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diff --git a/jobvisualization/apps/mapvisuals/__init__.pyc b/jobvisualization/apps/mapvisuals/__init__.pyc
deleted file mode 100644
index 9109e74..0000000
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diff --git a/jobvisualization/apps/mapvisuals/admin.pyc b/jobvisualization/apps/mapvisuals/admin.pyc
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index 9016ad1..0000000
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diff --git a/jobvisualization/apps/mapvisuals/migrations/__init__.pyc b/jobvisualization/apps/mapvisuals/migrations/__init__.pyc
deleted file mode 100644
index 19c0d50..0000000
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diff --git a/jobvisualization/apps/mapvisuals/models.pyc b/jobvisualization/apps/mapvisuals/models.pyc
deleted file mode 100644
index 3d278a2..0000000
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diff --git a/jobvisualization/apps/mapvisuals/templates/mapvisuals/index.html b/jobvisualization/apps/mapvisuals/templates/mapvisuals/index.html
index 75e5fa1..a7db6a2 100644
--- a/jobvisualization/apps/mapvisuals/templates/mapvisuals/index.html
+++ b/jobvisualization/apps/mapvisuals/templates/mapvisuals/index.html
@@ -289,7 +289,7 @@ <h6>Developer Job Visualizations</h6>
 				</script>
 
 				<script>
-				d3.json('/jensrocks', function(data){
+				d3.json('/showcities', function(data){
 					freqData = data;
 					console.log(freqData);
 
