:diabetespos -1.140
## triceps:insulin:mass:diabetespos -1.260
## pregnant:pressure:pedigree:diabetespos -1.204
## pregnant:triceps:pedigree:diabetespos -0.888
## pressure:triceps:pedigree:diabetespos -0.950
## pregnant:insulin:pedigree:diabetespos -0.714
## pressure:insulin:pedigree:diabetespos -1.551
## triceps:insulin:pedigree:diabetespos -1.483
## pregnant:mass:pedigree:diabetespos -1.738
## pressure:mass:pedigree:diabetespos -1.290
## triceps:mass:pedigree:diabetespos -1.105
## insulin:mass:pedigree:diabetespos -1.726
## pregnant:pressure:age:diabetespos -1.619
## pregnant:triceps:age:diabetespos -1.355
## pressure:triceps:age:diabetespos -0.948
## pregnant:insulin:age:diabetespos -1.595
## pressure:insulin:age:diabetespos -1.524
## triceps:insulin:age:diabetespos -1.570
## pregnant:mass:age:diabetespos -2.293
## pressure:mass:age:diabetespos -1.216
## triceps:mass:age:diabetespos -1.150
## insulin:mass:age:diabetespos -1.797
## pregnant:pedigree:age:diabetespos -2.082
## pressure:pedigree:age:diabetespos -1.500
## triceps:pedigree:age:diabetespos -1.317
## insulin:pedigree:age:diabetespos -2.030
## mass:pedigree:age:diabetespos -1.693
## pregnant:pressure:triceps:insulin:mass 0.894
## pregnant:pressure:triceps:insulin:pedigree 0.537
## pregnant:pressure:triceps:mass:pedigree 0.571
## pregnant:pressure:insulin:mass:pedigree 0.914
## pregnant:triceps:insulin:mass:pedigree 0.695
## pressure:triceps:insulin:mass:pedigree 0.274
## pregnant:pressure:triceps:insulin:age 1.298
## pregnant:pressure:triceps:mass:age 1.058
## pregnant:pressure:insulin:mass:age 1.364
## pregnant:triceps:insulin:mass:age 1.212
## pressure:triceps:insulin:mass:age 1.014
## pregnant:pressure:triceps:pedigree:age 0.812
## pregnant:pressure:insulin:pedigree:age 1.323
## pregnant:triceps:insulin:pedigree:age 1.047
## pressure:triceps:insulin:pedigree:age 0.571
## pregnant:pressure:mass:pedigree:age 1.410
## pregnant:triceps:mass:pedigree:age 0.926
## pressure:triceps:mass:pedigree:age 0.435
## pregnant:insulin:mass:pedigree:age 1.423
## pressure:insulin:mass:pedigree:age 1.022
## triceps:insulin:mass:pedigree:age 0.620
## pregnant:pressure:triceps:insulin:diabetespos 0.352
## pregnant:pressure:triceps:mass:diabetespos 0.985
## pregnant:pressure:insulin:mass:diabetespos 0.784
## pregnant:triceps:insulin:mass:diabetespos 0.440
## pressure:triceps:insulin:mass:diabetespos 1.112
## pregnant:pressure:triceps:pedigree:diabetespos 0.809
## pregnant:pressure:insulin:pedigree:diabetespos 0.695
## pregnant:triceps:insulin:pedigree:diabetespos 0.363
## pressure:triceps:insulin:pedigree:diabetespos 1.373
## pregnant:pressure:mass:pedigree:diabetespos 1.703
## pregnant:triceps:mass:pedigree:diabetespos 1.181
## pressure:triceps:mass:pedigree:diabetespos 1.019
## pregnant:insulin:mass:pedigree:diabetespos 1.152
## pressure:insulin:mass:pedigree:diabetespos 1.611
## triceps:insulin:mass:pedigree:diabetespos 1.464
## pregnant:pressure:triceps:age:diabetespos 1.297
## pregnant:pressure:insulin:age:diabetespos 1.500
## pregnant:triceps:insulin:age:diabetespos 1.208
## pressure:triceps:insulin:age:diabetespos 1.413
## pregnant:pressure:mass:age:diabetespos 2.152
## pregnant:triceps:mass:age:diabetespos 1.739
## pressure:triceps:mass:age:diabetespos 1.002
## pregnant:insulin:mass:age:diabetespos 2.059
## pressure:insulin:mass:age:diabetespos 1.548
## triceps:insulin:mass:age:diabetespos 1.552
## pregnant:pressure:pedigree:age:diabetespos 2.012
## pregnant:triceps:pedigree:age:diabetespos 1.623
## pressure:triceps:pedigree:age:diabetespos 1.202
## pregnant:insulin:pedigree:age:diabetespos 1.916
## pressure:insulin:pedigree:age:diabetespos 1.886
## triceps:insulin:pedigree:age:diabetespos 1.752
## pregnant:mass:pedigree:age:diabetespos 2.381
## pressure:mass:pedigree:age:diabetespos 1.593
## triceps:mass:pedigree:age:diabetespos 1.337
## insulin:mass:pedigree:age:diabetespos 2.037
## pregnant:pressure:triceps:insulin:mass:pedigree -0.539
## pregnant:pressure:triceps:insulin:mass:age -1.147
## pregnant:pressure:triceps:insulin:pedigree:age -0.887
## pregnant:pressure:triceps:mass:pedigree:age -0.842
## pregnant:pressure:insulin:mass:pedigree:age -1.322
## pregnant:triceps:insulin:mass:pedigree:age -1.036
## pressure:triceps:insulin:mass:pedigree:age -0.522
## pregnant:pressure:triceps:insulin:mass:diabetespos -0.541
## pregnant:pressure:triceps:insulin:pedigree:diabetespos -0.345
## pregnant:pressure:triceps:mass:pedigree:diabetespos -1.157
## pregnant:pressure:insulin:mass:pedigree:diabetespos -1.185
## pregnant:triceps:insulin:mass:pedigree:diabetespos -0.552
## pressure:triceps:insulin:mass:pedigree:diabetespos -1.371
## pregnant:pressure:triceps:insulin:age:diabetespos -1.198
## pregnant:pressure:triceps:mass:age:diabetespos -1.676
## pregnant:pressure:insulin:mass:age:diabetespos -1.919
## pregnant:triceps:insulin:mass:age:diabetespos -1.451
## pressure:triceps:insulin:mass:age:diabetespos -1.376
## pregnant:pressure:triceps:pedigree:age:diabetespos -1.572
## pregnant:pressure:insulin:pedigree:age:diabetespos -1.834
## pregnant:triceps:insulin:pedigree:age:diabetespos -1.396
## pressure:triceps:insulin:pedigree:age:diabetespos -1.632
## pregnant:pressure:mass:pedigree:age:diabetespos -2.328
## pregnant:triceps:mass:pedigree:age:diabetespos -1.864
## pressure:triceps:mass:pedigree:age:diabetespos -1.244
## pregnant:insulin:mass:pedigree:age:diabetespos -2.253
## pressure:insulin:mass:pedigree:age:diabetespos -1.907
## triceps:insulin:mass:pedigree:age:diabetespos -1.712
## pregnant:pressure:triceps:insulin:mass:pedigree:age 0.895
## pregnant:pressure:triceps:insulin:mass:pedigree:diabetespos 0.598
## pregnant:pressure:triceps:insulin:mass:age:diabetespos 1.431
## pregnant:pressure:triceps:insulin:pedigree:age:diabetespos 1.359
## pregnant:pressure:triceps:mass:pedigree:age:diabetespos 1.835
## pregnant:pressure:insulin:mass:pedigree:age:diabetespos 2.174
## pregnant:triceps:insulin:mass:pedigree:age:diabetespos 1.590
## pressure:triceps:insulin:mass:pedigree:age:diabetespos 1.604
## pregnant:pressure:triceps:insulin:mass:pedigree:age:diabetespos -1.574
## Pr(>|t|)
## (Intercept) 0.1450
## pregnant 0.2127
## pressure 0.1686
## triceps 0.2878
## insulin 0.1907
## mass 0.2081
## pedigree 0.3145
## age 0.0846 .
## diabetespos 0.3830
## pregnant:pressure 0.2378
## pregnant:triceps 0.3016
## pressure:triceps 0.3655
## pregnant:insulin 0.1998
## pressure:insulin 0.1822
## triceps:insulin 0.3253
## pregnant:mass 0.2627
## pressure:mass 0.2271
## triceps:mass 0.4055
## insulin:mass 0.2622
## pregnant:pedigree 0.2571
## pressure:pedigree 0.3894
## triceps:pedigree 0.6746
## insulin:pedigree 0.3499
## mass:pedigree 0.3601
## pregnant:age 0.1313
## pressure:age 0.0979 .
## triceps:age 0.1826
## insulin:age 0.1311
## mass:age 0.1213
## pedigree:age 0.2189
## pregnant:diabetespos 0.4429
## pressure:diabetespos 0.4772
## triceps:diabetespos 0.4011
## insulin:diabetespos 0.1914
## mass:diabetespos 0.3147
## pedigree:diabetespos 0.2050
## age:diabetespos 0.2044
## pregnant:pressure:triceps 0.3362
## pregnant:pressure:insulin 0.2346
## pregnant:triceps:insulin 0.2430
## pressure:triceps:insulin 0.3500
## pregnant:pressure:mass 0.2836
## pregnant:triceps:mass 0.3946
## pressure:triceps:mass 0.4709
## pregnant:insulin:mass 0.2453
## pressure:insulin:mass 0.2464
## triceps:insulin:mass 0.4481
## pregnant:pressure:pedigree 0.2910
## pregnant:triceps:pedigree 0.5025
## pressure:triceps:pedigree 0.8293
## pregnant:insulin:pedigree 0.2938
## pressure:insulin:pedigree 0.3799
## triceps:insulin:pedigree 0.6317
## pregnant:mass:pedigree 0.2769
## pressure:mass:pedigree 0.4212
## triceps:mass:pedigree 0.7119
## insulin:mass:pedigree 0.4123
## pregnant:pressure:age 0.1477
## pregnant:triceps:age 0.2112
## pressure:triceps:age 0.2413
## pregnant:insulin:age 0.1344
## pressure:insulin:age 0.1161
## triceps:insulin:age 0.2315
## pregnant:mass:age 0.1493
## pressure:mass:age 0.1298
## triceps:mass:age 0.2483
## insulin:mass:age 0.1771
## pregnant:pedigree:age 0.1428
## pressure:pedigree:age 0.2770
## triceps:pedigree:age 0.5419
## insulin:pedigree:age 0.2478
## mass:pedigree:age 0.2461
## pregnant:pressure:diabetespos 0.4889
## pregnant:triceps:diabetespos 0.5129
## pressure:triceps:diabetespos 0.4704
## pregnant:insulin:diabetespos 0.7351
## pressure:insulin:diabetespos 0.2646
## triceps:insulin:diabetespos 0.2018
## pregnant:mass:diabetespos 0.1863
## pressure:mass:diabetespos 0.4070
## triceps:mass:diabetespos 0.3703
## insulin:mass:diabetespos 0.1777
## pregnant:pedigree:diabetespos 0.1993
## pressure:pedigree:diabetespos 0.2511
## triceps:pedigree:diabetespos 0.2894
## insulin:pedigree:diabetespos 0.0943 .
## mass:pedigree:diabetespos 0.1698
## pregnant:age:diabetespos 0.0836 .
## pressure:age:diabetespos 0.2775
## triceps:age:diabetespos 0.2815
## insulin:age:diabetespos 0.0822 .
