diff --git a/BUILD.md b/BUILD.md
index 0b653df..05ed212 100644
--- a/BUILD.md
+++ b/BUILD.md
@@ -633,7 +633,7 @@ Now the browser should look like this:
 
 ## Create click handler
 
-Let's say that we want it so that when the user clicks on the `<svg>` element, it creates a new run.
+Let's say that we want it so that when the user clicks on the `<svg>` element, it creates a new run.  Add the following to the bottom of `app.js`:
 
 ```javascript
 d3.select('svg').on('click', function(){
@@ -653,11 +653,13 @@ d3.select('svg').on('click', function(){
 });
 ```
 
-You might notice that `createTable()` just adds on all the run rows again
+Let's examine what we just wrote.  `d3.select('svg').on('click', function(){` Sets up a click handler on the `svg` element.  The anonymous function that gets passed in as the second parameter to `.on()` gets called each time the user clicks on the SVG.  Once inside that callback function, we use `d3.event.offsetX` to get the x position of the mouse inside the SVG and `d3.event.offsetY` to get the y position.  We then use `xScale.invert()` and `yScale.invert()` to turn the x/y visual points into data values (date and distance, respectively).  We then use those data values to create a new run object.  We create an id for the new run by getting the id of the last element in the `runs` array and adding 1 to it.  Lastly, we push the new run onto the `runs` array and call `createTable()`.
+
+Click on the SVG to create a new run.  You might notice that `createTable()` just adds on all the run rows again
 
 ![](https://i.imgur.com/Vu2CwCI.png)
 
-Let's clear out the rows previous created and re-render everything:
+Let's alter the `createTable()` function so that when it runs, it clears out any rows previously created and re-renders everything.  Add `d3.select('tbody').html('')` to the top of the `createTable` function in `app.js`:
 
 ```javascript
 var createTable = function(){
@@ -671,9 +673,11 @@ var createTable = function(){
 }
 ```
 
+Now refresh the page, and click on the SVG to create a new run.  The table should look like this now:
+
 ![](https://i.imgur.com/YcoPxK7.png)
 
-Now put the code for creating `<circles>` inside a render function:
+The only issue now is that circles aren't being created when you click on the SVG.  To fix this, let's wrap the code for creating `<circle>` elements in a render function, and call `render()` immediately after it's defined:
 
 ```javascript
 var render = function(){
@@ -713,7 +717,7 @@ var render = function(){
 render();
 ```
 
-For future use, let's move the `xScale` and `yScale` out of the render function along with the code for creating the domains/ranges:
+If you refresh the browser, you'll see an error in the console.  This is because the `bottomAxis` and `leftAxis` use `xScale` and `yScale` which are now scoped to exist only inside the `render()` function.  For future use, let's move the `xScale` and `yScale` out of the render function along with the code for creating the domains/ranges:
 
 ```javascript
 var parseTime = d3.timeParse("%B%e, %Y at %-I:%M%p");
@@ -752,14 +756,21 @@ var render = function(){
 render();
 ```
 
-Let's call `render()` inside our `<svg>` click handler:
+Now go to the bottom of `app.js` and add a line to call `render()` inside our `<svg>` click handler:
 
 ```javascript
+var newRun = { //create a new "run" object
+    id: runs[runs.length-1].id+1, //generate a new id by adding 1 to the last run's id
+    date: formatTime(date), //format the date object created above to a string
+    distance: distance //add the distance
+}
 runs.push(newRun);
 createTable();
 render(); //add this line
 ```
 
+Now when you click the SVG, a circle will appear:
+
 ![](https://i.imgur.com/5KjqmNp.png)
 
 ## Remove data
diff --git a/examples/scatter_plot/app.js b/examples/scatter_plot/app.js
index 1f1ad0e..1adb2ac 100644
--- a/examples/scatter_plot/app.js
+++ b/examples/scatter_plot/app.js
@@ -24,23 +24,6 @@ d3.select('svg')
     .style('width', WIDTH)
     .style('height', HEIGHT);
 
