Crime Analysis with Shiny --- --- --- Part I Data Mining

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Posted on Apr 15, 2015

Abstract

This blog series introduces steps to extract web information; analyze and deliver data insights; and develop a data product.  This post focuses on the first, extracting web information (i.e., data mining).  Part 2 focuses on data analysis and part 3 describes how the application was developed.

Background

Safety is my first concern when I search for a new place to live. However it is a difficult question when I move to a new city. Suggestions from friends are useful but may be biased by their own experience.

Thanks to the NYC open data, I can now check the crime record interactively. For example, there is the official NYC crime map, and another visualization by city-data.com.   But it is still hard to easily find trends. So I decided to build my own visualization.  

This blog is the first part of a series articles about how I built the interactive crime analysis using shiny.

Data Mining

The first step in data mining is to clarify the targeting information.  After checking the official website, I decided to extract the crime numbers and populations for each precinct and each month.  Such information is stored in pop-up windows and further links.  Notice that the website doesn't change web address, so we cannot easily retrieve the information by using URLs.  In addition, I also needed to find the boundaries of precincts for visualization purpose.

Typically the dynamical information is either stored in a static javascript file, or requested dynamically from a web server.  After scrutinizing the javascripts of the NYC crime map, I found that the basic information for precincts are stored in crime/js/data.js and the crime records for each precinct are retrieved by an API request, which makes data mining challenging.

Website structure to host the New York crime information

Website files hosts the New York crime information

Before moving to mining details, I would like to introduce a general way to find where the information is from.  The way is by monitoring the network traffic, for example, using the network monitor in the Chrome developer tools.  If no additional information is transferred via the Internet, then the information is probably stored in a static file, which has been downloaded by the web browser already.  If there is additional information, you could find them under the Network traffic.  And using the developer tools, we could analyze the request details and extract information efficiently.

Website Traffic to get details of crime records in New York.  The last traffic extracted the crime records we need.

Website Traffic to get details of crime records in New York. The last traffic extracted the crime records we need.

In the following, I will explain these two steps in details. In addition, the source code is available on github.

Extract basic precinct information

We need three basic information entries for each precinct: ID, population, and shape/area. After tracing the onclick behavior of the website, I found this information stored in data.js. Because it is in javaScript format, the easiest way to load is via a manual tweak to convert it into JSON file. From line 288 we copy the text after pct:{ till the end of the bracket. Notice I keep the brackets in pairs, and save the text into a precinct.json file for the next step. This text is now a JSON array with the ID as the key for each entry and in the entry, “g” for the area geometry and “p” for the population.

window.nyc = window.nyc || {};

var API_KEY = "AIzaSyDW3Wvk6xWLlLI6Bfu29DuDaseX-g18_mo";

nyc.data = {
	precinct:"02378420399528461352-12421761926155747447",
	all_crime_by_last_yr:"02378420399528461352-12798225287603138914",
	all_crime_by_mo_last_yr:"02378420399528461352-08112974690991164587",
	all_crime_by_mo_this_yr:"02378420399528461352-11853667273131550346",
	all_crime_by_pct_last_yr:"02378420399528461352-08551536342581976716",
	all_crime_by_pct_mo_yr:"02378420399528461352-16143158689603361093",
	all_crime_by_pct_yr2date:"02378420399528461352-11613121305523030954",
	all_crime_by_yr2date:"02378420399528461352-04594044960761723980",
	crime_by_last_yr:"02378420399528461352-09757940799309423091",
	crime_by_last_yr2date:"02378420399528461352-14495543923251622067", 
	crime_by_mo_last_yr:"02378420399528461352-17234028967417318364", 
	crime_by_mo_this_yr:"02378420399528461352-17772055697785505571",
	crime_by_pct_last_yr:"02378420399528461352-00161330875310406093",
	crime_by_pct_mo_yr:"02378420399528461352-02912990955588156238",	
	crime_by_pct_yr2date:"02378420399528461352-08887688179650036554",
	crime_by_this_yr2date:"02378420399528461352-12921502713420913455",
	precinct:"02378420399528461352-12421761926155747447",
	zip:{
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	},
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853,40.537273017284456],[-74.24531747607243,40.53694644527201],[-74.24488651482254,40.53671164039974],[-74.24408273401787,40.53684156286505],[-74.24401791676462,40.53631234405742],[-74.2421605213716,40.53462198022419],[-74.24197873833869,40.53359924792567],[-74.2422629676934,40.53342794735516],[-74.24215896028733,40.532616589817906],[-74.2417915805272,40.53260312625894],[-74.24151273047227,40.53090451881724],[-74.2422087223095,40.52985240682824],[-74.24239125546723,40.52874154598703],[-74.24286820205543,40.52808955201533],[-74.24330228120101,40.52588343168128],[-74.24394932270263,40.52503938442413],[-74.2433711309003,40.52487501339015],[-74.24276501151627,40.52403692244524],[-74.24255784685933,40.52208526716436],[-74.24289427964749,40.521248576280634],[-74.24120149628033,40.52096925299701],[-74.23978602339992,40.52012033693728],[-74.2422882192571,40.51835615007969],[-74.24428095254808,40.518542852068144],[-74.24567469622468,40.518005836769426],[-74.24517205706626,40.51731936837655],[-74.24644243920523,40.516716951799985],[-74.24748156078147,40.51576548914397],[-74.24818364556972,40.51650743489682],[-74.24861108913063,40.51614225289643],[-74.2498344738538,40.51529735970492],[-74.25208935774555,40.513740003604475],[-74.25212914560052,40.512812436235265],[-74.25303869375455,40.51217035851204],[-74.2532792419733,40.50989112754627],[-74.25541617453113,40.508062398874294],[-74.25519753418212,40.50396419100258],[-74.25370635835985,40.50144426848589],[-74.25319637953795,40.50024813143517],[-74.2510675574109,40.49896381828472],[-74.25081833664143,40.4980357843545],[-74.24913501048422,40.496596917589045],[-74.24672446874057,40.496163608147015],[-74.24451672267162,40.49751845911726],[-74.24213439465882,40.49752818227432],[-74.23963188858335,40.497732546037014],[-74.2384766548854,40.49892569673295],[-74.23696894694126,40.49988468742015],[-74.23531677911814,40.50060783957787],[-74.23356247894047,40.500942153539086],[-74.2307283440245,40.501955076602435],[-74.22840200126517,40.50228630769419],[-74.22671163136238,40.50227770659233],[-74.22496575633505,40.50179991747882],[-74.22279712335643,40.502548243640376],[-74.22000228296719,40.50274661181487],[-74.21793256064282,40.50327192825102]]],"b":5,"p":98032}
	}
};