## mass:age:diabetespos 0.1580
## pedigree:age:diabetespos 0.1068
## pregnant:pressure:triceps:insulin 0.2901
## pregnant:pressure:triceps:mass 0.4255
## pregnant:pressure:insulin:mass 0.2784
## pregnant:triceps:insulin:mass 0.3253
## pressure:triceps:insulin:mass 0.4617
## pregnant:pressure:triceps:pedigree 0.5609
## pregnant:pressure:insulin:pedigree 0.3623
## pregnant:triceps:insulin:pedigree 0.4712
## pressure:triceps:insulin:pedigree 0.7323
## pregnant:pressure:mass:pedigree 0.3018
## pregnant:triceps:mass:pedigree 0.5262
## pressure:triceps:mass:pedigree 0.8314
## pregnant:insulin:mass:pedigree 0.3063
## pressure:insulin:mass:pedigree 0.4371
## triceps:insulin:mass:pedigree 0.7026
## pregnant:pressure:triceps:age 0.2405
## pregnant:pressure:insulin:age 0.1486
## pregnant:triceps:insulin:age 0.1719
## pressure:triceps:insulin:age 0.2428
## pregnant:pressure:mass:age 0.1634
## pregnant:triceps:mass:age 0.2652
## pressure:triceps:mass:age 0.2994
## pregnant:insulin:mass:age 0.1601
## pressure:insulin:mass:age 0.1559
## triceps:insulin:mass:age 0.3096
## pregnant:pressure:pedigree:age 0.1669
## pregnant:triceps:pedigree:age 0.3610
## pressure:triceps:pedigree:age 0.6920
## pregnant:insulin:pedigree:age 0.1538
## pressure:insulin:pedigree:age 0.2628
## triceps:insulin:pedigree:age 0.4905
## pregnant:mass:pedigree:age 0.1407
## pressure:mass:pedigree:age 0.2953
## triceps:mass:pedigree:age 0.5457
## insulin:mass:pedigree:age 0.2954
## pregnant:pressure:triceps:diabetespos 0.5415
## pregnant:pressure:insulin:diabetespos 0.6957
## pregnant:triceps:insulin:diabetespos 0.7755
## pressure:triceps:insulin:diabetespos 0.2514
## pregnant:pressure:mass:diabetespos 0.2069
## pregnant:triceps:mass:diabetespos 0.3187
## pressure:triceps:mass:diabetespos 0.4427
## pregnant:insulin:mass:diabetespos 0.4780
## pressure:insulin:mass:diabetespos 0.2562
## triceps:insulin:mass:diabetespos 0.2098
## pregnant:pressure:pedigree:diabetespos 0.2307
## pregnant:triceps:pedigree:diabetespos 0.3761
## pressure:triceps:pedigree:diabetespos 0.3437
## pregnant:insulin:pedigree:diabetespos 0.4766
## pressure:insulin:pedigree:diabetespos 0.1232
## triceps:insulin:pedigree:diabetespos 0.1405
## pregnant:mass:pedigree:diabetespos 0.0845 .
## pressure:mass:pedigree:diabetespos 0.1992
## triceps:mass:pedigree:diabetespos 0.2713
## insulin:mass:pedigree:diabetespos 0.0867 .
## pregnant:pressure:age:diabetespos 0.1077
## pregnant:triceps:age:diabetespos 0.1775
## pressure:triceps:age:diabetespos 0.3446
## pregnant:insulin:age:diabetespos 0.1131
## pressure:insulin:age:diabetespos 0.1297
## triceps:insulin:age:diabetespos 0.1187
## pregnant:mass:age:diabetespos 0.0234 *
## pressure:mass:age:diabetespos 0.2262
## triceps:mass:age:diabetespos 0.2521
## insulin:mass:age:diabetespos 0.0745 .
## pregnant:pedigree:age:diabetespos 0.0392 *
## pressure:pedigree:age:diabetespos 0.1360
## triceps:pedigree:age:diabetespos 0.1899
## insulin:pedigree:age:diabetespos 0.0443 *
## mass:pedigree:age:diabetespos 0.0928 .
## pregnant:pressure:triceps:insulin:mass 0.3730
## pregnant:pressure:triceps:insulin:pedigree 0.5919
## pregnant:pressure:triceps:mass:pedigree 0.5689
## pregnant:pressure:insulin:mass:pedigree 0.3625
## pregnant:triceps:insulin:mass:pedigree 0.4883
## pressure:triceps:insulin:mass:pedigree 0.7848
## pregnant:pressure:triceps:insulin:age 0.1965
## pregnant:pressure:triceps:mass:age 0.2919
## pregnant:pressure:insulin:mass:age 0.1747
## pregnant:triceps:insulin:mass:age 0.2275
## pressure:triceps:insulin:mass:age 0.3124
## pregnant:pressure:triceps:pedigree:age 0.4182
## pregnant:pressure:insulin:pedigree:age 0.1880
## pregnant:triceps:insulin:pedigree:age 0.2971
## pressure:triceps:insulin:pedigree:age 0.5692
## pregnant:pressure:mass:pedigree:age 0.1609
## pregnant:triceps:mass:pedigree:age 0.3561
## pressure:triceps:mass:pedigree:age 0.6646
## pregnant:insulin:mass:pedigree:age 0.1570
## pressure:insulin:mass:pedigree:age 0.3086
## triceps:insulin:mass:pedigree:age 0.5366
## pregnant:pressure:triceps:insulin:diabetespos 0.7254
## pregnant:pressure:triceps:mass:diabetespos 0.3262
## pregnant:pressure:insulin:mass:diabetespos 0.4347
## pregnant:triceps:insulin:mass:diabetespos 0.6604
## pressure:triceps:insulin:mass:diabetespos 0.2680
## pregnant:pressure:triceps:pedigree:diabetespos 0.4199
## pregnant:pressure:insulin:pedigree:diabetespos 0.4883
## pregnant:triceps:insulin:pedigree:diabetespos 0.7171
## pressure:triceps:insulin:pedigree:diabetespos 0.1721
## pregnant:pressure:mass:pedigree:diabetespos 0.0908 .
## pregnant:triceps:mass:pedigree:diabetespos 0.2398
## pressure:triceps:mass:pedigree:diabetespos 0.3101
## pregnant:insulin:mass:pedigree:diabetespos 0.2513
## pressure:insulin:mass:pedigree:diabetespos 0.1095
## triceps:insulin:mass:pedigree:diabetespos 0.1454
## pregnant:pressure:triceps:age:diabetespos 0.1970
## pregnant:pressure:insulin:age:diabetespos 0.1359
## pregnant:triceps:insulin:age:diabetespos 0.2292
## pressure:triceps:insulin:age:diabetespos 0.1600
## pregnant:pressure:mass:age:diabetespos 0.0331 *
## pregnant:triceps:mass:age:diabetespos 0.0844 .
## pressure:triceps:mass:age:diabetespos 0.3183
## pregnant:insulin:mass:age:diabetespos 0.0414 *
## pressure:insulin:mass:age:diabetespos 0.1238
## triceps:insulin:mass:age:diabetespos 0.1229
## pregnant:pressure:pedigree:age:diabetespos 0.0462 *
## pregnant:triceps:pedigree:age:diabetespos 0.1068
## pressure:triceps:pedigree:age:diabetespos 0.2313
## pregnant:insulin:pedigree:age:diabetespos 0.0574 .
## pressure:insulin:pedigree:age:diabetespos 0.0614 .
## triceps:insulin:pedigree:age:diabetespos 0.0820 .
## pregnant:mass:pedigree:age:diabetespos 0.0187 *
## pressure:mass:pedigree:age:diabetespos 0.1134
## triceps:mass:pedigree:age:diabetespos 0.1834
## insulin:mass:pedigree:age:diabetespos 0.0436 *
## pregnant:pressure:triceps:insulin:mass:pedigree 0.5908
## pregnant:pressure:triceps:insulin:mass:age 0.2532
## pregnant:pressure:triceps:insulin:pedigree:age 0.3764
## pregnant:pressure:triceps:mass:pedigree:age 0.4010
## pregnant:pressure:insulin:mass:pedigree:age 0.1885
## pregnant:triceps:insulin:mass:pedigree:age 0.3022
## pressure:triceps:insulin:mass:pedigree:age 0.6025
## pregnant:pressure:triceps:insulin:mass:diabetespos 0.5891
## pregnant:pressure:triceps:insulin:pedigree:diabetespos 0.7307
## pregnant:pressure:triceps:mass:pedigree:diabetespos 0.2495
## pregnant:pressure:insulin:mass:pedigree:diabetespos 0.2379
## pregnant:triceps:insulin:mass:pedigree:diabetespos 0.5816
## pressure:triceps:insulin:mass:pedigree:diabetespos 0.1727
## pregnant:pressure:triceps:insulin:age:diabetespos 0.2331
## pregnant:pressure:triceps:mass:age:diabetespos 0.0960 .
## pregnant:pressure:insulin:mass:age:diabetespos 0.0571 .
## pregnant:triceps:insulin:mass:age:diabetespos 0.1492
## pressure:triceps:insulin:mass:age:diabetespos 0.1711
## pregnant:pressure:triceps:pedigree:age:diabetespos 0.1183
## pregnant:pressure:insulin:pedigree:age:diabetespos 0.0688 .
## pregnant:triceps:insulin:pedigree:age:diabetespos 0.1650
## pressure:triceps:insulin:pedigree:age:diabetespos 0.1050
## pregnant:pressure:mass:pedigree:age:diabetespos 0.0214 *
## pregnant:triceps:mass:pedigree:age:diabetespos 0.0644 .
## pressure:triceps:mass:pedigree:age:diabetespos 0.2155
## pregnant:insulin:mass:pedigree:age:diabetespos 0.0259 *
## pressure:insulin:mass:pedigree:age:diabetespos 0.0586 .
## triceps:insulin:mass:pedigree:age:diabetespos 0.0891 .
## pregnant:pressure:triceps:insulin:mass:pedigree:age 0.3722
## pregnant:pressure:triceps:insulin:mass:pedigree:diabetespos 0.5507
## pregnant:pressure:triceps:insulin:mass:age:diabetespos 0.1546
## pregnant:pressure:triceps:insulin:pedigree:age:diabetespos 0.1764
## pregnant:pressure:triceps:mass:pedigree:age:diabetespos 0.0687 .
## pregnant:pressure:insulin:mass:pedigree:age:diabetespos 0.0314 *
## pregnant:triceps:insulin:mass:pedigree:age:diabetespos 0.1142
## pressure:triceps:insulin:mass:pedigree:age:diabetespos 0.1110
## pregnant:pressure:triceps:insulin:mass:pedigree:age:diabetespos 0.1179
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 16.68 on 136 degrees of freedom
## (376 osservazioni eliminate a causa di valori mancanti)
## Multiple R-squared: 0.8984, Adjusted R-squared: 0.7078
## F-statistic: 4.715 on 255 and 136 DF, p-value: < 2.2e-16Come si può osservare il modello non è interpretabile ma garantisceun buon \(R^2_{adj}\). Eseguendo un modello senza interazioni si otterebbe un \(R^2_{adj}\) del 47% contro il 70% di quello con interazioni. Anche seguendo il criterio dell’informazione di Akaike scegliamo il modello con interazioni. Interessante anche notare come la differenza tra \(R^2_{adj}\) e \(R^2\) nel modello con interazioni, in quanto contiene molti più parametri confronto il modello con interazioni, dove la differenza è nettamente minore.
modGluSemplice = lm(as.formula(paste(varDip, " ~ ",paste(colonne,collapse = " + "))), df)
data.frame(R2 = c(summary(modGlu)$r.squared, summary(modGluSemplice)$r.squared),
R2adj = c(summary(modGlu)$adj.r.squared, summary(modGluSemplice)$adj.r.squared),
AIC = c(AIC(modGlu), AIC(modGluSemplice)),
row.names = c("Con interazioni", "Senza interazioni"))Nel modello conviene non includere le variabili le quali hanno degli NA sia nella suddetta variabile, sia nella variabile risposta. Un’altra opzione è quella di costruire modelli ad hoc in base alle informazioni disponibili sull’osservazione con NA nella variabile risposta.
righeNA = is.na(df$glucose)
df[righeNA,]colonne = names(df)[!sapply(1:ncol(df), function(c) sum(is.na(df[,varDip]) & is.na(df[,c]))>0)]
# seleziona le righe con almeno un NA oltre la variabile dipendente e su di esse applica un modello senza le colonne le quali contengono NA nella stessa osservazione con NA sulla variabile dipendente
righe = sapply(1:nrow(df), function(r) sum(sapply(1:ncol(df), function(c) is.na(df[,varDip]) & is.na(df[,c]))[r,]))>1
df[righe,varDip] = predict(lm(as.formula(paste(varDip, " ~ ",paste(colonne,collapse = " + "))), df),
newdata = df[righe,])
# modello completo
righe = sapply(1:nrow(df), function(r) sum(sapply(1:ncol(df), function(c) is.na(df[,varDip]) & is.na(df[,c]))[r,])) == 1
df[righe,varDip] = predict(modGlu, newdata = df[righe,])
df[righeNA,]Mass
Ora ripeto la procedura con la variabile Mass.
