MJSKAY . GITHUB . IO {
}
Title:
Tidy Data and Geoms for Bayesian Models โข tidybayes
Description:
Compose data for and extract, manipulate, and visualize posterior draws from Bayesian models (JAGS, Stan, rstanarm, brms, MCMCglmm, coda, ...) in a tidy data format. Functions are provided to help extract tidy data frames of draws from Bayesian models and that generate point summaries and intervals in a tidy format. In addition, ggplot2 geoms and stats are provided for common visualization primitives like points with multiple uncertainty intervals, eye plots (intervals plus densities), and fit curves with multiple, arbitrary uncertainty bands.
Website Age:
12 years and 3 months (reg. 2013-03-08).
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Keywords {๐}
data, condition, tidybayes, model, functions, tidy, posterior, dbl, models, intervals, plot, median, plots, point, geoms, package, conditionmean, mtcars, frames, format, family, easy, predictions, means, indices, generate, fit, responsesd, width, make, types, summaries, output, ggplotaesx, prediction, ndraws, visualizing, common, variables, function, automatically, factor, draws, names, frame, levels, variable, spreaddraws, dotplots, quantile,
Topics {โ๏ธ}
long-format data frames long-format data frame similar โhalf-eyeโ plot analysis pipelines tidier grouped data frames model type supported tidy data frames hard perceptual task gallon versus horsepower data frame n_condition automatically turned back vector[n_condition] condition_zoffset visualizing data frames long-format data ccdf bar plots complex custom plots construct quantile dotplots visualizing fit lines including eye plots slightly naive model latest development version facilitates additional computation half-eye plots including automatic recovery common data types visualization tasks common back-translated back bayesian modeling functions motivating quantile dotplots stan modeling language bug license gpl automatically parses indices supported model types alongside point summaries data frame columns automatic back-conversion matthew kay means translating data format stan likes package helps automate simplify common combinations residual standard deviation abc data frame make spaghetti plots multiple probability bands generate point summaries bayesian plotting packages generating point summaries including column names ๏ฟฝhalf-eyeโ plot
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