In R, the jsonlite package provides a convenient interface to read JSON data into a list.  fromJSON("precinct.json")  will load the file into a list with precinct IDs for names, and contains two lists inside: g and p.

Now the precinct data is almost ready to use.  Almost!  There is a potential problem. Even if there is no warning, the data may not be ready to use without systematically checking.   Take a look at the precinct data, you will find the area of precinct 1 is not one continuous shape, so under the list element g, it contains several lists, each one is a 2-D list of the coordinates of the nodes for a polygon shape.  This is a typical problem with those advanced scripting language, the variables can be allocated automatically.  So the created list may contains unexpected objects and cause the results to be unreliable.

Retrieve crime records

The official NYC crime map uses Google APIs to provide unique data access points. The detailed crime record is retrieved by AJAX request in ui.js.

window.nyc = window.nyc || {};

nyc.uiMgr = {
	view:nyc.view,
	points:[],
	precincts4chart:null,
	chartData:null,
	userPct:null,
	userPoly:null,
	heat:null,
	lastZoom:1,
	lastBounds:null,
	userLocMarkerMgr: new nyc.MarkerMgr(),
	searchTypes: function(i){
		$("#typeChoices")[i == 1 ? "show" : "hide"]();
		$("#searchType")[i == 1 ? "addClass" : "removeClass"]("searchTypeOpen");
	},
	corrections:function(){
		this.center("0", "Precinct");		
	},
	setSearchType: function(n){
		$("#searchChoice").html(n.innerHTML);
		$("#typeChoices").hide();
		$("#searchType").removeClass("searchTypeOpen");
		$("#address, #zipPct").val("");
		$("#address, #zipPct").attr("placeholder", SEARCH_TYPE_DESC[n.innerHTML]);
		$("#zipPct")[n.innerHTML == "Address" ? "hide" : "show"]();
		$("#address")[n.innerHTML == "Address" ? "show" : "hide"]();
	},
	toggleSearch: function(){
		var s = $("#search");
		s[s.css("display") == "none" ? "show" : "hide"]();
	},
	foundAddr: function(g){
		this.clearUserPoly();
		this.userLocMarkerMgr.add(this.map, g.geometry.location, g.reformatted_address);
		this.userPrecinct(g);
	},
	clearUserPoly: function(){
		var pp = this.userPoly;
		if (pp){
			if (pp.length){
				$.each(pp, function(_, p){p.setMap(null);});
			}else{
				pp.setMap(null);
			}
		}
		pp = null;
	},
	center: function(v, typ){
		this.clearUserPoly();
		try{
			var p;
			if (typ == "Precinct"){
				var op = {
					    strokeColor: "#000000",
					    strokeOpacity: 0.6,
					    strokeWeight: 5,
					    fillOpacity:0,
					    map:this.map,
					    zIndex:-1
					},
					b = new google.maps.LatLngBounds();
				v = util.pctNum(v);
				p = nyc.polygon(nyc.data.pct[v].g, {});
				this.userPoly = p;
				if (p.length){
					$.each(p, function(_, pg){
						pg.setOptions(op);
						b.union(pg.getBounds());
					});
				}else{
					p.setOptions(op);
					b = p.getBounds();
				}
				this.map.fitBounds(b);
				this.userPct = v;
				if (this.chartData) this.chartData.userPct = v;
				this.makeChart();
				this.userLocMarkerMgr.clear();
			}else{
				p = nyc.data.zip[v];
				p = new google.maps.LatLng(p[1], p[0]);
				this.skipIdle = true;
				this.map.setCenter(p);
				this.skipIdle = false;
				this.map.setZoom(ZOOM_THRESHOLD + 1);
				this.userLocMarkerMgr.clear();
				this.userLocMarkerMgr.add(this.map, p, typ + " " + v);
				this.userPrecinct(p);
			}
		}catch(e){
			alert("The " + typ + " you enter is not valid within NYC.  Pleae check your entry and try again.");
		}
	},
	loadPrecintPolygons: function(){
		var d = nyc.data.pct,
		op = {
		    strokeColor: "#000000",
		    strokeOpacity: 0.6,
		    strokeWeight: 1,
		    fillColor:"#000000",
		    fillOpacity: window.ie ? 0.6 : 1
		};
		for (var pct in d){
			var gg = nyc.polygon(d[pct].g, op);
			d[pct].geom = gg;
			if (gg.error){
				console.warn(pct + " bad geom");
			}
		}
		d.loaded = true;
	},
	setLegend: function(cls, title){
		var ht = this.view.type == "heat";
		$("#legend table")[ht ? "hide" : "show"]();
		$("#heatLeg")[ht ? "show" : "hide"]();
		$("#legTitle").html(title);
		if (!ht){
			var t = $("#legend table")[0];
			$(t).show();
			$.each(t.rows, function(_, tr){
				$.each(tr.cells, function(_, c){
					$(c).empty();
				});
			});
			$.each(cls, function(i, c){
				var r = t.rows[i], c0 = r.cells[0], c1 = r.cells[1], img = document.createElement("img");
				$(c0).append(img);
				if (c.c){
					$(img).css({"background-color":c.c, width:"15px", height:"15px", border:"1px solid rgba(0,0,0,0.6)"});
					img.src = "img/pix.gif";
					$(c1).html(new Number(c.min).toPrecision(4) + " - " + new Number(c.max).toPrecision(4));
				}else{
					img.src = "img/pt" + i + ".png";
					if (i == 0 && c.min == 0){
						$(c1).html(c.max);
					}else{
						$(c1).html(c.min == c.max ? c.max : (c.min + " - " + c.max));
					}
				}
			});
		}
	},
	getPointClasses: function(feats){
		if (feats.length){
			var d = [], unique = [], cls = [], v = this.view;
			$.each(feats, function(_, f){
				var c = f.properties.TOT;
				if ($.inArray(c, unique) == -1) unique.push(c);
				d.push(c);
			});
			var s = new geostats(d), i = 0;
			try{
				s.getJenks(unique.length > 4 ? 5 : unique.length);
			}catch(e){
				return this.pointClasses;
			}
			$.each(s.ranges, function(_, r){
				var mm = r.split("-");
				if (mm[0] * 1 != mm[1] * 1){
					cls[i] = {min:mm[0] * 1 + (i > 0 ? 1 : 0), max:mm[1] * 1};
					i++;
				}
			});
			this.pointClasses = cls;
			this.setLegend(
				cls,
				v.crime == "all" ? CRIMES_BY_LOC : (this.crimeName(v.crime) + " per location")
			);
			return cls;
		}
	},
	getPrecinctClasses: function(feats, data, pop){
		if (feats.length){
			var d = [], cls = [], pcts = [], unique = [];
			$.each(feats, function(_, f){
				var p = f.properties, pct = p.PCT;
				if (pct != 22){
					var c = pop * (p.TOT/data[pct].p);
					d.push(c);
					if ($.inArray(c, unique) == -1) unique.push(c);
					pcts.push(pct);
				}
			});
			for (var p in data){
				if (p != "loaded" && p != 22 && $.inArray(p, pcts) == -1){
					d.push(0);
					if ($.inArray(0, unique) == -1) unique.push(0);
				}
			}
			var s = new geostats(d);
			s.getJenks(unique.length > 4 ? 5 : unique.length);
			$.each(s.ranges, function(i, r){
				var mm = r.split("-");
				cls[i] = {min:mm[0] * 1, max:mm[1] * 1, c:PRECINCT_COLOR[i]};
			});
			this.setLegend(cls, this.crimeName(this.view.crime) + " per 1,000 residents");
			return cls;
		}
	},
	clearPoints: function(){
		$.each(this.points, function(_, p){
			p.setMap(null);
			p = null;
		});
		this.points = [];
	},
	clearPrecincts: function(){
		var d = nyc.data.pct;
		for (var p in d){
			if (isNaN(p)) continue;
			var gg = d[p].geom;
			if (gg.length > 1){
				$.each(gg, function(_, g){
					g.setMap(null);
				});
			}else{
				gg.setMap(null);
			}
		}
	},
	clearHeat: function(){
		if (this.heat) this.heat.setMap(null);
		this.heat = null;
	},
	renderPointMap: function(feats){
		if (feats.length){
			var me = this, cls = me.getPointClasses(feats);
			this.clearPoints();
			this.clearPrecincts();
			this.clearHeat();
			$.each(feats, function(_, f){
				var prop = f.properties, 
					c = prop.TOT, 
					p = f.geometry.coordinates, 
					z = 5, 
					sz = [10, 16, 22, 28, 34];
				$.each(cls, function(i, cl){
					if (c >= cl.min && c <= cl.max){
						var s = sz[i], m = new google.maps.Marker({
							icon:{
								url:"img/pt" + i + ".png",
								size:new google.maps.Size(s, s),
								anchor:new google.maps.Point(s/2 - 1, s/2 + 1)
							},
							position:new google.maps.LatLng(p[1], p[0]),
							map:me.map,
							title:c + " " + me.view.crimeName,
							zIndex:z
						});
						m.f = f;
						me.points.push(m);
						me.addPointListener(m);
						return;
					}
					z -= 1;
				});
			});
		}else{
			this.noData();
		}
	},
	renderPoly: function(gg, cl, f, cppOrDoc){
		var me = this;
		if (cppOrDoc){
			gg.setOptions({fillColor:cl.c, fillOpacity:0.6, map:me.map});
			gg.f = f;
			if (!gg.listening) me.addPctListeners(gg);
			gg.listening = true;
			