## Start: AIC=1248.26
## mass ~ pregnant * glucose * pressure * triceps * insulin * pedigree *
## age * diabetes
##
## Df Sum of Sq
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 12.052
## <none>
## RSS AIC
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age:diabetes 2570.8 1248.1
## <none> 2558.7 1248.3
##
## Step: AIC=1248.11
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:triceps:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 1 1.144
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 1 2.669
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 7.007
## <none>
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 31.501
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 41.628
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 61.978
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 64.878
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 80.694
## RSS AIC
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 2571.9 1246.3
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 2573.4 1246.5
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2577.8 1247.2
## <none> 2570.8 1248.1
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2602.2 1250.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2612.4 1252.4
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2632.7 1255.5
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2635.6 1255.9
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2651.4 1258.3
##
## Step: AIC=1246.28
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 1 3.332
## <none>
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 14.703
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 30.558
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 47.487
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 69.243
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 80.965
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 81.421
## RSS AIC
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 2575.2 1244.8
## <none> 2571.9 1246.3
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2586.6 1246.5
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2602.4 1248.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2619.4 1251.5
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2641.1 1254.7
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2652.9 1256.5
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2653.3 1256.5
##
## Step: AIC=1244.79
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 11.541
## <none>
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 38.609
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 40.150
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 50.035
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 77.673
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 83.123
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 83.375
## RSS AIC
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2586.8 1244.5
## <none> 2575.2 1244.8
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2613.8 1248.6
## - pregnant:pressure:triceps:pedigree:age:diabetes 2615.4 1248.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2625.3 1250.4
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2652.9 1254.5
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2658.3 1255.3
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2658.6 1255.3
##
## Step: AIC=1244.55
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:triceps:insulin:pedigree:age:diabetes 1 7.214
## <none>
## - pregnant:glucose:triceps:pedigree:age:diabetes 1 28.025
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 29.857
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 45.019
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 58.987
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 72.277
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 74.478
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 81.097
## RSS AIC
## - pregnant:triceps:insulin:pedigree:age:diabetes 2594.0 1243.7
## <none> 2586.8 1244.5
## - pregnant:glucose:triceps:pedigree:age:diabetes 2614.8 1246.8
## - pregnant:pressure:triceps:pedigree:age:diabetes 2616.6 1247.1
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2631.8 1249.3
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2645.8 1251.4
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2659.0 1253.4
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2661.2 1253.7
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2667.9 1254.7
##
## Step: AIC=1243.65
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:triceps:insulin:pedigree:age:diabetes + pressure:triceps:insulin:pedigree:age:diabetes +
## pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## <none>
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 25.472
## - pregnant:glucose:triceps:pedigree:age:diabetes 1 52.793
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 57.405
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 73.883
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 82.395
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 87.274
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 87.532
## RSS AIC
## <none> 2594.0 1243.7
## - pregnant:pressure:triceps:pedigree:age:diabetes 2619.4 1245.5
## - pregnant:glucose:triceps:pedigree:age:diabetes 2646.8 1249.6
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2651.4 1250.2
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2667.9 1252.7
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2676.4 1253.9
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2681.2 1254.7
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2681.5 1254.7summary(modMass)$adj.r.squared## [1] 0.6297323Classificazione NA
Il problema è che bisogna fare diversi modelli per i diversi casi di NA nelle altree variabili, procedo allora con una iniziale classificazione
naDf = as.data.frame(sapply(1:ncol(df),
function(c) is.na(df[,varDip]) & is.na(df[,c])))
names(naDf) = names(df)
# seleziono le colonne con almeno un NA
naDf = naDf[,sapply(1:ncol(naDf), function(c) sum(naDf[,c])>0)]
ftable(xtabs(mass ~ ., naDf))## insulin FALSE TRUE
## pressure triceps
## FALSE FALSE 1 1
## TRUE 0 2
## TRUE FALSE 0 0
## TRUE 0 7I modelli da costruire saranno 4.. Il codice di seguito prende un’osservazione NA, costruisce un modello escludendo altre variabili NA nella stessa osservazione e successivamente, attraverso il modello, predice il valora della variabile NA e lo sostituisce. Ovviamente non lo fa solo alla singola osservazione ma a tutte le osservazioni che si troveranno nella medesima situazione.
## Start: AIC=2690.25
## mass ~ pregnant * glucose * pressure * pedigree * age * diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:pedigree:age:diabetes 1 30.686 24531 2689.2
## <none> 24500 2690.2
##
## Step: AIC=2689.16
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:pedigree:age 1 0.080 24531 2687.2
## - pregnant:glucose:pressure:age:diabetes 1 4.791 24535 2687.3
## - pregnant:pressure:pedigree:age:diabetes 1 9.505 24540 2687.4
## <none> 24531 2689.2
## - glucose:pressure:pedigree:age:diabetes 1 81.857 24612 2689.6
## - pregnant:glucose:pedigree:age:diabetes 1 124.620 24655 2690.9
## - pregnant:glucose:pressure:pedigree:diabetes 1 229.109 24760 2693.9
##
## Step: AIC=2687.16
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:age:diabetes 1 5.065 24536 2685.3
## - pregnant:pressure:pedigree:age:diabetes 1 10.253 24541 2685.5
## <none> 24531 2687.2
## - glucose:pressure:pedigree:age:diabetes 1 86.958 24618 2687.7
## - pregnant:glucose:pedigree:age:diabetes 1 125.401 24656 2688.9
## - pregnant:glucose:pressure:pedigree:diabetes 1 230.390 24761 2692.0
##
## Step: AIC=2685.32
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:pedigree:age:diabetes 1 10.922 24547 2683.6
## - pregnant:glucose:pressure:age 1 56.045 24592 2685.0
## <none> 24536 2685.3
## - glucose:pressure:pedigree:age:diabetes 1 85.606 24621 2685.8
## - pregnant:glucose:pedigree:age:diabetes 1 129.107 24665 2687.1
## - pregnant:glucose:pressure:pedigree:diabetes 1 233.662 24769 2690.2
##
## Step: AIC=2683.64
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:pedigree:age 1 6.917 24554 2681.8
## - pregnant:pressure:age:diabetes 1 27.611 24574 2682.5
## - pregnant:glucose:pressure:age 1 56.953 24604 2683.3
## <none> 24547 2683.6
## - glucose:pressure:pedigree:age:diabetes 1 81.849 24628 2684.1
## - pregnant:glucose:pedigree:age:diabetes 1 141.836 24688 2685.8
## - pregnant:glucose:pressure:pedigree:diabetes 1 225.551 24772 2688.3
##
## Step: AIC=2681.85
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:age:diabetes 1 39.924 24593 2681.0
## - pregnant:glucose:pressure:age 1 55.486 24609 2681.5
## <none> 24554 2681.8
## - glucose:pressure:pedigree:age:diabetes 1 85.733 24639 2682.4
## - pregnant:glucose:pedigree:age:diabetes 1 149.924 24703 2684.3
## - pregnant:glucose:pressure:pedigree:diabetes 1 221.124 24775 2686.4
##
## Step: AIC=2681.03
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:glucose:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:age 1 25.634 24619 2679.8
## <none> 24593 2681.0
## - glucose:pressure:pedigree:age:diabetes 1 80.000 24673 2681.4
## - pregnant:glucose:pedigree:age:diabetes 1 153.101 24747 2683.6
## - pregnant:glucose:pressure:pedigree:diabetes 1 202.867 24796 2685.0
##
## Step: AIC=2679.79
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + pregnant:pressure:age +
## glucose:pressure:age + pregnant:pedigree:age + glucose:pedigree:age +
## pressure:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:age 1 35.271 24654 2678.8
## <none> 24619 2679.8
## - glucose:pressure:pedigree:age:diabetes 1 87.964 24707 2680.4
## - pregnant:glucose:pedigree:age:diabetes 1 159.929 24779 2682.5
## - pregnant:glucose:pressure:pedigree:diabetes 1 198.050 24817 2683.6
##
## Step: AIC=2678.83
## mass ~ pregnant + glucose + pressure + pedigree + age + diabetes +
## pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:pedigree + glucose:pedigree + pressure:pedigree +
## pregnant:age + glucose:age + pressure:age + pedigree:age +
## pregnant:diabetes + glucose:diabetes + pressure:diabetes +
## pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:glucose:age + glucose:pressure:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + pressure:pedigree:diabetes +
## pregnant:age:diabetes + glucose:age:diabetes + pressure:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:pedigree +
## pregnant:glucose:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:glucose:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## <none> 24654 2678.8
## - glucose:pressure:pedigree:age:diabetes 1 80.627 24735 2679.2
## - pregnant:glucose:pedigree:age:diabetes 1 161.962 24816 2681.6
## - pregnant:glucose:pressure:pedigree:diabetes 1 194.838 24849 2682.6
## Start: AIC=2835.34
## mass ~ pregnant * glucose * pedigree * age * diabetes
##
## Df Sum of Sq RSS AIC
## <none> 29241 2835.3
## - pregnant:glucose:pedigree:age:diabetes 1 177.51 29418 2837.9
## Start: AIC=1748.44
## mass ~ pregnant * glucose * pressure * triceps * pedigree * age *
## diabetes
##
## Df Sum of Sq RSS
## <none> 8649.2
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 1 49.715 8698.9
## AIC
## <none> 1748.4
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 1749.5
## Start: AIC=1248.26
## mass ~ pregnant * glucose * pressure * triceps * insulin * pedigree *
## age * diabetes
##
## Df Sum of Sq
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 12.052
## <none>
## RSS AIC
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age:diabetes 2570.8 1248.1
## <none> 2558.7 1248.3
##
## Step: AIC=1248.11
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:triceps:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 1 1.144
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 1 2.669
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 7.007
## <none>
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 31.501
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 41.628
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 61.978
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 64.878
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 80.694
## RSS AIC
## - pregnant:glucose:pressure:triceps:pedigree:age:diabetes 2571.9 1246.3
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 2573.4 1246.5
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2577.8 1247.2
## <none> 2570.8 1248.1
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2602.2 1250.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2612.4 1252.4
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2632.7 1255.5
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2635.6 1255.9
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2651.4 1258.3
##
## Step: AIC=1246.28
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 1 3.332
## <none>
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 14.703
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 30.558
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 47.487
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 69.243
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 80.965
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 81.421
## RSS AIC
## - pregnant:pressure:triceps:insulin:pedigree:age:diabetes 2575.2 1244.8
## <none> 2571.9 1246.3
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2586.6 1246.5
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2602.4 1248.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2619.4 1251.5
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2641.1 1254.7
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2652.9 1256.5
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2653.3 1256.5
##
## Step: AIC=1244.79
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:triceps:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 1 11.541
## <none>
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 38.609
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 40.150
