[User] Question: Tell me about 5 users who didn't use the app up to 25.06.2023.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '11961': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:44:54.347000+00:00'], 'session_ids': ['188e058c1de87e-0fa0780d898d23-13462c6c-1fa400-188e058c1dfe72'], 'total_duration': 205.0, 'total_sessions': 1, 'mean_week_duration': 205.0}, '11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}
```
Thought: I need to filter the data and remain all users who used the app after 2023-06-25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=']}, 'values': {'datetimes': ['2023-06-25']}}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}
```
Thought: I need to remain only 5 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'13604': {'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '12542': { 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who didn't used the app since 03.06.2023 up to 16.06.2023.

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '10642': {'keyflows': {'Forgot Password Flow.': 1}, 'city_name': 'Seattle', 'datetimes': ['2023-06-11 03:08:25.730000+00:00'], 'session_ids': ['188a86d22eb703-0970017b9f170a-18630337-c0000-188a86d22ec2ba0'], 'total_duration': 1071.0, 'total_sessions': 1, 'mean_week_duration': 1071.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0},'8628': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-04 14:47:13.459000+00:00'], 'session_ids': ['18886e075c41703-0eb97944d9d13d-7b515473-e1000-18886e075c51a88'], 'total_duration': 492.0, 'total_sessions': 1, 'mean_week_duration': 492.0}}
```
Thought: I need to filter the data and remain all users who used the app before 2023-06-03 and who used the app after 2023-06-16.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=','>=']}, "values": {'datetimes': ['2023-06-04','2023-06-14']}}}
```
Observation:
```
{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'11971': {'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '12830': {'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '13414': { 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about users who didn't use the app since 08.06.2023 up to now.

[Assistant]
Thought: I need to know current date and time
Action:
```
'function_call': {'name': 'get_cur_date_time', 'arguments': {}}
```
Observation:
```
'2023-09-11 18:27:54.000000+00:00'
```
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '10642': {'keyflows': {'Forgot Password Flow.': 1}, 'city_name': 'Seattle', 'datetimes': ['2023-06-11 03:08:25.730000+00:00'], 'session_ids': ['188a86d22eb703-0970017b9f170a-18630337-c0000-188a86d22ec2ba0'], 'total_duration': 1071.0, 'total_sessions': 1, 'mean_week_duration': 1071.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0},'8628': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-04 14:47:13.459000+00:00'], 'session_ids': ['18886e075c41703-0eb97944d9d13d-7b515473-e1000-18886e075c51a88'], 'total_duration': 492.0, 'total_sessions': 1, 'mean_week_duration': 492.0}}
```
Thought: I need to filter the data and remain all users who used the app before 2023-06-08.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-06-07']}}}
```
Observation:
```
{'10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0},'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}
```
Thought: I need to remain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'10576': {'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'],'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'],'total_sessions': 1, 'mean_week_duration': 77.0},'6354': {'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 5 users who haven't used the app up to 25.06.2023.

[Assistant]
Thought: I need to obtain information about all users..
