diff --git a/recommendation_engine.py b/recommendation_engine.py
index 30cbbb7..d227bfd 100644
--- a/recommendation_engine.py
+++ b/recommendation_engine.py
@@ -3,6 +3,7 @@ Recommendation Engine Example
 1 Nov 2017, 0x2620
 '''
 
+from collections import defaultdict
 import json
 import os
 import random
@@ -48,17 +49,18 @@ class Engine:
         videos = playlists[:channels['keywords']]
         playlists = playlists[channels['keywords']:]
         # Count tags for the user
-        count = {}
-        for event in user.get('events', []):
-            if 'product' in event['data']:
-                count[event['data']['product']] = count.get(
-                    event['data']['product'], 0
-                ) + 1
+        count = defaultdict(lambda: 0)
+        for activity in user.get('activities', []):
+            if activity.get('type') == 'SCREENING_CHECK_IN':
+                product = activity.get('extras', {}).get('event', {}).get('alias')
+                if product:
+                    product = product.replace('_', ' ')
+                    count[product] += 1
         # For each tag in playlist, increment score by count
         for playlist in playlists:
             score[playlist['name']] = random.random()
             for tag in [tag for tag in playlist['tags'] if tag not in sliders]:
-                score[playlist['name']] += count.get(tag, 0)
+                score[playlist['name']] += count[tag]
         # Select highest scoring playlists
         videos += sorted(
             playlists,