diff --git a/examples/pie/app.js b/examples/pie/app.js
index 893cf26..3d1bb4e 100644
--- a/examples/pie/app.js
+++ b/examples/pie/app.js
@@ -1,7 +1,8 @@
 var WIDTH = 360;
 var HEIGHT = 360;
-var radius = Math.min(WIDTH, HEIGHT) / 2;
+var radius = Math.min(WIDTH, HEIGHT) / 2; //set the radius of the pie chart
 
+//create some fake data
 var dataset = [
     { id: 1, label: 'Bob', count: 10 },
     { id: 2, label: 'Sally', count: 20 },
@@ -9,55 +10,59 @@ var dataset = [
     { id: 4, label: 'Jane', count: 40 }
 ];
 
-var mapper = d3.scaleOrdinal();
-mapper.range([45, 63, 400]); //list each value for ordinal scales, not just min/max
-mapper.domain(['Bob', 'Sally', 'Zagthor']); //list each value for ordinal scales, not just min/max
-
+//create an ordinal scale which maps each label property of the elements in the dataset array to a color
 var colorScale = d3.scaleOrdinal();
-colorScale.range(d3.schemeCategory10);
+colorScale.range(d3.schemeCategory10); //the range is an array of color strings
+colorScale.domain(dataset.map(function(element){ //use .map to generate an array of strings -- ['Bob', 'Sally', 'Matt', 'Jane']
+    //by examining the label property of each data element
+    return element.label;
+}));
 
+//set the svg width/height
 d3.select('svg')
     .attr('width', WIDTH)
     .attr('height', HEIGHT);
-var container = d3.select('g') //add this line and the next:
-    .attr('transform', 'translate(' + (WIDTH / 2) + ',' + (HEIGHT / 2) + ')'); //add this line
 
-var arc = d3.arc()
+var container = d3.select('g') //adjust the position of the <g> so it's in the center of the SVG
+    .attr('transform', 'translate(' + (WIDTH / 2) + ',' + (HEIGHT / 2) + ')');
+
+var arc = d3.arc() //create an arc generating function
     .innerRadius(100) //to make this a donut graph, adjust this value
-    .outerRadius(radius);
+    .outerRadius(radius); //set the outer radius of the pie
 
-var pie = d3.pie()
-    .value(function(d) { return d.count; }) //use the 'count' property each value in the original array to determine how big the piece of pie should be
+var pie = d3.pie() //create a pie generator which will adjust the data so that it can be used with arc
+    .value(function(d) { return d.count; }) //use the 'count' property of each value in the original dataset array to determine how big the piece of pie should be
     .sort(null); //don't sort the values
 
-var path = d3.select('g').selectAll('path')
-    .data(pie(dataset), function(datum){ //attach datum.data.id to each element
+var path = d3.select('g').selectAll('path') //select all path elements in the <g> whether or not they exist
+    .data(pie(dataset), function(datum){ //attach datum.data.id, which was created by pie(dataset), to each element
         return datum.data.id
     })
-    .enter()
-    .append('path')
-    .attr('d', arc) //add this
-    .attr('fill', function(d) {
+    .enter() //find all unmatched data elements
+    .append('path') //append a path for each unmatched data element
+    .attr('d', arc) //use arc to generate the d attribute of each path, now the pie(dataset) as adjusted the data to work with it
+    .attr('fill', function(d) { //set the color based on converting the d.data.label string to a color
         return colorScale(d.data.label);
     })
-    .each(function(d) { this._current = d; }); //add this
-
-path.on('click', function(clickedDatum, clickedIndex){
-    dataset = dataset.filter(function(currentDatum, currentIndex){ //new
-        return clickedDatum.data.id !== currentDatum.id //new
-    }); //new
-    path //new
-        .data(pie(dataset), function(datum){ //new
-            return datum.data.id //new
-        }) //new
-        .exit().remove(); //new
+    .each(function(d) { this._current = d; }); //save the data object attached to each path for later when animating
+
+path.on('click', function(clickedDatum, clickedIndex){ //set up the click handler
+    dataset = dataset.filter(function(currentDatum, currentIndex){ //loop through all elements in dataset and remove the appropriate one
+        return clickedDatum.data.id !== currentDatum.id //determine the appropriate one by looking at the .data.id property of the element clicked
+    });
+    path
+        .data(pie(dataset), function(datum){ //now reassign the data elements to the paths, since one data element was removed
+            return datum.data.id
+        })
+        .exit() //find the path elements not assigned to data
+        .remove(); //and remove them
     path.transition() //create the transition
-            .duration(750) //add how long the transition takes
-            .attrTween('d', function(d) { //tween the d attribute
-                var interpolate = d3.interpolate(this._current, d); //interpolate from what the d attribute was and what it is now
-                this._current = interpolate(0); //save new value of data
-                return function(t) { //re-run the arc function:
-                    return arc(interpolate(t));
-                };
-            });
+        .duration(750) //add how long the transition takes
+        .attrTween('d', function(d) { //tween the d attribute
+            var interpolate = d3.interpolate(this._current, d); //interpolate from what the d attribute was (this._current) and what it is now
+            this._current = interpolate(0); //save new value of data
+            return function(t) { //re-run the arc function to redraw the path
+                return arc(interpolate(t));
+            };
+        });
 });