conversations
list
[ { "from": "human", "value": "Question: Show me the information about 4 users." }, { "from": "gpt", "value": "Thought: I need to obtain the information about all users\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0}, '9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '9553': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-16 21:38:51.790000+00:00'], 'session_ids': ['188c6259348e46-04776ae335f4c1-7e565479-1fa400-188c625934972e'], 'total_duration': 1886.0, 'total_sessions': 1, 'mean_week_duration': 1886.0}, '9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0}, '9951': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-25 21:29:48.422000+00:00'], 'session_ids': ['18854d15ec7491-0a4681aabd6a84-26031a51-1fa400-18854d15ec814a5'], 'total_duration': 284.0, 'total_sessions': 1, 'mean_week_duration': 284.0}, '10067': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:27:54.121000+00:00'], 'session_ids': ['188583e860ddf7-066370f4156a99-69384f73-100200-188583e860ea57'], 'total_duration': 659.0, 'total_sessions': 1, 'mean_week_duration': 659.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}\n```\nThought: I need to select only 4 users and remove the rest of the data.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction':-1,'random_selection': 'True'}}\n```\nObservation:\n```\n{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0},'9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0},'10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}\n```\nThought: I need to keep the most important information and clear the data\nAction:\n```\n'function_call': {'name': 'get_users_attributes', 'arguments': {'attributes': ['city_name','total_durations','total_sessions','mean_week_duration']}}\n```\nObservation:\n```\n{\n'8874': {'city_name': 'Highland', 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0},\n'9556': {'city_name': 'Chicago', 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0},\n'9903': {'city_name': 'Highland', 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0},\n'10331': {'city_name': 'Mineral Wells', 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}\n}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Who are the power users?" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'8874': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-12 15:17:04.531000+00:00'], 'session_ids': ['188b02e85491c59-035eaec8866a9d-26031d51-c0000-188b02e854a20c2'], 'total_duration': 1675.0, 'total_sessions': 1, 'mean_week_duration': 1675.0}, '9309': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-24 20:29:24.029000+00:00', '2023-05-25 22:04:16.820000+00:00', '2023-05-30 22:02:47.895000+00:00', '2023-05-31 20:31:53.851000+00:00', '2023-06-01 22:08:05.219000+00:00'], 'session_ids': ['18854f0efa7b2e-07743a4ba8be0c-7b515474-16e360-18854f0efa8709', '1886eaf60de635-06817a25b73167-7b515474-16e360-1886eaf60df88d', '188738284714f9-01a305d082cbe7-7b515473-16e360-188738284728db', '1887900f054116f-0699ebfe980f2f-7b515473-16e360-1887900f055ce8', '1884f73b6b9b81-0af933402a373-7b515474-16e360-1884f73b6ba751'], 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}, '9553': {'keyflows': {}, 'city_name': 'Tacoma', 'datetimes': ['2023-06-16 21:38:51.790000+00:00'], 'session_ids': ['188c6259348e46-04776ae335f4c1-7e565479-1fa400-188c625934972e'], 'total_duration': 1886.0, 'total_sessions': 1, 'mean_week_duration': 1886.0}, '9556': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:28:10.059000+00:00'], 'session_ids': ['188583ec6a26f-0660b69fc16c4-69384f73-100200-188583ec6a3875'], 'total_duration': 1179.0, 'total_sessions': 1, 'mean_week_duration': 1179.0}, '9903': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:08:33.917000+00:00'], 'session_ids': ['1887d14fb138c4-0aa9743426f2fc-26031a51-c0000-1887d14fb143b1'], 'total_duration': 3069.0, 'total_sessions': 1, 'mean_week_duration': 3069.0}, '9951': {'keyflows': {}, 'city_name': 'Seattle', 'datetimes': ['2023-05-25 21:29:48.422000+00:00'], 'session_ids': ['18854d15ec7491-0a4681aabd6a84-26031a51-1fa400-18854d15ec814a5'], 'total_duration': 284.0, 'total_sessions': 1, 'mean_week_duration': 284.0}, '10067': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:27:54.121000+00:00'], 'session_ids': ['188583e860ddf7-066370f4156a99-69384f73-100200-188583e860ea57'], 'total_duration': 659.0, 'total_sessions': 1, 'mean_week_duration': 659.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10312': {'keyflows': {}, 'city_name': 'Boise', 'datetimes': ['2023-05-28 14:12:09.810000+00:00'], 'session_ids': ['18862b3be359ca-0954c5cc18f4e3-7b515474-100200-18862b3be36d00'], 'total_duration': 82.0, 'total_sessions': 1, 'mean_week_duration': 82.0}, '10331': {'keyflows': {}, 'city_name': 'Mineral Wells', 'datetimes': ['2023-05-24 14:51:59.006000+00:00'], 'session_ids': ['1884e3ec8ec6e5-03989d931b7e14-69384f73-100200-1884e3ec8eddf2'], 'total_duration': 172.0, 'total_sessions': 1, 'mean_week_duration': 172.0}}\n```\nThought: I need to acquire information about users total_durations.\nAction:\n```\n'function_call': {'name': 'get_users_attributes', 'arguments': {'attributes': ['total_durations']}}\n```\nObservation:\n```\n{\n'8874': {'total_duration': 1675.0},\n'9309': {'total_duration': 612.0},\n'9553': {'total_duration': 1886.0},\n'9556': {'total_duration': 1179.0},\n'9903': {'total_duration': 3069.0},\n'9951': {'total_duration': 284.0},\n'10067': {'total_duration': 659.0},\n'10300': {'total_duration': 1272.0},\n'10312': {'total_duration': 82.0},\n'10331': {'total_duration': 172.0}\n}\n```\nThought: I need to sort the data in descending order of total duration.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': {'sort_descending': 'True','attribute': 'total_duration'}}\n```\nObservation:\n```\n{\n'9903': {'total_duration': 3069.0},\n'9553': {'total_duration': 1886.0},\n'8874': {'total_duration': 1675.0},\n'10300': {'total_duration': 1272.0},\n'9556': {'total_duration': 1179.0},\n'10067': {'total_duration': 659.0},\n'9309': {'total_duration': 612.0},\n'10331': {'total_duration': 172.0},\n'9951': {'total_duration': 284.0},\n'10312': {'total_duration': 82.0},\n}\n```\nThought: I need to obtain users with the highest total duration rate.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 'BASE_QUANTITY', 'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}\n```\nObservation:\n```\n[\n{'9903': {'total_duration': 3069.0}},\n{'9553': {'total_duration': 1886.0}},\n{'8874': {'total_duration': 1675.0}}\n]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Give me the information about a random user" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to select 1 random user\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': -1, 'random_selection': 'True' }\n```\nObservation:\n```\n{'10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}}\n```\nThought: I need to retain the most necessary information about user 10910\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'10910': {'city_name': 'Boardman','total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: What can you tell me about user 11718?" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about specific user 11718\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'key': ['=']}, 'values': {'key': [11718]}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about user 11718\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: What can you tell me about users with ids 11718, 10908, 10899?" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'10845': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 13:12:52.477000+00:00'], 'session_ids': ['188ba0999aa1-07b65bff4a7cbc-13462c6c-1fa400-188ba0999abbb9'], 'total_duration': 18.0, 'total_sessions': 1, 'mean_week_duration': 18.0}, '10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10900': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:57:48.069000+00:00'], 'session_ids': ['188bc21215d625-0cf9120071678a-5e51606e-1fa400-188bc21215ee7e'], 'total_duration': 193.0, 'total_sessions': 1, 'mean_week_duration': 193.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain information only about users with ids 11718, 10908, 10899.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'key': ['=','=','=']}, 'values': {'key': [11718, 10908, 10899]}}}\n```\nObservation:\n```\n{'10899': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 22:49:00.897000+00:00'], 'session_ids': ['188bc191274bc4-03ec50e4a523e-13462c6c-1fa400-188bc191275f8a'], 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the most necessary information about users with ids 11718, 10908, 10899.\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'10899': {'city_name': 'Boardman', 'total_duration': 358.0, 'total_sessions': 1, 'mean_week_duration': 358.0}, '10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who live in the city Columbus" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about specific users whose city_name is Columbus.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': {'operations': {'city_name': ['=']}, 'values': {'city_name': ['Columbus']}}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11753': {'city_name': 'Columbus','total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11770': {'city_name': 'Columbus','total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who are not living in the city Columbus" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users whose city_name is not Columbus.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['!=']}, 'values': {'city_name': ['Columbus']}}}\n```\nObservation:\n```\n{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11755': {'city_name': 'Philadelphia', 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'city_name': 'Boardman', 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'city_name': 'Boardman', 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'city_name': 'Boardman', 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'city_name': 'Boardman''total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'city_name': 'New York''total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who are not living in the cities Columbus and Boardman" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users whose city_name is neither Columbus nor Boardman.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['!=','!=']}, 'values': {'city_name': ['Columbus','Boardman']}}}\n```\nObservation:\n```\n{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11755': {'city_name': 'Philadelphia','total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who are living in the cities Philadelphia and New York" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain information only about users whose city_name is either Philadelphia or New York\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['=','=']}, 'values': {'city_name': ['Philadelphia','New York']}}}\n```\nObservation:\n```\n{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11755': {'city_name': 'Philadelphia','total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have more than 2 sessions." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the information about users who's total_sessions is more than 2.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['>']}, 'values': {'total_sessions': [2]}}}\n```\nObservation:\n```\n{'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have less sessions than 2." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users who's total_sessions is less than 2.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['<']}, 'values': {'total_sessions': [2]}}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have exactly 3 sessions" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users who have exactly 3 total_sessions.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['=']}, 'values': {'total_sessions': [3]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have around 4 sessions" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the information only about users who have around 4 total_sessions.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_sessions': ['~']}, 'values': {'total_sessions': [4]}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have spent more than 5000 in the app." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the information only about users who's total_duration is more than 5000.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [5000]}}}\n```\nObservation:\n```\n{'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125},'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I need to keep the most necessary information about these users.\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes' : ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have spent less than 1000 in the app." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the information only about users whose total_durations are less than 1000.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration: ['<']}, 'values': {'total_duration': [1000]}}}\n```\nObservation:\n```\n{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to keep the most necessary information about these users.\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have spent exactly 1000 in the app." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to get the information about users whose total_duration is exactly 1000.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [1000]}}}\n```\nObservation:\n```\n```\nThought: I did not found any users meeting this criteria, ready to inform the user about it.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who have spent around 1000 in the app." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to retain the information only about users who have spent around 1000 in the app.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [1000]}}}\n```\nObservation:\n```\n{'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}\n```\nThought: I need to keep the most necessary information about these users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose average weekly session is longer than 700" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}\n```\nThought: I need to retain the information only about users whose mean_week_duration is longer than 700.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['>']}, 'values': {'mean_week_duration': [700]}}}\n```\nObservation:\n```\n{'10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0},'11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0},'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}\n```\nThought: I need to keep the most necessary information about these users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11127': {'city_name': 'Boardman', 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who's average weekly session is less than 700" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}\n```\nThought: I need to retain the information only about users who's mean_week_duration is less than 700.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['<']}, 'values': {'mean_week_duration': [700]}}}\n```\nObservation:\n```\n{'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 18:01:50.237000+00:00'], 'session_ids': ['188df1eab82e9-01c3e42a8cba96-13462c6c-1fa400-188df1eab83eff'], 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'city_name': 'Boardman', 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '11102': {'city_name': 'Boardman', 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11689': {'city_name': 'Boardman', 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}, '11733': {'city_name': 'Boardman', 'total_duration': 331.0, 'total_sessions': 1, 'mean_week_duration': 331.0}, '11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who's average weekly session is 1647" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users who's mean_week_duration is 1647.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_durations': ['=']}, 'values': {'mean_week_duration': [1647]}}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose average week session is approximately 700" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about users who's mean_week_duration is about 700.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'mean_week_duration': ['~']}, 'values': {'mean_week_duration': [700]}}}\n```\nObservation:\n```\n{'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'city_name': 'Chicago', 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who, on average, spend the most time in a week using the app." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration in descending order.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]\n```\nThought: I need to take first values of sorted descending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'8284': {'city_name': 'Kent','total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'city_name': 'Houston','total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who on average spend the least time in a week using the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I need to retrieve some first values of sorted ascending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 5 users who on average spend the most time in a week using the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration in descending order.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]\n```\nThought: I need to retrieve the first 5 values of sorted descending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5,'keep_fraction': -1,'random_selection': 'False'}}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'city_name': 'Houston', 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'city_name': 'Highland','total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users who on average spend the least time in a week using the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I need to retrieve the first 4 values of sorted ascending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION', 'random_selection': 'False'}}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11718': {'city_name': 'New York','total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'city_name': 'Boardman','total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'city_name': 'Chicago','total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'city_name': 'Chicago','total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who on average spend the most time in a week using the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]\n```\nThought: I need to take the first value of sorted descending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': -1,'random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who on average spend the least time in a week using the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I need to take the first value of sorted ascending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11718': {'city_name': 'New York','total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose total amount of time of using the app is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first values of sorted in descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose total amount of time of using the app is the lowest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take first values of sorted acending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 'BASE_QUANTITY', 'keep_fraction': 'BASE_FRACTION', 'random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the top 5 users whose total amount of time of using the app is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep first 5 values of sorted in descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 5,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the top 2 users whose total amount of time of using the app is the lowest?" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 2 values of sorted acending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 2,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the user whose total amount of time of using the app is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the first value of sorted in descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user whose total amount of time using the app is the lowest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take first value of sorted acending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users whose total amount of sessions is the lowest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 4 values of sorted acending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}]]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users whose total amount of sessions is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the first 4 values of sorted in descending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose total amount of sessions is the lowest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first values of sorted acending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users whose total amount of sessions is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to retrieve the first values of sorted descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 'BASE_QUANTITY','keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user whose total amount of sessions is the lowest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to retrieve the first value of sorted acending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user whose total amount of sessions is the highest" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to retrieve the first value of sorted in descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 1,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to keep the most necessary information about this user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'12872': {'city_name': 'Miramar','total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users whose total amount of sessions is the lowest, sort the result by city name in ascending order." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 4 values of sorted in acending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to sort the data by city_name in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'city_name'}\n```\nObservation:\n```\n[{'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}}, {'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}}, {'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}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'6632': {'city_name': 'Chicago', 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'10300': {'city_name': 'Palo Alto', 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}, {'10374': {'city_name': 'Shoreline','total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the top 4 users whose total amount of sessions is the highest, sort the result by city name in descending." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to sort users by total_sessions in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 4 values of sorted descending by total_sessions array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to sort users by city_name in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'city_name'}\n```\nObservation:\n```\n[{'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}},{'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}}, {'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}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'9309': {'city_name': 'Seattle', 'total_duration': 612.0, 'total_sessions': 5, 'mean_week_duration': 122.4}},{'10300': {'city_name': 'Palo Alto', 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}, {'12872': {'city_name': 'Miramar', 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}, {'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the top 5 users who on average spend the most time in week using the app, sorted by amount of sessions in ascending." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}]\n```\nThought: I need to take the first 5 values of sorted in descending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 5,'keep_fraction': -1,'random_selection': 'False'}}\n```\nObservation:\n```\n[{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}]\n```\nThought: I need to sort users by total_sessions in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}},{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}},{'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'6354': {'city_name': 'Highland', 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}},{'6009': {'city_name': 'Bellingham', 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}},{'8284': {'city_name': 'Kent', 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}, {'5999': {'city_name': 'Houston','total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about the top 4 users who on average spend the least time in a week, sorted by amount of sessions in descending" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0},'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}, {'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}}, {'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}}, {'5999': {'keyflows': {'Logout Flow': 1, 'Logout Flow.': 1, 'Sign In Flow': 1, 'Reports to Settings Logout Flow.': 1, 'First Move Chess Navigation Flow.': 1, 'First Move Chess Student Reports Flow': 1}, 'city_name': 'Houston', 'datetimes': ['2023-05-24 23:05:26.746000+00:00', '2023-05-26 00:57:37.582000+00:00', '2023-05-28 20:54:00.184000+00:00', '2023-05-28 22:02:43.843000+00:00', '2023-06-06 19:06:06.139000+00:00', '2023-06-06 20:55:45.476000+00:00', '2023-06-15 02:32:45.788000+00:00', '2023-06-27 01:18:00.577000+00:00'], 'session_ids': ['188fa6dc691cbb-0762066dd4aecc-1b525634-13c680-188fa6dc692345d', '188927c378f1729-050a21012c91b8-1c525634-13c680-188927c37901005', '188bce5ecda7d2-0df8c284d0874b-1b525634-13c680-188bce5ecdbad6', '188558fa3bd2322-03db0e9a3e6c2-1c525634-13c680-188558fa3be2815', '1886423acef1e54-00cc30edf3cd28-1c525634-13c680-1886423acf03b9f', '1886462984dadf-0f647f74618ff1-1c525634-13c680-1886462984e3082', '188921a1fc62999-054ef012d872d5-1c525634-13c680-188921a1fc73f70', '188500293166b0-0104359692d177-1c525634-13c680-188500293171e9d'], 'total_duration': 10769.0, 'total_sessions': 8, 'mean_week_duration': 1346.125}}, {'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}, {'8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}}]\n```\nThought: I need to retrieve the first 4 values of sorted in ascending by mean_week_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 4,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]\n```\nThought: I need to sort users by total_sessions in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11718': {'city_name': 'New York','total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'10902': {'city_name': 'Boardman','total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'6632': {'city_name': 'Chicago','total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}, {'6644': {'city_name': 'Chicago','total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 5 users whosСѓ total amount of time of using the app is the highest, sort them by amount of sessions in asc." