conversations
list
[ { "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[{\"62191\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-20 19:56:22.000000+00:00\", \"2021-03-30 06:49:31.000000+00:00\", \"2023-03-24 13:45:38.000000+00:00\", \"2023-05-05 17:16:30.000000+00:00\"], \"session_ids\": [\"d95554b0-dacf-41e2-bd9d-01c52ee9487a\", \"dd7fbb00-e074-4b08-a478-06e1c57eb2d7\", \"51dd79ce-447e-468f-ae0c-542dd4ad12f1\", \"adeafb64-0013-4972-b206-72ee6bb724dd\"], \"total_duration\": 203.0, \"total_sessions\": 4, \"mean_week_duration\": 1.122}}, {\"96633\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-12-06 16:18:04.000000+00:00\", \"2020-05-07 01:29:40.000000+00:00\", \"2021-04-15 08:34:56.000000+00:00\", \"2023-03-30 10:19:50.000000+00:00\"], \"session_ids\": [\"57843d49-85b2-44d3-98d7-2a7681313cb2\", \"40a344af-0032-4f94-9384-2ff2d33d4f88\", \"2a031f63-7d4f-4681-94b7-fa991798791a\", \"cb31ea2b-2bbe-4f40-803f-f1e86ecc40f0\"], \"total_duration\": 255.0, \"total_sessions\": 4, \"mean_week_duration\": 1.689}}, {\"88829\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-01-16 00:32:48.000000+00:00\", \"2020-07-01 12:26:11.000000+00:00\", \"2020-06-26 12:03:19.000000+00:00\", \"2022-08-23 18:13:55.000000+00:00\"], \"session_ids\": [\"29f38904-cc0f-45fe-9382-ac162b8a6ff1\", \"bb895106-9cfc-4dd3-a54e-0269bdc7f249\", \"ae8ec421-d514-47e7-9c72-1b92bca3f59e\", \"78f8361e-6060-45b3-b65c-81fdd35260ff\"], \"total_duration\": 567.0, \"total_sessions\": 4, \"mean_week_duration\": 4.231}}, {\"96171\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-16 01:40:33.000000+00:00\", \"2023-01-20 08:32:59.000000+00:00\"], \"session_ids\": [\"2cfc98fe-05a4-44d5-8809-0d69106abafd\", \"de27a01d-7706-4bf6-9433-527060a333ea\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.331}}, {\"99329\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-02 14:26:48.000000+00:00\", \"2021-11-27 06:19:07.000000+00:00\"], \"session_ids\": [\"2208f0d7-53af-420d-a6f3-01536d1d68f7\", \"08b3bc2b-992b-4ef1-b7ad-2c98097068f4\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}}, {\"84254\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-29 16:30:54.000000+00:00\", \"2021-05-20 04:47:31.000000+00:00\"], \"session_ids\": [\"46ab559d-8963-4acd-bc54-88cf824c847b\", \"1c430f8a-a061-4b27-b72d-2ea19b49be97\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 4.375}}, {\"7899\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-27 07:42:44.000000+00:00\", \"2019-01-25 06:10:51.000000+00:00\"], \"session_ids\": [\"d1f2ea2d-5c9b-4344-8417-192a6cfc88fa\", \"245fe910-6a04-41b7-a418-d2b62f18414f\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.523}}, {\"88927\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-03-19 08:25:53.000000+00:00\", \"2019-10-22 03:17:32.000000+00:00\"], \"session_ids\": [\"4d6e1e0c-dcb4-42f4-b362-3f046501984e\", \"eab179ae-3a4a-4e42-91b7-52755e88dbc7\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}]\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 whose count of sessions exceeds 8 while staying below 4, exclusively 4 and 8 , carry out sorting by overall quantity of sessions 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{\"74057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 22:49:35.000000+00:00\", \"2021-12-01 20:12:36.000000+00:00\"], \"session_ids\": [\"d6fdbaf9-60da-44b8-912b-6f0b664ae27a\", \"66c86de1-30a5-4723-a47a-9e7e08e79113\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.962}, \"5899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-31 10:16:13.000000+00:00\", \"2023-05-01 09:49:51.000000+00:00\"], \"session_ids\": [\"8a541082-648c-4cfb-97bd-2c7a2b5b730c\", \"867d0c6c-83c0-4112-b0c9-f353c5dbff81\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.09}, \"97116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-01-08 05:34:37.000000+00:00\", \"2020-10-22 02:41:50.000000+00:00\"], \"session_ids\": [\"e5c1d02a-818c-429e-b75c-c6395bf6d4b3\", \"0ddcf5a6-aece-445f-a3db-c5566670c0ac\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}, \"10628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-21 10:14:18.000000+00:00\", \"2020-06-20 10:03:10.000000+00:00\", \"2022-09-27 13:30:13.000000+00:00\"], \"session_ids\": [\"a05de409-03f1-4914-924e-439e4f862245\", \"63c4d25f-8de0-4fb8-9357-bbbb51a8e32f\", \"2f3f90e6-9eb7-47a5-bc16-aabac5050789\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 0.713}, \"51114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-11 20:41:31.000000+00:00\", \"2021-07-27 04:54:11.000000+00:00\", \"2022-04-10 09:37:20.000000+00:00\", \"2021-08-12 12:44:12.000000+00:00\", \"2022-03-18 02:16:00.000000+00:00\", \"2019-12-26 07:20:47.000000+00:00\"], \"session_ids\": [\"8ad2af46-d3be-44ba-82ea-2dd393e67396\", \"ef84196a-3e8d-415b-9bc1-8165e2743af6\", \"f81d8303-62ef-4a9e-bcfa-92ec6d09f62f\", \"738bd431-e6ea-46cb-b9b0-9960c956c76e\", \"54a770b1-e8f7-4938-9266-74be400ada1c\", \"c1ef156f-2d65-45a9-b0fd-40272db29577\"], \"total_duration\": 4054.0, \"total_sessions\": 6, \"mean_week_duration\": 33.783}, \"87797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 15:41:28.000000+00:00\", \"2019-10-01 16:04:32.000000+00:00\"], \"session_ids\": [\"ad11f0d0-464c-4de2-aaac-1607a76bcc76\", \"ecf66f26-0f43-471f-8738-1e664118b5f7\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 34.643}, \"16304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 14:12:17.000000+00:00\", \"2019-01-28 22:34:50.000000+00:00\"], \"session_ids\": [\"dbf3da16-ed06-4a80-8e0e-5113a91e2843\", \"82b4ad7f-2d00-4639-a3c7-c92677059a23\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.792}, \"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-16 08:50:33.000000+00:00\", \"2020-10-01 02:41:25.000000+00:00\"], \"session_ids\": [\"c0b7378f-5c0b-469f-af13-c12dc8d49594\", \"1a0ede00-1dd3-4612-afd0-b31a05fbf3c9\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 39.636}, \"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-26 07:12:11.000000+00:00\", \"2019-12-06 23:32:19.000000+00:00\"], \"session_ids\": [\"7c4ca45a-35cc-4cce-ad32-f0256a6774c7\", \"cb3b0fe4-db39-4d53-bb91-5a6e412084a7\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}, \"38185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-23 17:10:34.000000+00:00\", \"2022-09-19 20:09:45.000000+00:00\"], \"session_ids\": [\"54456f3c-fc9c-4b50-82f7-b8a98acaf3e5\", \"e4a857f7-9ff1-49cb-92da-a4eefe4d6ac3\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 7.962}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 4 and are greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 22:49:35.000000+00:00\", \"2021-12-01 20:12:36.000000+00:00\"], \"session_ids\": [\"d6fdbaf9-60da-44b8-912b-6f0b664ae27a\", \"66c86de1-30a5-4723-a47a-9e7e08e79113\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.962}, \"5899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-31 10:16:13.000000+00:00\", \"2023-05-01 09:49:51.000000+00:00\"], \"session_ids\": [\"8a541082-648c-4cfb-97bd-2c7a2b5b730c\", \"867d0c6c-83c0-4112-b0c9-f353c5dbff81\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.09}, \"97116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-01-08 05:34:37.000000+00:00\", \"2020-10-22 02:41:50.000000+00:00\"], \"session_ids\": [\"e5c1d02a-818c-429e-b75c-c6395bf6d4b3\", \"0ddcf5a6-aece-445f-a3db-c5566670c0ac\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}, \"10628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-21 10:14:18.000000+00:00\", \"2020-06-20 10:03:10.000000+00:00\", \"2022-09-27 13:30:13.000000+00:00\"], \"session_ids\": [\"a05de409-03f1-4914-924e-439e4f862245\", \"63c4d25f-8de0-4fb8-9357-bbbb51a8e32f\", \"2f3f90e6-9eb7-47a5-bc16-aabac5050789\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 0.713}, \"87797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 15:41:28.000000+00:00\", \"2019-10-01 16:04:32.000000+00:00\"], \"session_ids\": [\"ad11f0d0-464c-4de2-aaac-1607a76bcc76\", \"ecf66f26-0f43-471f-8738-1e664118b5f7\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 34.643}, \"16304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 14:12:17.000000+00:00\", \"2019-01-28 22:34:50.000000+00:00\"], \"session_ids\": [\"dbf3da16-ed06-4a80-8e0e-5113a91e2843\", \"82b4ad7f-2d00-4639-a3c7-c92677059a23\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.792}, \"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-16 08:50:33.000000+00:00\", \"2020-10-01 02:41:25.000000+00:00\"], \"session_ids\": [\"c0b7378f-5c0b-469f-af13-c12dc8d49594\", \"1a0ede00-1dd3-4612-afd0-b31a05fbf3c9\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 39.636}, \"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-26 07:12:11.000000+00:00\", \"2019-12-06 23:32:19.000000+00:00\"], \"session_ids\": [\"7c4ca45a-35cc-4cce-ad32-f0256a6774c7\", \"cb3b0fe4-db39-4d53-bb91-5a6e412084a7\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}, \"38185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-23 17:10:34.000000+00:00\", \"2022-09-19 20:09:45.000000+00:00\"], \"session_ids\": [\"54456f3c-fc9c-4b50-82f7-b8a98acaf3e5\", \"e4a857f7-9ff1-49cb-92da-a4eefe4d6ac3\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 7.962}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "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[{\"74057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 22:49:35.000000+00:00\", \"2021-12-01 20:12:36.000000+00:00\"], \"session_ids\": [\"d6fdbaf9-60da-44b8-912b-6f0b664ae27a\", \"66c86de1-30a5-4723-a47a-9e7e08e79113\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.962}}, {\"5899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-31 10:16:13.000000+00:00\", \"2023-05-01 09:49:51.000000+00:00\"], \"session_ids\": [\"8a541082-648c-4cfb-97bd-2c7a2b5b730c\", \"867d0c6c-83c0-4112-b0c9-f353c5dbff81\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.09}}, {\"97116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-01-08 05:34:37.000000+00:00\", \"2020-10-22 02:41:50.000000+00:00\"], \"session_ids\": [\"e5c1d02a-818c-429e-b75c-c6395bf6d4b3\", \"0ddcf5a6-aece-445f-a3db-c5566670c0ac\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}}, {\"87797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 15:41:28.000000+00:00\", \"2019-10-01 16:04:32.000000+00:00\"], \"session_ids\": [\"ad11f0d0-464c-4de2-aaac-1607a76bcc76\", \"ecf66f26-0f43-471f-8738-1e664118b5f7\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 34.643}}, {\"16304\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-02 14:12:17.000000+00:00\", \"2019-01-28 22:34:50.000000+00:00\"], \"session_ids\": [\"dbf3da16-ed06-4a80-8e0e-5113a91e2843\", \"82b4ad7f-2d00-4639-a3c7-c92677059a23\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.792}}, {\"46978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-16 08:50:33.000000+00:00\", \"2020-10-01 02:41:25.000000+00:00\"], \"session_ids\": [\"c0b7378f-5c0b-469f-af13-c12dc8d49594\", \"1a0ede00-1dd3-4612-afd0-b31a05fbf3c9\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 39.636}}, {\"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-04-26 07:12:11.000000+00:00\", \"2019-12-06 23:32:19.000000+00:00\"], \"session_ids\": [\"7c4ca45a-35cc-4cce-ad32-f0256a6774c7\", \"cb3b0fe4-db39-4d53-bb91-5a6e412084a7\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 2.616}}, {\"38185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-09-23 17:10:34.000000+00:00\", \"2022-09-19 20:09:45.000000+00:00\"], \"session_ids\": [\"54456f3c-fc9c-4b50-82f7-b8a98acaf3e5\", \"e4a857f7-9ff1-49cb-92da-a4eefe4d6ac3\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 7.962}}, {\"10628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-21 10:14:18.000000+00:00\", \"2020-06-20 10:03:10.000000+00:00\", \"2022-09-27 13:30:13.000000+00:00\"], \"session_ids\": [\"a05de409-03f1-4914-924e-439e4f862245\", \"63c4d25f-8de0-4fb8-9357-bbbb51a8e32f\", \"2f3f90e6-9eb7-47a5-bc16-aabac5050789\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 0.713}}]\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[{\"74057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 22:49:35.000000+00:00\", \"2021-12-01 20:12:36.000000+00:00\"], \"session_ids\": [\"d6fdbaf9-60da-44b8-912b-6f0b664ae27a\", \"66c86de1-30a5-4723-a47a-9e7e08e79113\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.962}}, {\"5899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-31 10:16:13.000000+00:00\", \"2023-05-01 09:49:51.000000+00:00\"], \"session_ids\": [\"8a541082-648c-4cfb-97bd-2c7a2b5b730c\", \"867d0c6c-83c0-4112-b0c9-f353c5dbff81\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.09}}, {\"97116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-01-08 05:34:37.000000+00:00\", \"2020-10-22 02:41:50.000000+00:00\"], \"session_ids\": [\"e5c1d02a-818c-429e-b75c-c6395bf6d4b3\", \"0ddcf5a6-aece-445f-a3db-c5566670c0ac\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}}, {\"87797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 15:41:28.000000+00:00\", \"2019-10-01 16:04:32.000000+00:00\"], \"session_ids\": [\"ad11f0d0-464c-4de2-aaac-1607a76bcc76\", \"ecf66f26-0f43-471f-8738-1e664118b5f7\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 34.643}}]\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[{\"74057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 22:49:35.000000+00:00\", \"2021-12-01 20:12:36.000000+00:00\"], \"session_ids\": [\"d6fdbaf9-60da-44b8-912b-6f0b664ae27a\", \"66c86de1-30a5-4723-a47a-9e7e08e79113\"], \"total_duration\": 263.0, \"total_sessions\": 2, \"mean_week_duration\": 4.962}}, {\"5899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-31 10:16:13.000000+00:00\", \"2023-05-01 09:49:51.000000+00:00\"], \"session_ids\": [\"8a541082-648c-4cfb-97bd-2c7a2b5b730c\", \"867d0c6c-83c0-4112-b0c9-f353c5dbff81\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.09}}, {\"97116\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-01-08 05:34:37.000000+00:00\", \"2020-10-22 02:41:50.000000+00:00\"], \"session_ids\": [\"e5c1d02a-818c-429e-b75c-c6395bf6d4b3\", \"0ddcf5a6-aece-445f-a3db-c5566670c0ac\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}}, {\"87797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 15:41:28.000000+00:00\", \"2019-10-01 16:04:32.000000+00:00\"], \"session_ids\": [\"ad11f0d0-464c-4de2-aaac-1607a76bcc76\", \"ecf66f26-0f43-471f-8738-1e664118b5f7\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 34.643}}]\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 eager to find out about 7 users whose total sessions exceeds 6 while staying below 2 in addition carry out sorting by total_sessions in ascending order." } ]
