diff --git a/example_3.md b/example_3.md
index 78c7e10..e3d34d6 100644
--- a/example_3.md
+++ b/example_3.md
@@ -1,51 +1,156 @@
 ## Example 3
 
-![image](images/balloon.png)
+The aim of example 3 is to combine the two previous examples and have Stretch utilize its laser scan data to avoid collision with objects as it drives forward.
 
+Begin by running `roscore` in a terminal. Then set the ros parameter to *navigation* mode  by running the following commands in a new terminal.
 
+```bash
+rosparam set /stretch_driver/mode "navigation"
+roslaunch stretch_core stretch_driver.launch
 ```
-python marker.py
+Then in a new terminal type the following to activate the LiDAR sensor.
+```bash
+roslaunch stretch_core rplidar.launch
 ```
+To activate the avoider node, type the following in a new terminal.
+```bash
+cd catkin_ws/src/stretch_ros_turotials/src/
+python3 avoider.py
+```
+To stop the node from sending twist messages, type **Ctrl** + **c**.
+
+<p align="center">
+  <img height=600 src="images/avoider.gif"/>
+</p>
 
-![image](images/balloon.gif)
+### The Code
 
 ```python
 #!/usr/bin/env python
 
 import rospy
-import sys
-from visualization_msgs.msg import Marker
-
-class Balloon():
-	def __init__(self):
-		self.publisher = rospy.Publisher('balloon', Marker, queue_size=10)
-		self.marker = Marker()
-		self.marker.header.frame_id = '/base_link'
-		self.marker.header.stamp = rospy.Time()
-		self.marker.type = self.marker.SPHERE
-		self.marker.id = 0
-		self.marker.action = self.marker.ADD
-		self.marker.scale.x = 0.5
-		self.marker.scale.y = 0.5
-		self.marker.scale.z = 0.5
-		self.marker.color.r = 1.0
-		self.marker.color.g = 0.0
-		self.marker.color.b = 0.0
-		self.marker.color.a = 1.0
-		self.marker.pose.position.x = 0.0
-		self.marker.pose.position.y = 0.0
-		self.marker.pose.position.z = 2.0
-
-	def publish_marker(self):
-		self.publisher.publish(self.marker)
+from numpy import linspace, inf, tanh
+from math import sin
+from geometry_msgs.msg import Twist
+from sensor_msgs.msg import LaserScan
+
+class Avoider:
+    def __init__(self):
+        self.pub = rospy.Publisher('/stretch/cmd_vel', Twist, queue_size=1) #/stretch_diff_drive_controller/cmd_vel for gazebo
+        self.sub = rospy.Subscriber('/scan', LaserScan, self.set_speed)
+
+        self.width = 1
+        self.extent = self.width / 2.0
+        self.distance = 0.5
 
+        self.twist = Twist()
+        self.twist.linear.x = 0.0
+        self.twist.linear.y = 0.0
+        self.twist.linear.z = 0.0
+        self.twist.angular.x = 0.0
+        self.twist.angular.y = 0.0
+        self.twist.angular.z = 0.0
+
+    def set_speed(self,msg):
+        angles = linspace(msg.angle_min, msg.angle_max, len(msg.ranges))
+        points = [r * sin(theta) if (theta < -2.5 or theta > 2.5) else inf for r,theta in zip(msg.ranges, angles)]
+        new_ranges = [r if abs(y) < self.extent else inf for r,y in zip(msg.ranges, points)]
+        error = min(new_ranges) - self.distance
+
+        self.twist.linear.x = tanh(error) if (error > 0.05 or error < -0.05) else 0
+        self.pub.publish(self.twist)		
 
 if __name__ == '__main__':
-	rospy.init_node('marker', argv=sys.argv)
-	ballon = Balloon()
-	rate = rospy.Rate(10)
+    rospy.init_node('avoider')
+    Avoider()
+    rospy.spin()
+```
 
-	while not rospy.is_shutdown():
-		ballon.publish_marker()
-		rate.sleep()		rate.sleep()
+### The Code Explained
+
+Now let's break the code down.
+
+```python
+#!/usr/bin/env python
 ```
+Every Python ROS [Node](http://wiki.ros.org/Nodes) will have this declaration at the top. The first line makes sure your script is executed as a Python script.
+
+
+```python
+import rospy
+from numpy import linspace, inf, tanh
+from math import sin
+from geometry_msgs.msg import Twist
+from sensor_msgs.msg import LaserScan
+```
+You need to import rospy if you are writing a ROS Node. There are functions from numpy and math that are required within this code, thus linspace, inf, tanh, and sin are imported. The sensor_msgs.msg import is so that we can subscribe to LaserScan messages. The geometry_msgs.msg import is so that we can send velocity commands to the robot.
+
+
+```python
+self.pub = rospy.Publisher('/stretch/cmd_vel', Twist, queue_size=1)#/stretch_diff_drive_controller/cmd_vel for gazebo
+```
+This section of code defines the talker's interface to the rest of ROS. pub = rospy.Publisher("/stretch/cmd_vel", Twist, queue_size=1) declares that your node is publishing to the /stretch/cmd_vel topic using the message type Twist.
+
+
+```python
+self.sub = rospy.Subscriber('/scan', LaserScan, self.set_speed)
+```
+Set up a subscriber.  We're going to subscribe to the topic "scan", looking for LaserScan messages.  When a message comes in, ROS is going to pass it to the function "set_speed" automatically.
+
+
+```python
+self.width = 1
+self.extent = self.width / 2.0
+self.distance = 0.5
+```
+*self.width* is the width of the laser scan we want in front of Stretch. Since Stretch's front is pointing in the x-axis, any points with y coordinates further than half of the defined width (*self.extent*) from the x-axis are not considered. *self.distance* deinfest the stopping distance from an object.
+
+
+```python
+self.twist = Twist()
+self.twist.linear.x = 0.0
+self.twist.linear.y = 0.0
+self.twist.linear.z = 0.0
+self.twist.angular.x = 0.0
+self.twist.angular.y = 0.0
+self.twist.angular.z = 0.0
+```
+Allocate a Twist to use, and set everything to zero.  We're going to do this when the class is initiating. Redefining this within the callback function, `set_speed()` can be more computationally taxing.
+
+```python
+angles = linspace(msg.angle_min, msg.angle_max, len(msg.ranges))
+points = [r * sin(theta) if (theta < -2.5 or theta > 2.5) else inf for r,theta in zip(msg.ranges, angles)]
+new_ranges = [r if abs(y) < self.extent else inf for r,y in zip(msg.ranges, points)]
+```
+This line of code utilizes linspace to compute each angle of the subscribed scan. Here we are computing the y coordinates of the ranges that are below -2.5 and above 2.5 radians of the scan angles. These limits are sufficient for considering scan ranges in front of Stretch, but these values can be altered to your preference. If the absolute value of a point's y-coordinate is under self.extent then keep the range, otherwise use inf, which means "no return".
+
+
+```python
+error = min(new_ranges) - self.distance
+```
+Calculate the difference of the closest measured scan and where we want the robot to stop. We define this as *error*.
+
+
+```python
+self.twist.linear.x = tanh(error) if (error > 0.05 or error < -0.05) else 0
+```
+Set the speed according to a tanh function. This method gives a nice smooth mapping from distance to speed, and asymptotes at +/- 1
+
+
+```python
+self.pub.publish(self.twist)
+```
+Publish the Twist message.
+
+```python
+rospy.init_node('avoider')
+Avoider()
+rospy.spin()
+```
+The next line, rospy.init_node(NAME, ...), is very important as it tells rospy the name of your node -- until rospy has this information, it cannot start communicating with the ROS Master. In this case, your node will take on the name talker. NOTE: the name must be a base name, i.e. it cannot contain any slashes "/".
+
+Setup Avoider class with `Avioder()`
+
+Give control to ROS with `rospy.spin()`. This will allow the callback to be called whenever new messages come in. If we don't put this line in, then the node will not work, and ROS will not process any messages.
+
+**Next Tutorial:** [Example 4](example_4.md)
diff --git a/images/avoider.gif b/images/avoider.gif
new file mode 100644
index 0000000..1215760
Binary files /dev/null and b/images/avoider.gif differ
diff --git a/src/avoider.py b/src/avoider.py
index a75a500..369b8fd 100755
--- a/src/avoider.py
+++ b/src/avoider.py
@@ -20,17 +20,17 @@ class Avoider:
         self.sub = rospy.Subscriber('/scan', LaserScan, self.set_speed)
 