		}else if (gg.length > 1){
			$.each(gg, function(_, g){
				g.setOptions({fillColor:cl.c, map:me.map});
				g.f = f;
				if (!g.listening) me.addPctListeners(g);
				g.listening = true;
			});
		}else{
			gg.setOptions({fillColor:cl.c, map:me.map});
			gg.f = f;
			if (!gg.listening) me.addPctListeners(gg);
			gg.listening = true;
		}		
	},
	renderPrecinctMap: function(feats){
		if (feats.length){
			var me = this, d = nyc.data.pct, cls = me.getPrecinctClasses(feats, d, 1000), rend = [];
			if (!d.loaded) this.loadPrecintPolygons();
			d["22"].f = {properties:{PCT:"22", TOT:0}};
			d["0"].f = {properties:{PCT:"0", TOT:0}};
			this.clearPoints();
			this.clearHeat();
			$.each(feats, function(_, f){
				var p = f.properties, 
					pct = p.PCT,
					c = 1000 * (p.TOT/d[pct].p), 
					gg = d[pct].geom;
				rend.push(pct);
				$.each(cls, function(i, cl){
					if (((c >= cl.min && i == 0) || c > cl.min) && c <= cl.max){
						me.renderPoly(gg, cl, f);
						return;
					}
				});
				if (pct == 22) d["22"].f = f;
				if (pct == 0) d["0"].f = f;
			});
			for (var p in d){
				if (p != "loaded" && p != 22 && p != 0 && $.inArray(p, rend) == -1){
					var gg = d[p].geom;
					me.renderPoly(gg, cls[0], {properties:{PCT:p, TOT:0}});
				}
			}
			me.renderPoly(d["22"].geom, {c:"#A9A9A9"}, d["22"].f, true);
			me.renderPoly(d["0"].geom, {c:"#A9A9A9"}, d["0"].f, true);
		}else{
			this.noData();
		}
	},
	renderHeatMap: function(feats){
		var me = this, pts = [], c = me.view.crime;
		me.setLegend(null, c == "all" ? "Concentration of crime" : ("Concentration of " + me.crimeName(c)));
		me.clearPoints();
		me.clearPrecincts();
		me.clearHeat();
		$.each(feats, function(_, f){
			var p = f.geometry.coordinates;
			pts.push({location:new google.maps.LatLng(p[1], p[0]), weight:f.properties.TOT * 1});
		});
		me.heat = new google.maps.visualization.HeatmapLayer({
			data:pts,
			map:me.map,
			radius:RAD_FACTOR * (me.map.zoom - ZOOM_THRESHOLD),
			gradient:HEAT_GRADIENT
		});
	},
	isIosAndroid: function(){
		var ua = navigator.userAgent;
		if (window.ie) return false;
		return ua.indexOf("Android") > -1 || ua.indexOf("iPhone") > -1 || ua.indexOf("iPad") > -1;
	},
	addPctListeners: function(g){
		var me = this, tip = $("#mapTip"), n = me.map.getDiv();
		if (!me.isIosAndroid()){
			google.maps.event.addListener(g, "mouseover", function(e){
				var p = me.getProj().fromLatLngToContainerPixel(e.latLng), pct = g.f.properties.PCT;
				tip.html(util.pctName(pct));
				$(n).append(tip);
				p.y += 2;
				p.x += 2;
				tip.css({left:p.x + "px", top:p.y + "px"});
				tip.show();
			});
			google.maps.event.addListener(g, "mouseout", function(e){
				tip.hide();
			});
		}
		google.maps.event.addListener(g, "click", function(e){
			me.infoWin = new nyc.PctInfo(e.latLng, g.f, me.view.crimeName, me.map).infoWin();
		});
	},
	addPointListener: function(m){
		var me = this;
		google.maps.event.addListener(m, "click", function(e){
			me.infoWin = new nyc.PointInfo(e.latLng, m.f, me.view.crimeName, me.map).infoWin();
		});
	},
	noData: function(){
		var d = nyc.data.pct;
		$("#legTitle").html("No data");
		if (this.userPct) $("#chartTitle").html("No data");
		$("#legend table, #heatLeg").hide();
		$(".chartLeg, #sumChart, #chartAll, #compare, #close").hide();
		for (var p in d){
			if (p != "loaded"){
				var gg = d[p].geom;
				if (gg.length > 1){
					$.each(gg, function(_, g){
						g.setMap(null);						
					});
				}else{
					gg.setMap(null);
				}		
			}
		};
		this.clearPoints();
	},
	makeChart: function(){
		$("#chart div, #chart table")[this.userPct != 0 ? "show" : "hide"]();//DOC
		if (this.userPct != 0){//DOC
			var me = this, callback = function(data){
				me.precincts4chart = data.features;
				me.chartData = new nyc.chartData(me.precincts4chart);
				var c = me.chartData.summaryChart(me.userPct), y = TODAY.getFullYear();
				if (c.cur){
					$("#pctBarCur, #boroBarCur, #cityBarCur, .curYr, .curYrTxt").show();
					$("#pctBarCur").css("width", c.cur.pct.h + "px");
					$("#pctCtCur").css("margin-left", (c.cur.pct.h + 5) + "px");
					$("#boroBarCur").css("width", c.cur.boro.h + "px");
					$("#boroCtCur").css("margin-left", (c.cur.boro.h + 5)+ "px");
					$("#cityBarCur").css("width", c.cur.city.h + "px");
					$("#cityCtCur").css("margin-left", (c.cur.city.h + 5)+ "px");
					$("#pctCtCur").html(new Number(c.cur.pct.n()).toPrecision(4));
					$("#boroCtCur").html(new Number(c.cur.boro.n()).toPrecision(4));
					$("#cityCtCur").html(new Number(c.cur.city.n()).toPrecision(4));
				}else{
					$("#pctBarCur, #boroBarCur, #cityBarCur, .curYr, .curYrTxt").hide();
				}
				$("#pctBarPrev").css("width", c.prev.pct.h + "px");
				$("#pctCtPrev").css("margin-left", (c.prev.pct.h + 5) + "px");
				$("#boroBarPrev").css("width", c.prev.boro.h + "px");
				$("#boroCtPrev").css("margin-left", (c.prev.boro.h + 5)+ "px");
				$("#cityBarPrev").css("width", c.prev.city.h + "px");
				$("#cityCtPrev").css("margin-left", (c.prev.city.h + 5)+ "px");
				$("#pctCtPrev").html(new Number(c.prev.pct.n()).toPrecision(4));
				$("#boroCtPrev").html(new Number(c.prev.boro.n()).toPrecision(4));
				$("#cityCtPrev").html(new Number(c.prev.city.n()).toPrecision(4));
				
