conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on users whose number of sessions is strictly bigger than 2 , and implement sorting by total sessoins count ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"90894\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-05 01:01:57.000000+00:00\", \"2022-11-14 00:14:46.000000+00:00\"], \"session_ids\": [\"9e7c8c2a-9c6d-413f-b044-124116af1e4c\", \"f0f00f7d-605d-4e21-ad1a-da6063f272a0\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 1.577}, \"50547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-13 10:43:06.000000+00:00\", \"2022-08-08 06:56:42.000000+00:00\", \"2019-02-25 15:32:36.000000+00:00\"], \"session_ids\": [\"80dd5dea-a2cd-42a5-b069-5c3eb2f708f5\", \"dc7f4016-d2dc-43e0-853e-b51aa640d989\", \"00a1e00c-e85e-4297-9255-1b3ee869fc66\"], \"total_duration\": 1052.0, \"total_sessions\": 3, \"mean_week_duration\": 5.844}, \"91101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-19 09:37:07.000000+00:00\", \"2021-04-19 20:17:54.000000+00:00\", \"2022-05-28 10:03:32.000000+00:00\", \"2022-12-27 09:44:27.000000+00:00\", \"2022-01-30 02:47:47.000000+00:00\", \"2023-02-01 08:33:26.000000+00:00\", \"2020-05-23 07:36:33.000000+00:00\", \"2022-03-22 21:15:18.000000+00:00\", \"2022-09-01 08:45:47.000000+00:00\"], \"session_ids\": [\"d00b2531-6735-4ec0-9f0a-9cdde442b214\", \"f12d788d-b0cb-4a42-ac07-ee8046715b32\", \"1742e792-2755-475e-b86d-000f303c42d6\", \"31ce70b7-c6f8-4392-9eda-cffdbc88da1b\", \"e001110c-7e48-49ef-97b3-8051f3d9fa77\", \"a6a105cb-1357-4743-a5ee-7b4a43395d50\", \"8fe1c93d-72f8-4eeb-8dfa-13e56601a710\", \"ca9f9d9b-9771-456a-87f4-34586ee91d53\", \"b31271f1-8559-446e-8363-5438e0599804\"], \"total_duration\": 278.0, \"total_sessions\": 9, \"mean_week_duration\": 1.972}, \"49765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-16 22:29:46.000000+00:00\", \"2021-06-27 07:39:16.000000+00:00\", \"2020-12-19 08:53:42.000000+00:00\", \"2020-07-23 13:40:09.000000+00:00\"], \"session_ids\": [\"815d312f-fad0-461f-845f-77edc5f94dc5\", \"719a76d0-535d-401c-88c4-9a330189e015\", \"69b092fd-739d-4080-9c9c-275d627360d6\", \"fba9de65-21eb-486d-b9d1-c8dd67bbaf91\"], \"total_duration\": 2141.0, \"total_sessions\": 4, \"mean_week_duration\": 25.488}, \"80528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-12 06:25:46.000000+00:00\", \"2023-06-28 07:34:36.000000+00:00\", \"2019-12-11 17:51:51.000000+00:00\"], \"session_ids\": [\"4256157e-78be-47f3-9287-bd2a22b6b001\", \"c16564ec-b4ae-4236-b5b4-be28425eaff6\", \"bf71e3d3-ba26-4c8a-a399-b49a4df4472f\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.468}, \"31931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-06-14 22:44:19.000000+00:00\", \"2022-12-28 23:39:06.000000+00:00\"], \"session_ids\": [\"5b274f28-2f9f-4e36-aa57-ee5a252c4e01\", \"d1439ce1-d2aa-442e-a59a-9b1d9f07b057\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.314}, \"1908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-23 00:54:11.000000+00:00\", \"2019-05-28 17:15:32.000000+00:00\"], \"session_ids\": [\"c458d125-5f96-4266-bb95-ad41d7d368f8\", \"b98cb260-5ee6-45af-ac75-e65253b55f95\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.375}, \"88223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-11-28 10:12:19.000000+00:00\", \"2022-05-11 23:43:32.000000+00:00\", \"2019-08-15 03:15:46.000000+00:00\", \"2021-03-28 18:52:58.000000+00:00\", \"2019-02-19 09:59:40.000000+00:00\", \"2022-10-29 22:44:28.000000+00:00\"], \"session_ids\": [\"8e311f2f-979d-4ccb-be76-6ef2c2bc3330\", \"bd64493e-b859-4d31-977b-69228f53b778\", \"c498e7a9-541c-4cda-afb9-483b2755e103\", \"d989f67e-0495-4dec-b904-fb4dbbf5b90b\", \"167bf364-6d88-448d-a6c7-6e0b3c2520f1\", \"f4cfc7fc-4fe3-49c6-97e9-ed5716c98dc7\"], \"total_duration\": 126.0, \"total_sessions\": 6, \"mean_week_duration\": 0.653}, \"70884\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-06-13 13:30:12.000000+00:00\", \"2019-02-01 12:09:16.000000+00:00\"], \"session_ids\": [\"091c4659-53ea-4133-a4bf-6dd4561f244a\", \"e7a5cf97-59fc-4e5a-9836-e973f211ca57\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 10.158}, \"75816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-08 05:02:47.000000+00:00\", \"2022-05-14 12:17:18.000000+00:00\", \"2019-06-29 18:10:51.000000+00:00\", \"2022-04-17 15:31:44.000000+00:00\", \"2023-03-03 12:00:30.000000+00:00\"], \"session_ids\": [\"bbfe2b1e-4481-4ae6-954a-cf0216927174\", \"782a90fa-c6fe-4736-a4a2-6a1d1fe6d26b\", \"fa61650d-0161-440f-9451-9811263cfae5\", \"e95cdfb1-0e07-418e-bdb3-372337b319c3\", \"5940a3ad-7991-4c11-91ce-670c3037fd13\"], \"total_duration\": 113.0, \"total_sessions\": 5, \"mean_week_duration\": 0.589}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[2, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-13 10:43:06.000000+00:00\", \"2022-08-08 06:56:42.000000+00:00\", \"2019-02-25 15:32:36.000000+00:00\"], \"session_ids\": [\"80dd5dea-a2cd-42a5-b069-5c3eb2f708f5\", \"dc7f4016-d2dc-43e0-853e-b51aa640d989\", \"00a1e00c-e85e-4297-9255-1b3ee869fc66\"], \"total_duration\": 1052.0, \"total_sessions\": 3, \"mean_week_duration\": 5.844}, \"91101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-19 09:37:07.000000+00:00\", \"2021-04-19 20:17:54.000000+00:00\", \"2022-05-28 10:03:32.000000+00:00\", \"2022-12-27 09:44:27.000000+00:00\", \"2022-01-30 02:47:47.000000+00:00\", \"2023-02-01 08:33:26.000000+00:00\", \"2020-05-23 07:36:33.000000+00:00\", \"2022-03-22 21:15:18.000000+00:00\", \"2022-09-01 08:45:47.000000+00:00\"], \"session_ids\": [\"d00b2531-6735-4ec0-9f0a-9cdde442b214\", \"f12d788d-b0cb-4a42-ac07-ee8046715b32\", \"1742e792-2755-475e-b86d-000f303c42d6\", \"31ce70b7-c6f8-4392-9eda-cffdbc88da1b\", \"e001110c-7e48-49ef-97b3-8051f3d9fa77\", \"a6a105cb-1357-4743-a5ee-7b4a43395d50\", \"8fe1c93d-72f8-4eeb-8dfa-13e56601a710\", \"ca9f9d9b-9771-456a-87f4-34586ee91d53\", \"b31271f1-8559-446e-8363-5438e0599804\"], \"total_duration\": 278.0, \"total_sessions\": 9, \"mean_week_duration\": 1.972}, \"49765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-16 22:29:46.000000+00:00\", \"2021-06-27 07:39:16.000000+00:00\", \"2020-12-19 08:53:42.000000+00:00\", \"2020-07-23 13:40:09.000000+00:00\"], \"session_ids\": [\"815d312f-fad0-461f-845f-77edc5f94dc5\", \"719a76d0-535d-401c-88c4-9a330189e015\", \"69b092fd-739d-4080-9c9c-275d627360d6\", \"fba9de65-21eb-486d-b9d1-c8dd67bbaf91\"], \"total_duration\": 2141.0, \"total_sessions\": 4, \"mean_week_duration\": 25.488}, \"80528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-12 06:25:46.000000+00:00\", \"2023-06-28 07:34:36.000000+00:00\", \"2019-12-11 17:51:51.000000+00:00\"], \"session_ids\": [\"4256157e-78be-47f3-9287-bd2a22b6b001\", \"c16564ec-b4ae-4236-b5b4-be28425eaff6\", \"bf71e3d3-ba26-4c8a-a399-b49a4df4472f\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.468}, \"88223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-11-28 10:12:19.000000+00:00\", \"2022-05-11 23:43:32.000000+00:00\", \"2019-08-15 03:15:46.000000+00:00\", \"2021-03-28 18:52:58.000000+00:00\", \"2019-02-19 09:59:40.000000+00:00\", \"2022-10-29 22:44:28.000000+00:00\"], \"session_ids\": [\"8e311f2f-979d-4ccb-be76-6ef2c2bc3330\", \"bd64493e-b859-4d31-977b-69228f53b778\", \"c498e7a9-541c-4cda-afb9-483b2755e103\", \"d989f67e-0495-4dec-b904-fb4dbbf5b90b\", \"167bf364-6d88-448d-a6c7-6e0b3c2520f1\", \"f4cfc7fc-4fe3-49c6-97e9-ed5716c98dc7\"], \"total_duration\": 126.0, \"total_sessions\": 6, \"mean_week_duration\": 0.653}, \"75816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-08 05:02:47.000000+00:00\", \"2022-05-14 12:17:18.000000+00:00\", \"2019-06-29 18:10:51.000000+00:00\", \"2022-04-17 15:31:44.000000+00:00\", \"2023-03-03 12:00:30.000000+00:00\"], \"session_ids\": [\"bbfe2b1e-4481-4ae6-954a-cf0216927174\", \"782a90fa-c6fe-4736-a4a2-6a1d1fe6d26b\", \"fa61650d-0161-440f-9451-9811263cfae5\", \"e95cdfb1-0e07-418e-bdb3-372337b319c3\", \"5940a3ad-7991-4c11-91ce-670c3037fd13\"], \"total_duration\": 113.0, \"total_sessions\": 5, \"mean_week_duration\": 0.589}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-13 10:43:06.000000+00:00\", \"2022-08-08 06:56:42.000000+00:00\", \"2019-02-25 15:32:36.000000+00:00\"], \"session_ids\": [\"80dd5dea-a2cd-42a5-b069-5c3eb2f708f5\", \"dc7f4016-d2dc-43e0-853e-b51aa640d989\", \"00a1e00c-e85e-4297-9255-1b3ee869fc66\"], \"total_duration\": 1052.0, \"total_sessions\": 3, \"mean_week_duration\": 5.844}}, {\"80528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-12 06:25:46.000000+00:00\", \"2023-06-28 07:34:36.000000+00:00\", \"2019-12-11 17:51:51.000000+00:00\"], \"session_ids\": [\"4256157e-78be-47f3-9287-bd2a22b6b001\", \"c16564ec-b4ae-4236-b5b4-be28425eaff6\", \"bf71e3d3-ba26-4c8a-a399-b49a4df4472f\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.468}}, {\"49765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-16 22:29:46.000000+00:00\", \"2021-06-27 07:39:16.000000+00:00\", \"2020-12-19 08:53:42.000000+00:00\", \"2020-07-23 13:40:09.000000+00:00\"], \"session_ids\": [\"815d312f-fad0-461f-845f-77edc5f94dc5\", \"719a76d0-535d-401c-88c4-9a330189e015\", \"69b092fd-739d-4080-9c9c-275d627360d6\", \"fba9de65-21eb-486d-b9d1-c8dd67bbaf91\"], \"total_duration\": 2141.0, \"total_sessions\": 4, \"mean_week_duration\": 25.488}}, {\"75816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-08 05:02:47.000000+00:00\", \"2022-05-14 12:17:18.000000+00:00\", \"2019-06-29 18:10:51.000000+00:00\", \"2022-04-17 15:31:44.000000+00:00\", \"2023-03-03 12:00:30.000000+00:00\"], \"session_ids\": [\"bbfe2b1e-4481-4ae6-954a-cf0216927174\", \"782a90fa-c6fe-4736-a4a2-6a1d1fe6d26b\", \"fa61650d-0161-440f-9451-9811263cfae5\", \"e95cdfb1-0e07-418e-bdb3-372337b319c3\", \"5940a3ad-7991-4c11-91ce-670c3037fd13\"], \"total_duration\": 113.0, \"total_sessions\": 5, \"mean_week_duration\": 0.589}}, {\"88223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-11-28 10:12:19.000000+00:00\", \"2022-05-11 23:43:32.000000+00:00\", \"2019-08-15 03:15:46.000000+00:00\", \"2021-03-28 18:52:58.000000+00:00\", \"2019-02-19 09:59:40.000000+00:00\", \"2022-10-29 22:44:28.000000+00:00\"], \"session_ids\": [\"8e311f2f-979d-4ccb-be76-6ef2c2bc3330\", \"bd64493e-b859-4d31-977b-69228f53b778\", \"c498e7a9-541c-4cda-afb9-483b2755e103\", \"d989f67e-0495-4dec-b904-fb4dbbf5b90b\", \"167bf364-6d88-448d-a6c7-6e0b3c2520f1\", \"f4cfc7fc-4fe3-49c6-97e9-ed5716c98dc7\"], \"total_duration\": 126.0, \"total_sessions\": 6, \"mean_week_duration\": 0.653}}, {\"91101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-19 09:37:07.000000+00:00\", \"2021-04-19 20:17:54.000000+00:00\", \"2022-05-28 10:03:32.000000+00:00\", \"2022-12-27 09:44:27.000000+00:00\", \"2022-01-30 02:47:47.000000+00:00\", \"2023-02-01 08:33:26.000000+00:00\", \"2020-05-23 07:36:33.000000+00:00\", \"2022-03-22 21:15:18.000000+00:00\", \"2022-09-01 08:45:47.000000+00:00\"], \"session_ids\": [\"d00b2531-6735-4ec0-9f0a-9cdde442b214\", \"f12d788d-b0cb-4a42-ac07-ee8046715b32\", \"1742e792-2755-475e-b86d-000f303c42d6\", \"31ce70b7-c6f8-4392-9eda-cffdbc88da1b\", \"e001110c-7e48-49ef-97b3-8051f3d9fa77\", \"a6a105cb-1357-4743-a5ee-7b4a43395d50\", \"8fe1c93d-72f8-4eeb-8dfa-13e56601a710\", \"ca9f9d9b-9771-456a-87f4-34586ee91d53\", \"b31271f1-8559-446e-8363-5438e0599804\"], \"total_duration\": 278.0, \"total_sessions\": 9, \"mean_week_duration\": 1.972}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-13 10:43:06.000000+00:00\", \"2022-08-08 06:56:42.000000+00:00\", \"2019-02-25 15:32:36.000000+00:00\"], \"session_ids\": [\"80dd5dea-a2cd-42a5-b069-5c3eb2f708f5\", \"dc7f4016-d2dc-43e0-853e-b51aa640d989\", \"00a1e00c-e85e-4297-9255-1b3ee869fc66\"], \"total_duration\": 1052.0, \"total_sessions\": 3, \"mean_week_duration\": 5.844}}, {\"80528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-12 06:25:46.000000+00:00\", \"2023-06-28 07:34:36.000000+00:00\", \"2019-12-11 17:51:51.000000+00:00\"], \"session_ids\": [\"4256157e-78be-47f3-9287-bd2a22b6b001\", \"c16564ec-b4ae-4236-b5b4-be28425eaff6\", \"bf71e3d3-ba26-4c8a-a399-b49a4df4472f\"], \"total_duration\": 101.0, \"total_sessions\": 3, \"mean_week_duration\": 0.468}}, {\"49765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-16 22:29:46.000000+00:00\", \"2021-06-27 07:39:16.000000+00:00\", \"2020-12-19 08:53:42.000000+00:00\", \"2020-07-23 13:40:09.000000+00:00\"], \"session_ids\": [\"815d312f-fad0-461f-845f-77edc5f94dc5\", \"719a76d0-535d-401c-88c4-9a330189e015\", \"69b092fd-739d-4080-9c9c-275d627360d6\", \"fba9de65-21eb-486d-b9d1-c8dd67bbaf91\"], \"total_duration\": 2141.0, \"total_sessions\": 4, \"mean_week_duration\": 25.488}}, {\"75816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-08 05:02:47.000000+00:00\", \"2022-05-14 12:17:18.000000+00:00\", \"2019-06-29 18:10:51.000000+00:00\", \"2022-04-17 15:31:44.000000+00:00\", \"2023-03-03 12:00:30.000000+00:00\"], \"session_ids\": [\"bbfe2b1e-4481-4ae6-954a-cf0216927174\", \"782a90fa-c6fe-4736-a4a2-6a1d1fe6d26b\", \"fa61650d-0161-440f-9451-9811263cfae5\", \"e95cdfb1-0e07-418e-bdb3-372337b319c3\", \"5940a3ad-7991-4c11-91ce-670c3037fd13\"], \"total_duration\": 113.0, \"total_sessions\": 5, \"mean_week_duration\": 0.589}}, {\"88223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-11-28 10:12:19.000000+00:00\", \"2022-05-11 23:43:32.000000+00:00\", \"2019-08-15 03:15:46.000000+00:00\", \"2021-03-28 18:52:58.000000+00:00\", \"2019-02-19 09:59:40.000000+00:00\", \"2022-10-29 22:44:28.000000+00:00\"], \"session_ids\": [\"8e311f2f-979d-4ccb-be76-6ef2c2bc3330\", \"bd64493e-b859-4d31-977b-69228f53b778\", \"c498e7a9-541c-4cda-afb9-483b2755e103\", \"d989f67e-0495-4dec-b904-fb4dbbf5b90b\", \"167bf364-6d88-448d-a6c7-6e0b3c2520f1\", \"f4cfc7fc-4fe3-49c6-97e9-ed5716c98dc7\"], \"total_duration\": 126.0, \"total_sessions\": 6, \"mean_week_duration\": 0.653}}, {\"91101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-19 09:37:07.000000+00:00\", \"2021-04-19 20:17:54.000000+00:00\", \"2022-05-28 10:03:32.000000+00:00\", \"2022-12-27 09:44:27.000000+00:00\", \"2022-01-30 02:47:47.000000+00:00\", \"2023-02-01 08:33:26.000000+00:00\", \"2020-05-23 07:36:33.000000+00:00\", \"2022-03-22 21:15:18.000000+00:00\", \"2022-09-01 08:45:47.000000+00:00\"], \"session_ids\": [\"d00b2531-6735-4ec0-9f0a-9cdde442b214\", \"f12d788d-b0cb-4a42-ac07-ee8046715b32\", \"1742e792-2755-475e-b86d-000f303c42d6\", \"31ce70b7-c6f8-4392-9eda-cffdbc88da1b\", \"e001110c-7e48-49ef-97b3-8051f3d9fa77\", \"a6a105cb-1357-4743-a5ee-7b4a43395d50\", \"8fe1c93d-72f8-4eeb-8dfa-13e56601a710\", \"ca9f9d9b-9771-456a-87f4-34586ee91d53\", \"b31271f1-8559-446e-8363-5438e0599804\"], \"total_duration\": 278.0, \"total_sessions\": 9, \"mean_week_duration\": 1.972}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 3 users who are top users based on total sessions + perform sorting by total time using the app decliningly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"87716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-17 15:45:47.000000+00:00\", \"2023-04-23 14:31:48.000000+00:00\", \"2020-04-19 05:23:47.000000+00:00\"], \"session_ids\": [\"62a490c3-bdfd-404f-b590-9d3793a4f34f\", \"c558b4f8-535a-46ba-a010-4943e271d1ef\", \"62ce12d4-0f15-45f6-a72c-634ad3da4925\"], \"total_duration\": 1029.0, \"total_sessions\": 3, \"mean_week_duration\": 6.554}, \"70387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-02 03:04:46.000000+00:00\", \"2023-05-06 04:19:20.000000+00:00\", \"2021-12-14 03:34:19.000000+00:00\", \"2021-09-21 15:29:11.000000+00:00\"], \"session_ids\": [\"d53f1634-7cd8-4f99-9abe-de84584adfa2\", \"5d69a365-f2ce-4cc6-a6fd-944421b179da\", \"40210a6a-3740-4e42-a374-f4657d7fed30\", \"db343517-b598-4ec8-8d10-1c8a3ed037c8\"], \"total_duration\": 375.0, \"total_sessions\": 4, \"mean_week_duration\": 3.289}, \"73034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-01-21 03:14:57.000000+00:00\", \"2023-06-07 14:21:32.000000+00:00\", \"2021-05-06 01:07:29.000000+00:00\", \"2019-12-03 13:56:58.000000+00:00\", \"2019-07-08 16:17:44.000000+00:00\", \"2019-02-15 05:32:42.000000+00:00\", \"2020-05-05 11:52:38.000000+00:00\", \"2023-03-25 20:34:54.000000+00:00\"], \"session_ids\": [\"e6418a35-ef57-4900-9be9-a44b90dd9b27\", \"ecf6d2d7-1553-47ad-a61f-1382118806fd\", \"96725159-a2ab-4e48-81f1-b8ab28c5ae9c\", \"b1d623fb-c9b2-4ed6-a942-15782a3aeaa2\", \"08698b4e-7a42-4ae7-8787-0eb57aab2ec2\", \"71ee5b2c-35f4-40d9-af17-02618936ed3d\", \"8c19fdc2-36cc-411e-8716-033484aeaecb\", \"bd637864-b80a-490f-be15-fb64dee08313\"], \"total_duration\": 7920.0, \"total_sessions\": 8, \"mean_week_duration\": 35.2}, \"52263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-23 06:56:13.000000+00:00\", \"2022-07-25 12:27:04.000000+00:00\"], \"session_ids\": [\"667e6a72-7ca0-4e75-90fc-77ef51c73520\", \"d0cdc0aa-cf5c-4e04-ac5e-fc84fc1711f9\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 3.516}, \"59002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-08-07 17:19:09.000000+00:00\", \"2020-10-10 04:39:43.000000+00:00\", \"2022-01-29 19:48:25.000000+00:00\"], \"session_ids\": [\"41421540-e1d0-41cf-a144-73dfe0d3d795\", \"f586d336-8bd6-46c2-bdd1-02fc85d9e702\", \"31d9a001-6134-47e9-8bad-258e80e8ca1e\"], \"total_duration\": 1056.0, \"total_sessions\": 3, \"mean_week_duration\": 11.0}, \"91814\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-02 02:11:42.000000+00:00\", \"2020-11-11 12:14:02.000000+00:00\"], \"session_ids\": [\"671a767b-590a-447f-af76-ce0c6bd1b111\", \"66aade7a-7ad9-4214-aa69-3d14264d833d\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}, \"25480\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-28 06:12:55.000000+00:00\", \"2020-02-05 19:46:51.000000+00:00\"], \"session_ids\": [\"bc2c7072-2d8f-4d8d-938b-7c1d9b6fca90\", \"d4b4ea8a-4502-4431-ab36-e90c6ed17717\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 2.623}, \"37792\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-06 12:38:49.000000+00:00\", \"2020-09-07 22:58:04.000000+00:00\"], \"session_ids\": [\"114d4619-7c56-4926-860d-9776d444d531\", \"262618e1-4577-4e56-8711-ba7db830db33\"], \"total_duration\": 472.0, \"total_sessions\": 2, \"mean_week_duration\": 3.746}, \"78840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-12 16:20:23.000000+00:00\", \"2019-11-04 23:48:09.000000+00:00\"], \"session_ids\": [\"cb7aa110-91eb-4286-981a-b99e81c93268\", \"c47b31ed-5ae4-45c8-9613-f3687354c402\"], \"total_duration\": 489.0, \"total_sessions\": 2, \"mean_week_duration\": 4.445}, \"16412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 18:17:17.000000+00:00\", \"2022-11-20 22:16:20.000000+00:00\", \"2019-11-17 04:36:52.000000+00:00\", \"2021-12-12 11:47:23.000000+00:00\", \"2020-05-13 19:57:39.000000+00:00\", \"2022-04-17 02:58:13.000000+00:00\", \"2023-02-22 21:48:39.000000+00:00\", \"2020-07-15 15:25:13.000000+00:00\"], \"session_ids\": [\"96f151aa-9345-4ad4-81dc-26989592e3d2\", \"5a9b5cb0-21ac-4141-b5d8-ca7dc8228227\", \"d24899bd-8f29-491b-af24-f3820ab7a36a\", \"3efdfded-db36-4a44-91f1-0d84d794f4ea\", \"38ced86b-bc3f-424b-a15d-872f34c79986\", \"0692e140-e5a6-4651-9edb-6206455748b3\", \"f06d4d3e-4c5f-49d7-8dbe-fc9152b0394c\", \"61539ecb-8b19-4400-bcda-ecb2d9b31d6f\"], \"total_duration\": 6622.0, \"total_sessions\": 8, \"mean_week_duration\": 38.725}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 3 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-01-21 03:14:57.000000+00:00\", \"2023-06-07 14:21:32.000000+00:00\", \"2021-05-06 01:07:29.000000+00:00\", \"2019-12-03 13:56:58.000000+00:00\", \"2019-07-08 16:17:44.000000+00:00\", \"2019-02-15 05:32:42.000000+00:00\", \"2020-05-05 11:52:38.000000+00:00\", \"2023-03-25 20:34:54.000000+00:00\"], \"session_ids\": [\"e6418a35-ef57-4900-9be9-a44b90dd9b27\", \"ecf6d2d7-1553-47ad-a61f-1382118806fd\", \"96725159-a2ab-4e48-81f1-b8ab28c5ae9c\", \"b1d623fb-c9b2-4ed6-a942-15782a3aeaa2\", \"08698b4e-7a42-4ae7-8787-0eb57aab2ec2\", \"71ee5b2c-35f4-40d9-af17-02618936ed3d\", \"8c19fdc2-36cc-411e-8716-033484aeaecb\", \"bd637864-b80a-490f-be15-fb64dee08313\"], \"total_duration\": 7920.0, \"total_sessions\": 8, \"mean_week_duration\": 35.2}}, {\"16412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 18:17:17.000000+00:00\", \"2022-11-20 22:16:20.000000+00:00\", \"2019-11-17 04:36:52.000000+00:00\", \"2021-12-12 11:47:23.000000+00:00\", \"2020-05-13 19:57:39.000000+00:00\", \"2022-04-17 02:58:13.000000+00:00\", \"2023-02-22 21:48:39.000000+00:00\", \"2020-07-15 15:25:13.000000+00:00\"], \"session_ids\": [\"96f151aa-9345-4ad4-81dc-26989592e3d2\", \"5a9b5cb0-21ac-4141-b5d8-ca7dc8228227\", \"d24899bd-8f29-491b-af24-f3820ab7a36a\", \"3efdfded-db36-4a44-91f1-0d84d794f4ea\", \"38ced86b-bc3f-424b-a15d-872f34c79986\", \"0692e140-e5a6-4651-9edb-6206455748b3\", \"f06d4d3e-4c5f-49d7-8dbe-fc9152b0394c\", \"61539ecb-8b19-4400-bcda-ecb2d9b31d6f\"], \"total_duration\": 6622.0, \"total_sessions\": 8, \"mean_week_duration\": 38.725}}, {\"70387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-02 03:04:46.000000+00:00\", \"2023-05-06 04:19:20.000000+00:00\", \"2021-12-14 03:34:19.000000+00:00\", \"2021-09-21 15:29:11.000000+00:00\"], \"session_ids\": [\"d53f1634-7cd8-4f99-9abe-de84584adfa2\", \"5d69a365-f2ce-4cc6-a6fd-944421b179da\", \"40210a6a-3740-4e42-a374-f4657d7fed30\", \"db343517-b598-4ec8-8d10-1c8a3ed037c8\"], \"total_duration\": 375.0, \"total_sessions\": 4, \"mean_week_duration\": 3.289}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-01-21 03:14:57.000000+00:00\", \"2023-06-07 14:21:32.000000+00:00\", \"2021-05-06 01:07:29.000000+00:00\", \"2019-12-03 13:56:58.000000+00:00\", \"2019-07-08 16:17:44.000000+00:00\", \"2019-02-15 05:32:42.000000+00:00\", \"2020-05-05 11:52:38.000000+00:00\", \"2023-03-25 20:34:54.000000+00:00\"], \"session_ids\": [\"e6418a35-ef57-4900-9be9-a44b90dd9b27\", \"ecf6d2d7-1553-47ad-a61f-1382118806fd\", \"96725159-a2ab-4e48-81f1-b8ab28c5ae9c\", \"b1d623fb-c9b2-4ed6-a942-15782a3aeaa2\", \"08698b4e-7a42-4ae7-8787-0eb57aab2ec2\", \"71ee5b2c-35f4-40d9-af17-02618936ed3d\", \"8c19fdc2-36cc-411e-8716-033484aeaecb\", \"bd637864-b80a-490f-be15-fb64dee08313\"], \"total_duration\": 7920.0, \"total_sessions\": 8, \"mean_week_duration\": 35.2}}, {\"16412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 18:17:17.000000+00:00\", \"2022-11-20 22:16:20.000000+00:00\", \"2019-11-17 04:36:52.000000+00:00\", \"2021-12-12 11:47:23.000000+00:00\", \"2020-05-13 19:57:39.000000+00:00\", \"2022-04-17 02:58:13.000000+00:00\", \"2023-02-22 21:48:39.000000+00:00\", \"2020-07-15 15:25:13.000000+00:00\"], \"session_ids\": [\"96f151aa-9345-4ad4-81dc-26989592e3d2\", \"5a9b5cb0-21ac-4141-b5d8-ca7dc8228227\", \"d24899bd-8f29-491b-af24-f3820ab7a36a\", \"3efdfded-db36-4a44-91f1-0d84d794f4ea\", \"38ced86b-bc3f-424b-a15d-872f34c79986\", \"0692e140-e5a6-4651-9edb-6206455748b3\", \"f06d4d3e-4c5f-49d7-8dbe-fc9152b0394c\", \"61539ecb-8b19-4400-bcda-ecb2d9b31d6f\"], \"total_duration\": 6622.0, \"total_sessions\": 8, \"mean_week_duration\": 38.725}}, {\"70387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-02 03:04:46.000000+00:00\", \"2023-05-06 04:19:20.000000+00:00\", \"2021-12-14 03:34:19.000000+00:00\", \"2021-09-21 15:29:11.000000+00:00\"], \"session_ids\": [\"d53f1634-7cd8-4f99-9abe-de84584adfa2\", \"5d69a365-f2ce-4cc6-a6fd-944421b179da\", \"40210a6a-3740-4e42-a374-f4657d7fed30\", \"db343517-b598-4ec8-8d10-1c8a3ed037c8\"], \"total_duration\": 375.0, \"total_sessions\": 4, \"mean_week_duration\": 3.289}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-01-21 03:14:57.000000+00:00\", \"2023-06-07 14:21:32.000000+00:00\", \"2021-05-06 01:07:29.000000+00:00\", \"2019-12-03 13:56:58.000000+00:00\", \"2019-07-08 16:17:44.000000+00:00\", \"2019-02-15 05:32:42.000000+00:00\", \"2020-05-05 11:52:38.000000+00:00\", \"2023-03-25 20:34:54.000000+00:00\"], \"session_ids\": [\"e6418a35-ef57-4900-9be9-a44b90dd9b27\", \"ecf6d2d7-1553-47ad-a61f-1382118806fd\", \"96725159-a2ab-4e48-81f1-b8ab28c5ae9c\", \"b1d623fb-c9b2-4ed6-a942-15782a3aeaa2\", \"08698b4e-7a42-4ae7-8787-0eb57aab2ec2\", \"71ee5b2c-35f4-40d9-af17-02618936ed3d\", \"8c19fdc2-36cc-411e-8716-033484aeaecb\", \"bd637864-b80a-490f-be15-fb64dee08313\"], \"total_duration\": 7920.0, \"total_sessions\": 8, \"mean_week_duration\": 35.2}}, {\"16412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 18:17:17.000000+00:00\", \"2022-11-20 22:16:20.000000+00:00\", \"2019-11-17 04:36:52.000000+00:00\", \"2021-12-12 11:47:23.000000+00:00\", \"2020-05-13 19:57:39.000000+00:00\", \"2022-04-17 02:58:13.000000+00:00\", \"2023-02-22 21:48:39.000000+00:00\", \"2020-07-15 15:25:13.000000+00:00\"], \"session_ids\": [\"96f151aa-9345-4ad4-81dc-26989592e3d2\", \"5a9b5cb0-21ac-4141-b5d8-ca7dc8228227\", \"d24899bd-8f29-491b-af24-f3820ab7a36a\", \"3efdfded-db36-4a44-91f1-0d84d794f4ea\", \"38ced86b-bc3f-424b-a15d-872f34c79986\", \"0692e140-e5a6-4651-9edb-6206455748b3\", \"f06d4d3e-4c5f-49d7-8dbe-fc9152b0394c\", \"61539ecb-8b19-4400-bcda-ecb2d9b31d6f\"], \"total_duration\": 6622.0, \"total_sessions\": 8, \"mean_week_duration\": 38.725}}, {\"70387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-02 03:04:46.000000+00:00\", \"2023-05-06 04:19:20.000000+00:00\", \"2021-12-14 03:34:19.000000+00:00\", \"2021-09-21 15:29:11.000000+00:00\"], \"session_ids\": [\"d53f1634-7cd8-4f99-9abe-de84584adfa2\", \"5d69a365-f2ce-4cc6-a6fd-944421b179da\", \"40210a6a-3740-4e42-a374-f4657d7fed30\", \"db343517-b598-4ec8-8d10-1c8a3ed037c8\"], \"total_duration\": 375.0, \"total_sessions\": 4, \"mean_week_duration\": 3.289}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-01-21 03:14:57.000000+00:00\", \"2023-06-07 14:21:32.000000+00:00\", \"2021-05-06 01:07:29.000000+00:00\", \"2019-12-03 13:56:58.000000+00:00\", \"2019-07-08 16:17:44.000000+00:00\", \"2019-02-15 05:32:42.000000+00:00\", \"2020-05-05 11:52:38.000000+00:00\", \"2023-03-25 20:34:54.000000+00:00\"], \"session_ids\": [\"e6418a35-ef57-4900-9be9-a44b90dd9b27\", \"ecf6d2d7-1553-47ad-a61f-1382118806fd\", \"96725159-a2ab-4e48-81f1-b8ab28c5ae9c\", \"b1d623fb-c9b2-4ed6-a942-15782a3aeaa2\", \"08698b4e-7a42-4ae7-8787-0eb57aab2ec2\", \"71ee5b2c-35f4-40d9-af17-02618936ed3d\", \"8c19fdc2-36cc-411e-8716-033484aeaecb\", \"bd637864-b80a-490f-be15-fb64dee08313\"], \"total_duration\": 7920.0, \"total_sessions\": 8, \"mean_week_duration\": 35.2}}, {\"16412\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-13 18:17:17.000000+00:00\", \"2022-11-20 22:16:20.000000+00:00\", \"2019-11-17 04:36:52.000000+00:00\", \"2021-12-12 11:47:23.000000+00:00\", \"2020-05-13 19:57:39.000000+00:00\", \"2022-04-17 02:58:13.000000+00:00\", \"2023-02-22 21:48:39.000000+00:00\", \"2020-07-15 