Programming Assignment 2: Visualize Network Data

stackoverflow

What is the dataset that I chose? Why?
I chose to analyze the “Stack Overflow dataset” containing the different kind of tags that people are interested in and make questions in Stack Overflow website.

I found it interesting to know which kind of doubts people have.

Did you use a subset of the data? If so, what was it?
No, I used the whole available dataset. “stackoverflow.json”

Are there any particular aspects of your visualization to which you would like to bring attention?
I found interesting the different nucleus that we can see in the diagram:
1. Blue color – Tag related with internet like: css, javascript, mysql, bootstarp etc;
2. Orange color – Tags related with microsoft like asp, visual-studio, vb net etc;
3. light blue – tags related to IOS
4.red-orange – Tags related to Languages: C++, C, Python, Java

What do you think the data and your visualization show?
It shows the type of information people are searching and how they are related to each other.

The diagram:

I prepared this network diagram programming d3.v4

My d3 program

<!DOCTYPE html>
<meta charset=”utf-8″>
<head>
    <style>
        .links line {
        stroke: #999;
        stroke-opacity: 0.6;
        }
        .nodes circle {
        stroke: #fff;
        stroke-width: 1.1px;
        }
        text {
        font-family: sans-serif;
        font-size: 16px;
        }
    </style>
    <!– Load d3.js –>
    <script src=”https://d3js.org/d3.v4.js” charset=”utf-8″></script>
    <script>
        document.addEventListener(‘DOMContentLoaded’, function(){
            // 1. set the dimensions and margins of the graph
            var margin = {top: 10, right: 30, bottom: 30, left: 40},
                width = 1200 – margin.left – margin.right,
                height = 1200 – margin.top – margin.bottom;
            // append the svg object to the body of the page
            var svg = d3.select(“#graph”)
                        .append(“svg”)
                        .attr(“width”, width + margin.left + margin.right)
                        .attr(“height”, height + margin.top + margin.bottom)
                        .append(“g”)
                        .attr(“transform”, “translate( 300,500)”)
                        .attr(“transform”, “scale( 0.7,0.7)”);
            // define color category
            var color = d3.scaleOrdinal(d3.schemeCategory20c);
            var simulation = d3.forceSimulation()
                        .force(“link”, d3.forceLink().id(function(d) { return d.id; }))
                        .force(“charge”, d3.forceManyBody())
                        .force(“center”, d3.forceCenter(width / 2, height / 2));
            d3.json(“stackoverflow.json”, function(error, graph) {
                if (error) throw error;
                var link = svg.append(“g”)
                            .attr(“class”, “links”)
                            .selectAll(“line”)
                            .data(graph.links)
                            .enter().append(“line”)
                            .attr(“stroke-width”, function(d) { return 0.3*Math.sqrt(d.value); });
                var node = svg.append(“g”)
                            .attr(“class”, “nodes”)
                            .selectAll(“g”)
                            .data(graph.nodes)
                            .enter().append(“g”)
                var circles = node.append(“circle”)
                            .attr(“r”, 5)
                            .attr(“fill”, function(d) { return color(d.group); })
                            .call(d3.drag()
                                .on(“start”, dragstarted)
                                .on(“drag”, dragged)
                                .on(“end”, dragended));
                var lables = node.append(“text”)
                                .text(function(d) {
                                  return d.id;
                                })
                                .attr(‘x’, 6)
                                .attr(‘y’, 3);
                node.append(“title”)
                    .text(function(d) { return d.id; });
                simulation
                    .nodes(graph.nodes)
                    .on(“tick”, ticked);
                simulation.force(“link”)
                    .links(graph.links)
                    .linkDistance(5);
                function ticked() {
                    link
                        .attr(“x1”, function(d) { return d.source.x; })
                        .attr(“y1”, function(d) { return d.source.y; })
                        .attr(“x2”, function(d) { return d.target.x; })
                        .attr(“y2”, function(d) { return d.target.y; });
                    node
                        .attr(“transform”, function(d) {
                            return “translate(” + d.x + “,” + d.y + “)”;
                        })
                }
                function dragstarted(d) {
                    if (!d3.event.active) simulation.alphaTarget(0.3).restart();
                    d.fx = d.x;
                    d.fy = d.y;
                }
                function dragged(d) {
                    d.fx = 0.3 * d3.event.x;
                    d.fy = 0.3 * d3.event.y;
                }
                function dragended(d) {
                    if (!d3.event.active) simulation.alphaTarget(0);
                    d.fx = null;
                    d.fy = null;
                }
                // Add Title
                svg.append(“text”)
                    .attr(“text-anchor”, “end”)
                    .attr(“x”, width)
                    .attr(“y”, height)
                    .text(“A”)
                    .style(“font-size”, “100”)
                    .style(“text-align”, center);
                // Add Title
                svg.append(“text”)
                    .attr(“text-anchor”, “end”)
                    .attr(“x”, width – 180)
                    .attr(“y”, 150)
                    .text(“showing character co-occurence in Les Misérables”)
                    .style(“font-size”, “24”);
            });
        });  // end DOMContentLoaded
    </script>
</head>
<body>
    <!– Create a div where the graph will take place –>
    <div style=”margin: 0px auto auto 250px; color: steelblue; font-size: 20px; z-index:3;”><h2>Stack Overflow – Categories of tags questions</h2></div>
    <div id=”graph” style=”z-index:1; margin-top:-40px”></div>
</body>

