Shiny App

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Launch shiny app

Bivariate Analysis

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Bivariate analysis

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Event rate

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Two way event rate

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Response distribution

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WoE & IV

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Multi variable WOE & IV

Regression

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Binary logistic regression

Model Fit Statistics

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Model fit statistics

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Multi model fit statistics

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Likelihood ratio test

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McFadden's R2

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McFadden's adjusted R2

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Cox Snell R2

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Cragg-Uhler (Nagelkerke) R2

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McKelvey Zavoina R2

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Effron R2

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Count R2

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Adjusted count R2

Model Validation

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Gains table & lift chart

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KS chart

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Hosmer lemeshow test

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Gini index

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Lorenz curve

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Confusion matrix

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Concordant & discordant pairs

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ROC curve

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Decile lift chart

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Event rate by decile

Variable Selection

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Stepwise AIC forward selection

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Stepwise forward regression

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Stepwise AIC backward elimination

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Stepwise backward regression

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Stepwise AIC selection

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Stepwise regression

Residual Diagnostics

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Residual vs fitted values plot

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Residual values plot

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Deviance vs fitted values plot

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Deviance residual values

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Leverage vs fitted values plot

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Leverage plot

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Residual diagnostics

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CI Displacement C plot

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CI Displacement CBAR plot

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Delta chisquare plot

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Delta deviance plot

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DFBETAs panel

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Influence diagnostics plot

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Fitted values diagnostics plot

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Leverage diagnostics plot

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CI Displacement C vs fitted values plot

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Delta chi square vs fitted values plot

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Delta deviance vs fitted values plot

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Delta chi square vs leverage plot

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Delta deviance vs leverage plot

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CI Displacement C vs leverage plot

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Fitted values vs leverage plot

Collinearity Diagnostics

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Collinearity diagnostics

Model Specification Error

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Model specification error

Data

hsb2

High School and Beyond Data Set

bank_marketing

Bank marketing data set

stepwise

Dummy Data Set