         # We're going to assume that the robot is pointing up the x-axis, so that
-
         # any points with y coordinates further than half of the defined
         # width (1 meter) from the axis are not considered.
         self.width = 1
         self.extent = self.width / 2.0
 
-
+        # We want the robot to drive foward or backwards until it is 0.5 m from
+        # the closest obstacle measured in front of it.
         self.distance = 0.5
 
-        # Alocate a Twist to use, and set everything to zero.  We're going to do this here, to save some time in
-        # the callback.
+        # Alocate a Twist to use, and set everything to zero.  We're going to do
+        # this here, to save some time in the callback function, set_speed().
         self.twist = Twist()
         self.twist.linear.x = 0.0
         self.twist.linear.y = 0.0
@@ -51,14 +51,24 @@ class Avoider:
         # If we're close to the x axis, keep the range, otherwise use inf, which means "no return".
         new_ranges = [r if abs(y) < self.extent else inf for r,y in zip(msg.ranges, points)]
 
+		# Calculate the difference of the closest measured scan and where we want the robot to stop.
         error = min(new_ranges) - self.distance
 
-        # Using hyperbolic tanget for speed regulation
+        # Using hyperbolic tanget for speed regulation, with a threshold to stop
+        # and driving when it is close to the desired distance.
         self.twist.linear.x = tanh(error) if (error > 0.05 or error < -0.05) else 0
-        self.pub.publish(self.twist)		# Publish the command using the global publisher
+
+        # Publish the command using the publisher
+        self.pub.publish(self.twist)
 
 if __name__ == '__main__':
+    # Initialize the node, and call it "avoider".
     rospy.init_node('avoider')
+
+	# Setup Avoider class
     Avoider()
 
+    # Give control to ROS.  This will allow the callback to be called whenever new
+    # messages come in.  If we don't put this line in, then the node will not work,
+    # and ROS will not process any messages.
     rospy.spin()