General information and simple examples |
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The Xpose Package |
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Function to create files for the simulated prazosin example in Xpose |
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Simulated prazosin Xpose database. |
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Classic interfaceXpose has a text based menu interface to make it simple for the user to invoke the Xpose specific functions. This interface is called Xpose Classic. Given the limitations a text based interface imposes, Xpose Classic is not very flexible but may be useful for quick assessment of a model and for learning to use Xpose. |
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Classic menu system for Xpose 4 |
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Data import and database manipulationFunctions for managing the inporting of data, visualization of that data and manipulating the resulting Xpose database. |
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Create an Xpose data object |
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Check through the source dataset to detect problems |
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Extract and set Xpose variable definitions. |
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Change Xpose variable definitions. |
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Change parameter scope. |
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Changes the name of an Xpose data item |
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Changes the label of an Xpose data item |
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Column-transformation functions for Xpose 4 |
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Functions changing variable definitions in Xpose 4 |
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Functions changing miscellaneous parameter settings in Xpose 4 |
Compute the Conditional Weighted Residuals |
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Extract or assign data from an xpose.data object. |
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Prints the contents of an Xpose data object |
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Exports Xpose graphics settings to a file. |
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Exports Xpose variable definitions to a file from an Xpose data object. |
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Imports Xpose graphics settings from a file to an Xpose data object. |
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Imports Xpose variable definitions from a file to an Xpose data object. |
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Make stacked bar data set. |
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Extract or set the value of the Nsim slot. |
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Summarize individual parameter values and covariates |
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Read (repeated) time-to-event simulation data files. |
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Reading NONMEM table files |
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Read NONMEM output files into Xpose 4 |
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Read NONMEM table files produced from simulation. |
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Function to create files for the simulated prazosin example in Xpose |
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Tabulate the population parameter estimates |
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Extract and set labels for Xpose data items. |
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Summarize an xpose database |
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Extract or set the value of the Subset slot. |
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Data visulalization |
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Observations (DV) plotted against the independent variable (IDV) for Xpose 4 |
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Population predictions (PRED) plotted against the independent variable (IDV) for Xpose 4 |
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Individual predictions (IPRED) plotted against the independent variable (IDV) for Xpose 4 |
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Plot the parameter or covariate distributions using a histogram |
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Plot the parameter or covariate distributions using quantile-quantile (Q-Q) plots |
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Plot scatterplot matrices of parameters, random parameters or covariates |
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Summarize individual parameter values and covariates |
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Categorical observations vs. independent variable using stacked bars. |
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Kaplan-Meier plots of (repeated) time-to-event data |
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Overall goodness of fit assessment |
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Observations (DV), individual predictions (IPRED) and population predictions (IPRED) plotted against the independent variable (IDV), for Xpose 4 |
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Observations (DV), individual predictions (IPRED) and population predictions (PRED) are plotted against the independent variable for every individual in the dataset, for Xpose 4 |
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Basic goodness-of-fit plots, for Xpose 4 |
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Additional goodness-of-fit plots, for Xpose 4 |
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Print run summary in Xpose 4 |
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Structural model diagnostics |
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Observations (DV) plotted against population predictions (PRED) for Xpose 4 |
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Dependent variable vs population predictions, conditioned on covariates, for Xpose 4 |
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Dependent variable vs population predictions, conditioned on independent variable, for Xpose 4 |
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Observations (DV) are plotted against individual predictions (IPRED) and population predictions (PRED), for Xpose 4 |
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Observations (DV) plotted against individual predictions (IPRED) for Xpose 4 |
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Dependent variable vs individual predictions, conditioned on covariates, for Xpose 4 |
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Dependent variable vs individual predictions, conditioned on independent variable, for Xpose 4 |
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Population conditional weighted residuals (CWRES) plotted against the independent variable (IDV) for Xpose 4 |
