elastacloud / automatic-data-explorer Goto Github PK
View Code? Open in Web Editor NEWAn R package to explore and quality check data
License: MIT License
An R package to explore and quality check data
License: MIT License
Some functions currently do not take a dataframe as input. Where possible functions should be able to take a dataframe as input and assess the whole in one call
Check for non-numeric data being passed into the function to prevent it from erroring on the cor
call
Automatically turn a pre existing R script into a .Rmd file that can be rendered into html pdf etc. Needs a way to separate code into 'chunks'. Should be able to reuse the insertChunk and insertQuietChunk functions.
Currently the function will return all correlations between the target variable and the other variables in the function. Add an argument that will allow the user to return only the top N largest correlations.
Add error handling to these functions, more unit-tests and better documentation
Many functions either have no or incomplete help documenation
Change the correlation matrix plot function so that it can plot directly from an input dataframe rather than having to calculate the correlation matrix separately
Add packages to DESCRIPTION file so that they should be auto-installed when any user installs the package
Correlation functions are not currently being added to the NAMESPACE, add @export
to roxygen2 comments
Functionality to auto write reports with R Markdown. Current idea is to use .Rmd template files that can be chosen by the user and will be automatically filled in depending on values provided by the user to the function arguments.
Add more to the univariate report template
Add option for user to override automatically computed optimal epsilon and minimum points parameters for dbscan
Currently function replaces NAs with the mean of the column. Add option to use na.omit instead.
I envisage that this will replace the current method which is an .Rmd template.
This new method would have different scripts, depending on the data type, which are then written to .Rmd, in order, by the autoMarkdown function.
The current function detects outliers using IQR. Add function that detects outliers using Mahalanobis distance. Add option for user to to specify to use other method than default IQR method.
A function that will plot a correlation matrix, with the options of making the plot interactive
Assess unit test coverage and write tests where required
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.