Shiny App |
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Launch shiny app |
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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 |
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Regression |
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Binary logistic regression |
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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 |
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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 |
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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 |
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Plot Data |
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ROC curve data |
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Lorenz curve data |
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Decile capture rate data |
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Lift Chart data |
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KS Chart data |
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 |
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Collinearity Diagnostics |
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Collinearity diagnostics |
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Model Specification Error |
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Model specification error |
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Data |
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High School and Beyond Data Set |
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Bank marketing data set |
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Dummy Data Set |