{"id":23034,"date":"2021-04-01T01:48:44","date_gmt":"2021-04-01T05:48:44","guid":{"rendered":"http:\/\/studentwork.prattsi.org\/infovis\/?p=23034"},"modified":"2021-04-01T01:48:48","modified_gmt":"2021-04-01T05:48:48","slug":"how-connected-are-the-voting-behaviors-between-a-supreme-court-justices","status":"publish","type":"post","link":"https:\/\/studentwork.prattsi.org\/infovis\/visualization\/how-connected-are-the-voting-behaviors-between-a-supreme-court-justices\/","title":{"rendered":"How connected are the voting behaviors between a Supreme Court justices?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>INTRODUCTION<\/strong><\/h2>\n\n\n\n<p>Since 1946, the <a href=\"http:\/\/supremecourtdatabase.org\/about.php\">Supreme Court database<\/a> has been tracking all the legal details and nuances related to each case brought forth to the Supreme Court. Details, such as cases organized by docket or cases organized by issue \/ legal provision, are meticulously tracked through the database\u2019s <a href=\"http:\/\/supremecourtdatabase.org\/documentation.php?s=1\">code book <\/a>and each value is encoded to match the actual outcomes of each case\u2019s decision.<\/p>\n\n\n\n<p>For this report, I wanted to review a dataset on case-centered data and then analyze the cases organized by the Supreme Court Citation. My chosen dataset focused on consolidated cases (those with multiple dockets) or cases with multiple issues or legal provisions and their outcomes per justice. This datasets shows various fields related to how the justice\u2019s vote differed from the majority, the case\u2019s name, and much more. I wanted to see a visual overview of how connected each justice\u2019s voting behavior is in reference to their chief\u2019s final vote per case. Additionally I wanted to see how connected other Supreme Court chiefs\u2019 voting behaviors were between each other as well.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>DISCUSSION<\/strong><\/h2>\n\n\n\n<p>Since this dataset\u2019s visualization analyzes social connectedness, <a href=\"http:\/\/www.martingrandjean.ch\/social-network-analysis-visualization-morenos-sociograms-revisited\/\">Moreno\u2019s sociograms<\/a> were the first designs that popped into my mind. His visual representations of elementary school children\u2019s relationships within each grade level\u2019s class were simple in their visual communication; a reader can easily identify the edges within the class structure. Then the visualizations\u2019 minimal aesthetic doesn\u2019t distract the reader\u2019s attention, rather it emphasizes each child\u2019s position in the network using color, label sizing, and network structure. One leaves his design feeling more informed about his research and receptive to the social workings of each class.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"837\" height=\"447\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?resize=837%2C447&#038;ssl=1\" alt=\"\" class=\"wp-image-23035\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?w=837&amp;ssl=1 837w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?resize=300%2C160&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?resize=768%2C410&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?resize=800%2C427&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.35.06-PM.png?resize=337%2C180&amp;ssl=1 337w\" sizes=\"auto, (max-width: 837px) 100vw, 837px\" \/><figcaption>Moreno&#8217;s Sociograms<\/figcaption><\/figure>\n\n\n\n<p>As I used Moreno\u2019s network design and aesthetic as inspirations, I was interested in exploring experimentations with color, such gradients and color palettes. My chosen dataset may relate to politics or patriotic tones, but I wanted to represent the data\u2019s connections in a more interactive and playful manner, similar to the below visualizations. Each one plays with color without distracting the viewer\u2019s attention from the underlying purpose of what it\u2019s communicating.<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-2 is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"504\" height=\"666\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.49.31-PM-1.png?resize=504%2C666&#038;ssl=1\" alt=\"\" data-id=\"23037\" data-full-url=\"https:\/\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.49.31-PM-1.png\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23037\" class=\"wp-image-23037\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.49.31-PM-1.png?w=504&amp;ssl=1 504w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.49.31-PM-1.png?resize=227%2C300&amp;ssl=1 227w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.49.31-PM-1.png?resize=136%2C180&amp;ssl=1 136w\" sizes=\"auto, (max-width: 504px) 100vw, 504px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"498\" height=\"539\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.50.11-PM.png?resize=498%2C539&#038;ssl=1\" alt=\"\" data-id=\"23038\" data-full-url=\"https:\/\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.50.11-PM.png\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23038\" class=\"wp-image-23038\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.50.11-PM.png?w=498&amp;ssl=1 498w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.50.11-PM.png?resize=277%2C300&amp;ssl=1 277w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-11.50.11-PM.png?resize=166%2C180&amp;ssl=1 166w\" sizes=\"auto, (max-width: 498px) 100vw, 498px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MATERIALS<\/strong><\/h2>\n\n\n\n<p>The dataset, <a href=\"http:\/\/supremecourtdatabase.org\/data.php\">Cases Organized by Supreme Court Citations<\/a>, was used and derived from the <a href=\"http:\/\/supremecourtdatabase.org\/index.php\">Supreme Court database<\/a>, managed by Washington University Law. This dataset shows the voting behaviors from 1946 to 2019 for each justice during that time period and much more. The file was a large csv with more than 9,000 records.<\/p>\n\n\n\n<p><br>The visualizations were created through <a href=\"https:\/\/gephi.org\/users\/download\/\">Gephi<\/a>, an open-source and multiplatform software used to visualize various networks within a dataset. Then Googlesheets was used to manipulate and edit the dataset\u2019s file, so it is more readable to import into Gephi.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">METHODS<\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li>Find a clean dataset in csv format and manipulate the data to be a readable format.<\/li><\/ol>\n\n\n\n<p>While the dataset was already a csv file, the file needed to be formatted and manipulated in order to make it readable for the specific visualization I was interested in exploring. It was a mostly clean dataset, but it had extraneous data categories and fields, such as date range and docket number.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"454\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM-1024x553.png?resize=840%2C454&#038;ssl=1\" alt=\"\" class=\"wp-image-23040\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?resize=1024%2C553&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?resize=300%2C162&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?resize=768%2C415&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?resize=800%2C432&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?resize=333%2C180&amp;ssl=1 333w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-03-31-at-8.47.05-PM.png?w=1351&amp;ssl=1 1351w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>Original CSV File<\/figcaption><\/figure>\n\n\n\n<p><br>I wasn\u2019t interested in exploring those categories, so I had to delete and rearrange the columns to visualize the network between the justices and their voting behaviors. Additionally I had to reconfigure the dataset\u2019s weight between each justice\u2019s voting behavior; I decided to create a simple weighted scale (-1, 1, 2) depending on the <a href=\"http:\/\/supremecourtdatabase.org\/documentation.php?var=majority#norms\">justice\u2019s vote with the majority per case<\/a>. Previously the scale was simple, but it had null values for some justices\u2019 votes and I needed to indicate their in-between state without interrupting my visualization.