{"id":46,"date":"2022-12-03T21:33:58","date_gmt":"2022-12-03T21:33:58","guid":{"rendered":"https:\/\/studentwork.prattsi.org\/data-visceralization\/?page_id=46"},"modified":"2026-02-25T00:28:54","modified_gmt":"2026-02-25T00:28:54","slug":"top-8","status":"publish","type":"page","link":"https:\/\/studentwork.prattsi.org\/data-visceralization\/individual-visc\/top-8\/","title":{"rendered":"Top 8"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"46\" class=\"elementor elementor-46\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-337bab4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"337bab4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-021f345\" data-id=\"021f345\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e2fe2de elementor-widget elementor-widget-text-editor\" data-id=\"e2fe2de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400\">Given the &#8220;agnostic&#8221; nature of our chosen dataset, I felt a certain level of freedom to explore what the process would be to generate a physicalized network graph versus pursuing a &#8220;normal&#8221; data analysis with a visual approach.\u00a0 Here I started the process with a firm framework of the project&#8217;s materials (string, nails\/screws\/ mounting board), mode of output (network graph), and other sensing modalities (tactility and aurality). The data would be secondary to the process of making a physical artifact. Did I just intentionally open the &#8220;bias door&#8221; with my predetermined framework? More on that later&#8230;<\/span><\/p><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">The resulting physical artifact in this case would be a data physicalization &#8220;whose geometry or material properties encode data\u201d (Jansen et al., 2015). What is it <\/span><i><span style=\"font-weight: 400\">not<\/span><\/i><span style=\"font-weight: 400\">? It would not be a scale model, architecture model or a figurative sculpture (Dragicevic et al., 2021). Data physicalization does align and sometimes intersect with other areas of research within the human computer interaction realm, like <\/span><i><span style=\"font-weight: 400\">visualizations<\/span><\/i><span style=\"font-weight: 400\"> (of course) &#8211; which utilize computers to process \u201cabstract\u201d data into visual representations for easier relatability and understanding. Another area, <\/span><i><span style=\"font-weight: 400\">tangible interaction<\/span><\/i><span style=\"font-weight: 400\">, focuses on the interactive systems that hinge on physical artifacts as the vehicle to both represent and control \u201ccomputational media\u201d (2021). It is interesting to note that the visual facet of these other data representation modalities never fully divorce from their definition or explanation. Notably, \u201cDesign Principles for Visual Communications\u201d by Agrawala et al., 2011 is referenced multiple times to frame the process of transforming abstract data to a human consumable format via &#8220;the three-stage methodology [that] involves first identifying physical characteristics to be incorporated into the design, followed by instantiation of those characteristics, then evaluation of the physical characteristics&#8221;(Drogemuller et al., 2019). The sense of sight is front and center in the world of data science and arguably in Digital Humanities as well.<\/span><\/p><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">But we have other senses and for some, a limitation on what others assume as the default sense.\u00a0 Data physicalization focuses on \u201cdata-driven tasks, such as data exploration and data communication\u201d(Dragicevic et al., 2021), which opens the door to increased pathways for abstract data constructs to connect to human understanding. Jansen et al. posit &#8220;all senses can participate in information gathering and they each have unique characteristics that can be leveraged by physicalizations&#8221;(Jansen et al., 2015).\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">As the field has developed in this area, the term &#8220;data visceralization&#8221; entered into the lexicon thanks to Kelly Dobson in the early 2000s<\/span><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight );background-color: var(--wp--preset--color--background);font-size: var(--wp--preset--font-size--medium)\">, and &#8220;later popularized by Luke Stark&#8221;(<\/span><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight );font-size: var(--wp--preset--font-size--medium);background-color: var(--wp--preset--color--background)\">Wernimont, 2022). Defined as the\u00a0<\/span><span style=\"background-color: var(--wp--preset--color--background);color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-size: var(--wp--preset--font-size--medium);font-weight: var( --e-global-typography-text-font-weight )\">&#8220;representations of information [that] rely on multiple senses including touch, smell, and even taste, [that] work together to stimulate our feelings as well as our thoughts\u201d(Stark, 2014),\u00a0 it has become more prevalent in the discussion and research. There is an interesting nuance that Stark additionally points out in that &#8220;visceral data has the potential to level out our reactions the opposite way [from a solely visual consumption of information]: as well as appreciating a problem or issue rationally, users prompted to engage viscerally will have a well-rounded sense of their own intellectual, emotional and physical stance on the matter at hand\u201d(2104).<\/span><\/p><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">To arrive at the point of &#8220;visceralization&#8221; and\/or &#8220;physicalization&#8221; in my own project, lengthy and laborious efforts were required to prepare the data. First I identified the key columns of data that would best suit an output of a network graph. I initially chose: \u201cUnique Identifier\u201d, Episode_ref ,track_name, date, castaway_ref , std_artist, and std_name from the<\/span><a href=\"https:\/\/hcommons.org\/deposits\/item\/hc:42511\/\"> <span style=\"font-weight: 400\"><strong>&#8220;disk&#8221; dataset<\/strong>.<\/span><\/a><span style=\"font-weight: 400\"> \u00a0 Partly by design, I chose those same columns during the labor intensive encoding error and &#8220;missing-ness&#8221; identification process Ava, Carol, Lubov, and I performed for the<\/span><strong><a href=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/individual-visc\/map-key\/\"> Map &amp; Key<\/a><\/strong><span style=\"font-weight: 400\">. From that point I continued to work with the data in <\/span><strong><a href=\"https:\/\/openrefine.org\/\">OpenRefine<\/a><\/strong><span style=\"font-weight: 400\"> to combine like values through text facets, algorithmic clustering, to remove special characters, and perform visual checks in preparation for the physical output. Essentially I made decisions about what data would stay, be &#8220;fixed&#8221;, or disregarded.<\/span><\/p><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">Another decision point arose with the representation of the data as nodes or edges. I applied a Python script to create the nodes pair and the connecting edges with weight (= occurrences). Here is when the process deteriorated (or perhaps more kindly, iterated through on repeat). Multiple trial attempts of identifying the nodes and edge relations for the final output transpired. Initially I considered the entire &#8220;disk&#8221; dataset, but that was not a realistic choice as it was too large to transfer with the materials ( or time) I had available. I processed a version where I broke down the episodes by decades (compare 60s vs 00s, eg). From there I iterated through a couple more choices of how to splice the data: song choice as node with the artist as edge, then castaway as node and artist as edge, then the artist as nodes castaways (guests) as edges &#8211; their co-occurrence choice. I even attempted to pull a subset of the data with a randomizer (1 choice per year to process using the artists as the nodes and the episode date as the edge, decades). The final attempt, Trial 6, resulted in the selection of the top 8 artist choices (nodes) across all the years two of those top choices co-occurred(edges).<\/span><\/p><p><span style=\"font-weight: 400\">The resulting nodes and edges files were imported into<\/span><a href=\"https:\/\/gephi.org\/\"> <span style=\"font-weight: 400\"><strong>Gephi<\/strong><\/span><\/a><span style=\"font-weight: 400\">, an open graph visualization software. I used Gephi to visualize the nodes and edges table to iron out preliminary layout and\u00a0 run some statistics on degree and modularity. I played around with the layout (color, size, ranking) in preparation for the physicalization build.<\/span><\/p><h4>\u00a0<\/h4><h4>Physicalization of the Absence<\/h4><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">The resulting data subset I arrived at included only 4478 artist choices for the top 8, leaving 21,782 choices not \u201cused\u201d.\u00a0 That&#8217;s quite a bit of data not used!\u00a0 I was reminded about an <a href=\"https:\/\/datasciencebydesign.org\/blog\/when-we-miss-missingness\">article Cat Hicks published on Data Science by Design<\/a> where they talk about what is left behind when processing data for an intended outcome, &#8220;Sometimes I like to call this &#8216;when we miss missingness,&#8217; a quip to remind myself that we need to understand data not just in terms of datasets but in terms of the context around it. We need to ask what data was collected and, perhaps more importantly, what data was left out&#8221;(Hicks, 2022). <\/span><span style=\"font-weight: 400\">Which is why I c<\/span><span style=\"font-weight: 400\">hose to bring them into the fold and highlight their presence through another tactile mode.