[ { "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{\"70626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-18 05:14:10.000000+00:00\", \"2021-08-29 12:02:12.000000+00:00\"], \"session_ids\": [\"3d3cc03d-3f1a-4034-a08d-db754dfe54da\", \"ebea8393-32d5-450d-8209-46af02895052\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"51101\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-04 08:53:37.000000+00:00\", \"2022-03-20 04:31:24.000000+00:00\", \"2019-11-03 16:50:25.000000+00:00\"], \"session_ids\": [\"c5495de1-39cb-4bdb-86e8-48740be919cb\", \"efc114e8-f36a-4e7b-9f6c-a613b61be0b4\", \"d0234e6b-aae7-42e7-9673-7cab52f57206\"], \"total_duration\": 227.0, \"total_sessions\": 3, \"mean_week_duration\": 1.305}, \"21638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 17:26:52.000000+00:00\", \"2022-05-02 15:23:48.000000+00:00\"], \"session_ids\": [\"3aa24ea4-713b-4a58-a467-19f566c513aa\", \"68cf2c4f-b75e-4005-a1ec-459528e952fd\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}, \"25766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-01 03:36:50.000000+00:00\", \"2021-04-06 09:38:34.000000+00:00\"], \"session_ids\": [\"31151d3e-ddbd-4e79-a463-fe8fddc9db1f\", \"b6eeb8c6-620d-4c34-92ed-16db6bceb910\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}, \"61573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 14:28:50.000000+00:00\", \"2020-08-30 16:12:39.000000+00:00\"], \"session_ids\": [\"7fbe545e-7a17-45a6-9b6a-d480610f2a39\", \"3e95f403-01d2-4659-b838-9bf2d85a63ea\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}, \"87119\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-05 22:28:53.000000+00:00\", \"2019-05-17 16:13:49.000000+00:00\"], \"session_ids\": [\"904f8ea5-44f8-45ec-a953-9efd43ba98b0\", \"350127dd-5e34-4c31-bcc0-d3083038bf1d\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}, \"42253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-13 14:53:49.000000+00:00\", \"2022-05-02 06:08:01.000000+00:00\", \"2019-08-29 13:47:19.000000+00:00\", \"2021-09-22 00:19:51.000000+00:00\", \"2022-05-17 17:08:36.000000+00:00\", \"2019-06-29 18:16:01.000000+00:00\"], \"session_ids\": [\"49db49a4-d863-47ca-a99c-db3b07f48436\", \"d10254f5-fb46-4e10-93e7-7a8e5d0b431c\", \"ca1427bd-5c36-46b7-95f2-e218d430ecef\", \"94376f18-1dfc-407d-98ff-3011ee53508e\", \"8c8b7f99-252d-4050-ae1f-5a9db58c7af7\", \"708943d9-2d67-4c30-b74f-aa7291181587\"], \"total_duration\": 1828.0, \"total_sessions\": 6, \"mean_week_duration\": 12.106}, \"88051\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-08-26 04:37:04.000000+00:00\", \"2022-12-06 14:48:41.000000+00:00\", \"2022-07-12 13:09:22.000000+00:00\", \"2020-01-05 18:28:03.000000+00:00\"], \"session_ids\": [\"58a07442-a652-4df5-9406-fcf4b3adafaf\", \"db0812af-0dc7-45f4-afa1-2a04dec5c90b\", \"8154f033-ad18-468b-91a6-c8be2eba87e4\", \"9608aae3-41bf-4460-a30d-6a3495925620\"], \"total_duration\": 963.0, \"total_sessions\": 4, \"mean_week_duration\": 5.599}, \"1807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-14 20:49:21.000000+00:00\", \"2019-05-08 18:55:10.000000+00:00\"], \"session_ids\": [\"41b0f6de-74ff-40e7-9729-8038ebb91339\", \"83b57769-e98d-4d5c-bce4-053f75b0d038\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.874}, \"27743\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-26 14:42:45.000000+00:00\", \"2021-01-03 23:08:13.000000+00:00\"], \"session_ids\": [\"de012321-6d63-44b1-8e05-e1f9a1ceffed\", \"ab2880a5-a75c-4bcf-be4d-94f588037f95\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.504}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 2 and are equal or greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-18 05:14:10.000000+00:00\", \"2021-08-29 12:02:12.000000+00:00\"], \"session_ids\": [\"3d3cc03d-3f1a-4034-a08d-db754dfe54da\", \"ebea8393-32d5-450d-8209-46af02895052\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"21638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 17:26:52.000000+00:00\", \"2022-05-02 15:23:48.000000+00:00\"], \"session_ids\": [\"3aa24ea4-713b-4a58-a467-19f566c513aa\", \"68cf2c4f-b75e-4005-a1ec-459528e952fd\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}, \"25766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-01 03:36:50.000000+00:00\", \"2021-04-06 09:38:34.000000+00:00\"], \"session_ids\": [\"31151d3e-ddbd-4e79-a463-fe8fddc9db1f\", \"b6eeb8c6-620d-4c34-92ed-16db6bceb910\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}, \"61573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 14:28:50.000000+00:00\", \"2020-08-30 16:12:39.000000+00:00\"], \"session_ids\": [\"7fbe545e-7a17-45a6-9b6a-d480610f2a39\", \"3e95f403-01d2-4659-b838-9bf2d85a63ea\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}, \"87119\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-05 22:28:53.000000+00:00\", \"2019-05-17 16:13:49.000000+00:00\"], \"session_ids\": [\"904f8ea5-44f8-45ec-a953-9efd43ba98b0\", \"350127dd-5e34-4c31-bcc0-d3083038bf1d\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}, \"1807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-14 20:49:21.000000+00:00\", \"2019-05-08 18:55:10.000000+00:00\"], \"session_ids\": [\"41b0f6de-74ff-40e7-9729-8038ebb91339\", \"83b57769-e98d-4d5c-bce4-053f75b0d038\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.874}, \"27743\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-26 14:42:45.000000+00:00\", \"2021-01-03 23:08:13.000000+00:00\"], \"session_ids\": [\"de012321-6d63-44b1-8e05-e1f9a1ceffed\", \"ab2880a5-a75c-4bcf-be4d-94f588037f95\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.504}, \"42253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-13 14:53:49.000000+00:00\", \"2022-05-02 06:08:01.000000+00:00\", \"2019-08-29 13:47:19.000000+00:00\", \"2021-09-22 00:19:51.000000+00:00\", \"2022-05-17 17:08:36.000000+00:00\", \"2019-06-29 18:16:01.000000+00:00\"], \"session_ids\": [\"49db49a4-d863-47ca-a99c-db3b07f48436\", \"d10254f5-fb46-4e10-93e7-7a8e5d0b431c\", \"ca1427bd-5c36-46b7-95f2-e218d430ecef\", \"94376f18-1dfc-407d-98ff-3011ee53508e\", \"8c8b7f99-252d-4050-ae1f-5a9db58c7af7\", \"708943d9-2d67-4c30-b74f-aa7291181587\"], \"total_duration\": 1828.0, \"total_sessions\": 6, \"mean_week_duration\": 12.106}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"70626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-18 05:14:10.000000+00:00\", \"2021-08-29 12:02:12.000000+00:00\"], \"session_ids\": [\"3d3cc03d-3f1a-4034-a08d-db754dfe54da\", \"ebea8393-32d5-450d-8209-46af02895052\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"21638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 17:26:52.000000+00:00\", \"2022-05-02 15:23:48.000000+00:00\"], \"session_ids\": [\"3aa24ea4-713b-4a58-a467-19f566c513aa\", \"68cf2c4f-b75e-4005-a1ec-459528e952fd\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}}, {\"25766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-01 03:36:50.000000+00:00\", \"2021-04-06 09:38:34.000000+00:00\"], \"session_ids\": [\"31151d3e-ddbd-4e79-a463-fe8fddc9db1f\", \"b6eeb8c6-620d-4c34-92ed-16db6bceb910\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}}, {\"61573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 14:28:50.000000+00:00\", \"2020-08-30 16:12:39.000000+00:00\"], \"session_ids\": [\"7fbe545e-7a17-45a6-9b6a-d480610f2a39\", \"3e95f403-01d2-4659-b838-9bf2d85a63ea\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}}, {\"87119\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-05 22:28:53.000000+00:00\", \"2019-05-17 16:13:49.000000+00:00\"], \"session_ids\": [\"904f8ea5-44f8-45ec-a953-9efd43ba98b0\", \"350127dd-5e34-4c31-bcc0-d3083038bf1d\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}}, {\"1807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-14 20:49:21.000000+00:00\", \"2019-05-08 18:55:10.000000+00:00\"], \"session_ids\": [\"41b0f6de-74ff-40e7-9729-8038ebb91339\", \"83b57769-e98d-4d5c-bce4-053f75b0d038\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.874}}, {\"27743\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-26 14:42:45.000000+00:00\", \"2021-01-03 23:08:13.000000+00:00\"], \"session_ids\": [\"de012321-6d63-44b1-8e05-e1f9a1ceffed\", \"ab2880a5-a75c-4bcf-be4d-94f588037f95\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.504}}, {\"42253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-13 14:53:49.000000+00:00\", \"2022-05-02 06:08:01.000000+00:00\", \"2019-08-29 13:47:19.000000+00:00\", \"2021-09-22 00:19:51.000000+00:00\", \"2022-05-17 17:08:36.000000+00:00\", \"2019-06-29 18:16:01.000000+00:00\"], \"session_ids\": [\"49db49a4-d863-47ca-a99c-db3b07f48436\", \"d10254f5-fb46-4e10-93e7-7a8e5d0b431c\", \"ca1427bd-5c36-46b7-95f2-e218d430ecef\", \"94376f18-1dfc-407d-98ff-3011ee53508e\", \"8c8b7f99-252d-4050-ae1f-5a9db58c7af7\", \"708943d9-2d67-4c30-b74f-aa7291181587\"], \"total_duration\": 1828.0, \"total_sessions\": 6, \"mean_week_duration\": 12.106}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove 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[{\"70626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-18 05:14:10.000000+00:00\", \"2021-08-29 12:02:12.000000+00:00\"], \"session_ids\": [\"3d3cc03d-3f1a-4034-a08d-db754dfe54da\", \"ebea8393-32d5-450d-8209-46af02895052\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"21638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 17:26:52.000000+00:00\", \"2022-05-02 15:23:48.000000+00:00\"], \"session_ids\": [\"3aa24ea4-713b-4a58-a467-19f566c513aa\", \"68cf2c4f-b75e-4005-a1ec-459528e952fd\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}}, {\"25766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-01 03:36:50.000000+00:00\", \"2021-04-06 09:38:34.000000+00:00\"], \"session_ids\": [\"31151d3e-ddbd-4e79-a463-fe8fddc9db1f\", \"b6eeb8c6-620d-4c34-92ed-16db6bceb910\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}}, {\"61573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 14:28:50.000000+00:00\", \"2020-08-30 16:12:39.000000+00:00\"], \"session_ids\": [\"7fbe545e-7a17-45a6-9b6a-d480610f2a39\", \"3e95f403-01d2-4659-b838-9bf2d85a63ea\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}}, {\"87119\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-05 22:28:53.000000+00:00\", \"2019-05-17 16:13:49.000000+00:00\"], \"session_ids\": [\"904f8ea5-44f8-45ec-a953-9efd43ba98b0\", \"350127dd-5e34-4c31-bcc0-d3083038bf1d\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}}, {\"1807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-14 20:49:21.000000+00:00\", \"2019-05-08 18:55:10.000000+00:00\"], \"session_ids\": [\"41b0f6de-74ff-40e7-9729-8038ebb91339\", \"83b57769-e98d-4d5c-bce4-053f75b0d038\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.874}}, {\"27743\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-26 14:42:45.000000+00:00\", \"2021-01-03 23:08:13.000000+00:00\"], \"session_ids\": [\"de012321-6d63-44b1-8e05-e1f9a1ceffed\", \"ab2880a5-a75c-4bcf-be4d-94f588037f95\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.504}}]\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[{\"70626\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-18 05:14:10.000000+00:00\", \"2021-08-29 12:02:12.000000+00:00\"], \"session_ids\": [\"3d3cc03d-3f1a-4034-a08d-db754dfe54da\", \"ebea8393-32d5-450d-8209-46af02895052\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"21638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-23 17:26:52.000000+00:00\", \"2022-05-02 15:23:48.000000+00:00\"], \"session_ids\": [\"3aa24ea4-713b-4a58-a467-19f566c513aa\", \"68cf2c4f-b75e-4005-a1ec-459528e952fd\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.544}}, {\"25766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-12-01 03:36:50.000000+00:00\", \"2021-04-06 09:38:34.000000+00:00\"], \"session_ids\": [\"31151d3e-ddbd-4e79-a463-fe8fddc9db1f\", \"b6eeb8c6-620d-4c34-92ed-16db6bceb910\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 5.08}}, {\"61573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 14:28:50.000000+00:00\", \"2020-08-30 16:12:39.000000+00:00\"], \"session_ids\": [\"7fbe545e-7a17-45a6-9b6a-d480610f2a39\", \"3e95f403-01d2-4659-b838-9bf2d85a63ea\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.688}}, {\"87119\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-05 22:28:53.000000+00:00\", \"2019-05-17 16:13:49.000000+00:00\"], \"session_ids\": [\"904f8ea5-44f8-45ec-a953-9efd43ba98b0\", \"350127dd-5e34-4c31-bcc0-d3083038bf1d\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}}, {\"1807\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-14 20:49:21.000000+00:00\", \"2019-05-08 18:55:10.000000+00:00\"], \"session_ids\": [\"41b0f6de-74ff-40e7-9729-8038ebb91339\", \"83b57769-e98d-4d5c-bce4-053f75b0d038\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.874}}, {\"27743\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-26 14:42:45.000000+00:00\", \"2021-01-03 23:08:13.000000+00:00\"], \"session_ids\": [\"de012321-6d63-44b1-8e05-e1f9a1ceffed\", \"ab2880a5-a75c-4bcf-be4d-94f588037f95\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.504}}]\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": "Provide insights into 4 users who aren't living in cities Havana, Manila, Tegucigalpa, Mumbai, Reykjavik, Dublin, Santiago, New Delhi plus sort by total sessions in desc." } ]
