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    <title>Research on Kailas Venkitasubramanian</title>
    <link>/tags/research/</link>
    <description>Recent content in Research on Kailas Venkitasubramanian</description>
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    <item>
      <title>Switching from ArcGIS to QGIS (and a bit of R too)</title>
      <link>/blog/posts/2025-02-18-switching-from-arcgis-to-qgis/</link>
      <pubDate>Tue, 18 Feb 2025 00:00:00 +0000</pubDate>
      <guid>/blog/posts/2025-02-18-switching-from-arcgis-to-qgis/</guid>
      <description>&lt;p&gt;I have been using ArcGIS for longer than I care to admit. I started with it during my postgraduate years, and for a long time it was just &lt;em&gt;the&lt;/em&gt; GIS software, the one everyone used, the one you learned if you wanted to do spatial analysis seriously. Our university has an enterprise license, so it has always been available, and old habits die hard.&lt;/p&gt;&#xA;&lt;p&gt;But lately, I find myself opening it less and less. And when I do, there is usually a nagging feeling that I could be doing this in QGIS instead.&lt;/p&gt;</description>
    </item>
    <item>
      <title>On the travails of time management at Work</title>
      <link>/blog/posts/2023-03-13-exploring-highcharter/</link>
      <pubDate>Mon, 13 Mar 2023 00:00:00 +0000</pubDate>
      <guid>/blog/posts/2023-03-13-exploring-highcharter/</guid>
      <description>&lt;script src=&#34;/blog/posts/2023-03-13-exploring-highcharter/index_files/clipboard/clipboard.min.js&#34;&gt;&lt;/script&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2023-03-13-exploring-highcharter/index_files/xaringanExtra-clipboard/xaringanExtra-clipboard.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&lt;script src=&#34;/blog/posts/2023-03-13-exploring-highcharter/index_files/xaringanExtra-clipboard/xaringanExtra-clipboard.js&#34;&gt;&lt;/script&gt;&#xD;&#xA;&lt;script&gt;window.xaringanExtraClipboard(null, {&#34;button&#34;:&#34;&lt;i class=\&#34;fa fa-clipboard\&#34;&gt;&lt;\/i&gt; Copy Code&#34;,&#34;success&#34;:&#34;&lt;i class=\&#34;fa fa-check\&#34; style=\&#34;color: ##90BE6D\&#34;&gt;&lt;\/i&gt; Copied!&#34;,&#34;error&#34;:&#34;Press Ctrl+C to Copy&#34;})&lt;/script&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2023-03-13-exploring-highcharter/index_files/font-awesome/css/all.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2023-03-13-exploring-highcharter/index_files/font-awesome/css/v4-shims.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h2 id=&#34;time-study-goals&#34;&gt;Time Study Goals&#xA;  &lt;a href=&#34;#time-study-goals&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Find capacity for a pro-active research agenda&lt;/li&gt;&#xA;&lt;li&gt;Identify and address bottlenecks in project management&lt;/li&gt;&#xA;&lt;li&gt;Create better benchmarks for Project budgeting&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h2 id=&#34;time-allocation&#34;&gt;Time Allocation&#xA;  &lt;a href=&#34;#time-allocation&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;div id=&#34;&#34; class=&#34;panelset&#34;&gt;&#xA;  &#xD;&#xA;&lt;div class=&#34;panel&#34;&gt;&#xA;  &lt;div class=&#34;panel-name&#34;&gt;Actual Hours&lt;/div&gt;&#xA;  &#xA;  &lt;p&gt;&lt;iframe src=&#34;https://docs.google.com/spreadsheets/d/e/2PACX-1vQ6xJyn7ktsn8w8u-Bk9hprXfIig0uQWelszVSgdLU5KxW6pRjbF-0b5s4btj-ZcnUd-EFnIhi7vPAI/pubchart?oid=69329842&amp;amp;format=interactive&#34; frameBorder=&#34;0&#34; width=&#34;100%&#34; height=&#34;450&#34;&gt;&lt;/iframe&gt;&#xD;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Hover the plot for more details&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;/p&gt;</description>
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      <title>Towards reproducible data science for community and policy research - An experiential roadmap</title>
      <link>/talk/towards-reproducible-data-science/</link>
      <pubDate>Mon, 06 Mar 2023 00:00:00 +0000</pubDate>
      <guid>/talk/towards-reproducible-data-science/</guid>
      <description>On developing a reproducible data science framework and practice at the Charlotte Urban Insitute</description>
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      <title>UI Data and Analytics Guide</title>
      <link>/project/ui-data-analytics-guide/</link>
      <pubDate>Wed, 03 Aug 2022 00:00:00 +0000</pubDate>
      <guid>/project/ui-data-analytics-guide/</guid>
      <description>&lt;div id=&#34;&#34; class=&#34;panelset&#34;&gt;&#xA;  &#xD;&#xA;&lt;div class=&#34;panel&#34;&gt;&#xA;  &lt;div class=&#34;panel-name&#34;&gt;Summary&lt;/div&gt;&#xA;  &#xA;  &lt;p&gt;&#xA;&#xA;&#xA;&#xA;&lt;h5 id=&#34;objectives-and-scope&#34;&gt;Objective(s) and Scope&#xA;  &lt;a href=&#34;#objectives-and-scope&#34;&gt;&lt;/a&gt;&#xA;&lt;/h5&gt;&#xA;&lt;p&gt;The project aims to create a comprehensive guide to all operational processes of the the Urban Institute, serving as a primary point of reference for all research staff in managing data and analytical resources of the institute.&lt;/p&gt;&#xA;&lt;p&gt;The manual will be created using Rmarkdown, a tool that allows for the creation of rich, interactive documents. The manual will be hosted as a website that can be easily updated and maintained by team members.&lt;/p&gt;</description>