<\/span><\/p><p><span style=\"font-weight: 400\">With pen and paper, I created a series of dots that each represented 2 choices each, total of 10,891. I would later affix these textural dot papers to the <\/span><span style=\"font-weight: 400\">underneath of the physical network to symbolize that the data doesn\u2019t cease to exist when choices are made to exclude, parse, and foreground visualized data.<\/span><\/p><h4>\u00a0<\/h4><h4>Sonification of Labels \/Materialization of Connections<\/h4><p><span style=\"font-weight: 400\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400\">The physical network graph assembly involved screwing in screws into the foam core board which served as the nodes that the edges would connect to via crochet thread in various colors representing the top 8 artist choices. The Python n<\/span><span style=\"font-weight: 400\">odes and edge table was my instruction list for the wrapping which colored thread (edges) between 2 screws (nodes).\u00a0 The w<\/span><span style=\"font-weight: 400\">eight (occurrences) was the amount of thread loops connecting the screws (o<\/span><span style=\"font-weight: 400\">ne thread thickness = 2 occurrences). <\/span><span style=\"font-weight: 400\">The nodes\u2019 label was supplied by a miniature recording device with the recorded name of the top artist playing when a button was pressed.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-458ebef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"458ebef\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4cfd96e\" data-id=\"4cfd96e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c7b5dcc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c7b5dcc\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#2c2c2c;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:-webkit-box;display:-ms-flexbox;display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);-ms-flex-negative:0;flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:-webkit-box;display:-ms-flexbox;display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{-webkit-box-align:center;-ms-flex-align:center;align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-bottom:0;-webkit-box-flex:1;-ms-flex-positive:1;flex-grow:1;border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{-webkit-box-flex:0;-ms-flex-positive:0;flex-grow:0;-ms-flex-negative:100;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{-webkit-box-flex:0;-ms-flex-positive:0;flex-grow:0;-ms-flex-negative:100;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db6c9df elementor-widget elementor-widget-text-editor\" data-id=\"db6c9df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3>Technical Process<\/h3><p>\u00a0<\/p><p>The technical process for my individual visceralization built upon the initial encoding error identification processing of the Map &amp; Key. I provide detail to both steps below.<\/p><h4>\u00a0<\/h4><h4>Group Map &amp; Key &#8211; Data Processing<\/h4><ul><li>Divided the data between \u201cdiscs\u201d and \u201ccastaways\u201d sheets amongst Ava, Carol, Lubov, and myself to determine the \u201cGrey, Black, and White\u201d of the data. Grey = data has issue, black= data has no issue, white= data is absent<ul><li>Columns I reviewed:<ul><li>Sheet: discs<\/li><li>Columns: (blank), track_name, trackNo, date, std_artist, std_disc, Std_name<\/li><\/ul><\/li><\/ul><\/li><li>\u00a0<a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/blob\/main\/JD%20-%20DID_discs%20OpenRefine%20values.docx\">JD &#8211; DID_discs <\/a>files collected the criteria of what processes were run\/ performed to identify the \u201cgrey and white\u201d<ul><li>Exported JSON files from Open Refine post processing through different clustering methods (+ merge)<\/li><li>Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function:Fingerprint<\/li><li>Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: ngram-fingerprint2<ul><li>Resources followed as a guide\u00a0<a href=\"https:\/\/docs.openrefine.org\/manual\/cellediting#cluster-and-edit\">OpenRefine cluster and edit<\/a>\u00a0&amp;\u00a0<a href=\"https:\/\/docs.openrefine.org\/technical-reference\/clustering-in-depth\">OpenRefine clustering in depth<\/a><\/li><\/ul><\/li><\/ul><\/li><li>Manually collected lists with reasoning on why those values should be \u201cgrey\u201d<ul><li>The same name appearing with different spelling, spaces, capitalizations<ul><li>Most of the clustering took care of those anomalies<\/li><li>Visual check completed to see if anything remains<\/li><\/ul><\/li><li>Issue with classical music in std_disc values appeared.<ul><li>Inconsistencies with format, naming conventions, inclusion of or absence of suite no\u2019s, key, op no\u2019s, movement<\/li><li>In order to review and compare these values, applied text filters in OpenRefine and filtered on text strings that are typically found in \u201cclassical\u201d music titles. (not case sensitive filter)<ul><li>\u201cconcerto\u201d (282)<\/li><li>Tried \u201cminor\u201d (335 values)\u00a0 and major\u201d (400 values)<ul><li>Saw repeats after identified \u201cconcerto\u201d<\/li><li>Due to similar issues with track_name and sheer volume needed to review visually, for consistency\u2019s sake, only did a visual pass with \u201cconcerto\u201d filter<\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li>Issue with classical music in track_name values appeared.<ul><li>In order to review and compare these values, applied text filter in Open Refine and filtered on text strings that are typically found in \u201cclassical\u201d music titles.<ul><li>\u201cConcerto\u201d (417)<\/li><li>Tried \u201cminor\u201d (613 values)\u00a0 and major\u201d (705 values)<\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li>Provided exported <a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/tree\/main\/ClusterExports\">OpenRefine clustering results via JSON<\/a> to my teammate Lubov where she <a href=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/individual-visc\/textile\/\">processed into indexes<\/a> for Map &amp; Key production.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8368484 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8368484\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cfe0461\" data-id=\"cfe0461\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-90d9605 elementor-widget elementor-widget-text-editor\" data-id=\"90d9605\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4>Individual Data Processing<\/h4><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Exported just the \u201cdiscs\u201d sheet<\/span><span style=\"font-weight: 400\"> from <a href=\"https:\/\/hcommons.org\/deposits\/item\/hc:42511\/\">Desert Island Disks <\/a><\/span>and removed the unneeded fields. The following fields remained: <span style=\"font-weight: 400\">Unique Identifier, e<\/span><span style=\"font-weight: 400\">pisode_ref, <\/span><span style=\"font-weight: 400\">track_name, d<\/span><span style=\"font-weight: 400\">ate, c<\/span><span style=\"font-weight: 400\">astaway_ref, <\/span><span style=\"font-weight: 400\">std_artist, <\/span><span style=\"font-weight: 400\">std_name<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">In OpenRefine iterated through the following checks to see if they were\u00a0 present in the data. The difference at this point from what was performed when processing the data for the Map &amp; Key is actually reconciling and updating the data with values that make sense semantically \u2192 {{<\/span><span style=\"font-weight: 400\">DISCS_desert_island_discs_OnlyNeededFields}}<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Special Characters (<a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/blob\/main\/Special%20Character%20Look%20up.xlsx\">find and replace with source language characters<\/a>) for:<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">track_name (19 that couldn\u2019t replace)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">std_artist<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">std_name<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Blanks?<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">track_name (none)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">std_artist (15 &#8211; these correspond to some\u00a0 the 19 rows that couldn\u2019t replace special characters)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">std_name (none)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">date(none)<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Cluster and Merge<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">track_name<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function:Fingerprint (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: ngram-fingerprint2 (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: Beider-Morse<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Only select clusters<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">As seen below, many of the clustering suggestions were related, but were different acts, variations, scenes, etc.<\/span><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2c70faf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2c70faf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-557f2cf\" data-id=\"557f2cf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df14353 elementor-widget elementor-widget-image\" data-id=\"df14353\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"480\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM-1024x655.