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 50.035
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 77.673
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 83.123
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 83.375
## RSS AIC
## - pregnant:glucose:triceps:insulin:pedigree:age:diabetes 2586.8 1244.5
## <none> 2575.2 1244.8
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2613.8 1248.6
## - pregnant:pressure:triceps:pedigree:age:diabetes 2615.4 1248.9
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2625.3 1250.4
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2652.9 1254.5
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2658.3 1255.3
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2658.6 1255.3
##
## Step: AIC=1244.55
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:triceps:insulin:pedigree:age:diabetes + glucose:triceps:insulin:pedigree:age:diabetes +
## pressure:triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## - pregnant:triceps:insulin:pedigree:age:diabetes 1 7.214
## <none>
## - pregnant:glucose:triceps:pedigree:age:diabetes 1 28.025
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 29.857
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 45.019
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 58.987
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 72.277
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 74.478
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 81.097
## RSS AIC
## - pregnant:triceps:insulin:pedigree:age:diabetes 2594.0 1243.7
## <none> 2586.8 1244.5
## - pregnant:glucose:triceps:pedigree:age:diabetes 2614.8 1246.8
## - pregnant:pressure:triceps:pedigree:age:diabetes 2616.6 1247.1
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2631.8 1249.3
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2645.8 1251.4
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2659.0 1253.4
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2661.2 1253.7
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2667.9 1254.7
##
## Step: AIC=1243.65
## mass ~ pregnant + glucose + pressure + triceps + insulin + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:triceps + glucose:triceps + pressure:triceps + pregnant:insulin +
## glucose:insulin + pressure:insulin + triceps:insulin + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + triceps:pedigree +
## insulin:pedigree + pregnant:age + glucose:age + pressure:age +
## triceps:age + insulin:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + triceps:diabetes +
## insulin:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:triceps + pregnant:pressure:triceps + glucose:pressure:triceps +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:triceps:insulin + glucose:triceps:insulin + pressure:triceps:insulin +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:triceps:pedigree + glucose:triceps:pedigree +
## pressure:triceps:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + triceps:insulin:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:triceps:age +
## glucose:triceps:age + pressure:triceps:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + triceps:insulin:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## triceps:pedigree:age + insulin:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:triceps:diabetes + glucose:triceps:diabetes + pressure:triceps:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## triceps:insulin:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + triceps:pedigree:diabetes +
## insulin:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + triceps:age:diabetes + insulin:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:triceps +
## pregnant:glucose:pressure:insulin + pregnant:glucose:triceps:insulin +
## pregnant:pressure:triceps:insulin + glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:triceps:pedigree +
## pregnant:pressure:triceps:pedigree + glucose:pressure:triceps:pedigree +
## pregnant:glucose:insulin:pedigree + pregnant:pressure:insulin:pedigree +
## glucose:pressure:insulin:pedigree + pregnant:triceps:insulin:pedigree +
## glucose:triceps:insulin:pedigree + pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:triceps:age +
## pregnant:pressure:triceps:age + glucose:pressure:triceps:age +
## pregnant:glucose:insulin:age + pregnant:pressure:insulin:age +
## glucose:pressure:insulin:age + pregnant:triceps:insulin:age +
## glucose:triceps:insulin:age + pressure:triceps:insulin:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:triceps:pedigree:age +
## glucose:triceps:pedigree:age + pressure:triceps:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:triceps:diabetes +
## pregnant:pressure:triceps:diabetes + glucose:pressure:triceps:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:triceps:insulin:diabetes +
## glucose:triceps:insulin:diabetes + pressure:triceps:insulin:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:triceps:pedigree:diabetes +
## glucose:triceps:pedigree:diabetes + pressure:triceps:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + triceps:insulin:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:triceps:age:diabetes +
## glucose:triceps:age:diabetes + pressure:triceps:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + triceps:insulin:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + triceps:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin +
## pregnant:glucose:pressure:triceps:pedigree + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:triceps:insulin:pedigree + pregnant:pressure:triceps:insulin:pedigree +
## glucose:pressure:triceps:insulin:pedigree + pregnant:glucose:pressure:triceps:age +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:triceps:insulin:age +
## pregnant:pressure:triceps:insulin:age + glucose:pressure:triceps:insulin:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:triceps:pedigree:age +
## pregnant:pressure:triceps:pedigree:age + glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:triceps:insulin:pedigree:age +
## glucose:triceps:insulin:pedigree:age + pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:diabetes + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:triceps:insulin:diabetes + pregnant:pressure:triceps:insulin:diabetes +
## glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:triceps:pedigree:diabetes + pregnant:pressure:triceps:pedigree:diabetes +
## glucose:pressure:triceps:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:triceps:insulin:pedigree:diabetes + glucose:triceps:insulin:pedigree:diabetes +
## pressure:triceps:insulin:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:triceps:age:diabetes + pregnant:pressure:triceps:age:diabetes +
## glucose:pressure:triceps:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:triceps:insulin:age:diabetes + glucose:triceps:insulin:age:diabetes +
## pressure:triceps:insulin:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:triceps:pedigree:age:diabetes + glucose:triceps:pedigree:age:diabetes +
## pressure:triceps:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## triceps:insulin:pedigree:age:diabetes + pregnant:glucose:pressure:triceps:insulin:pedigree +
## pregnant:glucose:pressure:triceps:insulin:age + pregnant:glucose:pressure:triceps:pedigree:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:triceps:insulin:pedigree:age +
## pregnant:pressure:triceps:insulin:pedigree:age + glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:diabetes + pregnant:glucose:pressure:triceps:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:triceps:insulin:pedigree:diabetes +
## pregnant:pressure:triceps:insulin:pedigree:diabetes + glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:age:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:triceps:insulin:age:diabetes + pregnant:pressure:triceps:insulin:age:diabetes +
## glucose:pressure:triceps:insulin:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:triceps:pedigree:age:diabetes + pregnant:pressure:triceps:pedigree:age:diabetes +
## glucose:pressure:triceps:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:triceps:insulin:pedigree:age:diabetes + pressure:triceps:insulin:pedigree:age:diabetes +
## pregnant:glucose:pressure:triceps:insulin:pedigree:age +
## pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes +
## pregnant:glucose:pressure:triceps:insulin:age:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## glucose:pressure:triceps:insulin:pedigree:age:diabetes
##
## Df Sum of Sq
## <none>
## - pregnant:pressure:triceps:pedigree:age:diabetes 1 25.472
## - pregnant:glucose:triceps:pedigree:age:diabetes 1 52.793
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 1 57.405
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 1 73.883
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 1 82.395
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 87.274
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 1 87.532
## RSS AIC
## <none> 2594.0 1243.7
## - pregnant:pressure:triceps:pedigree:age:diabetes 2619.4 1245.5
## - pregnant:glucose:triceps:pedigree:age:diabetes 2646.8 1249.6
## - pregnant:glucose:pressure:triceps:insulin:age:diabetes 2651.4 1250.2
## - pregnant:glucose:pressure:triceps:insulin:pedigree:age 2667.9 1252.7
## - pregnant:glucose:pressure:triceps:insulin:pedigree:diabetes 2676.4 1253.9
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 2681.2 1254.7
## - glucose:pressure:triceps:insulin:pedigree:age:diabetes 2681.5 1254.7Pressure
## Start: AIC=2008.65
## pressure ~ pregnant * glucose * triceps * insulin * mass * pedigree *
## age * diabetes
##
## Df Sum of Sq
## <none>
## - pregnant:glucose:triceps:insulin:mass:pedigree:age:diabetes 1 126.97
## RSS AIC
## <none> 17588 2008.7
## - pregnant:glucose:triceps:insulin:mass:pedigree:age:diabetes 17715 2009.5naDf = as.data.frame(sapply(1:ncol(df),
function(c) is.na(df[,varDip]) & is.na(df[,c])))
names(naDf) = names(df)
# seleziono le colonne con almeno un NA
naDf = naDf[,sapply(1:ncol(naDf), function(c) sum(naDf[,c])>0)]
ftable(xtabs(get(varDip) ~ ., naDf))## insulin FALSE TRUE
## pressure triceps
## FALSE FALSE 0 0
## TRUE 0 0
## TRUE FALSE 0 2
## TRUE 0 33## Start: AIC=3580.45
## pressure ~ pregnant * glucose * mass * pedigree * age * diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:pedigree:age:diabetes 1 43.863 81447 3578.8
## <none> 81403 3580.4
##
## Step: AIC=3578.84
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - glucose:mass:pedigree:age:diabetes 1 6.36 81453 3576.9
## - pregnant:glucose:mass:age:diabetes 1 27.84 81475 3577.1
## - pregnant:glucose:mass:pedigree:diabetes 1 63.83 81511 3577.4
## - pregnant:glucose:pedigree:age:diabetes 1 141.12 81588 3578.1
## <none> 81447 3578.8
## - pregnant:mass:pedigree:age:diabetes 1 252.26 81699 3579.1
## - pregnant:glucose:mass:pedigree:age 1 636.35 82083 3582.5
##
## Step: AIC=3576.9
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:age:diabetes 1 35.38 81489 3575.2
## - pregnant:glucose:mass:pedigree:diabetes 1 64.34 81518 3575.5
## - pregnant:glucose:pedigree:age:diabetes 1 146.02 81599 3576.2
## <none> 81453 3576.9
## - pregnant:mass:pedigree:age:diabetes 1 278.98 81732 3577.4
## - pregnant:glucose:mass:pedigree:age 1 838.79 82292 3582.4
##
## Step: AIC=3575.22
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - glucose:mass:age:diabetes 1 77.60 81566 3573.9
## - pregnant:glucose:mass:pedigree:diabetes 1 81.52 81570 3573.9
## - pregnant:glucose:pedigree:age:diabetes 1 153.77 81642 3574.6
## <none> 81489 3575.2
## - pregnant:mass:pedigree:age:diabetes 1 280.65 81769 3575.7
## - pregnant:glucose:mass:pedigree:age 1 803.64 82292 3580.4
##
## Step: AIC=3573.91
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:pedigree:diabetes 1 77.94 81644 3572.6
## - pregnant:glucose:pedigree:age:diabetes 1 155.82 81722 3573.3
## <none> 81566 3573.9
## - pregnant:mass:pedigree:age:diabetes 1 264.78 81831 3574.3
## - pregnant:glucose:mass:pedigree:age 1 771.51 82338 3578.8
##
## Step: AIC=3572.61
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age +
## pregnant:glucose:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:diabetes 1 0.04 81644 3570.6
## - pregnant:glucose:pedigree:age:diabetes 1 122.56 81767 3571.7
## - glucose:mass:pedigree:diabetes 1 184.29 81828 3572.3
## <none> 81644 3572.6
## - pregnant:mass:pedigree:age:diabetes 1 299.49 81944 3573.3
## - pregnant:glucose:mass:pedigree:age 1 1055.56 82700 3580.0
##
## Step: AIC=3570.61
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:glucose:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pedigree:age:diabetes 1 123.26 81767 3569.7
## - glucose:mass:pedigree:diabetes 1 184.61 81829 3570.3
## <none> 81644 3570.6
## - pregnant:mass:pedigree:age:diabetes 1 299.54 81944 3571.3
## - pregnant:glucose:mass:pedigree:age 1 1069.12 82713 3578.2
##
## Step: AIC=3569.72
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:glucose:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pedigree:diabetes 1 2.17 81770 3567.7
## - pregnant:glucose:age:diabetes 1 3.40 81771 3567.8
## - glucose:pedigree:age:diabetes 1 3.63 81771 3567.8
## - glucose:mass:pedigree:diabetes 1 220.73 81988 3569.7
## <none> 81767 3569.7
## - pregnant:mass:pedigree:age:diabetes 1 341.84 82109 3570.8
## - pregnant:glucose:mass:pedigree:age 1 1005.76 82773 3576.7
##
## Step: AIC=3567.74
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - glucose:pedigree:age:diabetes 1 1.89 81771 3565.8
## - pregnant:glucose:age:diabetes 1 3.26 81773 3565.8
## - glucose:mass:pedigree:diabetes 1 218.77 81988 3567.7
## <none> 81770 3567.7
## - pregnant:mass:pedigree:age:diabetes 1 339.82 82109 3568.8
## - pregnant:glucose:mass:pedigree:age 1 1005.70 82775 3574.7
##
## Step: AIC=3565.76
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:age:diabetes 1 2.91 81774 3563.8
## - glucose:mass:pedigree:diabetes 1 219.13 81991 3565.7
## <none> 81771 3565.8
## - pregnant:mass:pedigree:age:diabetes 1 340.33 82112 3566.8
## - pregnant:glucose:mass:pedigree:age 1 1004.82 82776 3572.7
##
## Step: AIC=3563.78
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:glucose:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:diabetes 1 114.20 81889 3562.8
