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README.Rmd

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```
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# **seine**: Semiparametric Ecological Inference <a href="https://corymccartan.com/seine/"><img src="man/figures/logo.svg" align="right" height="144" /></a>
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# <span style="color: #425682"><b>seine</b></span>: Semiparametric Ecological Inference <a href="https://corymccartan.com/seine/"><img src="man/figures/logo.svg" align="right" height="144" /></a>
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<!-- badges: start -->
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[![R-CMD-check](https://github.com/CoryMcCartan/seine/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/CoryMcCartan/seine/actions/workflows/R-CMD-check.yaml)
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- **Minimal dependencies** and efficient estimation routines keep everything
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**fast** and lightweight.
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<h2><span style="text-color: red">This software is experimental</span></h2>
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<h2><span style="color: #e06666"><b>This software is experimental</b></span></h2>
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**seine** and the underlying statistical methods are under active development.
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The package is not currently recommended for non-expert use.
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ei_est(regr = m, riesz = rr, data = spec, conf_level = 0.95)
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```
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This workflow is explained in more detail in the [package vignette](./articles/seine.html), along
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This workflow is explained in more detail in the [package vignette](https://corymccartan.com/seine/articles/seine.html), along
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with demonstrations of data preprocessing and sensitivity analysis.
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## Name
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In addition to being an acronym for "semiparametric ecological inference," *i
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*seine** refers to a type of fishing net, which is used to catch fish like
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tuna in aggregate. A net also is visually similar to the tomography lines which
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are commonly used to visualize the interaction of the latent data and the
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accounting identity in 2&times;2 ecological inference.

README.md

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<!-- README.md is generated from README.Rmd. Please edit that file -->
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# **seine**: Semiparametric Ecological Inference <a href="https://corymccartan.com/seine/"><img src="man/figures/logo.svg" align="right" height="144" /></a>
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# <span style="color: #425682"><b>seine</b></span>: Semiparametric Ecological Inference <a href="https://corymccartan.com/seine/"><img src="man/figures/logo.svg" align="right" height="144" /></a>
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<!-- badges: start -->
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<h2>
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<span style="text-color: red">This software is experimental</span>
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<span style="color: #e06666"><b>This software is experimental</b></span>
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</h2>
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**seine** and the underlying statistical methods are under active
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```
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This workflow is explained in more detail in the [package
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vignette](./articles/seine.html), along with demonstrations of data
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preprocessing and sensitivity analysis.
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vignette](https://corymccartan.com/seine/articles/seine.html), along
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with demonstrations of data preprocessing and sensitivity analysis.
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## Name
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In addition to being an acronym for “semiparametric ecological
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inference,” *i *seine\*\* refers to a type of fishing net, which is used
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to catch fish like tuna in aggregate. A net also is visually similar to
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the tomography lines which are commonly used to visualize the
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interaction of the latent data and the accounting identity in 2×2
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ecological inference.

vignettes/seine.Rmd

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---
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title: "Analyzing aggregate data with `seine`"
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title: "Analyzing aggregate data with **seine**"
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output: rmarkdown::html_vignette
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vignette: >
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%\VignetteIndexEntry{Analyzing aggregate data with `seine`}
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%\VignetteIndexEntry{Analyzing aggregate data with 'seine'}
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%\VignetteEngine{knitr::rmarkdown}
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%\VignetteEncoding{UTF-8}
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---
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To take some recent examples from the *New York Times*:
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- [Estimating COIVD vaccine uptake by political beliefs](https://www.nytimes.com/interactive/2021/04/17/us/vaccine-hesitancy-politics.html)
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- [Understanding which demographics supported a progressive mayoral candidate](https://www.nytimes.com/interactive/2025/06/25/nyregion/nyc-mayor-election-results-map-mamdani-cuomo.html)
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- [Evaluating the differential impact of tariffs on political partisans](https://www.nytimes.com/interactive/2025/03/15/business/economy/tariffs-trump-maps-voters.html)
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EI is also used in public health and epidemiology, and is widely applied in

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