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM-1024x655.png 1024w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM-300x192.png 300w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM-768x491.png 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM-1536x983.png 1536w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-07-at-12.12.01-AM.png 1966w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:63.99%;max-width:1966px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Example of one of the clustering algorithms used in OpenRefine<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf6f0e8 elementor-widget elementor-widget-text-editor\" data-id=\"cf6f0e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Std_artist<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function:Fingerprint (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: ngram-fingerprint2 (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: Beider-Morse<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Only one selected cluster grouping\u00a0<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Manually combine some classical composers, like \u201cpeter\u201d into \u201cpyotr\u201d &amp; \u201cmozart\u201d to his full name<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Std_name<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function:Fingerprint (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: ngram-fingerprint2 (select all)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Openrefine&gt;Cluster and edit&gt;Method:Key Collision&gt;Keying Function: Beider-Morse<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Only one selected cluster grouping\u00a0<\/span><\/li><\/ul><\/li><\/ul><\/li><\/ul><h5><span style=\"font-weight: 400\">Notes about the Data:<\/span><\/h5><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Std_artist:<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Noticed that the name of the song is sometimes listed as the artist<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Ex: <\/span><em><span style=\"font-weight: 400\">violin concerto no 2<\/span><\/em><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Did not change or edit this scenario<\/span><\/li><\/ul><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ac7eabb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac7eabb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6be0905\" data-id=\"6be0905\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e6c329c elementor-widget elementor-widget-accordion\" data-id=\"e6c329c\" data-element_type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 *\/\n.elementor-accordion{text-align:left}.elementor-accordion .elementor-accordion-item{border:1px solid #d4d4d4}.elementor-accordion .elementor-accordion-item+.elementor-accordion-item{border-top:none}.elementor-accordion .elementor-tab-title{margin:0;padding:15px 20px;font-weight:700;line-height:1;cursor:pointer;outline:none}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{display:inline-block;width:1.5em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon svg{width:1em;height:1em}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-right{float:right;text-align:right}.elementor-accordion .elementor-tab-title .elementor-accordion-icon.elementor-accordion-icon-left{float:left;text-align:left}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-closed{display:block}.elementor-accordion .elementor-tab-title .elementor-accordion-icon .elementor-accordion-icon-opened,.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-closed{display:none}.elementor-accordion .elementor-tab-title.elementor-active .elementor-accordion-icon-opened{display:block}.elementor-accordion .elementor-tab-content{display:none;padding:15px 20px;border-top:1px solid #d4d4d4}@media (max-width:767px){.elementor-accordion .elementor-tab-title{padding:12px 15px}.elementor-accordion .elementor-tab-title .elementor-accordion-icon{width:1.2em}.elementor-accordion .elementor-tab-content{padding:7px 15px}}.e-con-inner>.elementor-widget-accordion,.e-con>.elementor-widget-accordion{width:var(--container-widget-width,100%)}<\/style>\t\t<div class=\"elementor-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2411\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-2411\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" href=\"\">The Failures in Between<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2411\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-2411\"><p>Code + files for the &#8220;trials&#8221; found<a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\"> here<\/a>.<\/p><h4><span style=\"background-color: transparent;color: #666666;font-family: Arial;font-size: 12pt\">TRIAL 1:\u00a0<\/span><\/h4><div><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Used the whole dataset to make the first pass at creating the nodes and list: it took a VERY long time. (4+ hours, but I aborted the script before it ever completed)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Consideration to compare 2 decades at a time (eg 1950\u2019s to 2010\u2019s)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Compare 1 vs Compare 2 (1980\u2019s doesn\u2019t have a decade to compare to, run against itself?)<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">In the data, I created a column called \u201cDecade\u201d and assigned values of \u201c40s\u201d when date = 1940-1949, \u201c50s\u201d when date = 1950-1959 , etc. These values were assigned accordingly: 40s, 50s, 60s, 70s, 80s, 90s, 00, 10s, 20s<\/span><\/li><\/ul><\/li><\/ul><\/div><div><div dir=\"ltr\" style=\"margin-left: 72pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse;height: 195px\" width=\"441\"><colgroup> <col width=\"170\" \/> <col width=\"187\" \/><\/colgroup><tbody><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">Compare 1<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">Compare 2<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1940\u2019s + 1950\u2019s = 3738 choices<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">2020\u2019s + 2010\u2019s = 3528 choices<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1960\u2019s = 4201 choices<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">2000\u2019s = 3187 choices<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1970\u2019s = 4095 choices<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1990\u2019s = 3242 choices<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\">\u00a0<\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1980\u2019s = 3647 choices<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><div dir=\"ltr\" style=\"margin-left: 72pt\" align=\"left\">\u00a0<\/div><h4 dir=\"ltr\" style=\"line-height: 1.38;margin-top: 14pt;margin-bottom: 4pt\"><span style=\"font-size: 12pt;font-family: Arial;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 2:\u00a0<\/span><\/h4><ul><li><span style=\"font-weight: 400\">Ran .py script to make 40-50vs10-20 &amp; 60vs00<\/span><\/li><li><span style=\"font-weight: 400\">Noticed that the source and target were the same:<\/span><\/li><\/ul><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 72pt;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\"><span style=\"border: none;overflow: hidden;width: 303px;height: 267px\"><img loading=\"lazy\" decoding=\"async\" style=\"margin-left: 0px;margin-top: 0px\" src=\"https:\/\/lh4.googleusercontent.com\/G1NTkpeturQ07L4YjSoVCs65wIvOjeAqq-tNJHptBYdMVztcosZMwuo70PcL1uedcDsp-vyE9Pt6yLk3U9NqmcouOOIwQysBBpli1a5veoedqTUg1XFXgljMnG14wbanRUl8nty5ulLwU6EI-hukill4POIWjext1xHExCqQrxlOJ7Gmr5enaqyAxJ857w\" width=\"303\" height=\"267\" \/><\/span><\/span><\/p><ul><li dir=\"ltr\" style=\"line-height: 1.38\" role=\"presentation\"><span style=\"font-weight: 400\">Hypothesis on why: because using the castaway_ref as the node, these aren\u2019t unique due to the repeat of 8 choices the castaways (std_name) make per episode. Need to identify a way to have a unique identifier as the node<\/span><\/li><\/ul><h4><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 3:\u00a0<\/span><\/h4><ul><li><span style=\"font-weight: 400\">Possible solution: create a unique identifier for each episode that accounts for the dimension of the decade and the shared choice of the artist will be the edge connecting them (had to sacrifice the std_name \/ castaway label for the sake of uniqueness)<\/span><\/li><li><span style=\"font-weight: 400\">Assign consecutive numbers to the \u201cdecade\u201d data when the \u201cdate\u201d column is sorted oldest to newest, <\/span><span style=\"font-weight: 400\">example:<\/span><\/li><\/ul><div dir=\"ltr\" style=\"margin-left: 0pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse;height: 366px\" width=\"250\"><colgroup> <col width=\"100\" \/> <col width=\"160\" \/><\/colgroup><tbody><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #cccccc 0.75pt;vertical-align: bottom;background-color: #6c7687;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;color: #ffffff;background-color: transparent;font-weight: bold;vertical-align: baseline\">date<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #cccccc 0.75pt;vertical-align: bottom;background-color: #6c7687;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: center;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;color: #ffffff;background-color: transparent;font-weight: bold;vertical-align: baseline\">decade_episode<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-1<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-2<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-3<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-4<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-5<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-6<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-7<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/4\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-8<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/11\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-9<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/11\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-10<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-left: solid #ffffff 0.75pt;border-right: solid #cccccc 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/11\/1960<\/span><\/p><\/td><td style=\"border-left: solid #cccccc 0.75pt;border-right: solid #ffffff 0.75pt;border-bottom: solid #a3b2cc 0.75pt;border-top: solid #a3b2cc 0.75pt;vertical-align: bottom;background-color: #ebeff1;padding: 2pt 2pt 2pt 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-11<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #cccccc #a3b2cc #ffffff;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;text-align: right;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">1\/11\/1960<\/span><\/p><\/td><td style=\"border-width: 0.75pt;border-style: solid;border-color: #a3b2cc #ffffff #a3b2cc #cccccc;vertical-align: bottom;padding: 2pt;overflow: hidden\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">60-12<\/span><\/p><\/td><\/tr><\/tbody><\/table><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u201cDecade_episode\u201d ID will now serve as the unique identifier. Might have to use this as a the label too (nothing unique to make identifier)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">For the \u201clabel\u201d of \u201cDecade_episode\u201d ID, joined the \u201cDecade_episode\u201d with the \u201cstd_name\u201d:<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">=JOIN(<\/span><span style=\"font-weight: 400\">&#8220;-&#8220;<\/span><span style=\"font-weight: 400\">,<\/span><span style=\"font-weight: 400\">E25439<\/span><span style=\"font-weight: 400\">,<\/span><span style=\"font-weight: 400\">I25439<\/span><span style=\"font-weight: 400\">)<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\"><span style=\"font-weight: 400\">20-444-robert macfarlane<\/span><\/span><\/li><\/ul><\/li><\/ul><\/div><p><span style=\"font-weight: 400\">Reflection about nodes and edges formation:<\/span><\/p><ul><li><span style=\"font-weight: 400\">What are the shared artist (std_artist) choices between 2 castaways (std_name)<\/span><span style=\"font-weight: 400\"><br \/><\/span><span style=\"font-weight: 400\">Explanation of activity between the nodes(TRIAL 1 &amp; 2):<\/span><\/li><li><span style=\"font-weight: 400\">For (std_artist)\u00a0 A, they were selected as an artist of a desert island disc by castaway\u00a0 1 and castaway 2. No other artists followed that pattern. The weight of \u201c1\u201d reflects that singularity of occurrence. However, castaway 1 and castaway 4, both selected (std_artist)\u00a0 C. The weight reflects that shared occurrence by the number \u201c2\u201d.<\/span>\u00a0<\/li><\/ul><\/div><div dir=\"ltr\" style=\"margin-left: 36pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse\"><colgroup> <col width=\"108\" \/> <col width=\"107\" \/> <col width=\"129\" \/> <col width=\"65\" \/><\/colgroup><tbody><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Source castaway<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Target castaway<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Shared Artist Choice<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Weight<\/span><\/p><\/td><\/tr><tr style=\"height: 23.89892578125pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 1<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 2<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist A<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 1<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 3<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist B<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 1<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_name 4<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist C<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">2<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><ul><li><span style=\"font-weight: 400\">Need to decide:\u00a0 The nodes = std_artist or nodes = castaway_ref<\/span><\/li><\/ul><h4 dir=\"ltr\" style=\"line-height: 1.38;margin-top: 14pt;margin-bottom: 4pt\"><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 3B:<\/span><\/h4><ul><li style=\"list-style-type: none\"><ul><li dir=\"ltr\" style=\"line-height: 1.38\" role=\"presentation\"><span style=\"font-weight: 400\">Co-occurrences of an artist within a decade<\/span><\/li><\/ul><\/li><\/ul><div dir=\"ltr\" style=\"margin-left: 36pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse\"><colgroup> <col width=\"113\" \/> <col width=\"115\" \/> <col width=\"113\" \/> <col width=\"73\" \/><\/colgroup><tbody><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Source episode choice<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Target episode choice<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Artist<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Weight<\/span><\/p><\/td><\/tr><tr style=\"height: 23.89892578125pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">40-111<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;vertical-align: baseline\">40-216<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist A<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">40-111<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;vertical-align: baseline\">10-782<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist B<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">40-111<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;vertical-align: baseline\">20-186<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist C<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><ul><li><span style=\"font-weight: 400\">The blanks: total of 15 for std_artist, but they have track_name values. See below:<\/span><\/li><li><span style=\"font-weight: 400\">\u00a0Can that be incorporated into the network graph (the absence)? Maybe this can be made manually, through the process of creating a network graph of the absence?<\/span><\/li><\/ul><div dir=\"ltr\" style=\"margin-left: 86.25pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse\"><colgroup> <col width=\"498\" \/><\/colgroup><tbody><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;font-weight: bold;vertical-align: baseline\">track_name<\/span><\/p><\/td><\/tr><tr style=\"height: 27pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">To Feggaraki by \u0152\u00eb\u0152\u00aa\u0152\u00d8\u0152\u222b\u0152\u2211 \u0152\u00ed\u0152\u00f8\u0153\u00d6\u0152\u2265\u0152\u03c0\u0152\u00f8\u0153\u00d6\u0152\u222b\u0152\u00aa\u0152\u00a8\u0152\u222b\u0152\u2211<\/span><\/p><\/td><\/tr><tr style=\"height: 17.25pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">The Boys of Piraeus from Never on Sunday by \u0152\u00fa\u0152\u00b5\u0152\u00aa\u0152\u00d8\u0152\u03a9\u0152\u00b1 \u0152\u00fa\u0152\u00b5\u0153\u00c5\u0152\u222b\u0152\u00f8\u0153\u00e7\u0153\u00c5\u0152\u2211<\/span><\/p><\/td><\/tr><tr style=\"height: 15pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Song Of The Volga Boatmen by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 29.25pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Compline Isiah&#8217;s prophecy, Znamemy Chant by \u2013\u00ea\u2013\u00aa\u2013\u00b5\u2013\u222b\u2014\u00c5\u2013\u221e\u2013\u03a9\u2013\u00a5\u2014\u00c4 \u2013\u00ee\u2013\u00ba\u2013\u220f\u2014\u00c7\u2014\u00c4\u2013\u220f\u2013\u00b5\u2013\u2264\u2013\u220f\u2014\u00e1 \u2013\u00f6\u2013\u221e\u2014\u00c5\u2014\u00c7\u2013\u221e\u2013\u00aa\u2014\u00e5\u2014\u00c5\u2013\u222b\u2013\u220f\u2013\u03c0<\/span><\/p><\/td><\/tr><tr style=\"height: 19.5pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Evening by \u0152\u00a7\u0152\u00d8\u0153\u00d1\u0152\u00f8\u0153\u00c7 \u0152\u00f6\u0152\u00b1\u0153\u00c5\u0152\u2265\u0152\u03c0\u0153\u00e2\u0153\u00d1\u0152\u00a8\u0152\u222b\u0152\u2211\u0153\u00c7<\/span><\/p><\/td><\/tr><tr style=\"height: 16.5pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Slowly Slowly by \u0152\u00f5\u0153\u00e5\u0152\u00aa\u0152\u00b1 \u0152\u00a7\u0153\u00c9\u0152\u00b1\u0152\u222b\u0152\u00d8\u0153\u00c5\u0152\u2211<\/span><\/p><\/td><\/tr><tr style=\"height: 18pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Glory To Thee Oh Lord (from Twofold Litany) by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 21pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Allegro Bouzouki by \u0152\u00ec\u0152\u03c0\u0153\u00e9\u0153\u00c5\u0152\u2265\u0152\u00f8\u0153\u00c7 \u0152\u00f1\u0152\u00b1\u0152\u00ba\u0153\u00c4\u0152\u2260\u0153\u00d1\u0152\u00b1\u0153\u00c7<\/span><\/p><\/td><\/tr><tr style=\"height: 27pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Down the Petersky by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 17.802978515625pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">The Miller&#8217;s Aria (from The Rusalka) by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 16.5pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Down the Petersky by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Glory To Thee Oh Lord (from Twofold Litany) by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 21.