[ { "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{\"11222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-01 05:45:22.000000+00:00\", \"2019-02-24 20:19:27.000000+00:00\", \"2019-01-01 23:21:47.000000+00:00\", \"2021-03-09 00:37:36.000000+00:00\", \"2019-08-30 19:52:10.000000+00:00\"], \"session_ids\": [\"602b813d-ba8b-4d34-9436-a999cc8f5fe2\", \"d8eab2bf-4057-4967-8f9f-060cb5deec4b\", \"e2c08032-d70d-4971-aa83-634301b2d747\", \"19764768-3900-4246-8041-361dc4e9fcda\", \"411d6d03-63ae-4aee-86a9-3ee16c7a7953\"], \"total_duration\": 391.0, \"total_sessions\": 5, \"mean_week_duration\": 3.43}, \"96101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-17 00:16:34.000000+00:00\", \"2022-07-07 01:15:50.000000+00:00\", \"2019-02-08 06:12:39.000000+00:00\", \"2021-04-06 12:35:01.000000+00:00\", \"2021-02-04 02:59:09.000000+00:00\", \"2021-12-06 22:18:13.000000+00:00\"], \"session_ids\": [\"0da0d4e8-9fd9-4802-b20b-b8727c5b6333\", \"75a36ea6-123b-409a-a42b-1bde17955c09\", \"47745316-6cda-40ba-8558-f1016da69dd4\", \"22f6257d-3cc4-47a4-8e4b-9761a900303e\", \"ec4a04d8-2179-4ed2-bc9c-a49c1b0737fd\", \"76ed972c-f9ba-42e2-901d-0ef2dcadc07d\"], \"total_duration\": 4359.0, \"total_sessions\": 6, \"mean_week_duration\": 24.489}, \"58048\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-25 13:19:37.000000+00:00\", \"2019-11-19 13:02:13.000000+00:00\", \"2020-12-09 00:53:53.000000+00:00\"], \"session_ids\": [\"7c94c413-dd17-4eb0-a1db-47a0fc5b5971\", \"02914726-5942-46ee-b06f-4fd0fb405ce9\", \"bdb4a4eb-84a2-40c7-9189-5f5d1a710a0c\"], \"total_duration\": 184.0, \"total_sessions\": 3, \"mean_week_duration\": 3.345}, \"80697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-28 00:14:31.000000+00:00\", \"2019-07-05 18:58:27.000000+00:00\"], \"session_ids\": [\"2966ae6b-dc38-4f39-a43b-cb3e3bdbc14b\", \"27c8cda3-0dcd-4139-b6aa-a5bc659056eb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 3.882}, \"88178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-10 06:48:36.000000+00:00\", \"2022-05-19 14:35:01.000000+00:00\"], \"session_ids\": [\"2b4f67bf-f898-4e9d-97ce-cfb71db574dc\", \"033cde1d-180a-41c8-a479-5e7b34592b3c\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 26.5}, \"92770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-04-25 14:18:18.000000+00:00\", \"2019-03-08 15:41:10.000000+00:00\"], \"session_ids\": [\"76bc4f70-cae2-4b9c-943a-53051de1006f\", \"478caba9-457d-4a4b-8a0a-57708fd5a642\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"58851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-05 21:53:37.000000+00:00\", \"2019-05-30 00:57:16.000000+00:00\"], \"session_ids\": [\"0330f25f-9366-4d6a-8bcb-a1430a257327\", \"26384d08-241a-44e9-869d-8dab02c67c37\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"25437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-10 22:10:48.000000+00:00\", \"2022-09-27 23:45:53.000000+00:00\"], \"session_ids\": [\"76cd7672-ed9f-4e06-a990-2ac3c4f98992\", \"f9c23249-1822-4a49-955b-c1cfd92c302b\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 0.94}, \"45547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-20 13:56:12.000000+00:00\", \"2023-05-04 04:43:44.000000+00:00\"], \"session_ids\": [\"6f1fb0c0-6ac5-4768-b22c-ee64211df3be\", \"81af2656-84e3-4908-96fd-0e9e16763d05\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}, \"12801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-06 17:00:10.000000+00:00\", \"2020-08-27 01:26:55.000000+00:00\", \"2019-07-24 09:29:54.000000+00:00\", \"2023-01-01 12:17:27.000000+00:00\", \"2020-06-27 04:54:09.000000+00:00\"], \"session_ids\": [\"18ad9199-4607-4702-a993-d38ee03c3f91\", \"19b23fb9-9e38-4b6a-aef5-5c36be2216cf\", \"b950ede2-867d-4337-8f96-dcdd18ac7a38\", \"9717c7bf-1c9e-4ef1-a313-588c3d1552cd\", \"d6384108-6035-4196-bdd0-6f97836be463\"], \"total_duration\": 2666.0, \"total_sessions\": 5, \"mean_week_duration\": 14.811}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Havana, Manila, Tegucigalpa, Mumbai, Reykjavik, Dublin, Santiago, New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Havana\", \"Manila\", \"Tegucigalpa\", \"Mumbai\", \"Reykjavik\", \"Dublin\", \"Santiago\", \"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-01 05:45:22.000000+00:00\", \"2019-02-24 20:19:27.000000+00:00\", \"2019-01-01 23:21:47.000000+00:00\", \"2021-03-09 00:37:36.000000+00:00\", \"2019-08-30 19:52:10.000000+00:00\"], \"session_ids\": [\"602b813d-ba8b-4d34-9436-a999cc8f5fe2\", \"d8eab2bf-4057-4967-8f9f-060cb5deec4b\", \"e2c08032-d70d-4971-aa83-634301b2d747\", \"19764768-3900-4246-8041-361dc4e9fcda\", \"411d6d03-63ae-4aee-86a9-3ee16c7a7953\"], \"total_duration\": 391.0, \"total_sessions\": 5, \"mean_week_duration\": 3.43}, \"96101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-17 00:16:34.000000+00:00\", \"2022-07-07 01:15:50.000000+00:00\", \"2019-02-08 06:12:39.000000+00:00\", \"2021-04-06 12:35:01.000000+00:00\", \"2021-02-04 02:59:09.000000+00:00\", \"2021-12-06 22:18:13.000000+00:00\"], \"session_ids\": [\"0da0d4e8-9fd9-4802-b20b-b8727c5b6333\", \"75a36ea6-123b-409a-a42b-1bde17955c09\", \"47745316-6cda-40ba-8558-f1016da69dd4\", \"22f6257d-3cc4-47a4-8e4b-9761a900303e\", \"ec4a04d8-2179-4ed2-bc9c-a49c1b0737fd\", \"76ed972c-f9ba-42e2-901d-0ef2dcadc07d\"], \"total_duration\": 4359.0, \"total_sessions\": 6, \"mean_week_duration\": 24.489}, \"80697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-28 00:14:31.000000+00:00\", \"2019-07-05 18:58:27.000000+00:00\"], \"session_ids\": [\"2966ae6b-dc38-4f39-a43b-cb3e3bdbc14b\", \"27c8cda3-0dcd-4139-b6aa-a5bc659056eb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 3.882}, \"88178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-10 06:48:36.000000+00:00\", \"2022-05-19 14:35:01.000000+00:00\"], \"session_ids\": [\"2b4f67bf-f898-4e9d-97ce-cfb71db574dc\", \"033cde1d-180a-41c8-a479-5e7b34592b3c\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 26.5}, \"92770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-04-25 14:18:18.000000+00:00\", \"2019-03-08 15:41:10.000000+00:00\"], \"session_ids\": [\"76bc4f70-cae2-4b9c-943a-53051de1006f\", \"478caba9-457d-4a4b-8a0a-57708fd5a642\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"25437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-10 22:10:48.000000+00:00\", \"2022-09-27 23:45:53.000000+00:00\"], \"session_ids\": [\"76cd7672-ed9f-4e06-a990-2ac3c4f98992\", \"f9c23249-1822-4a49-955b-c1cfd92c302b\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 0.94}, \"45547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-20 13:56:12.000000+00:00\", \"2023-05-04 04:43:44.000000+00:00\"], \"session_ids\": [\"6f1fb0c0-6ac5-4768-b22c-ee64211df3be\", \"81af2656-84e3-4908-96fd-0e9e16763d05\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"96101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-17 00:16:34.000000+00:00\", \"2022-07-07 01:15:50.000000+00:00\", \"2019-02-08 06:12:39.000000+00:00\", \"2021-04-06 12:35:01.000000+00:00\", \"2021-02-04 02:59:09.000000+00:00\", \"2021-12-06 22:18:13.000000+00:00\"], \"session_ids\": [\"0da0d4e8-9fd9-4802-b20b-b8727c5b6333\", \"75a36ea6-123b-409a-a42b-1bde17955c09\", \"47745316-6cda-40ba-8558-f1016da69dd4\", \"22f6257d-3cc4-47a4-8e4b-9761a900303e\", \"ec4a04d8-2179-4ed2-bc9c-a49c1b0737fd\", \"76ed972c-f9ba-42e2-901d-0ef2dcadc07d\"], \"total_duration\": 4359.0, \"total_sessions\": 6, \"mean_week_duration\": 24.489}}, {\"11222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-01 05:45:22.000000+00:00\", \"2019-02-24 20:19:27.000000+00:00\", \"2019-01-01 23:21:47.000000+00:00\", \"2021-03-09 00:37:36.000000+00:00\", \"2019-08-30 19:52:10.000000+00:00\"], \"session_ids\": [\"602b813d-ba8b-4d34-9436-a999cc8f5fe2\", \"d8eab2bf-4057-4967-8f9f-060cb5deec4b\", \"e2c08032-d70d-4971-aa83-634301b2d747\", \"19764768-3900-4246-8041-361dc4e9fcda\", \"411d6d03-63ae-4aee-86a9-3ee16c7a7953\"], \"total_duration\": 391.0, \"total_sessions\": 5, \"mean_week_duration\": 3.43}}, {\"80697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-28 00:14:31.000000+00:00\", \"2019-07-05 18:58:27.000000+00:00\"], \"session_ids\": [\"2966ae6b-dc38-4f39-a43b-cb3e3bdbc14b\", \"27c8cda3-0dcd-4139-b6aa-a5bc659056eb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 3.882}}, {\"88178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-10 06:48:36.000000+00:00\", \"2022-05-19 14:35:01.000000+00:00\"], \"session_ids\": [\"2b4f67bf-f898-4e9d-97ce-cfb71db574dc\", \"033cde1d-180a-41c8-a479-5e7b34592b3c\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 26.5}}, {\"92770\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-04-25 14:18:18.000000+00:00\", \"2019-03-08 15:41:10.000000+00:00\"], \"session_ids\": [\"76bc4f70-cae2-4b9c-943a-53051de1006f\", \"478caba9-457d-4a4b-8a0a-57708fd5a642\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"25437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-10 22:10:48.000000+00:00\", \"2022-09-27 23:45:53.000000+00:00\"], \"session_ids\": [\"76cd7672-ed9f-4e06-a990-2ac3c4f98992\", \"f9c23249-1822-4a49-955b-c1cfd92c302b\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 0.94}}, {\"45547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-20 13:56:12.000000+00:00\", \"2023-05-04 04:43:44.000000+00:00\"], \"session_ids\": [\"6f1fb0c0-6ac5-4768-b22c-ee64211df3be\", \"81af2656-84e3-4908-96fd-0e9e16763d05\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 1.653}}]\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[{\"96101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-17 00:16:34.000000+00:00\", \"2022-07-07 01:15:50.000000+00:00\", \"2019-02-08 06:12:39.000000+00:00\", \"2021-04-06 12:35:01.000000+00:00\", \"2021-02-04 02:59:09.000000+00:00\", \"2021-12-06 22:18:13.000000+00:00\"], \"session_ids\": [\"0da0d4e8-9fd9-4802-b20b-b8727c5b6333\", \"75a36ea6-123b-409a-a42b-1bde17955c09\", \"47745316-6cda-40ba-8558-f1016da69dd4\", \"22f6257d-3cc4-47a4-8e4b-9761a900303e\", \"ec4a04d8-2179-4ed2-bc9c-a49c1b0737fd\", \"76ed972c-f9ba-42e2-901d-0ef2dcadc07d\"], \"total_duration\": 4359.0, \"total_sessions\": 6, \"mean_week_duration\": 24.489}}, {\"11222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-01 05:45:22.000000+00:00\", \"2019-02-24 20:19:27.000000+00:00\", \"2019-01-01 23:21:47.000000+00:00\", \"2021-03-09 00:37:36.000000+00:00\", \"2019-08-30 19:52:10.000000+00:00\"], \"session_ids\": [\"602b813d-ba8b-4d34-9436-a999cc8f5fe2\", \"d8eab2bf-4057-4967-8f9f-060cb5deec4b\", \"e2c08032-d70d-4971-aa83-634301b2d747\", \"19764768-3900-4246-8041-361dc4e9fcda\", \"411d6d03-63ae-4aee-86a9-3ee16c7a7953\"], \"total_duration\": 391.0, \"total_sessions\": 5, \"mean_week_duration\": 3.43}}, {\"80697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-28 00:14:31.000000+00:00\", \"2019-07-05 18:58:27.000000+00:00\"], \"session_ids\": [\"2966ae6b-dc38-4f39-a43b-cb3e3bdbc14b\", \"27c8cda3-0dcd-4139-b6aa-a5bc659056eb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 3.882}}, {\"88178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-10 06:48:36.000000+00:00\", \"2022-05-19 14:35:01.000000+00:00\"], \"session_ids\": [\"2b4f67bf-f898-4e9d-97ce-cfb71db574dc\", \"033cde1d-180a-41c8-a479-5e7b34592b3c\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 26.5}}]\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[{\"96101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-17 00:16:34.000000+00:00\", \"2022-07-07 01:15:50.000000+00:00\", \"2019-02-08 06:12:39.000000+00:00\", \"2021-04-06 12:35:01.000000+00:00\", \"2021-02-04 02:59:09.000000+00:00\", \"2021-12-06 22:18:13.000000+00:00\"], \"session_ids\": [\"0da0d4e8-9fd9-4802-b20b-b8727c5b6333\", \"75a36ea6-123b-409a-a42b-1bde17955c09\", \"47745316-6cda-40ba-8558-f1016da69dd4\", \"22f6257d-3cc4-47a4-8e4b-9761a900303e\", \"ec4a04d8-2179-4ed2-bc9c-a49c1b0737fd\", \"76ed972c-f9ba-42e2-901d-0ef2dcadc07d\"], \"total_duration\": 4359.0, \"total_sessions\": 6, \"mean_week_duration\": 24.489}}, {\"11222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-01 05:45:22.000000+00:00\", \"2019-02-24 20:19:27.000000+00:00\", \"2019-01-01 23:21:47.000000+00:00\", \"2021-03-09 00:37:36.000000+00:00\", \"2019-08-30 19:52:10.000000+00:00\"], \"session_ids\": [\"602b813d-ba8b-4d34-9436-a999cc8f5fe2\", \"d8eab2bf-4057-4967-8f9f-060cb5deec4b\", \"e2c08032-d70d-4971-aa83-634301b2d747\", \"19764768-3900-4246-8041-361dc4e9fcda\", \"411d6d03-63ae-4aee-86a9-3ee16c7a7953\"], \"total_duration\": 391.0, \"total_sessions\": 5, \"mean_week_duration\": 3.43}}, {\"80697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-28 00:14:31.000000+00:00\", \"2019-07-05 18:58:27.000000+00:00\"], \"session_ids\": [\"2966ae6b-dc38-4f39-a43b-cb3e3bdbc14b\", \"27c8cda3-0dcd-4139-b6aa-a5bc659056eb\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 3.882}}, {\"88178\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-10 06:48:36.000000+00:00\", \"2022-05-19 14:35:01.000000+00:00\"], \"session_ids\": [\"2b4f67bf-f898-4e9d-97ce-cfb71db574dc\", \"033cde1d-180a-41c8-a479-5e7b34592b3c\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 26.5}}]\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": "Provide me an information about 6 users who aren't inhabitants of city Istanbul as well as do sorting by overall total sessions form the lowest to the highest." } ]
