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diff --git a/docs/index.html b/docs/index.html
@@ -2742,7 +2742,7 @@ <h1>June Choe</h1>
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 <!-- <h3 style="margin: 0px 0px 25px 0px; font-variant:small-caps; font-size:2em; letter-spacing:2px">about</h3> -->
 <div class="about">
-<p>I am a linguist, software developer, and scientific programmer. In my PhD research in <a href="https://live-sas-www-ling.pantheon.sas.upenn.edu/">Linguistics at the University of Pennsylvania</a>, I use experimental, corpus, and computational approaches to studying linguistic meaning, of various flavors. My dissertation investigates the learning problem of acquiring hierarchical noun meanings in early childhood, from the angles of semantics/pragmatics, distributional learning, and conceptual development.</p>
+<p>I am a fifth-year PhD candidate in <a href="https://live-sas-www-ling.pantheon.sas.upenn.edu/">Linguistics at the University of Pennsylvania</a>. I use experimental, corpus, and computational approaches to studying linguistic meaning, of various flavors. My dissertation investigates the learning problem of acquiring hierarchical noun meanings in early childhood, from the angles of semantics/pragmatics, distributional learning, and conceptual development.</p>
 <p>I am also active in the R programming community as a mentor and open-source developer. I maintain and collaborate on several <a href="(/software.html)">open-source software</a> in statistical computing (<a href="https://yjunechoe.github.io/jlmerclusterperm">jlmerclusterperm</a>), data visualization (<a href="https://yjunechoe.github.io/ggtrace/">ggtrace</a>), data quality assurance (<a href="https://github.com/rstudio/pointblank">pointblank</a>), and interfaces to data APIs (<a href="https://github.com/ropensci/openalexR">openalexR</a>). My work on graphics received an <a href="https://community.amstat.org/jointscsg-section/awards/student-paper-competition">award from the American Statistical Association in 2023</a>. I enjoy writing in my free time and have been maintaining a <a href="https://yjunechoe.github.io/blog.html">technical blog</a> over the past 5 years, covering topics including R language internals, software design principles, and practical tutorials for everyday data analysis.</p>
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diff --git a/docs/posts/2020-06-07-correlation-parameter-mem/index.html b/docs/posts/2020-06-07-correlation-parameter-mem/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"The Correlation Parameter in Mixed Effects Models","description":"Notes on the Corr term in {lme4} output","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-07T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"The Correlation Parameter in Mixed Effects Models","description":"Notes on the Corr term in {lme4} output","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-07T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-06-25-indexing-tip-for-spacyr/index.html b/docs/posts/2020-06-25-indexing-tip-for-spacyr/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Indexing tip for {spacyr}","description":"Speeding up the analysis of dependency relations.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-25T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Indexing tip for {spacyr}","description":"Speeding up the analysis of dependency relations.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-25T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-06-30-treemap-with-ggplot/index.html b/docs/posts/2020-06-30-treemap-with-ggplot/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Plotting treemaps with {treemap} and {ggplot2}","description":"Using underlying plot data for maximum customization","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-30T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Plotting treemaps with {treemap} and {ggplot2}","description":"Using underlying plot data for maximum customization","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-06-30T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-07-13-geom-paired-raincloud/index.html b/docs/posts/2020-07-13-geom-paired-raincloud/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"geom_paired_raincloud()","description":"A {ggplot2} geom for visualizing change in distribution between two conditions.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-13T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"geom_paired_raincloud()","description":"A {ggplot2} geom for visualizing change in distribution between two conditions.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-13T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-07-20-shiny-tips-1/index.html b/docs/posts/2020-07-20-shiny-tips-1/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Shiny tips - the first set","description":"%||%, imap() + {shinybusy}, and user inputs in modalDialog()","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-20T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Shiny tips - the first set","description":"%||%, imap() + {shinybusy}, and user inputs in modalDialog()","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-20T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-07-29-six-years-of-my-spotify-playlists/index.html b/docs/posts/2020-07-29-six-years-of-my-spotify-playlists/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Six years of my Spotify playlists","description":"An analysis of acoustic features with {spotifyr}","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-29T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Six years of my Spotify playlists","description":"An analysis of acoustic features with {spotifyr}","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-07-29T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-08-04-tidytuesday-2020-week-32/index.html b/docs/posts/2020-08-04-tidytuesday-2020-week-32/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"TidyTuesday 2020 Week 32","description":"A dumbbell chart visualization of energy production trends among European countries","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-04T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"TidyTuesday 2020 Week 32","description":"A dumbbell chart visualization of energy production trends among European countries","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-04T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-08-07-saving-a-line-of-piping/index.html b/docs/posts/2020-08-07-saving-a-line-of-piping/index.html