-var yScale = d3.scaleLinear(); //create the scale
-yScale.range([HEIGHT, 0]); //set the visual range (e.g. 600 to 0)
-var yDomain = d3.extent(runs, function(datum, index){
-    return datum.distance; //compare distance properties of each item in the data array
-})
-yScale.domain(yDomain);
-
-d3.select('svg').selectAll('circle') //since no circles exist, we need to select('svg') so that d3 knows where to append the new circles
-    .data(runs) //attach the data as before
-    .enter() //find the data objects that have not yet been attached to visual elements
-    .append('circle'); //for each data object that hasn't been attached, append a <circle> to the <svg>
-
-d3.selectAll('circle')
-    .attr('cy', function(datum, index){
-        return yScale(datum.distance);
-    });
-
 var parseTime = d3.timeParse("%B%e, %Y at %-I:%M%p");
 var formatTime = d3.timeFormat("%B%e, %Y at %-I:%M%p");
 var xScale = d3.scaleTime();
@@ -50,10 +33,30 @@ var xDomain = d3.extent(runs, function(datum, index){
 });
 xScale.domain(xDomain);
 
-d3.selectAll('circle')
-    .attr('cx', function(datum, index){
-        return xScale(parseTime(datum.date)); //use parseTime to convert the date string property on the datum object to a Date object, which xScale then converts to a visual value
-    });
+var yScale = d3.scaleLinear(); //create the scale
+yScale.range([HEIGHT, 0]); //set the visual range (e.g. 600 to 0)
+var yDomain = d3.extent(runs, function(datum, index){
+    return datum.distance; //compare distance properties of each item in the data array
+})
+yScale.domain(yDomain);
+var render = function(){
+
+    d3.select('svg').selectAll('circle') //since no circles exist, we need to select('svg') so that d3 knows where to append the new circles
+        .data(runs) //attach the data as before
+        .enter() //find the data objects that have not yet been attached to visual elements
+        .append('circle'); //for each data object that hasn't been attached, append a <circle> to the <svg>
+
+    d3.selectAll('circle')
+        .attr('cy', function(datum, index){
+            return yScale(datum.distance);
+        });
+
+    d3.selectAll('circle')
+        .attr('cx', function(datum, index){
+            return xScale(parseTime(datum.date)); //use parseTime to convert the date string property on the datum object to a Date object, which xScale then converts to a visual value
+        });
+}
+render();
 
 var bottomAxis = d3.axisBottom(xScale); //pass the appropriate scale in as a parameter
 d3.select('svg')
@@ -67,6 +70,7 @@ d3.select('svg')
 	.call(leftAxis); //no need to transform, since it's placed correctly initially
 
 var createTable = function(){
+    d3.select('tbody').html(''); //clear out all rows from the table
     for (var i = 0; i < runs.length; i++) {
         var row = d3.select('tbody').append('tr');
         row.append('td').html(runs[i].id);
@@ -76,3 +80,20 @@ var createTable = function(){
 }
 
 createTable();
+
+d3.select('svg').on('click', function(){
+    var x = d3.event.offsetX; //gets the x position of the mouse relative to the svg element
+    var y = d3.event.offsetY; //gets the y position of the mouse relative to the svg element
+
+    var date = xScale.invert(x) //get a date value from the visual point that we clicked on
+    var distance = yScale.invert(y); //get a numeric distance value from the visual point that we clicked on
+
+    var newRun = { //create a new "run" object
+        id: runs[runs.length-1].id+1, //generate a new id by adding 1 to the last run's id
+        date: formatTime(date), //format the date object created above to a string
+        distance: distance //add the distance
+    }
+    runs.push(newRun); //push the new run onto the runs array
+    createTable(); //render the table
+    render(); //add this line
+});