Data obtained from:

https://github.com/incubated-geek-cc/tableau-data-utility/blob/master/public/data/stackoverflow.json

The dataset

{
“nodes”: [
{
“id”: “html”,
“group”: 6,
“nodesize”: 272.45
},
{
“id”: “css”,
“group”: 6,
“nodesize”: 341.17
},
{
“id”: “hibernate”,
“group”: 8,
“nodesize”: 29.83
},
{
“id”: “spring”,
“group”: 8,
“nodesize”: 52.84
},
{
“id”: “ruby”,
“group”: 3,
“nodesize”: 70.14
},
{
“id”: “ruby-on-rails”,
“group”: 3,
“nodesize”: 55.31
},
{
“id”: “ios”,
“group”: 4,
“nodesize”: 87.46
},
{
“id”: “swift”,
“group”: 4,
“nodesize”: 63.62
},
{
“id”: “html5”,
“group”: 6,
“nodesize”: 140.18
},
{
“id”: “c”,
“group”: 1,
“nodesize”: 189.83
},
{
“id”: “c++”,
“group”: 1,
“nodesize”: 268.11
},
{
“id”: “asp.net”,
“group”: 2,
“nodesize”: 129.55
},
{
“id”: “c#”,
“group”: 2,
“nodesize”: 321.13
},
{
“id”: “objective-c”,
“group”: 4,
“nodesize”: 47.01
},
{
“id”: “javascript”,
“group”: 6,
“nodesize”: 649.16
},
{
“id”: “jquery”,
“group”: 6,
“nodesize”: 208.29
},
{
“id”: “redux”,
“group”: 3,
“nodesize”: 8.52
},
{
“id”: “reactjs”,
“group”: 3,
“nodesize”: 59.03
},
{
“id”: “php”,
“group”: 6,
“nodesize”: 361.22
},
{
“id”: “mysql”,
“group”: 6,
“nodesize”: 165.43
},
{
“id”: “spring-mvc”,
“group”: 8,
“nodesize”: 18
},
{
“id”: “.net”,
“group”: 2,
“nodesize”: 75.08
},
{
“id”: “react-native”,
“group”: 3,
“nodesize”: 13.61
},
{
“id”: “spring-boot”,
“group”: 8,
“nodesize”: 12.37
},
{
“id”: “less”,
“group”: 6,
“nodesize”: 9.73
},
{
“id”: “sass”,
“group”: 6,
“nodesize”: 30.55
},
{
“id”: “hadoop”,
“group”: 10,
“nodesize”: 17.95
},
{
“id”: “apache-spark”,
“group”: 10,
“nodesize”: 11.04
},
{
“id”: “sql-server”,
“group”: 2,
“nodesize”: 64.62
},
{
“id”: “express”,
“group”: 3,
“nodesize”: 14.27
},
{
“id”: “node.js”,
“group”: 3,
“nodesize”: 117.36
},
{
“id”: “mongodb”,
“group”: 3,
“nodesize”: 50.95
},
{
“id”: “iphone”,
“group”: 4,
“nodesize”: 15.29
},
{
“id”: “github”,
“group”: 5,
“nodesize”: 12.71
},
{
“id”: “git”,
“group”: 5,
“nodesize”: 54.48
},
{
“id”: “excel”,
“group”: 14,
“nodesize”: 12.5
},
{
“id”: “excel-vba”,
“group”: 14,
“nodesize”: 11.38
},
{
“id”: “entity-framework”,
“group”: 2,
“nodesize”: 12.88
},
{
“id”: “linq”,
“group”: 2,
“nodesize”: 8.32
},
{
“id”: “wcf”,
“group”: 2,
“nodesize”: 12.73
},
{
“id”: “wpf”,
“group”: 2,
“nodesize”: 19.38
},
{
“id”: “android”,
“group”: 4,
“nodesize”: 229.86
},
{
“id”: “java”,
“group”: 8,
“nodesize”: 610.65
},
{
“id”: “scala”,
“group”: 10,
“nodesize”: 27.02
},
{
“id”: “ajax”,
“group”: 6,
“nodesize”: 35.41
},
{
“id”: “django”,
“group”: 1,
“nodesize”: 40.91
},
{
“id”: “python”,
“group”: 1,
“nodesize”: 438.67
},
{
“id”: “vba”,
“group”: 14,
“nodesize”: 16.87
},
{