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"582\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?resize=840%2C582&#038;ssl=1\" alt=\"\" class=\"wp-image-23041\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?w=1014&amp;ssl=1 1014w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?resize=300%2C208&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?resize=768%2C532&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?resize=800%2C554&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Screen-Shot-2021-04-01-at-1.42.56-AM.png?resize=260%2C180&amp;ssl=1 260w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>Edited Dataset File<\/figcaption><\/figure>\n\n\n\n<p>2. Experiment with network designs and statistical values to highlight weighted degrees in the network.<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-3 is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23042\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23042\" class=\"wp-image-23042\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_ForceAtlas2.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23043\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23043\" class=\"wp-image-23043\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Closeness-Centrality-ALL.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23044\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23044\" class=\"wp-image-23044\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Proportional-Size.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23045\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23045\" class=\"wp-image-23045\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Untitled.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23047\" data-full-url=\"https:\/\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23047\" class=\"wp-image-23047\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-Degree-Range_Modularity-Partition_Supreme-Court-Justice.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>3. Explore gradient color palettes, label sizing, and font colors.<\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-3 is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23048\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23048\" class=\"wp-image-23048\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Weighted-degrees-based-on-edges_bigger-lettering.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23049\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23049\" class=\"wp-image-23049\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23050\" data-full-url=\"https:\/\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23050\" class=\"wp-image-23050\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Colored-Background-and-White-Lettering.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RESULTS<\/strong><\/h2>\n\n\n\n<p>After some trial and error, I finally was able to create a final design that experimented with the right amount of color, network design, and label sizing. While this network was undirected, I wanted to explore network designs that highlighted the interconnectedness between the voting behaviors of justices. Compared to ForceAtlas2, Fruchterman Reingold highlighted the fluidity of this network and also clearly distinguished the weight of each justice\u2019s voting connection to their chief. <\/p>\n\n\n\n<figure class=\"wp-block-gallery columns-2 is-cropped wp-block-gallery-4 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23051\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23051\" class=\"wp-image-23051\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Final-Design.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"840\" src=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=840%2C840&#038;ssl=1\" alt=\"\" data-id=\"23052\" data-full-url=\"https:\/\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png\" data-link=\"https:\/\/studentwork.prattsi.org\/infovis\/?attachment_id=23052\" class=\"wp-image-23052\" srcset=\"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?w=1024&amp;ssl=1 1024w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=768%2C768&amp;ssl=1 768w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=800%2C800&amp;ssl=1 800w, https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Bigger-Final-Design.png?resize=180%2C180&amp;ssl=1 180w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>Then on top of that, I wanted to highlight the statistical findings, such as the range of weighted degrees, modularity class, and harmonic closeness centrality. All of these statistical variables highlight the ways of measuring connectedness between the justices, but they visually imply the significance of certain relationships when it comes to voting.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>REFLECTION<\/strong><\/h2>\n\n\n\n<p>While it was initially a hassle to visualize my exploration, Gephi was such a useful tool for illustrating network data and it was accessible after a couple trial sessions. In regards to my final visualizations, I would definitely dive further into highlighting other statistical significances and\/or relationships within the network, such voting patterns on case topics and the strength of edges between justices of the same political leanings. This information would be valuable when analyzing the initial insights further and would provide better support about the trends I noticed in my final visualizations.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>INTRODUCTION Since 1946, the Supreme Court database has been tracking all the legal details and nuances related to each case brought forth to the Supreme Court. Details, such as cases organized by docket or cases organized by issue \/ legal provision, are meticulously tracked through the database\u2019s code book and each value is encoded to&hellip;<\/p>\n","protected":false},"author":2021,"featured_media":23046,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"coauthors":[1078],"class_list":["post-23034","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-visualization"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/studentwork.prattsi.org\/infovis\/wp-content\/uploads\/sites\/3\/2021\/04\/Supreme-Court-Justice_Green-Gradient-lines.png?fit=1024%2C1024&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paBdcV-5Zw","_links":{"self":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23034","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/users\/2021"}],"replies":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/comments?post=23034"}],"version-history":[{"count":1,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23034\/revisions"}],"predecessor-version":[{"id":23054,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/posts\/23034\/revisions\/23054"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media\/23046"}],"wp:attachment":[{"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/media?parent=23034"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/categories?post=23034"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/tags?post=23034"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/infovis\/wp-json\/wp\/v2\/coauthors?post=23034"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}