[User] Question: Show me the information about 4 users.

[Assistant]
Thought: I need to obtain the information about all users
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0}, '9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '9553': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-16 21:38:51.790000+00:00'], 'session_ids': ['188c6259348e46-04776ae335f4c1-7e565479-1fa400-188c625934972e'], 'total_duration': 1886.0, 'total_sessions': 1, 'mean_week_duration': 1886.0}, '9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0}, '9951': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-25 21:29:48.422000+00:00'], 'session_ids': ['18854d15ec7491-0a4681aabd6a84-26031a51-1fa400-18854d15ec814a5'], 'total_duration': 284.0, 'total_sessions': 1, 'mean_week_duration': 284.0}, '10067': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:27:54.121000+00:00'], 'session_ids': ['188583e860ddf7-066370f4156a99-69384f73-100200-188583e860ea57'], 'total_duration': 659.0, 'total_sessions': 1, 'mean_week_duration': 659.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}
```
Thought: I need to select only 4 users and remove the rest of the data.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction':-1,'random_selection': 'True'}}
```
Observation:
```
{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0},'9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0},'10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}
```
Thought: I need to keep the most important information and clear the data
Action:
```
'function_call': {'name': 'get_users_attributes', 'arguments': {'attributes': ['city_name','total_durations','total_sessions','mean_week_duration']}}
```
Observation:
```
{
'8874': {'city_name': 'Highland', 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0},
'9556': {'city_name': 'Chicago', 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0},
'9903': {'city_name': 'Highland', 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0},
'10331': {'city_name': 'Mineral Wells', 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}
}
```
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: Who are the power users?

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0}, '9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '9553': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-16 21:38:51.790000+00:00'], 'session_ids': ['188c6259348e46-04776ae335f4c1-7e565479-1fa400-188c625934972e'], 'total_duration': 1886.0, 'total_sessions': 1, 'mean_week_duration': 1886.0}, '9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0}, '9951': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-25 21:29:48.422000+00:00'], 'session_ids': ['18854d15ec7491-0a4681aabd6a84-26031a51-1fa400-18854d15ec814a5'], 'total_duration': 284.0, 'total_sessions': 1, 'mean_week_duration': 284.0}, '10067': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:27:54.121000+00:00'], 'session_ids': ['188583e860ddf7-066370f4156a99-69384f73-100200-188583e860ea57'], 'total_duration': 659.0, 'total_sessions': 1, 'mean_week_duration': 659.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}
```
Thought: I need to acquire information about users total_durations.
Action:
```
'function_call': {'name': 'get_users_attributes', 'arguments': {'attributes': ['total_durations']}}
```
Observation:
```
{
'8874': {'total_duration': 1675.0},
'9309': {'total_duration': 612.0},
'9553': {'total_duration': 1886.0},
'9556': {'total_duration': 1179.0},
'9903': {'total_duration': 3069.0},
'9951': {'total_duration': 284.0},
'10067': {'total_duration': 659.0},
'10300': {'total_duration': 1272.0},
'10312': {'total_duration': 82.0},
'10331': {'total_duration': 172.0}
}
```
Thought: I need to sort the data in descending order of total duration.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': {'sort_descending': 'True','attribute': 'total_duration'}}
```
Observation:
```
{
'9903': {'total_duration': 3069.0},
'9553': {'total_duration': 1886.0},
'8874': {'total_duration': 1675.0},
'10300': {'total_duration': 1272.0},
'9556': {'total_duration': 1179.0},
'10067': {'total_duration': 659.0},
'9309': {'total_duration': 612.0},
'10331': {'total_duration': 172.0},
'9951': {'total_duration': 284.0},
'10312': {'total_duration': 82.0},
}
```
Thought: I need to obtain users with the highest total duration rate.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 'BASE_QUANTITY', 'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}
```
Observation:
```
[
{'9903': {'total_duration': 3069.0}},
{'9553': {'total_duration': 1886.0}},
{'8874': {'total_duration': 1675.0}}
]
```
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: Give me the information about a random user

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '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}, '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}}
```
Thought: I need to select 1 random user
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': -1, 'random_selection': 'True' }
```
Observation:
```
{'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}}
```
Thought: I need to retain the most necessary information about user 10910
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'10910': {'city_name': 'Boardman','total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}}
```
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: What can you tell me about user 11718?

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '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}, '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}}
```
Thought: I need to obtain the information only about specific user 11718
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'key': ['=']}, 'values': {'key': [11718]}}
```
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 retain the most necessary information about user 11718
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': {}}
```


[User] Question: What can you tell me about users with ids 11718, 10908, 10899?

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '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}, '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}}
```
Thought: I need to obtain information only about users with ids 11718, 10908, 10899.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'key': ['=','=','=']}, 'values': {'key': [11718, 10908, 10899]}}}
```
Observation:
```
{'10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '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}, '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 most necessary information about users with ids 11718, 10908, 10899.
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'10899': {'city_name': 'Boardman', 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '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 live in the city Columbus

[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}, '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}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '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}, '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}}
```
Thought: I need to obtain the information only about specific users whose city_name is Columbus.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': {'operations': {'city_name': ['=']}, 'values': {'city_name': ['Columbus']}}}
```
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}, '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}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}
```
Thought: I need to retain 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}, '11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11770': {'city_name': 'Columbus','total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}
```
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 are not living in the city Columbus

[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}, '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}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '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}, '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}}
```
Thought: I need to obtain the information only about users whose city_name is not Columbus.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['!=']}, 'values': {'city_name': ['Columbus']}}}
```
Observation:
```
{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'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}, '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}}
```
Thought: I need to retain 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:
```
{'11755': {'city_name': 'Philadelphia', 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'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}, '10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'city_name': 'Boardman', 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'city_name': 'Boardman', 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '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}}
```
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 are not living in the cities Columbus and Boardman

[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}, '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}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '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}, '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}}
```
Thought: I need to obtain the information only about users whose city_name is neither Columbus nor Boardman.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['!=','!=']}, 'values': {'city_name': ['Columbus','Boardman']}}}
```
Observation:
```
{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'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 most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'11755': {'city_name': 'Philadelphia','total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '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 are living in the cities Philadelphia and New York

[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}, '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}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '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}, '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}}
```
Thought: I need to obtain information only about users whose city_name is either Philadelphia or New York
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['=','=']}, 'values': {'city_name': ['Philadelphia','New York']}}}
```
Observation:
```
{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'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 most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'11755': {'city_name': 'Philadelphia','total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'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 have more than 2 sessions.

[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 about users who's total_sessions is more than 2.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['>']}, 'values': {'total_sessions': [2]}}}
```
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}, '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 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}, '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 users who have less sessions than 2.

[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 total_sessions is less than 2.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['<']}, 'values': {'total_sessions': [2]}}}
```
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},'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 retain 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}, '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 have exactly 3 sessions

[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 have exactly 3 total_sessions.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['=']}, 'values': {'total_sessions': [3]}}}
```
Observation:
```
{'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}}
```
Thought: I need to retain 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:
```
{'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}
```
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 have around 4 sessions

[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 around 4 total_sessions.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['~']}, 'values': {'total_sessions': [4]}}}
```
Observation:
```
{'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}, '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 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:
```
{'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '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 users who have spent more than 5000 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's total_duration is more than 5000.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [5000]}}}
```
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},'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 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:
```
{'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '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 users who have spent less than 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 whose total_durations are less than 1000.
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}, '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 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}, '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 have spent exactly 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 get the information about users whose total_duration is exactly 1000.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [1000]}}}
```
Observation:
```
```
Thought: I did not found any users meeting this criteria, ready to inform the user about it.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```