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 5 values of sorted descending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 5,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to sort users by total_sessions in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}},{'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}}]\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}},{'12872': {'city_name': 'Miramar','total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 2 users whose total amount of time of using the app is the lowest, sort them by amount of sessions desc." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to sort users by total_duration in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'total_duration'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to take the first 2 values of sorted acending by total_duration array.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': {'keep_quantity': 2,'keep_fraction': 'BASE_FRACTION','random_selection': 'False'}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to sort users by total_sessions in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'total_sessions'}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'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}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who live in city Columbus, sorted by mean week duration in ascending." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to get the information only about specific users who are living in the city Columbus.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['=']}, 'values': {'city_name': ['Columbus']}}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}\n```\nThought: I need to sort users by mean_week_duration in ascending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'False', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}, {'11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}},{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11770': {'city_name': 'Columbus', 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}, {'11754': {'city_name': 'Columbus', 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}},{'11753': {'city_name': 'Columbus', 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who do not live in city Columbus, sorted by mean week duration desc." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'11753': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:29:55.955000+00:00'], 'session_ids': ['188df3864f249f3-0a9e6ec8b55d19-1b525634-384000-188df3864f3487b'], 'total_duration': 1647.0, 'total_sessions': 1, 'mean_week_duration': 1647.0}, '11754': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:30:01.637000+00:00'], 'session_ids': ['188df387b4d2c7b-069fcc9dd47469-1b525634-121cf0-188df387b4e4e01'], 'total_duration': 224.0, 'total_sessions': 1, 'mean_week_duration': 224.0}, '11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}, '11770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Columbus', 'datetimes': ['2023-06-21 18:31:27.173000+00:00'], 'session_ids': ['188df39ca606d-05d15b4d8433e-26031a51-1fa400-188df39ca6127e6'], 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}, '10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to obtain the information only about specific users who do not live in the city Columbus.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'city_name': ['!=']}, 'values': {'city_name': ['Columbus']}}}\n```\nObservation:\n```\n{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0},'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}, '10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}, '10910': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:59:43.464000+00:00'], 'session_ids': ['188bc59cefd749-0a57bc73739e8e-13462c6c-1fa400-188bc59cefea07'], 'total_duration': 346.0, 'total_sessions': 1, 'mean_week_duration': 346.0}, '10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}, '11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}, '11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}, '11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}, '11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}\n```\nThought: I need to sort users by mean_week_duration in descending.\nAction:\n```\n'function_call': {'name': 'sort_data', 'arguments': { 'sort_descending': 'True', 'attribute': 'mean_week_duration'}\n```\nObservation:\n```\n[{'11755': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Philadelphia', 'datetimes': ['2023-06-21 18:30:26.605000+00:00'], 'session_ids': ['188df38ddab763-0283d13c3419ae-1c525634-16a7f0-188df38ddac496b'], 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}}, {'10933': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 07:57:50.475000+00:00'], 'session_ids': ['188be0f8d817eb-0e4ea1b7de4cd3-5e51606e-1fa400-188be0f8d8210c0'], 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}}, {'11127': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:09:00.486000+00:00'], 'session_ids': ['188bf9a4bfb9e0-08d7b985451621-5e51606e-1fa400-188bf9a4bfc111f'], 'total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}}, {'10902': {'keyflows': {'Logout Flow': 1, 'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:01:39.804000+00:00'], 'session_ids': ['188bc24a972b35-0659521f16749-5e51606e-1fa400-188bc24a973dbf'], 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'keyflows': {'Registration Flow': 1}, 'city_name': 'New York', 'datetimes': ['2023-06-21 16:57:40.788000+00:00'], 'session_ids': ['188dee3ecd457bf-000abbebea1f178-296e4a30-505c8-188dee3ecd55ed0'], 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'11689': {'keyflows': {}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 03:50:22.135000+00:00'], 'session_ids': ['188dc1321075cd-049330ab3fdfad-13462c6c-1fa400-188dc1321088b7'], 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}}, {'11102': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-15 15:02:48.002000+00:00'], 'session_ids': ['188bf94998b4aa-08d886d1f17705-13462c6c-1fa400-188bf94998e506'], 'total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}}, {'10908': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 23:52:03.603000+00:00'], 'session_ids': ['188bc52cb2576e-0ab2fa707fa926-13462c6c-1fa400-188bc52cb28215'], 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}]\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes':{['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n[{'11755': {'city_name': 'Philadelphia', 'total_duration': 13116.0, 'total_sessions': 1, 'mean_week_duration': 13116.0}}, {'10933': {'city_name': 'Boardman', 'total_duration': 846.0, 'total_sessions': 1, 'mean_week_duration': 846.0}}, {'11127': {'city_name': 'Boardman','total_duration': 737.0, 'total_sessions': 1, 'mean_week_duration': 737.0}}, {'10902': {'city_name': 'Boardman', 'total_duration': 619.0, 'total_sessions': 1, 'mean_week_duration': 619.0}}, {'11718': {'city_name': 'New York', 'total_duration': 300.0, 'total_sessions': 1, 'mean_week_duration': 300.0}}, {'11689': {'city_name': 'Boardman', 'total_duration': 268.0, 'total_sessions': 1, 'mean_week_duration': 268.0}}, {'11102': { 'city_name': 'Boardman','total_duration': 230.0, 'total_sessions': 1, 'mean_week_duration': 230.0}}, {'10908': {'city_name': 'Boardman', 'total_duration': 99.0, 'total_sessions': 1, 'mean_week_duration': 99.0}}]\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users who used the app since 15.06.2023 up to 01.07.