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '10642': {'keyflows': {'Forgot Password Flow.': 1}, 'city_name': 'Seattle', 'datetimes': ['2023-06-11 03:08:25.730000+00:00'], 'session_ids': ['188a86d22eb703-0970017b9f170a-18630337-c0000-188a86d22ec2ba0'], 'total_duration': 1071.0, 'total_sessions': 1, 'mean_week_duration': 1071.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0},'8628': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-04 14:47:13.459000+00:00'], 'session_ids': ['18886e075c41703-0eb97944d9d13d-7b515473-e1000-18886e075c51a88'], 'total_duration': 492.0, 'total_sessions': 1, 'mean_week_duration': 492.0}}
```
Thought: I need to filter the data to retain all users who used the app after 2023-06-25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=']}, 'values': {'datetimes': ['2023-06-25']}}}
```
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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}}
```
Thought: I need to keep only 5 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
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}, '13414': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'], 'session_ids': ['189246c1acb296-0a6e1de649f529-13462c6c-1fa400-189246c1acc224'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'session_ids': ['189248101981844-0536d57a9e882a-13462c6c-1fa400-1892481019a1279'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'session_ids': ['1892bc44fcd28a-04ec8cb752923c-13462c6c-1fa400-1892bc44fceeb0'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}}
```
Thought: I need to retain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}
```
Observation:
```
{'12542': {'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '12830': {'city_name': 'Boardman', 'datetimes': ['2023-06-28 21:52:29.124000+00:00'], 'total_duration': 195.0, 'total_sessions': 1, 'mean_week_duration': 195.0}, '13414': {'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:00:12.348000+00:00'],'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13428': {'city_name': 'Menlo Park', 'datetimes': ['2023-07-05 05:23:02.208000+00:00'], 'total_duration': 105.0, 'total_sessions': 1, 'mean_week_duration': 105.0}, '13586': {'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:13:54.063000+00:00'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 3 users who have spent more than 100 in the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0},'10504': {'keyflows': {}, 'city_name': 'Davie', 'datetimes': ['2023-06-06 18:28:25.370000+00:00'], 'session_ids': ['18891f798d116a-00a2998ea705d3-26031d51-100200-18891f798d229d'], 'total_duration': 6.0, 'total_sessions': 1, 'mean_week_duration': 6.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0},'10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}}
```
Thought: I need to keep the information only about users whose total_duration is more than 100.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [100]}}}
```
Observation:
```
{ '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0},'10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0},'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}}
```
Thought: I need to keep only 3 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 3, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{ '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}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, 11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I need to retain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes' : ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{ '10300': {'city_name': 'Palo Alto','total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10900': {'city_name': 'Boardman',  'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, 11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 6 users who have spent less than 100 in the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0},'10504': {'keyflows': {}, 'city_name': 'Davie', 'datetimes': ['2023-06-06 18:28:25.370000+00:00'], 'session_ids': ['18891f798d116a-00a2998ea705d3-26031d51-100200-18891f798d229d'], 'total_duration': 6.0, 'total_sessions': 1, 'mean_week_duration': 6.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0},'10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}}
```
Thought: I need to keep the information only about users whose total_durations is less than 100.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration: ['<']}, 'values': {'total_duration': [100]}}}
```
Observation:
```
{'10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0},'10504': {'keyflows': {}, 'city_name': 'Davie', 'datetimes': ['2023-06-06 18:28:25.370000+00:00'], 'session_ids': ['18891f798d116a-00a2998ea705d3-26031d51-100200-18891f798d229d'], 'total_duration': 6.0, 'total_sessions': 1, 'mean_week_duration': 6.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0},'10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}
```
Thought: I need to remain only 6 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 6, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0},'10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}
```
Thought: I need to retain the most necessary information about users
Action:
```
'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}
```
Observation:
```
{'10312': {'city_name': 'Boise', 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10568': {'city_name': 'Chicago', 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': { 'city_name': 'Seattle', 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'city_name': 'Charlotte', 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'city_name': 'Boardman','total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0},'10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 6 users who have spent exactly 1000 in the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0},'10504': {'keyflows': {}, 'city_name': 'Davie', 'datetimes': ['2023-06-06 18:28:25.370000+00:00'], 'session_ids': ['18891f798d116a-00a2998ea705d3-26031d51-100200-18891f798d229d'], 'total_duration': 6.0, 'total_sessions': 1, 'mean_week_duration': 6.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0},'10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}}
```
Thought: I need to get the information about users whose total_duration is exactly 1000.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [1000]}}}
```
Observation:
```
```
Thought: I did not find any users, meeting this criteria, and I'm ready to inform the user about this. I have finished the task and am ready to send the response to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about 6 users who have spent in the app around 1000

