{"repo":"SteffenMoritz/imputeTS","free":true,"listed":false,"github":"https://github.com/SteffenMoritz/imputeTS","clone":"git clone https://github.com/SteffenMoritz/imputeTS.git","description":"CRAN R Package: Time Series Missing Value Imputation","language":"R","stars":175,"topics":["missing-data","imputation","data-visualization","imputation-algorithm","imputets","cran","time-series"],"license":"GPL-3.0","category":"analytics","readme_excerpt":"imputeTS: Time Series Missing Value Imputation The imputeTS package specializes on (univariate) time series imputation. It offers several different imputation algorithm implementations. Beyond the imputation algorithms the package also provides plotting and printing functions of time series missing data statistics. Additionally three time series datasets for imputation experiments are included. Installation The imputeTS package can be found on [CRAN]. For installation execute in R: If you want to install the latest version from GitHub (can be unstable) run: Usage #### Imputation To impute (fill all missing values) in a time series x , run the following command: Output is the time series x with all NA's replaced by reasonable values. This is just one example for an imputation algorithm. In this case interpolation was the algorithm of choice for calculating the NA replacements. There are several other algorithms (see also under caption Imputation Algorithms). All imputation functions are named alike starting with na followed by a algorithm label e.g. na mean, na kalman, ... #### Plotting To plot missing data statistics for a time series x , run the following command:   This is just one exemplary plot. Overall there are five different types of missing data plots (see also under caption Missing Data Plots). There is an additional tutorial just about plots available - the [Gallery of Visualizations]. #### Printing To print descriptive statistics about the missing data in a ti","default_branch":null,"files":null,"tree":[],"storefront":"/r/SteffenMoritz","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SteffenMoritz/imputeTS/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}