[User] Question: Tell me about users whose total amount of time of using the app is the highest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration in descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'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}}]
```
Thought: I need to take the first values of sorted in descending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12872': {'city_name': 'Miramar','total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'13022': {'city_name': 'Boardman','total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'city_name': 'Boardman','total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users whose total amount of time of using the app is the lowest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration in ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'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 take first values of sorted acending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 'BASE_QUANTITY', 'keep_fraction': 'BASE_FRACTION', 'random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12542': {'city_name': 'Boardman','total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}}, {'13394': {'city_name': 'Menlo Park', 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'13371': {'city_name': 'Menlo Park', 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}]
```
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 the top 5 users whose total amount of time of using the app is the highest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'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}}]
```
Thought: I need to keep first 5 values of sorted in descending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 5,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}]
```
Thought: I need to keep the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12872': {'city_name': 'Miramar', 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'13022': 'city_name': 'Boardman', 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': 'city_name': 'Boardman', 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': 'city_name': 'Boardman', 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13002':  'city_name': 'Boardman', 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}]
```
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 the top 2 users whose total amount of time of using the app is the lowest?

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'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 take the first 2 values of sorted acending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 2,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12542': {'city_name': 'Boardman','total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}}, {'13394': {'city_name': 'Menlo Park', 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}]
```
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 the user whose total amount of time of using the app is the highest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration in descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'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}}]
```
Thought: I need to keep the first value of sorted in descending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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 user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12872': {'city_name': 'Miramar', 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'13022': 'city_name': 'Boardman', 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user whose total amount of time using the app is the lowest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'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}, '12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}, '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}, '12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}, '12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}, '13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}, '13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0},'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}, '13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}
```
Thought: I need to sort users by total_duration in ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}, {'13371': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 01:23:27.587000+00:00'], 'session_ids': ['18923a5aa6e1171-0c03e976fe07fc-13462c6c-1fa400-18923a5aa72165'], 'total_duration': 108.0, 'total_sessions': 1, 'mean_week_duration': 108.0}}, {'12881': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:33:49.302000+00:00'], 'session_ids': ['18907ca08252cc-0d6bcc7ef69f47-13462c6c-1fa400-18907ca0826efe'], 'total_duration': 179.0, 'total_sessions': 1, 'mean_week_duration': 179.0}}, {'12830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'session_ids': ['18903fe597d766-09c6550e9c99a6-13462c6c-1fa400-18903fe597eeb4'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}}, {'12857': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-28 22:00:39.269000+00:00'], 'session_ids': ['1890405d3d279c-04244e975a5633-13462c6c-1fa400-1890405d3d3fc1'], 'total_duration': 198.0, 'total_sessions': 1, 'mean_week_duration': 198.0}}, {'13002': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 17:49:49.020000+00:00'], 'session_ids': ['1890d6ce6677bb-0d80b2ee3d5b83-13462c6c-1fa400-1890d6ce668df3'], 'total_duration': 391.0, 'total_sessions': 1, 'mean_week_duration': 391.0}}, {'12900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 15:42:33.854000+00:00'], 'session_ids': ['18907d209282c1-0d7a46773307aa-13462c6c-1fa400-18907d20929ddd'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'12966': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-29 20:50:05.096000+00:00'], 'session_ids': ['18908eb951492b-0b7fd28702fb99-13462c6c-1fa400-18908eb9515e2f'], 'total_duration': 394.0, 'total_sessions': 1, 'mean_week_duration': 394.0}}, {'13022': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-30 18:12:04.479000+00:00'], 'session_ids': ['1890d8146ec821-0c37f2ef0bb8a8-13462c6c-1fa400-1890d8146ed99c'], 'total_duration': 403.0, 'total_sessions': 1, 'mean_week_duration': 403.0}}, {'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 take first value of sorted acending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'13394': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 04:51:59.040000+00:00'], 'session_ids': ['18924649408ecc-090ca3b18ef55b-13462c6c-1fa400-1892464940c1bd4'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}]
```
Thought: I need to remain the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12542': {'city_name': 'Boardman','total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}}, {'13394': {'city_name': 'Menlo Park', 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}}]
```
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 whose total amount of sessions is the lowest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '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}, '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}, '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},'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '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}, '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 sort users by total_sessions in ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}
```
Observation:
```
[{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'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}}, {'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}}, {'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to take the first 4 values of sorted acending by total_sessions array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'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}}, {'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 users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10374': {'city_name': 'Shoreline', 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}}, {'10300': {'city_name': 'Palo Alto', '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 whose total amount of sessions is the highest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '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}, '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}, '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},'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '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}, '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 sort users by total_sessions in descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}
```
Observation:
```
[{'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'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}}, {'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 keep the first 4 values of sorted in descending by total_sessions array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'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}}]
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12872': {'city_name': 'Miramar','total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'9309': {'city_name': 'Seattle','total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'10300': {'city_name': 'Palo Alto', '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 whose total amount of sessions is the lowest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '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}, '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}, '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},'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '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}, '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 sort users by total_sessions in ascending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}
```
Observation:
```
[{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'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}}, {'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}}, {'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to take the first values of sorted acending by total_sessions array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'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}}]
```
Thought: I need to keep the most necessary information about user
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10374': {'city_name': 'Shoreline', 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users whose total amount of sessions is the highest

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '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}, '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}, '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},'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '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}, '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 sort users by total_sessions in descending.
Action:
```
'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}
```
Observation:
```
[{'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'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}}, {'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 retrieve the first values of sorted descending by total_duration array.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}
```
Observation:
```
[{'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}}, {'9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I need to keep the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
[{'12872': {'city_name': 'Miramar','total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'9309': {'city_name': 'Seattle','total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}}, {'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```