15:25:13.000000+00:00\"], \"session_ids\": [\"96f151aa-9345-4ad4-81dc-26989592e3d2\", \"5a9b5cb0-21ac-4141-b5d8-ca7dc8228227\", \"d24899bd-8f29-491b-af24-f3820ab7a36a\", \"3efdfded-db36-4a44-91f1-0d84d794f4ea\", \"38ced86b-bc3f-424b-a15d-872f34c79986\", \"0692e140-e5a6-4651-9edb-6206455748b3\", \"f06d4d3e-4c5f-49d7-8dbe-fc9152b0394c\", \"61539ecb-8b19-4400-bcda-ecb2d9b31d6f\"], \"total_duration\": 6622.0, \"total_sessions\": 8, \"mean_week_duration\": 38.725}}, {\"70387\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-02 03:04:46.000000+00:00\", \"2023-05-06 04:19:20.000000+00:00\", \"2021-12-14 03:34:19.000000+00:00\", \"2021-09-21 15:29:11.000000+00:00\"], \"session_ids\": [\"d53f1634-7cd8-4f99-9abe-de84584adfa2\", \"5d69a365-f2ce-4cc6-a6fd-944421b179da\", \"40210a6a-3740-4e42-a374-f4657d7fed30\", \"db343517-b598-4ec8-8d10-1c8a3ed037c8\"], \"total_duration\": 375.0, \"total_sessions\": 4, \"mean_week_duration\": 3.289}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 4 users whose total_sessions is exactly 4 plus perform sorting by sessions total descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59325\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-04-24 12:49:46.000000+00:00\", \"2022-12-10 13:29:24.000000+00:00\", \"2021-06-19 20:13:30.000000+00:00\", \"2022-03-25 07:47:33.000000+00:00\", \"2019-08-31 00:21:23.000000+00:00\", \"2021-05-03 11:03:58.000000+00:00\", \"2022-01-25 07:44:51.000000+00:00\"], \"session_ids\": [\"5fcfb372-372b-4d91-9998-3f85003c9dfb\", \"dde74008-6d6e-418e-ac8a-0a615183df71\", \"9d0354e3-617d-49e4-ada5-d9b6a722539c\", \"91f5da70-a2d9-4fdb-8e4b-dc36964e8132\", \"393b2855-9718-493b-9f27-fb3d35dc6b3b\", \"5d53726e-e772-4e7b-b81e-bcee76109461\", \"0ec848cf-c1df-44f9-af4b-7213ba0cd9f7\"], \"total_duration\": 7448.0, \"total_sessions\": 7, \"mean_week_duration\": 38.995}, \"53778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-16 19:05:48.000000+00:00\", \"2020-05-10 17:29:24.000000+00:00\"], \"session_ids\": [\"173d72b5-4c0a-4a79-84fc-31ebbf782033\", \"6e5f8a7a-12d2-40f4-bbb3-8c03eb64a2d7\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 1.918}, \"9072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-28 15:44:42.000000+00:00\", \"2021-12-11 17:19:59.000000+00:00\", \"2023-05-21 13:02:34.000000+00:00\", \"2022-09-28 21:09:11.000000+00:00\"], \"session_ids\": [\"007487b8-010f-42f3-95c1-fc32f56f74ee\", \"ece031a9-8137-4f72-af3d-bc9853b852f1\", \"13ed8102-d2c5-4a34-99b2-4999bc7a75f0\", \"204a1922-fc92-4a01-8171-17e4ebb57972\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 2.551}, \"35483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-10-30 02:21:47.000000+00:00\", \"2020-10-17 22:03:41.000000+00:00\"], \"session_ids\": [\"1332cf57-5e57-41e3-bcfa-2f656b39a448\", \"3a98e8b3-1369-41e5-a131-efe08d65eed4\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 3.019}, \"64569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-25 10:25:00.000000+00:00\", \"2019-12-18 16:20:54.000000+00:00\", \"2020-06-23 06:40:08.000000+00:00\", \"2019-11-25 08:14:18.000000+00:00\", \"2021-07-02 10:22:36.000000+00:00\", \"2020-05-05 06:33:05.000000+00:00\", \"2021-05-07 12:30:19.000000+00:00\", \"2021-02-24 05:28:41.000000+00:00\", \"2022-04-17 21:58:17.000000+00:00\"], \"session_ids\": [\"0d0f9e9e-e965-41e5-870f-913b20e62894\", \"d3791d0b-bc97-4fa1-9397-052fffed70fa\", \"74908e53-d3cb-46eb-bb11-c049bab9984d\", \"77901c30-f5e3-4445-98e1-0c03b77d54f1\", \"2b2a889b-2405-48dc-9ab5-791aa94231ed\", \"d55e58ea-e8bc-4a2f-8001-57d6d0166ece\", \"8df4df7e-ec72-47d4-995f-12e252550fad\", \"d7f056b7-ef5f-408b-97f7-bd653ef5267d\", \"d015a605-73d7-4edb-8e72-7709bc66d67e\"], \"total_duration\": 5151.0, \"total_sessions\": 9, \"mean_week_duration\": 27.545}, \"28101\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-26 06:03:09.000000+00:00\", \"2022-06-13 23:55:22.000000+00:00\", \"2022-06-22 16:28:56.000000+00:00\"], \"session_ids\": [\"a2f90429-dc23-4005-9741-dd9919697559\", \"6a72c845-ebd6-4587-9bdc-5da3571f059e\", \"f9e8a830-4e5a-48a2-9ab1-fc09350e5426\"], \"total_duration\": 86.0, \"total_sessions\": 3, \"mean_week_duration\": 1.792}, \"59061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-10 03:43:32.000000+00:00\", \"2022-07-05 04:30:33.000000+00:00\"], \"session_ids\": [\"9a24f89c-8823-433c-bf73-8296e809a9e2\", \"2ec88aeb-1542-44e9-b15e-adb592069391\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 5.362}, \"6860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-14 20:19:11.000000+00:00\", \"2019-12-20 20:26:24.000000+00:00\"], \"session_ids\": [\"5e951aba-462e-4dd4-a097-c389b2bf57c4\", \"1c449204-161a-4ca0-98c1-b0c437ed9931\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 5.061}, \"75884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-08 07:12:01.000000+00:00\", \"2021-06-05 12:21:12.000000+00:00\", \"2021-07-25 19:35:30.000000+00:00\", \"2020-06-07 05:19:21.000000+00:00\"], \"session_ids\": [\"592cbe1a-2c47-46a9-a1ad-70ddf547925c\", \"421c891a-2e6d-4fd1-8312-e993f18b5aa1\", \"636264f2-e3d7-46d9-b6dd-e1b69fbdab41\", \"58038566-23b5-4985-9172-ffa5fc7188bc\"], \"total_duration\": 1531.0, \"total_sessions\": 4, \"mean_week_duration\": 12.975}, \"90167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-24 13:55:15.000000+00:00\", \"2019-02-03 20:36:15.000000+00:00\", \"2022-12-12 03:48:06.000000+00:00\"], \"session_ids\": [\"511f00d4-4ab7-4cac-893d-0113b697fc43\", \"8e35aee5-dc71-45e6-a7ae-f809e2cce4ce\", \"697545a6-f661-408a-9aa1-e7d85bb41bd6\"], \"total_duration\": 899.0, \"total_sessions\": 3, \"mean_week_duration\": 4.473}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-28 15:44:42.000000+00:00\", \"2021-12-11 17:19:59.000000+00:00\", \"2023-05-21 13:02:34.000000+00:00\", \"2022-09-28 21:09:11.000000+00:00\"], \"session_ids\": [\"007487b8-010f-42f3-95c1-fc32f56f74ee\", \"ece031a9-8137-4f72-af3d-bc9853b852f1\", \"13ed8102-d2c5-4a34-99b2-4999bc7a75f0\", \"204a1922-fc92-4a01-8171-17e4ebb57972\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 2.551}, \"75884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-08 07:12:01.000000+00:00\", \"2021-06-05 12:21:12.000000+00:00\", \"2021-07-25 19:35:30.000000+00:00\", \"2020-06-07 05:19:21.000000+00:00\"], \"session_ids\": [\"592cbe1a-2c47-46a9-a1ad-70ddf547925c\", \"421c891a-2e6d-4fd1-8312-e993f18b5aa1\", \"636264f2-e3d7-46d9-b6dd-e1b69fbdab41\", \"58038566-23b5-4985-9172-ffa5fc7188bc\"], \"total_duration\": 1531.0, \"total_sessions\": 4, \"mean_week_duration\": 12.975}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-28 15:44:42.000000+00:00\", \"2021-12-11 17:19:59.000000+00:00\", \"2023-05-21 13:02:34.000000+00:00\", \"2022-09-28 21:09:11.000000+00:00\"], \"session_ids\": [\"007487b8-010f-42f3-95c1-fc32f56f74ee\", \"ece031a9-8137-4f72-af3d-bc9853b852f1\", \"13ed8102-d2c5-4a34-99b2-4999bc7a75f0\", \"204a1922-fc92-4a01-8171-17e4ebb57972\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 2.551}}, {\"75884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-08 07:12:01.000000+00:00\", \"2021-06-05 12:21:12.000000+00:00\", \"2021-07-25 19:35:30.000000+00:00\", \"2020-06-07 05:19:21.000000+00:00\"], \"session_ids\": [\"592cbe1a-2c47-46a9-a1ad-70ddf547925c\", \"421c891a-2e6d-4fd1-8312-e993f18b5aa1\", \"636264f2-e3d7-46d9-b6dd-e1b69fbdab41\", \"58038566-23b5-4985-9172-ffa5fc7188bc\"], \"total_duration\": 1531.0, \"total_sessions\": 4, \"mean_week_duration\": 12.975}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-28 15:44:42.000000+00:00\", \"2021-12-11 17:19:59.000000+00:00\", \"2023-05-21 13:02:34.000000+00:00\", \"2022-09-28 21:09:11.000000+00:00\"], \"session_ids\": [\"007487b8-010f-42f3-95c1-fc32f56f74ee\", \"ece031a9-8137-4f72-af3d-bc9853b852f1\", \"13ed8102-d2c5-4a34-99b2-4999bc7a75f0\", \"204a1922-fc92-4a01-8171-17e4ebb57972\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 2.551}}, {\"75884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-08 07:12:01.000000+00:00\", \"2021-06-05 12:21:12.000000+00:00\", \"2021-07-25 19:35:30.000000+00:00\", \"2020-06-07 05:19:21.000000+00:00\"], \"session_ids\": [\"592cbe1a-2c47-46a9-a1ad-70ddf547925c\", \"421c891a-2e6d-4fd1-8312-e993f18b5aa1\", \"636264f2-e3d7-46d9-b6dd-e1b69fbdab41\", \"58038566-23b5-4985-9172-ffa5fc7188bc\"], \"total_duration\": 1531.0, \"total_sessions\": 4, \"mean_week_duration\": 12.975}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-28 15:44:42.000000+00:00\", \"2021-12-11 17:19:59.000000+00:00\", \"2023-05-21 13:02:34.000000+00:00\", \"2022-09-28 21:09:11.000000+00:00\"], \"session_ids\": [\"007487b8-010f-42f3-95c1-fc32f56f74ee\", \"ece031a9-8137-4f72-af3d-bc9853b852f1\", \"13ed8102-d2c5-4a34-99b2-4999bc7a75f0\", \"204a1922-fc92-4a01-8171-17e4ebb57972\"], \"total_duration\": 352.0, \"total_sessions\": 4, \"mean_week_duration\": 2.551}}, {\"75884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-08 07:12:01.000000+00:00\", \"2021-06-05 12:21:12.000000+00:00\", \"2021-07-25 19:35:30.000000+00:00\", \"2020-06-07 05:19:21.000000+00:00\"], \"session_ids\": [\"592cbe1a-2c47-46a9-a1ad-70ddf547925c\", \"421c891a-2e6d-4fd1-8312-e993f18b5aa1\", \"636264f2-e3d7-46d9-b6dd-e1b69fbdab41\", \"58038566-23b5-4985-9172-ffa5fc7188bc\"], \"total_duration\": 1531.0, \"total_sessions\": 4, \"mean_week_duration\": 12.975}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user who has total duration amount less than 1061 ( not including) as well as perform sorting by median of duration of sessions per week form the lowest value to the highest value + display me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-17 22:23:54.000000+00:00\", \"2021-06-25 12:38:10.000000+00:00\", \"2023-06-19 00:12:42.000000+00:00\"], \"session_ids\": [\"bc7bf02f-1533-4348-8dd8-53faf38e1780\", \"5fe829b0-5b83-4452-8d05-ea85907a57f7\", \"a26a9802-ea02-4d4d-aefd-15313a5db2d9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}, \"18516\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-22 09:39:05.000000+00:00\", \"2022-12-16 06:55:25.000000+00:00\", \"2021-10-27 00:47:29.000000+00:00\", \"2023-05-29 16:45:48.000000+00:00\"], \"session_ids\": [\"83dffb9c-7ef2-42b7-88df-a801c6fc2bba\", \"26681a21-495a-4874-b053-557e3bf9a3d3\", \"93523a6b-9ee8-4d63-9329-6f3e30e24198\", \"225aadac-a275-4961-8719-0139b4b90177\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.79}, \"78413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-10 01:57:25.000000+00:00\", \"2019-02-25 06:50:39.000000+00:00\", \"2022-06-20 02:11:19.000000+00:00\", \"2021-06-18 09:55:14.000000+00:00\"], \"session_ids\": [\"b3869837-9633-4d94-83db-3cedd95c3445\", \"d1ea4068-55c9-4478-8616-2e096000d6b3\", \"c1ea07b5-2494-4cd1-937a-b37be197c260\", \"05be666e-6192-4af7-b5fe-188fb364547d\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}, \"9226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-24 14:28:42.000000+00:00\", \"2022-11-19 12:31:19.000000+00:00\", \"2022-06-09 08:04:48.000000+00:00\"], \"session_ids\": [\"5e8c6895-1060-4b97-86bb-89fbaae38308\", \"f5720108-374d-4967-a905-1777bb2b4d9e\", \"3b0cae3f-601e-483f-a11b-f4531390b5d8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}, \"68520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-02 09:53:12.000000+00:00\", \"2021-01-06 03:22:06.000000+00:00\", \"2019-08-21 06:58:23.000000+00:00\"], \"session_ids\": [\"c6cbda0a-6b7b-47a8-ae0a-caeb75ce4e11\", \"97c3b967-d83c-4b83-969b-abadc7fa2ff1\", \"9f7600a5-14e9-48d2-94d8-4a3e0987efc2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 5.292}, \"1228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-27 20:06:59.000000+00:00\", \"2021-12-28 01:39:54.000000+00:00\", \"2020-03-17 03:09:53.000000+00:00\"], \"session_ids\": [\"27f6d126-17ea-4ccd-8dcc-194d4d92432f\", \"c67b2449-be3e-4135-a148-886dc82a02ec\", \"165bbb84-c8cf-4fb9-9f83-fb05eeed9b00\"], \"total_duration\": 513.0, \"total_sessions\": 3, \"mean_week_duration\": 3.331}, \"39215\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-23 07:19:07.000000+00:00\", \"2020-06-19 23:54:47.000000+00:00\"], \"session_ids\": [\"e0a734d2-7342-42d5-a9c8-309bac2676ae\", \"c4ed262d-c0a9-4fd3-b56a-aca38d9ffaf9\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 5.265}, \"92132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-29 06:55:20.000000+00:00\", \"2021-09-08 20:10:57.000000+00:00\"], \"session_ids\": [\"ec182b63-c66e-4bf1-9c2e-84daf1db786f\", \"0bbcad9f-17ce-4568-8ab7-bcc3d7f6a244\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 3.083}, \"64094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-29 09:13:44.000000+00:00\", \"2019-03-25 05:58:27.000000+00:00\"], \"session_ids\": [\"014d6993-dc4c-4eed-9837-e891d8ae45fb\", \"cb570827-7027-49f2-85f2-b3ebdfc41e53\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}, \"17847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-04-17 03:27:21.000000+00:00\", \"2021-10-03 06:04:11.000000+00:00\", \"2022-01-22 10:40:07.000000+00:00\", \"2023-05-02 03:01:08.000000+00:00\", \"2019-08-13 14:38:07.000000+00:00\", \"2020-06-17 13:34:30.000000+00:00\", \"2021-05-07 21:51:29.000000+00:00\"], \"session_ids\": [\"746892e8-64e4-4a6a-afb7-f8c13b479eea\", \"207916fc-dc19-415f-85db-c14fe20b490b\", \"568caa9e-fafb-4b5b-963a-3b3ef0eea88a\", \"64687f2b-854d-4ccc-83f6-2522e9f363b9\", \"2da928ad-16f3-4c68-9aab-c121e7d09f5a\", \"dcc2a310-a286-4a54-a1be-3aca1d5203aa\", \"ca3273c1-3f1c-4ab0-a8af-ccace409ba25\"], \"total_duration\": 4112.0, \"total_sessions\": 7, \"mean_week_duration\": 21.196}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1061" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1061, 3786]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-17 22:23:54.000000+00:00\", \"2021-06-25 12:38:10.000000+00:00\", \"2023-06-19 00:12:42.000000+00:00\"], \"session_ids\": [\"bc7bf02f-1533-4348-8dd8-53faf38e1780\", \"5fe829b0-5b83-4452-8d05-ea85907a57f7\", \"a26a9802-ea02-4d4d-aefd-15313a5db2d9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}, \"18516\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-22 09:39:05.000000+00:00\", \"2022-12-16 06:55:25.000000+00:00\", \"2021-10-27 00:47:29.000000+00:00\", \"2023-05-29 16:45:48.000000+00:00\"], \"session_ids\": [\"83dffb9c-7ef2-42b7-88df-a801c6fc2bba\", \"26681a21-495a-4874-b053-557e3bf9a3d3\", \"93523a6b-9ee8-4d63-9329-6f3e30e24198\", \"225aadac-a275-4961-8719-0139b4b90177\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.79}, \"78413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-10 01:57:25.000000+00:00\", \"2019-02-25 06:50:39.000000+00:00\", \"2022-06-20 02:11:19.000000+00:00\", \"2021-06-18 09:55:14.000000+00:00\"], \"session_ids\": [\"b3869837-9633-4d94-83db-3cedd95c3445\", \"d1ea4068-55c9-4478-8616-2e096000d6b3\", \"c1ea07b5-2494-4cd1-937a-b37be197c260\", \"05be666e-6192-4af7-b5fe-188fb364547d\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}, \"9226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-24 14:28:42.000000+00:00\", \"2022-11-19 12:31:19.000000+00:00\", \"2022-06-09 08:04:48.000000+00:00\"], \"session_ids\": [\"5e8c6895-1060-4b97-86bb-89fbaae38308\", \"f5720108-374d-4967-a905-1777bb2b4d9e\", \"3b0cae3f-601e-483f-a11b-f4531390b5d8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}, \"68520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-02 09:53:12.000000+00:00\", \"2021-01-06 03:22:06.000000+00:00\", \"2019-08-21 06:58:23.000000+00:00\"], \"session_ids\": [\"c6cbda0a-6b7b-47a8-ae0a-caeb75ce4e11\", \"97c3b967-d83c-4b83-969b-abadc7fa2ff1\", \"9f7600a5-14e9-48d2-94d8-4a3e0987efc2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 5.292}, \"1228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-27 20:06:59.000000+00:00\", \"2021-12-28 01:39:54.000000+00:00\", \"2020-03-17 03:09:53.000000+00:00\"], \"session_ids\": [\"27f6d126-17ea-4ccd-8dcc-194d4d92432f\", \"c67b2449-be3e-4135-a148-886dc82a02ec\", \"165bbb84-c8cf-4fb9-9f83-fb05eeed9b00\"], \"total_duration\": 513.0, \"total_sessions\": 3, \"mean_week_duration\": 3.331}, \"39215\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-23 07:19:07.000000+00:00\", \"2020-06-19 23:54:47.000000+00:00\"], \"session_ids\": [\"e0a734d2-7342-42d5-a9c8-309bac2676ae\", \"c4ed262d-c0a9-4fd3-b56a-aca38d9ffaf9\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 5.265}, \"92132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-29 06:55:20.000000+00:00\", \"2021-09-08 20:10:57.000000+00:00\"], \"session_ids\": [\"ec182b63-c66e-4bf1-9c2e-84daf1db786f\", \"0bbcad9f-17ce-4568-8ab7-bcc3d7f6a244\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 3.083}, \"64094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-29 09:13:44.000000+00:00\", \"2019-03-25 05:58:27.000000+00:00\"], \"session_ids\": [\"014d6993-dc4c-4eed-9837-e891d8ae45fb\", \"cb570827-7027-49f2-85f2-b3ebdfc41e53\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-10 01:57:25.000000+00:00\", \"2019-02-25 06:50:39.000000+00:00\", \"2022-06-20 02:11:19.000000+00:00\", \"2021-06-18 09:55:14.000000+00:00\"], \"session_ids\": [\"b3869837-9633-4d94-83db-3cedd95c3445\", \"d1ea4068-55c9-4478-8616-2e096000d6b3\", \"c1ea07b5-2494-4cd1-937a-b37be197c260\", \"05be666e-6192-4af7-b5fe-188fb364547d\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}}, {\"9226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-24 14:28:42.000000+00:00\", \"2022-11-19 12:31:19.000000+00:00\", \"2022-06-09 08:04:48.000000+00:00\"], \"session_ids\": [\"5e8c6895-1060-4b97-86bb-89fbaae38308\", \"f5720108-374d-4967-a905-1777bb2b4d9e\", \"3b0cae3f-601e-483f-a11b-f4531390b5d8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"43379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-17 22:23:54.000000+00:00\", \"2021-06-25 12:38:10.000000+00:00\", \"2023-06-19 00:12:42.000000+00:00\"], \"session_ids\": [\"bc7bf02f-1533-4348-8dd8-53faf38e1780\", \"5fe829b0-5b83-4452-8d05-ea85907a57f7\", \"a26a9802-ea02-4d4d-aefd-15313a5db2d9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}}, {\"18516\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-22 09:39:05.000000+00:00\", \"2022-12-16 06:55:25.000000+00:00\", \"2021-10-27 00:47:29.000000+00:00\", \"2023-05-29 16:45:48.000000+00:00\"], \"session_ids\": [\"83dffb9c-7ef2-42b7-88df-a801c6fc2bba\", \"26681a21-495a-4874-b053-557e3bf9a3d3\", \"93523a6b-9ee8-4d63-9329-6f3e30e24198\", \"225aadac-a275-4961-8719-0139b4b90177\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.79}}, {\"64094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-29 09:13:44.000000+00:00\", \"2019-03-25 05:58:27.000000+00:00\"], \"session_ids\": [\"014d6993-dc4c-4eed-9837-e891d8ae45fb\", \"cb570827-7027-49f2-85f2-b3ebdfc41e53\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 2.413}}, {\"92132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-29 06:55:20.000000+00:00\", \"2021-09-08 20:10:57.000000+00:00\"], \"session_ids\": [\"ec182b63-c66e-4bf1-9c2e-84daf1db786f\", \"0bbcad9f-17ce-4568-8ab7-bcc3d7f6a244\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 3.083}}, {\"1228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-27 20:06:59.000000+00:00\", \"2021-12-28 01:39:54.000000+00:00\", \"2020-03-17 03:09:53.000000+00:00\"], \"session_ids\": [\"27f6d126-17ea-4ccd-8dcc-194d4d92432f\", \"c67b2449-be3e-4135-a148-886dc82a02ec\", \"165bbb84-c8cf-4fb9-9f83-fb05eeed9b00\"], \"total_duration\": 513.0, \"total_sessions\": 3, \"mean_week_duration\": 3.331}}, {\"39215\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-23 07:19:07.000000+00:00\", \"2020-06-19 23:54:47.000000+00:00\"], \"session_ids\": [\"e0a734d2-7342-42d5-a9c8-309bac2676ae\", \"c4ed262d-c0a9-4fd3-b56a-aca38d9ffaf9\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 5.265}}, {\"68520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-02 09:53:12.000000+00:00\", \"2021-01-06 03:22:06.000000+00:00\", \"2019-08-21 06:58:23.000000+00:00\"], \"session_ids\": [\"c6cbda0a-6b7b-47a8-ae0a-caeb75ce4e11\", \"97c3b967-d83c-4b83-969b-abadc7fa2ff1\", \"9f7600a5-14e9-48d2-94d8-4a3e0987efc2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 5.292}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-10 01:57:25.000000+00:00\", \"2019-02-25 06:50:39.000000+00:00\", \"2022-06-20 02:11:19.000000+00:00\", \"2021-06-18 09:55:14.000000+00:00\"], \"session_ids\": [\"b3869837-9633-4d94-83db-3cedd95c3445\", \"d1ea4068-55c9-4478-8616-2e096000d6b3\", \"c1ea07b5-2494-4cd1-937a-b37be197c260\", \"05be666e-6192-4af7-b5fe-188fb364547d\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}}, {\"9226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-24 14:28:42.000000+00:00\", \"2022-11-19 12:31:19.000000+00:00\", \"2022-06-09 08:04:48.000000+00:00\"], \"session_ids\": [\"5e8c6895-1060-4b97-86bb-89fbaae38308\", \"f5720108-374d-4967-a905-1777bb2b4d9e\", \"3b0cae3f-601e-483f-a11b-f4531390b5d8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"43379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-17 22:23:54.000000+00:00\", \"2021-06-25 12:38:10.000000+00:00\", \"2023-06-19 00:12:42.000000+00:00\"], \"session_ids\": [\"bc7bf02f-1533-4348-8dd8-53faf38e1780\", \"5fe829b0-5b83-4452-8d05-ea85907a57f7\", \"a26a9802-ea02-4d4d-aefd-15313a5db2d9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}}, {\"18516\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-22 09:39:05.000000+00:00\", \"2022-12-16 06:55:25.000000+00:00\", \"2021-10-27 00:47:29.000000+00:00\", \"2023-05-29 16:45:48.000000+00:00\"], \"session_ids\": [\"83dffb9c-7ef2-42b7-88df-a801c6fc2bba\", \"26681a21-495a-4874-b053-557e3bf9a3d3\", \"93523a6b-9ee8-4d63-9329-6f3e30e24198\", \"225aadac-a275-4961-8719-0139b4b90177\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.79}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-10 01:57:25.000000+00:00\", \"2019-02-25 06:50:39.000000+00:00\", \"2022-06-20 02:11:19.000000+00:00\", \"2021-06-18 09:55:14.000000+00:00\"], \"session_ids\": [\"b3869837-9633-4d94-83db-3cedd95c3445\", \"d1ea4068-55c9-4478-8616-2e096000d6b3\", \"c1ea07b5-2494-4cd1-937a-b37be197c260\", \"05be666e-6192-4af7-b5fe-188fb364547d\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}}, {\"9226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-24 14:28:42.000000+00:00\", \"2022-11-19 12:31:19.000000+00:00\", \"2022-06-09 08:04:48.000000+00:00\"], \"session_ids\": [\"5e8c6895-1060-4b97-86bb-89fbaae38308\", \"f5720108-374d-4967-a905-1777bb2b4d9e\", \"3b0cae3f-601e-483f-a11b-f4531390b5d8\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 0.947}}, {\"43379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-17 22:23:54.000000+00:00\", \"2021-06-25 12:38:10.000000+00:00\", \"2023-06-19 00:12:42.000000+00:00\"], \"session_ids\": [\"bc7bf02f-1533-4348-8dd8-53faf38e1780\", \"5fe829b0-5b83-4452-8d05-ea85907a57f7\", \"a26a9802-ea02-4d4d-aefd-15313a5db2d9\"], \"total_duration\": 149.0, \"total_sessions\": 3, \"mean_week_duration\": 0.949}}, {\"18516\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-22 09:39:05.000000+00:00\", \"2022-12-16 06:55:25.000000+00:00\", \"2021-10-27 00:47:29.000000+00:00\", \"2023-05-29 16:45:48.000000+00:00\"], \"session_ids\": [\"83dffb9c-7ef2-42b7-88df-a801c6fc2bba\", \"26681a21-495a-4874-b053-557e3bf9a3d3\", \"93523a6b-9ee8-4d63-9329-6f3e30e24198\", \"225aadac-a275-4961-8719-0139b4b90177\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.79}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 4 users to me with a overall total duration that is higher than 1847, inclusive 1847 , moreover execute sorting by quantity of sessions in descending plus save only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-21 21:16:30.000000+00:00\", \"2022-03-09 09:27:33.000000+00:00\"], \"session_ids\": [\"a8df98fc-9001-4afe-8cdd-410b1dfc045b\", \"883b0db1-3195-4657-81de-a6825ccc688f\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.761}, \"69566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 13:13:13.000000+00:00\", \"2021-01-27 13:51:15.000000+00:00\", \"2023-03-20 03:41:49.000000+00:00\", \"2019-01-26 18:41:54.000000+00:00\", \"2021-03-07 20:37:08.000000+00:00\", \"2019-08-04 06:53:35.000000+00:00\", \"2020-12-26 03:08:44.000000+00:00\", \"2021-02-09 08:02:37.000000+00:00\", \"2023-02-06 06:25:34.000000+00:00\"], \"session_ids\": [\"f4ec0bf4-6041-4b16-a9f9-768fd641e954\", \"c847d133-d9fc-4b59-9c1f-381ebd251d9e\", \"cfadad3c-ff1a-4577-97cf-089b307c2701\", \"a76c1c8b-706b-4308-a55f-d8c0442146bd\", \"dea8f82b-5abc-46ba-bada-84dad9f711e9\", \"deae76b4-1e2b-4e0f-9356-bf3af7eb7b95\", \"5b0a7182-6f07-4df2-8db6-48ae4f7b3413\", \"2a084723-547a-459c-b3e9-ef8489b23490\", \"8885d4be-53c5-4c58-9367-6724b28c6cb5\"], \"total_duration\": 1773.0, \"total_sessions\": 9, \"mean_week_duration\": 8.171}, \"15239\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-24 02:47:06.000000+00:00\", \"2022-11-10 08:26:24.000000+00:00\"], \"session_ids\": [\"e87f69be-4dc7-471a-b1c4-8e7d1073665a\", \"42b6821e-8a6c-482d-af5e-5dea4352319a\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 3.904}, \"25878\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-01-22 12:54:49.000000+00:00\", \"2022-10-09 15:17:21.000000+00:00\"], \"session_ids\": [\"1244b220-9c2f-47ae-81c7-47ee3f716510\", \"68e7fbdb-2b96-4b4f-b386-629e4ca91daa\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 1.933}, \"27636\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-02-12 19:33:20.000000+00:00\", \"2019-10-11 14:42:32.000000+00:00\", \"2020-10-12 21:44:15.000000+00:00\"], \"session_ids\": [\"57810ba9-bd4b-4e97-b2b8-ddf1feeb4abf\", \"8acc1e19-e587-4c52-a145-69deed984ba0\", \"630580ec-9748-4b2f-baae-15dc8cb3e68e\"], \"total_duration\": 510.0, \"total_sessions\": 3, \"mean_week_duration\": 5.862}, \"8853\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-04-24 18:49:52.000000+00:00\", \"2021-09-30 14:52:25.000000+00:00\", \"2020-12-03 18:04:40.000000+00:00\", \"2022-08-28 09:00:09.000000+00:00\", \"2021-04-27 12:37:52.000000+00:00\", \"2019-06-30 02:56:31.000000+00:00\", \"2020-12-22 08:26:19.000000+00:00\", \"2020-06-05 19:16:09.000000+00:00\"], \"session_ids\": [\"e46ba183-006d-4bb6-bd9a-5a43e6004292\", \"6880f919-99c3-4c4c-9c9f-1cf76535959e\", \"5c8c4d78-2878-4ccf-80e2-db792e8939ac\", \"0efd4b4f-4030-4207-94f1-84c66690eaef\", \"cfae63d4-a17c-46ff-8e81-1aa97c0c78db\", \"32fa99d9-0677-41c1-8ff7-52dd2fc07098\", \"48f7d317-8d8f-4a8f-b4c3-d34efab767f9\", \"33e94e04-a99d-445b-89cf-6ef8c617b823\"], \"total_duration\": 6171.0, \"total_sessions\": 8, \"mean_week_duration\": 35.263}, \"21767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-25 00:54:23.000000+00:00\", \"2019-02-04 02:22:17.000000+00:00\", \"2022-02-08 08:08:04.000000+00:00\", \"2021-11-29 00:58:35.000000+00:00\", \"2023-02-17 