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        <datestamp>2026-09-18T15:35:37Z</datestamp>
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        <oai_dc:dc xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"  xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:title>&lt;b&gt;A dataset of inter-county distances along the real-world highway and railway networks in the contiguous United States&lt;/b&gt;</dc:title>
          <dc:creator>Yongxin Cai (23854533)</dc:creator>
          <dc:creator>Xinyan Li (23855089)</dc:creator>
          <dc:creator>Deniz Karakoc (23855088)</dc:creator>
          <dc:subject>Transport planning</dc:subject>
          <dc:subject>Road transportation and freight services</dc:subject>
          <dc:subject>Rail transportation and freight services</dc:subject>
          <dc:subject>Transport geography</dc:subject>
          <dc:subject>Data engineering and data science</dc:subject>
          <dc:subject>inter-county distance</dc:subject>
          <dc:subject>origin-destination distance</dc:subject>
          <dc:subject>highway network</dc:subject>
          <dc:subject>railway network</dc:subject>
          <dc:subject>transportation network</dc:subject>
          <dc:subject>shortest-path distance</dc:subject>
          <dc:subject>network analysis</dc:subject>
          <dc:subject>geographic information systems</dc:subject>
          <dc:subject>QGIS</dc:subject>
          <dc:subject>RStudio</dc:subject>
          <dc:subject>conterminous United States</dc:subject>
          <dc:subject>freight transportation</dc:subject>
          <dc:description>&lt;p dir="ltr"&gt;This dataset provides &lt;b&gt;transportation mode-specific inter-county shortest-path distances along the real-world highway and railway networks in the contiguous United States&lt;/b&gt;. The dataset was generated using a &lt;b&gt;QGIS–RStudio crosswalk&lt;/b&gt; that integrates geographic information system processing with network-based analysis to transform transportation infrastructure shapefiles into spatial networks and compute shortest-path distances between counties.&lt;/p&gt;&lt;p dir="ltr"&gt;The released dataset contains &lt;b&gt;15,213,970 origin–destination records&lt;/b&gt; across the two transportation modes. Among the &lt;b&gt;3,109 counties&lt;/b&gt; in the study area, &lt;b&gt;2,863 counties&lt;/b&gt; have an available representative network node on the highway network and &lt;b&gt;2,649 counties&lt;/b&gt; have an available representative network node on the railway network. Accordingly, the dataset contains &lt;b&gt;8,196,769 highway records&lt;/b&gt; and &lt;b&gt;7,017,201 railway records&lt;/b&gt;. For each transportation mode, the dataset contains all ordered origin–destination combinations among counties with available representative network nodes, including same-county records. Because the highway and railway network graphs are undirected, the reported inter-county distances are symmetric, although both origin–destination directions are retained as separate records.&lt;/p&gt;&lt;p dir="ltr"&gt;In the construction procedure, the &lt;i&gt;adjusted geometric centroid&lt;/i&gt; of each county is used as the spatial reference for representative-node selection. Only network nodes assigned to the same county GEOID and belonging to the &lt;b&gt;largest connected component&lt;/b&gt; of the corresponding transportation network are retained as &lt;i&gt;qualifying network nodes&lt;/i&gt;. The qualifying node nearest to the adjusted geometric centroid is selected as the &lt;b&gt;representative network node&lt;/b&gt; for that county. The adjusted geometric centroid itself is not used directly as an origin or destination in the shortest-path calculation. Instead, inter-county shortest-path distances are computed between the selected representative network nodes using edge-length weights along the corresponding real-world highway or railway network.&lt;/p&gt;&lt;p dir="ltr"&gt;Each record contains the origin county GEOID (&lt;i&gt;ori_geoid&lt;/i&gt;), origin county and state name (&lt;i&gt;ori_name&lt;/i&gt;), origin adjusted geometric centroid latitude and longitude (&lt;i&gt;ori_centroid_lat&lt;/i&gt;, &lt;i&gt;ori_centroid_lon&lt;/i&gt;), origin mode-specific representative network-node latitude and longitude (&lt;i&gt;ori_node_lat&lt;/i&gt;, &lt;i&gt;ori_node_lon&lt;/i&gt;), destination county GEOID (&lt;i&gt;des_geoid&lt;/i&gt;), destination county and state name (&lt;i&gt;des_name&lt;/i&gt;), destination adjusted geometric centroid latitude and longitude (&lt;i&gt;des_centroid_lat&lt;/i&gt;, &lt;i&gt;des_centroid_lon&lt;/i&gt;), destination mode-specific representative network-node latitude and longitude (&lt;i&gt;des_node_lat&lt;/i&gt;, &lt;i&gt;des_node_lon&lt;/i&gt;), transportation mode (&lt;i&gt;mode&lt;/i&gt;), and inter-county shortest-path distance in miles (&lt;i&gt;distance&lt;/i&gt;). All latitude and longitude coordinates are reported in &lt;b&gt;WGS 84 (EPSG:4326)&lt;/b&gt;.&lt;/p&gt;&lt;p dir="ltr"&gt;The highway network is constructed from highway features classified as &lt;b&gt;Classes 1–2–3&lt;/b&gt;, corresponding to freeways, primary highways, and secondary highways or municipal arterials, respectively. The railway network is constructed from railway features categorized as &lt;b&gt;M, I, or O&lt;/b&gt;, corresponding to the main sub-network, major industrial leads, and other tracks (minor industrial leads), respectively. The transportation infrastructure data are obtained from datasets maintained by the U.S. Department of Transportation Bureau of Transportation Statistics.&lt;/p&gt;&lt;p dir="ltr"&gt;The dataset can support applications in &lt;b&gt;transportation planning, infrastructure investment, freight transportation, and supply chain and logistics analysis&lt;/b&gt;. The accompanying reproducibility code is available separately as a Figshare Software item at DOI: &lt;b&gt;10.6084/m9.figshare.33936526&lt;/b&gt;.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-18T15:35:37Z</dc:date>
          <dc:type>Dataset</dc:type>
          <dc:type>Dataset</dc:type>
          <dc:identifier>10.6084/m9.figshare.32211066.v1</dc:identifier>
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          <dc:rights>CC BY 4.0</dc:rights>
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