				$("#pctName").html(util.pctName(me.userPct) + " <span class='chartPop'>(" + nyc.thouSep(c.prev.pct.p) + " residents)</span>");
				$("#boroName").html(["Dept. of Correction", "Manhattan", "Bronx", "Brooklyn", "Queens", "Staten Island"][c.prev.boro.bc] + " <span class='chartPop'>(" + nyc.thouSep(c.prev.boro.p) + " residents)</span>");
				$("#nycPop").html("(" + nyc.thouSep(c.prev.city.p) + " residents)");
				$("#chartTitle").html(me.crimeName(me.view.crime) + " per 1,000 residents");
				
				if (me.view.time == "month"){
					var m = $("#mo").val().split("-")[0];
					$(".curYrTxt").html( m + "/1 - " + m + "/" + new Date(y, m , 0).getDate() + "/" + nyc.mostRecentYr);
					$(".prevYrTxt").html(m + "/1 - " + m + "/" + new Date(y - 1, m , 0).getDate() + "/" + (nyc.mostRecentYr - 1));
				}else{
					$(".curYrTxt").html("1/1 - " + nyc.mostRecentMo + "/" + new Date(y, nyc.mostRecentMo , 0).getDate() + "/" + nyc.mostRecentYr);
					$(".prevYrTxt").html("1/1 - " + nyc.mostRecentMo + "/" + new Date(y - 1, nyc.mostRecentMo , 0).getDate() + "/" + (nyc.mostRecentYr - 1));	
				}			
				$("#sumChart, #chartAll, .chartLeg").show();
				if ($("#compare").css("display") == "block") me.compare(true);
				$("#pctName, #pctBarCur, #pctBarPrev")[c.cur.boro.bc == 0 ? "hide" : "show"](); //DOC
			};
			if (!me.precincts4chart){
				var v = this.view;
				this.getData(v.chartTable(), v.chartSelect(), v.chartWhere(), callback);
			}else{
				callback({features:me.precincts4chart});
				me.compare();
			}			
		}
	},
	userPrecinct: function(g){
		var me = this, p = g.geometry ? g.geometry.location : g,
		where = "ST_INTERSECTS(geometry,ST_POINT(" + p.lng() + "," + p.lat() + "))";
		$.ajax({
			url: "https://www.googleapis.com/mapsengine/v1/tables/" + nyc.data.precinct +
				"/features/?key=" + API_KEY + "&version=published&select=PCT&where=" + where,
			dataType: "jsonp",
			success: function(data, status, xhr){
				if (data.error){
					util.handleGmeError(data.error, me, "userZone", [g]);
				}else{
					me.retries = 0;
					try{
						var feats = data.features;
						if (feats.length){
							me.userPct = feats[0].properties.PCT;
							me.makeChart();
						}else{
							alert("Your current location is not within a NYC Police Precinct");
						}
					}catch(e){
						this.error(xhr, status, e);
					}					
				}
			},
			error: function(xhr, status, e){
				alert("There was an error determining your Precinct.nPlease try again.");
				util.logXhrError(xhr, status, e);
			},
			complete: function(xhr, status){
				 if (xhr.status == 0 || xhr.readyState == 0){
					 console.warn("ABORTED: ", arguments);
					 me.userPrecinct(g);
				 }
			}
		});
	},
	getData: function(table, select, where, callback){
		var url = "https://www.googleapis.com/mapsengine/v1/tables/" +
			table + "/features/?key=" + API_KEY + "&version=published" +
			"&maxResults=1000&select=" + select;
		if (where) url += ("&where=" + where);
		$.ajax({
			url:url,
			dataType: "jsonp",
			success: function(data, status, xhr){
				if (data.error){
					util.handleGmeError(data.error, nyc.uiMgr, "getData", [table, select, where]);
				}else{
					window.retries = 0;
					try{
						callback(data);
					}catch(e){
						this.error(xhr, status, e);
					}
				}
			},
			error: function(xhr, status, e){
				alert("There was a problem retrieving the data.nPlease try again.");
				util.logXhrError(xhr, status, e);
			},
			complete: function(xhr, status){
				 if (xhr.status == 0 || xhr.readyState == 0) me.getData(table, select, where, callback);
			}
		});
	},
	getMapData: function(table, select, where, features, token){
		var me = this, url = "https://www.googleapis.com/mapsengine/v1/tables/";
		features = features || [];
		url += (table + "/features/?key=" + API_KEY + "&version=published" +
			"&maxResults=1000&select=" + select);
		if (where) url += ("&where=" + where);
		if (token) url += ("&pageToken=" + token);
		