14:51:39.000000+00:00\", \"2019-05-18 15:15:39.000000+00:00\", \"2022-10-30 21:13:46.000000+00:00\", \"2022-10-14 00:20:48.000000+00:00\", \"2021-11-12 09:08:20.000000+00:00\", \"2019-10-11 05:19:10.000000+00:00\"], \"session_ids\": [\"2e49751c-29ce-4266-990b-f314b2a4edea\", \"26e107b1-0a2d-4908-b871-1be8cfcdb782\", \"a8b0b170-2fc9-4417-979f-72bff6297a55\", \"bcec40c5-2bc9-4434-beaa-fcc885636ec9\", \"3ff168fe-2b6e-45de-b587-0a8ca8b935e2\", \"c3877b47-2d35-4509-b762-3cc282586b3f\", \"fbe1f30c-a4f8-4067-9d79-397673d1646c\", \"c6545fa7-f1c8-4dfc-9305-e1b3e1482009\", \"8b1c1ba1-a637-4ef3-9088-c158f5c6b93e\", \"a4147186-b0af-4ea7-a619-1227bb1e5abb\"], \"total_duration\": 16504.0, \"total_sessions\": 10, \"mean_week_duration\": 78.218}, \"29049\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-24 12:55:49.000000+00:00\", \"2020-07-11 10:50:31.000000+00:00\"], \"session_ids\": [\"81df3afd-d75b-4007-b796-ec42c12b2131\", \"fac483c5-43e8-46ff-a00e-560c0fa567c6\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 1.39}, \"94795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-23 03:09:10.000000+00:00\", \"2021-07-04 23:48:36.000000+00:00\", \"2020-05-15 19:28:35.000000+00:00\"], \"session_ids\": [\"713c8d34-1134-4225-8e9b-ae1996ba8928\", \"c008f094-0c28-44da-bb12-3c8e887b7ecf\", \"d9a7778f-6c9d-4fbf-a25e-21063e2cf0bd\"], \"total_duration\": 931.0, \"total_sessions\": 3, \"mean_week_duration\": 6.421}, \"57107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-22 15:14:27.000000+00:00\", \"2020-01-21 03:58:15.000000+00:00\", \"2023-06-15 05:04:07.000000+00:00\", \"2022-09-26 07:37:44.000000+00:00\", \"2021-06-04 11:38:07.000000+00:00\"], \"session_ids\": [\"2b583cc0-4435-4bf0-a01f-e4758f4ea9e0\", \"cb64e8d8-485e-4e28-bfae-b2e39d993e9b\", \"c549830f-80a7-4118-8bb2-abee350deae1\", \"b3c102df-bd94-4895-8d58-7cc19bd1bf9d\", \"94f11384-023c-45ea-9022-20bade843039\"], \"total_duration\": 1994.0, \"total_sessions\": 5, \"mean_week_duration\": 9.023}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1847" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[1847, 4341]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8853\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-04-24 18:49:52.000000+00:00\", \"2021-09-30 14:52:25.000000+00:00\", \"2020-12-03 18:04:40.000000+00:00\", \"2022-08-28 09:00:09.000000+00:00\", \"2021-04-27 12:37:52.000000+00:00\", \"2019-06-30 02:56:31.000000+00:00\", \"2020-12-22 08:26:19.000000+00:00\", \"2020-06-05 19:16:09.000000+00:00\"], \"session_ids\": [\"e46ba183-006d-4bb6-bd9a-5a43e6004292\", \"6880f919-99c3-4c4c-9c9f-1cf76535959e\", \"5c8c4d78-2878-4ccf-80e2-db792e8939ac\", \"0efd4b4f-4030-4207-94f1-84c66690eaef\", \"cfae63d4-a17c-46ff-8e81-1aa97c0c78db\", \"32fa99d9-0677-41c1-8ff7-52dd2fc07098\", \"48f7d317-8d8f-4a8f-b4c3-d34efab767f9\", \"33e94e04-a99d-445b-89cf-6ef8c617b823\"], \"total_duration\": 6171.0, \"total_sessions\": 8, \"mean_week_duration\": 35.263}, \"21767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-25 00:54:23.000000+00:00\", \"2019-02-04 02:22:17.000000+00:00\", \"2022-02-08 08:08:04.000000+00:00\", \"2021-11-29 00:58:35.000000+00:00\", \"2023-02-17 14:51:39.000000+00:00\", \"2019-05-18 15:15:39.000000+00:00\", \"2022-10-30 21:13:46.000000+00:00\", \"2022-10-14 00:20:48.000000+00:00\", \"2021-11-12 09:08:20.000000+00:00\", \"2019-10-11 05:19:10.000000+00:00\"], \"session_ids\": [\"2e49751c-29ce-4266-990b-f314b2a4edea\", \"26e107b1-0a2d-4908-b871-1be8cfcdb782\", \"a8b0b170-2fc9-4417-979f-72bff6297a55\", \"bcec40c5-2bc9-4434-beaa-fcc885636ec9\", \"3ff168fe-2b6e-45de-b587-0a8ca8b935e2\", \"c3877b47-2d35-4509-b762-3cc282586b3f\", \"fbe1f30c-a4f8-4067-9d79-397673d1646c\", \"c6545fa7-f1c8-4dfc-9305-e1b3e1482009\", \"8b1c1ba1-a637-4ef3-9088-c158f5c6b93e\", \"a4147186-b0af-4ea7-a619-1227bb1e5abb\"], \"total_duration\": 16504.0, \"total_sessions\": 10, \"mean_week_duration\": 78.218}, \"57107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-22 15:14:27.000000+00:00\", \"2020-01-21 03:58:15.000000+00:00\", \"2023-06-15 05:04:07.000000+00:00\", \"2022-09-26 07:37:44.000000+00:00\", \"2021-06-04 11:38:07.000000+00:00\"], \"session_ids\": [\"2b583cc0-4435-4bf0-a01f-e4758f4ea9e0\", \"cb64e8d8-485e-4e28-bfae-b2e39d993e9b\", \"c549830f-80a7-4118-8bb2-abee350deae1\", \"b3c102df-bd94-4895-8d58-7cc19bd1bf9d\", \"94f11384-023c-45ea-9022-20bade843039\"], \"total_duration\": 1994.0, \"total_sessions\": 5, \"mean_week_duration\": 9.023}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-25 00:54:23.000000+00:00\", \"2019-02-04 02:22:17.000000+00:00\", \"2022-02-08 08:08:04.000000+00:00\", \"2021-11-29 00:58:35.000000+00:00\", \"2023-02-17 14:51:39.000000+00:00\", \"2019-05-18 15:15:39.000000+00:00\", \"2022-10-30 21:13:46.000000+00:00\", \"2022-10-14 00:20:48.000000+00:00\", \"2021-11-12 09:08:20.000000+00:00\", \"2019-10-11 05:19:10.000000+00:00\"], \"session_ids\": [\"2e49751c-29ce-4266-990b-f314b2a4edea\", \"26e107b1-0a2d-4908-b871-1be8cfcdb782\", \"a8b0b170-2fc9-4417-979f-72bff6297a55\", \"bcec40c5-2bc9-4434-beaa-fcc885636ec9\", \"3ff168fe-2b6e-45de-b587-0a8ca8b935e2\", \"c3877b47-2d35-4509-b762-3cc282586b3f\", \"fbe1f30c-a4f8-4067-9d79-397673d1646c\", \"c6545fa7-f1c8-4dfc-9305-e1b3e1482009\", \"8b1c1ba1-a637-4ef3-9088-c158f5c6b93e\", \"a4147186-b0af-4ea7-a619-1227bb1e5abb\"], \"total_duration\": 16504.0, \"total_sessions\": 10, \"mean_week_duration\": 78.218}}, {\"8853\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-04-24 18:49:52.000000+00:00\", \"2021-09-30 14:52:25.000000+00:00\", \"2020-12-03 18:04:40.000000+00:00\", \"2022-08-28 09:00:09.000000+00:00\", \"2021-04-27 12:37:52.000000+00:00\", \"2019-06-30 02:56:31.000000+00:00\", \"2020-12-22 08:26:19.000000+00:00\", \"2020-06-05 19:16:09.000000+00:00\"], \"session_ids\": [\"e46ba183-006d-4bb6-bd9a-5a43e6004292\", \"6880f919-99c3-4c4c-9c9f-1cf76535959e\", \"5c8c4d78-2878-4ccf-80e2-db792e8939ac\", \"0efd4b4f-4030-4207-94f1-84c66690eaef\", \"cfae63d4-a17c-46ff-8e81-1aa97c0c78db\", \"32fa99d9-0677-41c1-8ff7-52dd2fc07098\", \"48f7d317-8d8f-4a8f-b4c3-d34efab767f9\", \"33e94e04-a99d-445b-89cf-6ef8c617b823\"], \"total_duration\": 6171.0, \"total_sessions\": 8, \"mean_week_duration\": 35.263}}, {\"57107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-22 15:14:27.000000+00:00\", \"2020-01-21 03:58:15.000000+00:00\", \"2023-06-15 05:04:07.000000+00:00\", \"2022-09-26 07:37:44.000000+00:00\", \"2021-06-04 11:38:07.000000+00:00\"], \"session_ids\": [\"2b583cc0-4435-4bf0-a01f-e4758f4ea9e0\", \"cb64e8d8-485e-4e28-bfae-b2e39d993e9b\", \"c549830f-80a7-4118-8bb2-abee350deae1\", \"b3c102df-bd94-4895-8d58-7cc19bd1bf9d\", \"94f11384-023c-45ea-9022-20bade843039\"], \"total_duration\": 1994.0, \"total_sessions\": 5, \"mean_week_duration\": 9.023}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-25 00:54:23.000000+00:00\", \"2019-02-04 02:22:17.000000+00:00\", \"2022-02-08 08:08:04.000000+00:00\", \"2021-11-29 00:58:35.000000+00:00\", \"2023-02-17 14:51:39.000000+00:00\", \"2019-05-18 15:15:39.000000+00:00\", \"2022-10-30 21:13:46.000000+00:00\", \"2022-10-14 00:20:48.000000+00:00\", \"2021-11-12 09:08:20.000000+00:00\", \"2019-10-11 05:19:10.000000+00:00\"], \"session_ids\": [\"2e49751c-29ce-4266-990b-f314b2a4edea\", \"26e107b1-0a2d-4908-b871-1be8cfcdb782\", \"a8b0b170-2fc9-4417-979f-72bff6297a55\", \"bcec40c5-2bc9-4434-beaa-fcc885636ec9\", \"3ff168fe-2b6e-45de-b587-0a8ca8b935e2\", \"c3877b47-2d35-4509-b762-3cc282586b3f\", \"fbe1f30c-a4f8-4067-9d79-397673d1646c\", \"c6545fa7-f1c8-4dfc-9305-e1b3e1482009\", \"8b1c1ba1-a637-4ef3-9088-c158f5c6b93e\", \"a4147186-b0af-4ea7-a619-1227bb1e5abb\"], \"total_duration\": 16504.0, \"total_sessions\": 10, \"mean_week_duration\": 78.218}}, {\"8853\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-04-24 18:49:52.000000+00:00\", \"2021-09-30 14:52:25.000000+00:00\", \"2020-12-03 18:04:40.000000+00:00\", \"2022-08-28 09:00:09.000000+00:00\", \"2021-04-27 12:37:52.000000+00:00\", \"2019-06-30 02:56:31.000000+00:00\", \"2020-12-22 08:26:19.000000+00:00\", \"2020-06-05 19:16:09.000000+00:00\"], \"session_ids\": [\"e46ba183-006d-4bb6-bd9a-5a43e6004292\", \"6880f919-99c3-4c4c-9c9f-1cf76535959e\", \"5c8c4d78-2878-4ccf-80e2-db792e8939ac\", \"0efd4b4f-4030-4207-94f1-84c66690eaef\", \"cfae63d4-a17c-46ff-8e81-1aa97c0c78db\", \"32fa99d9-0677-41c1-8ff7-52dd2fc07098\", \"48f7d317-8d8f-4a8f-b4c3-d34efab767f9\", \"33e94e04-a99d-445b-89cf-6ef8c617b823\"], \"total_duration\": 6171.0, \"total_sessions\": 8, \"mean_week_duration\": 35.263}}, {\"57107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-22 15:14:27.000000+00:00\", \"2020-01-21 03:58:15.000000+00:00\", \"2023-06-15 05:04:07.000000+00:00\", \"2022-09-26 07:37:44.000000+00:00\", \"2021-06-04 11:38:07.000000+00:00\"], \"session_ids\": [\"2b583cc0-4435-4bf0-a01f-e4758f4ea9e0\", \"cb64e8d8-485e-4e28-bfae-b2e39d993e9b\", \"c549830f-80a7-4118-8bb2-abee350deae1\", \"b3c102df-bd94-4895-8d58-7cc19bd1bf9d\", \"94f11384-023c-45ea-9022-20bade843039\"], \"total_duration\": 1994.0, \"total_sessions\": 5, \"mean_week_duration\": 9.023}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-05-25 00:54:23.000000+00:00\", \"2019-02-04 02:22:17.000000+00:00\", \"2022-02-08 08:08:04.000000+00:00\", \"2021-11-29 00:58:35.000000+00:00\", \"2023-02-17 14:51:39.000000+00:00\", \"2019-05-18 15:15:39.000000+00:00\", \"2022-10-30 21:13:46.000000+00:00\", \"2022-10-14 00:20:48.000000+00:00\", \"2021-11-12 09:08:20.000000+00:00\", \"2019-10-11 05:19:10.000000+00:00\"], \"session_ids\": [\"2e49751c-29ce-4266-990b-f314b2a4edea\", \"26e107b1-0a2d-4908-b871-1be8cfcdb782\", \"a8b0b170-2fc9-4417-979f-72bff6297a55\", \"bcec40c5-2bc9-4434-beaa-fcc885636ec9\", \"3ff168fe-2b6e-45de-b587-0a8ca8b935e2\", \"c3877b47-2d35-4509-b762-3cc282586b3f\", \"fbe1f30c-a4f8-4067-9d79-397673d1646c\", \"c6545fa7-f1c8-4dfc-9305-e1b3e1482009\", \"8b1c1ba1-a637-4ef3-9088-c158f5c6b93e\", \"a4147186-b0af-4ea7-a619-1227bb1e5abb\"], \"total_duration\": 16504.0, \"total_sessions\": 10, \"mean_week_duration\": 78.218}}, {\"8853\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-04-24 18:49:52.000000+00:00\", \"2021-09-30 14:52:25.000000+00:00\", \"2020-12-03 18:04:40.000000+00:00\", \"2022-08-28 09:00:09.000000+00:00\", \"2021-04-27 12:37:52.000000+00:00\", \"2019-06-30 02:56:31.000000+00:00\", \"2020-12-22 08:26:19.000000+00:00\", \"2020-06-05 19:16:09.000000+00:00\"], \"session_ids\": [\"e46ba183-006d-4bb6-bd9a-5a43e6004292\", \"6880f919-99c3-4c4c-9c9f-1cf76535959e\", \"5c8c4d78-2878-4ccf-80e2-db792e8939ac\", \"0efd4b4f-4030-4207-94f1-84c66690eaef\", \"cfae63d4-a17c-46ff-8e81-1aa97c0c78db\", \"32fa99d9-0677-41c1-8ff7-52dd2fc07098\", \"48f7d317-8d8f-4a8f-b4c3-d34efab767f9\", \"33e94e04-a99d-445b-89cf-6ef8c617b823\"], \"total_duration\": 6171.0, \"total_sessions\": 8, \"mean_week_duration\": 35.263}}, {\"57107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-03-22 15:14:27.000000+00:00\", \"2020-01-21 03:58:15.000000+00:00\", \"2023-06-15 05:04:07.000000+00:00\", \"2022-09-26 07:37:44.000000+00:00\", \"2021-06-04 11:38:07.000000+00:00\"], \"session_ids\": [\"2b583cc0-4435-4bf0-a01f-e4758f4ea9e0\", \"cb64e8d8-485e-4e28-bfae-b2e39d993e9b\", \"c549830f-80a7-4118-8bb2-abee350deae1\", \"b3c102df-bd94-4895-8d58-7cc19bd1bf9d\", \"94f11384-023c-45ea-9022-20bade843039\"], \"total_duration\": 1994.0, \"total_sessions\": 5, \"mean_week_duration\": 9.023}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 7 users who are living in cities Guatemala City, Singapore City, Oslo, Dublin, Quito additionaly execute sorting by aver of time using the app per week form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-26 03:14:10.000000+00:00\", \"2020-05-06 00:42:17.000000+00:00\", \"2019-07-13 19:25:36.000000+00:00\"], \"session_ids\": [\"c0fda8a7-07c1-4b4c-b039-5b969285bb20\", \"fedd5406-2448-4bea-b979-f0aed04117c5\", \"6a841181-5ba0-4bd3-b7ef-1c7973c9e965\"], \"total_duration\": 922.0, \"total_sessions\": 3, \"mean_week_duration\": 7.683}, \"23289\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-23 08:15:40.000000+00:00\", \"2021-04-28 19:47:22.000000+00:00\", \"2019-11-27 07:37:55.000000+00:00\", \"2022-12-21 13:58:34.000000+00:00\", \"2023-06-29 11:38:41.000000+00:00\", \"2020-08-19 15:32:01.000000+00:00\", \"2021-08-07 09:17:24.000000+00:00\", \"2022-06-29 15:48:43.000000+00:00\"], \"session_ids\": [\"15f8bac2-4cf4-49db-95ff-27b1f6a62bc9\", \"dc9bb842-dd68-4582-97ee-59f374810571\", \"de72e225-22fd-4174-a14b-224c483decc8\", \"001a4aee-4164-46d1-8e18-0fb1626259cb\", \"acbd1845-8bda-4a5e-b686-c2a37fcb2776\", \"52e78ce2-13d9-41d3-848e-39bc4bfb7de3\", \"a6493c26-d548-4307-965b-54912e118cde\", \"65535598-b54d-4c39-a89b-082a0829f299\"], \"total_duration\": 7051.0, \"total_sessions\": 8, \"mean_week_duration\": 37.505}, \"59972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-19 13:46:53.000000+00:00\", \"2020-07-03 12:44:16.000000+00:00\"], \"session_ids\": [\"c5bce527-bab0-4649-b094-350b85a8ee60\", \"55314648-0d75-4cfa-a6fa-3ed68b2f05ea\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}, \"70432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-14 17:33:25.000000+00:00\", \"2019-02-01 20:26:13.000000+00:00\", \"2022-10-19 01:03:57.000000+00:00\", \"2021-12-19 14:23:15.000000+00:00\"], \"session_ids\": [\"d3f0dd10-b503-4b4a-83b7-8ee640d93492\", \"6077172a-2a62-4caf-aa9a-1d6c3f9eb4d9\", \"29b2db31-57df-46c2-877e-71370348b5ba\", \"160e3792-accb-4847-82d7-be5a2b520606\"], \"total_duration\": 76.0, \"total_sessions\": 4, \"mean_week_duration\": 0.392}, \"12446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-01 00:03:53.000000+00:00\", \"2023-01-16 13:09:55.000000+00:00\"], \"session_ids\": [\"b91aa7be-2a06-432a-a9af-676e6b8ec9c1\", \"47c45c4c-e798-4660-8f0f-055a2e5d9ad5\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 12.483}, \"1891\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-07 07:33:34.000000+00:00\", \"2022-12-25 16:23:31.000000+00:00\"], \"session_ids\": [\"8225d67b-cb38-406c-b93e-02f5b586964a\", \"2c4a2f0b-5e5e-49c2-94a5-fad033211bc5\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}, \"44450\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-23 12:24:26.000000+00:00\", \"2023-04-13 13:56:00.000000+00:00\", \"2021-08-07 16:44:06.000000+00:00\", \"2020-06-09 18:03:52.000000+00:00\", \"2020-02-02 22:07:19.000000+00:00\", \"2020-07-02 22:33:25.000000+00:00\", \"2021-04-25 07:08:54.000000+00:00\", \"2022-10-08 02:41:58.000000+00:00\"], \"session_ids\": [\"1c29ddd4-cc00-48fe-a28c-e5c404392d82\", \"2f87e771-ea7b-45ea-b8a3-30b0ad1e1852\", \"a099533f-8a53-4d40-83ff-0c50f4a19f2a\", \"2fdadcab-cbbd-4a41-8e69-8cf2d3ed03c0\", \"af599476-8155-4235-91b7-d8a82baf3ff4\", \"5b26652a-0f1e-453e-a4b0-b5d46505c4b6\", \"7eebf368-eac7-4c82-94a1-68bce1249471\", \"2e6acedf-5917-4c3c-90ef-79533f997ea2\"], \"total_duration\": 3005.0, \"total_sessions\": 8, \"mean_week_duration\": 17.37}, \"9048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-19 01:19:12.000000+00:00\", \"2021-12-30 06:48:14.000000+00:00\", \"2021-10-11 22:19:44.000000+00:00\", \"2022-08-21 06:44:35.000000+00:00\", \"2023-04-20 15:03:30.000000+00:00\"], \"session_ids\": [\"19f48a9e-7523-4568-ac7c-c620403de90a\", \"79272268-3596-40d8-aaef-829431b9b048\", \"513cee49-acf4-411f-ab79-31eb10e742f0\", \"47d87829-68d0-4fc7-95aa-c34b31c4b58d\", \"7519d2c6-c2ce-45a2-a2a1-0fb46f8dcc36\"], \"total_duration\": 146.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}, \"42723\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-09 13:38:23.000000+00:00\", \"2020-07-24 01:26:22.000000+00:00\", \"2022-07-21 04:07:41.000000+00:00\", \"2022-12-28 11:59:17.000000+00:00\", \"2021-11-03 17:09:01.000000+00:00\", \"2019-06-13 00:21:46.000000+00:00\", \"2022-03-04 00:48:53.000000+00:00\"], \"session_ids\": [\"65bc4450-7d4d-4f1c-9353-004cf6872a7c\", \"3af68613-e5a5-4110-ba41-655cb0f05900\", \"c96f4b05-8424-483f-9572-f4cec3b4115f\", \"d53c5b1b-44cf-49db-b9a0-26b2b52174c2\", \"8b933373-f1cd-49d2-ae19-b6cfc6fac930\", \"18f8ea13-dba0-4328-8abf-ca3258295c92\", \"02e74cd4-da19-4435-abec-7721c934c9f7\"], \"total_duration\": 4100.0, \"total_sessions\": 7, \"mean_week_duration\": 21.026}, \"96772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 19:17:25.000000+00:00\", \"2022-05-17 21:39:34.000000+00:00\", \"2021-05-20 22:33:50.000000+00:00\", \"2019-06-29 17:45:12.000000+00:00\"], \"session_ids\": [\"80ea60ec-a833-403c-97d1-06b8a8376ca3\", \"80726b17-e34a-45ef-9383-128ebc369a6d\", \"e59e5648-d764-49ef-9fbd-c3a4bf7e636b\", \"6f514350-5292-48ff-b7b1-34b80e69be44\"], \"total_duration\": 170.0, \"total_sessions\": 4, \"mean_week_duration\": 0.825}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Guatemala City, Singapore City, Oslo, Dublin, Quito" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\", \"Singapore City\", \"Oslo\", \"Dublin\", \"Quito\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23289\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-23 08:15:40.000000+00:00\", \"2021-04-28 19:47:22.000000+00:00\", \"2019-11-27 07:37:55.000000+00:00\", \"2022-12-21 13:58:34.000000+00:00\", \"2023-06-29 11:38:41.000000+00:00\", \"2020-08-19 15:32:01.000000+00:00\", \"2021-08-07 09:17:24.000000+00:00\", \"2022-06-29 15:48:43.000000+00:00\"], \"session_ids\": [\"15f8bac2-4cf4-49db-95ff-27b1f6a62bc9\", \"dc9bb842-dd68-4582-97ee-59f374810571\", \"de72e225-22fd-4174-a14b-224c483decc8\", \"001a4aee-4164-46d1-8e18-0fb1626259cb\", \"acbd1845-8bda-4a5e-b686-c2a37fcb2776\", \"52e78ce2-13d9-41d3-848e-39bc4bfb7de3\", \"a6493c26-d548-4307-965b-54912e118cde\", \"65535598-b54d-4c39-a89b-082a0829f299\"], \"total_duration\": 7051.0, \"total_sessions\": 8, \"mean_week_duration\": 37.505}, \"59972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-19 13:46:53.000000+00:00\", \"2020-07-03 12:44:16.000000+00:00\"], \"session_ids\": [\"c5bce527-bab0-4649-b094-350b85a8ee60\", \"55314648-0d75-4cfa-a6fa-3ed68b2f05ea\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}, \"12446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-01 00:03:53.000000+00:00\", \"2023-01-16 13:09:55.000000+00:00\"], \"session_ids\": [\"b91aa7be-2a06-432a-a9af-676e6b8ec9c1\", \"47c45c4c-e798-4660-8f0f-055a2e5d9ad5\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 12.483}, \"1891\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-07 07:33:34.000000+00:00\", \"2022-12-25 16:23:31.000000+00:00\"], \"session_ids\": [\"8225d67b-cb38-406c-b93e-02f5b586964a\", \"2c4a2f0b-5e5e-49c2-94a5-fad033211bc5\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-19 13:46:53.000000+00:00\", \"2020-07-03 12:44:16.000000+00:00\"], \"session_ids\": [\"c5bce527-bab0-4649-b094-350b85a8ee60\", \"55314648-0d75-4cfa-a6fa-3ed68b2f05ea\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}, {\"1891\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-07 07:33:34.000000+00:00\", \"2022-12-25 16:23:31.000000+00:00\"], \"session_ids\": [\"8225d67b-cb38-406c-b93e-02f5b586964a\", \"2c4a2f0b-5e5e-49c2-94a5-fad033211bc5\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}}, {\"12446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-01 00:03:53.000000+00:00\", \"2023-01-16 13:09:55.000000+00:00\"], \"session_ids\": [\"b91aa7be-2a06-432a-a9af-676e6b8ec9c1\", \"47c45c4c-e798-4660-8f0f-055a2e5d9ad5\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 12.483}}, {\"23289\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-23 08:15:40.000000+00:00\", \"2021-04-28 19:47:22.000000+00:00\", \"2019-11-27 07:37:55.000000+00:00\", \"2022-12-21 13:58:34.000000+00:00\", \"2023-06-29 11:38:41.000000+00:00\", \"2020-08-19 15:32:01.000000+00:00\", \"2021-08-07 09:17:24.000000+00:00\", \"2022-06-29 15:48:43.000000+00:00\"], \"session_ids\": [\"15f8bac2-4cf4-49db-95ff-27b1f6a62bc9\", \"dc9bb842-dd68-4582-97ee-59f374810571\", \"de72e225-22fd-4174-a14b-224c483decc8\", \"001a4aee-4164-46d1-8e18-0fb1626259cb\", \"acbd1845-8bda-4a5e-b686-c2a37fcb2776\", \"52e78ce2-13d9-41d3-848e-39bc4bfb7de3\", \"a6493c26-d548-4307-965b-54912e118cde\", \"65535598-b54d-4c39-a89b-082a0829f299\"], \"total_duration\": 7051.0, \"total_sessions\": 8, \"mean_week_duration\": 37.505}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-19 13:46:53.000000+00:00\", \"2020-07-03 12:44:16.000000+00:00\"], \"session_ids\": [\"c5bce527-bab0-4649-b094-350b85a8ee60\", \"55314648-0d75-4cfa-a6fa-3ed68b2f05ea\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}, {\"1891\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-07 07:33:34.000000+00:00\", \"2022-12-25 16:23:31.000000+00:00\"], \"session_ids\": [\"8225d67b-cb38-406c-b93e-02f5b586964a\", \"2c4a2f0b-5e5e-49c2-94a5-fad033211bc5\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}}, {\"12446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-01 00:03:53.000000+00:00\", \"2023-01-16 13:09:55.000000+00:00\"], \"session_ids\": [\"b91aa7be-2a06-432a-a9af-676e6b8ec9c1\", \"47c45c4c-e798-4660-8f0f-055a2e5d9ad5\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 12.483}}, {\"23289\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-23 08:15:40.000000+00:00\", \"2021-04-28 19:47:22.000000+00:00\", \"2019-11-27 07:37:55.000000+00:00\", \"2022-12-21 13:58:34.000000+00:00\", \"2023-06-29 11:38:41.000000+00:00\", \"2020-08-19 15:32:01.000000+00:00\", \"2021-08-07 09:17:24.000000+00:00\", \"2022-06-29 15:48:43.000000+00:00\"], \"session_ids\": [\"15f8bac2-4cf4-49db-95ff-27b1f6a62bc9\", \"dc9bb842-dd68-4582-97ee-59f374810571\", \"de72e225-22fd-4174-a14b-224c483decc8\", \"001a4aee-4164-46d1-8e18-0fb1626259cb\", \"acbd1845-8bda-4a5e-b686-c2a37fcb2776\", \"52e78ce2-13d9-41d3-848e-39bc4bfb7de3\", \"a6493c26-d548-4307-965b-54912e118cde\", \"65535598-b54d-4c39-a89b-082a0829f299\"], \"total_duration\": 7051.0, \"total_sessions\": 8, \"mean_week_duration\": 37.505}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-19 13:46:53.000000+00:00\", \"2020-07-03 12:44:16.000000+00:00\"], \"session_ids\": [\"c5bce527-bab0-4649-b094-350b85a8ee60\", \"55314648-0d75-4cfa-a6fa-3ed68b2f05ea\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}, {\"1891\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-07 07:33:34.000000+00:00\", \"2022-12-25 16:23:31.000000+00:00\"], \"session_ids\": [\"8225d67b-cb38-406c-b93e-02f5b586964a\", \"2c4a2f0b-5e5e-49c2-94a5-fad033211bc5\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}}, {\"12446\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-01 00:03:53.000000+00:00\", \"2023-01-16 13:09:55.000000+00:00\"], \"session_ids\": [\"b91aa7be-2a06-432a-a9af-676e6b8ec9c1\", \"47c45c4c-e798-4660-8f0f-055a2e5d9ad5\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 12.483}}, {\"23289\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-23 08:15:40.000000+00:00\", \"2021-04-28 19:47:22.000000+00:00\", \"2019-11-27 07:37:55.000000+00:00\", \"2022-12-21 13:58:34.000000+00:00\", \"2023-06-29 11:38:41.000000+00:00\", \"2020-08-19 15:32:01.000000+00:00\", \"2021-08-07 09:17:24.000000+00:00\", \"2022-06-29 15:48:43.000000+00:00\"], \"session_ids\": [\"15f8bac2-4cf4-49db-95ff-27b1f6a62bc9\", \"dc9bb842-dd68-4582-97ee-59f374810571\", \"de72e225-22fd-4174-a14b-224c483decc8\", \"001a4aee-4164-46d1-8e18-0fb1626259cb\", \"acbd1845-8bda-4a5e-b686-c2a37fcb2776\", \"52e78ce2-13d9-41d3-848e-39bc4bfb7de3\", \"a6493c26-d548-4307-965b-54912e118cde\", \"65535598-b54d-4c39-a89b-082a0829f299\"], \"total_duration\": 7051.0, \"total_sessions\": 8, \"mean_week_duration\": 37.505}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 4 users who aren't inhabitants of city Belize City additionaly put to use sorting by total time using the app form the lowest value to the highest value , show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89462\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-23 10:19:09.000000+00:00\", \"2020-02-08 08:18:47.000000+00:00\"], \"session_ids\": [\"0fc92ea8-42fb-42f6-9f60-f46cede51a81\", \"b58a75dd-da0f-4d65-bce9-e736bb0a700e\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}, \"31344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-11 15:24:53.000000+00:00\", \"2019-07-04 02:42:28.000000+00:00\", \"2020-11-03 20:18:13.000000+00:00\", \"2023-05-29 11:22:49.000000+00:00\"], \"session_ids\": [\"c7371fc5-0c42-49a9-bbc9-f75214c5efb4\", \"4be85af7-d8a0-4a95-8504-49c818d11712\", \"b8e7f3d8-0a0a-4bc8-bf69-bda492e6fc83\", \"c6093927-c301-4902-acac-262ceab69c51\"], \"total_duration\": 956.0, \"total_sessions\": 4, \"mean_week_duration\": 4.686}, \"2681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 22:44:36.000000+00:00\", \"2020-07-05 02:00:55.000000+00:00\", \"2019-03-13 19:53:24.000000+00:00\"], \"session_ids\": [\"873f42a6-a8f5-4524-b7ed-801be0b79a36\", \"544066e8-9f46-476e-ad4b-b8715edf8c2c\", \"2780dbe0-3b18-40fc-a8b6-813ed0641a92\"], \"total_duration\": 399.