“id”: “xcode”,
“group”: 4,
“nodesize”: 11.37
},
{
“id”: “apache”,
“group”: 5,
“nodesize”: 13.17
},
{
“id”: “nginx”,
“group”: 5,
“nodesize”: 9.49
},
{
“id”: “angularjs”,
“group”: 6,
“nodesize”: 126.59
},
{
“id”: “asp.net-web-api”,
“group”: 2,
“nodesize”: 11.28
},
{
“id”: “laravel”,
“group”: 6,
“nodesize”: 32.12
},
{
“id”: “plsql”,
“group”: 2,
“nodesize”: 10.32
},
{
“id”: “oracle”,
“group”: 2,
“nodesize”: 30.19
},
{
“id”: “json”,
“group”: 6,
“nodesize”: 25.38
},
{
“id”: “xml”,
“group”: 6,
“nodesize”: 23.77
},
{
“id”: “flask”,
“group”: 1,
“nodesize”: 9.39
},
{
“id”: “wordpress”,
“group”: 6,
“nodesize”: 46.74
},
{
“id”: “java-ee”,
“group”: 8,
“nodesize”: 22.45
},
{
“id”: “maven”,
“group”: 8,
“nodesize”: 10.3
},
{
“id”: “jsp”,
“group”: 8,
“nodesize”: 13.78
},
{
“id”: “bash”,
“group”: 5,
“nodesize”: 23.91
},
{
“id”: “linux”,
“group”: 5,
“nodesize”: 108.54
},
{
“id”: “angular2”,
“group”: 7,
“nodesize”: 18.79
},
{
“id”: “typescript”,
“group”: 7,
“nodesize”: 17.53
},
{
“id”: “codeigniter”,
“group”: 6,
“nodesize”: 18.71
},
{
“id”: “tdd”,
“group”: 12,
“nodesize”: 9.45
},
{
“id”: “agile”,
“group”: 12,
“nodesize”: 12.22
},
{
“id”: “twitter-bootstrap”,
“group”: 6,
“nodesize”: 31.05
},
{
“id”: “web-services”,
“group”: 8,
“nodesize”: 18.94
},
{
“id”: “rest”,
“group”: 8,
“nodesize”: 27.08
},
{
“id”: “testing”,
“group”: 11,
“nodesize”: 8.95
},
{
“id”: “selenium”,
“group”: 11,
“nodesize”: 12.7
},
{
“id”: “android-studio”,
“group”: 4,
“nodesize”: 14.79
},
{
“id”: “redis”,
“group”: 3,
“nodesize”: 13.85
},
{
“id”: “jenkins”,
“group”: 9,
“nodesize”: 10.02
},
{
“id”: “docker”,
“group”: 9,
“nodesize”: 22.85
},
{
“id”: “amazon-web-services”,
“group”: 9,
“nodesize”: 30.05
},
{
“id”: “angular”,
“group”: 7,
“nodesize”: 29.09
},
{
“id”: “osx”,
“group”: 4,
“nodesize”: 12.58
},
{
“id”: “machine-learning”,
“group”: 1,
“nodesize”: 44.21
},
{
“id”: “qt”,
“group”: 1,
“nodesize”: 10.53
},
{
“id”: “windows”,
“group”: 5,
“nodesize”: 19.71
},
{
“id”: “ubuntu”,
“group”: 5,
“nodesize”: 11.98
},
{
“id”: “ionic-framework”,
“group”: 6,
“nodesize”: 8.44
},
{
“id”: “elasticsearch”,
“group”: 3,
“nodesize”: 10.82
},
{
“id”: “vue.js”,
“group”: 6,
“nodesize”: 8.38
},
{
“id”: “r”,
“group”: 1,
“nodesize”: 52.7
},
{
“id”: “embedded”,
“group”: 1,
“nodesize”: 13.27
},
{
“id”: “go”,
“group”: 9,
“nodesize”: 24.84
},
{
“id”: “visual-studio”,
“group”: 2,
“nodesize”: 18.13
},
{
“id”: “postgresql”,
“group”: 3,
“nodesize”: 39.03
},
{
“id”: “sql”,
“group”: 2,
“nodesize”: 154.23
},
{
“id”: “unix”,
“group”: 5,
“nodesize”: 15.67
},
{
“id”: “eclipse”,
“group”: 8,
“nodesize”: 11.39
},
{
“id”: “vb.net”,
“group”: 2,
“nodesize”: 23.56
},
{