[ { "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{\"69268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-26 07:32:57.000000+00:00\", \"2022-05-22 16:13:32.000000+00:00\"], \"session_ids\": [\"ea0aea09-f9aa-479b-b766-3d967d870b8c\", \"8db506da-b50c-4e62-9205-adefc78db97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.107}, \"7631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-21 03:18:39.000000+00:00\", \"2020-05-29 05:14:31.000000+00:00\"], \"session_ids\": [\"c605ccaa-356c-433c-b0dd-4a09d600e2c9\", \"24220a8f-7d8c-40e5-ad14-f438df12126b\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}, \"12850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-27 05:37:05.000000+00:00\", \"2019-02-25 07:19:22.000000+00:00\"], \"session_ids\": [\"45494b34-4e47-48ef-b6b8-f865cb9ea396\", \"0382c64d-7ea9-4843-bd96-f7790dc84f62\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 30.6}, \"28331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-01 07:12:39.000000+00:00\", \"2021-06-16 18:59:54.000000+00:00\", \"2020-09-24 14:13:53.000000+00:00\", \"2022-03-03 04:00:20.000000+00:00\"], \"session_ids\": [\"fb8b5775-3b17-4ab5-af80-bd3c21ed2091\", \"9562d965-06ff-4f3f-bada-d69f032e3454\", \"0b39c3af-a1a8-4415-b7d6-efdbdfc6944e\", \"5c1ada53-7172-4116-ba06-4e1dc222d6e0\"], \"total_duration\": 1720.0, \"total_sessions\": 4, \"mean_week_duration\": 15.088}, \"88827\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-09 07:45:51.000000+00:00\", \"2020-11-30 09:56:39.000000+00:00\", \"2022-09-24 07:30:05.000000+00:00\"], \"session_ids\": [\"533f9b7e-7d21-4121-b1ff-63c874037a11\", \"e442aa24-81e7-4957-962c-17ec3a141431\", \"f18608c5-a2e4-4770-ab63-192484851282\"], \"total_duration\": 528.0, \"total_sessions\": 3, \"mean_week_duration\": 3.718}, \"26589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-24 03:50:33.000000+00:00\", \"2020-09-16 19:01:17.000000+00:00\"], \"session_ids\": [\"99be452a-fc95-4e54-8a69-649dd9cdcd72\", \"1fed59bc-2b0c-42b4-9578-e09d889e42a7\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.447}, \"21758\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-06 03:43:28.000000+00:00\", \"2022-03-24 08:22:11.000000+00:00\", \"2020-04-13 13:04:05.000000+00:00\"], \"session_ids\": [\"7993a218-8088-43c8-a0fb-fc3558cf654e\", \"5fee7985-4b87-4fcd-801b-e70c25c0bbfe\", \"564681e9-cf74-4c55-815e-4f061141ea5e\"], \"total_duration\": 746.0, \"total_sessions\": 3, \"mean_week_duration\": 7.314}, \"97591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-27 23:31:48.000000+00:00\", \"2020-02-21 17:38:30.000000+00:00\"], \"session_ids\": [\"b3b206ef-aa22-4865-ae8a-81c44b7bf4f2\", \"3b02f244-bd58-463e-bfc2-d476c4ba0f4a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}, \"60870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-31 07:56:29.000000+00:00\", \"2021-11-04 17:29:25.000000+00:00\", \"2019-07-19 19:24:14.000000+00:00\"], \"session_ids\": [\"72090d3d-dda7-401a-a65b-bf6e09261cfe\", \"c284d600-8141-4082-803b-9d1441cd2347\", \"50b66e01-2800-49a6-9577-1372d29d3326\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.367}, \"60498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-05 15:14:57.000000+00:00\", \"2022-10-17 12:31:45.000000+00:00\", \"2022-06-16 20:27:46.000000+00:00\"], \"session_ids\": [\"8fd6f126-ae8f-48c5-ba82-25136294b06c\", \"b6e6c153-ab52-4808-b195-d9187a9b60e0\", \"97c851b2-b212-4734-9880-c54a6d93c83a\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 2.742}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Istanbul" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Istanbul\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-26 07:32:57.000000+00:00\", \"2022-05-22 16:13:32.000000+00:00\"], \"session_ids\": [\"ea0aea09-f9aa-479b-b766-3d967d870b8c\", \"8db506da-b50c-4e62-9205-adefc78db97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.107}, \"7631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-21 03:18:39.000000+00:00\", \"2020-05-29 05:14:31.000000+00:00\"], \"session_ids\": [\"c605ccaa-356c-433c-b0dd-4a09d600e2c9\", \"24220a8f-7d8c-40e5-ad14-f438df12126b\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}, \"12850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-27 05:37:05.000000+00:00\", \"2019-02-25 07:19:22.000000+00:00\"], \"session_ids\": [\"45494b34-4e47-48ef-b6b8-f865cb9ea396\", \"0382c64d-7ea9-4843-bd96-f7790dc84f62\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 30.6}, \"28331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-01 07:12:39.000000+00:00\", \"2021-06-16 18:59:54.000000+00:00\", \"2020-09-24 14:13:53.000000+00:00\", \"2022-03-03 04:00:20.000000+00:00\"], \"session_ids\": [\"fb8b5775-3b17-4ab5-af80-bd3c21ed2091\", \"9562d965-06ff-4f3f-bada-d69f032e3454\", \"0b39c3af-a1a8-4415-b7d6-efdbdfc6944e\", \"5c1ada53-7172-4116-ba06-4e1dc222d6e0\"], \"total_duration\": 1720.0, \"total_sessions\": 4, \"mean_week_duration\": 15.088}, \"88827\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-09 07:45:51.000000+00:00\", \"2020-11-30 09:56:39.000000+00:00\", \"2022-09-24 07:30:05.000000+00:00\"], \"session_ids\": [\"533f9b7e-7d21-4121-b1ff-63c874037a11\", \"e442aa24-81e7-4957-962c-17ec3a141431\", \"f18608c5-a2e4-4770-ab63-192484851282\"], \"total_duration\": 528.0, \"total_sessions\": 3, \"mean_week_duration\": 3.718}, \"26589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-24 03:50:33.000000+00:00\", \"2020-09-16 19:01:17.000000+00:00\"], \"session_ids\": [\"99be452a-fc95-4e54-8a69-649dd9cdcd72\", \"1fed59bc-2b0c-42b4-9578-e09d889e42a7\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.447}, \"21758\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-06 03:43:28.000000+00:00\", \"2022-03-24 08:22:11.000000+00:00\", \"2020-04-13 13:04:05.000000+00:00\"], \"session_ids\": [\"7993a218-8088-43c8-a0fb-fc3558cf654e\", \"5fee7985-4b87-4fcd-801b-e70c25c0bbfe\", \"564681e9-cf74-4c55-815e-4f061141ea5e\"], \"total_duration\": 746.0, \"total_sessions\": 3, \"mean_week_duration\": 7.314}, \"97591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-27 23:31:48.000000+00:00\", \"2020-02-21 17:38:30.000000+00:00\"], \"session_ids\": [\"b3b206ef-aa22-4865-ae8a-81c44b7bf4f2\", \"3b02f244-bd58-463e-bfc2-d476c4ba0f4a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}, \"60870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-31 07:56:29.000000+00:00\", \"2021-11-04 17:29:25.000000+00:00\", \"2019-07-19 19:24:14.000000+00:00\"], \"session_ids\": [\"72090d3d-dda7-401a-a65b-bf6e09261cfe\", \"c284d600-8141-4082-803b-9d1441cd2347\", \"50b66e01-2800-49a6-9577-1372d29d3326\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.367}, \"60498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-05 15:14:57.000000+00:00\", \"2022-10-17 12:31:45.000000+00:00\", \"2022-06-16 20:27:46.000000+00:00\"], \"session_ids\": [\"8fd6f126-ae8f-48c5-ba82-25136294b06c\", \"b6e6c153-ab52-4808-b195-d9187a9b60e0\", \"97c851b2-b212-4734-9880-c54a6d93c83a\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 2.742}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"69268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-26 07:32:57.000000+00:00\", \"2022-05-22 16:13:32.000000+00:00\"], \"session_ids\": [\"ea0aea09-f9aa-479b-b766-3d967d870b8c\", \"8db506da-b50c-4e62-9205-adefc78db97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.107}}, {\"7631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-21 03:18:39.000000+00:00\", \"2020-05-29 05:14:31.000000+00:00\"], \"session_ids\": [\"c605ccaa-356c-433c-b0dd-4a09d600e2c9\", \"24220a8f-7d8c-40e5-ad14-f438df12126b\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"12850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-27 05:37:05.000000+00:00\", \"2019-02-25 07:19:22.000000+00:00\"], \"session_ids\": [\"45494b34-4e47-48ef-b6b8-f865cb9ea396\", \"0382c64d-7ea9-4843-bd96-f7790dc84f62\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 30.6}}, {\"26589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-24 03:50:33.000000+00:00\", \"2020-09-16 19:01:17.000000+00:00\"], \"session_ids\": [\"99be452a-fc95-4e54-8a69-649dd9cdcd72\", \"1fed59bc-2b0c-42b4-9578-e09d889e42a7\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.447}}, {\"97591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-27 23:31:48.000000+00:00\", \"2020-02-21 17:38:30.000000+00:00\"], \"session_ids\": [\"b3b206ef-aa22-4865-ae8a-81c44b7bf4f2\", \"3b02f244-bd58-463e-bfc2-d476c4ba0f4a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}}, {\"88827\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-09 07:45:51.000000+00:00\", \"2020-11-30 09:56:39.000000+00:00\", \"2022-09-24 07:30:05.000000+00:00\"], \"session_ids\": [\"533f9b7e-7d21-4121-b1ff-63c874037a11\", \"e442aa24-81e7-4957-962c-17ec3a141431\", \"f18608c5-a2e4-4770-ab63-192484851282\"], \"total_duration\": 528.0, \"total_sessions\": 3, \"mean_week_duration\": 3.718}}, {\"21758\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-06 03:43:28.000000+00:00\", \"2022-03-24 08:22:11.000000+00:00\", \"2020-04-13 13:04:05.000000+00:00\"], \"session_ids\": [\"7993a218-8088-43c8-a0fb-fc3558cf654e\", \"5fee7985-4b87-4fcd-801b-e70c25c0bbfe\", \"564681e9-cf74-4c55-815e-4f061141ea5e\"], \"total_duration\": 746.0, \"total_sessions\": 3, \"mean_week_duration\": 7.314}}, {\"60870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-31 07:56:29.000000+00:00\", \"2021-11-04 17:29:25.000000+00:00\", \"2019-07-19 19:24:14.000000+00:00\"], \"session_ids\": [\"72090d3d-dda7-401a-a65b-bf6e09261cfe\", \"c284d600-8141-4082-803b-9d1441cd2347\", \"50b66e01-2800-49a6-9577-1372d29d3326\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.367}}, {\"60498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-05 15:14:57.000000+00:00\", \"2022-10-17 12:31:45.000000+00:00\", \"2022-06-16 20:27:46.000000+00:00\"], \"session_ids\": [\"8fd6f126-ae8f-48c5-ba82-25136294b06c\", \"b6e6c153-ab52-4808-b195-d9187a9b60e0\", \"97c851b2-b212-4734-9880-c54a6d93c83a\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 2.742}}, {\"28331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-01 07:12:39.000000+00:00\", \"2021-06-16 18:59:54.000000+00:00\", \"2020-09-24 14:13:53.000000+00:00\", \"2022-03-03 04:00:20.000000+00:00\"], \"session_ids\": [\"fb8b5775-3b17-4ab5-af80-bd3c21ed2091\", \"9562d965-06ff-4f3f-bada-d69f032e3454\", \"0b39c3af-a1a8-4415-b7d6-efdbdfc6944e\", \"5c1ada53-7172-4116-ba06-4e1dc222d6e0\"], \"total_duration\": 1720.0, \"total_sessions\": 4, \"mean_week_duration\": 15.088}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude 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[{\"69268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-26 07:32:57.000000+00:00\", \"2022-05-22 16:13:32.000000+00:00\"], \"session_ids\": [\"ea0aea09-f9aa-479b-b766-3d967d870b8c\", \"8db506da-b50c-4e62-9205-adefc78db97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.107}}, {\"7631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-21 03:18:39.000000+00:00\", \"2020-05-29 05:14:31.000000+00:00\"], \"session_ids\": [\"c605ccaa-356c-433c-b0dd-4a09d600e2c9\", \"24220a8f-7d8c-40e5-ad14-f438df12126b\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"12850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-27 05:37:05.000000+00:00\", \"2019-02-25 07:19:22.000000+00:00\"], \"session_ids\": [\"45494b34-4e47-48ef-b6b8-f865cb9ea396\", \"0382c64d-7ea9-4843-bd96-f7790dc84f62\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 30.6}}, {\"26589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-24 03:50:33.000000+00:00\", \"2020-09-16 19:01:17.000000+00:00\"], \"session_ids\": [\"99be452a-fc95-4e54-8a69-649dd9cdcd72\", \"1fed59bc-2b0c-42b4-9578-e09d889e42a7\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.447}}, {\"97591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-27 23:31:48.000000+00:00\", \"2020-02-21 17:38:30.000000+00:00\"], \"session_ids\": [\"b3b206ef-aa22-4865-ae8a-81c44b7bf4f2\", \"3b02f244-bd58-463e-bfc2-d476c4ba0f4a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}}, {\"88827\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-09 07:45:51.000000+00:00\", \"2020-11-30 09:56:39.000000+00:00\", \"2022-09-24 07:30:05.000000+00:00\"], \"session_ids\": [\"533f9b7e-7d21-4121-b1ff-63c874037a11\", \"e442aa24-81e7-4957-962c-17ec3a141431\", \"f18608c5-a2e4-4770-ab63-192484851282\"], \"total_duration\": 528.0, \"total_sessions\": 3, \"mean_week_duration\": 3.718}}]\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[{\"69268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-26 07:32:57.000000+00:00\", \"2022-05-22 16:13:32.000000+00:00\"], \"session_ids\": [\"ea0aea09-f9aa-479b-b766-3d967d870b8c\", \"8db506da-b50c-4e62-9205-adefc78db97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.107}}, {\"7631\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-21 03:18:39.000000+00:00\", \"2020-05-29 05:14:31.000000+00:00\"], \"session_ids\": [\"c605ccaa-356c-433c-b0dd-4a09d600e2c9\", \"24220a8f-7d8c-40e5-ad14-f438df12126b\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"12850\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-27 05:37:05.000000+00:00\", \"2019-02-25 07:19:22.000000+00:00\"], \"session_ids\": [\"45494b34-4e47-48ef-b6b8-f865cb9ea396\", \"0382c64d-7ea9-4843-bd96-f7790dc84f62\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 30.6}}, {\"26589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-24 03:50:33.000000+00:00\", \"2020-09-16 19:01:17.000000+00:00\"], \"session_ids\": [\"99be452a-fc95-4e54-8a69-649dd9cdcd72\", \"1fed59bc-2b0c-42b4-9578-e09d889e42a7\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.447}}, {\"97591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-08-27 23:31:48.000000+00:00\", \"2020-02-21 17:38:30.000000+00:00\"], \"session_ids\": [\"b3b206ef-aa22-4865-ae8a-81c44b7bf4f2\", \"3b02f244-bd58-463e-bfc2-d476c4ba0f4a\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}}, {\"88827\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-09 07:45:51.000000+00:00\", \"2020-11-30 09:56:39.000000+00:00\", \"2022-09-24 07:30:05.000000+00:00\"], \"session_ids\": [\"533f9b7e-7d21-4121-b1ff-63c874037a11\", \"e442aa24-81e7-4957-962c-17ec3a141431\", \"f18608c5-a2e4-4770-ab63-192484851282\"], \"total_duration\": 528.0, \"total_sessions\": 3, \"mean_week_duration\": 3.718}}]\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": "Could you enlighten me about 6 users who are bottom users based on overall mean_week_duration plus apply sorting by duration total from the smallest value to the largest value." } ]