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}, \"2884\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-24 14:25:52.000000+00:00\", \"2019-02-01 17:31:04.000000+00:00\", \"2020-02-27 18:45:57.000000+00:00\", \"2022-05-10 09:46:11.000000+00:00\"], \"session_ids\": [\"d2afef20-c0a4-408c-b263-c415d0b95011\", \"a1c8f784-41e5-4edc-b20f-0fd00814c989\", \"ff871dc0-74cc-4d48-9e65-08a4508e05f4\", \"76162f02-293e-4e73-bcf4-5531f018aaed\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 1.627}, \"36758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-08-07 07:54:41.000000+00:00\", \"2020-02-23 17:05:02.000000+00:00\"], \"session_ids\": [\"04a31934-b6d6-44ed-9e9a-a8c790f9b8f9\", \"0bfc20f4-6f6e-48b0-a89e-bb06383d1763\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.305}, \"15575\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-28 12:33:49.000000+00:00\", \"2020-12-13 20:46:20.000000+00:00\", \"2023-05-01 20:08:31.000000+00:00\", \"2022-01-12 10:29:22.000000+00:00\", \"2019-03-30 06:39:13.000000+00:00\", \"2019-11-30 12:35:36.000000+00:00\", \"2019-09-17 10:55:50.000000+00:00\", \"2020-10-12 12:11:22.000000+00:00\", \"2021-01-30 01:32:11.000000+00:00\", \"2021-04-03 02:50:02.000000+00:00\"], \"session_ids\": [\"858120cf-6085-49cb-8a8e-f0b8937c264f\", \"eef1d315-31a9-40ae-86c3-36ffee7a0fc5\", \"574e2cf6-f664-4cff-90d9-1f3301a3f46f\", \"1e5c6b1d-1763-4399-958b-da14acc558bc\", \"b840db54-e2a5-482f-80b9-376be65f4603\", \"80319bc9-c0f0-4cfe-aed5-fe06f0bf5cbe\", \"124c1e86-accb-4e22-9e39-f835b1451112\", \"eafa6fd2-ae5b-402d-bace-a0137125a4a2\", \"f7b136eb-0e28-430c-99e5-965ad17c69f0\", \"52456b1d-ade6-4d91-82bc-3ae7a7e334fe\"], \"total_duration\": 19965.0, \"total_sessions\": 10, \"mean_week_duration\": 93.294}, \"92415\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-21 02:02:04.000000+00:00\", \"2019-10-02 14:23:01.000000+00:00\"], \"session_ids\": [\"0c65cb95-e994-4553-97c9-bf64b720f2be\", \"e69a6376-339b-4c09-9a47-cedc3e9fb6e1\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 10.286}, \"10994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-22 11:25:21.000000+00:00\", \"2020-01-24 21:24:26.000000+00:00\", \"2019-01-07 09:57:26.000000+00:00\", \"2023-03-25 01:00:36.000000+00:00\", \"2022-12-10 01:04:20.000000+00:00\"], \"session_ids\": [\"e59957d3-daac-4daf-ae57-a3dbf9784e32\", \"52ea8000-aaa5-48ed-abf3-83b68e57d80c\", \"f3ead810-f8c6-44c8-b25d-a417e9341822\", \"371c35f1-5557-4783-aa08-11ca342bc740\", \"22355cc2-6187-46ad-abbd-292d5aa5a6d7\"], \"total_duration\": 509.0, \"total_sessions\": 5, \"mean_week_duration\": 2.314}, \"55986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-23 07:31:35.000000+00:00\", \"2021-09-16 22:35:26.000000+00:00\", \"2020-09-19 03:25:59.000000+00:00\", \"2020-08-03 07:13:19.000000+00:00\", \"2020-01-02 20:49:01.000000+00:00\"], \"session_ids\": [\"074c66c6-ec67-473c-a104-6b3842d8cb38\", \"d89cbcf7-5bbe-427b-86ef-2701659c3987\", \"b290741d-082b-41da-ad3a-9c9a5665c62e\", \"83a37e06-c008-4bb6-b1c5-41e1e591357c\", \"1a31c7fe-6657-4c9c-a258-f25994e76952\"], \"total_duration\": 1037.0, \"total_sessions\": 5, \"mean_week_duration\": 7.514}, \"76274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-10 03:25:42.000000+00:00\", \"2019-09-23 17:07:29.000000+00:00\"], \"session_ids\": [\"92c4c63b-54d5-4768-ac7d-3e41ecc2b048\", \"7c86619a-ad3b-4746-9f57-dbbd1be547bf\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89462\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-23 10:19:09.000000+00:00\", \"2020-02-08 08:18:47.000000+00:00\"], \"session_ids\": [\"0fc92ea8-42fb-42f6-9f60-f46cede51a81\", \"b58a75dd-da0f-4d65-bce9-e736bb0a700e\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}, \"31344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-11 15:24:53.000000+00:00\", \"2019-07-04 02:42:28.000000+00:00\", \"2020-11-03 20:18:13.000000+00:00\", \"2023-05-29 11:22:49.000000+00:00\"], \"session_ids\": [\"c7371fc5-0c42-49a9-bbc9-f75214c5efb4\", \"4be85af7-d8a0-4a95-8504-49c818d11712\", \"b8e7f3d8-0a0a-4bc8-bf69-bda492e6fc83\", \"c6093927-c301-4902-acac-262ceab69c51\"], \"total_duration\": 956.0, \"total_sessions\": 4, \"mean_week_duration\": 4.686}, \"2681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 22:44:36.000000+00:00\", \"2020-07-05 02:00:55.000000+00:00\", \"2019-03-13 19:53:24.000000+00:00\"], \"session_ids\": [\"873f42a6-a8f5-4524-b7ed-801be0b79a36\", \"544066e8-9f46-476e-ad4b-b8715edf8c2c\", \"2780dbe0-3b18-40fc-a8b6-813ed0641a92\"], \"total_duration\": 399.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}, \"2884\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-24 14:25:52.000000+00:00\", \"2019-02-01 17:31:04.000000+00:00\", \"2020-02-27 18:45:57.000000+00:00\", \"2022-05-10 09:46:11.000000+00:00\"], \"session_ids\": [\"d2afef20-c0a4-408c-b263-c415d0b95011\", \"a1c8f784-41e5-4edc-b20f-0fd00814c989\", \"ff871dc0-74cc-4d48-9e65-08a4508e05f4\", \"76162f02-293e-4e73-bcf4-5531f018aaed\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 1.627}, \"36758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-08-07 07:54:41.000000+00:00\", \"2020-02-23 17:05:02.000000+00:00\"], \"session_ids\": [\"04a31934-b6d6-44ed-9e9a-a8c790f9b8f9\", \"0bfc20f4-6f6e-48b0-a89e-bb06383d1763\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.305}, \"15575\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-28 12:33:49.000000+00:00\", \"2020-12-13 20:46:20.000000+00:00\", \"2023-05-01 20:08:31.000000+00:00\", \"2022-01-12 10:29:22.000000+00:00\", \"2019-03-30 06:39:13.000000+00:00\", \"2019-11-30 12:35:36.000000+00:00\", \"2019-09-17 10:55:50.000000+00:00\", \"2020-10-12 12:11:22.000000+00:00\", \"2021-01-30 01:32:11.000000+00:00\", \"2021-04-03 02:50:02.000000+00:00\"], \"session_ids\": [\"858120cf-6085-49cb-8a8e-f0b8937c264f\", \"eef1d315-31a9-40ae-86c3-36ffee7a0fc5\", \"574e2cf6-f664-4cff-90d9-1f3301a3f46f\", \"1e5c6b1d-1763-4399-958b-da14acc558bc\", \"b840db54-e2a5-482f-80b9-376be65f4603\", \"80319bc9-c0f0-4cfe-aed5-fe06f0bf5cbe\", \"124c1e86-accb-4e22-9e39-f835b1451112\", \"eafa6fd2-ae5b-402d-bace-a0137125a4a2\", \"f7b136eb-0e28-430c-99e5-965ad17c69f0\", \"52456b1d-ade6-4d91-82bc-3ae7a7e334fe\"], \"total_duration\": 19965.0, \"total_sessions\": 10, \"mean_week_duration\": 93.294}, \"92415\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-21 02:02:04.000000+00:00\", \"2019-10-02 14:23:01.000000+00:00\"], \"session_ids\": [\"0c65cb95-e994-4553-97c9-bf64b720f2be\", \"e69a6376-339b-4c09-9a47-cedc3e9fb6e1\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 10.286}, \"10994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-22 11:25:21.000000+00:00\", \"2020-01-24 21:24:26.000000+00:00\", \"2019-01-07 09:57:26.000000+00:00\", \"2023-03-25 01:00:36.000000+00:00\", \"2022-12-10 01:04:20.000000+00:00\"], \"session_ids\": [\"e59957d3-daac-4daf-ae57-a3dbf9784e32\", \"52ea8000-aaa5-48ed-abf3-83b68e57d80c\", \"f3ead810-f8c6-44c8-b25d-a417e9341822\", \"371c35f1-5557-4783-aa08-11ca342bc740\", \"22355cc2-6187-46ad-abbd-292d5aa5a6d7\"], \"total_duration\": 509.0, \"total_sessions\": 5, \"mean_week_duration\": 2.314}, \"55986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-23 07:31:35.000000+00:00\", \"2021-09-16 22:35:26.000000+00:00\", \"2020-09-19 03:25:59.000000+00:00\", \"2020-08-03 07:13:19.000000+00:00\", \"2020-01-02 20:49:01.000000+00:00\"], \"session_ids\": [\"074c66c6-ec67-473c-a104-6b3842d8cb38\", \"d89cbcf7-5bbe-427b-86ef-2701659c3987\", \"b290741d-082b-41da-ad3a-9c9a5665c62e\", \"83a37e06-c008-4bb6-b1c5-41e1e591357c\", \"1a31c7fe-6657-4c9c-a258-f25994e76952\"], \"total_duration\": 1037.0, \"total_sessions\": 5, \"mean_week_duration\": 7.514}, \"76274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-10 03:25:42.000000+00:00\", \"2019-09-23 17:07:29.000000+00:00\"], \"session_ids\": [\"92c4c63b-54d5-4768-ac7d-3e41ecc2b048\", \"7c86619a-ad3b-4746-9f57-dbbd1be547bf\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-10 03:25:42.000000+00:00\", \"2019-09-23 17:07:29.000000+00:00\"], \"session_ids\": [\"92c4c63b-54d5-4768-ac7d-3e41ecc2b048\", \"7c86619a-ad3b-4746-9f57-dbbd1be547bf\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}, {\"89462\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-23 10:19:09.000000+00:00\", \"2020-02-08 08:18:47.000000+00:00\"], \"session_ids\": [\"0fc92ea8-42fb-42f6-9f60-f46cede51a81\", \"b58a75dd-da0f-4d65-bce9-e736bb0a700e\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}, {\"36758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-08-07 07:54:41.000000+00:00\", \"2020-02-23 17:05:02.000000+00:00\"], \"session_ids\": [\"04a31934-b6d6-44ed-9e9a-a8c790f9b8f9\", \"0bfc20f4-6f6e-48b0-a89e-bb06383d1763\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.305}}, {\"92415\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-21 02:02:04.000000+00:00\", \"2019-10-02 14:23:01.000000+00:00\"], \"session_ids\": [\"0c65cb95-e994-4553-97c9-bf64b720f2be\", \"e69a6376-339b-4c09-9a47-cedc3e9fb6e1\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 10.286}}, {\"2884\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-24 14:25:52.000000+00:00\", \"2019-02-01 17:31:04.000000+00:00\", \"2020-02-27 18:45:57.000000+00:00\", \"2022-05-10 09:46:11.000000+00:00\"], \"session_ids\": [\"d2afef20-c0a4-408c-b263-c415d0b95011\", \"a1c8f784-41e5-4edc-b20f-0fd00814c989\", \"ff871dc0-74cc-4d48-9e65-08a4508e05f4\", \"76162f02-293e-4e73-bcf4-5531f018aaed\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 1.627}}, {\"2681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-16 22:44:36.000000+00:00\", \"2020-07-05 02:00:55.000000+00:00\", \"2019-03-13 19:53:24.000000+00:00\"], \"session_ids\": [\"873f42a6-a8f5-4524-b7ed-801be0b79a36\", \"544066e8-9f46-476e-ad4b-b8715edf8c2c\", \"2780dbe0-3b18-40fc-a8b6-813ed0641a92\"], \"total_duration\": 399.0, \"total_sessions\": 3, \"mean_week_duration\": 3.244}}, {\"10994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-22 11:25:21.000000+00:00\", \"2020-01-24 21:24:26.000000+00:00\", \"2019-01-07 09:57:26.000000+00:00\", \"2023-03-25 01:00:36.000000+00:00\", \"2022-12-10 01:04:20.000000+00:00\"], \"session_ids\": [\"e59957d3-daac-4daf-ae57-a3dbf9784e32\", \"52ea8000-aaa5-48ed-abf3-83b68e57d80c\", \"f3ead810-f8c6-44c8-b25d-a417e9341822\", \"371c35f1-5557-4783-aa08-11ca342bc740\", \"22355cc2-6187-46ad-abbd-292d5aa5a6d7\"], \"total_duration\": 509.0, \"total_sessions\": 5, \"mean_week_duration\": 2.314}}, {\"31344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-11 15:24:53.000000+00:00\", \"2019-07-04 02:42:28.000000+00:00\", \"2020-11-03 20:18:13.000000+00:00\", \"2023-05-29 11:22:49.000000+00:00\"], \"session_ids\": [\"c7371fc5-0c42-49a9-bbc9-f75214c5efb4\", \"4be85af7-d8a0-4a95-8504-49c818d11712\", \"b8e7f3d8-0a0a-4bc8-bf69-bda492e6fc83\", \"c6093927-c301-4902-acac-262ceab69c51\"], \"total_duration\": 956.0, \"total_sessions\": 4, \"mean_week_duration\": 4.686}}, {\"55986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-23 07:31:35.000000+00:00\", \"2021-09-16 22:35:26.000000+00:00\", \"2020-09-19 03:25:59.000000+00:00\", \"2020-08-03 07:13:19.000000+00:00\", \"2020-01-02 20:49:01.000000+00:00\"], \"session_ids\": [\"074c66c6-ec67-473c-a104-6b3842d8cb38\", \"d89cbcf7-5bbe-427b-86ef-2701659c3987\", \"b290741d-082b-41da-ad3a-9c9a5665c62e\", \"83a37e06-c008-4bb6-b1c5-41e1e591357c\", \"1a31c7fe-6657-4c9c-a258-f25994e76952\"], \"total_duration\": 1037.0, \"total_sessions\": 5, \"mean_week_duration\": 7.514}}, {\"15575\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-28 12:33:49.000000+00:00\", \"2020-12-13 20:46:20.000000+00:00\", \"2023-05-01 20:08:31.000000+00:00\", \"2022-01-12 10:29:22.000000+00:00\", \"2019-03-30 06:39:13.000000+00:00\", \"2019-11-30 12:35:36.000000+00:00\", \"2019-09-17 10:55:50.000000+00:00\", \"2020-10-12 12:11:22.000000+00:00\", \"2021-01-30 01:32:11.000000+00:00\", \"2021-04-03 02:50:02.000000+00:00\"], \"session_ids\": [\"858120cf-6085-49cb-8a8e-f0b8937c264f\", \"eef1d315-31a9-40ae-86c3-36ffee7a0fc5\", \"574e2cf6-f664-4cff-90d9-1f3301a3f46f\", \"1e5c6b1d-1763-4399-958b-da14acc558bc\", \"b840db54-e2a5-482f-80b9-376be65f4603\", \"80319bc9-c0f0-4cfe-aed5-fe06f0bf5cbe\", \"124c1e86-accb-4e22-9e39-f835b1451112\", \"eafa6fd2-ae5b-402d-bace-a0137125a4a2\", \"f7b136eb-0e28-430c-99e5-965ad17c69f0\", \"52456b1d-ade6-4d91-82bc-3ae7a7e334fe\"], \"total_duration\": 19965.0, \"total_sessions\": 10, \"mean_week_duration\": 93.294}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-10 03:25:42.000000+00:00\", \"2019-09-23 17:07:29.000000+00:00\"], \"session_ids\": [\"92c4c63b-54d5-4768-ac7d-3e41ecc2b048\", \"7c86619a-ad3b-4746-9f57-dbbd1be547bf\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}, {\"89462\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-23 10:19:09.000000+00:00\", \"2020-02-08 08:18:47.000000+00:00\"], \"session_ids\": [\"0fc92ea8-42fb-42f6-9f60-f46cede51a81\", \"b58a75dd-da0f-4d65-bce9-e736bb0a700e\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76274\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-10 03:25:42.000000+00:00\", \"2019-09-23 17:07:29.000000+00:00\"], \"session_ids\": [\"92c4c63b-54d5-4768-ac7d-3e41ecc2b048\", \"7c86619a-ad3b-4746-9f57-dbbd1be547bf\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.326}}, {\"89462\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-09-23 10:19:09.000000+00:00\", \"2020-02-08 08:18:47.000000+00:00\"], \"session_ids\": [\"0fc92ea8-42fb-42f6-9f60-f46cede51a81\", \"b58a75dd-da0f-4d65-bce9-e736bb0a700e\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 4 users pieces of information who have the largest value of duration of sessions per week additionaly sort by sessions count in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-30 16:44:46.000000+00:00\", \"2023-04-30 09:59:06.000000+00:00\", \"2020-09-18 04:59:11.000000+00:00\", \"2020-03-02 23:54:18.000000+00:00\", \"2020-09-14 20:30:21.000000+00:00\", \"2023-04-27 01:56:33.000000+00:00\", \"2023-06-04 17:08:17.000000+00:00\", \"2022-12-22 04:48:50.000000+00:00\", \"2020-01-23 08:39:11.000000+00:00\", \"2020-09-18 02:21:52.000000+00:00\"], \"session_ids\": [\"ee9dd75b-367e-4a9d-b8c5-e779710cf5da\", \"7b0d324a-79d1-446d-a561-cc94f3249876\", \"478d33e1-e408-47fb-b62c-268ab7aea33c\", \"caee1b8d-5815-49b5-ac70-bfb0b0416a7f\", \"6d483cd7-abd5-4701-a636-374a4ba03894\", \"3f0db6cd-65b8-4dac-bae6-b730eea8357d\", \"58bab60b-5e03-4690-8fc2-44e890c702ec\", \"47e38ba7-80f3-4c71-bf6f-991c29bd9eb2\", \"da7ec508-1803-47db-97e1-96dcc343b292\", \"3f4b153b-15e8-4298-beb1-4cf8b84aa462\"], \"total_duration\": 6899.0, \"total_sessions\": 10, \"mean_week_duration\": 39.199}, \"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-08 04:34:34.000000+00:00\", \"2019-03-09 18:14:29.000000+00:00\", \"2021-01-21 07:25:35.000000+00:00\"], \"session_ids\": [\"8e0ab762-a511-40f6-a586-a7e66b7f48f2\", \"ccf16371-d488-4b6a-b1f1-eafe0eb08af1\", \"68c46739-9466-4220-9b29-f7854f83000f\"], \"total_duration\": 943.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}, \"49372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-03-08 14:00:59.000000+00:00\", \"2023-06-05 05:45:13.000000+00:00\", \"2021-12-22 11:48:31.000000+00:00\", \"2022-07-13 00:50:16.000000+00:00\", \"2020-07-23 17:05:04.000000+00:00\", \"2019-06-25 23:17:23.000000+00:00\", \"2021-04-01 20:27:32.000000+00:00\"], \"session_ids\": [\"cb377475-671e-4619-bdef-6cec6c34c3e0\", \"d9bf2001-1c1c-445c-b502-fe635ce965dd\", \"546c8b10-a653-4891-86d0-1f6580affe45\", \"f9bdbd7c-490d-4ed7-b774-7e112f7339bf\", \"aa8d1903-521a-48ad-8604-8dce487977bd\", \"a1ba74b5-88ec-47e1-938a-15c127bc353f\", \"a3cb3c4e-48cf-4ecb-9bc7-8a2a989667f9\"], \"total_duration\": 668.0, \"total_sessions\": 7, \"mean_week_duration\": 3.009}, \"19150\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-03 00:45:56.000000+00:00\", \"2023-06-25 16:25:45.000000+00:00\"], \"session_ids\": [\"fbade62d-5680-4449-9b84-a40c84dc53a6\", \"1c73ae99-ff41-44b9-ad51-af80287be02e\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.306}, \"90996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-12 04:51:54.000000+00:00\", \"2022-02-07 22:27:58.000000+00:00\", \"2019-12-27 04:27:58.000000+00:00\", \"2022-08-25 22:55:50.000000+00:00\", \"2020-08-08 17:45:07.000000+00:00\"], \"session_ids\": [\"2b246fed-3c7b-419c-9ee7-6fb30d6c4642\", \"cd1b5f05-29f4-47b9-bb16-f69d56c63b57\", \"8d6debc7-adda-46b2-8838-c2c2bd51a3e5\", \"cbc5ca86-1fe1-4c43-a88a-887f3a8c1ffa\", \"2c6cf735-d4fa-4536-8cfb-4586b3a75066\"], \"total_duration\": 1124.0, \"total_sessions\": 5, \"mean_week_duration\": 8.086}, \"34403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-06-21 21:24:47.000000+00:00\", \"2021-03-20 10:01:29.000000+00:00\"], \"session_ids\": [\"ed5d4a82-16c8-4a18-b1b1-9f52f59c20c7\", \"8c0c0662-f468-4ee7-a5f6-f904d7569e24\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}, \"15028\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-15 10:51:47.000000+00:00\", \"2020-10-21 15:09:46.000000+00:00\"], \"session_ids\": [\"c9fafc3c-20b4-4137-b9d9-d3d007100a91\", \"1e5f96df-083a-4bc9-82f4-d1b18f4dcd6e\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 2.72}, \"85440\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-21 09:31:33.000000+00:00\", \"2021-01-17 06:10:13.000000+00:00\"], \"session_ids\": [\"ac5775b8-803f-40c2-874a-17b86f36b33f\", \"fa3f041c-aa5f-4394-be03-3a33d6683332\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 6.975}, \"8506\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-09 12:26:10.000000+00:00\", \"2019-08-26 11:15:25.000000+00:00\"], \"session_ids\": [\"9075650e-deae-417f-b95b-54daf9324f51\", \"ac9af373-46f8-418e-8b74-8db0cbe9eac8\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.274}, \"88372\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-24 11:25:04.000000+00:00\", \"2022-04-07 03:49:17.000000+00:00\", \"2019-09-11 09:51:49.000000+00:00\"], \"session_ids\": [\"00bcad51-f158-4340-82d9-5770364efc66\", \"77e3620e-f786-46e0-b61e-eb57efef7ce0\", \"4d1b90dd-0a0e-4d29-9545-72a9ce36f545\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 1.672}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 4 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-30 16:44:46.000000+00:00\", \"2023-04-30 09:59:06.000000+00:00\", \"2020-09-18 04:59:11.000000+00:00\", \"2020-03-02 23:54:18.000000+00:00\", \"2020-09-14 20:30:21.000000+00:00\", \"2023-04-27 01:56:33.000000+00:00\", \"2023-06-04 17:08:17.000000+00:00\", \"2022-12-22 04:48:50.000000+00:00\", \"2020-01-23 08:39:11.000000+00:00\", \"2020-09-18 02:21:52.000000+00:00\"], \"session_ids\": [\"ee9dd75b-367e-4a9d-b8c5-e779710cf5da\", \"7b0d324a-79d1-446d-a561-cc94f3249876\", \"478d33e1-e408-47fb-b62c-268ab7aea33c\", \"caee1b8d-5815-49b5-ac70-bfb0b0416a7f\", \"6d483cd7-abd5-4701-a636-374a4ba03894\", \"3f0db6cd-65b8-4dac-bae6-b730eea8357d\", \"58bab60b-5e03-4690-8fc2-44e890c702ec\", \"47e38ba7-80f3-4c71-bf6f-991c29bd9eb2\", \"da7ec508-1803-47db-97e1-96dcc343b292\", \"3f4b153b-15e8-4298-beb1-4cf8b84aa462\"], \"total_duration\": 6899.0, \"total_sessions\": 10, \"mean_week_duration\": 39.199}}, {\"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-08 04:34:34.000000+00:00\", \"2019-03-09 18:14:29.000000+00:00\", \"2021-01-21 07:25:35.000000+00:00\"], \"session_ids\": [\"8e0ab762-a511-40f6-a586-a7e66b7f48f2\", \"ccf16371-d488-4b6a-b1f1-eafe0eb08af1\", \"68c46739-9466-4220-9b29-f7854f83000f\"], \"total_duration\": 943.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}}, {\"90996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-12 04:51:54.000000+00:00\", \"2022-02-07 22:27:58.000000+00:00\", \"2019-12-27 04:27:58.000000+00:00\", \"2022-08-25 22:55:50.000000+00:00\", \"2020-08-08 17:45:07.000000+00:00\"], \"session_ids\": [\"2b246fed-3c7b-419c-9ee7-6fb30d6c4642\", \"cd1b5f05-29f4-47b9-bb16-f69d56c63b57\", \"8d6debc7-adda-46b2-8838-c2c2bd51a3e5\", \"cbc5ca86-1fe1-4c43-a88a-887f3a8c1ffa\", \"2c6cf735-d4fa-4536-8cfb-4586b3a75066\"], \"total_duration\": 1124.0, \"total_sessions\": 5, \"mean_week_duration\": 8.086}}, {\"85440\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-21 09:31:33.000000+00:00\", \"2021-01-17 06:10:13.000000+00:00\"], \"session_ids\": [\"ac5775b8-803f-40c2-874a-17b86f36b33f\", \"fa3f041c-aa5f-4394-be03-3a33d6683332\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 6.975}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-30 16:44:46.000000+00:00\", \"2023-04-30 09:59:06.000000+00:00\", \"2020-09-18 04:59:11.000000+00:00\", \"2020-03-02 23:54:18.000000+00:00\", \"2020-09-14 20:30:21.000000+00:00\", \"2023-04-27 01:56:33.000000+00:00\", \"2023-06-04 17:08:17.000000+00:00\", \"2022-12-22 04:48:50.000000+00:00\", \"2020-01-23 08:39:11.000000+00:00\", \"2020-09-18 02:21:52.000000+00:00\"], \"session_ids\": [\"ee9dd75b-367e-4a9d-b8c5-e779710cf5da\", \"7b0d324a-79d1-446d-a561-cc94f3249876\", \"478d33e1-e408-47fb-b62c-268ab7aea33c\", \"caee1b8d-5815-49b5-ac70-bfb0b0416a7f\", \"6d483cd7-abd5-4701-a636-374a4ba03894\", \"3f0db6cd-65b8-4dac-bae6-b730eea8357d\", \"58bab60b-5e03-4690-8fc2-44e890c702ec\", \"47e38ba7-80f3-4c71-bf6f-991c29bd9eb2\", \"da7ec508-1803-47db-97e1-96dcc343b292\", \"3f4b153b-15e8-4298-beb1-4cf8b84aa462\"], \"total_duration\": 6899.0, \"total_sessions\": 10, \"mean_week_duration\": 39.199}}, {\"90996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-12 04:51:54.000000+00:00\", \"2022-02-07 22:27:58.000000+00:00\", \"2019-12-27 04:27:58.000000+00:00\", \"2022-08-25 22:55:50.000000+00:00\", \"2020-08-08 17:45:07.000000+00:00\"], \"session_ids\": [\"2b246fed-3c7b-419c-9ee7-6fb30d6c4642\", \"cd1b5f05-29f4-47b9-bb16-f69d56c63b57\", \"8d6debc7-adda-46b2-8838-c2c2bd51a3e5\", \"cbc5ca86-1fe1-4c43-a88a-887f3a8c1ffa\", \"2c6cf735-d4fa-4536-8cfb-4586b3a75066\"], \"total_duration\": 1124.0, \"total_sessions\": 5, \"mean_week_duration\": 8.086}}, {\"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-08 04:34:34.000000+00:00\", \"2019-03-09 18:14:29.000000+00:00\", \"2021-01-21 07:25:35.000000+00:00\"], \"session_ids\": [\"8e0ab762-a511-40f6-a586-a7e66b7f48f2\", \"ccf16371-d488-4b6a-b1f1-eafe0eb08af1\", \"68c46739-9466-4220-9b29-f7854f83000f\"], \"total_duration\": 943.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}}, {\"85440\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-21 09:31:33.000000+00:00\", \"2021-01-17 06:10:13.000000+00:00\"], \"session_ids\": [\"ac5775b8-803f-40c2-874a-17b86f36b33f\", \"fa3f041c-aa5f-4394-be03-3a33d6683332\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 6.975}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-30 16:44:46.000000+00:00\", \"2023-04-30 09:59:06.000000+00:00\", \"2020-09-18 04:59:11.000000+00:00\", \"2020-03-02 23:54:18.000000+00:00\", \"2020-09-14 20:30:21.000000+00:00\", \"2023-04-27 01:56:33.000000+00:00\", \"2023-06-04 17:08:17.000000+00:00\", \"2022-12-22 04:48:50.000000+00:00\", \"2020-01-23 08:39:11.000000+00:00\", \"2020-09-18 02:21:52.000000+00:00\"], \"session_ids\": [\"ee9dd75b-367e-4a9d-b8c5-e779710cf5da\", \"7b0d324a-79d1-446d-a561-cc94f3249876\", \"478d33e1-e408-47fb-b62c-268ab7aea33c\", \"caee1b8d-5815-49b5-ac70-bfb0b0416a7f\", \"6d483cd7-abd5-4701-a636-374a4ba03894\", \"3f0db6cd-65b8-4dac-bae6-b730eea8357d\", \"58bab60b-5e03-4690-8fc2-44e890c702ec\", \"47e38ba7-80f3-4c71-bf6f-991c29bd9eb2\", \"da7ec508-1803-47db-97e1-96dcc343b292\", \"3f4b153b-15e8-4298-beb1-4cf8b84aa462\"], \"total_duration\": 6899.0, \"total_sessions\": 10, \"mean_week_duration\": 39.199}}, {\"90996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-12 04:51:54.000000+00:00\", \"2022-02-07 22:27:58.000000+00:00\", \"2019-12-27 04:27:58.000000+00:00\", \"2022-08-25 22:55:50.000000+00:00\", \"2020-08-08 17:45:07.000000+00:00\"], \"session_ids\": [\"2b246fed-3c7b-419c-9ee7-6fb30d6c4642\", \"cd1b5f05-29f4-47b9-bb16-f69d56c63b57\", \"8d6debc7-adda-46b2-8838-c2c2bd51a3e5\", \"cbc5ca86-1fe1-4c43-a88a-887f3a8c1ffa\", \"2c6cf735-d4fa-4536-8cfb-4586b3a75066\"], \"total_duration\": 1124.0, \"total_sessions\": 5, \"mean_week_duration\": 8.086}}, {\"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-08 04:34:34.000000+00:00\", \"2019-03-09 18:14:29.000000+00:00\", \"2021-01-21 07:25:35.000000+00:00\"], \"session_ids\": [\"8e0ab762-a511-40f6-a586-a7e66b7f48f2\", \"ccf16371-d488-4b6a-b1f1-eafe0eb08af1\", \"68c46739-9466-4220-9b29-f7854f83000f\"], \"total_duration\": 943.