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Glory To Thee Oh Lord (from Twofold Litany) by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 13.5pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Song Of The Flea by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><tr style=\"height: 15pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #cccccc 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-left: 90pt;text-indent: -18pt;margin-top: 0pt;margin-bottom: 0pt;padding: 0pt 0pt 0pt 18pt\"><span style=\"font-size: 9pt;background-color: transparent;vertical-align: baseline\">Mort De Don Quixote by \u2013\u00a7\u2014\u00eb\u2013\u00a5\u2013\u00e6\u2014\u00c4 \u2013\u00ae\u2013\u221e\u2013\u00aa\u2014\u00e8\u2013\u00f8\u2013\u220f\u2013\u03a9<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><ul><li dir=\"ltr\" style=\"line-height: 1.38\" role=\"presentation\"><span style=\"font-weight: 400\">Tied to run the track_name\u00a0 through <\/span><a href=\"https:\/\/base64.guru\/converter\/decode\"><span style=\"font-weight: 400\"><strong>base64 decoder<\/strong><\/span><\/a><span style=\"font-weight: 400\">, (As suggested by teammate Lubov), but none of the encoding was recognizable:<\/span><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\"><span style=\"border: none;overflow: hidden;width: 538px;height: 152px\"><img loading=\"lazy\" decoding=\"async\" style=\"margin-left: 0px;margin-top: 0px\" src=\"https:\/\/lh4.googleusercontent.com\/FcAT9w82XawjoCHNCdSrG2YGu5uKvmwPfbLy53JMhmtcC-OFHdbITmRBpF2Kos54t9juTbdYaV6bflFqr5f2qPPs2YS4crzb15pOaTaipjWFeCL_N3zeihAyEcONIxfI6547cTqDm8PpanTVi1Ziwtu_SgZO0PE_YQzLPpfC27DX_AQuufO9EQiP0c9OqA\" width=\"538\" height=\"152\" \/><\/span><\/span><\/li><li dir=\"ltr\" role=\"presentation\"><span style=\"font-weight: 400\">Since moving to Trial 4, it was not necessary to reconcile these values as they were not randomly selected.<\/span><\/li><\/ul><h4 dir=\"ltr\" style=\"line-height: 1.38;margin-top: 14pt;margin-bottom: 4pt\"><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 4:<\/span><\/h4><div dir=\"ltr\" style=\"margin-left: 36pt\" align=\"left\">\u00a0<\/div><div dir=\"ltr\" style=\"margin-left: 36pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse\"><colgroup> <col width=\"117\" \/> <col width=\"119\" \/> <col width=\"108\" \/> <col width=\"68\" \/><\/colgroup><tbody><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Source Artist<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Target Artist<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Castaway Ref<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Weight<\/span><\/p><\/td><\/tr><tr style=\"height: 23.89892578125pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist A<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist B<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">2967<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist A<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist C<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1291<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist A<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist D<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">807<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Couldn\u2019t get this to populate an edge table\u2026 it was just blank if I use artist as the node.<\/span><\/li><li><span style=\"font-weight: 400\"><span style=\"font-weight: 400\">Need to Re-do<br \/><\/span><\/span><\/li><\/ul><div dir=\"ltr\" style=\"margin-left: 36pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse;height: 157px\" width=\"420\"><colgroup> <col width=\"100\" \/> <col width=\"98\" \/> <col width=\"104\" \/> <col width=\"75\" \/><\/colgroup><tbody><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Source castaway<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Target castaway<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">std_artist_id<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">Weight<\/span><\/p><\/td><\/tr><tr style=\"height: 23.89892578125pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">928<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1191<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">art-6<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">2953<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">649<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">art-17<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><tr style=\"height: 0pt\"><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">928<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">54<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;background-color: transparent;vertical-align: baseline\">art-19<\/span><\/p><\/td><td style=\"vertical-align: top;padding: 5pt 5pt 5pt 5pt;overflow: hidden;border: solid #000000 1pt\"><p dir=\"ltr\" style=\"line-height: 1.2;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 11pt;background-color: transparent;vertical-align: baseline\">1<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Selecting only 1 artist choice from each year<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Since not all the months\/ dates\/ or even years are present, selecting a single month- date across all the years represented in the data set was impossible (i.e. the same month-date).<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Some consideration was given to the possibility of selecting a month\/day\/year artist choice representation based:\u00a0 a monthly range or highest yield of choices on a particular month-day.<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">This doesn\u2019t result in a solution that would represent every month or every year<\/span><\/li><\/ul><\/li><\/ul><\/li><li dir=\"ltr\" style=\"line-height: 1.38\" role=\"presentation\"><span style=\"font-weight: 400\">New Criteria = use a randomizer tool to select an artist choice for every year. Used: <\/span><a href=\"https:\/\/www.gigacalculator.com\/randomizers\/random-picker.php\"><span style=\"font-weight: 400\">https:\/\/www.gigacalculator.com\/randomizers\/random-picker.php<\/span><\/a><\/li><\/ul><h4><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 5:<\/span><\/h4><ul><li><span style=\"font-weight: 400\">Noticed that the data file base I was using didn\u2019t have the same total # for rows; <a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/blob\/main\/DISCS-desert-island-discs-OnlyNeededFields_OpenRefined.csv\">DISCS-desert-island-discs-OnlyNeededFields_OpenRefined<\/a> 25,459 vs <a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/blob\/main\/26260_DISCS-desert-island-discs-OnlyNeededFields.csv\">26260_DISCS-desert-island-discs-OnlyNeededFields<\/a> 26,259<\/span><ul><li><span style=\"font-weight: 400\">Pivoted to the file with the higher amount of rows<\/span><\/li><\/ul><\/li><li><span style=\"font-weight: 400\">Made artist ID\u2019s for all the artists in the whole dataset.<\/span><\/li><li><span style=\"font-weight: 400\">Selected just the 80\u2019s decade to try using the new artist ID\u2019s (as the nodes) with date as the edge<\/span><\/li><li><span style=\"font-weight: 400\">Successful run of .py\u00a0 (made a weighted adjacency table)<\/span><\/li><li><span style=\"font-weight: 400\">When I loaded it into Gephi, I got an error of duplicate nodes ( maybe due to pulling in the date they were mentioned as a choice?). I removed duplicates just on the vertices file and was accepted into Gephi without errors<\/span><\/li><\/ul><h4><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">TRIAL 4B:\u00a0<br \/><\/span><\/h4><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Moved back to a previous data processing iteration (Trial 4) and tried using the randomized selection to process using the artists as the nodes and the episode date as the edge.<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The edge list resulted in an incomplete nodes\/edges list, shown below. Decided to abandon the randomized tactic.<\/span><\/li><\/ul><\/li><\/ul><p><span style=\"font-size: 12pt;font-family: Roboto, sans-serif;color: #666666;background-color: transparent;vertical-align: baseline\">\u00a0<\/span><\/p><p><span style=\"border: none;overflow: hidden;width: 216px;height: 219px\">\u00a0<\/span><img loading=\"lazy\" decoding=\"async\" style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight );background-color: var(--wp--preset--color--background);font-size: var(--wp--preset--font-size--medium);margin-left: 0px;margin-top: 0px\" src=\"https:\/\/lh5.googleusercontent.com\/LHCw2BMdpoRxIqLHij1KUzOoBNgmRarKP-SzyqsaRr4K1UaneDf9YgOioUTEiQOP2kGFKnPAZe9CMIXsmeC5WyDdSeSvU0GvEkHK84fynEZpx5vD1YPxXnSNTJq9vdLK0qLAy4dCS-wRFfbbghUl7qFk0c_Wbphso5Wsy9q1zupoAe4nddE_Y5JL3BchIQ\" width=\"216\" height=\"219\" \/><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-253791d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"253791d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-39a2320\" data-id=\"39a2320\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7956154 elementor-widget elementor-widget-text-editor\" data-id=\"7956154\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400\">TRIAL 6:\u00a0<\/span><\/p><p>After much consideration and reflection with the different iterations of data processing trials, I desired to have the network graph represent something of substance of the dataset while still maintaining the ability to execute it with the materials and time available.<\/p><p><span style=\"font-weight: 400\">Top 8 artist choices (nodes) across all the years those choices were made (edges) <\/span><a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/blob\/main\/26260_DISCS-desert-island-discs-OnlyNeededFields.csv\"><span style=\"font-weight: 400\" data-rich-links=\"{&quot;fple-t&quot;:&quot;26260_DISCS-desert-island-discs-OnlyNeededFields&quot;,&quot;fple-u&quot;:&quot;https:\/\/docs.google.com\/spreadsheets\/d\/1y26CpQfcTxbdYHqg-EGd1HekK8dWbu0wMJ46bDO61dc\/edit?usp=sharing&quot;,&quot;fple-mt&quot;:&quot;application\/vnd.google-apps.ritz&quot;,&quot;type&quot;:&quot;first-party-link&quot;}\"><strong>26260_DISCS-desert-island-discs-OnlyNeededFields<\/strong><\/span><\/a><span style=\"font-weight: 400\">\u00a0sheet as the main starting point.<\/span><\/p><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Noticed extra grouping that needed to take place in order to consolidate like values (e.g. <em>bach<\/em> to <em>johann sebastian bach<\/em> , <em>name of song by beethoven<\/em> to <em>ludwig van beethoven,<\/em> <em>schubert<\/em> to\u00a0 f<em>ranz schubert<\/em>, etc.)