diff --git a/README.md b/README.md
index a4235e5..eb4cbf9 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,8 @@ ffmpeg.run(stream)
 Or if you prefer a fluent interface:
 ```python
 import ffmpeg
-(ffmpeg
+(
+    ffmpeg
     .input('input.mp4')
     .hflip()
     .output('output.mp4')
@@ -54,7 +55,8 @@ import ffmpeg
 
 in_file = ffmpeg.input('input.mp4')
 overlay_file = ffmpeg.input('overlay.png')
-(ffmpeg
+(
+    ffmpeg
     .concat(
         in_file.trim(start_frame=10, end_frame=20),
         in_file.trim(start_frame=30, end_frame=40),
@@ -117,7 +119,7 @@ Alternatively, standard python help is available, such as at the python REPL pro
 
 ## Custom Filters
 
-Don't see the filter you're looking for?  `ffmpeg-python` includes , but it's easy to use any arbitrary ffmpeg filter:
+Don't see the filter you're looking for?  `ffmpeg-python` includes shorthand notation for some of the most commonly used filters (such as `concat`), but it's easy to use any arbitrary ffmpeg filter:
 ```python
 stream = ffmpeg.input('dummy.mp4')
 stream = ffmpeg.filter_(stream, 'fps', fps=25, round='up')
@@ -127,7 +129,8 @@ ffmpeg.run(stream)
 
 Or fluently:
 ```python
-(ffmpeg
+(
+    ffmpeg
     .input('dummy.mp4')
     .filter_('fps', fps=25, round='up')
     .output('dummy2.mp4')
@@ -137,7 +140,8 @@ Or fluently:
 
 Arguments with special names such as `-qscale:v` can be specified as a keyword-args dictionary as follows:
 ```python
-(ffmpeg
+(
+    ffmpeg
     .input('dummy.mp4')
     .output('dummy2.mp4', **{'qscale:v': 3})
     .run()
diff --git a/examples/README.md b/examples/README.md
index bd6d712..0438cb0 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -1,6 +1,6 @@
 # Examples
 
-## [Get video info](https://github.com/kkroening/ffmpeg-python/blob/master/examples/video_info.py#L15)
+## [Get video info (ffprobe)](https://github.com/kkroening/ffmpeg-python/blob/master/examples/video_info.py#L15)
 
 ```python
 probe = ffmpeg.probe(args.in_filename)
@@ -23,24 +23,6 @@ height = int(video_stream['height'])
 )
 ```
 
-## Process audio and video simultaneously
-
-<img src="https://raw.githubusercontent.com/kkroening/ffmpeg-python/master/examples/graphs/av-pipeline.png" alt="av-pipeline graph" width="80%" />
-
-```python
-in1 = ffmpeg.input('in1.mp4')
-in2 = ffmpeg.input('in2.mp4')
-v1 = in1['v'].hflip()
-a1 = in1['a']
-v2 = in2['v'].filter_('reverse').filter_('hue', s=0)
-a2 = in2['a'].filter_('areverse').filter_('aphaser')
-joined = ffmpeg.concat(v1, a1, v2, a2, v=1, a=1).node
-v3 = joined[0]
-a3 = joined[1].filter_('volume', 0.8)
-out = ffmpeg.output(v3, a3, 'out.mp4')
-out.run()
-```
-
 ## [Convert video to numpy array](https://github.com/kkroening/ffmpeg-python/blob/master/examples/ffmpeg-numpy.ipynb)
 
 <img src="https://raw.githubusercontent.com/kkroening/ffmpeg-python/master/examples/graphs/ffmpeg-numpy.png" alt="ffmpeg-numpy graph" width="20%" />
@@ -86,6 +68,24 @@ out, _ = (ffmpeg
 )
 ```
 
+## Audio/video pipeline
+
+<img src="https://raw.githubusercontent.com/kkroening/ffmpeg-python/master/examples/graphs/av-pipeline.png" alt="av-pipeline graph" width="80%" />
+
+```python
+in1 = ffmpeg.input('in1.mp4')
+in2 = ffmpeg.input('in2.mp4')
+v1 = in1['v'].hflip()
+a1 = in1['a']
+v2 = in2['v'].filter_('reverse').filter_('hue', s=0)
+a2 = in2['a'].filter_('areverse').filter_('aphaser')
+joined = ffmpeg.concat(v1, a1, v2, a2, v=1, a=1).node
+v3 = joined[0]
+a3 = joined[1].filter_('volume', 0.8)
+out = ffmpeg.output(v3, a3, 'out.mp4')
+out.run()
+```
+
 ## [Jupyter Frame Viewer](https://github.com/kkroening/ffmpeg-python/blob/master/examples/ffmpeg-numpy.ipynb)
 
 <img src="https://raw.githubusercontent.com/kkroening/ffmpeg-python/master/doc/jupyter-screenshot.png" alt="jupyter screenshot" width="75%" />