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}}, {\"85440\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-21 09:31:33.000000+00:00\", \"2021-01-17 06:10:13.000000+00:00\"], \"session_ids\": [\"ac5775b8-803f-40c2-874a-17b86f36b33f\", \"fa3f041c-aa5f-4394-be03-3a33d6683332\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 6.975}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-30 16:44:46.000000+00:00\", \"2023-04-30 09:59:06.000000+00:00\", \"2020-09-18 04:59:11.000000+00:00\", \"2020-03-02 23:54:18.000000+00:00\", \"2020-09-14 20:30:21.000000+00:00\", \"2023-04-27 01:56:33.000000+00:00\", \"2023-06-04 17:08:17.000000+00:00\", \"2022-12-22 04:48:50.000000+00:00\", \"2020-01-23 08:39:11.000000+00:00\", \"2020-09-18 02:21:52.000000+00:00\"], \"session_ids\": [\"ee9dd75b-367e-4a9d-b8c5-e779710cf5da\", \"7b0d324a-79d1-446d-a561-cc94f3249876\", \"478d33e1-e408-47fb-b62c-268ab7aea33c\", \"caee1b8d-5815-49b5-ac70-bfb0b0416a7f\", \"6d483cd7-abd5-4701-a636-374a4ba03894\", \"3f0db6cd-65b8-4dac-bae6-b730eea8357d\", \"58bab60b-5e03-4690-8fc2-44e890c702ec\", \"47e38ba7-80f3-4c71-bf6f-991c29bd9eb2\", \"da7ec508-1803-47db-97e1-96dcc343b292\", \"3f4b153b-15e8-4298-beb1-4cf8b84aa462\"], \"total_duration\": 6899.0, \"total_sessions\": 10, \"mean_week_duration\": 39.199}}, {\"90996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-12 04:51:54.000000+00:00\", \"2022-02-07 22:27:58.000000+00:00\", \"2019-12-27 04:27:58.000000+00:00\", \"2022-08-25 22:55:50.000000+00:00\", \"2020-08-08 17:45:07.000000+00:00\"], \"session_ids\": [\"2b246fed-3c7b-419c-9ee7-6fb30d6c4642\", \"cd1b5f05-29f4-47b9-bb16-f69d56c63b57\", \"8d6debc7-adda-46b2-8838-c2c2bd51a3e5\", \"cbc5ca86-1fe1-4c43-a88a-887f3a8c1ffa\", \"2c6cf735-d4fa-4536-8cfb-4586b3a75066\"], \"total_duration\": 1124.0, \"total_sessions\": 5, \"mean_week_duration\": 8.086}}, {\"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-08 04:34:34.000000+00:00\", \"2019-03-09 18:14:29.000000+00:00\", \"2021-01-21 07:25:35.000000+00:00\"], \"session_ids\": [\"8e0ab762-a511-40f6-a586-a7e66b7f48f2\", \"ccf16371-d488-4b6a-b1f1-eafe0eb08af1\", \"68c46739-9466-4220-9b29-f7854f83000f\"], \"total_duration\": 943.0, \"total_sessions\": 3, \"mean_week_duration\": 9.337}}, {\"85440\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-21 09:31:33.000000+00:00\", \"2021-01-17 06:10:13.000000+00:00\"], \"session_ids\": [\"ac5775b8-803f-40c2-874a-17b86f36b33f\", \"fa3f041c-aa5f-4394-be03-3a33d6683332\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 6.975}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 8 users who have duration total smaller than 240 and bigger than 4885 also execute sorting by time using the app in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-14 20:24:24.000000+00:00\", \"2021-12-23 14:43:34.000000+00:00\"], \"session_ids\": [\"a02d20df-e714-41d3-b048-0faddfc9abb1\", \"b38676f5-573c-42fd-83ef-ecddeb80aba9\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}, \"34053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-25 19:24:45.000000+00:00\", \"2021-06-28 07:15:49.000000+00:00\"], \"session_ids\": [\"92a7c25e-a3fb-4e98-97d5-57b1f39858c0\", \"88644a16-1d89-4f3c-8d45-810085275c4f\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 10.897}, \"83349\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 01:33:15.000000+00:00\", \"2019-05-20 04:28:11.000000+00:00\"], \"session_ids\": [\"f6c08676-caf9-44ab-a5b7-47e23f4b1422\", \"3ba2193d-c216-491c-89c9-16ccca9cd433\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 6.92}, \"88209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-05 06:34:30.000000+00:00\", \"2020-05-31 01:11:03.000000+00:00\"], \"session_ids\": [\"a7fd7e95-7f8b-4129-9682-afbb3ffe4059\", \"1a8aa095-c028-4886-ac12-1989b4c192c7\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}, \"20180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 16:29:21.000000+00:00\", \"2021-01-13 03:12:34.000000+00:00\", \"2021-06-05 14:11:03.000000+00:00\", \"2021-09-13 05:13:13.000000+00:00\"], \"session_ids\": [\"7f371127-1b62-46c6-979b-78a3f6f43d43\", \"ef39578d-5f0c-4366-80a0-1e2dde4459ff\", \"3a1860af-b6ff-47b0-a78b-9f0d3531f497\", \"c5f1c4a9-f59b-4804-a7a0-3f18d1144fe0\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 1.286}, \"90801\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-05-01 14:21:46.000000+00:00\", \"2022-01-31 08:16:01.000000+00:00\", \"2020-07-02 18:04:34.000000+00:00\", \"2020-09-07 14:21:21.000000+00:00\", \"2021-04-04 10:19:14.000000+00:00\", \"2021-03-17 06:11:09.000000+00:00\", \"2019-09-28 10:51:25.000000+00:00\", \"2020-09-09 01:06:23.000000+00:00\", \"2022-12-22 21:33:12.000000+00:00\"], \"session_ids\": [\"6d90bfe0-c724-48ce-95d1-fbd966605608\", \"403945c3-1397-4d25-800b-78c9b2677e5a\", \"d20e30eb-f86c-4c0f-adbb-a8b2f463dfc3\", \"bd1a5e0e-8240-4aca-976a-18b6f9e271e6\", \"d7655fd0-a99a-4584-8698-47cb32bff592\", \"d936063d-8a51-4b71-8acf-315bbe782a86\", \"3a9a702e-efb3-4586-a107-a8ea8a48ced7\", \"dba01be2-a48d-4498-a0ab-5e0440be7dca\", \"150ae455-6216-471b-a894-f6b8625e6dad\"], \"total_duration\": 652.0, \"total_sessions\": 9, \"mean_week_duration\": 3.858}, \"61370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-15 21:01:41.000000+00:00\", \"2019-07-27 11:10:57.000000+00:00\"], \"session_ids\": [\"fb2e249a-9ca4-4086-8cfb-4a59a6ed0236\", \"c309d8d0-803f-4762-87a9-5176b33b2487\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.802}, \"23336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-03 17:01:03.000000+00:00\", \"2019-06-22 10:29:17.000000+00:00\"], \"session_ids\": [\"3da5da60-e90f-4772-a50f-e4ce8ea655c3\", \"a9d5cc80-e249-498c-a4e2-373f0cc76365\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}, \"61917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-17 09:31:31.000000+00:00\", \"2022-03-03 19:15:21.000000+00:00\"], \"session_ids\": [\"bc497ea2-a9eb-491c-aeb0-1a178c8544b3\", \"f6419d79-4002-4b04-9b02-ac66528fb44b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}, \"75601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-14 22:49:20.000000+00:00\", \"2023-04-02 02:28:16.000000+00:00\"], \"session_ids\": [\"e06df7a9-443e-482f-b121-4c6a0bb31aae\", \"70ff257e-9b0a-464e-841b-cfa9b828ad85\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.22}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 240 and are equal or greater than 4885" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[240, 4885]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-14 20:24:24.000000+00:00\", \"2021-12-23 14:43:34.000000+00:00\"], \"session_ids\": [\"a02d20df-e714-41d3-b048-0faddfc9abb1\", \"b38676f5-573c-42fd-83ef-ecddeb80aba9\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}, \"88209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-05 06:34:30.000000+00:00\", \"2020-05-31 01:11:03.000000+00:00\"], \"session_ids\": [\"a7fd7e95-7f8b-4129-9682-afbb3ffe4059\", \"1a8aa095-c028-4886-ac12-1989b4c192c7\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}, \"20180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 16:29:21.000000+00:00\", \"2021-01-13 03:12:34.000000+00:00\", \"2021-06-05 14:11:03.000000+00:00\", \"2021-09-13 05:13:13.000000+00:00\"], \"session_ids\": [\"7f371127-1b62-46c6-979b-78a3f6f43d43\", \"ef39578d-5f0c-4366-80a0-1e2dde4459ff\", \"3a1860af-b6ff-47b0-a78b-9f0d3531f497\", \"c5f1c4a9-f59b-4804-a7a0-3f18d1144fe0\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 1.286}, \"61370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-15 21:01:41.000000+00:00\", \"2019-07-27 11:10:57.000000+00:00\"], \"session_ids\": [\"fb2e249a-9ca4-4086-8cfb-4a59a6ed0236\", \"c309d8d0-803f-4762-87a9-5176b33b2487\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.802}, \"23336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-03 17:01:03.000000+00:00\", \"2019-06-22 10:29:17.000000+00:00\"], \"session_ids\": [\"3da5da60-e90f-4772-a50f-e4ce8ea655c3\", \"a9d5cc80-e249-498c-a4e2-373f0cc76365\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}, \"61917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-17 09:31:31.000000+00:00\", \"2022-03-03 19:15:21.000000+00:00\"], \"session_ids\": [\"bc497ea2-a9eb-491c-aeb0-1a178c8544b3\", \"f6419d79-4002-4b04-9b02-ac66528fb44b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"61917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-17 09:31:31.000000+00:00\", \"2022-03-03 19:15:21.000000+00:00\"], \"session_ids\": [\"bc497ea2-a9eb-491c-aeb0-1a178c8544b3\", \"f6419d79-4002-4b04-9b02-ac66528fb44b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}}, {\"88209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-05 06:34:30.000000+00:00\", \"2020-05-31 01:11:03.000000+00:00\"], \"session_ids\": [\"a7fd7e95-7f8b-4129-9682-afbb3ffe4059\", \"1a8aa095-c028-4886-ac12-1989b4c192c7\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"18529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-14 20:24:24.000000+00:00\", \"2021-12-23 14:43:34.000000+00:00\"], \"session_ids\": [\"a02d20df-e714-41d3-b048-0faddfc9abb1\", \"b38676f5-573c-42fd-83ef-ecddeb80aba9\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}}, {\"20180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 16:29:21.000000+00:00\", \"2021-01-13 03:12:34.000000+00:00\", \"2021-06-05 14:11:03.000000+00:00\", \"2021-09-13 05:13:13.000000+00:00\"], \"session_ids\": [\"7f371127-1b62-46c6-979b-78a3f6f43d43\", \"ef39578d-5f0c-4366-80a0-1e2dde4459ff\", \"3a1860af-b6ff-47b0-a78b-9f0d3531f497\", \"c5f1c4a9-f59b-4804-a7a0-3f18d1144fe0\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 1.286}}, {\"23336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-03 17:01:03.000000+00:00\", \"2019-06-22 10:29:17.000000+00:00\"], \"session_ids\": [\"3da5da60-e90f-4772-a50f-e4ce8ea655c3\", \"a9d5cc80-e249-498c-a4e2-373f0cc76365\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"61370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-15 21:01:41.000000+00:00\", \"2019-07-27 11:10:57.000000+00:00\"], \"session_ids\": [\"fb2e249a-9ca4-4086-8cfb-4a59a6ed0236\", \"c309d8d0-803f-4762-87a9-5176b33b2487\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.802}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"61917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-17 09:31:31.000000+00:00\", \"2022-03-03 19:15:21.000000+00:00\"], \"session_ids\": [\"bc497ea2-a9eb-491c-aeb0-1a178c8544b3\", \"f6419d79-4002-4b04-9b02-ac66528fb44b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}}, {\"88209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-05 06:34:30.000000+00:00\", \"2020-05-31 01:11:03.000000+00:00\"], \"session_ids\": [\"a7fd7e95-7f8b-4129-9682-afbb3ffe4059\", \"1a8aa095-c028-4886-ac12-1989b4c192c7\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"18529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-14 20:24:24.000000+00:00\", \"2021-12-23 14:43:34.000000+00:00\"], \"session_ids\": [\"a02d20df-e714-41d3-b048-0faddfc9abb1\", \"b38676f5-573c-42fd-83ef-ecddeb80aba9\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}}, {\"20180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 16:29:21.000000+00:00\", \"2021-01-13 03:12:34.000000+00:00\", \"2021-06-05 14:11:03.000000+00:00\", \"2021-09-13 05:13:13.000000+00:00\"], \"session_ids\": [\"7f371127-1b62-46c6-979b-78a3f6f43d43\", \"ef39578d-5f0c-4366-80a0-1e2dde4459ff\", \"3a1860af-b6ff-47b0-a78b-9f0d3531f497\", \"c5f1c4a9-f59b-4804-a7a0-3f18d1144fe0\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 1.286}}, {\"23336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-03 17:01:03.000000+00:00\", \"2019-06-22 10:29:17.000000+00:00\"], \"session_ids\": [\"3da5da60-e90f-4772-a50f-e4ce8ea655c3\", \"a9d5cc80-e249-498c-a4e2-373f0cc76365\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"61370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-15 21:01:41.000000+00:00\", \"2019-07-27 11:10:57.000000+00:00\"], \"session_ids\": [\"fb2e249a-9ca4-4086-8cfb-4a59a6ed0236\", \"c309d8d0-803f-4762-87a9-5176b33b2487\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.802}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"61917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-17 09:31:31.000000+00:00\", \"2022-03-03 19:15:21.000000+00:00\"], \"session_ids\": [\"bc497ea2-a9eb-491c-aeb0-1a178c8544b3\", \"f6419d79-4002-4b04-9b02-ac66528fb44b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}}, {\"88209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-05 06:34:30.000000+00:00\", \"2020-05-31 01:11:03.000000+00:00\"], \"session_ids\": [\"a7fd7e95-7f8b-4129-9682-afbb3ffe4059\", \"1a8aa095-c028-4886-ac12-1989b4c192c7\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"18529\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-14 20:24:24.000000+00:00\", \"2021-12-23 14:43:34.000000+00:00\"], \"session_ids\": [\"a02d20df-e714-41d3-b048-0faddfc9abb1\", \"b38676f5-573c-42fd-83ef-ecddeb80aba9\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}}, {\"20180\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 16:29:21.000000+00:00\", \"2021-01-13 03:12:34.000000+00:00\", \"2021-06-05 14:11:03.000000+00:00\", \"2021-09-13 05:13:13.000000+00:00\"], \"session_ids\": [\"7f371127-1b62-46c6-979b-78a3f6f43d43\", \"ef39578d-5f0c-4366-80a0-1e2dde4459ff\", \"3a1860af-b6ff-47b0-a78b-9f0d3531f497\", \"c5f1c4a9-f59b-4804-a7a0-3f18d1144fe0\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 1.286}}, {\"23336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-03 17:01:03.000000+00:00\", \"2019-06-22 10:29:17.000000+00:00\"], \"session_ids\": [\"3da5da60-e90f-4772-a50f-e4ce8ea655c3\", \"a9d5cc80-e249-498c-a4e2-373f0cc76365\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.33}}, {\"61370\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-15 21:01:41.000000+00:00\", \"2019-07-27 11:10:57.000000+00:00\"], \"session_ids\": [\"fb2e249a-9ca4-4086-8cfb-4a59a6ed0236\", \"c309d8d0-803f-4762-87a9-5176b33b2487\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.802}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 2 users who have overall sessions count strictly bigger than 6 and strictly smaller than 5 and in addition put to use sorting by overall total sessions in descending , and get rid of all records, except 2." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-16 05:16:34.000000+00:00\", \"2019-02-05 06:04:53.000000+00:00\", \"2021-03-30 22:05:44.000000+00:00\", \"2022-11-25 16:11:29.000000+00:00\"], \"session_ids\": [\"7db1f397-fa89-4be3-94b7-d65d312d092c\", \"ad1bd1ad-a77a-40eb-9aef-d359445028fa\", \"60cdbce9-0f6d-40fa-a8e4-44c3e7789000\", \"f913b9d0-cd22-483f-a359-c7a4f00198a6\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 5.724}, \"65878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-06 18:58:50.000000+00:00\", \"2022-01-10 15:35:46.000000+00:00\", \"2020-11-17 14:53:14.000000+00:00\", \"2020-05-04 18:59:31.000000+00:00\"], \"session_ids\": [\"6d30790a-a629-4ebe-bbeb-734e33e05615\", \"db80551f-9512-42fe-9339-3831814c287e\", \"946b48c5-ac12-4153-98e5-22244ed49310\", \"4fb4fd8e-f9a4-4419-8352-5ae289c70795\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 17.307}, \"54971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-25 23:19:11.000000+00:00\", \"2022-08-24 07:22:29.000000+00:00\"], \"session_ids\": [\"49f24a8e-0008-4287-bc7b-efba5c2673b6\", \"c987f761-85b1-4062-8dfa-0585f5d75613\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 7.049}, \"29920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-16 14:07:29.000000+00:00\", \"2023-05-24 23:44:13.000000+00:00\"], \"session_ids\": [\"7bae2de6-70fe-44dc-ad90-e2f86565bb1b\", \"0d55a50a-57b5-4db2-8025-d78edca2f789\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 1.909}, \"60199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-01 12:12:28.000000+00:00\", \"2022-07-15 06:40:59.000000+00:00\"], \"session_ids\": [\"294f3ee0-3998-4acd-b2bb-0cfbdb7b0266\", \"6a8a4975-248f-4c2d-993f-5df533dd25e5\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.489}, \"39817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-13 18:01:18.000000+00:00\", \"2020-05-02 03:11:42.000000+00:00\"], \"session_ids\": [\"a8a63984-8ce7-4ca7-a642-d1aac8ab5322\", \"d5ca443d-f8d1-4681-a1fc-6cf46c42753d\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 8.97}, \"97640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-08 08:41:56.000000+00:00\", \"2020-08-28 03:38:26.000000+00:00\", \"2020-07-10 05:50:14.000000+00:00\", \"2023-04-09 03:59:29.000000+00:00\", \"2022-01-31 20:02:56.000000+00:00\"], \"session_ids\": [\"55f99a1d-fa68-47b6-9847-a5af53638f56\", \"25d62006-e9cd-4fbd-ad52-9da8d483c688\", \"9114600a-b511-423d-9bbb-60c474876438\", \"9954654c-833e-4b67-9a1d-99c7b3dde5bb\", \"5e438ca1-9d60-416f-90da-8b29030371d3\"], \"total_duration\": 271.0, \"total_sessions\": 5, \"mean_week_duration\": 1.726}, \"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-04 19:12:07.000000+00:00\", \"2020-04-25 19:03:29.000000+00:00\", \"2021-01-05 16:06:06.000000+00:00\"], \"session_ids\": [\"1218b599-8887-4c18-b324-b36b72a97d05\", \"b6b416df-28d2-43bb-8b0b-84590f50f6d1\", \"8683dacd-b5c1-41ae-a431-379fcf2c4725\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.66}, \"29945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-07 09:55:50.000000+00:00\", \"2021-05-06 05:58:02.000000+00:00\", \"2022-01-13 16:42:34.000000+00:00\", \"2022-02-05 17:50:10.000000+00:00\", \"2021-04-24 06:00:37.000000+00:00\"], \"session_ids\": [\"f7fb495c-f904-40cd-8b3b-27c234f0ef1f\", \"fa32d65b-0d34-4b9b-a9a0-4a9c1c2663a2\", \"bae065fb-78c3-49f5-b7f9-a03f615db61f\", \"32507c3f-5202-4e97-afc3-2668b754b9ad\", \"cc4bd735-dd1c-4cf0-9275-8a8084ef4dd6\"], \"total_duration\": 818.0, \"total_sessions\": 5, \"mean_week_duration\": 9.402}, \"31897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-27 21:37:55.000000+00:00\", \"2023-05-07 12:53:28.000000+00:00\", \"2021-12-24 18:45:23.000000+00:00\", \"2021-09-04 20:04:10.000000+00:00\", \"2022-05-17 07:06:35.000000+00:00\", \"2022-10-03 17:17:21.000000+00:00\"], \"session_ids\": [\"b96ef66b-f85a-4110-8c14-8f6b062440d7\", \"16c6966b-72bd-464e-a6d5-f381abd952a1\", \"6426d3b7-c939-419a-9874-2f9df16cf050\", \"eecee6ef-8053-403d-b5fc-230761f862f0\", \"394205fc-ae28-467b-93eb-519ca3969721\", \"9b7da3c2-a5dd-4774-b797-0dc1f4e5b368\"], \"total_duration\": 6095.0, \"total_sessions\": 6, \"mean_week_duration\": 70.057}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5 and are greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-16 05:16:34.000000+00:00\", \"2019-02-05 06:04:53.000000+00:00\", \"2021-03-30 22:05:44.000000+00:00\", \"2022-11-25 16:11:29.000000+00:00\"], \"session_ids\": [\"7db1f397-fa89-4be3-94b7-d65d312d092c\", \"ad1bd1ad-a77a-40eb-9aef-d359445028fa\", \"60cdbce9-0f6d-40fa-a8e4-44c3e7789000\", \"f913b9d0-cd22-483f-a359-c7a4f00198a6\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 5.724}, \"65878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-06 18:58:50.000000+00:00\", \"2022-01-10 15:35:46.000000+00:00\", \"2020-11-17 14:53:14.000000+00:00\", \"2020-05-04 18:59:31.000000+00:00\"], \"session_ids\": [\"6d30790a-a629-4ebe-bbeb-734e33e05615\", \"db80551f-9512-42fe-9339-3831814c287e\", \"946b48c5-ac12-4153-98e5-22244ed49310\", \"4fb4fd8e-f9a4-4419-8352-5ae289c70795\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 17.307}, \"54971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-25 23:19:11.000000+00:00\", \"2022-08-24 07:22:29.000000+00:00\"], \"session_ids\": [\"49f24a8e-0008-4287-bc7b-efba5c2673b6\", \"c987f761-85b1-4062-8dfa-0585f5d75613\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 7.049}, \"29920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-16 14:07:29.000000+00:00\", \"2023-05-24 23:44:13.000000+00:00\"], \"session_ids\": [\"7bae2de6-70fe-44dc-ad90-e2f86565bb1b\", \"0d55a50a-57b5-4db2-8025-d78edca2f789\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 1.909}, \"60199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-01 12:12:28.000000+00:00\", \"2022-07-15 06:40:59.000000+00:00\"], \"session_ids\": [\"294f3ee0-3998-4acd-b2bb-0cfbdb7b0266\", \"6a8a4975-248f-4c2d-993f-5df533dd25e5\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.489}, \"39817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-13 18:01:18.000000+00:00\", \"2020-05-02 03:11:42.000000+00:00\"], \"session_ids\": [\"a8a63984-8ce7-4ca7-a642-d1aac8ab5322\", \"d5ca443d-f8d1-4681-a1fc-6cf46c42753d\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 8.97}, \"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-04 19:12:07.000000+00:00\", \"2020-04-25 19:03:29.000000+00:00\", \"2021-01-05 16:06:06.000000+00:00\"], \"session_ids\": [\"1218b599-8887-4c18-b324-b36b72a97d05\", \"b6b416df-28d2-43bb-8b0b-84590f50f6d1\", \"8683dacd-b5c1-41ae-a431-379fcf2c4725\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.66}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-16 05:16:34.000000+00:00\", \"2019-02-05 06:04:53.000000+00:00\", \"2021-03-30 22:05:44.000000+00:00\", \"2022-11-25 16:11:29.000000+00:00\"], \"session_ids\": [\"7db1f397-fa89-4be3-94b7-d65d312d092c\", \"ad1bd1ad-a77a-40eb-9aef-d359445028fa\", \"60cdbce9-0f6d-40fa-a8e4-44c3e7789000\", \"f913b9d0-cd22-483f-a359-c7a4f00198a6\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 5.724}}, {\"65878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-06 18:58:50.000000+00:00\", \"2022-01-10 15:35:46.000000+00:00\", \"2020-11-17 14:53:14.000000+00:00\", \"2020-05-04 18:59:31.000000+00:00\"], \"session_ids\": [\"6d30790a-a629-4ebe-bbeb-734e33e05615\", \"db80551f-9512-42fe-9339-3831814c287e\", \"946b48c5-ac12-4153-98e5-22244ed49310\", \"4fb4fd8e-f9a4-4419-8352-5ae289c70795\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 17.307}}, {\"1464\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-04 19:12:07.000000+00:00\", \"2020-04-25 19:03:29.000000+00:00\", \"2021-01-05 16:06:06.000000+00:00\"], \"session_ids\": [\"1218b599-8887-4c18-b324-b36b72a97d05\", \"b6b416df-28d2-43bb-8b0b-84590f50f6d1\", \"8683dacd-b5c1-41ae-a431-379fcf2c4725\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.66}}, {\"54971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-25 23:19:11.000000+00:00\", \"2022-08-24 07:22:29.000000+00:00\"], \"session_ids\": [\"49f24a8e-0008-4287-bc7b-efba5c2673b6\", \"c987f761-85b1-4062-8dfa-0585f5d75613\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 7.049}}, {\"29920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-16 14:07:29.000000+00:00\", \"2023-05-24 23:44:13.000000+00:00\"], \"session_ids\": [\"7bae2de6-70fe-44dc-ad90-e2f86565bb1b\", \"0d55a50a-57b5-4db2-8025-d78edca2f789\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 1.909}}, {\"60199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-01 12:12:28.000000+00:00\", \"2022-07-15 06:40:59.000000+00:00\"], \"session_ids\": [\"294f3ee0-3998-4acd-b2bb-0cfbdb7b0266\", \"6a8a4975-248f-4c2d-993f-5df533dd25e5\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.489}}, {\"39817\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-13 18:01:18.000000+00:00\", \"2020-05-02 03:11:42.000000+00:00\"], \"session_ids\": [\"a8a63984-8ce7-4ca7-a642-d1aac8ab5322\", \"d5ca443d-f8d1-4681-a1fc-6cf46c42753d\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 8.97}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-16 05:16:34.000000+00:00\", \"2019-02-05 06:04:53.000000+00:00\", \"2021-03-30 22:05:44.000000+00:00\", \"2022-11-25 16:11:29.000000+00:00\"], \"session_ids\": [\"7db1f397-fa89-4be3-94b7-d65d312d092c\", \"ad1bd1ad-a77a-40eb-9aef-d359445028fa\", \"60cdbce9-0f6d-40fa-a8e4-44c3e7789000\", \"f913b9d0-cd22-483f-a359-c7a4f00198a6\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 5.724}}, {\"65878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-06 18:58:50.000000+00:00\", \"2022-01-10 15:35:46.000000+00:00\", \"2020-11-17 14:53:14.000000+00:00\", \"2020-05-04 18:59:31.000000+00:00\"], \"session_ids\": [\"6d30790a-a629-4ebe-bbeb-734e33e05615\", \"db80551f-9512-42fe-9339-3831814c287e\", \"946b48c5-ac12-4153-98e5-22244ed49310\", \"4fb4fd8e-f9a4-4419-8352-5ae289c70795\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 17.307}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-16 05:16:34.000000+00:00\", \"2019-02-05 06:04:53.000000+00:00\", \"2021-03-30 22:05:44.000000+00:00\", \"2022-11-25 16:11:29.000000+00:00\"], \"session_ids\": [\"7db1f397-fa89-4be3-94b7-d65d312d092c\", \"ad1bd1ad-a77a-40eb-9aef-d359445028fa\", \"60cdbce9-0f6d-40fa-a8e4-44c3e7789000\", \"f913b9d0-cd22-483f-a359-c7a4f00198a6\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 5.724}}, {\"65878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-03-06 18:58:50.000000+00:00\", \"2022-01-10 15:35:46.000000+00:00\", \"2020-11-17 14:53:14.000000+00:00\", \"2020-05-04 18:59:31.000000+00:00\"], \"session_ids\": [\"6d30790a-a629-4ebe-bbeb-734e33e05615\", \"db80551f-9512-42fe-9339-3831814c287e\", \"946b48c5-ac12-4153-98e5-22244ed49310\", \"4fb4fd8e-f9a4-4419-8352-5ae289c70795\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 17.307}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 8 users with a overall sessions count that is = 3 and in addition carry out sorting by duration of sessions per week desc additionaly show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-16 06:59:19.000000+00:00\", \"2019-09-16 22:45:04.000000+00:00\", \"2019-10-17 00:14:40.000000+00:00\", \"2020-07-08 04:55:19.000000+00:00\"], \"session_ids\": [\"7a5922cc-326f-4653-b7a2-4fa9165fe4f4\", \"4cb419e8-f9b4-4efa-b05f-4d8fde630bf1\", \"9e3a1568-ab6a-42e6-b591-a1cbc2480b36\", \"fff64423-db29-454d-a021-aef3b36f559b\"], \"total_duration\": 38.0, \"total_sessions\": 4, \"mean_week_duration\": 0.884}, \"90265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-12 08:16:37.000000+00:00\", \"2020-01-18 00:54:05.000000+00:00\", \"2022-01-21 20:28:21.000000+00:00\", \"2022-02-01 22:34:39.000000+00:00\"], \"session_ids\": [\"4b19abf9-a504-4586-8faa-61ade4ffc9e7\", \"6a9306ef-a9d8-4cad-8a24-5c2d870b1193\", \"3267e9ee-5add-4e6d-a051-5f0a621257cf\", \"6ba0fda6-9618-4f68-8ae1-cf9341cf52bc\"], \"total_duration\": 1139.0, \"total_sessions\": 4, \"mean_week_duration\": 7.493}, \"11814\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-07-31 10:27:25.000000+00:00\", \"2019-09-20 14:49:39.000000+00:00\"], \"session_ids\": [\"9267edd4-b3b8-411b-92b7-93fb007de85a\", \"52f0b769-e42a-48d4-982e-d9ca3276abd9\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 4.804}, \"52830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 09:00:10.000000+00:00\", \"2019-05-20 08:36:08.000000+00:00\", \"2021-12-02 07:38:15.000000+00:00\"], \"session_ids\": [\"0c86ee7e-3c91-4a43-b0e8-f365ede2a0dc\", \"bd1dd746-f1ac-40f1-b921-8253f9cff483\", \"231176c4-7040-4fb1-aaa4-9323dbed70c6\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.692}, \"77022\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-03-19 04:39:25.000000+00:00\", \"2019-05-02 01:54:26.000000+00:00\"], \"session_ids\": [\"29b8e86e-3f2e-4007-b5ce-e96b9bd5eeca\", \"7aa92903-df8e-4461-82dc-286df3865e55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 3.848}, \"44585\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-14 12:18:37.000000+00:00\", \"2021-06-03 06:06:38.000000+00:00\", \"2019-10-27 07:38:48.000000+00:00\", \"2022-10-22 19:48:33.000000+00:00\"], \"session_ids\": [\"3502252d-5efb-45a7-89c3-5cda08c5b7a9\", \"4e67aba2-7677-48fa-b087-98c0ab549f0a\", \"bd6946ed-0a92-48ca-8561-56d1101bd8f3\", \"c38e69f9-fb9b-4258-bced-d31959d98b89\"], \"total_duration\": 1536.0, \"total_sessions\": 4, \"mean_week_duration\": 9.846}, \"62194\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-06 08:06:13.000000+00:00\", \"2019-12-03 07:37:10.000000+00:00\", \"2021-12-07 18:37:06.000000+00:00\", \"2019-09-04 12:43:57.000000+00:00\", \"2022-09-06 09:39:51.000000+00:00\", \"2022-06-25 18:48:17.000000+00:00\", \"2019-05-20 15:42:29.000000+00:00\", \"2023-06-17 19:55:08.000000+00:00\", \"2021-05-17 17:00:31.000000+00:00\", \"2020-12-13 22:39:51.000000+00:00\", \"2021-09-13 02:43:13.000000+00:00\"], \"session_ids\": [\"3502f1ed-4c8a-42ad-8980-8524ec0162fe\", \"8c732297-bfc4-46cd-b85c-0c0cfbae773b\", \"ab050de1-bdb6-40c7-bcd8-c315a7c5bbdc\", \"a288c925-df8a-437e-a6db-692591e1c52e\", \"eaece6af-f149-4011-b0c1-81f380a4a1ba\", \"ef1a8be3-09b7-4c21-8cd0-a09e879cd84d\", \"34eb3bd0-79fc-459d-84e2-d68a5e0d5cb1\", \"c57c658a-a035-44e8-9117-62a4d3df9d88\", \"7914d034-504a-45ba-b36f-a03712ce540c\", \"91f6238f-91cc-4e93-b5cc-aa1161909ec0\", \"69f4c574-ea87-410c-b511-a7b8e790c579\"], \"total_duration\": 6180.0, \"total_sessions\": 11, \"mean_week_duration\": 29.014}, \"20301\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-11 03:29:04.000000+00:00\", \"2019-06-29 16:39:32.000000+00:00\", \"2019-05-10 08:41:09.000000+00:00\", \"2020-04-14 21:54:32.000000+00:00\", \"2020-08-22 00:29:40.000000+00:00\", \"2022-10-16 02:25:18.000000+00:00\", \"2022-10-25 00:07:29.000000+00:00\", \"2019-07-23 06:07:05.000000+00:00\"], \"session_ids\": [\"06f452d5-d427-43f9-916d-004e5489777d\", \"14c73dc3-3c63-4917-aa9a-303b6b615ab9\", \"541f9c59-c734-4700-9581-b5f2b4ba2927\", \"b0586cb3-8c78-4ccc-b353-6501ed3d511a\", \"fb280c4e-49d3-4264-b0b1-e118197cdb6b\", \"683b8b9d-94a9-4b0c-9b2d-600c0931f4c1\", \"a58b2d8a-e7d0-4579-8fd0-6dba0b5fb13a\", \"bab52037-161a-44ab-ae90-f4e7f8b6e9bd\"], \"total_duration\": 239.0, \"total_sessions\": 8, \"mean_week_duration\": 1.265}, \"78991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-27 18:56:48.000000+00:00\", \"2019-02-08 16:41:05.000000+00:00\", \"2019-07-19 21:42:35.000000+00:00\", \"2023-03-22 11:37:38.000000+00:00\", \"2021-11-28 06:22:42.000000+00:00\", \"2019-04-02 10:41:46.000000+00:00\", \"2019-09-10 13:25:04.000000+00:00\", \"2019-10-05 02:14:40.000000+00:00\", \"2022-01-20 15:30:11.000000+00:00\"], \"session_ids\": [\"9fd6ae0b-e7de-45be-82ad-92cb94ff666c\", \"bc20e77d-b14f-4ab0-ac64-8d5024893fdc\", \"fd2189d2-d63a-4204-84d4-ef8f875ccbaa\", \"765345c6-35aa-4db3-8fda-df9abf2e42a1\", \"eea9d21e-4c10-4b56-8bd9-f576dfe70646\", \"4ac740ef-e61b-4680-9f68-e5375400d383\", \"4cfec43f-0202-487d-93d9-353fbe6d6452\", \"d1f6a6c4-2756-466f-9931-c4e6a1e31873\", \"1e6d050c-df69-4917-9542-2e8a4437667a\"], \"total_duration\": 4778.0, \"total_sessions\": 9, \"mean_week_duration\": 22.223}, \"30769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-06-10 00:13:04.000000+00:00\", \"2022-02-28 01:33:32.000000+00:00\"], \"session_ids\": [\"625a991e-7703-4863-9939-75537a5aad0d\", \"f1b94edb-0698-4829-9cf6-369898c6fc1f\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 