<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Updated the corresponding \u201cstd_artist_id\u201d accordingly (to match main std_artist_id)<\/span><\/li><\/ul><\/li><\/ul><p><span style=\"font-weight: 400\">Final top 8:<\/span><\/p><table><tbody><tr><td><div><span style=\"font-size: 14.6667px\">\u00a0<\/span><\/div><div dir=\"ltr\" style=\"margin-left: 0pt\" align=\"left\"><table style=\"border: none;border-collapse: collapse\"><colgroup> <col width=\"180\" \/> <col width=\"91\" \/> <col width=\"94\" \/><\/colgroup><tbody><tr style=\"height: 16.5pt\"><td style=\"vertical-align: bottom;background-color: #cccccc;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">std_artist<\/span><\/p><\/td><td style=\"vertical-align: bottom;background-color: #cccccc;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">std_artist_id<\/span><\/p><\/td><td style=\"vertical-align: bottom;background-color: #cccccc;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">Total occurrences<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">wolfgang amadeus mozart<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A5418<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">999<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">ludwig van beethoven<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A3004<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">841<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">johann sebastian bach<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A2427<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">812<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">franz schubert<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A1618<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">413<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">giuseppe verdi<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A1815<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">373<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">edward elgar<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A1326<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">350<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">pyotr ilyich tchaikovsky<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A3932<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">345<\/span><\/p><\/td><\/tr><tr style=\"height: 15.75pt\"><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">giacomo puccini<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">A1790<\/span><\/p><\/td><td style=\"vertical-align: bottom;padding: 2pt 2pt 2pt 2pt;overflow: hidden;border: solid #000000 0.75pt\"><p dir=\"ltr\" style=\"line-height: 1.38;margin-top: 0pt;margin-bottom: 0pt\"><span style=\"font-size: 10pt;font-family: Roboto,sans-serif;color: #000000;background-color: transparent;font-weight: 400;font-style: normal;font-variant: normal;text-decoration: none;vertical-align: baseline\">345<\/span><\/p><\/td><\/tr><\/tbody><\/table><\/div><\/td><td>\u00a0<\/td><td>\u00a0<\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400\">Python script for nodes and edges table and final output <a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\/tree\/main\/Trials\/Trial%206\">here<\/a>.<\/span><\/p><p><span style=\"font-weight: 400\">The total amount of rows for this iteration = 4478<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e3fa8c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e3fa8c8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e31693\" data-id=\"4e31693\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2311f0b elementor-widget elementor-widget-text-editor\" data-id=\"2311f0b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>After processing the data, I loaded in the nodes and edges table to create a primary network visualization in Gephi as a guide. I applied various algorithms, statistics, and assigned color and size to those results.\u00a0<br \/>The output of this process served as my guide for the network graph physicalization.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e6a6f52 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e6a6f52\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9731e6e\" data-id=\"9731e6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9c5d0b1 gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"9c5d0b1\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 *\/\n.elementor-image-gallery .gallery-item{display:inline-block;text-align:center;vertical-align:top;width:100%;max-width:100%;margin:0 auto}.elementor-image-gallery .gallery-item img{margin:0 auto}.elementor-image-gallery .gallery-item .gallery-caption{margin:0}.elementor-image-gallery figure img{display:block}.elementor-image-gallery figure figcaption{width:100%}.gallery-spacing-custom .elementor-image-gallery .gallery-icon{padding:0}@media (min-width:768px){.elementor-image-gallery .gallery-columns-2 .gallery-item{max-width:50%}.elementor-image-gallery .gallery-columns-3 .gallery-item{max-width:33.33%}.elementor-image-gallery .gallery-columns-4 .gallery-item{max-width:25%}.elementor-image-gallery .gallery-columns-5 .gallery-item{max-width:20%}.elementor-image-gallery .gallery-columns-6 .gallery-item{max-width:16.666%}.elementor-image-gallery .gallery-columns-7 .gallery-item{max-width:14.28%}.elementor-image-gallery .gallery-columns-8 .gallery-item{max-width:12.5%}.elementor-image-gallery .gallery-columns-9 .gallery-item{max-width:11.11%}.elementor-image-gallery .gallery-columns-10 .gallery-item{max-width:10%}}@media (min-width:480px) and (max-width:767px){.elementor-image-gallery .gallery.gallery-columns-2 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-3 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-4 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-5 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-6 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-7 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-8 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-9 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-10 .gallery-item{max-width:50%}}@media (max-width:479px){.elementor-image-gallery .gallery.gallery-columns-2 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-3 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-4 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-5 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-6 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-7 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-8 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-9 .gallery-item,.elementor-image-gallery .gallery.gallery-columns-10 .gallery-item{max-width:100%}}<\/style>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-1' class='gallery galleryid-46 gallery-columns-2 gallery-size-medium_large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"9c5d0b1\" data-elementor-lightbox-title=\"Gephi_Layout\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6OTI1LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9TY3JlZW4tU2hvdC0yMDIyLTExLTE1LWF0LTEwLjU5LjMyLVBNLnBuZyIsInNsaWRlc2hvdyI6IjljNWQwYjEifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM.png'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"752\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM-768x770.png\" class=\"attachment-medium_large size-medium_large\" alt=\"network graph rendering from Gephi\" aria-describedby=\"gallery-1-925\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM-768x770.png 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM-300x300.png 300w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM-1021x1024.png 1021w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM-150x150.png 150w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.32-PM.png 1386w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:100.29%;max-width:1386px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-925'>\n\t\t\t\tInitial layout in Gephi\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"9c5d0b1\" data-elementor-lightbox-title=\"Final layout in Gephi\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6OTI0LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9TY3JlZW4tU2hvdC0yMDIyLTExLTE1LWF0LTEwLjU5LjU3LVBNLnBuZyIsInNsaWRlc2hvdyI6IjljNWQwYjEifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM.png'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"601\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM-768x615.png\" class=\"attachment-medium_large size-medium_large\" alt=\"network graph rendering from Gephi with labels of famous composers\" aria-describedby=\"gallery-1-924\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM-768x615.png 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM-300x240.png 300w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM-1024x820.png 1024w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/Screen-Shot-2022-11-15-at-10.59.57-PM.png 1302w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:80.03%;max-width:1302px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-924'>\n\t\t\t\tFinal layout in Gephi. Utilized as a guide for physical network graph\n\t\t\t\t<\/figcaption><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14db076 elementor-widget elementor-widget-text-editor\" data-id=\"14db076\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4>Individual Physicalization Process<\/h4><h5><span style=\"font-weight: 400\">Materials:<\/span><\/h5><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Foam Core boards:<\/span><ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">(1) Black \u00bc\u201d thick<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">(1) White \u215c\u201d thick<\/span><\/li><\/ul><\/li><li><a href=\"https:\/\/www.amazon.com\/VoiceGift-Voice-Over-Voice-Recorder-Recording\/dp\/B097XWLRNQ\/ref=sr_1_48_sspa?crid=3JWDTOCDZWWIL&amp;keywords=mini+voice+recorded+buttons&amp;qid=1667231091&amp;qu=eyJxc2MiOiIyLjAwIiwicXNhIjoiMC4wMCIsInFzcCI6IjAuMDAifQ%3D%3D&amp;s=electronics&amp;sprefix=mini+voice+recroded+buttons%2Celectronics%2C66&amp;sr=1-48-spons&amp;psc=1\"><span style=\"font-weight: 400\">Recordable sound device<\/span><\/a><\/li><\/ul><p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-181 aligncenter\" src=\"http:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-225x300.jpeg\" alt=\"\" width=\"176\" height=\"235\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-225x300.jpeg 225w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-768x1024.