## - glucose:age:diabetes 1 117.48 81892 3562.8
## <none> 81774 3563.8
## - glucose:mass:pedigree:diabetes 1 223.98 81998 3563.8
## - pregnant:mass:pedigree:age:diabetes 1 357.87 82132 3565.0
## - pregnant:glucose:mass:pedigree:age 1 1003.27 82778 3570.7
##
## Step: AIC=3562.81
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:mass:diabetes + glucose:mass:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + mass:age:diabetes + pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree + pregnant:glucose:mass:age +
## pregnant:glucose:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pregnant:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age + pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - glucose:age:diabetes 1 48.75 81937 3561.2
## - glucose:mass:pedigree:diabetes 1 217.39 82106 3562.7
## <none> 81889 3562.8
## - pregnant:mass:pedigree:age:diabetes 1 418.19 82307 3564.5
## - pregnant:glucose:mass:pedigree:age 1 975.21 82864 3569.5
##
## Step: AIC=3561.24
## pressure ~ pregnant + glucose + mass + pedigree + age + diabetes +
## pregnant:glucose + pregnant:mass + glucose:mass + pregnant:pedigree +
## glucose:pedigree + mass:pedigree + pregnant:age + glucose:age +
## mass:age + pedigree:age + pregnant:diabetes + glucose:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:mass +
## pregnant:glucose:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pregnant:glucose:age + pregnant:mass:age + glucose:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + mass:pedigree:age +
## pregnant:mass:diabetes + glucose:mass:diabetes + pregnant:pedigree:diabetes +
## glucose:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## mass:age:diabetes + pedigree:age:diabetes + pregnant:glucose:mass:pedigree +
## pregnant:glucose:mass:age + pregnant:glucose:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pregnant:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age +
## pregnant:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## <none> 81937 3561.2
## - glucose:mass:pedigree:diabetes 1 241.07 82178 3561.4
## - pregnant:mass:pedigree:age:diabetes 1 460.68 82398 3563.4
## - pregnant:glucose:mass:pedigree:age 1 1001.54 82939 3568.1
## Start: AIC=2692.64
## pressure ~ pregnant * glucose * triceps * mass * pedigree * age *
## diabetes
##
## Df Sum of Sq RSS AIC
## <none> 49533 2692.6
## - pregnant:glucose:triceps:mass:pedigree:age:diabetes 1 191.45 49724 2692.7Triceps
## Start: AIC=1673.66
## triceps ~ pregnant * glucose * pressure * insulin * mass * pedigree *
## age * diabetes
##
## Df Sum of Sq
## - pregnant:glucose:pressure:insulin:mass:pedigree:age:diabetes 1 7.7648
## <none>
## RSS AIC
## - pregnant:glucose:pressure:insulin:mass:pedigree:age:diabetes 7523.3 1672.1
## <none> 7515.5 1673.7
##
## Step: AIC=1672.07
## triceps ~ pregnant + glucose + pressure + insulin + mass + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:insulin + glucose:insulin + pressure:insulin + pregnant:mass +
## glucose:mass + pressure:mass + insulin:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + insulin:pedigree +
## mass:pedigree + pregnant:age + glucose:age + pressure:age +
## insulin:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + insulin:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:glucose:mass + pregnant:pressure:mass + glucose:pressure:mass +
## pregnant:insulin:mass + glucose:insulin:mass + pressure:insulin:mass +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pressure:mass:pedigree + insulin:mass:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + pregnant:mass:age +
## glucose:mass:age + pressure:mass:age + insulin:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## insulin:pedigree:age + mass:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## pregnant:mass:diabetes + glucose:mass:diabetes + pressure:mass:diabetes +
## insulin:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + insulin:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + insulin:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:insulin +
## pregnant:glucose:pressure:mass + pregnant:glucose:insulin:mass +
## pregnant:pressure:insulin:mass + glucose:pressure:insulin:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:insulin:pedigree +
## pregnant:pressure:insulin:pedigree + glucose:pressure:insulin:pedigree +
## pregnant:glucose:mass:pedigree + pregnant:pressure:mass:pedigree +
## glucose:pressure:mass:pedigree + pregnant:insulin:mass:pedigree +
## glucose:insulin:mass:pedigree + pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:insulin:age +
## pregnant:pressure:insulin:age + glucose:pressure:insulin:age +
## pregnant:glucose:mass:age + pregnant:pressure:mass:age +
## glucose:pressure:mass:age + pregnant:insulin:mass:age + glucose:insulin:mass:age +
## pressure:insulin:mass:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## insulin:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:insulin:mass:diabetes + glucose:insulin:mass:diabetes +
## pressure:insulin:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## insulin:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## insulin:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:insulin:mass:pedigree +
## pregnant:pressure:insulin:mass:pedigree + glucose:pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:insulin:mass:age + pregnant:pressure:insulin:mass:age +
## glucose:pressure:insulin:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:insulin:mass:pedigree:age + glucose:insulin:mass:pedigree:age +
## pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:insulin:mass:diabetes +
## pregnant:pressure:insulin:mass:diabetes + glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:insulin:mass:pedigree:diabetes +
## glucose:insulin:mass:pedigree:diabetes + pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:insulin:mass:age:diabetes +
## glucose:insulin:mass:age:diabetes + pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree + pregnant:glucose:pressure:insulin:mass:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:insulin:mass:pedigree:age + pregnant:pressure:insulin:mass:pedigree:age +
## glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:insulin:mass:pedigree:diabetes + pregnant:pressure:insulin:mass:pedigree:diabetes +
## glucose:pressure:insulin:mass:pedigree:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:insulin:mass:age:diabetes +
## pregnant:pressure:insulin:mass:age:diabetes + glucose:pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes + pregnant:insulin:mass:pedigree:age:diabetes +
## glucose:insulin:mass:pedigree:age:diabetes + pressure:insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:mass:age:diabetes + pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree:age:diabetes + pregnant:glucose:insulin:mass:pedigree:age:diabetes +
## pregnant:pressure:insulin:mass:pedigree:age:diabetes + glucose:pressure:insulin:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS
## - glucose:pressure:insulin:mass:pedigree:age:diabetes 1 1.140 7524.4
## - pregnant:pressure:insulin:mass:pedigree:age:diabetes 1 1.575 7524.9
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1 29.251 7552.5
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1 32.183 7555.5
## <none> 7523.3
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1 64.513 7587.8
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1 72.519 7595.8
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 110.848 7634.1
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1 167.315 7690.6
## AIC
## - glucose:pressure:insulin:mass:pedigree:age:diabetes 1670.1
## - pregnant:pressure:insulin:mass:pedigree:age:diabetes 1670.2
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1671.6
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1671.8
## <none> 1672.1
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1673.4
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1673.8
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1675.8
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1678.7
##
## Step: AIC=1670.13
## triceps ~ pregnant + glucose + pressure + insulin + mass + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:insulin + glucose:insulin + pressure:insulin + pregnant:mass +
## glucose:mass + pressure:mass + insulin:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + insulin:pedigree +
## mass:pedigree + pregnant:age + glucose:age + pressure:age +
## insulin:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + insulin:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:glucose:mass + pregnant:pressure:mass + glucose:pressure:mass +
## pregnant:insulin:mass + glucose:insulin:mass + pressure:insulin:mass +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pressure:mass:pedigree + insulin:mass:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + pregnant:mass:age +
## glucose:mass:age + pressure:mass:age + insulin:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## insulin:pedigree:age + mass:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## pregnant:mass:diabetes + glucose:mass:diabetes + pressure:mass:diabetes +
## insulin:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + insulin:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + insulin:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:insulin +
## pregnant:glucose:pressure:mass + pregnant:glucose:insulin:mass +
## pregnant:pressure:insulin:mass + glucose:pressure:insulin:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:insulin:pedigree +
## pregnant:pressure:insulin:pedigree + glucose:pressure:insulin:pedigree +
## pregnant:glucose:mass:pedigree + pregnant:pressure:mass:pedigree +
## glucose:pressure:mass:pedigree + pregnant:insulin:mass:pedigree +
## glucose:insulin:mass:pedigree + pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:insulin:age +
## pregnant:pressure:insulin:age + glucose:pressure:insulin:age +
## pregnant:glucose:mass:age + pregnant:pressure:mass:age +
## glucose:pressure:mass:age + pregnant:insulin:mass:age + glucose:insulin:mass:age +
## pressure:insulin:mass:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## insulin:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:insulin:mass:diabetes + glucose:insulin:mass:diabetes +
## pressure:insulin:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## insulin:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## insulin:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:insulin:mass:pedigree +
## pregnant:pressure:insulin:mass:pedigree + glucose:pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:insulin:mass:age + pregnant:pressure:insulin:mass:age +
## glucose:pressure:insulin:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:insulin:mass:pedigree:age + glucose:insulin:mass:pedigree:age +
## pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:insulin:mass:diabetes +
## pregnant:pressure:insulin:mass:diabetes + glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:insulin:mass:pedigree:diabetes +
## glucose:insulin:mass:pedigree:diabetes + pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:insulin:mass:age:diabetes +
## glucose:insulin:mass:age:diabetes + pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree + pregnant:glucose:pressure:insulin:mass:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:insulin:mass:pedigree:age + pregnant:pressure:insulin:mass:pedigree:age +
## glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:insulin:mass:pedigree:diabetes + pregnant:pressure:insulin:mass:pedigree:diabetes +
## glucose:pressure:insulin:mass:pedigree:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:insulin:mass:age:diabetes +
## pregnant:pressure:insulin:mass:age:diabetes + glucose:pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes + pregnant:insulin:mass:pedigree:age:diabetes +
## glucose:insulin:mass:pedigree:age:diabetes + pressure:insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:mass:age:diabetes + pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree:age:diabetes + pregnant:glucose:insulin:mass:pedigree:age:diabetes +
## pregnant:pressure:insulin:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS
## - pregnant:pressure:insulin:mass:pedigree:age:diabetes 1 0.768 7525.2
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1 33.783 7558.2
## <none> 7524.4
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1 56.062 7580.5
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1 76.500 7600.9
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1 85.913 7610.3
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1 192.085 7716.5
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 242.126 7766.5
## AIC
## - pregnant:pressure:insulin:mass:pedigree:age:diabetes 1668.2
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1669.9
## <none> 1670.1
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1671.0
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1672.1
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1672.6
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1678.1
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1680.6