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and retain all users who used the app after 2023-06-15 and who used the app before 2023-07-01.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-07-01']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}\n```\nThought: I need to keep only 4 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}\n```\nThought: I need to retain the most necessary information about these users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 2 users who used the app from 25.06.2023 to the present." }, { "from": "gpt", "value": "Thought: I need to know current date and time\nAction:\n```\n'function_call': {'name': 'get_cur_date_time', 'arguments': {}}\n```\nObservation:\n```\n'2023-09-11 18:27:54.000000+00:00'\n```\nThought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and retain all users who used the app after 2023-06-25 and who used the app before 2023-09-11.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-25','2023-09-11']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}\n```\nThought: I need to keep only 2 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 2, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}\n```\nThought: I need to remain the most necessary information about these users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 4 users who used the app up to 25.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users..\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and remain all users who used the app before 2023-06-25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-06-25']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to remain only 4 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 4, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'10300': {'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': { 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '10829': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who used the app from 15.06.2023 up to 25.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and retail all users who used the app after 2023-06-15 and who used the app before 2023-06-25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-07-01']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who used the app from 15.06.2023 up to now." }, { "from": "gpt", "value": "Thought: I need to know current date and time\nAction:\n```\n'function_call': {'name': 'get_cur_date_time', 'arguments': {}}\n```\nObservation:\n```\n'2023-09-11 18:27:54.000000+00:00'\n```\nThought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and retain all users who used the app after 2023-06-15 and who used the app before 2023-09-11.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=','<=']}, 'values': {'datetimes': ['2023-06-15','2023-09-11']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '10300': { 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who used the app up to 25.07.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users..\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to filter the data and retain all users who used the app before 2023-07-25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-07-25']}}}\n```\nObservation:\n```\n{'6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': {'keyflows': {}, 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'session_ids': ['1889c4fe3499a5-017845a20b4d9b-26031a51-d3860-1889c4fe34af1a', '188b0ffe7b8816-096ea8e40345e-26031a51-d3860-188b0ffe7b9c25', '188bb53f8e756-083783504928ec-26031a51-d3860-188bb53f8ea398', '1888d0fd7b4e84-0a5e2a65140292-26031a51-d3860-1888d0fd7b512f8', '1884f11aea254f-076942077987a5-26031a51-d3860-1884f11aea3549'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': {'keyflows': {}, 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'session_ids': ['188bfd480e97f2-047e585736f849-26031d51-144000-188bfd480eaab4', '18888b4f6a73df-0e32dcf383aaef-26031a51-144000-18888b4f6a83a9', '1888bc615f6d58-03fd4fce914934-26031a51-144000-1888bc615f7c8d'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': {'keyflows': {'Registration Flow': 1, 'Password Reset Flow.': 1, 'Forgot Password Flow.': 1, 'Forgot Password to Registration Flow.': 1}, 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'session_ids': ['18951366f672dd-05f61e94a8b3d4-17260a5a-100200-18951366f6842a', '1885fd8df97218-057f8a8fedf07e-17260a5a-100200-1885fd8df9859e'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'keyflows': {'Sign In Flow': 1, 'Registration Flow': 1}, 'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'session_ids': ['1890765d4969c9-0bf1bc4b0b1ccd8-412a2c3d-fa000-1890765d497d0e', '18908745b45d5e-09fd387cc57605-412a2c3d-fa000-18908745b46a4f', '189089c515561a-06ba3de1d2067d-412a2c3d-fa000-189089c5156816', '189401c6d5517b-052b6cb068846c8-412b2c3d-fa000-189401c6d56341', '1896454c39b3cb-0597ae3e59b03f-412b2c3d-fa000-1896454c39c820'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'session_ids': ['188b871416476a-0239a5d7c391a6-13462c6c-1fa400-188b8714165d9c'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'], 'session_ids': ['188b87abf47e66-081b5b8f54936f-13462c6c-1fa400-188b87abf48c70'], 'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'session_ids': ['188b8ad054ed8c-0c3047e773a7ad-13462c6c-1fa400-188b8ad054fe90'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '8284': { 'city_name': 'Kent', 'datetimes': ['2023-05-24 18:42:19.365000+00:00', '2023-06-05 19:36:45.994000+00:00', '2023-06-08 18:41:01.702000+00:00', '2023-06-12 19:05:42.213000+00:00', '2023-06-14 19:13:43.162000+00:00'], 'total_duration': 11183.0, 'total_sessions': 5, 'mean_week_duration': 2236.6}, '10300': { 'city_name': 'Palo Alto', 'datetimes': ['2023-06-04 23:19:00.419000+00:00', '2023-06-05 13:36:34.036000+00:00', '2023-06-15 16:12:35.331000+00:00'], 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}, '10374': { 'city_name': 'Shoreline', 'datetimes': ['2023-05-28 00:53:48.904000+00:00', '2023-07-13 21:44:29.968000+00:00'], 'total_duration': 309.0, 'total_sessions': 2, 'mean_week_duration': 154.5}, '12872': {'city_name': 'Miramar', 'datetimes': ['2023-06-29 13:44:22.458000+00:00', '2023-06-29 18:39:51.244000+00:00', '2023-06-29 19:23:29.987000+00:00', '2023-07-10 14:02:35.300000+00:00', '2023-07-17 14:50:26.694000+00:00'], 'total_duration': 10571.0, 'total_sessions': 5, 'mean_week_duration': 2114.2}, '10828': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:46:51.158000+00:00'], 'total_duration': 43.0, 'total_sessions': 1, 'mean_week_duration': 43.0}, '10829': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 05:57:13.304000+00:00'],'total_duration': 89.0, 'total_sessions': 1, 'mean_week_duration': 89.0}, '10830': {'city_name': 'Boardman', 'datetimes': ['2023-06-14 06:52:07.919000+00:00'], 'total_duration': 219.0, 'total_sessions': 1, 'mean_week_duration': 219.