“id”: “unity3d”,
“group”: 2,
“nodesize”: 19.36
},
{
“id”: “devops”,
“group”: 9,
“nodesize”: 9.81
},
{
“id”: “drupal”,
“group”: 6,
“nodesize”: 8.25
},
{
“id”: “shell”,
“group”: 5,
“nodesize”: 11.63
},
{
“id”: “bootstrap”,
“group”: 6,
“nodesize”: 13.28
},
{
“id”: “xamarin”,
“group”: 2,
“nodesize”: 11.18
},
{
“id”: “azure”,
“group”: 2,
“nodesize”: 13.68
},
{
“id”: “mvc”,
“group”: 2,
“nodesize”: 10.92
},
{
“id”: “haskell”,
“group”: 10,
“nodesize”: 11.18
},
{
“id”: “api”,
“group”: 8,
“nodesize”: 8.61
},
{
“id”: “twitter-bootstrap-3”,
“group”: 6,
“nodesize”: 10.13
},
{
“id”: “regex”,
“group”: 13,
“nodesize”: 9.46
},
{
“id”: “perl”,
“group”: 13,
“nodesize”: 19.38
},
{
“id”: “cloud”,
“group”: 9,
“nodesize”: 10.66
},
{
“id”: “photoshop”,
“group”: 6,
“nodesize”: 12.62
},
{
“id”: “powershell”,
“group”: 5,
“nodesize”: 9.85
},
{
“id”: “matlab”,
“group”: 1,
“nodesize”: 27.21
}
],
“links”: [
{
“source”: “azure”,
“target”: “.net”,
“value”: 20.9331923466
},
{
“source”: “sql-server”,
“target”: “.net”,
“value”: 32.3225242193
},
{
“source”: “asp.net”,
“target”: “.net”,
“value”: 48.407029962
},
{
“source”: “entity-framework”,
“target”: “.net”,
“value”: 24.3709025053
},
{
“source”: “wpf”,
“target”: “.net”,
“value”: 32.3509252201
},
{
“source”: “linq”,
“target”: “.net”,
“value”: 20.5017438581
},
{
“source”: “wcf”,
“target”: “.net”,
“value”: 28.0744004276
},
{
“source”: “c#”,
“target”: “.net”,
“value”: 62.1678950429
},
{
“source”: “tdd”,
“target”: “agile”,
“value”: 37.1465899242
},
{
“source”: “codeigniter”,
“target”: “ajax”,
“value”: 23.1919004057
},
{
“source”: “jquery”,
“target”: “ajax”,
“value”: 50.5667286159
},
{
“source”: “mysql”,
“target”: “ajax”,
“value”: 24.8000894229
},
{
“source”: “css”,
“target”: “ajax”,
“value”: 26.6137137247
},
{
“source”: “php”,
“target”: “ajax”,
“value”: 28.0106792566
},
{
“source”: “javascript”,
“target”: “ajax”,
“value”: 24.3991444226
},
{
“source”: “json”,
“target”: “ajax”,
“value”: 32.9474460109
},
{
“source”: “cloud”,
“target”: “amazon-web-services”,
“value”: 21.3186067988
},
{
“source”: “azure”,
“target”: “amazon-web-services”,
“value”: 21.3099495939
},
{
“source”: “devops”,
“target”: “amazon-web-services”,
“value”: 24.983531201
},
{
“source”: “docker”,
“target”: “amazon-web-services”,
“value”: 32.1980710141
},
{
“source”: “ios”,
“target”: “android”,
“value”: 39.7780362257
},
{
“source”: “android-studio”,
“target”: “android”,
“value”: 33.6610831763
},
{
“source”: “java”,
“target”: “android”,
“value”: 50.9847307665
},
{
“source”: “android”,
“target”: “android-studio”,
“value”: 33.6610831763
},
{
“source”: “typescript”,
“target”: “angular”,
“value”: 31.0364817839
},