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    <item>
      <title>Charlotte Regional Data Trust - Technical Operations Manual</title>
      <link>/talk/tech-operations-manual/</link>
      <pubDate>Sat, 06 Aug 2022 00:00:00 +0000</pubDate>
      <guid>/talk/tech-operations-manual/</guid>
      <description>On how we developed the technical operations manual at the Charlotte Regional Data Trust</description>
    </item>
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      <title>Make your code purr - A short intro to iterating using PURRR in R</title>
      <link>/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/</link>
      <pubDate>Tue, 10 May 2022 00:00:00 +0000</pubDate>
      <guid>/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/</guid>
      <description>&lt;script src=&#34;/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/index_files/clipboard/clipboard.min.js&#34;&gt;&lt;/script&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/index_files/xaringanExtra-clipboard/xaringanExtra-clipboard.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&lt;script src=&#34;/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/index_files/xaringanExtra-clipboard/xaringanExtra-clipboard.js&#34;&gt;&lt;/script&gt;&#xD;&#xA;&lt;script&gt;window.xaringanExtraClipboard(null, {&#34;button&#34;:&#34;&lt;i class=\&#34;fa fa-clipboard\&#34;&gt;&lt;\/i&gt; Copy Code&#34;,&#34;success&#34;:&#34;&lt;i class=\&#34;fa fa-check\&#34; style=\&#34;color: ##90BE6D\&#34;&gt;&lt;\/i&gt; Copied!&#34;,&#34;error&#34;:&#34;Press Ctrl+C to Copy&#34;})&lt;/script&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/index_files/font-awesome/css/all.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&lt;link href=&#34;/blog/posts/2022-05-10-make-your-code-purr-a-short-intro-to-iterating-using-purr-in-r/index_files/font-awesome/css/v4-shims.css&#34; rel=&#34;stylesheet&#34; /&gt;&#xD;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h2 id=&#34;introducing-purrr&#34;&gt;Introducing &amp;lsquo;Purrr&amp;rsquo;&#xA;  &lt;a href=&#34;#introducing-purrr&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;What&amp;rsquo;s programming without iterating? &lt;code&gt;Purrr&lt;/code&gt; is a package that provides a set of tools for working with functions and vectors in R.&lt;/p&gt;&#xA;&lt;p&gt;Built on top of the map functions (e.g., &lt;code&gt;lapply()&lt;/code&gt;, &lt;code&gt;sapply()&lt;/code&gt;, etc.) in base R &lt;code&gt;Purrr&lt;/code&gt; provides a more consistent and modern syntax. &lt;code&gt;Purrr&lt;/code&gt; is particularly useful for performing repeated operations on lists and data frames. It provides a collection of functions that make it easier to apply functions to data, iterate over lists and vectors, and manipulate data in a flexible way.&lt;/p&gt;</description>
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      <title>CRDT Data Integration Project</title>
      <link>/project/crdt-data-integration-project/</link>
      <pubDate>Tue, 05 Oct 2021 00:00:00 +0000</pubDate>
      <guid>/project/crdt-data-integration-project/</guid>
      <description>&lt;div id=&#34;&#34; class=&#34;panelset&#34;&gt;&#xA;  &#xD;&#xA;&lt;div class=&#34;panel&#34;&gt;&#xA;  &lt;div class=&#34;panel-name&#34;&gt;Summary&lt;/div&gt;&#xA;  &#xA;  &lt;p&gt;&#xA;&#xA;&#xA;&#xA;&lt;h5 id=&#34;background&#34;&gt;Background&#xA;  &lt;a href=&#34;#background&#34;&gt;&lt;/a&gt;&#xA;&lt;/h5&gt;&#xA;&lt;p&gt;This is part of the &#xA;&lt;a href=&#34;/project/2022-03-02-isc-data-infrastructure-project/&#34;&gt;CRDT Data Infrastructure project&lt;/a&gt;&lt;/p&gt;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h5 id=&#34;objectives-and-scope&#34;&gt;Objective(s) and Scope&#xA;  &lt;a href=&#34;#objectives-and-scope&#34;&gt;&lt;/a&gt;&#xA;&lt;/h5&gt;&#xA;&lt;p&gt;This project aims to develop improved data integration mechanisms for CRDT&amp;rsquo;s data assets, ensuring accurate and consistent data integration. This involves the development of an entity resolution framework and the implementation of probabilistic record linkage techniques to enhance the CRDT&amp;rsquo;s data integration processes.&lt;/p&gt;&#xA;&lt;p&gt;The project will start with a comprehensive review of CRDT&amp;rsquo;s current data integration mechanisms and identification of areas for improvement. Based on this review, an entity resolution framework will be developed to ensure accurate identification of entities across different data sources. Probabilistic record linkage techniques will be implemented to link records from different data sources and provide a unified view of the data.&lt;/p&gt;</description>
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