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 3 users who didn't used the app from 10.06.2023 up to 30.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to filter the data and retain all users who used the app before 2023-06-10 and who used the app after 2023-06-30.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=','>=']}, 'values': {'datetimes': ['2023-06-10','2023-06-30']}}}\n```\nObservation:\n```\n{'13604': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:34:10.103000+00:00'], 'session_ids': ['1892bd6ddd95c5-06396096f9609b-13462c6c-1fa400-1892bd6ddda8dd'], 'total_duration': 177.0, 'total_sessions': 1, 'mean_week_duration': 177.0}, '13611': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-06 15:42:15.403000+00:00'], 'session_ids': ['1892bde4519462-0b9475433d463f-13462c6c-1fa400-1892bde451aef6'], 'total_duration': 48.0, 'total_sessions': 1, 'mean_week_duration': 48.0}, '13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10580': {'keyflows': {}, 'city_name': 'Panama City', 'datetimes': ['2023-06-08 17:06:08.317000+00:00'], 'session_ids': ['1889bf8fba55df-0e5fb70024270b-17260a5a-100200-1889bf8fba660a'], 'total_duration': 77.0, 'total_sessions': 1, 'mean_week_duration': 77.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0},'6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}, '6644': {'keyflows': {}, 'city_name': 'Chicago', 'datetimes': ['2023-06-02 13:23:23.438000+00:00'], 'session_ids': ['1887c46e978c71-0ab3777b3eba34-69384f73-100200-1887c46e979b0a'], 'total_duration': 878.0, 'total_sessions': 1, 'mean_week_duration': 878.0}}\n```\nThought: I need to keep only 3 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 3, 'keep_fraction': BASE_FRACTION,'random_selection': 'True'}}\n```\nObservation:\n```\n{'13770': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'session_ids': ['1894d1d0b7a6ab-089bbe00877ea5-13462c6c-1fa400-1894d1d0b7b154'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}\n```\nThought: I need to keep the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'13770': {'city_name': 'Boardman', 'datetimes': ['2023-07-13 02:38:17.480000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10640': {'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6632': {'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 7 users who didn't use the app since 03.07.2023 up to now." }, { "from": "gpt", "value": "Thought: I need to know current date and time\nAction:\n```\n'function_call': {'name': 'get_cur_date_time', 'arguments': {}}\n```\nObservation:\n```\n'2023-09-11 18:27:54.000000+00:00'\n```\nThought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to filter the data and remain all users who used the app before 2023-07-03.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-07-03']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain only 7 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 7, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'11971': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'session_ids': ['188e05c48ec605-07d8d85fd6271d-13462c6c-1fa400-188e05c48edd60'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'keyflows': {'Sign In Flow': 1}, 'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'session_ids': ['188f3fb7f29376-06ce7cb085d0c5-13462c6c-1fa400-188f3fb7f2be33'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'keyflows': {'Registration Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'session_ids': ['1889b33f3743d2-07d4094db1ea67-26031a51-1fa400-1889b33f37579b'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10640': {'keyflows': {}, 'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'], 'session_ids': ['188a357cda2473-0b692744c81927-b457654-5768c-188a357cda36fa'], 'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'keyflows': {'Sign In Flow': 1, 'Add Student Flow.': 1, 'Student Edit Flow.': 1, 'Student Logout Flow.': 1, 'Student Sign-up Flow.': 1, 'First Move Chess Student Flow.': 1}, 'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'session_ids': ['188df2ebb60392-041b7ea32dec56-26031d51-1aeaa0-188df2ebb611467', '188e42e3088354-0fc5391456e9a2-26031d51-1aeaa0-188e42e308953e', '18907ee5dc1220-0fed3736e9ba13-26031d51-1aeaa0-18907ee5dc2138b'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'keyflows': {}, 'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'session_ids': ['1887d271b01510-01626fa9f05981-26031a51-c0000-1887d271b021304'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'keyflows': {'Logout Flow': 1}, 'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'], 'session_ids': ['18858466201821-0ad289a9bf9b13-69384f73-13b8c4-18858466202b79'], 'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'11971': {'city_name': 'Boardman', 'datetimes': ['2023-06-21 23:48:45.437000+00:00'], 'total_duration': 80.0, 'total_sessions': 1, 'mean_week_duration': 80.0}, '12542': {'city_name': 'Boardman', 'datetimes': ['2023-06-25 19:15:26.074000+00:00'], 'total_duration': 47.0, 'total_sessions': 1, 'mean_week_duration': 47.0}, '10576': {'city_name': 'Chicago', 'datetimes': ['2023-06-08 13:30:53.962000+00:00'], 'total_duration': 123.0, 'total_sessions': 1, 'mean_week_duration': 123.0}, '10640': {'city_name': 'Kirkland', 'datetimes': ['2023-06-10 03:27:01.292000+00:00'],'total_duration': 3.0, 'total_sessions': 1, 'mean_week_duration': 3.0}, '6009': {'city_name': 'Bellingham', 'datetimes': ['2023-06-21 18:21:52.759000+00:00', '2023-06-22 17:39:23.966000+00:00', '2023-06-29 16:16:02.247000+00:00'], 'total_duration': 2829.0, 'total_sessions': 3, 'mean_week_duration': 943.0}, '6354': {'city_name': 'Highland', 'datetimes': ['2023-06-02 17:28:21.691000+00:00'], 'total_duration': 899.0, 'total_sessions': 1, 'mean_week_duration': 899.0}, '6632': {'city_name': 'Chicago', 'datetimes': ['2023-05-26 13:36:29.436000+00:00'],'total_duration': 653.0, 'total_sessions': 1, 'mean_week_duration': 653.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 5 users who didn't use the app up to 25.