		$("#spin").show();		 
		$.ajax({
			url:url,
			dataType: "jsonp",
			success: function(data, status, xhr){
				if (data.error){
					util.handleGmeError(data.error, nyc.uiMgr, "getMapData", [table, select, where, features, token]);
				}else{
					window.retries = 0;
					try{
						var feats = features.concat(data.features), token = data.nextPageToken;
						if (token){
							me.getMapData(table, select, where, feats, token);
							return;
						}
						if (me.view.type == "theme") me.renderPrecinctMap(feats);
						else if (me.view.type == "point") me.renderPointMap(feats);
						else if (me.view.type == "heat") me.renderHeatMap(feats);
						if (me.userPct && feats.length) me.makeChart();
						me.setTitle();
					}catch(e){
						this.error(xhr, status, e);
					}
				}
				$("#spin").hide();
			},
			error: function(xhr, status, e){
				alert("There was a problem retrieving the data.nPlease try again.");
				util.logXhrError(xhr, status, e);
			},
			complete: function(xhr, status){
				 if (xhr.status == 0 || xhr.readyState == 0) me.getData(table, select, where, features, token);
			}
		});		
	},
	setTitle: function(){
		var v = this.view,
			html = this.crimeName(v.crime) + " ";
		if (v.type == "theme") html += "by precinct ";
		if (v.time == "year2date") html += $("#year2dateTxt").html();
		if (v.time == "lastYear2date") html += $("#lastYear2dateTxt").html();
		if (v.time == "lastYear") html += $("#lastYearTxt").html();
		if (v.time == "month"){
			var dt = $("#mo").val().split("-");
			html += (MONTHS[dt[0] - 1] + " " + dt[1]);		
		}
		$("#mapTitle").html(html);
	},
	choose: function(n, skipCloseInfos){
		if (!skipCloseInfos) this.closeInfos();
		if (util.isSmallDisp()){
			this.close();
		}
		$.each(n.parentNode.childNodes, function(_, tr){
			$(tr).removeClass("checked");
		});
		$(n).addClass("checked");		
	},
	mapType:function(n, skipCloseInfos){
		if ($(n).hasClass("enabled")){
			var t = n.id, v = this.view;
			this.choose(n, skipCloseInfos);
			this.view.type = t;
			this.getMapData(v.table(), v.select(), v.where());
		}
	},
	crimeType:function(n){
		var v = this.view;
		this.choose(n);
		v.setCrime(n.id);
		this.precincts4chart = null;
		this.getMapData(v.table(), v.select(), v.where());
	},
	dateType:function(n){
		var v = this.view, lastTime = v.time;
		this.choose(n);
		v.time = n.id;
		if (this.view.time != "month" && lastTime != v.time){
			this.precincts4chart = null;
			this.getMapData(v.table(), v.select(), v.where());
			$("#mo").val("x");
		}
	},
	month: function(){
		var v = this.view;
		if ($("#mo").val() != "x"){
			this.choose($("#month")[0]);
			this.view.time = "month";
			this.precincts4chart = null;
			this.getMapData(v.table(), v.select(), v.where());
		}
	},
	zoom: function(i){
		this.map.setZoom(this.map.getZoom() + i);
	},
	getProj: function(){
		if (this.proj) return this.proj;
		var o = function(){}, x;
		o.prototype = new google.maps.OverlayView();
		o.prototype.onAdd = function(){};
		o.prototype.draw = function(){};
		o.prototype.onRemove = function(){};
		x = new o();
		x.setMap(nyc.uiMgr.map);
		x.draw();
		this.proj = x.getProjection();
		return this.proj;
	},
	crimeDetail: function(pctOrXy){
		if ($(".detailCont").length){
			$(".shDtl").hide();
			$(".crDtl").show();
		}else{
			var me = this, v = me.view, callback = function(data){
				var feats = data.features, 
					crimes = ["MURDER", "RAPE", "ROBBERY", "FELONY ASSAULT", "BURGLARY", "GRAND LARCENY", "GRAND LARCENY OF MOTOR VEHICLE"], 
					sorted = new Array(7);
				$.each(feats, function(_, f){
					sorted[$.inArray(f.properties.CR, crimes)] = f;
				});
				$.each(sorted, function(_, f){
					if (f){
						var p = f.properties;
						$(".crDtl").append("<div>" + p.TOT + " " + me.crimeName(p.CR) + "</div>");
					}
				});
				$(".shDtl").hide();
				$(".crDtl").show();
				if ($(window).height() < 570){
					$(me.infoWin.div).addClass("fullDetail");
				}else{
					me.infoWin.setPosition();
				}
			};
			this.getData(v.detailTable(), v.detailSelect(), v.detailWhere(pctOrXy), callback);
		}
	},
	crimeName: function(cr){
		cr = cr.toUpperCase();
		return {
			ALL:"All crimes",
			BURGLARY:"Burglaries",
			ROBBERY:"Robberies", 
			"FELONY ASSAULT":"Felony Assaults",
			"GRAND LARCENY OF MOTOR VEHICLE":"Grand Larcenies of Motor Vehicles",
			"GRAND LARCENY":"Grand Larcenies",