{
“source”: “typescript”,
“target”: “angular2”,
“value”: 38.8799822292
},
{
“source”: “angularjs”,
“target”: “angular2”,
“value”: 26.0326971645
},
{
“source”: “ionic-framework”,
“target”: “angularjs”,
“value”: 29.8404457669
},
{
“source”: “reactjs”,
“target”: “angularjs”,
“value”: 31.6202023047
},
{
“source”: “mongodb”,
“target”: “angularjs”,
“value”: 31.5107111704
},
{
“source”: “css”,
“target”: “angularjs”,
“value”: 22.2104130431
},
{
“source”: “sass”,
“target”: “angularjs”,
“value”: 20.4258784167
},
{
“source”: “twitter-bootstrap”,
“target”: “angularjs”,
“value”: 24.1536858611
},
{
“source”: “javascript”,
“target”: “angularjs”,
“value”: 39.3766266623
},
{
“source”: “express”,
“target”: “angularjs”,
“value”: 24.4338288053
},
{
“source”: “node.js”,
“target”: “angularjs”,
“value”: 47.5635270253
},
{
“source”: “jquery”,
“target”: “angularjs”,
“value”: 30.3479474335
},
{
“source”: “asp.net-web-api”,
“target”: “angularjs”,
“value”: 20.1130996643
},
{
“source”: “angular2”,
“target”: “angularjs”,
“value”: 26.0326971645
},
{
“source”: “html5”,
“target”: “angularjs”,
“value”: 23.0826640208
},
{
“source”: “nginx”,
“target”: “apache”,
“value”: 48.5831734641
},
{
“source”: “mysql”,
“target”: “apache”,
“value”: 29.0978345477
},
{
“source”: “linux”,
“target”: “apache”,
“value”: 28.1682130132
},
{
“source”: “scala”,
“target”: “apache-spark”,
“value”: 50.7918456342
},
{
“source”: “hadoop”,
“target”: “apache-spark”,
“value”: 59.8267855841
},
{
“source”: “rest”,
“target”: “api”,
“value”: 22.1755891093
},
{
“source”: “.net”,
“target”: “asp.net”,
“value”: 48.407029962
},
{
“source”: “sql”,
“target”: “asp.net”,
“value”: 21.6722646057
},
{
“source”: “sql-server”,
“target”: “asp.net”,
“value”: 59.6732894869
},
{
“source”: “c#”,
“target”: “asp.net”,
“value”: 80.4485421721
},
{
“source”: “asp.net-web-api”,
“target”: “asp.net”,
“value”: 47.3862721554
},
{
“source”: “jquery”,
“target”: “asp.net”,
“value”: 28.7231782201
},
{
“source”: “entity-framework”,
“target”: “asp.net”,
“value”: 48.1136690895
},
{
“source”: “mvc”,
“target”: “asp.net”,
“value”: 22.828412163
},
{
“source”: “azure”,
“target”: “asp.net”,
“value”: 23.7640729951
},
{
“source”: “wpf”,
“target”: “asp.net”,
“value”: 28.1590233387
},
{
“source”: “linq”,
“target”: “asp.net”,
“value”: 31.5812777462
},
{
“source”: “wcf”,
“target”: “asp.net”,
“value”: 40.9514217261
},
{
“source”: “vb.net”,
“target”: “asp.net”,
“value”: 23.7113462811
},
{
“source”: “asp.net”,
“target”: “asp.net-web-api”,
“value”: 47.3862721554
},
{
“source”: “azure”,
“target”: “asp.net-web-api”,
“value”: 21.5856947633
},
{
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