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{ '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0},'10504': {'keyflows': {}, 'city_name': 'Davie', 'datetimes': ['2023-06-06 18:28:25.370000+00:00'], 'session_ids': ['18891f798d116a-00a2998ea705d3-26031d51-100200-18891f798d229d'], 'total_duration': 6.0, 'total_sessions': 1, 'mean_week_duration': 6.0}, '10568': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-07 18:23:01.222000+00:00'], 'session_ids': ['1889718f92f9fc-07cef99b5397dc-69384f73-100200-1889718f9301e3'], 'total_duration': 0.0, 'total_sessions': 1, 'mean_week_duration': 0.0}, '10571': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-06-08 03:16:39.102000+00:00'], 'session_ids': ['18899019673e61-06637e30fa29868-18630337-c0000-188990196742c8b'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10728': {'keyflows': {}, 'city_name': 'Charlotte', 'datetimes': ['2023-06-12 21:45:58.235000+00:00'], 'session_ids': ['188b192a1032c3-020e828cf25cdc-69394f73-100200-188b192a104a52'], 'total_duration': 5.0, 'total_sessions': 1, 'mean_week_duration': 5.0}, '10826': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:32:42.868000+00:00'], 'session_ids': ['188b8644fc64-0d7a5d941383e1-13462c6c-1fa400-188b8644fc71438'], 'total_duration': 95.0, 'total_sessions': 1, 'mean_week_duration': 95.0}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0},'10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}}
```
Thought: I need to get the information only about users who have spent in the app around 1000.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [1000]}}}
```
Observation:
```
{'10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}
```
Thought: I need to remain only 6 users.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 6, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}
```
Thought: I found fewer than 6 users meeting this criteria, need to tell about that to user in the end. 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:
```
{'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 user who have spent in the app more than 220

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '11856': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 21:35:41.014000+00:00'], 'session_ids': ['188dfe273bea38-0f49f5cea67cfa-13462c6c-1fa400-188dfe273bf5a8'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}, '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}, '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 information only about user whose total_duration is more than 220.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [220]}}}
```
Observation:
```
{'11856': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 21:35:41.014000+00:00'], 'session_ids': ['188dfe273bea38-0f49f5cea67cfa-13462c6c-1fa400-188dfe273bf5a8'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '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 only 1 user.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'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}}
```
Thought: I need to retain 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:
```
{'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}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user who have spent in the app less than 220

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '11856': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 21:35:41.014000+00:00'], 'session_ids': ['188dfe273bea38-0f49f5cea67cfa-13462c6c-1fa400-188dfe273bf5a8'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}, '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}, '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 information only about users whose total_durations is less than 220.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration: ['<']}, 'values': {'total_duration': [100]}}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}, '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}}
```
Thought: I need to remain only 1 user.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}}
```
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:
```
{'11951': { 'city_name': 'Boardman', 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user who have spent exactly 25 in the app

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '11856': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 21:35:41.014000+00:00'], 'session_ids': ['188dfe273bea38-0f49f5cea67cfa-13462c6c-1fa400-188dfe273bf5a8'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}, '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}, '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 get the information about users whose total_duration is exactly 25.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [25]}}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}
```
Thought: I need to keep only 1 user.
Action:
```
'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}
```
Observation:
```
{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}
```
Thought: I need to retain 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:
```
{'11770': {'city_name': 'Columbus', 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}
```
Thought: I have finished the task and am ready to send the data to the user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```


[User] Question: Tell me about user who have spent in the app around 10000

[Assistant]
Thought: I need to obtain information about all users.
Action:
```
'function_call': {'name': 'get_users_information', 'arguments': {}}
```
Observation:
```
'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '11856': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 21:35:41.014000+00:00'], 'session_ids': ['188dfe273bea38-0f49f5cea67cfa-13462c6c-1fa400-188dfe273bf5a8'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11951': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:41:02.561000+00:00'], 'session_ids': ['188e05538db1a2-023ed1568653c1-13462c6c-1fa400-188e05538dce81'], 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}, '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}, '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 get the information only about users who have spent around 10000 in the app.
Action:
```
'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [10000]}}}
```
Observation:
```
```
Thought: I haven't found any users meeting this criteria, need to tell about that to user.
Action:
```
'function_call': {'name': 'final_answer', 'arguments': {}}
```