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<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · TSCSMethods.jl</title><meta name="title" content="Home · TSCSMethods.jl"/><meta property="og:title" content="Home · TSCSMethods.jl"/><meta property="twitter:title" content="Home · TSCSMethods.jl"/><meta name="description" content="Documentation for TSCSMethods.jl."/><meta property="og:description" content="Documentation for TSCSMethods.jl."/><meta property="twitter:description" content="Documentation for TSCSMethods.jl."/><meta property="og:url" content="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><meta property="twitter:url" content="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><link rel="canonical" href="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" 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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"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="index.html">Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="index.html">Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/human-nature-lab/TSCSMethods.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/human-nature-lab/TSCSMethods.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="TSCSMethods.jl"><a class="docs-heading-anchor" href="#TSCSMethods.jl">TSCSMethods.jl</a><a id="TSCSMethods.jl-1"></a><a class="docs-heading-anchor-permalink" href="#TSCSMethods.jl" title="Permalink"></a></h1><p><em>Matching methods for causal inference with time-series cross-sectional data</em></p><p>TSCSMethods.jl implements the matching methodology developed in Feltham et al. (2023), which is based on Imai et al. (2021) for causal inference with time-series cross-sectional (TSCS) data.</p><p>This package was initially developed for and used in the analyses of Feltham et al. (2023).</p><h2 id="Quick-Start"><a class="docs-heading-anchor" href="#Quick-Start">Quick Start</a><a id="Quick-Start-1"></a><a class="docs-heading-anchor-permalink" href="#Quick-Start" title="Permalink"></a></h2><pre><code class="language-julia hljs">using TSCSMethods, DataFrames
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<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · TSCSMethods.jl</title><meta name="title" content="Home · TSCSMethods.jl"/><meta property="og:title" content="Home · TSCSMethods.jl"/><meta property="twitter:title" content="Home · TSCSMethods.jl"/><meta name="description" content="Documentation for TSCSMethods.jl."/><meta property="og:description" content="Documentation for TSCSMethods.jl."/><meta property="twitter:description" content="Documentation for TSCSMethods.jl."/><meta property="og:url" content="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><meta property="twitter:url" content="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><link rel="canonical" href="https://human-nature-lab.github.io/TSCSMethods.jl/index.html"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" 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href="index.html">TSCSMethods.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href="index.html">Home</a><ul class="internal"><li><a class="tocitem" href="#Quick-Start"><span>Quick Start</span></a></li><li><a class="tocitem" href="#Key-Features"><span>Key Features</span></a></li><li><a class="tocitem" href="#Installation"><span>Installation</span></a></li><li><a class="tocitem" href="#Citation"><span>Citation</span></a></li><li><a class="tocitem" href="#References"><span>References</span></a></li></ul></li><li><a class="tocitem" href="diagrams.html">Visual Guide</a></li><li><a class="tocitem" href="tutorial.html">Tutorial</a></li><li><a class="tocitem" href="methodology.html">Methodology</a></li><li><a class="tocitem" href="api.html">API Reference</a></li><li><a class="tocitem" href="validation.html">Validation</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"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="index.html">Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="index.html">Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/human-nature-lab/TSCSMethods.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/human-nature-lab/TSCSMethods.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="TSCSMethods.jl"><a class="docs-heading-anchor" href="#TSCSMethods.jl">TSCSMethods.jl</a><a id="TSCSMethods.jl-1"></a><a class="docs-heading-anchor-permalink" href="#TSCSMethods.jl" title="Permalink"></a></h1><p><em>Matching methods for causal inference with time-series cross-sectional data</em></p><p>TSCSMethods.jl v2.0.0 implements the matching methodology developed in Feltham et al. (2023), which is based on Imai et al. (2021) for causal inference with time-series cross-sectional (TSCS) data.</p><p>This package was initially developed for and used in the analyses of Feltham et al. (2023).</p><h2 id="Quick-Start"><a class="docs-heading-anchor" href="#Quick-Start">Quick Start</a><a id="Quick-Start-1"></a><a class="docs-heading-anchor-permalink" href="#Quick-Start" title="Permalink"></a></h2><pre><code class="language-julia hljs">using TSCSMethods, DataFrames
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# Generate example data
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dat = example_data(n_units=50, n_days=60)
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journal={American Journal of Political Science},
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year={2021},
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}</code></pre><h2 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h2><ul><li>Imai, K., Kim, I. S., &amp; Wang, E. H. (2021). Matching Methods for Causal Inference with Time-Series Cross-Sectional Data. <em>American Journal of Political Science</em>.</li><li>Feltham, E., Forastiere, L., Alexander, M., &amp; Christakis, N. A. (2023). Mass gatherings for political expression had no discernible association with the local course of the COVID-19 pandemic in the USA in 2020 and 2021. <em>Nature Human Behaviour</em>.</li><li>Kim, I. S., Ruah, A., Wang, E., &amp; Imai, K. (2020). Insongkim/PanelMatch [R, C]. https://github.com/insongkim/PanelMatch (Original work published 2018)</li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="tutorial.html">Tutorial »</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="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Tuesday 26 August 2025 15:10">Tuesday 26 August 2025</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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}</code></pre><h2 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h2><ul><li>Imai, K., Kim, I. S., &amp; Wang, E. H. (2021). Matching Methods for Causal Inference with Time-Series Cross-Sectional Data. <em>American Journal of Political Science</em>.</li><li>Feltham, E., Forastiere, L., Alexander, M., &amp; Christakis, N. A. (2023). Mass gatherings for political expression had no discernible association with the local course of the COVID-19 pandemic in the USA in 2020 and 2021. <em>Nature Human Behaviour</em>.</li><li>Kim, I. S., Ruah, A., Wang, E., &amp; Imai, K. (2020). Insongkim/PanelMatch [R, C]. https://github.com/insongkim/PanelMatch (Original work published 2018)</li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="diagrams.html">Visual 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="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Tuesday 26 August 2025 15:59">Tuesday 26 August 2025</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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