[ { "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{\"39220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-05-02 14:12:57.000000+00:00\", \"2019-01-16 15:28:16.000000+00:00\"], \"session_ids\": [\"89f59569-b065-4ce5-b948-d46ea8908fe4\", \"bc8ac371-73b8-4c63-a6d4-eb596e84067d\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.809}, \"91971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 20:20:11.000000+00:00\", \"2022-12-20 11:12:41.000000+00:00\"], \"session_ids\": [\"edeb78d2-d076-44ca-8792-744fa2fb8f69\", \"cfb4face-8b10-46fd-9f42-9f183a1e40ec\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}, \"45174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 10:14:53.000000+00:00\", \"2022-09-03 01:11:31.000000+00:00\"], \"session_ids\": [\"ffff4135-7891-4896-85d1-3277aaed1086\", \"343bcabd-1e29-4cc2-85a2-94f59500a4cc\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}, \"37559\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-04 05:16:19.000000+00:00\", \"2021-10-14 02:49:27.000000+00:00\"], \"session_ids\": [\"64304d82-8e4d-444b-b410-c84400a54017\", \"06c3eda1-5de0-4842-a0c9-a2f89731e6f5\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}, \"59742\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-10-07 02:46:25.000000+00:00\", \"2020-02-21 01:29:11.000000+00:00\", \"2020-11-18 16:26:54.000000+00:00\"], \"session_ids\": [\"972d9ec6-14cf-4aab-ad6c-58280347bf7b\", \"94ca4e11-3336-44c4-8e5f-9e5634702a81\", \"0e1e1608-1aeb-4529-98f6-ea7180b77435\"], \"total_duration\": 707.0, \"total_sessions\": 3, \"mean_week_duration\": 18.128}, \"13748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-03 17:47:45.000000+00:00\", \"2021-11-06 12:47:21.000000+00:00\"], \"session_ids\": [\"85b4588c-b5af-4d82-a5d9-2caecb210030\", \"6a9e922c-c476-4cc2-a08a-c641b5ff09d0\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.797}, \"62750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-28 16:25:46.000000+00:00\", \"2021-09-14 11:07:50.000000+00:00\"], \"session_ids\": [\"f6e5571c-bdf9-47a9-a11f-7cb162ac838d\", \"0883ee6e-e16e-468b-bb7d-078dcfa7769a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}, \"77126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2023-05-01 17:39:46.000000+00:00\", \"2021-04-09 00:29:22.000000+00:00\", \"2019-05-18 13:22:00.000000+00:00\", \"2019-01-17 02:18:07.000000+00:00\", \"2021-03-14 18:15:54.000000+00:00\", \"2022-07-23 20:30:14.000000+00:00\", \"2020-06-30 03:40:07.000000+00:00\", \"2021-12-27 17:16:25.000000+00:00\", \"2021-10-16 23:58:57.000000+00:00\"], \"session_ids\": [\"b76de49b-fdad-46fc-836a-5fe581f78418\", \"4778cd30-a74f-4b56-aa78-33ada4e9e7d2\", \"593a294f-3830-4352-b5da-346637e913df\", \"41b95273-e8c8-47b7-9edc-17be92d1a669\", \"876fc038-9732-4484-b7b2-15802e472d88\", \"ae04b69e-bcfc-4487-a3e5-8465eecf9366\", \"b89bf452-b6a1-4251-a573-5d9af55e6b04\", \"7b747354-4eb5-437a-81e2-d5e0d51332b7\", \"b3940308-6039-445d-b856-9811a61eb435\"], \"total_duration\": 3518.0, \"total_sessions\": 9, \"mean_week_duration\": 15.705}, \"79955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2023-01-23 18:37:55.000000+00:00\", \"2019-06-03 13:24:45.000000+00:00\", \"2021-05-15 17:27:10.000000+00:00\", \"2022-10-09 14:50:18.000000+00:00\"], \"session_ids\": [\"c7cf2515-d004-4730-8ad9-4c328d84243f\", \"db469c4f-595d-494e-ba39-0ecfc5463986\", \"d9afe508-e66b-4e9b-8b75-aa3b010c1092\", \"1d72cc2a-2bb8-44a0-afe9-740ff493cb9b\"], \"total_duration\": 1404.0, \"total_sessions\": 4, \"mean_week_duration\": 7.389}, \"22546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-11-04 06:51:37.000000+00:00\", \"2020-04-09 12:53:06.000000+00:00\", \"2021-07-13 21:46:04.000000+00:00\", \"2022-03-06 21:24:16.000000+00:00\", \"2019-10-13 23:23:56.000000+00:00\", \"2023-06-09 07:24:06.000000+00:00\"], \"session_ids\": [\"a465593b-393c-4f85-8046-697bc53cda4d\", \"adde3855-83e5-4159-86c3-a14492a94196\", \"56365a2c-c18a-4574-9822-ffbd136d8398\", \"fa156c2a-1292-42af-9a08-bee840e8add0\", \"4705000b-2ae5-4c8e-be71-e2a1025f7d02\", \"76eb9c82-ae05-43e2-a940-f91f42ad694e\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.393}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 6 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-11-04 06:51:37.000000+00:00\", \"2020-04-09 12:53:06.000000+00:00\", \"2021-07-13 21:46:04.000000+00:00\", \"2022-03-06 21:24:16.000000+00:00\", \"2019-10-13 23:23:56.000000+00:00\", \"2023-06-09 07:24:06.000000+00:00\"], \"session_ids\": [\"a465593b-393c-4f85-8046-697bc53cda4d\", \"adde3855-83e5-4159-86c3-a14492a94196\", \"56365a2c-c18a-4574-9822-ffbd136d8398\", \"fa156c2a-1292-42af-9a08-bee840e8add0\", \"4705000b-2ae5-4c8e-be71-e2a1025f7d02\", \"76eb9c82-ae05-43e2-a940-f91f42ad694e\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.393}}, {\"45174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 10:14:53.000000+00:00\", \"2022-09-03 01:11:31.000000+00:00\"], \"session_ids\": [\"ffff4135-7891-4896-85d1-3277aaed1086\", \"343bcabd-1e29-4cc2-85a2-94f59500a4cc\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}, {\"37559\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-04 05:16:19.000000+00:00\", \"2021-10-14 02:49:27.000000+00:00\"], \"session_ids\": [\"64304d82-8e4d-444b-b410-c84400a54017\", \"06c3eda1-5de0-4842-a0c9-a2f89731e6f5\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"91971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 20:20:11.000000+00:00\", \"2022-12-20 11:12:41.000000+00:00\"], \"session_ids\": [\"edeb78d2-d076-44ca-8792-744fa2fb8f69\", \"cfb4face-8b10-46fd-9f42-9f183a1e40ec\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}}, {\"62750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-28 16:25:46.000000+00:00\", \"2021-09-14 11:07:50.000000+00:00\"], \"session_ids\": [\"f6e5571c-bdf9-47a9-a11f-7cb162ac838d\", \"0883ee6e-e16e-468b-bb7d-078dcfa7769a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}, {\"13748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-03 17:47:45.000000+00:00\", \"2021-11-06 12:47:21.000000+00:00\"], \"session_ids\": [\"85b4588c-b5af-4d82-a5d9-2caecb210030\", \"6a9e922c-c476-4cc2-a08a-c641b5ff09d0\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.797}}]\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[{\"45174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 10:14:53.000000+00:00\", \"2022-09-03 01:11:31.000000+00:00\"], \"session_ids\": [\"ffff4135-7891-4896-85d1-3277aaed1086\", \"343bcabd-1e29-4cc2-85a2-94f59500a4cc\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}, {\"37559\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-04 05:16:19.000000+00:00\", \"2021-10-14 02:49:27.000000+00:00\"], \"session_ids\": [\"64304d82-8e4d-444b-b410-c84400a54017\", \"06c3eda1-5de0-4842-a0c9-a2f89731e6f5\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"22546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-11-04 06:51:37.000000+00:00\", \"2020-04-09 12:53:06.000000+00:00\", \"2021-07-13 21:46:04.000000+00:00\", \"2022-03-06 21:24:16.000000+00:00\", \"2019-10-13 23:23:56.000000+00:00\", \"2023-06-09 07:24:06.000000+00:00\"], \"session_ids\": [\"a465593b-393c-4f85-8046-697bc53cda4d\", \"adde3855-83e5-4159-86c3-a14492a94196\", \"56365a2c-c18a-4574-9822-ffbd136d8398\", \"fa156c2a-1292-42af-9a08-bee840e8add0\", \"4705000b-2ae5-4c8e-be71-e2a1025f7d02\", \"76eb9c82-ae05-43e2-a940-f91f42ad694e\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.393}}, {\"62750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-28 16:25:46.000000+00:00\", \"2021-09-14 11:07:50.000000+00:00\"], \"session_ids\": [\"f6e5571c-bdf9-47a9-a11f-7cb162ac838d\", \"0883ee6e-e16e-468b-bb7d-078dcfa7769a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}, {\"13748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-03 17:47:45.000000+00:00\", \"2021-11-06 12:47:21.000000+00:00\"], \"session_ids\": [\"85b4588c-b5af-4d82-a5d9-2caecb210030\", \"6a9e922c-c476-4cc2-a08a-c641b5ff09d0\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.797}}, {\"91971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 20:20:11.000000+00:00\", \"2022-12-20 11:12:41.000000+00:00\"], \"session_ids\": [\"edeb78d2-d076-44ca-8792-744fa2fb8f69\", \"cfb4face-8b10-46fd-9f42-9f183a1e40ec\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude 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[{\"45174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 10:14:53.000000+00:00\", \"2022-09-03 01:11:31.000000+00:00\"], \"session_ids\": [\"ffff4135-7891-4896-85d1-3277aaed1086\", \"343bcabd-1e29-4cc2-85a2-94f59500a4cc\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}, {\"37559\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-04 05:16:19.000000+00:00\", \"2021-10-14 02:49:27.000000+00:00\"], \"session_ids\": [\"64304d82-8e4d-444b-b410-c84400a54017\", \"06c3eda1-5de0-4842-a0c9-a2f89731e6f5\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"22546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-11-04 06:51:37.000000+00:00\", \"2020-04-09 12:53:06.000000+00:00\", \"2021-07-13 21:46:04.000000+00:00\", \"2022-03-06 21:24:16.000000+00:00\", \"2019-10-13 23:23:56.000000+00:00\", \"2023-06-09 07:24:06.000000+00:00\"], \"session_ids\": [\"a465593b-393c-4f85-8046-697bc53cda4d\", \"adde3855-83e5-4159-86c3-a14492a94196\", \"56365a2c-c18a-4574-9822-ffbd136d8398\", \"fa156c2a-1292-42af-9a08-bee840e8add0\", \"4705000b-2ae5-4c8e-be71-e2a1025f7d02\", \"76eb9c82-ae05-43e2-a940-f91f42ad694e\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.393}}, {\"62750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-28 16:25:46.000000+00:00\", \"2021-09-14 11:07:50.000000+00:00\"], \"session_ids\": [\"f6e5571c-bdf9-47a9-a11f-7cb162ac838d\", \"0883ee6e-e16e-468b-bb7d-078dcfa7769a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}, {\"13748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-03 17:47:45.000000+00:00\", \"2021-11-06 12:47:21.000000+00:00\"], \"session_ids\": [\"85b4588c-b5af-4d82-a5d9-2caecb210030\", \"6a9e922c-c476-4cc2-a08a-c641b5ff09d0\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.797}}, {\"91971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 20:20:11.000000+00:00\", \"2022-12-20 11:12:41.000000+00:00\"], \"session_ids\": [\"edeb78d2-d076-44ca-8792-744fa2fb8f69\", \"cfb4face-8b10-46fd-9f42-9f183a1e40ec\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}}]\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[{\"45174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 10:14:53.000000+00:00\", \"2022-09-03 01:11:31.000000+00:00\"], \"session_ids\": [\"ffff4135-7891-4896-85d1-3277aaed1086\", \"343bcabd-1e29-4cc2-85a2-94f59500a4cc\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}, {\"37559\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-04 05:16:19.000000+00:00\", \"2021-10-14 02:49:27.000000+00:00\"], \"session_ids\": [\"64304d82-8e4d-444b-b410-c84400a54017\", \"06c3eda1-5de0-4842-a0c9-a2f89731e6f5\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.344}}, {\"22546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-11-04 06:51:37.000000+00:00\", \"2020-04-09 12:53:06.000000+00:00\", \"2021-07-13 21:46:04.000000+00:00\", \"2022-03-06 21:24:16.000000+00:00\", \"2019-10-13 23:23:56.000000+00:00\", \"2023-06-09 07:24:06.000000+00:00\"], \"session_ids\": [\"a465593b-393c-4f85-8046-697bc53cda4d\", \"adde3855-83e5-4159-86c3-a14492a94196\", \"56365a2c-c18a-4574-9822-ffbd136d8398\", \"fa156c2a-1292-42af-9a08-bee840e8add0\", \"4705000b-2ae5-4c8e-be71-e2a1025f7d02\", \"76eb9c82-ae05-43e2-a940-f91f42ad694e\"], \"total_duration\": 75.0, \"total_sessions\": 6, \"mean_week_duration\": 0.393}}, {\"62750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-28 16:25:46.000000+00:00\", \"2021-09-14 11:07:50.000000+00:00\"], \"session_ids\": [\"f6e5571c-bdf9-47a9-a11f-7cb162ac838d\", \"0883ee6e-e16e-468b-bb7d-078dcfa7769a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.714}}, {\"13748\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-03 17:47:45.000000+00:00\", \"2021-11-06 12:47:21.000000+00:00\"], \"session_ids\": [\"85b4588c-b5af-4d82-a5d9-2caecb210030\", \"6a9e922c-c476-4cc2-a08a-c641b5ff09d0\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 1.797}}, {\"91971\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 20:20:11.000000+00:00\", \"2022-12-20 11:12:41.000000+00:00\"], \"session_ids\": [\"edeb78d2-d076-44ca-8792-744fa2fb8f69\", \"cfb4face-8b10-46fd-9f42-9f183a1e40ec\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}}]\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": "Could you tell me about 4 users whose time using the app is strictly less than 4606 and greater than 2318 , apply sorting by time in app per week from the smallest value to the largest value." } ]