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Box-and-whisker plot of conditional weighted residuals vs the independent variable for Xpose 4 |
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Population weighted residuals (WRES) plotted against the independent variable (IDV) for Xpose 4 |
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Box-and-whisker plot of weighted residuals vs the independent variable for Xpose 4 |
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Individual weighted residuals (IWRES) plotted against the independent variable (IDV) for Xpose 4 |
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Weighted residuals (WRES) and conditional WRES (CWRES) plotted against the independent variable (IDV) |
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Weighted residuals (WRES) and conditional WRES (CWRES) plotted against the population predictions (PRED) |
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Population conditional weighted residuals (CWRES) plotted against population predictions (PRED) for Xpose 4 |
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Box-and-whisker plot of conditional weighted residuals vs population predictions for Xpose 4 |
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Conditional Weighted residuals (CWRES) plotted against covariates, for Xpose 4 |
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Population weighted residuals (WRES) plotted against population predictions (PRED) for Xpose 4 |
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Box-and-whisker plot of weighted residuals vs population predictions for Xpose 4 |
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Weighted residuals (WRES) plotted against covariates, for Xpose 4 |
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Residual model diagnostics |
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Absolute conditional weighted residuals vs covariates for Xpose 4 |
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Absolute population conditional weighted residuals vs population predictions for Xpose 4 |
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Absolute value of the conditional weighted residuals vs. population predictions, conditioned on covariates, for Xpose 4 |
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Absolute weighted residuals vs covariates for Xpose 4 |
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Absolute value of (C)WRES vs. independent variable plot in Xpose4. |
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Absolute population weighted residuals vs population predictions for Xpose 4 |
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Absolute population weighted residuals vs population predictions, conditioned on covariates, for Xpose 4 |
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Absolute population weighted residuals vs population predictions, and absolute individual weighted residuals vs individual predictions, for Xpose 4 |
box and whisker plots of the absolute value of the individual weighted residuals vs. covariates |
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absolute value of the individual weighted residuals vs. the independent variable |
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Absolute individual weighted residuals vs individual predictions for Xpose 4 |
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Absolute individual weighted residuals vs individual predictions, conditioned on covariates, for Xpose 4 |
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Absolute individual weighted residuals vs population predictions or independent variable for Xpose 4 |
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Histogram of conditional weighted residuals (CWRES), for Xpose 4 |
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Histogram of weighted residuals (WRES), for Xpose 4 |
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Histogram of individual weighted residuals (IWRES), for Xpose 4 |
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Quantile-quantile plot of conditional weighted residuals (CWRES), for Xpose 4 |
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Quantile-quantile plot of weighted residuals (WRES), for Xpose 4 |
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Quantile-quantile plot of individual weighted residuals (IWRES), for Xpose 4 |
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Histograms of weighted residuals for each individual in an Xpose data object, for Xpose 4 |
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Quantile-quantile plots of weighted residuals for each individual in an Xpose data object, for Xpose 4 |
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Autocorrelation of conditional weighted residuals for Xpose 4 |
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autocorrelation of the individual weighted residuals |
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Autocorrelation of weighted residuals for Xpose 4 |
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Parameter distribution diagnostics |
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Plot the parameter or covariate distributions using a histogram |
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Plot the parameter or covariate distributions using quantile-quantile (Q-Q) plots |
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Plot scatterplot matrices of parameters, random parameters or covariates |
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Plot parameters vs other parameters |
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Tabulate the population parameter estimates |
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Summarize individual parameter values and covariates |
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Model comparison |
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Basic model comparison plots, for Xpose 4 |
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Additional model comparison plots, for Xpose 4 |
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Model comparison plots, of absolute differences in goodness-of-fit predictors against covariates, for Xpose 4 |
Change in individual objective function value vs. covariate value. |
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Change in Objective function value vs. removal of individuals. |
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Change in individual objective function value 1 vs. individual objective function value 2. |
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Covariate model development |
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Parameters plotted against covariates, for Xpose 4 |
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Random parameters plotted against covariates, for Xpose 4 |
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GAM functionsFunctions take an Xpose object and performs a generalized additive model (GAM) stepwise search for influential covariates on a single model parameter. |
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Stepwise GAM search for covariates on a parameter (Xpose 4) |