			MURDER:"Murders",
			RAPE:"Rapes"
		}[cr] || cr;
	},
	renderBars: function(pcts){
		var me = this, cd = me.chartData, bars = cd.fullChart(), lft = 10;
		$("#myBar").hide();
		$.each(pcts, function(_, pct){
			if (pct != 22 && pct != 0){
				var b = bars[pct],
					cur = b.cur ? document.createElement("div") : null,
					prev = document.createElement("div"),
					title = document.createElement("div"),
					up = b.prev.pct == cd.userPct,
					ch = cur ? b.cur.h : -1,
					ph = b.prev.h,
					myH = (ch > ph ? ch : ph) + 60, 
					nodes = cur ? [cur, prev, title] : [prev, title];
				$(cur).addClass("compBarCur");
				$(prev).addClass("compBarPrev");
				title.className = up ? "userPct" : "compPct";
				if (cur){
					$(cur).css({height:ch + "px", left:lft + "px"});
					$(cur).html("<div class='rot'>" + new Number(b.cur.n()).toPrecision(4) + "</div>");
				}else{
					$(title).addClass("prevTitle");
				}
				$(prev).css({height:ph + "px", left:lft + (cur ? 13 : 0) + "px"});
				$(prev).html("<div class='rot'>" + new Number(b.prev.n()).toPrecision(4) + "</div>");
				$(title).css({left:lft + "px"});
				$(title).html(util.pctName(pct, true));
				if (up) $("#myBar").css({left:lft - 4 + "px", display:"block", height:myH + "px", display:"block"});
				$(nodes).attr("title", "Click to view " + util.pctName(pct) + " Precinct on the map");
				$("#compChart").append(nodes);
				me.compChartListeners(pct, cur, prev, title);
				lft += 35;
			}
		});
	},
	compare: function(show){
		var me = this, pcts = [], bars = me.chartData.fullChart();
		$("#compChart").empty();
		for (var pct in bars){
			if (pct != "maxH") pcts.push(pct * 1);
		}
		pcts.sort(function(a, b){
			if (a < b) return -1;
			if (a > b) return 1;
			return 0;
		});
		me.renderBars(pcts);
		$("#compCrime").html(this.crimeName(this.view.crime));
		if (!util.isSmallDisp()){
			$("#compare").height($("#chart").height());
			$("#close").css("top", $("body").height() - $("#chart").height() + "px");
		}
		if (show) $("#compare, #close").show();
	},
	compChartListeners: function(pct, cur, prev, title, img0, img1){
		var me = this, gg = nyc.data.pct[pct].geom, nodes = cur ? [cur, prev, title] : [prev, title];
		if (img0) nodes.push(img0);
		if (img1) nodes.push(img1);
		$(nodes).click(function(){
			me.center(pct, "Precinct");
			$("#compare, #close").hide();
			if (util.isSmallDisp()) me.close();
		});
		$(nodes).mouseover(function(){
			if (nodes.length > 1) $(nodes).addClass("activeBar");
			var op = {strokeWeight:5, strokeOpacity:0.5};
			me.resetPrecincts();
			if (gg.length){
				$.each(gg, function(_, g){
					g.setOptions(op);
				});
			}else{
				gg.setOptions(op);
			}
		});
		$(nodes).mouseout(function(){
			if (nodes.length > 1) $(nodes).removeClass("activeBar");
			var op = {strokeWeight:5, strokeOpacity:0.5};
			me.resetPrecincts();
			if (gg.length){
				$.each(gg, function(_, g){
					g.setOptions(op);
				});
			}else{
				gg.setOptions(op);
			}
		});
	},
	resetPrecincts: function(){
		var d = nyc.data.pct, op = {strokeWeight:1, strokeOpacity:0.6};
		for (var p in d){
			if (p != "loaded"){
				var gg = d[p].geom;
				if (gg.length){
					$.each(gg, function(_, g){
						g.setOptions(op);
					});
				}else{
					gg.setOptions(op);
				}
			}
		}
	},
	showTab: function(n){
		if (util.isSmallDisp()){
			$(".tabPg, .nycInfo").hide();
			$("#tabCont, #tabPgs").addClass("tabsOpen");
			$("#close").show();
			if (n.id == "mapTab"){
				$("#mapChoice").show();
			}else if (n.id == "crimeTab"){
				$("#crimeChoice").show();
			}else if (n.id == "dateTab"){
				$("#dateChoice").show();
			}else if (n.id == "legendTab"){
				$("#legend").show();
			}else if (n.id == "chartTab"){
				$("#chart").show();
			}
		}
	},
	close: function(){
		if (util.isSmallDisp()){
			$("#tabCont, #tabPgs").removeClass("tabsOpen");
			$("#compare, #close, #mapChoice, #crimeChoice, #legend, #chart").hide();
			$(".nycInfo").show();
		}else{
			$("#compare, #close").hide();
		}
	},
	closeInfos: function(){
		$.each(nyc.infoWins, function(_, w){
			w.setMap(null);
			w = null;
		});
		nyc.infoWins = [];		
	},
	extendedBounds: function(){
		var p = this.getProj(), 
			sw = p.fromContainerPixelToLatLng({x:-128, y:$("#map").height() + 128}), 
			ne = p.fromContainerPixelToLatLng({x:$("#map").width() + 128, y:-128});
		return new google.maps.LatLngBounds(sw, ne);
	}
};