[ { "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{\"32609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-10 18:05:08.000000+00:00\", \"2019-07-28 08:40:29.000000+00:00\", \"2023-06-03 00:36:04.000000+00:00\"], \"session_ids\": [\"8a6ab043-2d80-41e9-ae46-1901cc695672\", \"09352da2-55c6-413a-ae1b-4455b9daf9b6\", \"a2b184c7-ba32-4461-8bc7-9733a4045597\"], \"total_duration\": 338.0, \"total_sessions\": 3, \"mean_week_duration\": 1.673}, \"47222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-01 03:01:14.000000+00:00\", \"2019-10-03 02:27:05.000000+00:00\", \"2023-02-04 04:23:41.000000+00:00\"], \"session_ids\": [\"a99f9d3b-20ce-4744-83c2-d3aee6acf9b9\", \"3fe44dee-b807-40bc-8e57-5bf9a78b620b\", \"28d58d63-3a58-4388-8cee-c4c5f13d48cf\"], \"total_duration\": 721.0, \"total_sessions\": 3, \"mean_week_duration\": 4.028}, \"17366\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-04-07 03:18:34.000000+00:00\", \"2021-05-08 19:47:40.000000+00:00\"], \"session_ids\": [\"bef027d2-fae3-403d-9e50-33b7f4a6c2cd\", \"77154eb7-032c-4413-b595-0cb14d7a3da0\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}, \"48140\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-19 01:34:10.000000+00:00\", \"2020-07-24 03:43:26.000000+00:00\"], \"session_ids\": [\"cf2c9506-3569-4d24-94c5-bc55b9fba976\", \"6d64ea2f-931a-4175-bb97-b35b36e890f2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.274}, \"68004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-23 18:12:58.000000+00:00\", \"2023-02-07 00:07:26.000000+00:00\", \"2019-11-29 23:37:05.000000+00:00\", \"2020-01-06 17:02:17.000000+00:00\", \"2019-09-23 01:40:51.000000+00:00\", \"2020-04-16 10:26:05.000000+00:00\", \"2022-05-07 18:48:00.000000+00:00\"], \"session_ids\": [\"dc3a1e57-c9b3-4571-ac86-8dc85d249c78\", \"c650b332-e65e-4440-ba5b-9ab23fc68277\", \"40ea8ecb-b3a7-4a25-b1da-c813aca2b36c\", \"de0af134-bc97-4079-9141-7ff445585719\", \"e386ee04-a1c1-4b41-b522-0b763483818a\", \"99e5c1cb-02ca-4690-b361-fb7ea4815c97\", \"89708c2c-a75f-4ca5-84f7-fc10f034ced2\"], \"total_duration\": 740.0, \"total_sessions\": 7, \"mean_week_duration\": 4.205}, \"95996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-09 04:00:02.000000+00:00\", \"2022-09-23 07:28:09.000000+00:00\", \"2020-01-20 06:45:10.000000+00:00\"], \"session_ids\": [\"1284ca44-e556-4d73-b232-b9a9e30eba6a\", \"2a535160-98d4-4c0d-affa-ebca8448e75d\", \"1f39c034-ee2b-45f2-af2a-c5ca63a8855a\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.514}, \"97166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-08 21:20:18.000000+00:00\", \"2023-03-11 00:34:33.000000+00:00\", \"2021-02-26 08:06:38.000000+00:00\", \"2021-09-22 16:10:52.000000+00:00\", \"2019-07-30 01:15:56.000000+00:00\", \"2020-12-01 17:28:24.000000+00:00\", \"2022-04-15 19:21:19.000000+00:00\"], \"session_ids\": [\"17bb8db6-e55d-41cb-853f-82e89af25fa8\", \"01eea37c-0549-4fb5-bda2-76088e8f4c53\", \"d39ff47f-8fca-4b49-9df5-5c5ae235b947\", \"d1fd4b5e-e868-4ab6-80ce-af44e3758e33\", \"624e352d-93cf-48b4-8cc1-84b9613a58ed\", \"81926a65-516d-4ab5-90e7-12dcb16e3417\", \"1e210f98-7552-40d6-8fa7-93a0f06b3c1d\"], \"total_duration\": 2430.0, \"total_sessions\": 7, \"mean_week_duration\": 12.03}, \"32260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-16 13:57:24.000000+00:00\", \"2020-10-24 12:50:53.000000+00:00\", \"2022-12-21 09:19:55.000000+00:00\", \"2019-07-27 19:07:06.000000+00:00\", \"2022-01-21 11:59:28.000000+00:00\", \"2021-06-26 19:54:14.000000+00:00\"], \"session_ids\": [\"6d21e35b-cb11-47bb-8e77-57d9188bf577\", \"df1209b5-7273-48d9-a2d7-d500e656fa65\", \"72fad283-9e45-47b7-9cc0-29811ea3291d\", \"31ffb1ae-1edd-40c6-812f-9de6e9a36ef5\", \"008a7c57-c394-450b-b1fd-2f1127656329\", \"9ca1d310-5899-49e0-bc4d-5606c25fa3f3\"], \"total_duration\": 4973.0, \"total_sessions\": 6, \"mean_week_duration\": 27.938}, \"41588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-17 21:23:57.000000+00:00\", \"2023-06-02 06:29:50.000000+00:00\"], \"session_ids\": [\"12024de3-c77e-4b94-9720-3a243212684e\", \"4e7765f6-a6bb-46e5-88db-56387350788b\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}, \"43969\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-26 13:35:12.000000+00:00\", \"2021-09-13 02:40:02.000000+00:00\", \"2019-01-10 20:58:35.000000+00:00\", \"2020-01-05 09:14:59.000000+00:00\", \"2020-09-26 17:38:54.000000+00:00\", \"2020-06-04 13:52:16.000000+00:00\", \"2022-08-07 07:39:01.000000+00:00\", \"2019-07-13 11:39:27.000000+00:00\", \"2023-05-29 02:30:16.000000+00:00\", \"2021-12-08 07:36:42.000000+00:00\", \"2023-02-05 19:37:18.000000+00:00\"], \"session_ids\": [\"8245c99a-acf3-4109-95cf-beecf643c9b2\", \"50a30127-d08a-4307-8605-f1beb5158d4d\", \"7763155c-7c77-4edd-a0c0-63df354e8791\", \"b96acc41-02e0-477a-a7e6-b299ec24045d\", \"f473be3b-39c3-4546-8fbd-378bb672c270\", \"34801610-ba7b-44c1-bac5-7bfe6c712545\", \"dae8c3f5-26ee-4ab3-804d-875f8085f5cb\", \"6d9a882c-f467-41d8-bd92-2e18bc29e33c\", \"577e72d2-be84-4d71-be1c-e5a0186b5dac\", \"f606f34a-f234-43d5-af77-02c339f4008e\", \"1961fd94-62fb-4629-bd37-21a08b8136d3\"], \"total_duration\": 232.0, \"total_sessions\": 11, \"mean_week_duration\": 1.013}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2318 and are less than 4606" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2318, 4606]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-08 21:20:18.000000+00:00\", \"2023-03-11 00:34:33.000000+00:00\", \"2021-02-26 08:06:38.000000+00:00\", \"2021-09-22 16:10:52.000000+00:00\", \"2019-07-30 01:15:56.000000+00:00\", \"2020-12-01 17:28:24.000000+00:00\", \"2022-04-15 19:21:19.000000+00:00\"], \"session_ids\": [\"17bb8db6-e55d-41cb-853f-82e89af25fa8\", \"01eea37c-0549-4fb5-bda2-76088e8f4c53\", \"d39ff47f-8fca-4b49-9df5-5c5ae235b947\", \"d1fd4b5e-e868-4ab6-80ce-af44e3758e33\", \"624e352d-93cf-48b4-8cc1-84b9613a58ed\", \"81926a65-516d-4ab5-90e7-12dcb16e3417\", \"1e210f98-7552-40d6-8fa7-93a0f06b3c1d\"], \"total_duration\": 2430.0, \"total_sessions\": 7, \"mean_week_duration\": 12.03}}\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[{\"97166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-08 21:20:18.000000+00:00\", \"2023-03-11 00:34:33.000000+00:00\", \"2021-02-26 08:06:38.000000+00:00\", \"2021-09-22 16:10:52.000000+00:00\", \"2019-07-30 01:15:56.000000+00:00\", \"2020-12-01 17:28:24.000000+00:00\", \"2022-04-15 19:21:19.000000+00:00\"], \"session_ids\": [\"17bb8db6-e55d-41cb-853f-82e89af25fa8\", \"01eea37c-0549-4fb5-bda2-76088e8f4c53\", \"d39ff47f-8fca-4b49-9df5-5c5ae235b947\", \"d1fd4b5e-e868-4ab6-80ce-af44e3758e33\", \"624e352d-93cf-48b4-8cc1-84b9613a58ed\", \"81926a65-516d-4ab5-90e7-12dcb16e3417\", \"1e210f98-7552-40d6-8fa7-93a0f06b3c1d\"], \"total_duration\": 2430.0, \"total_sessions\": 7, \"mean_week_duration\": 12.03}}]\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[{\"97166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-08 21:20:18.000000+00:00\", \"2023-03-11 00:34:33.000000+00:00\", \"2021-02-26 08:06:38.000000+00:00\", \"2021-09-22 16:10:52.000000+00:00\", \"2019-07-30 01:15:56.000000+00:00\", \"2020-12-01 17:28:24.000000+00:00\", \"2022-04-15 19:21:19.000000+00:00\"], \"session_ids\": [\"17bb8db6-e55d-41cb-853f-82e89af25fa8\", \"01eea37c-0549-4fb5-bda2-76088e8f4c53\", \"d39ff47f-8fca-4b49-9df5-5c5ae235b947\", \"d1fd4b5e-e868-4ab6-80ce-af44e3758e33\", \"624e352d-93cf-48b4-8cc1-84b9613a58ed\", \"81926a65-516d-4ab5-90e7-12dcb16e3417\", \"1e210f98-7552-40d6-8fa7-93a0f06b3c1d\"], \"total_duration\": 2430.0, \"total_sessions\": 7, \"mean_week_duration\": 12.03}}]\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[{\"97166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-08 21:20:18.000000+00:00\", \"2023-03-11 00:34:33.000000+00:00\", \"2021-02-26 08:06:38.000000+00:00\", \"2021-09-22 16:10:52.000000+00:00\", \"2019-07-30 01:15:56.000000+00:00\", \"2020-12-01 17:28:24.000000+00:00\", \"2022-04-15 19:21:19.000000+00:00\"], \"session_ids\": [\"17bb8db6-e55d-41cb-853f-82e89af25fa8\", \"01eea37c-0549-4fb5-bda2-76088e8f4c53\", \"d39ff47f-8fca-4b49-9df5-5c5ae235b947\", \"d1fd4b5e-e868-4ab6-80ce-af44e3758e33\", \"624e352d-93cf-48b4-8cc1-84b9613a58ed\", \"81926a65-516d-4ab5-90e7-12dcb16e3417\", \"1e210f98-7552-40d6-8fa7-93a0f06b3c1d\"], \"total_duration\": 2430.0, \"total_sessions\": 7, \"mean_week_duration\": 12.03}}]\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": "Provide me an information about 5 users who are residing in city Buenos Aires , and apply sorting by urban center name ascendingly." } ]
[ { "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{\"59004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-10-08 01:09:34.000000+00:00\", \"2022-04-20 03:07:49.000000+00:00\", \"2022-07-19 07:25:02.000000+00:00\", \"2022-11-25 03:04:11.000000+00:00\", \"2022-07-26 19:36:55.000000+00:00\"], \"session_ids\": [\"ef41b704-edaa-4e18-adc0-1e274832f2d7\", \"a62cd9e1-2737-44e6-ad04-bfd8f7e1c714\", \"eb076717-022d-4600-b3d3-ecde8c19f64a\", \"eeea3f6e-9e67-4f0d-924b-1130ede94f9e\", \"40b5f876-5972-4323-81bd-ca6e89cb2e51\"], \"total_duration\": 1570.0, \"total_sessions\": 5, \"mean_week_duration\": 26.61}, \"39048\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-22 03:12:04.000000+00:00\", \"2019-05-24 06:37:52.000000+00:00\"], \"session_ids\": [\"cb697e5d-a6eb-40cd-9395-55af36d84982\", \"d348c471-b388-448e-95e8-2c2537ffb4ba\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}, \"81577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-17 08:32:42.000000+00:00\", \"2020-09-10 00:53:10.000000+00:00\", \"2019-06-10 19:59:46.000000+00:00\"], \"session_ids\": [\"597a91b4-fd64-4b47-8d65-9c074282dc05\", \"d136f0ae-41b7-4370-9757-f38a306f0a81\", \"91102cc0-9db1-4a6f-bae2-c59622c29ce3\"], \"total_duration\": 372.0, \"total_sessions\": 3, \"mean_week_duration\": 4.65}, \"27888\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-06 03:37:47.000000+00:00\", \"2021-10-18 13:25:28.000000+00:00\", \"2020-04-24 01:43:50.000000+00:00\", \"2019-11-04 05:06:04.000000+00:00\", \"2019-10-02 13:17:33.000000+00:00\", \"2020-07-13 17:25:54.000000+00:00\", \"2021-11-30 01:32:49.000000+00:00\"], \"session_ids\": [\"e6c8dc69-f846-44e7-9dc0-2e25ace82386\", \"92442589-c4df-4ba2-a176-5b4cfe0fcc05\", \"46de3005-e8f6-422a-a8bc-0afbd425c616\", \"0dcbaccd-fc41-487c-bc47-3510264f30db\", \"4be01c80-3c5e-4660-abdd-e9450f93fc22\", \"29b0b3c2-b58d-404e-8145-6b1253f200fd\", \"354775da-a2d3-4d87-8fc4-edeeebc58c14\"], \"total_duration\": 7847.0, \"total_sessions\": 7, \"mean_week_duration\": 69.442}, \"49071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-26 13:36:56.000000+00:00\", \"2023-02-01 11:12:35.000000+00:00\"], \"session_ids\": [\"da5b3d20-1a81-4f36-b0c2-df9ae52e4c17\", \"6a4044af-d330-41b2-a28c-a412b6985d62\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 2.274}, \"29385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-10 10:26:13.000000+00:00\", \"2022-05-28 13:03:42.000000+00:00\"], \"session_ids\": [\"78b82298-d6be-441d-822e-e3a5ba25af25\", \"58262033-47e2-4e56-bd00-e372ead2210b\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.914}, \"30775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-01-24 13:22:01.000000+00:00\", \"2019-07-25 15:51:38.000000+00:00\"], \"session_ids\": [\"27755df4-5dbb-4ba5-a07c-fcd198a0c817\", \"0bb6fc5e-ee8e-494c-be4e-b174a80303b8\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 1.12}, \"80882\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-04-01 19:12:12.000000+00:00\", \"2022-09-30 11:26:13.000000+00:00\"], \"session_ids\": [\"29ccc6c6-8529-478b-b1f7-c1abc2116dc4\", \"4662c1e0-6e10-426d-8ef2-f907fde55a2e\"], \"total_duration\": 453.0, \"total_sessions\": 2, \"mean_week_duration\": 17.423}, \"14255\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-08 11:11:04.000000+00:00\", \"2021-02-11 03:06:23.000000+00:00\", \"2023-03-14 00:21:57.000000+00:00\", \"2023-03-31 21:25:29.000000+00:00\", \"2020-05-15 18:40:25.000000+00:00\"], \"session_ids\": [\"13afcea3-cb6b-43a8-96b4-d6ca990a595e\", \"39855063-6d65-4d15-9dd7-49950f09e845\", \"856ea2d2-3977-4cd0-b75d-cf23e7930c69\", \"2d777971-50dc-4cf2-9498-894036177db9\", \"75beaa38-8308-4fdb-97a6-212d97c70873\"], \"total_duration\": 165.0, \"total_sessions\": 5, \"mean_week_duration\": 1.1}, \"99062\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-01 20:49:17.000000+00:00\", \"2023-04-15 13:45:53.000000+00:00\", \"2020-10-24 09:41:01.000000+00:00\"], \"session_ids\": [\"3fdc0b78-5cc5-4035-b84e-8d6ddd534fd1\", \"078b46df-98bb-4f1c-a804-b23191d5341b\", \"f08afb52-81b2-4e36-9808-df3e78c7d274\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 0.969}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\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": "Provide insights into 3 users with a app usage time that is above 582, exclusive 582 , moreover perform sorting by duration of sessions per week ascendingly , provide me only with 2 entries." } ]
