VIM - Visualization and Imputation of Missing Values
New tools for the visualization of missing and/or imputed values are introduced, which can be used for exploring the data and the structure of the missing and/or imputed values. Depending on this structure of the missing values, the corresponding methods may help to identify the mechanism generating the missing values and allows to explore the data including missing values. In addition, the quality of imputation can be visually explored using various univariate, bivariate, multiple and multivariate plot methods. A graphical user interface available in the separate package VIMGUI allows an easy handling of the implemented plot methods.
Last updated 6 months ago
hotdeckimputation-methodsmodel-predictionsvisualizationcpp
14.32 score 86 stars 18 dependents 2.6k scripts 12k downloads
surveysd - Survey Standard Error Estimation for Cumulated Estimates and their Differences in Complex Panel Designs
Calculate point estimates and their standard errors in complex household surveys using bootstrap replicates. Bootstrapping considers survey design with a rotating panel. A comprehensive description of the methodology can be found under <https://statistikat.github.io/surveysd/articles/methodology.html>.
Last updated 3 months ago
bootstraperror-estimationsurveycpp
6.86 score 9 stars 67 scripts 286 downloadssimPop - Simulation of Complex Synthetic Data Information
Tools and methods to simulate populations for surveys based on auxiliary data. The tools include model-based methods, calibration and combinatorial optimization algorithms, see Templ, Kowarik and Meindl (2017) <doi:10.18637/jss.v079.i10>) and Templ (2017) <doi:10.1007/978-3-319-50272-4>. The package was developed with support of the International Household Survey Network, DFID Trust Fund TF011722 and funds from the World bank.
Last updated 3 months ago
cpp
6.68 score 31 stars 104 scripts 386 downloadstatoo - Combine and Export Data Frames
Functions to combine data.frames in ways that require additional effort in base R, and to add metadata (id, title, ...) that can be used for printing and xlsx export. The 'Tatoo_report' class is provided as a convenient helper to write several such tables to a workbook, one table per worksheet. Tatoo is built on top of 'openxlsx', but intimate knowledge of that package is not required to use tatoo.
Last updated 2 years ago
5.53 score 7 stars 24 scripts 234 downloads
STATcubeR - R Interface for the 'STATcube' REST API and Open Government Data
Import data from the 'STATcube' REST API or from the open data portal of Statistics Austria. This package includes a client for API requests as well as parsing utilities for data which originates from 'STATcube'. Documentation about 'STATcubeR' is provided by several vignettes included in the package as well as on the public 'pkgdown' page at <https://statistikat.github.io/STATcubeR/>.
Last updated 3 months ago
apidatabaseogdopen-datasdmx
5.03 score 18 stars 9 scripts 546 downloadsx12 - Interface to 'X12-ARIMA'/'X13-ARIMA-SEATS' and Structure for Batch Processing of Seasonal Adjustment
The 'X13-ARIMA-SEATS' <https://www.census.gov/data/software/x13as.html> methodology and software is a widely used software and developed by the US Census Bureau. It can be accessed from 'R' with this package and 'X13-ARIMA-SEATS' binaries are provided by the 'R' package 'x13binary'.
Last updated 3 years ago
5.01 score 18 stars 57 scripts 881 downloads