Tools for Building OLS Regression Models

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Documentation for package ‘olsrr’ version 0.6.0

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O P R S

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ols_aic Akaike information criterion
ols_apc Amemiya's prediction criterion
ols_coll_diag Collinearity diagnostics
ols_correlations Part and partial correlations
ols_eigen_cindex Collinearity diagnostics
ols_fpe Final prediction error
ols_hadi Hadi's influence measure
ols_hsp Hocking's Sp
ols_launch_app Launch shiny app
ols_leverage Leverage
ols_mallows_cp Mallow's Cp
ols_msep MSEP
ols_plot_added_variable Added variable plots
ols_plot_comp_plus_resid Residual plus component plot
ols_plot_cooksd_bar Cooks' D bar plot
ols_plot_cooksd_chart Cooks' D chart
ols_plot_dfbetas DFBETAs panel
ols_plot_dffits DFFITS plot
ols_plot_diagnostics Diagnostics panel
ols_plot_fm Residual fit spread plot
ols_plot_hadi Hadi plot
ols_plot_obs_fit Observed vs fitted values plot
ols_plot_reg_line Simple linear regression line
ols_plot_resid_box Residual box plot
ols_plot_resid_fit Residual vs fitted plot
ols_plot_resid_fit_spread Residual fit spread plot
ols_plot_resid_hist Residual histogram
ols_plot_resid_lev Studentized residuals vs leverage plot
ols_plot_resid_pot Potential residual plot
ols_plot_resid_qq Residual QQ plot
ols_plot_resid_regressor Residual vs regressor plot
ols_plot_resid_spread Residual fit spread plot
ols_plot_resid_stand Standardized residual chart
ols_plot_resid_stud Studentized residual plot
ols_plot_resid_stud_fit Deleted studentized residual vs fitted values plot
ols_plot_response Response variable profile
ols_pred_rsq Predicted rsquare
ols_prep_avplot_data Added variable plot data
ols_prep_cdplot_data Cooks' D plot data
ols_prep_cdplot_outliers Cooks' d outlier data
ols_prep_dfbeta_data DFBETAs plot data
ols_prep_dfbeta_outliers DFBETAs plot outliers
ols_prep_dsrvf_data Deleted studentized residual plot data
ols_prep_outlier_obs Cooks' D outlier observations
ols_prep_regress_x Regress predictor on other predictors
ols_prep_regress_y Regress y on other predictors
ols_prep_rfsplot_fmdata Residual fit spread plot data
ols_prep_rfsplot_rsdata Residual fit spread plot data
ols_prep_rstudlev_data Studentized residual vs leverage plot data
ols_prep_rvsrplot_data Residual vs regressor plot data
ols_prep_srchart_data Standardized residual chart data
ols_prep_srplot_data Studentized residual plot data
ols_press PRESS
ols_pure_error_anova Lack of fit F test
ols_regress Ordinary least squares regression
ols_regress.lm Ordinary least squares regression
ols_sbc Bayesian information criterion
ols_sbic Sawa's bayesian information criterion
ols_step_all_possible All possible regression
ols_step_all_possible.default All possible regression
ols_step_all_possible_betas All possible regression variable coefficients
ols_step_backward_adj_r2 Stepwise Adjusted R-Squared backward regression
ols_step_backward_adj_r2.default Stepwise Adjusted R-Squared backward regression
ols_step_backward_aic Stepwise AIC backward regression
ols_step_backward_aic.default Stepwise AIC backward regression
ols_step_backward_p Stepwise backward regression
ols_step_backward_p.default Stepwise backward regression
ols_step_backward_r2 Stepwise R-Squared backward regression
ols_step_backward_r2.default Stepwise R-Squared backward regression
ols_step_backward_sbc Stepwise SBC backward regression
ols_step_backward_sbc.default Stepwise SBC backward regression
ols_step_backward_sbic Stepwise SBIC backward regression
ols_step_backward_sbic.default Stepwise SBIC backward regression
ols_step_best_subset Best subsets regression
ols_step_best_subset.default Best subsets regression
ols_step_both_adj_r2 Stepwise Adjusted R-Squared regression
ols_step_both_adj_r2.default Stepwise Adjusted R-Squared regression
ols_step_both_aic Stepwise AIC regression
ols_step_both_aic.default Stepwise AIC regression
ols_step_both_p Stepwise regression
ols_step_both_p.default Stepwise regression
ols_step_both_r2 Stepwise R-Squared regression
ols_step_both_r2.default Stepwise R-Squared regression
ols_step_both_sbc Stepwise SBC regression
ols_step_both_sbc.default Stepwise SBC regression
ols_step_both_sbic Stepwise SBIC regression
ols_step_both_sbic.default Stepwise SBIC regression
ols_step_forward_adj_r2 Stepwise Adjusted R-Squared forward regression
ols_step_forward_adj_r2.default Stepwise Adjusted R-Squared forward regression
ols_step_forward_aic Stepwise AIC forward regression
ols_step_forward_aic.default Stepwise AIC forward regression
ols_step_forward_p Stepwise forward regression
ols_step_forward_p.default Stepwise forward regression
ols_step_forward_r2 Stepwise R-Squared forward regression
ols_step_forward_r2.default Stepwise R-Squared forward regression
ols_step_forward_sbc Stepwise SBC forward regression
ols_step_forward_sbc.default Stepwise SBC forward regression
ols_step_forward_sbic Stepwise SBIC forward regression
ols_step_forward_sbic.default Stepwise SBIC forward regression
ols_test_bartlett Bartlett test
ols_test_bartlett.default Bartlett test
ols_test_breusch_pagan Breusch pagan test
ols_test_correlation Correlation test for normality
ols_test_f F test
ols_test_normality Test for normality
ols_test_normality.lm Test for normality
ols_test_outlier Bonferroni Outlier Test
ols_test_score Score test
ols_vif_tol Collinearity diagnostics

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plot.ols_step_all_possible All possible regression
plot.ols_step_backward_adj_r2 Stepwise Adjusted R-Squared backward regression
plot.ols_step_backward_aic Stepwise AIC backward regression
plot.ols_step_backward_p Stepwise backward regression
plot.ols_step_backward_r2 Stepwise R-Squared backward regression
plot.ols_step_backward_sbc Stepwise SBC backward regression
plot.ols_step_backward_sbic Stepwise SBIC backward regression
plot.ols_step_best_subset Best subsets regression
plot.ols_step_both_adj_r2 Stepwise Adjusted R-Squared regression
plot.ols_step_both_aic Stepwise AIC regression
plot.ols_step_both_p Stepwise regression
plot.ols_step_both_r2 Stepwise R-Squared regression
plot.ols_step_both_sbc Stepwise SBC regression
plot.ols_step_both_sbic Stepwise SBIC regression
plot.ols_step_forward_adj_r2 Stepwise Adjusted R-Squared forward regression
plot.ols_step_forward_aic Stepwise AIC forward regression
plot.ols_step_forward_p Stepwise forward regression
plot.ols_step_forward_r2 Stepwise R-Squared forward regression
plot.ols_step_forward_sbc Stepwise SBC forward regression
plot.ols_step_forward_sbic Stepwise SBIC forward regression

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rvsr_plot_shiny Residual vs regressors plot for shiny app

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stepdata Test Data Set
surgical Surgical Unit Data Set