[ { "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{\"6835\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-09 22:07:30.000000+00:00\", \"2020-03-03 23:40:05.000000+00:00\", \"2021-07-20 05:22:14.000000+00:00\", \"2019-09-04 03:52:24.000000+00:00\", \"2021-07-02 01:08:15.000000+00:00\"], \"session_ids\": [\"f1c2ca56-2cad-44b6-8c08-abf28db6b392\", \"8a036a0e-7809-4943-a455-df4e75d80bc7\", \"c0a1bf77-1615-4cce-be63-d37a6bff5ad7\", \"f51b27bf-3aea-43bb-8458-d15936b9af1f\", \"e7c3b4d6-0489-4603-b434-10e5d0ef36e4\"], \"total_duration\": 3535.0, \"total_sessions\": 5, \"mean_week_duration\": 26.985}, \"42270\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-06-04 03:03:04.000000+00:00\", \"2021-12-15 06:53:18.000000+00:00\", \"2022-10-05 03:44:07.000000+00:00\", \"2022-02-24 07:23:43.000000+00:00\", \"2022-07-10 13:01:11.000000+00:00\", \"2019-10-03 00:44:10.000000+00:00\", \"2021-12-20 11:33:16.000000+00:00\", \"2019-11-14 01:50:37.000000+00:00\", \"2020-05-31 06:15:08.000000+00:00\", \"2020-03-26 04:46:44.000000+00:00\", \"2019-11-13 20:13:55.000000+00:00\"], \"session_ids\": [\"3f80d3aa-a0a2-4a06-9474-6a1970cfaab3\", \"3e8ef3bd-690e-44f6-990a-4c243eb5bae7\", \"d11bd7cd-1b0f-4385-bb99-846e4fca580c\", \"0f798de9-906f-46dc-b918-f37d619991dc\", \"a434b3d5-1beb-4185-8368-c8ab8d1c3f77\", \"8e5f8aef-3254-4290-ad48-b7e062305912\", \"1167bc8f-b228-4938-9466-c9982ec69b38\", \"52be6386-2995-4138-93e5-fe79c79490be\", \"371fc10a-6d44-42ac-9755-7899b6ac046a\", \"f0b5a432-8295-4bec-8cc7-a1a48c9506bf\", \"7d62f1c0-5af5-4591-83ec-1e15ecdd6a42\"], \"total_duration\": 468.0, \"total_sessions\": 11, \"mean_week_duration\": 2.981}, \"37134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-18 00:26:18.000000+00:00\", \"2020-04-19 06:54:56.000000+00:00\", \"2020-10-15 01:17:46.000000+00:00\", \"2021-04-12 19:54:39.000000+00:00\"], \"session_ids\": [\"71f4a98b-ca9d-4aed-b33b-a9c6687276a4\", \"439c8e0c-a2a8-4c90-a4a9-2de7d85962ff\", \"2b5ec997-e3bb-42c8-a7df-8aabb0441751\", \"1452363a-7b13-40bd-bd46-7f6d0232e946\"], \"total_duration\": 760.0, \"total_sessions\": 4, \"mean_week_duration\": 5.278}, \"70669\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-11-25 21:27:21.000000+00:00\", \"2021-08-12 00:25:14.000000+00:00\"], \"session_ids\": [\"00db0eca-5130-4e7e-9b7a-73f557d5358a\", \"9e981355-dcba-43d7-98ab-9c8ecc703aa2\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 5.467}, \"70624\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-21 01:41:15.000000+00:00\", \"2022-10-28 02:50:32.000000+00:00\", \"2023-03-12 19:36:44.000000+00:00\", \"2022-12-08 12:45:58.000000+00:00\", \"2021-10-02 20:03:33.000000+00:00\", \"2019-09-01 05:44:54.000000+00:00\", \"2020-11-11 19:49:51.000000+00:00\", \"2022-03-25 21:22:27.000000+00:00\", \"2019-04-06 05:01:42.000000+00:00\"], \"session_ids\": [\"7c3b2067-c9ab-421a-b464-0717fd90cd5f\", \"4a8e6448-7ead-4f19-bf04-6ee275bba4e7\", \"4e88144d-7bdd-4905-8f92-539e6202d151\", \"73569732-b569-4764-a66d-48d837d51170\", \"572afffc-92a2-4be8-9995-7eff823197c6\", \"34c5402c-ee40-46af-98ac-0a02d7aa5ac7\", \"67c941de-567b-4cd7-8162-986896229ed5\", \"e99510b7-a303-461c-95b9-685920b3e5d0\", \"7716fde6-75b2-41cd-8232-85a201329718\"], \"total_duration\": 7534.0, \"total_sessions\": 9, \"mean_week_duration\": 36.573}, \"90372\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-05-09 10:59:22.000000+00:00\", \"2021-05-17 02:28:10.000000+00:00\"], \"session_ids\": [\"09d180e2-f08e-4e4a-9f1b-dc03c2962aa9\", \"71ebe1e4-c437-4707-9381-7422d9399446\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}, \"40595\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-21 02:26:13.000000+00:00\", \"2020-02-24 20:17:41.000000+00:00\", \"2022-10-14 02:14:04.000000+00:00\", \"2019-12-07 17:47:36.000000+00:00\", \"2022-05-15 18:14:37.000000+00:00\", \"2019-10-06 22:46:29.000000+00:00\", \"2022-11-20 17:01:14.000000+00:00\", \"2022-06-28 23:11:32.000000+00:00\", \"2020-08-29 13:03:55.000000+00:00\"], \"session_ids\": [\"a16bef69-3144-478c-ae69-171c0a388053\", \"f3c579e8-3866-4ab1-9de5-b5fce563a6e8\", \"163dba70-35ac-4da2-b974-d846ca1d2f4d\", \"ec613dd2-1694-43e4-8954-54ca7b186ab7\", \"3e23dafb-b917-4a02-bac8-0de62d3e6495\", \"32774274-4323-44d9-9e08-8800b845d334\", \"0a900576-5e38-426e-b68e-20ca2cbd241b\", \"881a831f-b0b1-4e69-8a33-970a34ed7ad5\", \"79af10d2-b72b-4057-ae63-bfbe44ec7f09\"], \"total_duration\": 3679.0, \"total_sessions\": 9, \"mean_week_duration\": 22.571}, \"68064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-16 11:07:11.000000+00:00\", \"2022-06-03 14:12:33.000000+00:00\", \"2019-12-26 00:52:08.000000+00:00\", \"2022-06-23 09:30:59.000000+00:00\", \"2021-01-07 05:28:41.000000+00:00\", \"2019-03-24 08:34:16.000000+00:00\", \"2020-05-06 20:59:16.000000+00:00\", \"2020-01-07 12:51:55.000000+00:00\", \"2020-07-14 10:10:15.000000+00:00\", \"2022-03-23 08:05:49.000000+00:00\"], \"session_ids\": [\"55e7b6c5-3eaa-4618-86b4-44082f004da5\", \"1d770896-3615-45c4-acdc-f26c8314613d\", \"a1cb7b16-011b-4c0e-bd64-c75a05cea6d0\", \"9f1068c8-279d-4d82-8207-97c2d0c8a75e\", \"00fc389f-bf70-44de-b15a-028c0df520b4\", \"18a61cac-6b37-40af-a60d-7ade75c36026\", \"dee2069a-a161-4b9e-a703-d968ace91fb2\", \"badf755c-6cf3-418f-ad76-4acadad8a907\", \"5b07a533-8718-47a6-9de8-7c2476f7e83d\", \"33782e64-305e-4465-b28e-e55c5d0c846a\"], \"total_duration\": 16631.0, \"total_sessions\": 10, \"mean_week_duration\": 97.829}, \"96767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-13 01:48:22.000000+00:00\", \"2023-06-07 01:08:10.000000+00:00\", \"2020-03-27 16:05:56.000000+00:00\"], \"session_ids\": [\"4efb6917-84f4-4f7d-9fe1-56c41aa9c615\", \"403a164d-7987-48b1-9958-44787c72d7a5\", \"4804df9a-1589-4ecc-aaf1-4365f62f2631\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 1.534}, \"60626\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-04 05:17:52.000000+00:00\", \"2023-04-06 01:08:11.000000+00:00\", \"2019-10-07 17:19:39.000000+00:00\"], \"session_ids\": [\"5c3d1cc2-caef-4eb5-b9c7-19732c778b50\", \"6978fac6-d1db-4f4e-acb2-f86fd206d244\", \"78d50459-16cb-4fea-819c-00f233c59d9b\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.262}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 582" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[582, 4648]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6835\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-09 22:07:30.000000+00:00\", \"2020-03-03 23:40:05.000000+00:00\", \"2021-07-20 05:22:14.000000+00:00\", \"2019-09-04 03:52:24.000000+00:00\", \"2021-07-02 01:08:15.000000+00:00\"], \"session_ids\": [\"f1c2ca56-2cad-44b6-8c08-abf28db6b392\", \"8a036a0e-7809-4943-a455-df4e75d80bc7\", \"c0a1bf77-1615-4cce-be63-d37a6bff5ad7\", \"f51b27bf-3aea-43bb-8458-d15936b9af1f\", \"e7c3b4d6-0489-4603-b434-10e5d0ef36e4\"], \"total_duration\": 3535.0, \"total_sessions\": 5, \"mean_week_duration\": 26.985}, \"37134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-18 00:26:18.000000+00:00\", \"2020-04-19 06:54:56.000000+00:00\", \"2020-10-15 01:17:46.000000+00:00\", \"2021-04-12 19:54:39.000000+00:00\"], \"session_ids\": [\"71f4a98b-ca9d-4aed-b33b-a9c6687276a4\", \"439c8e0c-a2a8-4c90-a4a9-2de7d85962ff\", \"2b5ec997-e3bb-42c8-a7df-8aabb0441751\", \"1452363a-7b13-40bd-bd46-7f6d0232e946\"], \"total_duration\": 760.0, \"total_sessions\": 4, \"mean_week_duration\": 5.278}, \"70624\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-21 01:41:15.000000+00:00\", \"2022-10-28 02:50:32.000000+00:00\", \"2023-03-12 19:36:44.000000+00:00\", \"2022-12-08 12:45:58.000000+00:00\", \"2021-10-02 20:03:33.000000+00:00\", \"2019-09-01 05:44:54.000000+00:00\", \"2020-11-11 19:49:51.000000+00:00\", \"2022-03-25 21:22:27.000000+00:00\", \"2019-04-06 05:01:42.000000+00:00\"], \"session_ids\": [\"7c3b2067-c9ab-421a-b464-0717fd90cd5f\", \"4a8e6448-7ead-4f19-bf04-6ee275bba4e7\", \"4e88144d-7bdd-4905-8f92-539e6202d151\", \"73569732-b569-4764-a66d-48d837d51170\", \"572afffc-92a2-4be8-9995-7eff823197c6\", \"34c5402c-ee40-46af-98ac-0a02d7aa5ac7\", \"67c941de-567b-4cd7-8162-986896229ed5\", \"e99510b7-a303-461c-95b9-685920b3e5d0\", \"7716fde6-75b2-41cd-8232-85a201329718\"], \"total_duration\": 7534.0, \"total_sessions\": 9, \"mean_week_duration\": 36.573}, \"40595\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-21 02:26:13.000000+00:00\", \"2020-02-24 20:17:41.000000+00:00\", \"2022-10-14 02:14:04.000000+00:00\", \"2019-12-07 17:47:36.000000+00:00\", \"2022-05-15 18:14:37.000000+00:00\", \"2019-10-06 22:46:29.000000+00:00\", \"2022-11-20 17:01:14.000000+00:00\", \"2022-06-28 23:11:32.000000+00:00\", \"2020-08-29 13:03:55.000000+00:00\"], \"session_ids\": [\"a16bef69-3144-478c-ae69-171c0a388053\", \"f3c579e8-3866-4ab1-9de5-b5fce563a6e8\", \"163dba70-35ac-4da2-b974-d846ca1d2f4d\", \"ec613dd2-1694-43e4-8954-54ca7b186ab7\", \"3e23dafb-b917-4a02-bac8-0de62d3e6495\", \"32774274-4323-44d9-9e08-8800b845d334\", \"0a900576-5e38-426e-b68e-20ca2cbd241b\", \"881a831f-b0b1-4e69-8a33-970a34ed7ad5\", \"79af10d2-b72b-4057-ae63-bfbe44ec7f09\"], \"total_duration\": 3679.0, \"total_sessions\": 9, \"mean_week_duration\": 22.571}, \"68064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-16 11:07:11.000000+00:00\", \"2022-06-03 14:12:33.000000+00:00\", \"2019-12-26 00:52:08.000000+00:00\", \"2022-06-23 09:30:59.000000+00:00\", \"2021-01-07 05:28:41.000000+00:00\", \"2019-03-24 08:34:16.000000+00:00\", \"2020-05-06 20:59:16.000000+00:00\", \"2020-01-07 12:51:55.000000+00:00\", \"2020-07-14 10:10:15.000000+00:00\", \"2022-03-23 08:05:49.000000+00:00\"], \"session_ids\": [\"55e7b6c5-3eaa-4618-86b4-44082f004da5\", \"1d770896-3615-45c4-acdc-f26c8314613d\", \"a1cb7b16-011b-4c0e-bd64-c75a05cea6d0\", \"9f1068c8-279d-4d82-8207-97c2d0c8a75e\", \"00fc389f-bf70-44de-b15a-028c0df520b4\", \"18a61cac-6b37-40af-a60d-7ade75c36026\", \"dee2069a-a161-4b9e-a703-d968ace91fb2\", \"badf755c-6cf3-418f-ad76-4acadad8a907\", \"5b07a533-8718-47a6-9de8-7c2476f7e83d\", \"33782e64-305e-4465-b28e-e55c5d0c846a\"], \"total_duration\": 16631.0, \"total_sessions\": 10, \"mean_week_duration\": 97.829}}\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[{\"37134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-18 00:26:18.000000+00:00\", \"2020-04-19 06:54:56.000000+00:00\", \"2020-10-15 01:17:46.000000+00:00\", \"2021-04-12 19:54:39.000000+00:00\"], \"session_ids\": [\"71f4a98b-ca9d-4aed-b33b-a9c6687276a4\", \"439c8e0c-a2a8-4c90-a4a9-2de7d85962ff\", \"2b5ec997-e3bb-42c8-a7df-8aabb0441751\", \"1452363a-7b13-40bd-bd46-7f6d0232e946\"], \"total_duration\": 760.0, \"total_sessions\": 4, \"mean_week_duration\": 5.278}}, {\"40595\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-21 02:26:13.000000+00:00\", \"2020-02-24 20:17:41.000000+00:00\", \"2022-10-14 02:14:04.000000+00:00\", \"2019-12-07 17:47:36.000000+00:00\", \"2022-05-15 18:14:37.000000+00:00\", \"2019-10-06 22:46:29.000000+00:00\", \"2022-11-20 17:01:14.000000+00:00\", \"2022-06-28 23:11:32.000000+00:00\", \"2020-08-29 13:03:55.000000+00:00\"], \"session_ids\": [\"a16bef69-3144-478c-ae69-171c0a388053\", \"f3c579e8-3866-4ab1-9de5-b5fce563a6e8\", \"163dba70-35ac-4da2-b974-d846ca1d2f4d\", \"ec613dd2-1694-43e4-8954-54ca7b186ab7\", \"3e23dafb-b917-4a02-bac8-0de62d3e6495\", \"32774274-4323-44d9-9e08-8800b845d334\", \"0a900576-5e38-426e-b68e-20ca2cbd241b\", \"881a831f-b0b1-4e69-8a33-970a34ed7ad5\", \"79af10d2-b72b-4057-ae63-bfbe44ec7f09\"], \"total_duration\": 3679.0, \"total_sessions\": 9, \"mean_week_duration\": 22.571}}, {\"6835\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-09 22:07:30.000000+00:00\", \"2020-03-03 23:40:05.000000+00:00\", \"2021-07-20 05:22:14.000000+00:00\", \"2019-09-04 03:52:24.000000+00:00\", \"2021-07-02 01:08:15.000000+00:00\"], \"session_ids\": [\"f1c2ca56-2cad-44b6-8c08-abf28db6b392\", \"8a036a0e-7809-4943-a455-df4e75d80bc7\", \"c0a1bf77-1615-4cce-be63-d37a6bff5ad7\", \"f51b27bf-3aea-43bb-8458-d15936b9af1f\", \"e7c3b4d6-0489-4603-b434-10e5d0ef36e4\"], \"total_duration\": 3535.0, \"total_sessions\": 5, \"mean_week_duration\": 26.985}}, {\"70624\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-21 01:41:15.000000+00:00\", \"2022-10-28 02:50:32.000000+00:00\", \"2023-03-12 19:36:44.000000+00:00\", \"2022-12-08 12:45:58.000000+00:00\", \"2021-10-02 20:03:33.000000+00:00\", \"2019-09-01 05:44:54.000000+00:00\", \"2020-11-11 19:49:51.000000+00:00\", \"2022-03-25 21:22:27.000000+00:00\", \"2019-04-06 05:01:42.000000+00:00\"], \"session_ids\": [\"7c3b2067-c9ab-421a-b464-0717fd90cd5f\", \"4a8e6448-7ead-4f19-bf04-6ee275bba4e7\", \"4e88144d-7bdd-4905-8f92-539e6202d151\", \"73569732-b569-4764-a66d-48d837d51170\", \"572afffc-92a2-4be8-9995-7eff823197c6\", \"34c5402c-ee40-46af-98ac-0a02d7aa5ac7\", \"67c941de-567b-4cd7-8162-986896229ed5\", \"e99510b7-a303-461c-95b9-685920b3e5d0\", \"7716fde6-75b2-41cd-8232-85a201329718\"], \"total_duration\": 7534.0, \"total_sessions\": 9, \"mean_week_duration\": 36.573}}, {\"68064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-16 11:07:11.000000+00:00\", \"2022-06-03 14:12:33.000000+00:00\", \"2019-12-26 00:52:08.000000+00:00\", \"2022-06-23 09:30:59.000000+00:00\", \"2021-01-07 05:28:41.000000+00:00\", \"2019-03-24 08:34:16.000000+00:00\", \"2020-05-06 20:59:16.000000+00:00\", \"2020-01-07 12:51:55.000000+00:00\", \"2020-07-14 10:10:15.000000+00:00\", \"2022-03-23 08:05:49.000000+00:00\"], \"session_ids\": [\"55e7b6c5-3eaa-4618-86b4-44082f004da5\", \"1d770896-3615-45c4-acdc-f26c8314613d\", \"a1cb7b16-011b-4c0e-bd64-c75a05cea6d0\", \"9f1068c8-279d-4d82-8207-97c2d0c8a75e\", \"00fc389f-bf70-44de-b15a-028c0df520b4\", \"18a61cac-6b37-40af-a60d-7ade75c36026\", \"dee2069a-a161-4b9e-a703-d968ace91fb2\", \"badf755c-6cf3-418f-ad76-4acadad8a907\", \"5b07a533-8718-47a6-9de8-7c2476f7e83d\", \"33782e64-305e-4465-b28e-e55c5d0c846a\"], \"total_duration\": 16631.0, \"total_sessions\": 10, \"mean_week_duration\": 97.829}}]\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[{\"37134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-18 00:26:18.000000+00:00\", \"2020-04-19 06:54:56.000000+00:00\", \"2020-10-15 01:17:46.000000+00:00\", \"2021-04-12 19:54:39.000000+00:00\"], \"session_ids\": [\"71f4a98b-ca9d-4aed-b33b-a9c6687276a4\", \"439c8e0c-a2a8-4c90-a4a9-2de7d85962ff\", \"2b5ec997-e3bb-42c8-a7df-8aabb0441751\", \"1452363a-7b13-40bd-bd46-7f6d0232e946\"], \"total_duration\": 760.0, \"total_sessions\": 4, \"mean_week_duration\": 5.278}}, {\"40595\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-21 02:26:13.000000+00:00\", \"2020-02-24 20:17:41.000000+00:00\", \"2022-10-14 02:14:04.000000+00:00\", \"2019-12-07 17:47:36.000000+00:00\", \"2022-05-15 18:14:37.000000+00:00\", \"2019-10-06 22:46:29.000000+00:00\", \"2022-11-20 17:01:14.000000+00:00\", \"2022-06-28 23:11:32.000000+00:00\", \"2020-08-29 13:03:55.000000+00:00\"], \"session_ids\": [\"a16bef69-3144-478c-ae69-171c0a388053\", \"f3c579e8-3866-4ab1-9de5-b5fce563a6e8\", \"163dba70-35ac-4da2-b974-d846ca1d2f4d\", \"ec613dd2-1694-43e4-8954-54ca7b186ab7\", \"3e23dafb-b917-4a02-bac8-0de62d3e6495\", \"32774274-4323-44d9-9e08-8800b845d334\", \"0a900576-5e38-426e-b68e-20ca2cbd241b\", \"881a831f-b0b1-4e69-8a33-970a34ed7ad5\", \"79af10d2-b72b-4057-ae63-bfbe44ec7f09\"], \"total_duration\": 3679.0, \"total_sessions\": 9, \"mean_week_duration\": 22.571}}]\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[{\"37134\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-18 00:26:18.000000+00:00\", \"2020-04-19 06:54:56.000000+00:00\", \"2020-10-15 01:17:46.000000+00:00\", \"2021-04-12 19:54:39.000000+00:00\"], \"session_ids\": [\"71f4a98b-ca9d-4aed-b33b-a9c6687276a4\", \"439c8e0c-a2a8-4c90-a4a9-2de7d85962ff\", \"2b5ec997-e3bb-42c8-a7df-8aabb0441751\", \"1452363a-7b13-40bd-bd46-7f6d0232e946\"], \"total_duration\": 760.0, \"total_sessions\": 4, \"mean_week_duration\": 5.278}}, {\"40595\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-21 02:26:13.000000+00:00\", \"2020-02-24 20:17:41.000000+00:00\", \"2022-10-14 02:14:04.000000+00:00\", \"2019-12-07 