##
## Step: AIC=1668.17
## triceps ~ pregnant + glucose + pressure + insulin + mass + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:insulin + glucose:insulin + pressure:insulin + pregnant:mass +
## glucose:mass + pressure:mass + insulin:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + insulin:pedigree +
## mass:pedigree + pregnant:age + glucose:age + pressure:age +
## insulin:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + insulin:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:glucose:mass + pregnant:pressure:mass + glucose:pressure:mass +
## pregnant:insulin:mass + glucose:insulin:mass + pressure:insulin:mass +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pressure:mass:pedigree + insulin:mass:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + pregnant:mass:age +
## glucose:mass:age + pressure:mass:age + insulin:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## insulin:pedigree:age + mass:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## pregnant:mass:diabetes + glucose:mass:diabetes + pressure:mass:diabetes +
## insulin:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + insulin:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + insulin:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:insulin +
## pregnant:glucose:pressure:mass + pregnant:glucose:insulin:mass +
## pregnant:pressure:insulin:mass + glucose:pressure:insulin:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:insulin:pedigree +
## pregnant:pressure:insulin:pedigree + glucose:pressure:insulin:pedigree +
## pregnant:glucose:mass:pedigree + pregnant:pressure:mass:pedigree +
## glucose:pressure:mass:pedigree + pregnant:insulin:mass:pedigree +
## glucose:insulin:mass:pedigree + pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:insulin:age +
## pregnant:pressure:insulin:age + glucose:pressure:insulin:age +
## pregnant:glucose:mass:age + pregnant:pressure:mass:age +
## glucose:pressure:mass:age + pregnant:insulin:mass:age + glucose:insulin:mass:age +
## pressure:insulin:mass:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## insulin:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:insulin:mass:diabetes + glucose:insulin:mass:diabetes +
## pressure:insulin:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## insulin:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## insulin:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:insulin:mass:pedigree +
## pregnant:pressure:insulin:mass:pedigree + glucose:pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:insulin:mass:age + pregnant:pressure:insulin:mass:age +
## glucose:pressure:insulin:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:insulin:mass:pedigree:age + glucose:insulin:mass:pedigree:age +
## pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:insulin:mass:diabetes +
## pregnant:pressure:insulin:mass:diabetes + glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:insulin:mass:pedigree:diabetes +
## glucose:insulin:mass:pedigree:diabetes + pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:insulin:mass:age:diabetes +
## glucose:insulin:mass:age:diabetes + pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree + pregnant:glucose:pressure:insulin:mass:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:insulin:mass:pedigree:age + pregnant:pressure:insulin:mass:pedigree:age +
## glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:insulin:mass:pedigree:diabetes + pregnant:pressure:insulin:mass:pedigree:diabetes +
## glucose:pressure:insulin:mass:pedigree:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:insulin:mass:age:diabetes +
## pregnant:pressure:insulin:mass:age:diabetes + glucose:pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes + pregnant:insulin:mass:pedigree:age:diabetes +
## glucose:insulin:mass:pedigree:age:diabetes + pressure:insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:mass:age:diabetes + pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree:age:diabetes + pregnant:glucose:insulin:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1 33.83 7559.0
## <none> 7525.2
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1 68.29 7593.5
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1 88.77 7614.0
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1 100.96 7626.1
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1 192.41 7717.6
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 243.67 7768.9
## - pressure:insulin:mass:pedigree:age:diabetes 1 331.25 7856.4
## AIC
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1667.9
## <none> 1668.2
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1669.7
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1670.8
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1671.4
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1676.1
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1678.7
## - pressure:insulin:mass:pedigree:age:diabetes 1683.1
##
## Step: AIC=1667.93
## triceps ~ pregnant + glucose + pressure + insulin + mass + pedigree +
## age + diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:insulin + glucose:insulin + pressure:insulin + pregnant:mass +
## glucose:mass + pressure:mass + insulin:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + insulin:pedigree +
## mass:pedigree + pregnant:age + glucose:age + pressure:age +
## insulin:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + insulin:diabetes +
## mass:diabetes + pedigree:diabetes + age:diabetes + pregnant:glucose:pressure +
## pregnant:glucose:insulin + pregnant:pressure:insulin + glucose:pressure:insulin +
## pregnant:glucose:mass + pregnant:pressure:mass + glucose:pressure:mass +
## pregnant:insulin:mass + glucose:insulin:mass + pressure:insulin:mass +
## pregnant:glucose:pedigree + pregnant:pressure:pedigree +
## glucose:pressure:pedigree + pregnant:insulin:pedigree + glucose:insulin:pedigree +
## pressure:insulin:pedigree + pregnant:mass:pedigree + glucose:mass:pedigree +
## pressure:mass:pedigree + insulin:mass:pedigree + pregnant:glucose:age +
## pregnant:pressure:age + glucose:pressure:age + pregnant:insulin:age +
## glucose:insulin:age + pressure:insulin:age + pregnant:mass:age +
## glucose:mass:age + pressure:mass:age + insulin:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## insulin:pedigree:age + mass:pedigree:age + pregnant:glucose:diabetes +
## pregnant:pressure:diabetes + glucose:pressure:diabetes +
## pregnant:insulin:diabetes + glucose:insulin:diabetes + pressure:insulin:diabetes +
## pregnant:mass:diabetes + glucose:mass:diabetes + pressure:mass:diabetes +
## insulin:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + insulin:pedigree:diabetes +
## mass:pedigree:diabetes + pregnant:age:diabetes + glucose:age:diabetes +
## pressure:age:diabetes + insulin:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:insulin +
## pregnant:glucose:pressure:mass + pregnant:glucose:insulin:mass +
## pregnant:pressure:insulin:mass + glucose:pressure:insulin:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:insulin:pedigree +
## pregnant:pressure:insulin:pedigree + glucose:pressure:insulin:pedigree +
## pregnant:glucose:mass:pedigree + pregnant:pressure:mass:pedigree +
## glucose:pressure:mass:pedigree + pregnant:insulin:mass:pedigree +
## glucose:insulin:mass:pedigree + pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:insulin:age +
## pregnant:pressure:insulin:age + glucose:pressure:insulin:age +
## pregnant:glucose:mass:age + pregnant:pressure:mass:age +
## glucose:pressure:mass:age + pregnant:insulin:mass:age + glucose:insulin:mass:age +
## pressure:insulin:mass:age + pregnant:glucose:pedigree:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:insulin:pedigree:age + glucose:insulin:pedigree:age +
## pressure:insulin:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## insulin:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:insulin:diabetes + pregnant:pressure:insulin:diabetes +
## glucose:pressure:insulin:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:insulin:mass:diabetes + glucose:insulin:mass:diabetes +
## pressure:insulin:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:insulin:pedigree:diabetes + glucose:insulin:pedigree:diabetes +
## pressure:insulin:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## insulin:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:insulin:age:diabetes + glucose:insulin:age:diabetes +
## pressure:insulin:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## insulin:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## insulin:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass + pregnant:glucose:pressure:insulin:pedigree +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:insulin:mass:pedigree +
## pregnant:pressure:insulin:mass:pedigree + glucose:pressure:insulin:mass:pedigree +
## pregnant:glucose:pressure:insulin:age + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:insulin:mass:age + pregnant:pressure:insulin:mass:age +
## glucose:pressure:insulin:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:insulin:pedigree:age + pregnant:pressure:insulin:pedigree:age +
## glucose:pressure:insulin:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:insulin:mass:pedigree:age + glucose:insulin:mass:pedigree:age +
## pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:diabetes +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:insulin:mass:diabetes +
## pregnant:pressure:insulin:mass:diabetes + glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:insulin:pedigree:diabetes +
## pregnant:pressure:insulin:pedigree:diabetes + glucose:pressure:insulin:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:insulin:mass:pedigree:diabetes +
## glucose:insulin:mass:pedigree:diabetes + pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:insulin:age:diabetes +
## pregnant:pressure:insulin:age:diabetes + glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:insulin:mass:age:diabetes +
## glucose:insulin:mass:age:diabetes + pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:insulin:pedigree:age:diabetes +
## glucose:insulin:pedigree:age:diabetes + pressure:insulin:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree + pregnant:glucose:pressure:insulin:mass:age +
## pregnant:glucose:pressure:insulin:pedigree:age + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:insulin:mass:pedigree:age + pregnant:pressure:insulin:mass:pedigree:age +
## glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:diabetes +
## pregnant:glucose:pressure:insulin:pedigree:diabetes + pregnant:glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:insulin:mass:pedigree:diabetes + pregnant:pressure:insulin:mass:pedigree:diabetes +
## glucose:pressure:insulin:mass:pedigree:diabetes + pregnant:glucose:pressure:insulin:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:insulin:mass:age:diabetes +
## pregnant:pressure:insulin:mass:age:diabetes + glucose:pressure:insulin:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:insulin:pedigree:age:diabetes +
## pregnant:pressure:insulin:pedigree:age:diabetes + glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes + pregnant:insulin:mass:pedigree:age:diabetes +
## glucose:insulin:mass:pedigree:age:diabetes + pressure:insulin:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:insulin:mass:pedigree:age + pregnant:glucose:pressure:insulin:mass:pedigree:diabetes +
## pregnant:glucose:pressure:insulin:mass:age:diabetes + pregnant:glucose:pressure:insulin:pedigree:age:diabetes +
## pregnant:glucose:insulin:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS
## <none> 7559.0
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1 45.08 7604.1
## - glucose:pressure:mass:pedigree:age:diabetes 1 82.34 7641.4
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1 93.20 7652.2
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1 116.53 7675.5
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1 158.86 7717.9
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1 212.46 7771.5
## - pressure:insulin:mass:pedigree:age:diabetes 1 297.51 7856.5
## - pregnant:pressure:mass:pedigree:age:diabetes 1 863.19 8422.2
## AIC
## <none> 1667.9
## - pregnant:glucose:pressure:insulin:mass:age:diabetes 1668.3
## - glucose:pressure:mass:pedigree:age:diabetes 1670.2
## - pregnant:glucose:pressure:insulin:mass:pedigree:diabetes 1670.8
## - pregnant:glucose:pressure:insulin:mass:pedigree:age 1672.0
## - pregnant:glucose:insulin:mass:pedigree:age:diabetes 1674.1
## - pregnant:glucose:pressure:insulin:pedigree:age:diabetes 1676.8
## - pressure:insulin:mass:pedigree:age:diabetes 1681.1
## - pregnant:pressure:mass:pedigree:age:diabetes 1708.5## Start: AIC=2295.11
## triceps ~ pregnant * glucose * pressure * mass * pedigree * age *
## diabetes
##
## Df Sum of Sq RSS
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 1 4.5938 23453
## <none> 23449
## AIC
## - pregnant:glucose:pressure:mass:pedigree:age:diabetes 2293.2
## <none> 2295.1
##
## Step: AIC=2293.22
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age:diabetes +
## pregnant:pressure:mass:pedigree:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:mass:pedigree:diabetes 1 3.352 23457 2291.3
## - glucose:pressure:mass:pedigree:age:diabetes 1 11.373 23465 2291.5
## - pregnant:glucose:pressure:mass:pedigree:age 1 31.106 23484 2291.9
## - pregnant:glucose:pressure:pedigree:age:diabetes 1 32.086 23485 2291.9
## - pregnant:glucose:mass:pedigree:age:diabetes 1 46.359 23500 2292.3
## - pregnant:pressure:mass:pedigree:age:diabetes 1 68.016 23521 2292.8
## <none> 23453 2293.2
## - pregnant:glucose:pressure:mass:age:diabetes 1 122.171 23575 2294.0
##
## Step: AIC=2291.29
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:mass:pedigree:age 1 30.366 23487 2290.0
## - pregnant:glucose:pressure:pedigree:age:diabetes 1 32.528 23489 2290.0
## - pregnant:glucose:mass:pedigree:age:diabetes 1 45.483 23502 2290.3
## - glucose:pressure:mass:pedigree:age:diabetes 1 48.994 23506 2290.4
## - pregnant:pressure:mass:pedigree:age:diabetes 1 74.934 23532 2291.0
## <none> 23457 2291.3
## - pregnant:glucose:pressure:mass:age:diabetes 1 120.006 23577 2292.1
##
## Step: AIC=2289.99
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:pedigree + pregnant:glucose:pressure:mass:age +
## pregnant:glucose:pressure:pedigree:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## pregnant:glucose:pressure:pedigree:age:diabetes + pregnant:glucose:mass:pedigree:age:diabetes +
## pregnant:pressure:mass:pedigree:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:mass:pedigree 1 32.598 23520 2288.7
## - pregnant:glucose:pressure:pedigree:age:diabetes 1 45.233 23532 2289.0
## - pregnant:pressure:mass:pedigree:age:diabetes 1 52.880 23540 2289.2
## - pregnant:glucose:mass:pedigree:age:diabetes 1 58.657 23546 2289.3
## <none> 23487 2290.0
## - pregnant:glucose:pressure:mass:age:diabetes 1 90.508 23577 2290.1
## - glucose:pressure:mass:pedigree:age:diabetes 1 113.466 23600 2290.6
##
## Step: AIC=2288.74
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:mass:pedigree:age + pregnant:pressure:mass:pedigree:age +