diff --git a/jobvisualization/apps/mapvisuals/templates/mapvisuals/jens.html b/jobvisualization/apps/mapvisuals/templates/mapvisuals/jens.html
deleted file mode 100644
index 787d918..0000000
--- a/jobvisualization/apps/mapvisuals/templates/mapvisuals/jens.html
+++ /dev/null
@@ -1,261 +0,0 @@
-<!DOCTYPE html>
-<meta charset="utf-8">
-<style>
-body{
-    width:1060px;
-    margin:50px auto;
-}
-path {  stroke: #fff; }
-path:hover {  opacity:0.9; }
-rect:hover {  fill:blue; }
-.axis {  font: 10px sans-serif; }
-.legend tr{    border-bottom:1px solid grey; }
-.legend tr:first-child{    border-top:1px solid grey; }
-
-.axis path,
-.axis line {
-  fill: none;
-  stroke: #000;
-  shape-rendering: crispEdges;
-}
-
-.x.axis path {  display: none; }
-.legend{
-    margin-bottom:76px;
-    display:inline-block;
-    border-collapse: collapse;
-    border-spacing: 0px;
-}
-.legend td{
-    padding:4px 5px;
-    vertical-align:bottom;
-}
-.legendFreq, .legendPerc{
-    align:right;
-    width:50px;
-}
-
-</style>
-<body>
-	<h1>Maddie, Cindy, Jens' Dashboard</h1>
-	{% for result in results%}
-	<p>{{result}}</p>
-	{%endfor%}
-
-
-<div id='dashboard'>
-</div>
-<script src="http://d3js.org/d3.v3.min.js"></script>
-<script>
-function dashboard(id, fData){
-    var barColor = 'steelblue';
-    function segColor(c){ return {Front:"#807dba", Back:"#e08214",Full:"#41ab5d"}[c]; }
-    
-    // compute total for each state.
-    fData.forEach(function(d){d.total=d.freq.Front+d.freq.Back+d.freq.Full;});
-    
-    // function to handle histogram.
-    function histoGram(fD){
-        var hG={},    hGDim = {t: 60, r: 0, b: 30, l: 0};
-        hGDim.w = 500 - hGDim.l - hGDim.r, 
-        hGDim.h = 300 - hGDim.t - hGDim.b;
-            
-        //create svg for histogram.
-        var hGsvg = d3.select(id).append("svg")
-            .attr("width", hGDim.w + hGDim.l + hGDim.r)
-            .attr("height", hGDim.h + hGDim.t + hGDim.b).append("g")
-            .attr("transform", "translate(" + hGDim.l + "," + hGDim.t + ")");
-
-        // create function for x-axis mapping.
-        var x = d3.scale.ordinal().rangeRoundBands([0, hGDim.w], 0.1)
-                .domain(fD.map(function(d) { return d[0]; }));
-
-        // Add x-axis to the histogram svg.
-        hGsvg.append("g").attr("class", "x axis")
-            .attr("transform", "translate(0," + hGDim.h + ")")
-            .call(d3.svg.axis().scale(x).orient("bottom"));
-
-        // Create function for y-axis map.
-        var y = d3.scale.linear().range([hGDim.h, 0])
-                .domain([0, d3.max(fD, function(d) { return d[1]; })]);
-
-        // Create bars for histogram to contain rectangles and freq labels.
-        var bars = hGsvg.selectAll(".bar").data(fD).enter()
-                .append("g").attr("class", "bar");
-        
-        //create the rectangles.
-        bars.append("rect")
-            .attr("x", function(d) { return x(d[0]); })
-            .attr("y", function(d) { return y(d[1]); })
-            .attr("width", x.rangeBand())
-            .attr("height", function(d) { return hGDim.h - y(d[1]); })
-            .attr('fill',barColor)
-            .on("mouseover",mouseover)// mouseover is defined below.
-            .on("mouseout",mouseout);// mouseout is defined below.
-            
-        //Create the frequency labels above the rectangles.
-        bars.append("text").text(function(d){ return d3.format(",")(d[1])})
-            .attr("x", function(d) { return x(d[0])+x.rangeBand()/2; })
-            .attr("y", function(d) { return y(d[1])-5; })
-            .attr("text-anchor", "middle");
-        
-        function mouseover(d){  // utility function to be called on mouseover.
-            // filter for selected state.
-            var st = fData.filter(function(s){ return s.State == d[0];})[0],
-                nD = d3.keys(st.freq).map(function(s){ return {type:s, freq:st.freq[s]};});
-               
-            // call update functions of pie-chart and legend.    
-            pC.update(nD);
-            leg.update(nD);
-        }
-        
-        function mouseout(d){    // utility function to be called on mouseout.
-            // reset the pie-chart and legend.    
-            pC.update(tF);
-            leg.update(tF);
-        }
-        
-        // create function to update the bars. This will be used by pie-chart.
-        hG.update = function(nD, color){
-            // update the domain of the y-axis map to reflect change in frequencies.
-            y.domain([0, d3.max(nD, function(d) { return d[1]; })]);
-            
-            // Attach the new data to the bars.
-            var bars = hGsvg.selectAll(".bar").data(nD);
-            
-            // transition the height and color of rectangles.
-            bars.select("rect").transition().duration(500)
-                .attr("y", function(d) {return y(d[1]); })
-                .attr("height", function(d) { return hGDim.h - y(d[1]); })
-                .attr("fill", color);
-
-            // transition the frequency labels location and change value.
-            bars.select("text").transition().duration(500)
-                .text(function(d){ return d3.format(",")(d[1])})
-                .attr("y", function(d) {return y(d[1])-5; });            
-        }        
-        return hG;
-    }
-    
-    // function to handle pieChart.
-    function pieChart(pD){
-        var pC ={},    pieDim ={w:250, h: 250};
-        pieDim.r = Math.min(pieDim.w, pieDim.h) / 2;
-                
-        // create svg for pie chart.
-        var piesvg = d3.select(id).append("svg")
-            .attr("width", pieDim.w).attr("height", pieDim.h).append("g")
-            .attr("transform", "translate("+pieDim.w/2+","+pieDim.h/2+")");
-        
-        // create function to draw the arcs of the pie slices.
-        var arc = d3.svg.arc().outerRadius(pieDim.r - 10).innerRadius(0);
-