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GAM functions for Xpose 4 |
Default function for calculating dispersion in |
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Define a scope for the gam. Used as default input to the |
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Title |
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Print summary information for a bootgam or bootscm |
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Plot of model size distribution for a bootgam or bootscm |
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Trace plots for conditional indices |
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Trace plots for conditional indices rper replicate number |
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Inclusion frequency plot |
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Inclusion frequency plot for combination of covariates. |
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Inclusion stability plot A plot of the inclusion frequency of covariates vs bootgam/bootscm iteration number. This plot can be used to evaluate whether sufficient iterations have been performed. |
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Plot of inclusion index of covariates. |
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Inclusion index individuals, compare between covariates. |
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Individual inclusion index |
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VPC and NPC functions |
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Visual Predictive Check (VPC) using XPOSE |
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Xpose Visual Predictive Check (VPC) for both continuous and Limit of Quantification data. |
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Xpose visual predictive check for categorical data. |
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Function to plot the coverage of the Numerical Predictive Check |
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Kaplan-Meier plots of (repeated) time-to-event data |
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Categorical (visual) predictive check. |
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Read the results file from a Numerical or Visual Predictive Check run in PsN |
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Read the vpctab file from PsN into Xpose |
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PsN functionsThese functions are the interface between Xpose and PsN, i.e. they do not post-process NONMEM output but rather PsN output. |
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Function to create histograms of results from the |
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Import bootscm data into R/Xpose |
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Function to create a histogram of results from the randomization test tool ( |
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Print summary information for a bootgam or bootscm |
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Compare parameter estimates for covariate coefficients |
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Correlations between covariate coefficients |
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Distribution of difference in AIC |
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Plot of model size distribution for a bootgam or bootscm |
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Distribution of difference in OFV |
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OFV difference (optimism) plot. |
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Trace plots for conditional indices |
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Trace plots for conditional indices rper replicate number |
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Inclusion frequency plot |
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Inclusion frequency plot for combination of covariates. |
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Inclusion stability plot A plot of the inclusion frequency of covariates vs bootgam/bootscm iteration number. This plot can be used to evaluate whether sufficient iterations have been performed. |
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Plot of inclusion index of covariates. |
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Inclusion index individuals, compare between covariates. |
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Individual inclusion index |
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Generic functionsGeneric wrapper functions around the lattice functions. These functions can be invoked by the user but require quite detailed instructions to generate the desired output. |
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Structured goodness of fit diagnostics. |
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Create and object with class "xpose.multiple.plot". |
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Xpose 4 generic function for plotting multiple lattice objects on one page |
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Default box-and-whisker panel function for Xpose 4 |
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Default panel function for Xpose 4 |
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Default histogram panel function for Xpose 4 |
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Default QQ panel function for Xpose 4 |
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Scatterplot matrix panel function for Xpose 4 |
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The generic Xpose functions for box-and-whisker plots |
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The Xpose 4 generic functions for continuous y-variables. |
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The Xpose 4 generic functions for continuous y-variables. |
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The generic Xpose functions for QQ plots |
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The Xpose 4 generic functions for scatterplot matrices. |
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See also |
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Print tables or text in a grid object |
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Create xpose.multiple.plot class. |
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This function creates the Xpose data classes ("xpose.data" and "xpose.prefs") |
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Print an Xpose multiple plot object. |
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Resets Xpose variable definitions to factory settings |
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Class xpose.data |
Displays the Xpose license and citation information |
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Class for creating multiple plots in xpose |
Class "xpose.prefs" |
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Print a pretty string. |
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Functions to create nice looking axes when using Log scales. |