## glucose:pressure:mass:pedigree:age + pregnant:glucose:pressure:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:pressure:mass:pedigree:diabetes + glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:mass:age:diabetes +
## pregnant:pressure:mass:age:diabetes + glucose:pressure:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:pressure:pedigree:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:pedigree:age:diabetes 1 35.795 23555 2287.6
## - pregnant:pressure:mass:pedigree:age:diabetes 1 44.963 23565 2287.8
## - pregnant:glucose:mass:pedigree:age:diabetes 1 50.270 23570 2287.9
## <none> 23520 2288.7
## - pregnant:glucose:pressure:mass:age:diabetes 1 102.599 23622 2289.1
## - glucose:pressure:mass:pedigree:age:diabetes 1 125.875 23645 2289.6
##
## Step: AIC=2287.57
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:pressure:pedigree:age +
## pregnant:glucose:mass:pedigree:age + pregnant:pressure:mass:pedigree:age +
## glucose:pressure:mass:pedigree:age + pregnant:glucose:pressure:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:pressure:mass:pedigree:diabetes + glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:mass:age:diabetes +
## pregnant:pressure:mass:age:diabetes + glucose:pressure:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + pregnant:pressure:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:mass:pedigree:age:diabetes +
## pregnant:pressure:mass:pedigree:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pressure:pedigree:age 1 23.42 23579 2286.1
## - pregnant:pressure:mass:pedigree:age:diabetes 1 43.71 23599 2286.6
## <none> 23555 2287.6
## - pregnant:glucose:mass:pedigree:age:diabetes 1 88.49 23644 2287.6
## - pregnant:glucose:pressure:mass:age:diabetes 1 93.39 23649 2287.7
## - glucose:pressure:mass:pedigree:age:diabetes 1 126.11 23681 2288.4
## - pregnant:glucose:pressure:pedigree:diabetes 1 392.82 23948 2294.5
##
## Step: AIC=2286.1
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + pregnant:pressure:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:mass:pedigree:age:diabetes 1 57.31 23636 2285.4
## - pregnant:glucose:mass:pedigree:age:diabetes 1 77.11 23656 2285.9
## - pregnant:glucose:pressure:mass:age:diabetes 1 83.98 23663 2286.0
## <none> 23579 2286.1
## - glucose:pressure:mass:pedigree:age:diabetes 1 153.43 23732 2287.6
## - pregnant:glucose:pressure:pedigree:diabetes 1 467.48 24046 2294.7
##
## Step: AIC=2285.42
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## pregnant:pressure:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## pregnant:glucose:mass:pedigree:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pressure:pedigree:age:diabetes 1 29.58 23666 2284.1
## - pregnant:glucose:mass:pedigree:age:diabetes 1 50.97 23687 2284.6
## <none> 23636 2285.4
## - glucose:pressure:mass:pedigree:age:diabetes 1 119.92 23756 2286.2
## - pregnant:glucose:pressure:mass:age:diabetes 1 127.11 23763 2286.3
## - pregnant:pressure:mass:pedigree:diabetes 1 209.94 23846 2288.2
## - pregnant:pressure:mass:pedigree:age 1 356.41 23993 2291.5
## - pregnant:glucose:pressure:pedigree:diabetes 1 435.83 24072 2293.3
##
## Step: AIC=2284.09
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + pregnant:glucose:mass:pedigree:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:pedigree:age:diabetes 1 52.97 23719 2283.3
## <none> 23666 2284.1
## - glucose:pressure:mass:pedigree:age:diabetes 1 96.88 23763 2284.3
## - pregnant:glucose:pressure:mass:age:diabetes 1 140.34 23806 2285.3
## - pregnant:pressure:mass:pedigree:diabetes 1 212.23 23878 2286.9
## - pregnant:pressure:mass:pedigree:age 1 328.12 23994 2289.5
## - pregnant:glucose:pressure:pedigree:diabetes 1 410.46 24076 2291.4
##
## Step: AIC=2283.3
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:glucose:mass:pedigree:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + pregnant:glucose:pedigree:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:mass:pedigree:age 1 30.02 23749 2282.0
## - pregnant:mass:pedigree:age:diabetes 1 37.22 23756 2282.2
## - pregnant:glucose:pedigree:age:diabetes 1 58.64 23777 2282.6
## <none> 23719 2283.3
## - glucose:pressure:mass:pedigree:age:diabetes 1 100.55 23819 2283.6
## - pregnant:glucose:pressure:mass:age:diabetes 1 151.49 23870 2284.8
## - pregnant:glucose:mass:pedigree:diabetes 1 162.55 23881 2285.0
## - pregnant:pressure:mass:pedigree:diabetes 1 188.01 23907 2285.6
## - pregnant:pressure:mass:pedigree:age 1 279.08 23998 2287.6
## - pregnant:glucose:pressure:pedigree:diabetes 1 415.64 24134 2290.7
##
## Step: AIC=2281.99
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:pressure:mass:pedigree:age +
## glucose:pressure:mass:pedigree:age + pregnant:glucose:pressure:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:pressure:mass:pedigree:diabetes + glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:mass:age:diabetes +
## pregnant:pressure:mass:age:diabetes + glucose:pressure:mass:age:diabetes +
## pregnant:glucose:pedigree:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pedigree:age:diabetes 1 58.24 23807 2281.3
## - pregnant:mass:pedigree:age:diabetes 1 82.52 23831 2281.9
## <none> 23749 2282.0
## - glucose:pressure:mass:pedigree:age:diabetes 1 98.40 23847 2282.2
## - pregnant:pressure:mass:pedigree:diabetes 1 167.24 23916 2283.8
## - pregnant:glucose:mass:pedigree:diabetes 1 169.54 23918 2283.8
## - pregnant:glucose:pressure:mass:age:diabetes 1 199.24 23948 2284.5
## - pregnant:pressure:mass:pedigree:age 1 258.31 24007 2285.8
## - pregnant:glucose:pressure:pedigree:diabetes 1 431.64 24180 2289.7
##
## Step: AIC=2281.31
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:glucose:pedigree:age + pregnant:pressure:pedigree:age +
## glucose:pressure:pedigree:age + pregnant:mass:pedigree:age +
## glucose:mass:pedigree:age + pressure:mass:pedigree:age +
## pregnant:glucose:pressure:diabetes + pregnant:glucose:mass:diabetes +
## pregnant:pressure:mass:diabetes + glucose:pressure:mass:diabetes +
## pregnant:glucose:pedigree:diabetes + pregnant:pressure:pedigree:diabetes +
## glucose:pressure:pedigree:diabetes + pregnant:mass:pedigree:diabetes +
## glucose:mass:pedigree:diabetes + pressure:mass:pedigree:diabetes +
## pregnant:glucose:age:diabetes + pregnant:pressure:age:diabetes +
## glucose:pressure:age:diabetes + pregnant:mass:age:diabetes +
## glucose:mass:age:diabetes + pressure:mass:age:diabetes +
## pregnant:pedigree:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:pressure:mass:pedigree:age +
## glucose:pressure:mass:pedigree:age + pregnant:glucose:pressure:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:pressure:mass:pedigree:diabetes + glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:mass:age:diabetes +
## pregnant:pressure:mass:age:diabetes + glucose:pressure:mass:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + pregnant:mass:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:glucose:pedigree:age 1 0.62 23808 2279.3
## - pregnant:mass:pedigree:age:diabetes 1 67.31 23874 2280.8
## <none> 23807 2281.3
## - glucose:pressure:mass:pedigree:age:diabetes 1 127.93 23935 2282.2
## - pregnant:glucose:mass:pedigree:diabetes 1 137.92 23945 2282.4
## - pregnant:pressure:mass:pedigree:diabetes 1 164.23 23971 2283.0
## - pregnant:glucose:pressure:mass:age:diabetes 1 182.03 23989 2283.4
## - pregnant:pressure:mass:pedigree:age 1 245.02 24052 2284.8
## - pregnant:glucose:pressure:pedigree:diabetes 1 374.14 24181 2287.8
##
## Step: AIC=2279.33
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pressure:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:mass:diabetes + pregnant:pressure:mass:diabetes +
## glucose:pressure:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pressure:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:mass:age:diabetes + glucose:mass:age:diabetes +
## pressure:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## pregnant:mass:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:mass:pedigree:age:diabetes 1 66.75 23874 2278.8
## <none> 23808 2279.3
## - glucose:pressure:mass:pedigree:age:diabetes 1 129.21 23937 2280.2
## - pregnant:glucose:mass:pedigree:diabetes 1 141.45 23949 2280.5
## - pregnant:pressure:mass:pedigree:diabetes 1 166.12 23974 2281.1
## - pregnant:glucose:pressure:mass:age:diabetes 1 181.78 23989 2281.4
## - pregnant:pressure:mass:pedigree:age 1 253.66 24061 2283.1
## - pregnant:glucose:pressure:pedigree:diabetes 1 373.97 24182 2285.8
##
## Step: AIC=2278.84
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pressure:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:mass:diabetes + pregnant:pressure:mass:diabetes +
## glucose:pressure:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pressure:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:mass:age:diabetes + glucose:mass:age:diabetes +
## pressure:mass:age:diabetes + pregnant:pedigree:age:diabetes +
## glucose:pedigree:age:diabetes + pressure:pedigree:age:diabetes +
## mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age +
## pregnant:pressure:mass:pedigree:age + glucose:pressure:mass:pedigree:age +
## pregnant:glucose:pressure:mass:diabetes + pregnant:glucose:pressure:pedigree:diabetes +
## pregnant:glucose:mass:pedigree:diabetes + pregnant:pressure:mass:pedigree:diabetes +
## glucose:pressure:mass:pedigree:diabetes + pregnant:glucose:pressure:age:diabetes +
## pregnant:glucose:mass:age:diabetes + pregnant:pressure:mass:age:diabetes +
## glucose:pressure:mass:age:diabetes + glucose:pressure:pedigree:age:diabetes +
## glucose:mass:pedigree:age:diabetes + pressure:mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age:diabetes + glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## - pregnant:pedigree:age:diabetes 1 4.16 23878 2276.9
## <none> 23874 2278.8
## - glucose:pressure:mass:pedigree:age:diabetes 1 120.38 23995 2279.6
## - pregnant:glucose:mass:pedigree:diabetes 1 132.49 24007 2279.8
## - pregnant:pressure:mass:pedigree:diabetes 1 148.04 24022 2280.2
## - pregnant:glucose:pressure:mass:age:diabetes 1 179.09 24053 2280.9
## - pregnant:pressure:mass:pedigree:age 1 206.51 24081 2281.5
## - pregnant:glucose:pressure:pedigree:diabetes 1 373.88 24248 2285.2
##
## Step: AIC=2276.93
## triceps ~ pregnant + glucose + pressure + mass + pedigree + age +
## diabetes + pregnant:glucose + pregnant:pressure + glucose:pressure +
## pregnant:mass + glucose:mass + pressure:mass + pregnant:pedigree +
## glucose:pedigree + pressure:pedigree + mass:pedigree + pregnant:age +
## glucose:age + pressure:age + mass:age + pedigree:age + pregnant:diabetes +
## glucose:diabetes + pressure:diabetes + mass:diabetes + pedigree:diabetes +
## age:diabetes + pregnant:glucose:pressure + pregnant:glucose:mass +
## pregnant:pressure:mass + glucose:pressure:mass + pregnant:glucose:pedigree +
## pregnant:pressure:pedigree + glucose:pressure:pedigree +
## pregnant:mass:pedigree + glucose:mass:pedigree + pressure:mass:pedigree +
## pregnant:glucose:age + pregnant:pressure:age + glucose:pressure:age +
## pregnant:mass:age + glucose:mass:age + pressure:mass:age +
## pregnant:pedigree:age + glucose:pedigree:age + pressure:pedigree:age +
## mass:pedigree:age + pregnant:glucose:diabetes + pregnant:pressure:diabetes +
## glucose:pressure:diabetes + pregnant:mass:diabetes + glucose:mass:diabetes +
## pressure:mass:diabetes + pregnant:pedigree:diabetes + glucose:pedigree:diabetes +
## pressure:pedigree:diabetes + mass:pedigree:diabetes + pregnant:age:diabetes +
## glucose:age:diabetes + pressure:age:diabetes + mass:age:diabetes +
## pedigree:age:diabetes + pregnant:glucose:pressure:mass +
## pregnant:glucose:pressure:pedigree + pregnant:glucose:mass:pedigree +
## pregnant:pressure:mass:pedigree + glucose:pressure:mass:pedigree +
## pregnant:glucose:pressure:age + pregnant:glucose:mass:age +
## pregnant:pressure:mass:age + glucose:pressure:mass:age +
## pregnant:pressure:pedigree:age + glucose:pressure:pedigree:age +
## pregnant:mass:pedigree:age + glucose:mass:pedigree:age +
## pressure:mass:pedigree:age + pregnant:glucose:pressure:diabetes +
## pregnant:glucose:mass:diabetes + pregnant:pressure:mass:diabetes +
## glucose:pressure:mass:diabetes + pregnant:glucose:pedigree:diabetes +
## pregnant:pressure:pedigree:diabetes + glucose:pressure:pedigree:diabetes +
## pregnant:mass:pedigree:diabetes + glucose:mass:pedigree:diabetes +
## pressure:mass:pedigree:diabetes + pregnant:glucose:age:diabetes +
## pregnant:pressure:age:diabetes + glucose:pressure:age:diabetes +
## pregnant:mass:age:diabetes + glucose:mass:age:diabetes +
## pressure:mass:age:diabetes + glucose:pedigree:age:diabetes +
## pressure:pedigree:age:diabetes + mass:pedigree:age:diabetes +
## pregnant:glucose:pressure:mass:age + pregnant:pressure:mass:pedigree:age +
## glucose:pressure:mass:pedigree:age + pregnant:glucose:pressure:mass:diabetes +
## pregnant:glucose:pressure:pedigree:diabetes + pregnant:glucose:mass:pedigree:diabetes +
## pregnant:pressure:mass:pedigree:diabetes + glucose:pressure:mass:pedigree:diabetes +
## pregnant:glucose:pressure:age:diabetes + pregnant:glucose:mass:age:diabetes +
## pregnant:pressure:mass:age:diabetes + glucose:pressure:mass:age:diabetes +
## glucose:pressure:pedigree:age:diabetes + glucose:mass:pedigree:age:diabetes +
## pressure:mass:pedigree:age:diabetes + pregnant:glucose:pressure:mass:age:diabetes +
## glucose:pressure:mass:pedigree:age:diabetes
##
## Df Sum of Sq RSS AIC
## <none> 23878 2276.9
## - glucose:pressure:mass:pedigree:age:diabetes 1 125.61 24004 2277.8
## - pregnant:glucose:mass:pedigree:diabetes 1 134.62 24013 2278.0
## - pregnant:pressure:mass:pedigree:diabetes 1 156.76 24035 2278.5
## - pregnant:glucose:pressure:mass:age:diabetes 1 177.98 24056 2278.9
## - pregnant:pressure:mass:pedigree:age 1 203.69 24082 2279.5
## - pregnant:glucose:pressure:pedigree:diabetes 1 370.87 24249 2283.3Insulin
Nell’ultimo caso basta fare un unico modello. OOra tutti gli NA sono stati corretti.