2.134}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"52830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 09:00:10.000000+00:00\", \"2019-05-20 08:36:08.000000+00:00\", \"2021-12-02 07:38:15.000000+00:00\"], \"session_ids\": [\"0c86ee7e-3c91-4a43-b0e8-f365ede2a0dc\", \"bd1dd746-f1ac-40f1-b921-8253f9cff483\", \"231176c4-7040-4fb1-aaa4-9323dbed70c6\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.692}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 09:00:10.000000+00:00\", \"2019-05-20 08:36:08.000000+00:00\", \"2021-12-02 07:38:15.000000+00:00\"], \"session_ids\": [\"0c86ee7e-3c91-4a43-b0e8-f365ede2a0dc\", \"bd1dd746-f1ac-40f1-b921-8253f9cff483\", \"231176c4-7040-4fb1-aaa4-9323dbed70c6\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.692}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 09:00:10.000000+00:00\", \"2019-05-20 08:36:08.000000+00:00\", \"2021-12-02 07:38:15.000000+00:00\"], \"session_ids\": [\"0c86ee7e-3c91-4a43-b0e8-f365ede2a0dc\", \"bd1dd746-f1ac-40f1-b921-8253f9cff483\", \"231176c4-7040-4fb1-aaa4-9323dbed70c6\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.692}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 09:00:10.000000+00:00\", \"2019-05-20 08:36:08.000000+00:00\", \"2021-12-02 07:38:15.000000+00:00\"], \"session_ids\": [\"0c86ee7e-3c91-4a43-b0e8-f365ede2a0dc\", \"bd1dd746-f1ac-40f1-b921-8253f9cff483\", \"231176c4-7040-4fb1-aaa4-9323dbed70c6\"], \"total_duration\": 358.0, \"total_sessions\": 3, \"mean_week_duration\": 2.692}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 4 users who are residing in cities Rome, San Juan, Manila, Tokyo, Santo Domingo also do sorting by town title from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-07-01 12:21:21.000000+00:00\", \"2021-09-17 21:47:55.000000+00:00\"], \"session_ids\": [\"6f40017a-a88a-44f8-a3ec-88e4b556e8b6\", \"16bd556b-4b53-4a73-9b77-4e9feb489f66\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 2.375}, \"96881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-19 10:15:10.000000+00:00\", \"2019-01-07 00:12:13.000000+00:00\", \"2019-08-04 16:11:00.000000+00:00\", \"2021-04-10 01:25:15.000000+00:00\"], \"session_ids\": [\"76f32f99-38f0-4fd7-aaee-ca254e636efe\", \"0e7447b3-5f04-4bf6-8e84-d9c470325ef5\", \"5fe92775-fa5c-4b65-ace1-3a32ec45579e\", \"f6133d23-a70a-4ab9-98cf-d69591f04135\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 12.983}, \"39043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-06 04:06:49.000000+00:00\", \"2023-04-14 22:55:45.000000+00:00\"], \"session_ids\": [\"30fb0fe7-ec27-4bc1-b884-38dd80eba139\", \"faf340f6-4b0d-4eb7-abb0-185c6d731277\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.427}, \"90115\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 01:58:58.000000+00:00\", \"2022-09-26 07:54:01.000000+00:00\"], \"session_ids\": [\"9047b939-6659-4eff-97ba-53ae6a7236da\", \"67d59566-97e2-43b9-b06e-4ff2e2301938\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.993}, \"27406\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-25 21:08:22.000000+00:00\", \"2019-04-10 20:25:35.000000+00:00\", \"2023-02-07 06:50:44.000000+00:00\", \"2021-04-22 04:06:37.000000+00:00\"], \"session_ids\": [\"0443b1e6-d464-4432-9f71-a31d666704d1\", \"1673095f-0b5e-4cc9-a127-0c77efcdca4c\", \"6394fc32-5d09-41b9-9a4f-454c74ec17b9\", \"fbcd2ab3-739f-4393-ba8e-0ba4636e03f7\"], \"total_duration\": 1849.0, \"total_sessions\": 4, \"mean_week_duration\": 9.245}, \"92376\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-09 19:12:54.000000+00:00\", \"2021-09-13 11:48:16.000000+00:00\", \"2019-04-18 08:06:40.000000+00:00\", \"2022-06-11 18:33:58.000000+00:00\", \"2022-07-05 06:52:52.000000+00:00\", \"2019-12-17 21:07:14.000000+00:00\", \"2022-10-03 03:22:50.000000+00:00\", \"2020-02-11 16:21:36.000000+00:00\"], \"session_ids\": [\"5dc0e461-727e-4efd-9ae6-0f16a7bc11e2\", \"38176d3f-515a-4eb7-9d33-bb6f891b4efd\", \"1fa72a0a-a398-4710-8974-942b14b8d4e9\", \"d2acfb1f-073d-4cac-b1c5-dc4c632864f9\", \"9d687b03-1304-443a-8107-7c17981ed0c2\", \"fee5bd32-cf31-43ba-b49c-ea6c5469590f\", \"e2eaf3d0-62cb-4911-af55-e56c64328c4d\", \"2b8cee42-38c0-4f7a-a4cd-78b1d7244818\"], \"total_duration\": 4763.0, \"total_sessions\": 8, \"mean_week_duration\": 26.315}, \"30940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-09 04:52:58.000000+00:00\", \"2020-07-05 01:39:06.000000+00:00\", \"2020-01-24 03:29:51.000000+00:00\"], \"session_ids\": [\"776a8f8f-5b40-402a-b9bc-c14291922e36\", \"34b4ba08-3d03-43e8-bf3a-22a15c0cd628\", \"76a837d1-902e-484a-82a6-158d5628cc16\"], \"total_duration\": 1003.0, \"total_sessions\": 3, \"mean_week_duration\": 18.236}, \"95527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-14 04:42:08.000000+00:00\", \"2023-04-30 06:53:22.000000+00:00\", \"2020-08-11 15:18:19.000000+00:00\"], \"session_ids\": [\"b3e8eec2-347c-4ba6-b48e-eb47e425a7ba\", \"a01b36d9-60b3-4129-b42a-b290d5bc3eaf\", \"082b721d-122b-4a4e-aa02-cc2c6d3f39b2\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}, \"95074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-20 13:31:54.000000+00:00\", \"2019-09-26 09:13:58.000000+00:00\"], \"session_ids\": [\"15782ba8-25dd-44ce-bd15-c970509b7410\", \"eeae2683-ae31-4bb1-b8e8-d3e0c15c72de\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}, \"78355\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-09-02 13:37:42.000000+00:00\", \"2019-08-28 13:47:43.000000+00:00\"], \"session_ids\": [\"46137e13-3271-4733-93ea-0ec2a1a1e99b\", \"d0180617-a5aa-4f6a-b171-4513cc3cfbda\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.642}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Rome, San Juan, Manila, Tokyo, Santo Domingo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"San Juan\", \"Manila\", \"Tokyo\", \"Santo Domingo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-19 10:15:10.000000+00:00\", \"2019-01-07 00:12:13.000000+00:00\", \"2019-08-04 16:11:00.000000+00:00\", \"2021-04-10 01:25:15.000000+00:00\"], \"session_ids\": [\"76f32f99-38f0-4fd7-aaee-ca254e636efe\", \"0e7447b3-5f04-4bf6-8e84-d9c470325ef5\", \"5fe92775-fa5c-4b65-ace1-3a32ec45579e\", \"f6133d23-a70a-4ab9-98cf-d69591f04135\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 12.983}, \"90115\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 01:58:58.000000+00:00\", \"2022-09-26 07:54:01.000000+00:00\"], \"session_ids\": [\"9047b939-6659-4eff-97ba-53ae6a7236da\", \"67d59566-97e2-43b9-b06e-4ff2e2301938\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.993}, \"95527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-14 04:42:08.000000+00:00\", \"2023-04-30 06:53:22.000000+00:00\", \"2020-08-11 15:18:19.000000+00:00\"], \"session_ids\": [\"b3e8eec2-347c-4ba6-b48e-eb47e425a7ba\", \"a01b36d9-60b3-4129-b42a-b290d5bc3eaf\", \"082b721d-122b-4a4e-aa02-cc2c6d3f39b2\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-14 04:42:08.000000+00:00\", \"2023-04-30 06:53:22.000000+00:00\", \"2020-08-11 15:18:19.000000+00:00\"], \"session_ids\": [\"b3e8eec2-347c-4ba6-b48e-eb47e425a7ba\", \"a01b36d9-60b3-4129-b42a-b290d5bc3eaf\", \"082b721d-122b-4a4e-aa02-cc2c6d3f39b2\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}}, {\"90115\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 01:58:58.000000+00:00\", \"2022-09-26 07:54:01.000000+00:00\"], \"session_ids\": [\"9047b939-6659-4eff-97ba-53ae6a7236da\", \"67d59566-97e2-43b9-b06e-4ff2e2301938\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.993}}, {\"96881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-19 10:15:10.000000+00:00\", \"2019-01-07 00:12:13.000000+00:00\", \"2019-08-04 16:11:00.000000+00:00\", \"2021-04-10 01:25:15.000000+00:00\"], \"session_ids\": [\"76f32f99-38f0-4fd7-aaee-ca254e636efe\", \"0e7447b3-5f04-4bf6-8e84-d9c470325ef5\", \"5fe92775-fa5c-4b65-ace1-3a32ec45579e\", \"f6133d23-a70a-4ab9-98cf-d69591f04135\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 12.983}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-14 04:42:08.000000+00:00\", \"2023-04-30 06:53:22.000000+00:00\", \"2020-08-11 15:18:19.000000+00:00\"], \"session_ids\": [\"b3e8eec2-347c-4ba6-b48e-eb47e425a7ba\", \"a01b36d9-60b3-4129-b42a-b290d5bc3eaf\", \"082b721d-122b-4a4e-aa02-cc2c6d3f39b2\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}}, {\"90115\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 01:58:58.000000+00:00\", \"2022-09-26 07:54:01.000000+00:00\"], \"session_ids\": [\"9047b939-6659-4eff-97ba-53ae6a7236da\", \"67d59566-97e2-43b9-b06e-4ff2e2301938\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.993}}, {\"96881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-19 10:15:10.000000+00:00\", \"2019-01-07 00:12:13.000000+00:00\", \"2019-08-04 16:11:00.000000+00:00\", \"2021-04-10 01:25:15.000000+00:00\"], \"session_ids\": [\"76f32f99-38f0-4fd7-aaee-ca254e636efe\", \"0e7447b3-5f04-4bf6-8e84-d9c470325ef5\", \"5fe92775-fa5c-4b65-ace1-3a32ec45579e\", \"f6133d23-a70a-4ab9-98cf-d69591f04135\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 12.983}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-14 04:42:08.000000+00:00\", \"2023-04-30 06:53:22.000000+00:00\", \"2020-08-11 15:18:19.000000+00:00\"], \"session_ids\": [\"b3e8eec2-347c-4ba6-b48e-eb47e425a7ba\", \"a01b36d9-60b3-4129-b42a-b290d5bc3eaf\", \"082b721d-122b-4a4e-aa02-cc2c6d3f39b2\"], \"total_duration\": 412.0, \"total_sessions\": 3, \"mean_week_duration\": 2.901}}, {\"90115\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 01:58:58.000000+00:00\", \"2022-09-26 07:54:01.000000+00:00\"], \"session_ids\": [\"9047b939-6659-4eff-97ba-53ae6a7236da\", \"67d59566-97e2-43b9-b06e-4ff2e2301938\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 1.993}}, {\"96881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-19 10:15:10.000000+00:00\", \"2019-01-07 00:12:13.000000+00:00\", \"2019-08-04 16:11:00.000000+00:00\", \"2021-04-10 01:25:15.000000+00:00\"], \"session_ids\": [\"76f32f99-38f0-4fd7-aaee-ca254e636efe\", \"0e7447b3-5f04-4bf6-8e84-d9c470325ef5\", \"5fe92775-fa5c-4b65-ace1-3a32ec45579e\", \"f6133d23-a70a-4ab9-98cf-d69591f04135\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 12.983}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 6 users with a sessions summation that is above 2 and below 10, exclusive both 2 and 10 , moreover implement sorting by sum of duration asc + display me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-29 12:49:33.000000+00:00\", \"2022-06-06 02:10:39.000000+00:00\", \"2020-08-15 17:34:01.000000+00:00\"], \"session_ids\": [\"e47a2c38-195a-4197-9783-419b77ee5a12\", \"d66f3241-3834-41ce-abd0-7219e4832d15\", \"b9607b37-b01b-4e0a-b1fe-9864df8530bb\"], \"total_duration\": 672.0, \"total_sessions\": 3, \"mean_week_duration\": 7.074}, \"97426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-29 04:15:52.000000+00:00\", \"2023-02-03 05:24:06.000000+00:00\", \"2022-10-30 10:55:02.000000+00:00\", \"2019-08-08 11:47:29.000000+00:00\", \"2021-11-07 12:55:47.000000+00:00\"], \"session_ids\": [\"e966a32e-170e-46a2-9597-676e27583f2f\", \"c32f4b4c-b42a-4386-831c-8da4d88f6db0\", \"a9b986c6-7fcb-4af8-b420-fd54374198d5\", \"e33317ff-64c1-420f-a7e7-9ffb8154120d\", \"5aa2a17d-1583-45a0-8dac-6ac2a3349699\"], \"total_duration\": 735.0, \"total_sessions\": 5, \"mean_week_duration\": 4.038}, \"70809\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-10-19 02:56:54.000000+00:00\", \"2022-06-16 11:21:54.000000+00:00\"], \"session_ids\": [\"ed3e233b-3574-444c-b97e-7012d3bb6a54\", \"a044aecf-f5ac-4e53-a0fd-c8337dca2b0a\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.805}, \"2588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-21 18:54:32.000000+00:00\", \"2020-05-27 13:22:25.000000+00:00\"], \"session_ids\": [\"a891b29d-a43e-4be9-b4b8-7d4ae6c90f59\", \"1a7134df-7616-464f-a4e4-6e8518b3ea82\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 31.0}, \"74099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-04-08 09:09:06.000000+00:00\", \"2023-03-22 06:37:03.000000+00:00\"], \"session_ids\": [\"fef6c033-f2c0-4a40-a126-9c094ba252db\", \"4b6836ca-00b5-4e69-abd6-046155a4a720\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.338}, \"48015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 01:36:51.000000+00:00\", \"2022-11-12 22:33:49.000000+00:00\", \"2022-07-29 16:42:51.000000+00:00\"], \"session_ids\": [\"ca502327-0f27-4293-8abc-d44fa22abc56\", \"3fa5187b-33e4-4428-a00b-ae3892910989\", \"ffe9b305-d5de-4bbf-a6e3-4a53031a412b\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"89766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-05-31 02:34:33.000000+00:00\", \"2021-04-17 15:01:47.000000+00:00\"], \"session_ids\": [\"80c8c22b-8e40-47cf-9d79-39b00a9f8e5e\", \"d024b9fa-e755-4a82-9009-1533222cf2a7\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.696}, \"57767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-17 09:06:45.000000+00:00\", \"2019-01-19 02:50:05.000000+00:00\", \"2021-03-31 14:05:28.000000+00:00\", \"2020-01-10 23:45:49.000000+00:00\", \"2020-07-05 23:02:26.000000+00:00\", \"2022-11-10 03:13:26.000000+00:00\", \"2020-09-17 20:39:15.000000+00:00\", \"2021-06-27 14:55:24.000000+00:00\", \"2021-12-21 00:47:38.000000+00:00\"], \"session_ids\": [\"448d6b3e-d571-4af4-a232-c4a4a86008c3\", \"a23ecf3d-8f98-4eff-a4af-8399b8a3b5bf\", \"2a8c3e34-037c-4297-8b01-29830ef1313b\", \"e3714674-062a-4dc8-8376-a9a951399f2e\", \"4d4e7432-e80c-46cb-933f-d69c3d8bf34d\", \"69513cd6-b006-4ee9-8b22-2a6d9e3ee69d\", \"0a981e63-8f6b-4be8-bc11-6b75c5ae8934\", \"20c87b94-d517-41df-8361-091741ac439b\", \"2c47e8b3-f0f7-4543-a831-b23b13e52014\"], \"total_duration\": 170.0, \"total_sessions\": 9, \"mean_week_duration\": 0.813}, \"92115\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-03-14 00:37:21.000000+00:00\", \"2021-05-15 17:00:35.000000+00:00\"], \"session_ids\": [\"3732fe53-c8db-43cb-9dba-ee5d3aa55245\", \"5e4d5ecf-92ae-43bb-8c5c-fccf5dab1144\"], \"total_duration\": 376.0, \"total_sessions\": 2, \"mean_week_duration\": 41.778}, \"64250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-14 05:16:44.000000+00:00\", \"2022-10-11 06:56:46.000000+00:00\", \"2021-09-07 11:52:21.000000+00:00\", \"2021-07-27 00:46:25.000000+00:00\", \"2021-09-07 07:48:45.000000+00:00\", \"2019-01-22 14:16:13.000000+00:00\"], \"session_ids\": [\"487e1bb9-eddc-4fb4-ad90-4d4eeed0eac0\", \"62b7e1e1-0d27-4c51-b885-fe505301ec61\", \"901ec6d4-a7b7-48d3-b6a8-f22a087ecbdb\", \"962b95e3-1f46-44b5-8f7d-569952f4b6a8\", \"f38d81a9-db0b-4683-a545-6443e7252037\", \"35ed09f8-e53c-40d0-8bd6-033f7e12fea3\"], \"total_duration\": 332.0, \"total_sessions\": 6, \"mean_week_duration\": 1.711}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2 and are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-29 12:49:33.000000+00:00\", \"2022-06-06 02:10:39.000000+00:00\", \"2020-08-15 17:34:01.000000+00:00\"], \"session_ids\": [\"e47a2c38-195a-4197-9783-419b77ee5a12\", \"d66f3241-3834-41ce-abd0-7219e4832d15\", \"b9607b37-b01b-4e0a-b1fe-9864df8530bb\"], \"total_duration\": 672.0, \"total_sessions\": 3, \"mean_week_duration\": 7.074}, \"97426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-29 04:15:52.000000+00:00\", \"2023-02-03 05:24:06.000000+00:00\", \"2022-10-30 10:55:02.000000+00:00\", \"2019-08-08 11:47:29.000000+00:00\", \"2021-11-07 12:55:47.000000+00:00\"], \"session_ids\": [\"e966a32e-170e-46a2-9597-676e27583f2f\", \"c32f4b4c-b42a-4386-831c-8da4d88f6db0\", \"a9b986c6-7fcb-4af8-b420-fd54374198d5\", \"e33317ff-64c1-420f-a7e7-9ffb8154120d\", \"5aa2a17d-1583-45a0-8dac-6ac2a3349699\"], \"total_duration\": 735.0, \"total_sessions\": 5, \"mean_week_duration\": 4.038}, \"48015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 01:36:51.000000+00:00\", \"2022-11-12 22:33:49.000000+00:00\", \"2022-07-29 16:42:51.000000+00:00\"], \"session_ids\": [\"ca502327-0f27-4293-8abc-d44fa22abc56\", \"3fa5187b-33e4-4428-a00b-ae3892910989\", \"ffe9b305-d5de-4bbf-a6e3-4a53031a412b\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"57767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-17 09:06:45.000000+00:00\", \"2019-01-19 02:50:05.000000+00:00\", \"2021-03-31 14:05:28.000000+00:00\", \"2020-01-10 23:45:49.000000+00:00\", \"2020-07-05 23:02:26.000000+00:00\", \"2022-11-10 03:13:26.000000+00:00\", \"2020-09-17 20:39:15.000000+00:00\", \"2021-06-27 14:55:24.000000+00:00\", \"2021-12-21 00:47:38.000000+00:00\"], \"session_ids\": [\"448d6b3e-d571-4af4-a232-c4a4a86008c3\", \"a23ecf3d-8f98-4eff-a4af-8399b8a3b5bf\", \"2a8c3e34-037c-4297-8b01-29830ef1313b\", \"e3714674-062a-4dc8-8376-a9a951399f2e\", \"4d4e7432-e80c-46cb-933f-d69c3d8bf34d\", \"69513cd6-b006-4ee9-8b22-2a6d9e3ee69d\", \"0a981e63-8f6b-4be8-bc11-6b75c5ae8934\", \"20c87b94-d517-41df-8361-091741ac439b\", \"2c47e8b3-f0f7-4543-a831-b23b13e52014\"], \"total_duration\": 170.0, \"total_sessions\": 9, \"mean_week_duration\": 0.813}, \"64250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-14 05:16:44.000000+00:00\", \"2022-10-11 06:56:46.000000+00:00\", \"2021-09-07 11:52:21.000000+00:00\", \"2021-07-27 00:46:25.000000+00:00\", \"2021-09-07 07:48:45.000000+00:00\", \"2019-01-22 14:16:13.000000+00:00\"], \"session_ids\": [\"487e1bb9-eddc-4fb4-ad90-4d4eeed0eac0\", \"62b7e1e1-0d27-4c51-b885-fe505301ec61\", \"901ec6d4-a7b7-48d3-b6a8-f22a087ecbdb\", \"962b95e3-1f46-44b5-8f7d-569952f4b6a8\", \"f38d81a9-db0b-4683-a545-6443e7252037\", \"35ed09f8-e53c-40d0-8bd6-033f7e12fea3\"], \"total_duration\": 332.0, \"total_sessions\": 6, \"mean_week_duration\": 1.711}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-17 09:06:45.000000+00:00\", \"2019-01-19 02:50:05.000000+00:00\", \"2021-03-31 14:05:28.000000+00:00\", \"2020-01-10 23:45:49.000000+00:00\", \"2020-07-05 23:02:26.000000+00:00\", \"2022-11-10 03:13:26.000000+00:00\", \"2020-09-17 20:39:15.000000+00:00\", \"2021-06-27 14:55:24.000000+00:00\", \"2021-12-21 00:47:38.000000+00:00\"], \"session_ids\": [\"448d6b3e-d571-4af4-a232-c4a4a86008c3\", \"a23ecf3d-8f98-4eff-a4af-8399b8a3b5bf\", \"2a8c3e34-037c-4297-8b01-29830ef1313b\", \"e3714674-062a-4dc8-8376-a9a951399f2e\", \"4d4e7432-e80c-46cb-933f-d69c3d8bf34d\", \"69513cd6-b006-4ee9-8b22-2a6d9e3ee69d\", \"0a981e63-8f6b-4be8-bc11-6b75c5ae8934\", \"20c87b94-d517-41df-8361-091741ac439b\", \"2c47e8b3-f0f7-4543-a831-b23b13e52014\"], \"total_duration\": 170.0, \"total_sessions\": 9, \"mean_week_duration\": 0.813}}, {\"64250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-14 05:16:44.000000+00:00\", \"2022-10-11 06:56:46.000000+00:00\", \"2021-09-07 11:52:21.000000+00:00\", \"2021-07-27 00:46:25.000000+00:00\", \"2021-09-07 07:48:45.000000+00:00\", \"2019-01-22 14:16:13.000000+00:00\"], \"session_ids\": [\"487e1bb9-eddc-4fb4-ad90-4d4eeed0eac0\", \"62b7e1e1-0d27-4c51-b885-fe505301ec61\", \"901ec6d4-a7b7-48d3-b6a8-f22a087ecbdb\", \"962b95e3-1f46-44b5-8f7d-569952f4b6a8\", \"f38d81a9-db0b-4683-a545-6443e7252037\", \"35ed09f8-e53c-40d0-8bd6-033f7e12fea3\"], \"total_duration\": 332.0, \"total_sessions\": 6, \"mean_week_duration\": 1.711}}, {\"48015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-18 01:36:51.000000+00:00\", \"2022-11-12 22:33:49.000000+00:00\", \"2022-07-29 16:42:51.000000+00:00\"], \"session_ids\": [\"ca502327-0f27-4293-8abc-d44fa22abc56\", \"3fa5187b-33e4-4428-a00b-ae3892910989\", \"ffe9b305-d5de-4bbf-a6e3-4a53031a412b\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}}, {\"76112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-29 12:49:33.000000+00:00\", \"2022-06-06 02:10:39.000000+00:00\", \"2020-08-15 17:34:01.000000+00:00\"], \"session_ids\": [\"e47a2c38-195a-4197-9783-419b77ee5a12\", \"d66f3241-3834-41ce-abd0-7219e4832d15\", \"b9607b37-b01b-4e0a-b1fe-9864df8530bb\"], \"total_duration\": 672.0, \"total_sessions\": 3, \"mean_week_duration\": 7.074}}, {\"97426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-29 04:15:52.000000+00:00\", \"2023-02-03 05:24:06.000000+00:00\", \"2022-10-30 10:55:02.000000+00:00\", \"2019-08-08 11:47:29.000000+00:00\", \"2021-11-07 12:55:47.000000+00:00\"], \"session_ids\": [\"e966a32e-170e-46a2-9597-676e27583f2f\", \"c32f4b4c-b42a-4386-831c-8da4d88f6db0\", \"a9b986c6-7fcb-4af8-b420-fd54374198d5\", \"e33317ff-64c1-420f-a7e7-9ffb8154120d\", \"5aa2a17d-1583-45a0-8dac-6ac2a3349699\"], \"total_duration\": 735.0, \"total_sessions\": 5, \"mean_week_duration\": 4.038}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-17 09:06:45.000000+00:00\", \"2019-01-19 02:50:05.000000+00:00\", \"2021-03-31 14:05:28.000000+00:00\", \"2020-01-10 23:45:49.000000+00:00\", \"2020-07-05 23:02:26.000000+00:00\", \"2022-11-10 03:13:26.000000+00:00\", \"2020-09-17 20:39:15.000000+00:00\", \"2021-06-27 14:55:24.000000+00:00\", \"2021-12-21 00:47:38.000000+00:00\"], \"session_ids\": [\"448d6b3e-d571-4af4-a232-c4a4a86008c3\", \"a23ecf3d-8f98-4eff-a4af-8399b8a3b5bf\", \"2a8c3e34-037c-4297-8b01-29830ef1313b\", \"e3714674-062a-4dc8-8376-a9a951399f2e\", \"4d4e7432-e80c-46cb-933f-d69c3d8bf34d\", \"69513cd6-b006-4ee9-8b22-2a6d9e3ee69d\", \"0a981e63-8f6b-4be8-bc11-6b75c5ae8934\", \"20c87b94-d517-41df-8361-091741ac439b\", \"2c47e8b3-f0f7-4543-a831-b23b13e52014\"], \"total_duration\": 170.0, \"total_sessions\": 9, \"mean_week_duration\": 0.813}}, {\"64250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-14 05:16:44.000000+00:00\", \"2022-10-11 06:56:46.000000+00:00\", \"2021-09-07 11:52:21.000000+00:00\", \"2021-07-27 00:46:25.000000+00:00\", \"2021-09-07 07:48:45.000000+00:00\", \"2019-01-22 14:16:13.000000+00:00\"], \"session_ids\": [\"487e1bb9-eddc-4fb4-ad90-4d4eeed0eac0\", \"62b7e1e1-0d27-4c51-b885-fe505301ec61\", \"901ec6d4-a7b7-48d3-b6a8-f22a087ecbdb\", \"962b95e3-1f46-44b5-8f7d-569952f4b6a8\", \"f38d81a9-db0b-4683-a545-6443e7252037\", \"35ed09f8-e53c-40d0-8bd6-033f7e12fea3\"], \"total_duration\": 332.0, \"total_sessions\": 6, \"mean_week_duration\": 1.711}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-17 09:06:45.000000+00:00\", \"2019-01-19 02:50:05.000000+00:00\", \"2021-03-31 14:05:28.000000+00:00\", \"2020-01-10 23:45:49.000000+00:00\", \"2020-07-05 23:02:26.000000+00:00\", \"2022-11-10 03:13:26.000000+00:00\", \"2020-09-17 20:39:15.000000+00:00\", \"2021-06-27 14:55:24.000000+00:00\", \"2021-12-21 00:47:38.000000+00:00\"], \"session_ids\": [\"448d6b3e-d571-4af4-a232-c4a4a86008c3\", \"a23ecf3d-8f98-4eff-a4af-8399b8a3b5bf\", \"2a8c3e34-037c-4297-8b01-29830ef1313b\", \"e3714674-062a-4dc8-8376-a9a951399f2e\", \"4d4e7432-e80c-46cb-933f-d69c3d8bf34d\", \"69513cd6-b006-4ee9-8b22-2a6d9e3ee69d\", \"0a981e63-8f6b-4be8-bc11-6b75c5ae8934\", \"20c87b94-d517-41df-8361-091741ac439b\", \"2c47e8b3-f0f7-4543-a831-b23b13e52014\"], \"total_duration\": 170.0, \"total_sessions\": 9, \"mean_week_duration\": 0.813}}, {\"64250\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-14 05:16:44.000000+00:00\", \"2022-10-11 06:56:46.000000+00:00\", \"2021-09-07 11:52:21.000000+00:00\", \"2021-07-27 00:46:25.000000+00:00\", \"2021-09-07 07:48:45.000000+00:00\", \"2019-01-22 14:16:13.000000+00:00\"], \"session_ids\": [\"487e1bb9-eddc-4fb4-ad90-4d4eeed0eac0\", \"62b7e1e1-0d27-4c51-b885-fe505301ec61\", \"901ec6d4-a7b7-48d3-b6a8-f22a087ecbdb\", \"962b95e3-1f46-44b5-8f7d-569952f4b6a8\", \"f38d81a9-db0b-4683-a545-6443e7252037\", \"35ed09f8-e53c-40d0-8bd6-033f7e12fea3\"], \"total_duration\": 332.0, \"total_sessions\": 6, \"mean_week_duration\": 1.711}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 6 users who have duration summation strictly smaller than 1978 and bigger than 2505 in addition carry out sorting by sum of duration from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-30 11:08:13.000000+00:00\", \"2022-02-21 01:19:51.000000+00:00\"], \"session_ids\": [\"3a06eef6-3845-4b06-932a-60ed95bcd54f\", \"8dfe8f59-214e-4b18-bfc9-7232b8347a7c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}, \"46992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-01 02:58:36.000000+00:00\", \"2022-07-22 18:09:47.000000+00:00\"], \"session_ids\": [\"fc61d0be-d76d-4235-a1a2-f2edb35b391f\", \"9a5d54a2-58d6-4fe4-9c2d-56d19dddc55a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}, \"72770\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 11:52:16.000000+00:00\", \"2020-11-29 04:59:04.000000+00:00\", \"2023-06-02 23:35:51.000000+00:00\", \"2022-05-14 01:03:27.000000+00:00\"], \"session_ids\": [\"87d6e8e0-976a-4314-b4d1-6117425e9d67\", \"ae58fcad-79ff-4dcf-af3d-86a6403362b6\", \"2c94fa4f-6224-428c-b09a-a378d3287b5f\", \"2bd165db-360c-4bef-989e-7232429e6b07\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}, \"98560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-25 09:56:41.000000+00:00\", \"2021-10-29 13:52:19.000000+00:00\", \"2020-03-26 14:10:48.000000+00:00\"], \"session_ids\": [\"583f2635-7d52-4bc9-a724-2b6ac53997ec\", \"7d219c39-0b36-4f15-917d-e63c9653b51d\", \"3cb5763c-f2ed-4ce4-950f-fc272efd96c8\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 9.677}, \"2938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-27 16:49:31.000000+00:00\", \"2021-09-13 13:20:50.000000+00:00\", \"2021-03-20 19:40:22.000000+00:00\", \"2019-07-03 13:44:37.000000+00:00\"], \"session_ids\": [\"b70f56e9-a386-484d-9ec6-672dd7058919\", \"f92fae82-6ace-423b-a433-1ae281f4327b\", \"c204852b-ea34-450d-ae98-a8b2098ed096\", \"1a5dc037-42b5-42f4-8083-795b9edae38c\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}, \"65548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-17 16:02:29.000000+00:00\", \"2020-01-12 23:40:36.000000+00:00\", \"2020-11-15 20:40:04.000000+00:00\", \"2023-03-29 11:22:27.000000+00:00\", \"2019-01-13 12:41:53.000000+00:00\", \"2019-07-14 00:25:49.000000+00:00\", \"2021-08-03 06:32:30.000000+00:00\"], \"session_ids\": [\"8d156b16-65a6-4c51-84c8-94ed4b6f6e82\", \"ef8442d7-ae70-4b7d-8403-603895cd6ff5\", \"1257d357-26cf-4d02-b0b2-3d6eccf48073\", \"01eb546e-6ea9-4d63-b704-3db54832d863\", \"345a488c-b660-4785-886b-db8356db381c\", \"791a4b3c-291b-452e-bd24-c793d988a9b4\", \"d6413972-b458-4ab9-8568-fab4b47b6fb1\"], \"total_duration\": 9682.0, \"total_sessions\": 7, \"mean_week_duration\": 44.009}, \"76016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-20 07:30:19.000000+00:00\", \"2020-05-10 00:09:48.000000+00:00\"], \"session_ids\": [\"fbb89e75-499f-4d26-bbd3-8fced0681b25\", \"8d2e9235-73d4-4372-8a96-f798de786ebf\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 10.026}, \"47826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-20 06:30:48.000000+00:00\", \"2022-07-23 07:12:28.000000+00:00\", \"2023-04-11 