{"repo":"mstaniak/autoEDA-resources","free":true,"listed":false,"github":"https://github.com/mstaniak/autoEDA-resources","clone":"git clone https://github.com/mstaniak/autoEDA-resources.git","description":"A list of software and papers related to automatic and fast Exploratory Data Analysis","language":"HTML","stars":432,"topics":["autoeda","eda","exploratory-data-analysis","automation","visualization"],"license":"CC-BY-4.0","category":"workflow-automation","readme_excerpt":"autoEDA-resources A list of software and papers related to automated Exploratory Data Analysis, including - fast data exploration and visualization, - augmented analytics, - visualization recommendation and other tools that speed up data exploration (visual exploration in particular). Pull requests with software, paper and conference presentations are welcome. Software R packages My summary of R packages is in R Journal General Packages - dataMaid (CRAN package) - automated checks of data validity. - DataExplorer (CRAN package) - automated data exploration (including univariate and bivariate plots, PCA) and treatment. - funModeling (CRAN package) - automated EDA, simple feature engineering and outlier detection. - SmartEDA (CRAN package) - automated generation of descriptive statistics and uni- and bivariate plots, parallel coordinate plots. Details can be found in a dedicated paper. - autoEDA (GitHub package) - automated EDA with uni- and bivariate plots. An article with an introduction can be found on LinkedIn. - visdat (CRAN package) - 6 exploratory/diagnostic plots for initial data analysis. - dlookr (CRAN package) - tools for data quality diagnosis, basic exploration and feature transformations. - xray (CRAN package) - first look at the data - distributions and anomalies. More in the blog post. - arsenal (CRAN package) - statistical summaries (models and exploration) and quick reporting. - RtutoR (CRAN package) - learning material with a automatic reports module. More at","default_branch":null,"files":null,"tree":[],"storefront":"/r/mstaniak","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mstaniak/autoEDA-resources/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."}