varDip = "insulin"
colonne = names(df)[names(df) != varDip]
modMass = MASS::stepAIC(lm(as.formula(paste(varDip," ~ ",paste(colonne,collapse = " * "))), data = df))## Start: AIC=3339.49
## insulin ~ pregnant * glucose * pressure * triceps * mass * pedigree *
## age * diabetes
##
## Df Sum of Sq
## <none>
## - pregnant:glucose:pressure:triceps:mass:pedigree:age:diabetes 1 12159
## RSS AIC
## <none> 515410 3339.5
## - pregnant:glucose:pressure:triceps:mass:pedigree:age:diabetes 527570 3346.7righe = is.na(df[,varDip])
df[righe,varDip] = predict(modMass, newdata = df[righe,])
anyNA.data.frame(df)## [1] FALSEModello glm
Il modello senza le modifiche sugli NA è il seguente:
modGlmNA = glm(diabetes ~ ., family = binomial, data = PimaIndiansDiabetes2)
summary(modGlmNA)##
## Call:
## glm(formula = diabetes ~ ., family = binomial, data = PimaIndiansDiabetes2)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.7823 -0.6603 -0.3642 0.6409 2.5612
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.004e+01 1.218e+00 -8.246 < 2e-16 ***
## pregnant 8.216e-02 5.543e-02 1.482 0.13825
## glucose 3.827e-02 5.768e-03 6.635 3.24e-11 ***
## pressure -1.420e-03 1.183e-02 -0.120 0.90446
## triceps 1.122e-02 1.708e-02 0.657 0.51128
## insulin -8.253e-04 1.306e-03 -0.632 0.52757
## mass 7.054e-02 2.734e-02 2.580 0.00989 **
## pedigree 1.141e+00 4.274e-01 2.669 0.00760 **
## age 3.395e-02 1.838e-02 1.847 0.06474 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 498.10 on 391 degrees of freedom
## Residual deviance: 344.02 on 383 degrees of freedom
## (376 osservazioni eliminate a causa di valori mancanti)
## AIC: 362.02
##
## Number of Fisher Scoring iterations: 5Il seguente modello, invece, è stato prodotto con le modifichesugli NA:
modGlm = glm(diabetes ~ ., family = binomial, data = df)
summary(modGlm)##
## Call:
## glm(formula = diabetes ~ ., family = binomial, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.8630 -0.7002 -0.3947 0.7050 2.4617
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -9.382e+00 8.289e-01 -11.319 < 2e-16 ***
## pregnant 1.339e-01 3.303e-02 4.054 5.04e-05 ***
## glucose 3.755e-02 3.653e-03 10.279 < 2e-16 ***
## pressure -8.373e-03 8.686e-03 -0.964 0.33506
## triceps -2.265e-02 8.778e-03 -2.581 0.00986 **
## insulin 8.522e-06 2.141e-05 0.398 0.69067
## mass 1.172e-01 1.802e-02 6.505 7.77e-11 ***
## pedigree 9.837e-01 3.005e-01 3.274 0.00106 **
## age 1.291e-02 9.611e-03 1.344 0.17903
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 993.48 on 767 degrees of freedom
## Residual deviance: 703.75 on 759 degrees of freedom
## AIC: 721.75
##
## Number of Fisher Scoring iterations: 5Fare un confronto sui due modelli tramite AIC non è opportuno in quanto sono stati utilizzati due dataset diversi, metodi migliori per testare i due modelli sono set validation, cross validation, …
# LOO-CV
cv = boot::cv.glm(df, modGlm, K = nrow(df))
cvNA = boot::cv.glm(na.omit(PimaIndiansDiabetes2), modGlmNA)
data.frame("NA sistemati" = cv$delta,
"Dati grezzi" = cvNA$delta)Secondo la cross validazione, metodo leave one out, il modello da scegliere è quello senza NA. Nel caso in cui sia presente un’osservazione con NA non sarà applicabile il modello, a meno che non venga fatto il “riempimento” degli NA, come fatto in precedenza.
Costruire curva ROC
# modifico l'ordine dei livelli della variabile fattoriale
df$diabetes = relevel(df$diabetes,"pos")
set.seed(1)
train = sample(1:nrow(df), .8 * nrow(df))
modGlmTrain = glm(diabetes ~ .,
family = binomial,
data = df,
subset = train)
pred = predict(modGlmTrain, df[-train,], type = "response")
curvaROC = function(pred, oss, dettaglio = 100)
{
tpr = c(0)
fpr = c(0)
for(i in 1:(dettaglio - 1))
{
previsto = factor(ifelse(pred < (i/dettaglio), "pos", "neg"),
levels = c("pos","neg"),
labels = c("pos","neg"),
ordered = T)
t = table(oss,previsto)
# sono invertiti perché nella tabella mi metteva prima i negativi e poii i positivi, in alternativa era da cambiare l'ordine dei livelli della variabile fattoriale
if(length(t) == 4)
{
tpr = c(tpr, (t[1] / (t[1] + t[3])))
fpr = c(fpr, (t[2] / (t[2] + t[4])))
}else
{
tpr = c(tpr, 1)
fpr = c(fpr, (t[1] / (t[2] + t[1])))
}
}
tpr = c(tpr, 1)
fpr = c(fpr, 1)
return(data.frame(tpr,fpr))
}
plotROC = function(dfROC)
{
ggplot(dfROC, aes(x = fpr, y = tpr)) +
geom_line(color = "blue") +
geom_line(aes(x = x, y = x),
data = data.frame(x = c(0,1)), # non è stato utilizzato abline per limitare la linea tra 0 e 1
color = "red") +
labs(x = "False Positive Rate",
y = "True Positive Rate",
title = "Curva ROC")
}
# maggiore è il dettaglio, più la funzione sarà a scalino, minore arà la variabile dettaglio, la curva sarà più liscia (smoothies)
plotROC(curvaROC(pred, df$diabetes[-train], dettaglio = 20))
Calcolare AUC
L’AUC del modello si attesta al 87%, si può affermare che è un buon modello.
calcoloAUC = function(dfROC)
return(sum(sapply(1:(length(dfROC$tpr) - 1),
function(i) dfROC$tpr[i + 1] * (dfROC$fpr[i+1]-dfROC$fpr[i]))))
calcoloAUC(curvaROC(pred, df$diabetes[-train], 500))## [1] 0.8749286Esercizio 2
Regressione logistica semiparametrica
Di seguito un modello di regressione logistica semiparametrica, al cui interno sono state inserite spline cubiche e una polinomiale di secondo grado.
modGlmSP = gam(diabetes ~ bs(triceps) + bs(insulin) + poly(age,degree = 2) + glucose + bs(mass) + bs(pedigree),
family = binomial,
data = df,
subset = train)
summary(modGlmSP)##
## Family: binomial
## Link function: logit
##
## Formula:
## diabetes ~ bs(triceps) + bs(insulin) + poly(age, degree = 2) +
## glucose + bs(mass) + bs(pedigree)
##
## Parametric coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.503e+00 5.365e+00 -0.467 0.64081
## bs(triceps)1 1.696e+01 8.661e+00 1.959 0.05015 .
## bs(triceps)2 -7.754e+01 2.667e+01 -2.908 0.00364 **
## bs(triceps)3 2.621e+02 8.605e+01 3.046 0.00232 **
## bs(insulin)1 5.903e+01 2.206e+01 2.676 0.00746 **
## bs(insulin)2 -1.026e+02 3.674e+01 -2.793 0.00522 **
## bs(insulin)3 -2.410e+02 8.320e+01 -2.897 0.00377 **
## poly(age, degree = 2)1 -9.401e+00 3.364e+00 -2.794 0.00520 **
## poly(age, degree = 2)2 1.684e+01 3.571e+00 4.715 2.42e-06 ***
## glucose -3.568e-02 4.206e-03 -8.484 < 2e-16 ***
## bs(mass)1 -1.028e+01 3.440e+00 -2.989 0.00280 **
## bs(mass)2 3.761e+00 2.829e+00 1.330 0.18366
## bs(mass)3 -1.492e+01 5.308e+00 -2.810 0.00495 **
## bs(pedigree)1 -7.919e-01 1.431e+00 -0.554 0.57989
## bs(pedigree)2 -2.959e+00 1.880e+00 -1.574 0.11555
## bs(pedigree)3 7.809e-01 1.734e+00 0.450 0.65250
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## R-sq.(adj) = 0.376 Deviance explained = 34.2%
## UBRE = -0.093437 Scale est. = 1 n = 614Un modello alternativo che considera le interazioni ma perde l’interpretabilità è il seguente. Dal punto di vista computazionale è molto pesante da elaborare, quindi non viene eseguito.
varEsp = names(df)[names(df) != "diabetes"]
splineCubiche = paste("bs(",varEsp, ")", sep = "", collapse = " + ")
interazione = paste("ti(", paste(varEsp, collapse = ", "), ")", sep = "")
formula = as.formula(paste("diabetes ~", splineCubiche, "+", interazione))
# modGlmSPInterazioni = gam(formula, family = binomial, data = df)
# summary(modGlmSPInterazioni)Albero di classificazione
set.seed(1)
modTree = rpart(diabetes ~ .,
data = df,
subset = train,
method = "class",
control = rpart.control(minsplit = 5, cp = 0.00001))
plot(modTree)
Potatura
{
plotcp(modTree)
points(x = which.min(modTree$cptable[,"xerror"]),
y = min(modTree$cptable[,"xerror"]),
col = "red",
pch = 18)
}
modTree = prune(modTree,
cp = modTree$cptable[which.min(modTree$cptable[,"xerror"]),"CP"])
rpart.plot(modTree, cex = .65)
Confronto
Accuratezza
predGlm = factor(ifelse(predict(modGlmSP, newdata = df[-train,], type = "response") > .5, "pos", "neg"))
matConfGlm = confusionMatrix(predGlm, df$diabetes[-train])
predTree = factor(predict(modTree, newdata = df[-train,], type = "class"))
matConfTree = confusionMatrix(predTree, df$diabetes[-train])
data.frame("Regressione lineare" = round(matConfGlm$overall,3),
"Albero di classificazione" = round(matConfTree$overall,3))Curva ROC
Modello di regressione logistica semiparemtirca
plotROC(curvaROC(predict(modGlmSP, newdata = df[-train,], type = "response"),
df$diabetes[-train]))
Albero di classificazione
plotROC(curvaROC(predict(modTree, newdata = df[-train,], type = "prob")[,2],
df$diabetes[-train]))
Esercizio 3
Importo i dati
data("iris")
str(iris)## 'data.frame': 150 obs. of 5 variables:
## $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
## $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
## $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
## $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
## $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...Albero di classificazione
L’albero di classificazione risulta essere con pochi nodi e quasi tutti i nodi terminali hanno solo classificazioni corrette. Questo fa pensare che le specie tra loro siano molto diverse, ovvero che la varianza tra le specie sia decisamente maggiore che la varianza nelle specie.
# campionamento
set.seed(1)
train = sample(1:nrow(iris), .7 * nrow(iris))
# growing
modTree = rpart(Species ~ .,
data = iris,
subset = train,
method = "class",
control = rpart.control(minsplit = 5, cp = 0.00001))
# potatura
modTree = prune(modTree,
cp = modTree$cptable[which.min(modTree$cptable[,"xerror"]),"CP"])
rpart.plot(modTree, cex = .8)
Matrice di confusione
L’acccuratezza risulta molto elevata, anche se si intuiva già dal grafico soprastante. Durante il test solo una pianta è stata classificata erroneamente, questo porterà degli ottimi risultati per la specificità e la sensibilità delle varie classi che saranno quasi tutte uguali a 1.
predTree = factor(predict(modTree, newdata = iris[-train,], type = "class"))
matConfTree = confusionMatrix(predTree, iris$Species[-train])cvms::plot_confusion_matrix(cvms::confusion_matrix(targets = iris$Species[-train],
predictions = predict(modTree,
newdata = iris[-train,],
type = "class"))$`Confusion Matrix`[[1]])