01:04:42.000000+00:00\"], \"session_ids\": [\"4cff9b60-fc57-49a6-b600-6334f789eb70\", \"9218acca-c62f-4932-b838-03bf8c3d3489\", \"df88926e-b3ac-4418-a4aa-bce349f608b5\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.809}, \"16683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-25 16:56:57.000000+00:00\", \"2021-06-03 12:56:56.000000+00:00\"], \"session_ids\": [\"3026714b-df2d-4102-9fcf-535a303cfd4b\", \"5515b275-72b4-4f57-b1da-5767c3fe0e2c\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}, \"57749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-03-04 04:25:13.000000+00:00\", \"2019-11-16 06:54:52.000000+00:00\"], \"session_ids\": [\"4a3b6954-77c1-4a85-9710-cdb591612a69\", \"64d782fa-96fe-454b-8b4b-ff07d6b9a64a\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 6.375}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1978 and are equal or greater than 2505" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1978, 2505]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-30 11:08:13.000000+00:00\", \"2022-02-21 01:19:51.000000+00:00\"], \"session_ids\": [\"3a06eef6-3845-4b06-932a-60ed95bcd54f\", \"8dfe8f59-214e-4b18-bfc9-7232b8347a7c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}, \"46992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-01 02:58:36.000000+00:00\", \"2022-07-22 18:09:47.000000+00:00\"], \"session_ids\": [\"fc61d0be-d76d-4235-a1a2-f2edb35b391f\", \"9a5d54a2-58d6-4fe4-9c2d-56d19dddc55a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}, \"72770\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 11:52:16.000000+00:00\", \"2020-11-29 04:59:04.000000+00:00\", \"2023-06-02 23:35:51.000000+00:00\", \"2022-05-14 01:03:27.000000+00:00\"], \"session_ids\": [\"87d6e8e0-976a-4314-b4d1-6117425e9d67\", \"ae58fcad-79ff-4dcf-af3d-86a6403362b6\", \"2c94fa4f-6224-428c-b09a-a378d3287b5f\", \"2bd165db-360c-4bef-989e-7232429e6b07\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}, \"98560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-25 09:56:41.000000+00:00\", \"2021-10-29 13:52:19.000000+00:00\", \"2020-03-26 14:10:48.000000+00:00\"], \"session_ids\": [\"583f2635-7d52-4bc9-a724-2b6ac53997ec\", \"7d219c39-0b36-4f15-917d-e63c9653b51d\", \"3cb5763c-f2ed-4ce4-950f-fc272efd96c8\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 9.677}, \"2938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-27 16:49:31.000000+00:00\", \"2021-09-13 13:20:50.000000+00:00\", \"2021-03-20 19:40:22.000000+00:00\", \"2019-07-03 13:44:37.000000+00:00\"], \"session_ids\": [\"b70f56e9-a386-484d-9ec6-672dd7058919\", \"f92fae82-6ace-423b-a433-1ae281f4327b\", \"c204852b-ea34-450d-ae98-a8b2098ed096\", \"1a5dc037-42b5-42f4-8083-795b9edae38c\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}, \"76016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-20 07:30:19.000000+00:00\", \"2020-05-10 00:09:48.000000+00:00\"], \"session_ids\": [\"fbb89e75-499f-4d26-bbd3-8fced0681b25\", \"8d2e9235-73d4-4372-8a96-f798de786ebf\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 10.026}, \"47826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-20 06:30:48.000000+00:00\", \"2022-07-23 07:12:28.000000+00:00\", \"2023-04-11 01:04:42.000000+00:00\"], \"session_ids\": [\"4cff9b60-fc57-49a6-b600-6334f789eb70\", \"9218acca-c62f-4932-b838-03bf8c3d3489\", \"df88926e-b3ac-4418-a4aa-bce349f608b5\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.809}, \"16683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-25 16:56:57.000000+00:00\", \"2021-06-03 12:56:56.000000+00:00\"], \"session_ids\": [\"3026714b-df2d-4102-9fcf-535a303cfd4b\", \"5515b275-72b4-4f57-b1da-5767c3fe0e2c\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}, \"57749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-03-04 04:25:13.000000+00:00\", \"2019-11-16 06:54:52.000000+00:00\"], \"session_ids\": [\"4a3b6954-77c1-4a85-9710-cdb591612a69\", \"64d782fa-96fe-454b-8b4b-ff07d6b9a64a\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 6.375}, \"65548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-17 16:02:29.000000+00:00\", \"2020-01-12 23:40:36.000000+00:00\", \"2020-11-15 20:40:04.000000+00:00\", \"2023-03-29 11:22:27.000000+00:00\", \"2019-01-13 12:41:53.000000+00:00\", \"2019-07-14 00:25:49.000000+00:00\", \"2021-08-03 06:32:30.000000+00:00\"], \"session_ids\": [\"8d156b16-65a6-4c51-84c8-94ed4b6f6e82\", \"ef8442d7-ae70-4b7d-8403-603895cd6ff5\", \"1257d357-26cf-4d02-b0b2-3d6eccf48073\", \"01eb546e-6ea9-4d63-b704-3db54832d863\", \"345a488c-b660-4785-886b-db8356db381c\", \"791a4b3c-291b-452e-bd24-c793d988a9b4\", \"d6413972-b458-4ab9-8568-fab4b47b6fb1\"], \"total_duration\": 9682.0, \"total_sessions\": 7, \"mean_week_duration\": 44.009}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-01 02:58:36.000000+00:00\", \"2022-07-22 18:09:47.000000+00:00\"], \"session_ids\": [\"fc61d0be-d76d-4235-a1a2-f2edb35b391f\", \"9a5d54a2-58d6-4fe4-9c2d-56d19dddc55a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}}, {\"2938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-27 16:49:31.000000+00:00\", \"2021-09-13 13:20:50.000000+00:00\", \"2021-03-20 19:40:22.000000+00:00\", \"2019-07-03 13:44:37.000000+00:00\"], \"session_ids\": [\"b70f56e9-a386-484d-9ec6-672dd7058919\", \"f92fae82-6ace-423b-a433-1ae281f4327b\", \"c204852b-ea34-450d-ae98-a8b2098ed096\", \"1a5dc037-42b5-42f4-8083-795b9edae38c\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}}, {\"58184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-30 11:08:13.000000+00:00\", \"2022-02-21 01:19:51.000000+00:00\"], \"session_ids\": [\"3a06eef6-3845-4b06-932a-60ed95bcd54f\", \"8dfe8f59-214e-4b18-bfc9-7232b8347a7c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}}, {\"16683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-25 16:56:57.000000+00:00\", \"2021-06-03 12:56:56.000000+00:00\"], \"session_ids\": [\"3026714b-df2d-4102-9fcf-535a303cfd4b\", \"5515b275-72b4-4f57-b1da-5767c3fe0e2c\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"47826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-20 06:30:48.000000+00:00\", \"2022-07-23 07:12:28.000000+00:00\", \"2023-04-11 01:04:42.000000+00:00\"], \"session_ids\": [\"4cff9b60-fc57-49a6-b600-6334f789eb70\", \"9218acca-c62f-4932-b838-03bf8c3d3489\", \"df88926e-b3ac-4418-a4aa-bce349f608b5\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.809}}, {\"72770\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 11:52:16.000000+00:00\", \"2020-11-29 04:59:04.000000+00:00\", \"2023-06-02 23:35:51.000000+00:00\", \"2022-05-14 01:03:27.000000+00:00\"], \"session_ids\": [\"87d6e8e0-976a-4314-b4d1-6117425e9d67\", \"ae58fcad-79ff-4dcf-af3d-86a6403362b6\", \"2c94fa4f-6224-428c-b09a-a378d3287b5f\", \"2bd165db-360c-4bef-989e-7232429e6b07\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}}, {\"57749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-03-04 04:25:13.000000+00:00\", \"2019-11-16 06:54:52.000000+00:00\"], \"session_ids\": [\"4a3b6954-77c1-4a85-9710-cdb591612a69\", \"64d782fa-96fe-454b-8b4b-ff07d6b9a64a\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 6.375}}, {\"76016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-20 07:30:19.000000+00:00\", \"2020-05-10 00:09:48.000000+00:00\"], \"session_ids\": [\"fbb89e75-499f-4d26-bbd3-8fced0681b25\", \"8d2e9235-73d4-4372-8a96-f798de786ebf\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 10.026}}, {\"98560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-25 09:56:41.000000+00:00\", \"2021-10-29 13:52:19.000000+00:00\", \"2020-03-26 14:10:48.000000+00:00\"], \"session_ids\": [\"583f2635-7d52-4bc9-a724-2b6ac53997ec\", \"7d219c39-0b36-4f15-917d-e63c9653b51d\", \"3cb5763c-f2ed-4ce4-950f-fc272efd96c8\"], \"total_duration\": 929.0, \"total_sessions\": 3, \"mean_week_duration\": 9.677}}, {\"65548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-17 16:02:29.000000+00:00\", \"2020-01-12 23:40:36.000000+00:00\", \"2020-11-15 20:40:04.000000+00:00\", \"2023-03-29 11:22:27.000000+00:00\", \"2019-01-13 12:41:53.000000+00:00\", \"2019-07-14 00:25:49.000000+00:00\", \"2021-08-03 06:32:30.000000+00:00\"], \"session_ids\": [\"8d156b16-65a6-4c51-84c8-94ed4b6f6e82\", \"ef8442d7-ae70-4b7d-8403-603895cd6ff5\", \"1257d357-26cf-4d02-b0b2-3d6eccf48073\", \"01eb546e-6ea9-4d63-b704-3db54832d863\", \"345a488c-b660-4785-886b-db8356db381c\", \"791a4b3c-291b-452e-bd24-c793d988a9b4\", \"d6413972-b458-4ab9-8568-fab4b47b6fb1\"], \"total_duration\": 9682.0, \"total_sessions\": 7, \"mean_week_duration\": 44.009}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-01 02:58:36.000000+00:00\", \"2022-07-22 18:09:47.000000+00:00\"], \"session_ids\": [\"fc61d0be-d76d-4235-a1a2-f2edb35b391f\", \"9a5d54a2-58d6-4fe4-9c2d-56d19dddc55a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}}, {\"2938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-27 16:49:31.000000+00:00\", \"2021-09-13 13:20:50.000000+00:00\", \"2021-03-20 19:40:22.000000+00:00\", \"2019-07-03 13:44:37.000000+00:00\"], \"session_ids\": [\"b70f56e9-a386-484d-9ec6-672dd7058919\", \"f92fae82-6ace-423b-a433-1ae281f4327b\", \"c204852b-ea34-450d-ae98-a8b2098ed096\", \"1a5dc037-42b5-42f4-8083-795b9edae38c\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}}, {\"58184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-30 11:08:13.000000+00:00\", \"2022-02-21 01:19:51.000000+00:00\"], \"session_ids\": [\"3a06eef6-3845-4b06-932a-60ed95bcd54f\", \"8dfe8f59-214e-4b18-bfc9-7232b8347a7c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}}, {\"16683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-25 16:56:57.000000+00:00\", \"2021-06-03 12:56:56.000000+00:00\"], \"session_ids\": [\"3026714b-df2d-4102-9fcf-535a303cfd4b\", \"5515b275-72b4-4f57-b1da-5767c3fe0e2c\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"47826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-20 06:30:48.000000+00:00\", \"2022-07-23 07:12:28.000000+00:00\", \"2023-04-11 01:04:42.000000+00:00\"], \"session_ids\": [\"4cff9b60-fc57-49a6-b600-6334f789eb70\", \"9218acca-c62f-4932-b838-03bf8c3d3489\", \"df88926e-b3ac-4418-a4aa-bce349f608b5\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.809}}, {\"72770\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 11:52:16.000000+00:00\", \"2020-11-29 04:59:04.000000+00:00\", \"2023-06-02 23:35:51.000000+00:00\", \"2022-05-14 01:03:27.000000+00:00\"], \"session_ids\": [\"87d6e8e0-976a-4314-b4d1-6117425e9d67\", \"ae58fcad-79ff-4dcf-af3d-86a6403362b6\", \"2c94fa4f-6224-428c-b09a-a378d3287b5f\", \"2bd165db-360c-4bef-989e-7232429e6b07\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-01 02:58:36.000000+00:00\", \"2022-07-22 18:09:47.000000+00:00\"], \"session_ids\": [\"fc61d0be-d76d-4235-a1a2-f2edb35b391f\", \"9a5d54a2-58d6-4fe4-9c2d-56d19dddc55a\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}}, {\"2938\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-27 16:49:31.000000+00:00\", \"2021-09-13 13:20:50.000000+00:00\", \"2021-03-20 19:40:22.000000+00:00\", \"2019-07-03 13:44:37.000000+00:00\"], \"session_ids\": [\"b70f56e9-a386-484d-9ec6-672dd7058919\", \"f92fae82-6ace-423b-a433-1ae281f4327b\", \"c204852b-ea34-450d-ae98-a8b2098ed096\", \"1a5dc037-42b5-42f4-8083-795b9edae38c\"], \"total_duration\": 29.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}}, {\"58184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-30 11:08:13.000000+00:00\", \"2022-02-21 01:19:51.000000+00:00\"], \"session_ids\": [\"3a06eef6-3845-4b06-932a-60ed95bcd54f\", \"8dfe8f59-214e-4b18-bfc9-7232b8347a7c\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}}, {\"16683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-25 16:56:57.000000+00:00\", \"2021-06-03 12:56:56.000000+00:00\"], \"session_ids\": [\"3026714b-df2d-4102-9fcf-535a303cfd4b\", \"5515b275-72b4-4f57-b1da-5767c3fe0e2c\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"47826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-20 06:30:48.000000+00:00\", \"2022-07-23 07:12:28.000000+00:00\", \"2023-04-11 01:04:42.000000+00:00\"], \"session_ids\": [\"4cff9b60-fc57-49a6-b600-6334f789eb70\", \"9218acca-c62f-4932-b838-03bf8c3d3489\", \"df88926e-b3ac-4418-a4aa-bce349f608b5\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.809}}, {\"72770\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-19 11:52:16.000000+00:00\", \"2020-11-29 04:59:04.000000+00:00\", \"2023-06-02 23:35:51.000000+00:00\", \"2022-05-14 01:03:27.000000+00:00\"], \"session_ids\": [\"87d6e8e0-976a-4314-b4d1-6117425e9d67\", \"ae58fcad-79ff-4dcf-af3d-86a6403362b6\", \"2c94fa4f-6224-428c-b09a-a378d3287b5f\", \"2bd165db-360c-4bef-989e-7232429e6b07\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 3 users with a number of sessions that is higher than 8 and lower than 5 and in addition do sorting by average_week_duration in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-02 23:26:42.000000+00:00\", \"2021-06-30 06:19:57.000000+00:00\", \"2020-03-26 20:30:44.000000+00:00\"], \"session_ids\": [\"b4a556bc-ec7c-4804-a910-e3bad9cb8706\", \"04c19bf2-01a9-4f42-8b0a-89329c449278\", \"42554ef2-f3a3-467a-aede-37d855060361\"], \"total_duration\": 675.0, \"total_sessions\": 3, \"mean_week_duration\": 8.133}, \"7518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-06 07:54:49.000000+00:00\", \"2019-12-26 10:06:41.000000+00:00\", \"2021-10-23 16:25:05.000000+00:00\", \"2023-04-03 21:22:24.000000+00:00\", \"2022-02-06 11:57:56.000000+00:00\", \"2022-04-19 21:15:32.000000+00:00\", \"2019-02-13 20:13:53.000000+00:00\", \"2021-07-12 13:17:20.000000+00:00\", \"2022-08-06 04:25:43.000000+00:00\"], \"session_ids\": [\"459417d6-1cd4-4edc-a912-a38c58b56526\", \"ac0b65b4-505e-4121-b8b1-628cd4cc1d5c\", \"08664230-aecc-44bf-9061-b40ad155d436\", \"0049e9ee-056f-4e3f-a16d-d7bf40e508ec\", \"f7f1c03e-2a36-44a1-baba-b586111a85e6\", \"7b9de409-b494-4e3e-9e37-bdafdbdaa239\", \"a600e108-1fd9-4963-93c5-2d21e4f75ef8\", \"c33bae5c-dad0-4bf2-9e80-3d7e61440304\", \"bbf3aa04-89cc-4c75-95bc-4e43a8348e84\"], \"total_duration\": 1969.0, \"total_sessions\": 9, \"mean_week_duration\": 9.116}, \"99685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-11 22:24:26.000000+00:00\", \"2021-10-27 22:54:36.000000+00:00\"], \"session_ids\": [\"b8cfa175-9b66-40d7-a5ca-1e55ee5531a0\", \"020b300f-bc86-4938-9257-a6f41627ccc8\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 70.5}, \"9706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-05-11 21:04:16.000000+00:00\", \"2020-09-26 03:16:13.000000+00:00\"], \"session_ids\": [\"1223a89b-0445-41f3-bf70-ef4c523ae1a4\", \"829d5347-ea30-41b7-9b1f-946c1e76354e\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 23.95}, \"26564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-04-28 02:32:41.000000+00:00\", \"2020-05-28 00:29:41.000000+00:00\", \"2019-01-29 15:09:08.000000+00:00\", \"2022-03-18 11:18:16.000000+00:00\", \"2021-12-07 14:10:21.000000+00:00\", \"2022-03-19 22:02:51.000000+00:00\", \"2023-06-21 12:27:36.000000+00:00\"], \"session_ids\": [\"b0877575-7412-4727-abae-51ecda6e4247\", \"9bcc7d62-1d08-4688-bfe9-19f4b2c733e4\", \"98fc2839-909e-4188-8233-e45eef3d1926\", \"01366668-43d3-406c-92bb-9986acfbb4cf\", \"2a9a0007-c554-4bc2-854a-2b1a73799e70\", \"77198917-bce0-4477-aa74-622859f5d02a\", \"13efa253-0afd-42e3-a325-12f02e29dcad\"], \"total_duration\": 2450.0, \"total_sessions\": 7, \"mean_week_duration\": 10.699}, \"35921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-07 00:37:13.000000+00:00\", \"2022-12-08 09:57:12.000000+00:00\", \"2021-10-28 22:07:00.000000+00:00\", \"2023-06-19 15:19:35.000000+00:00\", \"2022-06-12 06:07:38.000000+00:00\"], \"session_ids\": [\"62b68367-e32b-410e-bb6b-fa7c6663d2f5\", \"b6c83af8-1bbd-4494-8103-c1d17fc6eb68\", \"4e9535e2-dcf6-4044-8821-0716f2538386\", \"d4bea20e-25eb-407d-b1ec-b03aed0e31a7\", \"62bdca00-feb1-4e74-ac4e-6002f51085d9\"], \"total_duration\": 205.0, \"total_sessions\": 5, \"mean_week_duration\": 2.384}, \"45829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-18 03:07:01.000000+00:00\", \"2019-06-09 22:01:00.000000+00:00\", \"2023-03-23 14:28:12.000000+00:00\", \"2021-12-05 16:16:53.000000+00:00\", \"2021-03-08 23:48:45.000000+00:00\", \"2023-06-11 14:54:27.000000+00:00\"], \"session_ids\": [\"feb10d29-b57f-488b-8467-178ce59e4755\", \"eabdf02b-3ab9-4abc-9acf-a851a72cb6f6\", \"90521403-511d-4655-a608-c6feb6975b97\", \"f7671772-3a38-4cb1-bc2a-74927576aff2\", \"f4b6c486-4934-4ee0-8c40-b075c9721a2f\", \"09b70dee-5453-4146-b932-fc16aa7d7634\"], \"total_duration\": 3043.0, \"total_sessions\": 6, \"mean_week_duration\": 14.56}, \"49687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-03-02 13:53:26.000000+00:00\", \"2022-05-11 12:07:16.000000+00:00\"], \"session_ids\": [\"6e5b8c54-390e-48c5-b8b1-3c739d13c373\", \"3ca56c0d-c77d-4420-9136-73aeb607c112\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}, \"17482\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-17 15:07:10.000000+00:00\", \"2021-11-20 23:58:04.000000+00:00\"], \"session_ids\": [\"a06ec307-8fc7-47eb-b8d9-de6f4f5dbff0\", \"9f46b4b6-0f4f-404b-8a0a-824e6ad1bb71\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 15.786}, \"65147\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-25 19:16:50.000000+00:00\", \"2019-11-01 08:00:07.000000+00:00\", \"2022-09-15 23:59:20.000000+00:00\"], \"session_ids\": [\"0bc75cc0-a8e7-48bb-b0af-3b281f96ee43\", \"3f9692dd-58c9-4b5e-853a-ba88a006b037\", \"a3b1f1dc-22e0-47cb-9770-8573151ae977\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.54}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5 and are equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-02 23:26:42.000000+00:00\", \"2021-06-30 06:19:57.000000+00:00\", \"2020-03-26 20:30:44.000000+00:00\"], \"session_ids\": [\"b4a556bc-ec7c-4804-a910-e3bad9cb8706\", \"04c19bf2-01a9-4f42-8b0a-89329c449278\", \"42554ef2-f3a3-467a-aede-37d855060361\"], \"total_duration\": 675.0, \"total_sessions\": 3, \"mean_week_duration\": 8.133}, \"99685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-11 22:24:26.000000+00:00\", \"2021-10-27 22:54:36.000000+00:00\"], \"session_ids\": [\"b8cfa175-9b66-40d7-a5ca-1e55ee5531a0\", \"020b300f-bc86-4938-9257-a6f41627ccc8\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 70.5}, \"9706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-05-11 21:04:16.000000+00:00\", \"2020-09-26 03:16:13.000000+00:00\"], \"session_ids\": [\"1223a89b-0445-41f3-bf70-ef4c523ae1a4\", \"829d5347-ea30-41b7-9b1f-946c1e76354e\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 23.95}, \"35921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-07 00:37:13.000000+00:00\", \"2022-12-08 09:57:12.000000+00:00\", \"2021-10-28 22:07:00.000000+00:00\", \"2023-06-19 15:19:35.000000+00:00\", \"2022-06-12 06:07:38.000000+00:00\"], \"session_ids\": [\"62b68367-e32b-410e-bb6b-fa7c6663d2f5\", \"b6c83af8-1bbd-4494-8103-c1d17fc6eb68\", \"4e9535e2-dcf6-4044-8821-0716f2538386\", \"d4bea20e-25eb-407d-b1ec-b03aed0e31a7\", \"62bdca00-feb1-4e74-ac4e-6002f51085d9\"], \"total_duration\": 205.0, \"total_sessions\": 5, \"mean_week_duration\": 2.384}, \"49687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-03-02 13:53:26.000000+00:00\", \"2022-05-11 12:07:16.000000+00:00\"], \"session_ids\": [\"6e5b8c54-390e-48c5-b8b1-3c739d13c373\", \"3ca56c0d-c77d-4420-9136-73aeb607c112\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}, \"17482\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-17 15:07:10.000000+00:00\", \"2021-11-20 23:58:04.000000+00:00\"], \"session_ids\": [\"a06ec307-8fc7-47eb-b8d9-de6f4f5dbff0\", \"9f46b4b6-0f4f-404b-8a0a-824e6ad1bb71\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 15.786}, \"65147\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-25 19:16:50.000000+00:00\", \"2019-11-01 08:00:07.000000+00:00\", \"2022-09-15 23:59:20.000000+00:00\"], \"session_ids\": [\"0bc75cc0-a8e7-48bb-b0af-3b281f96ee43\", \"3f9692dd-58c9-4b5e-853a-ba88a006b037\", \"a3b1f1dc-22e0-47cb-9770-8573151ae977\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.54}, \"7518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-06 07:54:49.000000+00:00\", \"2019-12-26 10:06:41.000000+00:00\", \"2021-10-23 16:25:05.000000+00:00\", \"2023-04-03 21:22:24.000000+00:00\", \"2022-02-06 11:57:56.000000+00:00\", \"2022-04-19 21:15:32.000000+00:00\", \"2019-02-13 20:13:53.000000+00:00\", \"2021-07-12 13:17:20.000000+00:00\", \"2022-08-06 04:25:43.000000+00:00\"], \"session_ids\": [\"459417d6-1cd4-4edc-a912-a38c58b56526\", \"ac0b65b4-505e-4121-b8b1-628cd4cc1d5c\", \"08664230-aecc-44bf-9061-b40ad155d436\", \"0049e9ee-056f-4e3f-a16d-d7bf40e508ec\", \"f7f1c03e-2a36-44a1-baba-b586111a85e6\", \"7b9de409-b494-4e3e-9e37-bdafdbdaa239\", \"a600e108-1fd9-4963-93c5-2d21e4f75ef8\", \"c33bae5c-dad0-4bf2-9e80-3d7e61440304\", \"bbf3aa04-89cc-4c75-95bc-4e43a8348e84\"], \"total_duration\": 1969.0, \"total_sessions\": 9, \"mean_week_duration\": 9.116}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65147\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-25 19:16:50.000000+00:00\", \"2019-11-01 08:00:07.000000+00:00\", \"2022-09-15 23:59:20.000000+00:00\"], \"session_ids\": [\"0bc75cc0-a8e7-48bb-b0af-3b281f96ee43\", \"3f9692dd-58c9-4b5e-853a-ba88a006b037\", \"a3b1f1dc-22e0-47cb-9770-8573151ae977\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.54}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-03-02 13:53:26.000000+00:00\", \"2022-05-11 12:07:16.000000+00:00\"], \"session_ids\": [\"6e5b8c54-390e-48c5-b8b1-3c739d13c373\", \"3ca56c0d-c77d-4420-9136-73aeb607c112\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}}, {\"35921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-07 00:37:13.000000+00:00\", \"2022-12-08 09:57:12.000000+00:00\", \"2021-10-28 22:07:00.000000+00:00\", \"2023-06-19 15:19:35.000000+00:00\", \"2022-06-12 06:07:38.000000+00:00\"], \"session_ids\": [\"62b68367-e32b-410e-bb6b-fa7c6663d2f5\", \"b6c83af8-1bbd-4494-8103-c1d17fc6eb68\", \"4e9535e2-dcf6-4044-8821-0716f2538386\", \"d4bea20e-25eb-407d-b1ec-b03aed0e31a7\", \"62bdca00-feb1-4e74-ac4e-6002f51085d9\"], \"total_duration\": 205.0, \"total_sessions\": 5, \"mean_week_duration\": 2.384}}, {\"18849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-02 23:26:42.000000+00:00\", \"2021-06-30 06:19:57.000000+00:00\", \"2020-03-26 20:30:44.000000+00:00\"], \"session_ids\": [\"b4a556bc-ec7c-4804-a910-e3bad9cb8706\", \"04c19bf2-01a9-4f42-8b0a-89329c449278\", \"42554ef2-f3a3-467a-aede-37d855060361\"], \"total_duration\": 675.0, \"total_sessions\": 3, \"mean_week_duration\": 8.133}}, {\"7518\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-06 07:54:49.000000+00:00\", \"2019-12-26 10:06:41.000000+00:00\", \"2021-10-23 16:25:05.000000+00:00\", \"2023-04-03 21:22:24.000000+00:00\", \"2022-02-06 11:57:56.000000+00:00\", \"2022-04-19 21:15:32.000000+00:00\", \"2019-02-13 20:13:53.000000+00:00\", \"2021-07-12 13:17:20.000000+00:00\", \"2022-08-06 04:25:43.000000+00:00\"], \"session_ids\": [\"459417d6-1cd4-4edc-a912-a38c58b56526\", \"ac0b65b4-505e-4121-b8b1-628cd4cc1d5c\", \"08664230-aecc-44bf-9061-b40ad155d436\", \"0049e9ee-056f-4e3f-a16d-d7bf40e508ec\", \"f7f1c03e-2a36-44a1-baba-b586111a85e6\", \"7b9de409-b494-4e3e-9e37-bdafdbdaa239\", \"a600e108-1fd9-4963-93c5-2d21e4f75ef8\", \"c33bae5c-dad0-4bf2-9e80-3d7e61440304\", \"bbf3aa04-89cc-4c75-95bc-4e43a8348e84\"], \"total_duration\": 1969.0, \"total_sessions\": 9, \"mean_week_duration\": 9.116}}, {\"17482\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-17 15:07:10.000000+00:00\", \"2021-11-20 23:58:04.000000+00:00\"], \"session_ids\": [\"a06ec307-8fc7-47eb-b8d9-de6f4f5dbff0\", \"9f46b4b6-0f4f-404b-8a0a-824e6ad1bb71\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 15.786}}, {\"9706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-05-11 21:04:16.000000+00:00\", \"2020-09-26 03:16:13.000000+00:00\"], \"session_ids\": [\"1223a89b-0445-41f3-bf70-ef4c523ae1a4\", \"829d5347-ea30-41b7-9b1f-946c1e76354e\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 23.95}}, {\"99685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-11 22:24:26.000000+00:00\", \"2021-10-27 22:54:36.000000+00:00\"], \"session_ids\": [\"b8cfa175-9b66-40d7-a5ca-1e55ee5531a0\", \"020b300f-bc86-4938-9257-a6f41627ccc8\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 70.