$(document).ready(function(){
	$("#compare").mouseout(nyc.uiMgr.resetPrecincts);
	$("#zipPct").keypress(function(e){
		if (e.which == 13){
			nyc.uiMgr.center($("#zipPct").val(), $("#searchChoice").html());
		}
	});
	nyc.uiMgr.map = new google.maps.Map($("#map")[0], {
		center: new google.maps.LatLng(40.71,-74.0),
		zoom: 11,
		mapTypeId: google.maps.MapTypeId.ROADMAP,
		backgroundColor: "#D3D3D3",
		panControl: false,
		streetViewControl: false,
		mapTypeControl: false,
		zoomControl: false,
		maxZoom: 18,
			styles: [
	        {
				featureType: "administrative.country",
				stylers:[{visibility: "off"}]
			},
			{
				featureType: "administrative.province",
				stylers: [{visibility: "off"}]},
			{
				featureType: "administrative.land_parcel",
				stylers: [{visibility: "off"}]
			},
			{
				featureType: "landscape.man_made",
				stylers: [{visibility: "off"}]
			},
			{
				featureType: "poi.attraction",
				stylers: [{visibility: "off"}]
			},
			{
				featureType: "poi.business",
				stylers: [{visibility: "off" }]
			},
			{
				featureType: "poi.place_of_worship",
				stylers: [{visibility: "off"}]
			},
			{
				featureType: 	"water", 
				elementType: "geometry", 
				stylers: [{hue: "#A1D5F1"}, {saturation: 55}, {lightness: 13}, {visibility: "on"}]
			},
			{
				featureType: "transit.line",
				stylers: [{visibility: "off"}]
			},
			{
				featureType: "road.arterial", 
				elementType: "all",
				stylers: [{hue: "#d4d4d4"}, {saturation: -100}, {lightness: 27}, {visibility: "on"}]
			},
			{
				featureType: "road.local",
				elementType: "all",
				stylers: [{hue: "#e8e8e8"}, {saturation: -100}, {lightness: -9}, {visibility: "on"}]
			},
			{
				featureType: "road.highway",
				elementType: "all",
				stylers: [{hue: "#bababa"}, {saturation: -100}, {lightness: 25}, {visibility: "on"}]
			},
			{
				featureType: "poi.park",
				elementType: "all", 
				stylers: [{hue: "#D6DDD5"}, {saturation: -76}, {lightness: 32}, {visibility: "on"}] 
			},
            {
                featureType: "poi.medical",
                stylers: [{visibility: "off" }]
        	},
			{ 
				featureType: "poi.school", 
				elementType: "all", 
				stylers: [{hue: "#DAD4C3"}, {saturation: -51}, {lightness: -2}, { visibility: "on"}] 
			}
		]
	});
	google.maps.event.addListener(nyc.uiMgr.map, "idle", function(){
		var me = nyc.uiMgr, 
			m = me.map,
			z = m.zoom,
			lz = me.lastZoom,
			t = me.view.type,
			lb = me.lastBounds,
			cb = me.extendedBounds(),
			bChg = (lb && !(lb.contains(cb.getNorthEast()) && lb.contains(cb.getSouthWest())));
		if (lz != z) me.closeInfos();
		if (!me.skipIdle){
			if (lz != z || bChg){
				if (z > ZOOM_THRESHOLD && (lz <= ZOOM_THRESHOLD || bChg)){
					$("#theme").attr("title", "Zoom out to view the Precinct Map"),
					$("#point").attr("title", "Graduated Point Map");
					$("#heat").attr("title", "Heat Map");
					$("#point, #heat").addClass("enabled");
					$("#theme").removeClass("enabled");
					me.lastBounds = me.extendedBounds();
					me.mapType($(t == "heat" ? "#heat" :"#point")[0], true);
				}else if (z <= ZOOM_THRESHOLD && lz > ZOOM_THRESHOLD){
					$("#theme").attr("title", "Precinct Map");
					$("#point").attr("title", "Zoom in or search for an address to view the Graduated Point Map");
					$("#heat").attr("title", "Zoom in or search for an address to view the Heat Map");
					$("#theme").addClass("enabled");
					$("#point, #heat").removeClass("enabled");
					if (t != "theme") me.mapType($("#theme")[0], true);
					me.lastBounds = null;
				}
			}
			me.lastZoom = z;
		}
		if (t == "heat"){
			me.heat.setOptions({radius:RAD_FACTOR * (z - ZOOM_THRESHOLD)});
		}
	});
	nyc.uiMgr.map.fitBounds(new google.maps.LatLngBounds(
		new google.maps.LatLng(40.48609095,-74.2617301079177),
		new google.maps.LatLng(40.917669774,-73.6720124078614)		
	));
	nyc.uiMgr.geocoder = new nyc.Geocoder({
		placesNodes: $("#address"),
		map: nyc.uiMgr.map,
		markerMgr: nyc.uiMgr.userLocMarkerMgr,
		callback: "foundAddr",
		scope: nyc.uiMgr
	});
	
