diff --git a/examples/mqtt_arbitrary_buffer/README.md b/examples/mqtt_arbitrary_buffer/README.md
deleted file mode 100644
index a84648e..0000000
--- a/examples/mqtt_arbitrary_buffer/README.md
+++ /dev/null
@@ -1,108 +0,0 @@
-# Adafruit MQTT Library example with support
-
-This example illustrates publishing an arbitrary data packet using the Adafruit MQTT library to an MQTT feed which can then be parsed by the included python subscriber client. Possible usage cases include adding metadata (collection time, sensor info etc) to a datapoint.
-
-![alt-text](https://raw.githubusercontent.com/stuthedew/Adafruit_MQTT_Library/Arbitrary_data_publish/examples/mqtt_arbitrary_data/python_subscriber/mqtt_figure.png "Arbitrary data flow diagram")
-
-My motivation for this was wanting to be able to include metadata to a post.
-Specifically, I was playing around with a [Teviso RD3024 radiation sensor](http://www.teviso.com/en/products/radiation-sensor-rd3024.htm), and a salvaged Americium radiation source from a smoke detector, at varying distances from the sensor. I wanted a way to associate the collection time, and distance between the source and sensor with the actual radiation reading itself.
-
-
----
-
-## Installing and configuring Mosquitto broker (minimal working setup):
-
-####_Installing on Raspberry Pi/Linux:_
-
-```bash
-sudo apt-get install mosquitto
-cd /etc/mosquitto/
-#See "Both" Setup Instructions Below
-```
-
-####_Installing On a Mac:_
-```bash
-brew install mosquitto
-cd /usr/local/etc/mosquitto
-#See "Both" Setup Instructions Below
-```
-
----
-
-####Configuring Mosquitto broker
-```bash
-sudo nano mosquitto.conf
-```
-Now we have to enable a password file to correctly interface with the Adafruit MQTT library. Scroll about two thirds of the way down until you see:
-
-```bash
-# -----------------------------------------------------------------
-# Default authentication and topic access control
-# -----------------------------------------------------------------
-```
-
-You should see `#password_file` about a paragraph after that.
-Change
-
-```bash
-#password_file
-```
-
-To
-
-```bash
-password_file pwfile
-```
-
-Now `ctrl-x` to save and exit.
-
-You're almost done! We just have to create and populate the password file we just configured. The default user info is:
-* **Arduino Subscriber:**
-    * Username: TestUser
-    * Password: TestUser
-
-* **Python Subscriber:**
-    * Username: TestPy
-    * Password: TestPy
-
-```bash
-touch pwfile #create the password file
-mosquitto_passwd pwfile TestUser #Enter and confirm password when prompted
-mosquitto_passwd pwfile TestPy #Enter and confirm password when prompted
-```
-
-####Running Mosquitto broker
-Now run Mosquitto broker to allow Arduino publisher and Python subscriber to communicate
-
-```bash
-mosquitto
-```
-
----
-
-## Using Example Python Subscriber:
-
-####Installing Python subscriber
-Install dependencies if you haven't already
-```bash
-cd ../Adafruit_MQTT_Library/examples/mqtt_arbitrary_buffer/python_subscriber
-pip install -r requirements.txt
-```
-
-
-####Installing Python subscriber
-Run python script with default values and watch your parsed data print out.
-```bash
-python subscriber.py #Add -h flag to see modifiable options
-```
-
-Assuming that the Mosquitto broker is running in the background and the Adafruit_MQTT client (Arduino) is publishing, you should see the example data print out every 10 seconds.
-
-```bash
-MQTT:  Connection successful
-Connection successful
-Subscribed to /feeds/arb_packet
-Received char Array: "Hello!", val1: -4533, val2: 73102, val3: 3354...
-Received char Array: "Hello!", val1: -4533, val2: 83611, val3: 3354...
-Received char Array: "Hello!", val1: -4533, val2: 94115, val3: 3354...
-```
diff --git a/examples/mqtt_arbitrary_data/README.md b/examples/mqtt_arbitrary_data/README.md
index 77b1c24..a84648e 100644
--- a/examples/mqtt_arbitrary_data/README.md
+++ b/examples/mqtt_arbitrary_data/README.md
@@ -2,7 +2,7 @@
 
 This example illustrates publishing an arbitrary data packet using the Adafruit MQTT library to an MQTT feed which can then be parsed by the included python subscriber client. Possible usage cases include adding metadata (collection time, sensor info etc) to a datapoint.
 
-![alt-text](https://raw.githubusercontent.com/stuthedew/Adafruit_MQTT_Library/Arbitrary_buffer_publish/examples/mqtt_arbitrary_buffer/python_subscriber/mqtt_figure.png "Arbitrary data flow diagram")
+![alt-text](https://raw.githubusercontent.com/stuthedew/Adafruit_MQTT_Library/Arbitrary_data_publish/examples/mqtt_arbitrary_data/python_subscriber/mqtt_figure.png "Arbitrary data flow diagram")
 
 My motivation for this was wanting to be able to include metadata to a post.
 Specifically, I was playing around with a [Teviso RD3024 radiation sensor](http://www.teviso.com/en/products/radiation-sensor-rd3024.htm), and a salvaged Americium radiation source from a smoke detector, at varying distances from the sensor. I wanted a way to associate the collection time, and distance between the source and sensor with the actual radiation reading itself.