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DESCRIPTION
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DESCRIPTION
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Package: RESTORE
Type: Package
Title: Regression testing for dataset migration
Version: 0.1.0
Author: Sean Howard, Krittika Mahajan, Andriy Miranskyy, Tom Montpool, Jessica Moore, Lei Zhang
Maintainer: Andriy Miranskyy <[email protected]> and Lei Zhang <[email protected]>
Description: This is a package of regression testing for dataset migration. Given a scenario where a legacy dataset will be replaced by a target dataset, we will analyze the difference between them based on following tests:
1. Distribution test: Kolmogorov-Smirnov test;
2. Correlation tests: Pearson correlation coefficient and Spearman's correlation;
3. Different variables and records;
4. Magnitude comparison;
5. Mean relative errors;
6. The difference between two hierarchical pairs in Spearman's test;
7. Features that have NA values;
8. Hybrid tests, which shows features that appear in Kolmogorov-Smirnov test, mean relative error test, and correlation tests;
9. Ranking, which shows the ranking of variables that appear in Kolmogorov-Smirnov test, mean relative error test, and correlation tests.
The final report will be written into a user-specified xlsx file or/and an object (which is stored in an RData file). Users can choose the test results produced in the final report.
Imports:
data.table,
openxlsx,
dplyr,
tidyr,
readr,
testthat,
rio
License: GPL-3
Encoding: UTF-8
LazyData: true
RoxygenNote: 6.1.1