diff --git a/recommendation_engine.py b/recommendation_engine.py
new file mode 100644
index 0000000..a822f52
--- /dev/null
+++ b/recommendation_engine.py
@@ -0,0 +1,124 @@
+'''
+Reccomendation Engine Example
+'''
+
+import json
+import os
+import random
+
+import ox
+
+class Pandora:
+
+    def __init__(self, url, username, password):
+        self.api = ox.API(url)
+        self.api.signin(username=username, password=password)
+
+    def find_annotations(self, query, keys):
+        # print('FIND ANNOTATIONS', query, keys)
+        return self.api.findAnnotations({
+            'keys': keys,
+            'query': query,
+            'range': [0, 1000000]
+        })['data']['items']
+
+    def find_entities(self, query, keys):
+        # print('FIND ENTITIES', query, keys)
+        return self.api.findEntities({
+            'keys': keys,
+            'query': query,
+            'range': [0, 1000000]
+        })['data']['items']
+
+    def get(self, id, keys):
+        # print('GET', id, keys)
+        return self.api.get({
+            'id': id,
+            'keys': keys
+        })['data']
+
+class Engine:
+
+    def __init__(self, path):
+        self.path = path
+        self.pandora = Pandora(
+            url='http://pandora.dmp/api/',
+            username='dd.re',
+            password='dd.re'
+        )
+        filename = os.path.join(self.path, 'playlists.json') 
+        if os.path.exists(filename):
+            with open(filename) as f:
+                self.playlists = json.loads(f.read())
+        else:
+            self.playlists = []
+
+    def _shift_clips(self, clips):
+        index = random.randrange(len(clips))
+        return clips[index:] + clips[:index - 1]
+
+    def get_videos(self, user):
+        products = []
+        for event in user['events']:
+            if 'product' in event['data']:
+                products.append(event['data']['product'])
+
+    def update(self):
+        # Get all storylines with tags
+        storylines = [{
+            'name': entity['name'],
+            'tags': entity['tags']
+        } for entity in self.pandora.find_entities({
+            'conditions': [
+                {'key': 'type', 'operator': '==', 'value': 'storylines'},
+            ],
+            'operator': '&'
+        }, ['id', 'name', 'tags']) if entity.get('tags', [])]
+        # Get list of storyline names
+        names = list(set([storyline['name'] for storyline in storylines]))
+        # Get all clips annotated with storyline references
+        clips = [clip for clip in self.pandora.find_annotations({
+            'conditions': [
+                {'key': 'layer', 'operator': '==', 'value': 'storylines'}
+            ],
+            'operator': '&'
+        }, ['id', 'in', 'out', 'value']) if clip['value'] in names]
+        # Get list of ids for videos with clips
+        ids = list(set([clip['id'].split('/')[0] for clip in clips]))
+        # Get (and cache) order (and code + name) for each video
+        filename = os.path.join(self.path, 'videos.json')
+        if os.path.exists(filename):
+            with open(filename) as f:
+                videos_ = json.loads(f.read())
+                ids_ = [video['id'] for video in videos_]
+        else:
+            videos_, ids_ = [], []
+        videos = sorted(videos_ + [
+            self.pandora.get(id, ['code', 'id', 'order', 'title'])
+            for id in ids if not id in ids_
+        ], key=lambda video: video['order'])
+        with open(filename, 'w') as f:
+            f.write(json.dumps(videos, indent=4, sort_keys=True))
+        order = {video['id']: video['order'] for video in videos}
+        # Sort clips
+        clips = sorted(
+            clips,
+            key=lambda clip: order[clip['id'].split('/')[0]] * 1000000 + clip['in']
+        )
+        # Get playlists
+        self.playlists = [playlist for playlist in [{
+            'name': storyline['name'],
+            'tags': storyline['tags'],
+            'clips': [
+                '{}_{:.3f}-{:.3f}'.format(
+                    clip['id'].split('/')[0], clip['in'], clip['out']
+                ) for clip in clips if clip['value'] == storyline['name']
+            ]
+        } for storyline in storylines] if playlist['clips']]
+        with open(os.path.join(self.path, 'playlists.json'), 'w') as f:
+            f.write(json.dumps(self.playlists, indent=4, sort_keys=True))
+
+if __name__ == '__main__':
+    engine = Engine('json')
+    engine.update()
+