@@ -2618,7 +2618,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Saving a line of piping","description":"Some notes on lesser known functions/functionalities that combine common chain of {dplyr} verbs.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-07T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Saving a line of piping","description":"Some notes on lesser known functions/functionalities that combine common chain of {dplyr} verbs.","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-07T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-08-17-tidytuesday-2020-week-33/index.html b/docs/posts/2020-08-17-tidytuesday-2020-week-33/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"TidyTuesday 2020 Week 33","description":"An animation of the main characters in Avatar","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-17T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"TidyTuesday 2020 Week 33","description":"An animation of the main characters in Avatar","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-08-17T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-06-fonts-for-graphs/index.html b/docs/posts/2020-09-06-fonts-for-graphs/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Fonts for graphs","description":"A small collection of my favorite fonts for data visualization","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-06T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Fonts for graphs","description":"A small collection of my favorite fonts for data visualization","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-06T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-12-videos-in-reactable/index.html b/docs/posts/2020-09-12-videos-in-reactable/index.html
@@ -2623,7 +2623,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Embedding videos in {reactable} tables","description":"Pushing the limits of expandable row details","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-12T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Embedding videos in {reactable} tables","description":"Pushing the limits of expandable row details","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-12T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-14-tidytuesday-2020-week-38/index.html b/docs/posts/2020-09-14-tidytuesday-2020-week-38/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"TidyTuesday 2020 week 38","description":"Visualizing two decades of primary and secondary education spending with {gt}","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-14T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"TidyTuesday 2020 week 38","description":"Visualizing two decades of primary and secondary education spending with {gt}","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-14T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-20-plot-makeover-1/index.html b/docs/posts/2020-09-20-plot-makeover-1/index.html
@@ -2619,7 +2619,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Plot Makeover #1","description":"Flattening a faceted grid for strictly horizontal comparisons","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-20T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Plot Makeover #1","description":"Flattening a faceted grid for strictly horizontal comparisons","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-20T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-23-tidytuesday-2020-week-39/index.html b/docs/posts/2020-09-23-tidytuesday-2020-week-39/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"TidyTuesday 2020 week 39","description":"Stacked area plot of the heights of Himalayan peaks attempted over the last century","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-23T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"TidyTuesday 2020 week 39","description":"Stacked area plot of the heights of Himalayan peaks attempted over the last century","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-23T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-09-26-demystifying-stat-layers-ggplot2/index.html b/docs/posts/2020-09-26-demystifying-stat-layers-ggplot2/index.html
@@ -2614,7 +2614,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Demystifying stat_ layers in {ggplot2}","description":"The motivation behind stat, the distinction between stat and geom, and a case study of stat_summary()","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-27T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Demystifying stat_ layers in {ggplot2}","description":"The motivation behind stat, the distinction between stat and geom, and a case study of stat_summary()","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-09-27T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-10-13-designing-guiding-aesthetics/index.html b/docs/posts/2020-10-13-designing-guiding-aesthetics/index.html
@@ -2617,7 +2617,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Designing guiding aesthetics","description":"The fine line between creativity and noise","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-13T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Designing guiding aesthetics","description":"The fine line between creativity and noise","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-13T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-10-22-analysis-of-everycolorbots-tweets/index.html b/docs/posts/2020-10-22-analysis-of-everycolorbots-tweets/index.html
@@ -2618,7 +2618,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"Analysis of @everycolorbot's tweets","description":"And why you should avoid neon colors","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-22T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"Analysis of @everycolorbot's tweets","description":"And why you should avoid neon colors","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-22T00:00:00.000-07:00","citationText":"Choe, 2020"}
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diff --git a/docs/posts/2020-10-28-tidytuesday-2020-week-44/index.html b/docs/posts/2020-10-28-tidytuesday-2020-week-44/index.html
@@ -2612,7 +2612,7 @@ <h3>${suggestion.title}</h3>
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-{"title":"TidyTuesday 2020 week 44","description":"Patched animation of the location and cumulative capacity of wind turbines in Canada","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-28T00:00:00.000-04:00","citationText":"Choe, 2020"}
+{"title":"TidyTuesday 2020 week 44","description":"Patched animation of the location and cumulative capacity of wind turbines in Canada","authors":[{"author":"June Choe","authorURL":"#","affiliation":"University of Pennsylvania Linguistics","affiliationURL":"https://live-sas-www-ling.pantheon.sas.upenn.edu/","orcidID":"0000-0002-0701-921X"}],"publishedDate":"2020-10-28T00:00:00.000-07:00","citationText":"Choe, 2020"}
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