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to filter the data and remain all users who used the app after 2023-06-25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=']}, 'values': {'datetimes': ['2023-06-25']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain only 5 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who didn't used the app since 03.06.2023 up to 16.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: 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.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=','>=']}, \"values\": {'datetimes': ['2023-06-04','2023-06-14']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about users who didn't use the app since 08.06.2023 up to now." }, { "from": "gpt", "value": "Thought: I need to know current date and time\nAction:\n```\n'function_call': {'name': 'get_cur_date_time', 'arguments': {}}\n```\nObservation:\n```\n'2023-09-11 18:27:54.000000+00:00'\n```\nThought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to filter the data and remain all users who used the app before 2023-06-08.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['<=']}, 'values': {'datetimes': ['2023-06-07']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 5 users who haven't used the app up to 25.06.2023." }, { "from": "gpt", "value": "Thought: I need to obtain information about all users..\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to filter the data to retain all users who used the app after 2023-06-25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'datetimes': ['>=']}, 'values': {'datetimes': ['2023-06-25']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to keep only 5 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 5, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': {['city_name', 'total_duration', 'total_sessions', 'mean_week_duration','datetimes']}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 3 users who have spent more than 100 in the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to keep the information only about users whose total_duration is more than 100.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [100]}}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to keep only 3 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 3, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes' : ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 6 users who have spent less than 100 in the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to keep the information only about users whose total_durations is less than 100.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration: ['<']}, 'values': {'total_duration': [100]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain only 6 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 6, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 6 users who have spent exactly 1000 in the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to get the information about users whose total_duration is exactly 1000.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [1000]}}}\n```\nObservation:\n```\n```\nThought: 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.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about 6 users who have spent in the app around 1000" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{ '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}}\n```\nThought: I need to get the information only about users who have spent in the app around 1000.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [1000]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain only 6 users.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 6, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: 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.\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'10300': {'city_name': 'Palo Alto', 'total_duration': 1272.0, 'total_sessions': 3, 'mean_week_duration': 424.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who have spent in the app more than 220" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to keep the information only about user whose total_duration is more than 220.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['>']}, 'values': {'total_duration': [220]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to keep only 1 user.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes' : ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who have spent in the app less than 220" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to keep the information only about users whose total_durations is less than 220.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration: ['<']}, 'values': {'total_duration': [100]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain only 1 user.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to remain the most necessary information about users\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11951': { 'city_name': 'Boardman', 'total_duration': 206.0, 'total_sessions': 1, 'mean_week_duration': 206.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who have spent exactly 25 in the app" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to get the information about users whose total_duration is exactly 25.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['=']}, 'values': {'total_durations': [25]}}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to keep only 1 user.\nAction:\n```\n'function_call': {'name': 'cut_data', 'arguments': { 'keep_quantity': 1, 'keep_fraction': 'BASE_FRACTION','random_selection': 'True'}}\n```\nObservation:\n```\n{'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}}\n```\nThought: I need to retain the most necessary information about user\nAction:\n```\n'function_call': {'name': 'get_users_atributes', 'arguments': { 'attributes': ['city_name', 'total_duration', 'total_sessions', 'mean_week_duration']}}\n```\nObservation:\n```\n{'11770': {'city_name': 'Columbus', 'total_duration': 25.0, 'total_sessions': 1, 'mean_week_duration': 25.0}}\n```\nThought: I have finished the task and am ready to send the data to the user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]
[ { "from": "human", "value": "Question: Tell me about user who have spent in the app around 10000" }, { "from": "gpt", "value": "Thought: I need to obtain information about all users.\nAction:\n```\n'function_call': {'name': 'get_users_information', 'arguments': {}}\n```\nObservation:\n```\n'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}}\n```\nThought: I need to get the information only about users who have spent around 10000 in the app.\nAction:\n```\n'function_call': {'name': 'conditional_filtering', 'arguments': { 'operations': {'total_duration': ['~']}, 'values': {'total_duration': [10000]}}}\n```\nObservation:\n```\n```\nThought: I haven't found any users meeting this criteria, need to tell about that to user.\nAction:\n```\n'function_call': {'name': 'final_answer', 'arguments': {}}\n```" } ]