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-1152x1536.jpeg 1152w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-1536x2048.jpeg 1536w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1953-scaled.jpeg 1920w\" sizes=\"auto, (max-width: 176px) 100vw, 176px\" \/><\/p><ul><li><span style=\"font-weight: 400\">Thread (Aunt Lydia\u2019s Crochet Thread Classic 10) &#8211; 8 different colors<\/span><\/li><\/ul><p>\u00a0<img loading=\"lazy\" decoding=\"async\" class=\" wp-image-823 aligncenter\" src=\"http:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/115609-225x300.jpeg\" alt=\"\" width=\"204\" height=\"272\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/115609-225x300.jpeg 225w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/115609.jpeg 400w\" sizes=\"auto, (max-width: 204px) 100vw, 204px\" \/><\/p><ul><li><span style=\"font-weight: 400\">Screws (various sizes) + Screw driver<\/span><\/li><li><span style=\"font-weight: 400\">Tracing paper + pens<\/span><\/li><li><span style=\"font-weight: 400\">Spray adhesive<\/span><\/li><li><span style=\"font-weight: 400\">Drinking straws (regular and hard plastic versions)<\/span><\/li><li>Utility + exacto knife<\/li><li><span style=\"font-weight: 400\">Duct tape<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9d29f0b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9d29f0b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f215799\" data-id=\"f215799\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5843bb9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5843bb9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5ae7722\" data-id=\"5ae7722\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df76253 elementor-widget elementor-widget-text-editor\" data-id=\"df76253\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4><span style=\"font-weight: 400\">Make the \u201cAbsence\u201d<\/span><\/h4><p>\u00a0<\/p><p>To represent the data what was not included from the dataset (21,782 rows), I created a textural layer that would be glued to the underside of the physical network graph&#8217;s board substrate. Using tracing paper (or any thin paper will do), I created dots with a regular ball point pen. The key to this process is to press down VERY hard when making the dots so that the thin tracing paper is embossed from pressure of the pen tip.<\/p><p>10,891 dots were created. I assigned each dot the value of <em>2<\/em> data points, bringing to overall total to 21,782 representative data points.<\/p><p>\u00a0<\/p><p>I used spray adhesive to attach all the dotted tracing paper sheets to the underside of the foam core board used for the network graph.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ec6fc7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ec6fc7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-43e170b\" data-id=\"43e170b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b14fcf gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"6b14fcf\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-2' class='gallery galleryid-46 gallery-columns-2 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"6b14fcf\" data-elementor-lightbox-title=\"Dot Texture Process\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTc4LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk0NS1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6IjZiMTRmY2YifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"1000\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-768x1024.jpeg\" class=\"attachment-large size-large\" alt=\"image of tracing paper partially marked with dots created with a ball point in frame.\" aria-describedby=\"gallery-2-178\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-768x1024.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-225x300.jpeg 225w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-1152x1536.jpeg 1152w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-1536x2048.jpeg 1536w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1945-scaled.jpeg 1920w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:133.33%;max-width:1920px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-2-178'>\n\t\t\t\tPen and tracing paper used to make the &#8220;missing data points&#8221;.\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"6b14fcf\" data-elementor-lightbox-title=\"Dot Tally\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTgwLCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk1MS1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6IjZiMTRmY2YifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"921\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-834x1024.jpeg\" class=\"attachment-large size-large\" alt=\"pieces of paper with lines denoting tally marks\" aria-describedby=\"gallery-2-180\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-834x1024.jpeg 834w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-244x300.jpeg 244w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-768x942.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-1252x1536.jpeg 1252w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1951-1669x2048.jpeg 1669w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:122.72%;max-width:2086px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-2-180'>\n\t\t\t\tTally of the final count of &#8220;missing data points&#8221;.\n\t\t\t\t<\/figcaption><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5322d7e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5322d7e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e56b540\" data-id=\"e56b540\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-362adbb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"362adbb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-771c98c\" data-id=\"771c98c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1708e1f elementor-widget elementor-widget-text-editor\" data-id=\"1708e1f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4><span style=\"font-weight: 400\">Make the Physical Network Graph:<\/span><\/h4><p>\u00a0<\/p><p>Using the thinner foam core board, I laid out the labels of where the top 8 artist nodes would reside (using the Gephi output as a guide). I then assigned a color thread to each artist. I screwed in a screw for each node and wrapped the thread around 2 nodes, which created the edge. The nodes and edge tables with weight (occurrences) served as the &#8220;directions&#8221; to build the density of the edges between the nodes. Since space was limited, I assigned 2 occurrences for each loop connecting the 2 nodes.\u00a0<\/p><p>\u00a0<\/p><p>I didn&#8217;t anticipate the wrapping would be so thick, which in turn put a lot of stress on the screws, so I needed to reinforce the screw holes with duct tape.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7676d98 gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"7676d98\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-3' class='gallery galleryid-46 gallery-columns-3 gallery-size-medium_large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"7676d98\" data-elementor-lightbox-title=\"Layout of nodes\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTgyLCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk1NS1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6Ijc2NzZkOTgifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"1000\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-768x1024.jpeg\" class=\"attachment-medium_large size-medium_large\" alt=\"image of a black foam core board with labels spaced out\" aria-describedby=\"gallery-3-182\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-768x1024.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-225x300.jpeg 225w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-1152x1536.jpeg 1152w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-1536x2048.jpeg 1536w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1955-scaled.jpeg 1920w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:133.33%;max-width:1920px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-3-182'>\n\t\t\t\tNode layout transposed from Gephi\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"7676d98\" data-elementor-lightbox-title=\"Color match\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTgzLCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk1Ny1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6Ijc2NzZkOTgifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"956\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-768x979.jpeg\" class=\"attachment-medium_large size-medium_large\" alt=\"Little bundles of crochet with corresponding labels\" aria-describedby=\"gallery-3-183\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-768x979.