[User] Question: Tell me about users who live in city Columbus, sorted by mean week duration in ascending.

[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 get the information only about specific users who are living in the city 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 sort users by mean_week_duration in ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}
```
Observation:
```
[{'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}}, {'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}},{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}]
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'11770': {'city_name': 'Columbus', 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}, {'11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}},{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who do not live in city Columbus, sorted by mean week duration desc.

[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 who do not live in the city 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 sort users by mean_week_duration in descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}
```
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}}, {'10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}}, {'11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}}, {'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}}, {'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}}, {'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}}, {'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}}]
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'11755': {'city_name': 'Philadelphia', 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}}, {'10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}}, {'11127': {'city_name': 'Boardman','total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}}, {'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}}, {'11689': {'city_name': 'Boardman', 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}}, {'11102': { 'city_name': 'Boardman','total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}}, {'10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 4 users who used the app since 15.06.2023 up to 01.07.2023.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and retain all users who used the app after 2023-06-15 and who used the app before 2023-07-01.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-07-01']}}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}
```
Thought: I need to keep only 4 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}
```
Thought: I need to retain 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','datetimes']}}}
```
Observation:
```
{'6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { '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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}
```
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 2 users who used the app from 25.06.2023 to the present.

[Assistant]
Thought: I need to know current date and time
Action:
```
'function_call': {'name': 'get_cur_date_time', 'arguments': {}}
```
Observation:
```
'2023-09-11 18:27:54.000000+00:00'
```
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and retain all users who used the app after 2023-06-25 and who used the app before 2023-09-11.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-25','2023-09-11']}}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}
```
Thought: I need to keep only 2 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 2, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
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}, '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}}
```
Thought: I need to remain 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','datetimes']}}}
```
Observation:
```
{'6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { '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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 4 users who used the app up to 25.06.2023.

[Assistant]
Thought: I need to obtain information about all users..
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and remain all users who used the app before 2023-06-25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-06-25']}}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to remain only 4 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'10300': {'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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': { 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10829': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
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 used the app from 15.06.2023 up to 25.06.2023.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and retail all users who used the app after 2023-06-15 and who used the app before 2023-06-25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-07-01']}}}
```
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}, '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}}
```
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','datetimes']}}}
```
Observation:
```
{'6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { '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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}
```
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 used the app from 15.06.2023 up to now.

[Assistant]
Thought: I need to know current date and time
Action:
```
'function_call': {'name': 'get_cur_date_time', 'arguments': {}}
```
Observation:
```
'2023-09-11 18:27:54.000000+00:00'
```
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and retain all users who used the app after 2023-06-15 and who used the app before 2023-09-11.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-09-11']}}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { '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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}
```
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 used the app up to 25.07.2023.

[Assistant]
Thought: I need to obtain information about all users..
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to filter the data and retain all users who used the app before 2023-07-25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-07-25']}}}
```
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}, '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}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': { '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'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': { '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'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': { 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'],'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}
```
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 3 users who didn't used the app from 10.06.2023 up to 30.06.2023.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '11961': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:44:54.347000+00:00'], 'session_ids': ['188e058c1de87e-0fa0780d898d23-13462c6c-1fa400-188e058c1dfe72'], 'total_duration': 205.0, 'total_sessions': 1, 'mean_week_duration': 205.0}, '11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '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}}
```
Thought: I need to filter the data and retain all users who used the app before 2023-06-10 and who used the app after 2023-06-30.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=','>=']}, 'values': {'datetimes': ['2023-06-10','2023-06-30']}}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0},'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}}
```
Thought: I need to keep only 3 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 3, 'keep_fraction': BASE_FRACTION,'random_selection': 'True'}}
```
Observation:
```
{'13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}
```
Thought: I need to 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','datetimes']}}}
```
Observation:
```
{'13770': {'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10640': {'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6632': {'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 7 users who didn't use the app since 03.07.2023 up to now.

[Assistant]
Thought: I need to know current date and time
Action:
```
'function_call': {'name': 'get_cur_date_time', 'arguments': {}}
```
Observation:
```
'2023-09-11 18:27:54.000000+00:00'
```
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '11961': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:44:54.347000+00:00'], 'session_ids': ['188e058c1de87e-0fa0780d898d23-13462c6c-1fa400-188e058c1dfe72'], 'total_duration': 205.0, 'total_sessions': 1, 'mean_week_duration': 205.0}, '11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '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}}
```
Thought: I need to filter the data and remain all users who used the app before 2023-07-03.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-07-03']}}}
```
Observation:
```
{'11961': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:44:54.347000+00:00'], 'session_ids': ['188e058c1de87e-0fa0780d898d23-13462c6c-1fa400-188e058c1dfe72'], 'total_duration': 205.0, 'total_sessions': 1, 'mean_week_duration': 205.0}, '11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '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}}
```
Thought: I need to remain only 7 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 7, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '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}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'11971': {'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10640': {'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'],'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'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'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'],'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```