-        // create a function to compute the pie slice angles.
-        var pie = d3.layout.pie().sort(null).value(function(d) { return d.freq; });
-
-        // Draw the pie slices.
-        piesvg.selectAll("path").data(pie(pD)).enter().append("path").attr("d", arc)
-            .each(function(d) { this._current = d; })
-            .style("fill", function(d) { return segColor(d.data.type); })
-            .on("mouseover",mouseover).on("mouseout",mouseout);
-
-        // create function to update pie-chart. This will be used by histogram.
-        pC.update = function(nD){
-            piesvg.selectAll("path").data(pie(nD)).transition().duration(500)
-                .attrTween("d", arcTween);
-        }        
-        // Utility function to be called on mouseover a pie slice.
-        function mouseover(d){
-            // call the update function of histogram with new data.
-            hG.update(fData.map(function(v){ 
-                return [v.State,v.freq[d.data.type]];}),segColor(d.data.type));
-        }
-        //Utility function to be called on mouseout a pie slice.
-        function mouseout(d){
-            // call the update function of histogram with all data.
-            hG.update(fData.map(function(v){
-                return [v.State,v.total];}), barColor);
-        }
-        // Animating the pie-slice requiring a custom function which specifies
-        // how the intermediate paths should be drawn.
-        function arcTween(a) {
-            var i = d3.interpolate(this._current, a);
-            this._current = i(0);
-            return function(t) { return arc(i(t));    };
-        }    
-        return pC;
-    }
-    
-    // function to handle legend.
-    function legend(lD){
-        var leg = {};
-            
-        // create table for legend.
-        var legend = d3.select(id).append("table").attr('class','legend');
-        
-        // create one row per segment.
-        var tr = legend.append("tbody").selectAll("tr").data(lD).enter().append("tr");
-            
-        // create the first column for each segment.
-        tr.append("td").append("svg").attr("width", '16').attr("height", '16').append("rect")
-            .attr("width", '16').attr("height", '16')
-			.attr("fill",function(d){ return segColor(d.type); });
-            
-        // create the second column for each segment.
-        tr.append("td").text(function(d){ 
-        	if (d.type == 'Full'){
-        		return d.type + ' Stack';
-        	}
-        	else{
-        		return d.type + ' End';
-        	}});
-
-        // create the third column for each segment.
-        tr.append("td").attr("class",'legendFreq')
-            .text(function(d){ return d3.format(",")(d.freq);});
-
-        // create the fourth column for each segment.
-        tr.append("td").attr("class",'legendPerc')
-            .text(function(d){ return getLegend(d,lD);});
-
-        // Utility function to be used to update the legend.
-        leg.update = function(nD){
-            // update the data attached to the row elements.
-            var l = legend.select("tbody").selectAll("tr").data(nD);
-
-            // update the frequencies.
-            l.select(".legendFreq").text(function(d){ return d3.format(",")(d.freq);});
-
-            // update the percentage column.
-            l.select(".legendPerc").text(function(d){ return getLegend(d,nD);});        
-        }
-        
-        function getLegend(d,aD){ // Utility function to compute percentage.
-            return d3.format("%")(d.freq/d3.sum(aD.map(function(v){ return v.freq; })));
-        }
-
-        return leg;
-    }
-    
-    // calculate total frequency by segment for all state.
-    var tF = ['Front','Back','Full'].map(function(d){ 
-        return {type:d, freq: d3.sum(fData.map(function(t){ return t.freq[d];}))}; 
-    });    
-    
-    // calculate total frequency by state for all segment.
-    var sF = fData.map(function(d){return [d.State,d.total];});
-
-    var hG = histoGram(sF), // create the histogram.
-        pC = pieChart(tF), // create the pie-chart.
-        leg= legend(tF);  // create the legend.
-}
-</script>
-
-<script>
-d3.json('/jensrocks', function(data){
-	freqData = data;
-	console.log(freqData);
-
-dashboard('#dashboard',freqData);
-})
-</script>
diff --git a/jobvisualization/apps/mapvisuals/urls.py b/jobvisualization/apps/mapvisuals/urls.py
index 2121fd3..4b360b7 100644
--- a/jobvisualization/apps/mapvisuals/urls.py
+++ b/jobvisualization/apps/mapvisuals/urls.py
@@ -3,6 +3,6 @@
 #brings to mapvisuals views and directs to index method
 urlpatterns = [
 	url(r"^$", views.index, name='index'),
-	url(r'^jensrocks/', views.jens, name='jensispretty'),
-	url(r'^jensload/', views.jensload, name="jensLoad"),
+	url(r'^showcities/', views.cityload, name='showCities'),
+	url(r'^mapload/', views.mapload, name="mapLoad"),
 ]
\ No newline at end of file
diff --git a/jobvisualization/apps/mapvisuals/urls.pyc b/jobvisualization/apps/mapvisuals/urls.pyc
deleted file mode 100644
index 42e96b0..0000000
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diff --git a/jobvisualization/apps/mapvisuals/views.py b/jobvisualization/apps/mapvisuals/views.py
index 2a83835..3b899b6 100644
--- a/jobvisualization/apps/mapvisuals/views.py
+++ b/jobvisualization/apps/mapvisuals/views.py
@@ -62,10 +62,10 @@ def statedata(request):
 	GeoJson = json.dumps(AllStates)
 	return HttpResponse(GeoJson , content_type='application/json')
 
-def jensload(request):
+def mapload(request):
 	return render(request, 'mapvisuals/index.html')
 
-def jens(request):
+def cityload(request):
 	cities = WriteOnly.objects.filter(job_title ="Front End")[:10]
 
 	cityList = list()
diff --git a/jobvisualization/apps/mapvisuals/views.pyc b/jobvisualization/apps/mapvisuals/views.pyc
deleted file mode 100644
index f085ebe..0000000
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