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-235x300.jpeg 235w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-804x1024.jpeg 804w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-1205x1536.jpeg 1205w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-1607x2048.jpeg 1607w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1957-scaled.jpeg 2009w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:127.43%;max-width:2009px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-3-183'>\n\t\t\t\tColor match the nodes to the crochet thread\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"7676d98\" data-elementor-lightbox-title=\"Thread wrapping process\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg0LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk1OC1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6Ijc2NzZkOTgifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"1102\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-768x1128.jpeg\" class=\"attachment-medium_large size-medium_large\" alt=\"2 screws on a board that are being connected with thread\" aria-describedby=\"gallery-3-184\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-768x1128.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-204x300.jpeg 204w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-697x1024.jpeg 697w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-1046x1536.jpeg 1046w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-1395x2048.jpeg 1395w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1958-scaled.jpeg 1743w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:146.87%;max-width:1743px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-3-184'>\n\t\t\t\tThread wrapping process\n\t\t\t\t<\/figcaption><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bc5e344 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc5e344\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f69f6da\" data-id=\"f69f6da\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4e83af1 elementor-widget elementor-widget-text-editor\" data-id=\"4e83af1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Once the wrapping was complete, I installed the recording devices to the other foam core board. I recorded the name of each of the top 8 artists into each of the devices.<\/p><p>\u00a0<\/p><p>The board with the network graph was fastened on top of the sound device board with additional screws at each corner with a hard plastic straw section to serve as a shunt for extra support.<\/p><p>\u00a0<\/p><p>A hole was poked directly near each node where another straw section would be fed through to create a portal for a wooden dowel to pass through to engage the button on the sound device to replay the record name of\u00a0 the artist.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e3b9146 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e3b9146\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ea33389\" data-id=\"ea33389\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a9b2e6 gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"3a9b2e6\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-4' class='gallery galleryid-46 gallery-columns-2 gallery-size-medium_large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"3a9b2e6\" data-elementor-lightbox-title=\"WIP network graph\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg1LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk2MC1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6IjNhOWIyZTYifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"1053\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-768x1078.jpeg\" class=\"attachment-medium_large size-medium_large\" alt=\"Thread wrapped around screws\" aria-describedby=\"gallery-4-185\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-768x1078.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-214x300.jpeg 214w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-729x1024.jpeg 729w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-1094x1536.jpeg 1094w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-1459x2048.jpeg 1459w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1960-scaled.jpeg 1823w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:140.43%;max-width:1823px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-4-185'>\n\t\t\t\tPhysical network in process\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"3a9b2e6\" data-elementor-lightbox-title=\"Sound device\" e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTg2LCJ1cmwiOiJodHRwczpcL1wvc3R1ZGVudHdvcmsucHJhdHRzaS5vcmdcL2RhdGEtdmlzY2VyYWxpemF0aW9uXC93cC1jb250ZW50XC91cGxvYWRzXC9zaXRlc1wvMzFcLzIwMjJcLzEyXC9JTUdfMTk2Mi1zY2FsZWQuanBlZyIsInNsaWRlc2hvdyI6IjNhOWIyZTYifQ%3D%3D\" href='https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-scaled.jpeg'><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"1056\" src=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-768x1081.jpeg\" class=\"attachment-medium_large size-medium_large\" alt=\"\" aria-describedby=\"gallery-4-186\" srcset=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-768x1081.jpeg 768w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-213x300.jpeg 213w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-727x1024.jpeg 727w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-1091x1536.jpeg 1091w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-1455x2048.jpeg 1455w, https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-content\/uploads\/sites\/31\/2022\/12\/IMG_1962-scaled.jpeg 1818w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" style=\"width:100%;height:140.81%;max-width:1818px;\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-4-186'>\n\t\t\t\tSound device install.\n\t\t\t\t<\/figcaption><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-33d5d84 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"33d5d84\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0b0346a\" data-id=\"0b0346a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e2b1df elementor-widget elementor-widget-text-editor\" data-id=\"3e2b1df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4>Reflections<\/h4><p>\u00a0<\/p><p>Making big data small doesn\u2019t always translate, but the process provided the learning and experiencing through the process. Stark stated &#8220;interfaces that make data sets viscerally engaging could result in a more holistic process of individual decision-making, grounded in both our thoughts and our feelings&#8221;(Stark, 2014), which I can attest to personally. Which is also an interesting thought to consider- this process, this experience was definitely my own, but what about others?<\/p><p>\u00a0<\/p><p>Throughout the process I was painfully and frustratingly aware of the rigidity of the physical\u00a0 domain &#8211; take digital for granted and can easily ignore what doesn\u2019t \u201cfit\u201d. I came face to face with\u00a0my bias by practicality. I ultimately had to make choices along the way to\u00a0<i>make a\u00a0<\/i>physicalization possible with the materials at hand.\u00a0Do data scientists or other digital humanists make these types of concessions to realize a project goal? How many micro choices does it take to shift an analysis or arrival to a conclusion.\u00a0<\/p><p>I\u00a0<i>felt<\/i>\u00a0when working with the data (frustration, elation, wonderment, curiosity, etc). It was certainly an indelible experience that will carry over into my future data work.\u00a0There is a reorientation and respect to data processing as a result from this project.\u00a0As Tim Schoof mentions in his article,\u00a0<em>The Future of Data Science Includes Slow Data Science<\/em>, &#8230; &#8220;to represent data is that it really allows you to slow down and experience the data in real time. It is as much about the process, the experience, as it is about the end product&#8221; (Schoof, 2022).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b01472d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b01472d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6b33b53\" data-id=\"6b33b53\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25cf764 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"25cf764\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a2cf0a elementor-widget elementor-widget-text-editor\" data-id=\"7a2cf0a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><em>-Jessika Davis<\/em><\/p><p>Additional documentation and Python scripts can be found within this <a href=\"https:\/\/github.com\/DataMuseology\/MDIDD_Top8\">GitHub Repository<\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c6c13f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9c6c13f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Given the &#8220;agnostic&#8221; nature of our chosen dataset, I felt a certain level of freedom to explore what the process would be to generate a physicalized network graph versus pursuing a &#8220;normal&#8221; data analysis with a visual approach.\u00a0 Here I started the process with a firm framework of the project&#8217;s materials (string, nails\/screws\/ mounting board),&hellip; <a class=\"more-link\" href=\"https:\/\/studentwork.prattsi.org\/data-visceralization\/individual-visc\/top-8\/\">Continue reading <span class=\"screen-reader-text\">Top 8<\/span><\/a><\/p>\n","protected":false},"author":3949,"featured_media":501,"parent":2,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-46","page","type-page","status-publish","has-post-thumbnail","hentry","entry"],"_links":{"self":[{"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/pages\/46","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/users\/3949"}],"replies":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/comments?post=46"}],"version-history":[{"count":260,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/pages\/46\/revisions"}],"predecessor-version":[{"id":1165,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/pages\/46\/revisions\/1165"}],"up":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/pages\/2"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/media\/501"}],"wp:attachment":[{"href":"https:\/\/studentwork.prattsi.org\/data-visceralization\/wp-json\/wp\/v2\/media?parent=46"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}