[User] Question: Tell me about users who have spent around 1000 in the app.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to retain the information only about users who have spent around 1000 in the app.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [1000]}}}
```
Observation:
```
{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}
```
Thought: I need to keep the most necessary information about these users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users whose average weekly session is longer than 700

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}
```
Thought: I need to retain the information only about users whose mean_week_duration is longer than 700.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['>']}, 'values': {'mean_week_duration': [700]}}}
```
Observation:
```
{'10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0},'11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0},'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}
```
Thought: I need to keep the most necessary information about these users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11127': {'city_name': 'Boardman', 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who's average weekly session is less than 700

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}
```
Thought: I need to retain the information only about users who's mean_week_duration is less than 700.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['<']}, 'values': {'mean_week_duration': [700]}}}
```
Observation:
```
{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'city_name': 'Boardman', 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '11102': {'city_name': 'Boardman', 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11689': {'city_name': 'Boardman', 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'city_name': 'Boardman', 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who's average weekly session is 1647

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to obtain the information only about users who's mean_week_duration is 1647.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_durations': ['=']}, 'values': {'mean_week_duration': [1647]}}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users whose average week session is approximately 700

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to obtain the information only about users who's mean_week_duration is about 700.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['~']}, 'values': {'mean_week_duration': [700]}}}
```
Observation:
```
{'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who, on average, spend the most time in a week using the app.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration in descending order.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]
```
Thought: I need to take first values of sorted descending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'8284': {'city_name': 'Kent','total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'city_name': 'Houston','total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who on average spend the least time in a week using the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to retrieve some first values of sorted ascending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}]
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 5 users who on average spend the most time in a week using the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration in descending order.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]
```
Thought: I need to retrieve the first 5 values of sorted descending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5,'keep_fraction': -1,'random_selection': 'False'}}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'city_name': 'Highland','total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 4 users who on average spend the least time in a week using the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to retrieve the first 4 values of sorted ascending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION', 'random_selection': 'False'}}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'11718': {'city_name': 'New York','total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'city_name': 'Boardman','total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'city_name': 'Chicago','total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'city_name': 'Chicago','total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user who on average spend the most time in a week using the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]
```
Thought: I need to take the first value of sorted descending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': -1,'random_selection': 'False'}}
```
Observation:
```
[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user who on average spend the least time in a week using the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6},  '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to sort users by mean_week_duration ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to take the first value of sorted ascending by mean_week_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'11718': {'city_name': 'New York','total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```