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65147\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-25 19:16:50.000000+00:00\", \"2019-11-01 08:00:07.000000+00:00\", \"2022-09-15 23:59:20.000000+00:00\"], \"session_ids\": [\"0bc75cc0-a8e7-48bb-b0af-3b281f96ee43\", \"3f9692dd-58c9-4b5e-853a-ba88a006b037\", \"a3b1f1dc-22e0-47cb-9770-8573151ae977\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.54}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-03-02 13:53:26.000000+00:00\", \"2022-05-11 12:07:16.000000+00:00\"], \"session_ids\": [\"6e5b8c54-390e-48c5-b8b1-3c739d13c373\", \"3ca56c0d-c77d-4420-9136-73aeb607c112\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}}, {\"35921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-07 00:37:13.000000+00:00\", \"2022-12-08 09:57:12.000000+00:00\", \"2021-10-28 22:07:00.000000+00:00\", \"2023-06-19 15:19:35.000000+00:00\", \"2022-06-12 06:07:38.000000+00:00\"], \"session_ids\": [\"62b68367-e32b-410e-bb6b-fa7c6663d2f5\", \"b6c83af8-1bbd-4494-8103-c1d17fc6eb68\", \"4e9535e2-dcf6-4044-8821-0716f2538386\", \"d4bea20e-25eb-407d-b1ec-b03aed0e31a7\", \"62bdca00-feb1-4e74-ac4e-6002f51085d9\"], \"total_duration\": 205.0, \"total_sessions\": 5, \"mean_week_duration\": 2.384}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65147\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-25 19:16:50.000000+00:00\", \"2019-11-01 08:00:07.000000+00:00\", \"2022-09-15 23:59:20.000000+00:00\"], \"session_ids\": [\"0bc75cc0-a8e7-48bb-b0af-3b281f96ee43\", \"3f9692dd-58c9-4b5e-853a-ba88a006b037\", \"a3b1f1dc-22e0-47cb-9770-8573151ae977\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.54}}, {\"49687\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-03-02 13:53:26.000000+00:00\", \"2022-05-11 12:07:16.000000+00:00\"], \"session_ids\": [\"6e5b8c54-390e-48c5-b8b1-3c739d13c373\", \"3ca56c0d-c77d-4420-9136-73aeb607c112\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}}, {\"35921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-07 00:37:13.000000+00:00\", \"2022-12-08 09:57:12.000000+00:00\", \"2021-10-28 22:07:00.000000+00:00\", \"2023-06-19 15:19:35.000000+00:00\", \"2022-06-12 06:07:38.000000+00:00\"], \"session_ids\": [\"62b68367-e32b-410e-bb6b-fa7c6663d2f5\", \"b6c83af8-1bbd-4494-8103-c1d17fc6eb68\", \"4e9535e2-dcf6-4044-8821-0716f2538386\", \"d4bea20e-25eb-407d-b1ec-b03aed0e31a7\", \"62bdca00-feb1-4e74-ac4e-6002f51085d9\"], \"total_duration\": 205.0, \"total_sessions\": 5, \"mean_week_duration\": 2.384}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show user to me who has time spent on the site per week smaller than 13 and bigger than 37 plus put to use sorting by site usage time descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-24 11:30:21.000000+00:00\", \"2023-01-05 08:41:53.000000+00:00\", \"2021-05-11 11:27:40.000000+00:00\", \"2021-08-30 22:59:19.000000+00:00\", \"2021-03-14 12:29:56.000000+00:00\", \"2021-11-16 10:31:00.000000+00:00\", \"2020-02-16 14:50:43.000000+00:00\", \"2023-03-05 11:08:29.000000+00:00\", \"2021-03-22 18:10:13.000000+00:00\", \"2020-01-17 20:16:13.000000+00:00\"], \"session_ids\": [\"75735c70-9008-44a8-92ef-271a8e9ae96c\", \"c6944b42-a650-46c3-b2b0-212ff5b27a10\", \"3120f9eb-e243-4207-a3cf-99ce36d81961\", \"ccf65030-70d6-4ad7-8e6d-0abe582dece9\", \"95819e9a-4e76-4ab7-b559-358539f16aea\", \"35455928-2d0b-45ee-8dd7-e16dba50104d\", \"4543b7a3-ca75-4ca9-b834-16a34aee3c67\", \"c5f8e9c9-6f56-4cad-97c9-30b039662e37\", \"3329d47c-1b3d-4427-883a-ec67db7eb036\", \"99e6180b-bc31-4883-9777-c71f7c6a0f1a\"], \"total_duration\": 26631.0, \"total_sessions\": 10, \"mean_week_duration\": 152.177}, \"95535\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-08 09:17:19.000000+00:00\", \"2019-12-20 05:38:17.000000+00:00\"], \"session_ids\": [\"44d8c165-896d-471c-91b2-d4c606c5c428\", \"1ad08285-baa8-4ff1-8b1f-a6ba1af0c451\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 12.263}, \"24179\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-02 18:28:37.000000+00:00\", \"2023-04-03 08:49:28.000000+00:00\"], \"session_ids\": [\"d228da09-547d-4770-9399-c2ae3fa2b18f\", \"7cd581a9-005b-4191-9365-a1fe09d958fe\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.394}, \"79655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-30 09:59:52.000000+00:00\", \"2020-06-03 17:44:57.000000+00:00\", \"2020-06-02 16:35:00.000000+00:00\", \"2023-01-31 12:42:21.000000+00:00\", \"2022-09-09 13:37:39.000000+00:00\", \"2019-09-10 15:56:45.000000+00:00\"], \"session_ids\": [\"a5acec53-21ec-48c2-87d6-4d31611cbf22\", \"a444df50-ebc5-4048-a27b-e17788455183\", \"0be1a0a7-79e2-4eba-923f-833ad8f7e5d7\", \"396072bd-cf98-4a9e-991f-750490348e2a\", \"7cd81817-749f-44ac-b6cd-46c59b906433\", \"7097fdb2-3fbc-41e2-a534-418eb5194c20\"], \"total_duration\": 2283.0, \"total_sessions\": 6, \"mean_week_duration\": 12.898}, \"2021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-07-18 11:34:13.000000+00:00\", \"2020-11-21 18:48:13.000000+00:00\"], \"session_ids\": [\"1ae90527-0e45-420f-b507-3261d66006d3\", \"13fab5d0-01b5-43d2-a3c5-c66dfe1b2b59\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}, \"11942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-27 04:23:08.000000+00:00\", \"2020-12-08 19:41:15.000000+00:00\", \"2021-09-04 06:10:29.000000+00:00\", \"2023-04-22 06:32:47.000000+00:00\", \"2021-09-22 10:17:37.000000+00:00\"], \"session_ids\": [\"3051c2fc-e9dd-4632-aa93-3c7ce178ed7c\", \"00435c9c-c44a-4619-b707-bf587b7cdb52\", \"356d4963-01aa-4d06-a79b-2b19740075d3\", \"cf594c76-2f52-448c-9b1a-78d312e05117\", \"29ed4204-b514-4e3c-a4de-04a00c3b5db7\"], \"total_duration\": 704.0, \"total_sessions\": 5, \"mean_week_duration\": 5.677}, \"59036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-05 02:30:40.000000+00:00\", \"2019-06-19 15:45:32.000000+00:00\", \"2020-08-09 13:08:41.000000+00:00\", \"2022-05-11 19:56:31.000000+00:00\", \"2021-12-17 13:31:05.000000+00:00\", \"2020-06-24 08:08:37.000000+00:00\", \"2022-03-07 15:33:57.000000+00:00\"], \"session_ids\": [\"d2a50331-05df-4e48-bcfc-8b5e6cf604bc\", \"cfe7913d-de4d-4d6e-8826-df7b401388a1\", \"dee8eeee-3b2e-415d-878a-9258fa284701\", \"b228e860-6f2f-4d67-a1ff-f7e389f526de\", \"526baae2-85fe-4007-a698-5a8b5341bc92\", \"2d9a3e48-470b-4d71-8f6e-27f3df10bdcb\", \"fa240173-bcfe-4908-9695-5fa52a5ff107\"], \"total_duration\": 1349.0, \"total_sessions\": 7, \"mean_week_duration\": 8.934}, \"63031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-29 02:26:27.000000+00:00\", \"2021-04-25 20:32:36.000000+00:00\", \"2019-11-02 13:28:12.000000+00:00\"], \"session_ids\": [\"e1e13172-b43c-43a4-8438-162ffb4d7ca8\", \"4c32f003-bacc-48f6-bafd-83eb1c0c9a35\", \"6436e177-4743-436e-9960-1ffc72599b2d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.744}, \"25768\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-24 22:05:29.000000+00:00\", \"2020-05-24 06:38:53.000000+00:00\", \"2021-06-18 12:05:39.000000+00:00\", \"2022-01-03 10:30:59.000000+00:00\", \"2019-02-22 12:36:50.000000+00:00\", \"2022-10-27 20:35:00.000000+00:00\", \"2021-06-21 23:32:20.000000+00:00\", \"2022-06-30 04:28:28.000000+00:00\"], \"session_ids\": [\"5f48f5b3-4257-4d06-a0e2-cc9ef7012520\", \"4e735afa-a551-4b4f-a81a-acfbf88aae91\", \"fbd30195-7d94-4325-a5b9-2aa841fc408f\", \"9919553a-227a-4949-955f-ad13f68fd957\", \"8437e5d2-55ea-48e6-a057-7ad4cf8da891\", \"3bf7dc8f-2f76-4166-a423-d795c6d1b665\", \"e22bd725-b1a0-4824-be52-f33954bbffd4\", \"7f475a26-a008-490c-b29f-dc7cebc9dc8a\"], \"total_duration\": 2040.0, \"total_sessions\": 8, \"mean_week_duration\": 10.149}, \"79373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-02-13 14:49:22.000000+00:00\", \"2021-03-02 22:54:18.000000+00:00\", \"2020-10-22 12:23:04.000000+00:00\", \"2019-09-10 08:51:09.000000+00:00\"], \"session_ids\": [\"5fa39431-f556-4df8-9cbc-776ac0bc0e66\", \"7cb8aa2d-3edf-40d1-a38b-cb723ee6a9f3\", \"3e1755e7-223a-47c6-a127-c4a6e7a5363d\", \"b489c83a-5be8-42a2-9e72-02dd418d1396\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.659}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 13 and are equal or greater than 37" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95535\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-08 09:17:19.000000+00:00\", \"2019-12-20 05:38:17.000000+00:00\"], \"session_ids\": [\"44d8c165-896d-471c-91b2-d4c606c5c428\", \"1ad08285-baa8-4ff1-8b1f-a6ba1af0c451\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 12.263}, \"24179\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-02 18:28:37.000000+00:00\", \"2023-04-03 08:49:28.000000+00:00\"], \"session_ids\": [\"d228da09-547d-4770-9399-c2ae3fa2b18f\", \"7cd581a9-005b-4191-9365-a1fe09d958fe\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.394}, \"79655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-30 09:59:52.000000+00:00\", \"2020-06-03 17:44:57.000000+00:00\", \"2020-06-02 16:35:00.000000+00:00\", \"2023-01-31 12:42:21.000000+00:00\", \"2022-09-09 13:37:39.000000+00:00\", \"2019-09-10 15:56:45.000000+00:00\"], \"session_ids\": [\"a5acec53-21ec-48c2-87d6-4d31611cbf22\", \"a444df50-ebc5-4048-a27b-e17788455183\", \"0be1a0a7-79e2-4eba-923f-833ad8f7e5d7\", \"396072bd-cf98-4a9e-991f-750490348e2a\", \"7cd81817-749f-44ac-b6cd-46c59b906433\", \"7097fdb2-3fbc-41e2-a534-418eb5194c20\"], \"total_duration\": 2283.0, \"total_sessions\": 6, \"mean_week_duration\": 12.898}, \"2021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-07-18 11:34:13.000000+00:00\", \"2020-11-21 18:48:13.000000+00:00\"], \"session_ids\": [\"1ae90527-0e45-420f-b507-3261d66006d3\", \"13fab5d0-01b5-43d2-a3c5-c66dfe1b2b59\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}, \"11942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-27 04:23:08.000000+00:00\", \"2020-12-08 19:41:15.000000+00:00\", \"2021-09-04 06:10:29.000000+00:00\", \"2023-04-22 06:32:47.000000+00:00\", \"2021-09-22 10:17:37.000000+00:00\"], \"session_ids\": [\"3051c2fc-e9dd-4632-aa93-3c7ce178ed7c\", \"00435c9c-c44a-4619-b707-bf587b7cdb52\", \"356d4963-01aa-4d06-a79b-2b19740075d3\", \"cf594c76-2f52-448c-9b1a-78d312e05117\", \"29ed4204-b514-4e3c-a4de-04a00c3b5db7\"], \"total_duration\": 704.0, \"total_sessions\": 5, \"mean_week_duration\": 5.677}, \"59036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-05 02:30:40.000000+00:00\", \"2019-06-19 15:45:32.000000+00:00\", \"2020-08-09 13:08:41.000000+00:00\", \"2022-05-11 19:56:31.000000+00:00\", \"2021-12-17 13:31:05.000000+00:00\", \"2020-06-24 08:08:37.000000+00:00\", \"2022-03-07 15:33:57.000000+00:00\"], \"session_ids\": [\"d2a50331-05df-4e48-bcfc-8b5e6cf604bc\", \"cfe7913d-de4d-4d6e-8826-df7b401388a1\", \"dee8eeee-3b2e-415d-878a-9258fa284701\", \"b228e860-6f2f-4d67-a1ff-f7e389f526de\", \"526baae2-85fe-4007-a698-5a8b5341bc92\", \"2d9a3e48-470b-4d71-8f6e-27f3df10bdcb\", \"fa240173-bcfe-4908-9695-5fa52a5ff107\"], \"total_duration\": 1349.0, \"total_sessions\": 7, \"mean_week_duration\": 8.934}, \"63031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-29 02:26:27.000000+00:00\", \"2021-04-25 20:32:36.000000+00:00\", \"2019-11-02 13:28:12.000000+00:00\"], \"session_ids\": [\"e1e13172-b43c-43a4-8438-162ffb4d7ca8\", \"4c32f003-bacc-48f6-bafd-83eb1c0c9a35\", \"6436e177-4743-436e-9960-1ffc72599b2d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.744}, \"25768\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-24 22:05:29.000000+00:00\", \"2020-05-24 06:38:53.000000+00:00\", \"2021-06-18 12:05:39.000000+00:00\", \"2022-01-03 10:30:59.000000+00:00\", \"2019-02-22 12:36:50.000000+00:00\", \"2022-10-27 20:35:00.000000+00:00\", \"2021-06-21 23:32:20.000000+00:00\", \"2022-06-30 04:28:28.000000+00:00\"], \"session_ids\": [\"5f48f5b3-4257-4d06-a0e2-cc9ef7012520\", \"4e735afa-a551-4b4f-a81a-acfbf88aae91\", \"fbd30195-7d94-4325-a5b9-2aa841fc408f\", \"9919553a-227a-4949-955f-ad13f68fd957\", \"8437e5d2-55ea-48e6-a057-7ad4cf8da891\", \"3bf7dc8f-2f76-4166-a423-d795c6d1b665\", \"e22bd725-b1a0-4824-be52-f33954bbffd4\", \"7f475a26-a008-490c-b29f-dc7cebc9dc8a\"], \"total_duration\": 2040.0, \"total_sessions\": 8, \"mean_week_duration\": 10.149}, \"79373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-02-13 14:49:22.000000+00:00\", \"2021-03-02 22:54:18.000000+00:00\", \"2020-10-22 12:23:04.000000+00:00\", \"2019-09-10 08:51:09.000000+00:00\"], \"session_ids\": [\"5fa39431-f556-4df8-9cbc-776ac0bc0e66\", \"7cb8aa2d-3edf-40d1-a38b-cb723ee6a9f3\", \"3e1755e7-223a-47c6-a127-c4a6e7a5363d\", \"b489c83a-5be8-42a2-9e72-02dd418d1396\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.659}, \"66924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-24 11:30:21.000000+00:00\", \"2023-01-05 08:41:53.000000+00:00\", \"2021-05-11 11:27:40.000000+00:00\", \"2021-08-30 22:59:19.000000+00:00\", \"2021-03-14 12:29:56.000000+00:00\", \"2021-11-16 10:31:00.000000+00:00\", \"2020-02-16 14:50:43.000000+00:00\", \"2023-03-05 11:08:29.000000+00:00\", \"2021-03-22 18:10:13.000000+00:00\", \"2020-01-17 20:16:13.000000+00:00\"], \"session_ids\": [\"75735c70-9008-44a8-92ef-271a8e9ae96c\", \"c6944b42-a650-46c3-b2b0-212ff5b27a10\", \"3120f9eb-e243-4207-a3cf-99ce36d81961\", \"ccf65030-70d6-4ad7-8e6d-0abe582dece9\", \"95819e9a-4e76-4ab7-b559-358539f16aea\", \"35455928-2d0b-45ee-8dd7-e16dba50104d\", \"4543b7a3-ca75-4ca9-b834-16a34aee3c67\", \"c5f8e9c9-6f56-4cad-97c9-30b039662e37\", \"3329d47c-1b3d-4427-883a-ec67db7eb036\", \"99e6180b-bc31-4883-9777-c71f7c6a0f1a\"], \"total_duration\": 26631.0, \"total_sessions\": 10, \"mean_week_duration\": 152.177}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-24 11:30:21.000000+00:00\", \"2023-01-05 08:41:53.000000+00:00\", \"2021-05-11 11:27:40.000000+00:00\", \"2021-08-30 22:59:19.000000+00:00\", \"2021-03-14 12:29:56.000000+00:00\", \"2021-11-16 10:31:00.000000+00:00\", \"2020-02-16 14:50:43.000000+00:00\", \"2023-03-05 11:08:29.000000+00:00\", \"2021-03-22 18:10:13.000000+00:00\", \"2020-01-17 20:16:13.000000+00:00\"], \"session_ids\": [\"75735c70-9008-44a8-92ef-271a8e9ae96c\", \"c6944b42-a650-46c3-b2b0-212ff5b27a10\", \"3120f9eb-e243-4207-a3cf-99ce36d81961\", \"ccf65030-70d6-4ad7-8e6d-0abe582dece9\", \"95819e9a-4e76-4ab7-b559-358539f16aea\", \"35455928-2d0b-45ee-8dd7-e16dba50104d\", \"4543b7a3-ca75-4ca9-b834-16a34aee3c67\", \"c5f8e9c9-6f56-4cad-97c9-30b039662e37\", \"3329d47c-1b3d-4427-883a-ec67db7eb036\", \"99e6180b-bc31-4883-9777-c71f7c6a0f1a\"], \"total_duration\": 26631.0, \"total_sessions\": 10, \"mean_week_duration\": 152.177}}, {\"79655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-30 09:59:52.000000+00:00\", \"2020-06-03 17:44:57.000000+00:00\", \"2020-06-02 16:35:00.000000+00:00\", \"2023-01-31 12:42:21.000000+00:00\", \"2022-09-09 13:37:39.000000+00:00\", \"2019-09-10 15:56:45.000000+00:00\"], \"session_ids\": [\"a5acec53-21ec-48c2-87d6-4d31611cbf22\", \"a444df50-ebc5-4048-a27b-e17788455183\", \"0be1a0a7-79e2-4eba-923f-833ad8f7e5d7\", \"396072bd-cf98-4a9e-991f-750490348e2a\", \"7cd81817-749f-44ac-b6cd-46c59b906433\", \"7097fdb2-3fbc-41e2-a534-418eb5194c20\"], \"total_duration\": 2283.0, \"total_sessions\": 6, \"mean_week_duration\": 12.898}}, {\"25768\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-24 22:05:29.000000+00:00\", \"2020-05-24 06:38:53.000000+00:00\", \"2021-06-18 12:05:39.000000+00:00\", \"2022-01-03 10:30:59.000000+00:00\", \"2019-02-22 12:36:50.000000+00:00\", \"2022-10-27 20:35:00.000000+00:00\", \"2021-06-21 23:32:20.000000+00:00\", \"2022-06-30 04:28:28.000000+00:00\"], \"session_ids\": [\"5f48f5b3-4257-4d06-a0e2-cc9ef7012520\", \"4e735afa-a551-4b4f-a81a-acfbf88aae91\", \"fbd30195-7d94-4325-a5b9-2aa841fc408f\", \"9919553a-227a-4949-955f-ad13f68fd957\", \"8437e5d2-55ea-48e6-a057-7ad4cf8da891\", \"3bf7dc8f-2f76-4166-a423-d795c6d1b665\", \"e22bd725-b1a0-4824-be52-f33954bbffd4\", \"7f475a26-a008-490c-b29f-dc7cebc9dc8a\"], \"total_duration\": 2040.0, \"total_sessions\": 8, \"mean_week_duration\": 10.149}}, {\"59036\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-05 02:30:40.000000+00:00\", \"2019-06-19 15:45:32.000000+00:00\", \"2020-08-09 13:08:41.000000+00:00\", \"2022-05-11 19:56:31.000000+00:00\", \"2021-12-17 13:31:05.000000+00:00\", \"2020-06-24 08:08:37.000000+00:00\", \"2022-03-07 15:33:57.000000+00:00\"], \"session_ids\": [\"d2a50331-05df-4e48-bcfc-8b5e6cf604bc\", \"cfe7913d-de4d-4d6e-8826-df7b401388a1\", \"dee8eeee-3b2e-415d-878a-9258fa284701\", \"b228e860-6f2f-4d67-a1ff-f7e389f526de\", \"526baae2-85fe-4007-a698-5a8b5341bc92\", \"2d9a3e48-470b-4d71-8f6e-27f3df10bdcb\", \"fa240173-bcfe-4908-9695-5fa52a5ff107\"], \"total_duration\": 1349.0, \"total_sessions\": 7, \"mean_week_duration\": 8.934}}, {\"11942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-02-27 04:23:08.000000+00:00\", \"2020-12-08 19:41:15.000000+00:00\", \"2021-09-04 06:10:29.000000+00:00\", \"2023-04-22 06:32:47.000000+00:00\", \"2021-09-22 10:17:37.000000+00:00\"], \"session_ids\": [\"3051c2fc-e9dd-4632-aa93-3c7ce178ed7c\", \"00435c9c-c44a-4619-b707-bf587b7cdb52\", \"356d4963-01aa-4d06-a79b-2b19740075d3\", \"cf594c76-2f52-448c-9b1a-78d312e05117\", \"29ed4204-b514-4e3c-a4de-04a00c3b5db7\"], \"total_duration\": 704.0, \"total_sessions\": 5, \"mean_week_duration\": 5.677}}, {\"79373\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-02-13 14:49:22.000000+00:00\", \"2021-03-02 22:54:18.000000+00:00\", \"2020-10-22 12:23:04.000000+00:00\", \"2019-09-10 08:51:09.000000+00:00\"], \"session_ids\": [\"5fa39431-f556-4df8-9cbc-776ac0bc0e66\", \"7cb8aa2d-3edf-40d1-a38b-cb723ee6a9f3\", \"3e1755e7-223a-47c6-a127-c4a6e7a5363d\", \"b489c83a-5be8-42a2-9e72-02dd418d1396\"], \"total_duration\": 655.0, \"total_sessions\": 4, \"mean_week_duration\": 3.659}}, {\"95535\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-08 09:17:19.000000+00:00\", \"2019-12-20 05:38:17.000000+00:00\"], \"session_ids\": [\"44d8c165-896d-471c-91b2-d4c606c5c428\", \"1ad08285-baa8-4ff1-8b1f-a6ba1af0c451\"], \"total_duration\": 466.0, \"total_sessions\": 2, \"mean_week_duration\": 12.263}}, {\"2021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-07-18 11:34:13.000000+00:00\", \"2020-11-21 18:48:13.000000+00:00\"], \"session_ids\": [\"1ae90527-0e45-420f-b507-3261d66006d3\", \"13fab5d0-01b5-43d2-a3c5-c66dfe1b2b59\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 10.333}}, {\"24179\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-02 18:28:37.000000+00:00\", \"2023-04-03 08:49:28.000000+00:00\"], \"session_ids\": [\"d228da09-547d-4770-9399-c2ae3fa2b18f\", \"7cd581a9-005b-4191-9365-a1fe09d958fe\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.394}}, {\"63031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-29 02:26:27.000000+00:00\", \"2021-04-25 20:32:36.000000+00:00\", \"2019-11-02 13:28:12.000000+00:00\"], \"session_ids\": [\"e1e13172-b43c-43a4-8438-162ffb4d7ca8\", \"4c32f003-bacc-48f6-bafd-83eb1c0c9a35\", \"6436e177-4743-436e-9960-1ffc72599b2d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.744}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-24 11:30:21.000000+00:00\", \"2023-01-05 08:41:53.000000+00:00\", \"2021-05-11 11:27:40.000000+00:00\", \"2021-08-30 22:59:19.000000+00:00\", \"2021-03-14 12:29:56.000000+00:00\", \"2021-11-16 10:31:00.000000+00:00\", \"2020-02-16 14:50:43.000000+00:00\", \"2023-03-05 11:08:29.000000+00:00\", \"2021-03-22 18:10:13.000000+00:00\", \"2020-01-17 20:16:13.000000+00:00\"], \"session_ids\": [\"75735c70-9008-44a8-92ef-271a8e9ae96c\", \"c6944b42-a650-46c3-b2b0-212ff5b27a10\", \"3120f9eb-e243-4207-a3cf-99ce36d81961\", \"ccf65030-70d6-4ad7-8e6d-0abe582dece9\", \"95819e9a-4e76-4ab7-b559-358539f16aea\", \"35455928-2d0b-45ee-8dd7-e16dba50104d\", \"4543b7a3-ca75-4ca9-b834-16a34aee3c67\", \"c5f8e9c9-6f56-4cad-97c9-30b039662e37\", \"3329d47c-1b3d-4427-883a-ec67db7eb036\", \"99e6180b-bc31-4883-9777-c71f7c6a0f1a\"], \"total_duration\": 26631.0, \"total_sessions\": 10, \"mean_week_duration\": 152.177}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-24 11:30:21.000000+00:00\", \"2023-01-05 08:41:53.000000+00:00\", \"2021-05-11 11:27:40.000000+00:00\", \"2021-08-30 22:59:19.000000+00:00\", \"2021-03-14 12:29:56.000000+00:00\", \"2021-11-16 10:31:00.000000+00:00\", \"2020-02-16 14:50:43.000000+00:00\", \"2023-03-05 11:08:29.000000+00:00\", \"2021-03-22 18:10:13.000000+00:00\", \"2020-01-17 20:16:13.000000+00:00\"], \"session_ids\": [\"75735c70-9008-44a8-92ef-271a8e9ae96c\", \"c6944b42-a650-46c3-b2b0-212ff5b27a10\", \"3120f9eb-e243-4207-a3cf-99ce36d81961\", \"ccf65030-70d6-4ad7-8e6d-0abe582dece9\", \"95819e9a-4e76-4ab7-b559-358539f16aea\", \"35455928-2d0b-45ee-8dd7-e16dba50104d\", \"4543b7a3-ca75-4ca9-b834-16a34aee3c67\", \"c5f8e9c9-6f56-4cad-97c9-30b039662e37\", \"3329d47c-1b3d-4427-883a-ec67db7eb036\", \"99e6180b-bc31-4883-9777-c71f7c6a0f1a\"], \"total_duration\": 26631.0, \"total_sessions\": 10, \"mean_week_duration\": 152.177}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 5 users who are inhabitants of cities Rio de Janeiro, New York City, Prague, Mexico City, Tegucigalpa , apply sorting by time in app ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-01 05:31:40.000000+00:00\", \"2020-05-11 18:54:45.000000+00:00\", \"2020-07-24 04:34:42.000000+00:00\", \"2019-09-27 03:35:38.000000+00:00\", \"2021-09-15 03:01:56.000000+00:00\", \"2022-08-02 17:04:30.000000+00:00\", \"2019-03-15 20:51:41.000000+00:00\", \"2020-09-03 21:22:48.000000+00:00\"], \"session_ids\": [\"67167b1c-ee78-4859-8045-2b0277f071fd\", \"4aa104c2-bfde-4fa1-9920-f7e140925afd\", \"26730a47-9487-4039-bdb4-26f3a49e00f2\", \"ba26a308-79ea-41eb-a8ce-7acc76dac4e5\", \"8758bb99-3ead-4d31-b5e7-1efa55e7b97e\", \"409bb477-95f5-4efe-986f-5890b435aaca\", \"c9c00322-75c9-4de9-b0e6-80f178f427b9\", \"29148d32-22bf-4c53-bb8e-f29b162c00a9\"], \"total_duration\": 9267.0, \"total_sessions\": 8, \"mean_week_duration\": 52.356}, \"24240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-09 22:52:04.000000+00:00\", \"2020-11-22 07:43:58.000000+00:00\", \"2021-09-05 22:50:37.000000+00:00\", \"2023-02-06 08:02:50.000000+00:00\", \"2019-04-11 13:48:46.000000+00:00\", \"2020-05-27 21:50:59.000000+00:00\", \"2022-01-25 10:14:03.000000+00:00\", \"2020-02-29 10:45:06.000000+00:00\", \"2019-04-07 22:15:54.000000+00:00\", \"2020-01-04 23:00:56.000000+00:00\"], \"session_ids\": [\"3e417e3b-83fc-4d84-ae0a-78f5fa2ab95a\", \"97b7134e-de62-4e8b-8389-4fefa6bc49c6\", \"1c3fe18e-04b9-4f25-aeb3-16b13dc3c080\", \"69a90f4f-c2ca-4909-8a32-49bb41381a28\", \"39b14419-cd6b-410f-bb11-34da9edf6ac7\", \"eccea62a-cd8e-4ec0-b86b-7db24a82f60e\", \"ef284a1c-e6a1-4642-89b5-349a1b6f115a\", \"316936ba-397c-42a8-957c-ca511a13b3c0\", \"6492f3b9-12c6-468e-a402-6a6b7fc24f39\", \"0401ec58-586f-42db-89f4-c1e3b58ba9d7\"], \"total_duration\": 2598.0, \"total_sessions\": 10, \"mean_week_duration\": 12.99}, \"73560\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-03 11:45:57.000000+00:00\", \"2019-09-01 20:13:43.000000+00:00\"], \"session_ids\": [\"a11fb873-1314-46d5-98fe-8000815ce032\", \"6338e8b6-d11e-4cab-8762-3a39eb1e5e11\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 1.643}, \"85812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-10-13 08:01:21.000000+00:00\", \"2020-11-21 17:57:39.000000+00:00\", \"2022-03-06 03:47:17.000000+00:00\", \"2022-12-25 07:44:23.000000+00:00\"], \"session_ids\": [\"217d978a-b2c4-496e-971f-cd140a61c969\", \"2a79fd72-f457-4d1d-8400-18a84b6d1457\", \"c159df84-55e9-47f0-968d-e22d95c2b6ed\", \"f9262579-ce2f-4d31-83d1-00f3fd701e43\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.15}, \"89896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-30 10:21:27.000000+00:00\", \"2021-10-31 23:47:34.000000+00:00\", \"2021-11-15 08:15:49.000000+00:00\", \"2021-05-31 12:55:39.000000+00:00\", \"2022-01-28 04:46:13.000000+00:00\", \"2022-04-01 21:59:00.000000+00:00\", \"2019-11-16 19:55:08.000000+00:00\"], \"session_ids\": [\"221fa771-2964-4c6f-ac34-f8e4212611ae\", \"067cb94c-49a6-40e7-afcb-b8ce46e5f3e7\", \"55bb7a9b-e832-4b1e-8caf-fbfa1b70008b\", \"fe676223-c153-4208-87a0-7971627cba19\", \"6f71edfa-da42-4937-8e0a-4969bbd90f7a\", \"0bc71aa5-1851-4d29-a921-b2607c8276d8\", \"0fa1cbe8-b695-4a1e-b127-af2f3c08b232\"], \"total_duration\": 120.0, \"total_sessions\": 7, \"mean_week_duration\": 0.968}, \"63811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-21 00:18:02.000000+00:00\", \"2019-05-17 19:11:40.000000+00:00\", \"2019-10-09 18:55:00.000000+00:00\", \"2023-04-08 05:04:28.000000+00:00\", \"2020-11-30 22:29:39.000000+00:00\", \"2019-02-27 03:31:28.000000+00:00\", \"2022-05-13 04:10:12.000000+00:00\"], \"session_ids\": [\"44cf3d95-ddca-4c0e-993c-c12e1c9ec1c6\", \"88f5df6d-cf7b-4008-8e24-d4ce35b9ff28\", \"3530b1a6-7c2c-4127-a7e5-9314cfe9cfc3\", \"7a773f51-7a18-4b01-99f7-f3d61d4afe91\", \"722ae396-768a-46a8-bb26-ac2367830e8c\", \"6ea0a142-562e-4b5e-a4af-200db5f487f7\", \"43d3cb3d-2341-448b-8333-0ffb781e3bc7\"], \"total_duration\": 2362.0, \"total_sessions\": 7, \"mean_week_duration\": 10.986}, \"11757\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-30 17:11:19.000000+00:00\", \"2021-06-07 07:32:42.000000+00:00\", \"2023-02-10 11:22:40.000000+00:00\", \"2019-11-11 13:29:33.000000+00:00\", \"2023-04-11 06:07:20.000000+00:00\", \"2021-06-29 18:22:40.000000+00:00\", \"2022-10-27 20:43:29.000000+00:00\"], \"session_ids\": [\"e4527f91-8a37-4540-9321-45a5ff73eeaa\", \"87015a82-02cd-4c3d-967e-a184dcd214b6\", \"030aece1-3d9a-44f1-81d2-d8d61902df5d\", \"9f915271-34e6-425e-8bef-4f90d029bb41\", \"fbdea2a3-a82d-47ca-b39d-9e5d0049c9ca\", \"39857cf5-53b1-4ef9-906e-528a1845782e\", \"4ad932ec-619c-45c4-9790-b177d1540ced\"], \"total_duration\": 4132.0, \"total_sessions\": 7, \"mean_week_duration\": 23.213}, \"14692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-18 05:54:45.000000+00:00\", \"2022-12-30 19:25:29.000000+00:00\"], \"session_ids\": [\"3be5110e-6752-40ba-9c17-1cb8444c64a0\", \"43f440d6-3550-4c12-8687-667c00259371\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.189}, \"10849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-26 09:59:57.000000+00:00\", \"2021-02-21 14:44:45.000000+00:00\"], \"session_ids\": [\"c9925ef1-8dd0-4507-a21a-04edc9d6bd63\", \"b18dd59b-a240-4163-9d47-025110b1db53\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.778}, \"28705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-24 06:47:47.000000+00:00\", \"2023-06-11 14:12:11.000000+00:00\"], \"session_ids\": [\"d8179a6f-d1cb-403a-a93b-05fa2f1298f4\", \"b65e5641-2f22-4d60-90ed-ce8a80c738c1\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.237}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Rio de Janeiro, New York City, Prague, Mexico City, Tegucigalpa" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rio de Janeiro\", \"New York City\", \"Prague\", \"Mexico City\", \"Tegucigalpa\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-10-13 08:01:21.000000+00:00\", \"2020-11-21 17:57:39.000000+00:00\", \"2022-03-06 03:47:17.000000+00:00\", \"2022-12-25 07:44:23.000000+00:00\"], \"session_ids\": [\"217d978a-b2c4-496e-971f-cd140a61c969\", \"2a79fd72-f457-4d1d-8400-18a84b6d1457\", \"c159df84-55e9-47f0-968d-e22d95c2b6ed\", \"f9262579-ce2f-4d31-83d1-00f3fd701e43\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.15}, \"14692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-18 05:54:45.000000+00:00\", \"2022-12-30 19:25:29.000000+00:00\"], \"session_ids\": [\"3be5110e-6752-40ba-9c17-1cb8444c64a0\", \"43f440d6-3550-4c12-8687-667c00259371\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.189}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-18 05:54:45.000000+00:00\", \"2022-12-30 19:25:29.000000+00:00\"], \"session_ids\": [\"3be5110e-6752-40ba-9c17-1cb8444c64a0\", \"43f440d6-3550-4c12-8687-667c00259371\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.189}}, {\"85812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-10-13 08:01:21.000000+00:00\", \"2020-11-21 17:57:39.000000+00:00\", \"2022-03-06 03:47:17.000000+00:00\", \"2022-12-25 07:44:23.000000+00:00\"], \"session_ids\": [\"217d978a-b2c4-496e-971f-cd140a61c969\", \"2a79fd72-f457-4d1d-8400-18a84b6d1457\", \"c159df84-55e9-47f0-968d-e22d95c2b6ed\", \"f9262579-ce2f-4d31-83d1-00f3fd701e43\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.15}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-18 05:54:45.000000+00:00\", \"2022-12-30 19:25:29.000000+00:00\"], \"session_ids\": [\"3be5110e-6752-40ba-9c17-1cb8444c64a0\", \"43f440d6-3550-4c12-8687-667c00259371\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.189}}, {\"85812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-10-13 08:01:21.000000+00:00\", \"2020-11-21 17:57:39.000000+00:00\", \"2022-03-06 03:47:17.000000+00:00\", \"2022-12-25 07:44:23.000000+00:00\"], \"session_ids\": [\"217d978a-b2c4-496e-971f-cd140a61c969\", \"2a79fd72-f457-4d1d-8400-18a84b6d1457\", \"c159df84-55e9-47f0-968d-e22d95c2b6ed\", \"f9262579-ce2f-4d31-83d1-00f3fd701e43\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.15}}]\n```\n" } ]