	nyc.uiMgr.getProj();
	nyc.uiMgr.geocoder.locate();

	$.each([nyc.mostRecentYr - 1, nyc.mostRecentYr], function(i, yr){
		$.each(MONTHS, function(j, mo){
			if ((yr == nyc.mostRecentYr && j <= nyc.mostRecentMo - 1) || yr == nyc.mostRecentYr - 1){
				$("#mo").append(
					"<option value='" + ((j + 1) + "-" + yr) + "'>" + 
					mo + " " + yr + 
					"</option>"
				);
			}
		});
	});
	$("#year2dateTxt").html("Jan 1, " + nyc.mostRecentYr + " - " + MONTHS[nyc.mostRecentMo - 1] + " " + new Date(nyc.mostRecentYr, nyc.mostRecentMo, 0).getDate() + ", " + nyc.mostRecentYr);
	$("#lastYear2dateTxt").html("Jan 1, " + (nyc.mostRecentYr - 1) + " - " + MONTHS[nyc.mostRecentMo - 1] + " " + new Date(nyc.mostRecentYr - 1, nyc.mostRecentMo, 0).getDate() + ", " + (nyc.mostRecentYr - 1));
	$("#lastYearTxt").html("Jan 1, " + (nyc.mostRecentYr - 1) + " - " + "Dec 31, " + (nyc.mostRecentYr - 1));

	$("#mo").val(nyc.mostRecentMo + "-" + nyc.mostRecentYr);
	nyc.uiMgr.month();
	nyc.uiMgr.setTitle();
	
	$("#about").attr("href", NYPD_PAGE);
	$("#copyright").html("©" + TODAY.getFullYear() + " City of New York");
	$("#map").append($("#copyright"));
	$("body").removeClass("firstLoad");
});

$(window).resize(function(){
	if (!util.isSmallDisp()){
		$("#mapChoice, #crimeChoice, #dateChoice, #legend, #chart").show();
		$("#compare").height($("#chart").height());
	}else{
		$("#compare").height("auto");
	}
	if (nyc.uiMgr.userPct) nyc.uiMgr.makeChart(); 
	if ($("#compare").css("display") == "block") nyc.uiMgr.compare(true);
});

The following code provides a web crawler to download one crime entry given the precinct ID, year, and month.  Notice that we need to provide not only the resource address (url_base), but also the referrer (notice that in RCurl, it is referer), keys and additional information.  Omitting those entries will result in the server denying our requests.  Such information helps us to mimic the behavior of the official website.

#' Get crime record from url{http://maps.nyc.gov/crime/} API
#' @param year Choose from 2013 to 2014 calendar year
#' @param month Choose from 1 to 12 for month
#' @param precinct Choose from code pid to get corresponding precinct
#' @return data frame with one row of crime record
get_crime_data <- function(year, month, precinct){
    # given year, month and precinct and return crime records
    if (year < 2013 | year > 2014){
        warning("For 2013-2014 only")
    }    
    referer <- "http://maps.nyc.gov/crime/"
    url_base <- "https://www.googleapis.com/"
    path <- paste0("mapsengine/v1/tables/",
                   "02378420399528461352-02912990955588156238/features/",
                   "?key=AIzaSyDW3Wvk6xWLlLI6Bfu29DuDaseX-g18_mo&",
                   "version=published&maxResults=1000&select=CR,TOT&")
    query <- 
        sprintf("where=MO%%3D%d%%20AND%%20YR%%3D%d%%20AND%%20PCT%%3D%%27%d%%27", 
                month, year, precinct)
    html <- GET(url_base, path=paste0(path,query), add_headers(referer=referer))
    j <- fromJSON(rawToChar(html$content))
    j <- j$features$properties
    if (is.null(j)) warning(paste("No data retrieved",year, month, precinct))
    s <- list()
    s$year <- year
    s$month <- month
    s$precinct <- precinct
    for (crime in c("RAPE","ROBBERY","BURGLARY","MURDER","FELONY ASSAULT",
                    "GRAND LARCENY","GRAND LARCENY OF MOTOR VEHICLE")){
        # fill in 0 if no data.
        s[[crime]] <- ifelse(crime %in% j$CR, j$TOT[crime==j$CR], 0)
    }
    data.frame(s)       
}

Now we have the basic tools to extract all relevant information.  The next blog will cover the initial steps to explore data and visualization before turning into an interactive data product.

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