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| <html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Related · TableTransforms.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://JuliaML.github.io/TableTransforms.jl/related/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><link href="https://fonts.googleapis.com/css?family=Montserrat|Source+Code+Pro&display=swap" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="TableTransforms.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">TableTransforms.jl</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../transforms/">Transforms</a></li><li><a class="tocitem" href="../devguide/">Developer guide</a></li><li class="is-active"><a class="tocitem" href>Related</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Related</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Related</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/JuliaML/TableTransforms.jl/blob/master/docs/src/related.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="Related"><a class="docs-heading-anchor" href="#Related">Related</a><a id="Related-1"></a><a class="docs-heading-anchor-permalink" href="#Related" title="Permalink"></a></h1><ul><li><a href="https://github.com/invenia/FeatureTransforms.jl">FeatureTransforms.jl</a> has transforms, but they are not fully revertible. Some of their transforms such as <code>MeanStdScaling</code> are constructed for a specific table and cannot be inserted in the middle of a pipeline for example.</li><li><a href="https://github.com/IBM/AutoMLPipeline.jl">AutoMLPipeline.jl</a> relies on the Python stack via <a href="https://github.com/JuliaPy/PyCall.jl">PyCall.jl</a>. They provide pipelines with Julia's pipe <code>|></code> operator and follow a more "Pythonic" interface. They do not support general <a href="https://github.com/JuliaData/Tables.jl">Tables.jl</a>.</li><li><a href="https://github.com/invenia/Impute.jl">Impute.jl</a>, <a href="https://github.com/TheRoniOne/Cleaner.jl">Cleaner.jl</a>, <a href="https://github.com/xiaodaigh/DataConvenience.jl">DataConvenience.jl</a> all have a small set of transforms related to fixing column names as well as other basic transforms that we plan to absorb in the long term.</li><li><a href="https://github.com/jkrumbiegel/Chain.jl">DataFramesMeta.jl</a> is a package to manipulate <a href="https://github.com/JuliaData/DataFrames.jl">DataFrames.jl</a> tables. It is not intended for statistical transforms such as <code>PCA</code>, <code>Quantile</code>, etc, which rely on complex interactions between the rows and columns of a table. The usage of macros in the package promotes one-shot scripts as opposed to general pipelines that can be passed around to different places in the program.</li><li><a href="https://github.com/queryverse/Query.jl">Query.jl</a> is a package to query <a href="https://github.com/queryverse/IterableTables.jl">IterableTables.jl</a>. Similar to other alternatives above, the package is not intended for advanced statistical transforms.</li><li><a href="https://alan-turing-institute.github.io/MLJ.jl/dev/">MLJ.jl</a> is a popular machine learning framework in Julia that adopts a different design for pipelines based on mutability of structs.</li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../devguide/">« Developer guide</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Tuesday 12 December 2023 14:00">Tuesday 12 December 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html> | ||
| <html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Related · TableTransforms.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://JuliaML.github.io/TableTransforms.jl/related/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><link href="https://fonts.googleapis.com/css?family=Montserrat|Source+Code+Pro&display=swap" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="TableTransforms.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">TableTransforms.jl</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../transforms/">Transforms</a></li><li><a class="tocitem" href="../devguide/">Developer guide</a></li><li class="is-active"><a class="tocitem" href>Related</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Related</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Related</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/JuliaML/TableTransforms.jl/blob/master/docs/src/related.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="Related"><a class="docs-heading-anchor" href="#Related">Related</a><a id="Related-1"></a><a class="docs-heading-anchor-permalink" href="#Related" title="Permalink"></a></h1><ul><li><a href="https://github.com/invenia/FeatureTransforms.jl">FeatureTransforms.jl</a> has transforms, but they are not fully revertible. Some of their transforms such as <code>MeanStdScaling</code> are constructed for a specific table and cannot be inserted in the middle of a pipeline for example.</li><li><a href="https://github.com/IBM/AutoMLPipeline.jl">AutoMLPipeline.jl</a> relies on the Python stack via <a href="https://github.com/JuliaPy/PyCall.jl">PyCall.jl</a>. They provide pipelines with Julia's pipe <code>|></code> operator and follow a more "Pythonic" interface. They do not support general <a href="https://github.com/JuliaData/Tables.jl">Tables.jl</a>.</li><li><a href="https://github.com/invenia/Impute.jl">Impute.jl</a>, <a href="https://github.com/TheRoniOne/Cleaner.jl">Cleaner.jl</a>, <a href="https://github.com/xiaodaigh/DataConvenience.jl">DataConvenience.jl</a> all have a small set of transforms related to fixing column names as well as other basic transforms that we plan to absorb in the long term.</li><li><a href="https://github.com/jkrumbiegel/Chain.jl">DataFramesMeta.jl</a> is a package to manipulate <a href="https://github.com/JuliaData/DataFrames.jl">DataFrames.jl</a> tables. It is not intended for statistical transforms such as <code>PCA</code>, <code>Quantile</code>, etc, which rely on complex interactions between the rows and columns of a table. The usage of macros in the package promotes one-shot scripts as opposed to general pipelines that can be passed around to different places in the program.</li><li><a href="https://github.com/queryverse/Query.jl">Query.jl</a> is a package to query <a href="https://github.com/queryverse/IterableTables.jl">IterableTables.jl</a>. Similar to other alternatives above, the package is not intended for advanced statistical transforms.</li><li><a href="https://alan-turing-institute.github.io/MLJ.jl/dev/">MLJ.jl</a> is a popular machine learning framework in Julia that adopts a different design for pipelines based on mutability of structs.</li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../devguide/">« Developer guide</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Tuesday 12 December 2023 14:07">Tuesday 12 December 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html> |
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