diff --git a/py/api_wrapper.py b/py/api_wrapper.py
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+++ b/py/api_wrapper.py
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+"""
+Python Lotame API wrapper.
+==========================
+Filename: lotame.py
+Author: Paulo Kuong
+Email: pkuong80@gmail.com
+Python Version: 3.6.1
+
+Please refer to https://api.lotame.com/docs/#/ to get all Endpoints.
+Please refer to README (https://github.com/paulokuong/lotame) for examples.
+"""
+from lotame.lotame import Lotame
+
+
+if __name__ == '__main__':
+    l = Lotame(username='xxxx', password='yyyy')
+
+    # Search audiences
+    audiences = l.get('audiences/search',
+                      searchTerm='Age - ').json()['Audience']
+
+    # Get behavior 3333
+    behavior = l.get('behaviors/{}'.format(3333)).json()
+
+    # Create audience segment with 3 behaviors.
+    audience_definition = l.get_create_audience_json(
+        'Lotame api test 5',
+        2215, [[6322283, 6322292], [6322283, 6322292]],
+        'Testing out Lotame API 5')
+    post_response_json = l.post('audiences', audience_definition).json()
+    print(post_response_json)
+
+    # Create audience segment with 3 behaviors for (My Profile)
+    audience_definition = l.get_create_audience_json(
+        'Lotame api test 5',
+        2215, [[6322283, 6322292, 1111760, 6322303],
+               [6322283, 6322292, 1111760, 6322303]],
+        'Testing out Lotame API 5', overlap=True)
+
+    # Create audience segment with 3 behaviors for (All Profile)
+    audience_definition = l.get_create_audience_json(
+        'Lotame api test 5',
+        2215, [[6322283, 6322292, 1111760, 6322303],
+               [6322283, 6322292, 1111760, 6322303]],
+        'Testing out Lotame API 5', overlap=False)
+
+    # Getting Reach Estimate (Note that description param is removed
+    # since it is not valid param)
+    audience_definition = l.get_create_audience_json(
+        'Lotame api test 8',
+        2215, [[6322283, 6322292, 1111760, 6322303],
+               [6322283, 6322292, 1111760, 6322303]])
+    reach_estimates = l.post(
+        'audiences/reachEstimates', audience_definition).json()
+    reach_estimates_res = l.get(
+        'audiences/reachEstimates/{}'.format(reach_estimates.get('id')))
+    print(reach_estimates_res.json())
+
+    # Getting behaviors under hierarchy tree at depth 2 child nodes.
+    [{'name': j['name'], 'behavior_id':j['behaviorId']}
+     for j in l.get('hierarchies/525000', depth=2).json().get(
+     'nodes')[1].get('childNodes')]