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KNN in geodata using D3.v4
Raw
.block
license: mit
Raw
README.md

KNN in San Francisco Prostitution Crimes

This plot is part of an Assignment conducted for a course in Social Data Visualizations in DTU (Denmarks Unversity of Denmark). It represents data related to crimes in San Francisco. Particularly, the coordinates of this mapplot concern only prostitution crimes from 2003 to 2016. Then, unsupervised learning classification is applied using K-nearest neighbor algorithm at the coordinates for 2,3,4,5 and 6 nearest neighbors.

  • On mouse over you may see a preview of the classification along with the centroids per number of neighbors.
  • On mouse click, the preview turns to set mode. That way you may compare classification between 2 different clusterings.
Raw
centroids.json
{
"centroids_4": [
[
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],
[
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],
[
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],
[
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]
],
"centroids_2": [
[
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],
[
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]
],
"centroids_5": [
[
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],
[
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],
[
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],
[
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],
[
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]
],
"centroids_3": [
[
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],
[
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],
[
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]
],
"centroids_6": [
[
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],
[
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],
[
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],
[
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],
[
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],
[
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37.727577617551638
]
]
}
Raw
clusters.csv
We can't make this file beautiful and searchable because it's too large.
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Raw
index.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>KNN in Prostitution Crimes of San Francinsco</title>
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.1.1/jquery.min.js"></script>
<script src="https://d3js.org/d3.v4.min.js"></script>
<script type="text/javascript" src="https://d3js.org/topojson.v2.min.js"></script>
<style type="text/css">
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width: 150px;
background-color:#f2f2f2;
font-size:16px;
text-align:center;
border-radius: 5px;
height: 40px;
font-size: 20px;
font-weight: bold;
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background-color: #d9d9d9;
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background-color: #595959 !important;
color: white;
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.title {
font-size: 30px;
stroke: #000066;
fill: #212121;
}
</style>
</head>
<body>
<!--Create the buttons -->
<div class="btn-group-lg" role="group" aria-label="...">
<button type="button" class="btn currentFlag" value="-1" alt="Prostitution Crimes Coordinates">No Clustering</button>
<button type="button" class="btn" value="0" alt="KNN for K=2">K=2</button>
<button type="button" class="btn" value="1" alt="KNN for K=3">K=3</button>
<button type="button" class="btn" value="2" alt="KNN for K=4">K=4</button>
<button type="button" class="btn" value="3" alt="KNN for K=5">K=5</button>
<button type="button" class="btn" value="4" alt="KNN for K=6">K=6</button>
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var clusterClasses = ["clusters_2","clusters_3","clusters_4","clusters_5","clusters_6"];
var centroidsKeys = ["centroids_2","centroids_3","centroids_4","centroids_5","centroids_6"];
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}
parseJSON("centroids.json");
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var projection = d3.geoMercator()
.center([-122.433701, 37.767683])
.scale(250000) //zoom-in (default=1000)
.translate([w / 2, h / 2]);
//Define path generator
var path = d3.geoPath()
.projection(projection);
//Create SVG element
var svg = d3.select("body")
.append("svg")
.attr("width", w)
.attr("height", h);
//Load the json coordinates and print the map
d3.json("sf.geojson", function(json) {
svg.selectAll("path")
.data(json.features)
.enter()
.append("path")
.attr("d", path)
.attr("stroke", "white")
.attr("stroke-width", 2)
.attr("stroke-opacity", 0.3)
.style("fill", "black")
.style("opacity", "0.4");
});
//Load in cluster data and print the prostitution points on the map
d3.csv("clusters.csv", function(data) {
// Create crimes coordinates by default
svg.selectAll(".points")
.data(data)
.enter()
.append("circle")
.attr("class", "points")
.attr("cx", function(d) {
return projection([d.X, d.Y])[0];
})
.attr("cy", function(d) {
return projection([d.X, d.Y])[1];
})
.attr("r", 5)
.style("fill", colors[0])
.style("opacity", 0.3);
// Set Text for the title of the plot
svg.append("text")
.attr("class", "text title")
.attr("transform","translate(" + w/2 + ",80)")
.style("text-anchor","middle")
.attr("font-family", "sans-serif")
.attr("font-size", "20px")
.text(title);
//Draw the centroids for the current clustering
function centroiding(clusterClass,data){
svg.selectAll(clusterClass)
.data(data)
.enter()
.append("circle")
.transition()
.duration(500)
.attr("class", clusterClass)
.attr("cx", function(d) { return projection(d)[0]; })
.attr("cy", function(d) { return projection(d)[1]; })
.attr("r", 15)
.attr("stroke", "white")
.attr("stroke-width", 3)
.style("fill", "black");
}
//Clustering function to recolor the points
function clustering(title,isPreview){
var currentFlag = !isPreview ? buttonFlag : previewButtonFlag;
var currentTitle = !isPreview ? title : previewTitle;
svg.selectAll(".text.title").text(currentTitle);
if(currentFlag==-1)
svg.selectAll(".points").style("fill", colors[0]);
else
svg.selectAll(".points").style("fill", function(d){return colors[d[clusterClasses[currentFlag]]]; });
//Remove centroids not needed
for (i = 0; i < clusterClasses.length; i++) {
if (i == currentFlag) { continue; } //don't remove the current centroids
svg.selectAll("."+clusterClasses[i]).remove();
}
if(currentFlag!=-1) {
//Load the centroids for the current clustering
centroiding(clusterClasses[currentFlag], allCentroids[currentFlag]);
}
}
//Setting onMouseClick event handler for buttons, set current clustering
d3.selectAll(".btn").on("click", function(){
buttonFlag = $(this).attr("value");
title = $(this).attr("alt");
var isPreview = false;
$(".btn").removeClass("currentFlag");
$(this).addClass("currentFlag");
});
//Setting onMouseOver event handler for buttons, preview clustering
d3.selectAll(".btn").on("mouseover", function(){
previewButtonFlag = $(this).attr("value");
previewTitle = $(this).attr("alt");
var isPreview = true;
if(!$(this).hasClass("currentFlag"))
clustering(title,isPreview);
});
//Setting onMouseOut event handler for buttons, switch back to current clustering unless button has been clicked
d3.selectAll(".btn").on("mouseout", function(){
var isPreview = false;
if(!$(this).hasClass("currentFlag"))
clustering(title,isPreview);
});
});
</script>
</body>
</html>
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