17:47:36.000000+00:00\", \"2022-05-15 18:14:37.000000+00:00\", \"2019-10-06 22:46:29.000000+00:00\", \"2022-11-20 17:01:14.000000+00:00\", \"2022-06-28 23:11:32.000000+00:00\", \"2020-08-29 13:03:55.000000+00:00\"], \"session_ids\": [\"a16bef69-3144-478c-ae69-171c0a388053\", \"f3c579e8-3866-4ab1-9de5-b5fce563a6e8\", \"163dba70-35ac-4da2-b974-d846ca1d2f4d\", \"ec613dd2-1694-43e4-8954-54ca7b186ab7\", \"3e23dafb-b917-4a02-bac8-0de62d3e6495\", \"32774274-4323-44d9-9e08-8800b845d334\", \"0a900576-5e38-426e-b68e-20ca2cbd241b\", \"881a831f-b0b1-4e69-8a33-970a34ed7ad5\", \"79af10d2-b72b-4057-ae63-bfbe44ec7f09\"], \"total_duration\": 3679.0, \"total_sessions\": 9, \"mean_week_duration\": 22.571}}]\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": "Share insights on users whose median of duration of sessions per week is greater than 11 in addition apply sorting by total sessions from the largest value to the smallest value , and remain 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{\"31376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-15 14:18:11.000000+00:00\", \"2023-01-23 03:24:26.000000+00:00\"], \"session_ids\": [\"a4a1e715-caca-4437-a0c0-d460749730ed\", \"f9dba1ed-7956-4553-b94e-19dc4de9cafa\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"81372\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-08-21 06:17:49.000000+00:00\", \"2020-04-26 07:58:40.000000+00:00\"], \"session_ids\": [\"8a9307b8-89ff-4234-a840-73fa8a50e209\", \"b76b234d-a837-440f-bcfe-551e7a347ea5\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}, \"53299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-04-08 17:27:05.000000+00:00\", \"2022-07-23 12:31:33.000000+00:00\"], \"session_ids\": [\"d077d63e-f153-4ec2-beb4-7ed9939ac956\", \"3bc0902b-28c7-4460-9e14-ea3ec348b5a1\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.767}, \"44992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-15 13:05:21.000000+00:00\", \"2022-09-07 18:46:43.000000+00:00\", \"2022-08-02 06:57:46.000000+00:00\"], \"session_ids\": [\"377801bf-6867-403e-a547-7d6e264abe93\", \"ca427bcc-5eac-4464-bb17-5e2a51b5285a\", \"3a10da9b-5026-4c89-bb82-7729bc2c75f7\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.139}, \"24374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-03-26 08:43:57.000000+00:00\", \"2020-12-02 20:42:00.000000+00:00\"], \"session_ids\": [\"3720852d-5d6b-466b-aacf-be8b4559751f\", \"6172264b-43c8-434a-a96c-fa42b6f21873\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 3.438}, \"8042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-12 16:39:16.000000+00:00\", \"2022-12-16 17:46:54.000000+00:00\", \"2023-06-03 05:42:05.000000+00:00\"], \"session_ids\": [\"80696909-decc-4084-b654-0e3db583c12a\", \"8888b423-85ed-4863-a674-8d7bb4cd294f\", \"ab66bd3b-14f1-48fc-8788-4f5a41b55329\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 15.894}, \"6758\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-30 06:57:21.000000+00:00\", \"2021-06-18 17:07:11.000000+00:00\", \"2020-11-26 00:41:35.000000+00:00\"], \"session_ids\": [\"be6dac97-0402-4cb8-8ad5-2ed1f4bd8a80\", \"9a7ac695-be01-4562-8f19-a60a54f9c6c2\", \"94c1c434-e396-4170-ba8f-f6a59d11156e\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 2.3}, \"91670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 14:43:23.000000+00:00\", \"2022-09-18 02:24:29.000000+00:00\"], \"session_ids\": [\"779f5b4b-a8b7-4403-9fbc-e636366405a4\", \"2d32d1e9-8b70-4f08-852a-16fa2b87d01f\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 14.3}, \"34314\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-02-11 02:14:45.000000+00:00\", \"2019-11-09 22:55:21.000000+00:00\"], \"session_ids\": [\"254c3de6-6fa0-4156-a344-faa18135969a\", \"18184c98-f159-48a9-8550-21ac921c779b\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 8.357}, \"22267\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-09-17 04:13:57.000000+00:00\", \"2020-02-23 02:38:29.000000+00:00\"], \"session_ids\": [\"2ba12dd6-fe52-41b8-8dcf-f4001ae45838\", \"a455788a-549f-4fe9-a819-aa999cfa5616\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 5.4}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 11" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 30]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-12 16:39:16.000000+00:00\", \"2022-12-16 17:46:54.000000+00:00\", \"2023-06-03 05:42:05.000000+00:00\"], \"session_ids\": [\"80696909-decc-4084-b654-0e3db583c12a\", \"8888b423-85ed-4863-a674-8d7bb4cd294f\", \"ab66bd3b-14f1-48fc-8788-4f5a41b55329\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 15.894}, \"91670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 14:43:23.000000+00:00\", \"2022-09-18 02:24:29.000000+00:00\"], \"session_ids\": [\"779f5b4b-a8b7-4403-9fbc-e636366405a4\", \"2d32d1e9-8b70-4f08-852a-16fa2b87d01f\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 14.3}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"8042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-12 16:39:16.000000+00:00\", \"2022-12-16 17:46:54.000000+00:00\", \"2023-06-03 05:42:05.000000+00:00\"], \"session_ids\": [\"80696909-decc-4084-b654-0e3db583c12a\", \"8888b423-85ed-4863-a674-8d7bb4cd294f\", \"ab66bd3b-14f1-48fc-8788-4f5a41b55329\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 15.894}}, {\"91670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 14:43:23.000000+00:00\", \"2022-09-18 02:24:29.000000+00:00\"], \"session_ids\": [\"779f5b4b-a8b7-4403-9fbc-e636366405a4\", \"2d32d1e9-8b70-4f08-852a-16fa2b87d01f\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 14.3}}]\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[{\"8042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-12 16:39:16.000000+00:00\", \"2022-12-16 17:46:54.000000+00:00\", \"2023-06-03 05:42:05.000000+00:00\"], \"session_ids\": [\"80696909-decc-4084-b654-0e3db583c12a\", \"8888b423-85ed-4863-a674-8d7bb4cd294f\", \"ab66bd3b-14f1-48fc-8788-4f5a41b55329\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 15.894}}, {\"91670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 14:43:23.000000+00:00\", \"2022-09-18 02:24:29.000000+00:00\"], \"session_ids\": [\"779f5b4b-a8b7-4403-9fbc-e636366405a4\", \"2d32d1e9-8b70-4f08-852a-16fa2b87d01f\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 14.3}}]\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[{\"8042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-12 16:39:16.000000+00:00\", \"2022-12-16 17:46:54.000000+00:00\", \"2023-06-03 05:42:05.000000+00:00\"], \"session_ids\": [\"80696909-decc-4084-b654-0e3db583c12a\", \"8888b423-85ed-4863-a674-8d7bb4cd294f\", \"ab66bd3b-14f1-48fc-8788-4f5a41b55329\"], \"total_duration\": 747.0, \"total_sessions\": 3, \"mean_week_duration\": 15.894}}, {\"91670\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 14:43:23.000000+00:00\", \"2022-09-18 02:24:29.000000+00:00\"], \"session_ids\": [\"779f5b4b-a8b7-4403-9fbc-e636366405a4\", \"2d32d1e9-8b70-4f08-852a-16fa2b87d01f\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 14.3}}]\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": "Can you give me information regarding user whose overall total sessions is bigger than 10 and smaller than 2 (not including) and put to use sorting by median of duration of sessions per week in descending." } ]
[ { "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{\"53913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-12-30 01:28:51.000000+00:00\", \"2021-03-16 06:29:24.000000+00:00\", \"2019-01-01 19:51:35.000000+00:00\", \"2019-12-31 16:51:02.000000+00:00\"], \"session_ids\": [\"9d10201d-73c0-463c-a8c7-681916bb1a21\", \"d5af907f-1fdb-4047-97f8-5895c3f2fc8a\", \"05ddfd6e-25b8-4d41-9da6-7c4378ffd507\", \"d1da7c52-68bb-4937-a10a-01ce55ce7815\"], \"total_duration\": 1926.0, \"total_sessions\": 4, \"mean_week_duration\": 16.748}, \"62568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-11 03:36:28.000000+00:00\", \"2021-01-07 17:36:19.000000+00:00\"], \"session_ids\": [\"875cadbf-e9cf-4a73-94ac-4a68e6b52b10\", \"44929fbe-0845-419c-84ec-c478b18d951b\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"30793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-03-09 00:01:08.000000+00:00\", \"2019-02-21 12:05:11.000000+00:00\"], \"session_ids\": [\"335851f4-aecf-4669-bb45-24492519dae0\", \"38a19135-db32-45fe-b289-fe211e3b30cb\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 4.551}, \"54476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-05 14:35:49.000000+00:00\", \"2022-05-21 13:48:38.000000+00:00\"], \"session_ids\": [\"25e4728b-e33e-4afa-bedf-d631a26b8cf7\", \"9da13298-1a5c-4675-beaa-85eba1209a18\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.762}, \"25096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 16:44:03.000000+00:00\", \"2019-12-27 21:15:38.000000+00:00\", \"2019-03-19 08:57:49.000000+00:00\", \"2020-02-15 16:03:24.000000+00:00\", \"2019-07-02 04:55:34.000000+00:00\", \"2023-03-14 18:31:31.000000+00:00\", \"2020-04-28 03:57:32.000000+00:00\", \"2023-02-12 07:12:39.000000+00:00\", \"2022-10-26 22:17:07.000000+00:00\", \"2020-03-17 05:00:27.000000+00:00\"], \"session_ids\": [\"c6459837-6ecf-4b97-8dc9-b08403df4533\", \"ab7dda06-3f6b-437d-8bea-cfaabd769080\", \"327574ff-aea2-49a1-b542-4946f97f21fa\", \"df33fb9c-4661-453f-8020-63ff20015179\", \"c6dfe05a-2952-445c-b0eb-d2bd68d9adbf\", \"3e18eefe-4ff2-470d-9513-daf25dda08e0\", \"75513610-00fb-495c-8420-c5fe65f0b45e\", \"3a530f3e-0ad0-4e25-82b0-4c7445a83983\", \"26c023e3-cf23-4f30-abf3-807e19140431\", \"9fd64594-3df2-4b3b-84f9-98e6cb7f55d1\"], \"total_duration\": 20793.0, \"total_sessions\": 10, \"mean_week_duration\": 99.966}, \"46955\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-17 22:10:07.000000+00:00\", \"2019-06-01 17:52:24.000000+00:00\"], \"session_ids\": [\"593dfdb9-974c-4663-98e4-58b6c54adbfb\", \"733ae8d3-40c9-4854-bb80-6a64ea862e90\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.049}, \"28367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-14 16:58:03.000000+00:00\", \"2023-01-31 11:51:57.000000+00:00\"], \"session_ids\": [\"38d630df-d150-4915-8051-cba854bba39c\", \"cb1133e4-2df1-438e-98cc-ffc8e3306c12\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.04}, \"58463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-26 21:37:24.000000+00:00\", \"2019-08-01 14:38:28.000000+00:00\", \"2019-05-23 19:22:46.000000+00:00\", \"2021-11-06 07:08:24.000000+00:00\"], \"session_ids\": [\"81ad8f9b-9642-4468-98a6-1b065cc3f7cf\", \"45172185-efd3-439b-a84c-f5bdc73aaeca\", \"066700de-8f96-45a8-95fb-850928d539b4\", \"d613e972-5b7c-4886-b2ff-2658e5fbfb33\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.395}, \"56617\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-03-27 10:01:26.000000+00:00\", \"2020-09-12 02:49:33.000000+00:00\", \"2021-06-08 09:38:15.000000+00:00\"], \"session_ids\": [\"50074f24-509e-4259-9906-103fb32a81ed\", \"23da9c53-9502-49d1-a10c-1f36f17135c9\", \"0f726382-e2fc-4fd2-ae9b-3280c5a21e6f\"], \"total_duration\": 907.0, \"total_sessions\": 3, \"mean_week_duration\": 23.256}, \"15899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 15:34:56.000000+00:00\", \"2021-03-29 11:11:45.000000+00:00\", \"2020-09-11 05:52:26.000000+00:00\", \"2023-05-22 11:03:29.000000+00:00\", \"2020-02-21 00:39:46.000000+00:00\"], \"session_ids\": [\"f13f85f9-15f5-4456-95e0-5adf467b2594\", \"d2e341bc-7b88-45e8-825a-dda17cecf6e4\", \"df4c8132-01d8-4680-8197-d7882c624ee8\", \"a75879d2-5129-46a8-af0f-042e252d5575\", \"b0cd122a-c65f-4318-a207-ea5cd17ca912\"], \"total_duration\": 54.0, \"total_sessions\": 5, \"mean_week_duration\": 0.295}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2 and are equal or greater 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{\"25096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 16:44:03.000000+00:00\", \"2019-12-27 21:15:38.000000+00:00\", \"2019-03-19 08:57:49.000000+00:00\", \"2020-02-15 16:03:24.000000+00:00\", \"2019-07-02 04:55:34.000000+00:00\", \"2023-03-14 18:31:31.000000+00:00\", \"2020-04-28 03:57:32.000000+00:00\", \"2023-02-12 07:12:39.000000+00:00\", \"2022-10-26 22:17:07.000000+00:00\", \"2020-03-17 05:00:27.000000+00:00\"], \"session_ids\": [\"c6459837-6ecf-4b97-8dc9-b08403df4533\", \"ab7dda06-3f6b-437d-8bea-cfaabd769080\", \"327574ff-aea2-49a1-b542-4946f97f21fa\", \"df33fb9c-4661-453f-8020-63ff20015179\", \"c6dfe05a-2952-445c-b0eb-d2bd68d9adbf\", \"3e18eefe-4ff2-470d-9513-daf25dda08e0\", \"75513610-00fb-495c-8420-c5fe65f0b45e\", \"3a530f3e-0ad0-4e25-82b0-4c7445a83983\", \"26c023e3-cf23-4f30-abf3-807e19140431\", \"9fd64594-3df2-4b3b-84f9-98e6cb7f55d1\"], \"total_duration\": 20793.0, \"total_sessions\": 10, \"mean_week_duration\": 99.966}}\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[{\"25096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 16:44:03.000000+00:00\", \"2019-12-27 21:15:38.000000+00:00\", \"2019-03-19 08:57:49.000000+00:00\", \"2020-02-15 16:03:24.000000+00:00\", \"2019-07-02 04:55:34.000000+00:00\", \"2023-03-14 18:31:31.000000+00:00\", \"2020-04-28 03:57:32.000000+00:00\", \"2023-02-12 07:12:39.000000+00:00\", \"2022-10-26 22:17:07.000000+00:00\", \"2020-03-17 05:00:27.000000+00:00\"], \"session_ids\": [\"c6459837-6ecf-4b97-8dc9-b08403df4533\", \"ab7dda06-3f6b-437d-8bea-cfaabd769080\", \"327574ff-aea2-49a1-b542-4946f97f21fa\", \"df33fb9c-4661-453f-8020-63ff20015179\", \"c6dfe05a-2952-445c-b0eb-d2bd68d9adbf\", \"3e18eefe-4ff2-470d-9513-daf25dda08e0\", \"75513610-00fb-495c-8420-c5fe65f0b45e\", \"3a530f3e-0ad0-4e25-82b0-4c7445a83983\", \"26c023e3-cf23-4f30-abf3-807e19140431\", \"9fd64594-3df2-4b3b-84f9-98e6cb7f55d1\"], \"total_duration\": 20793.0, \"total_sessions\": 10, \"mean_week_duration\": 99.966}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude 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[{\"25096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 16:44:03.000000+00:00\", \"2019-12-27 21:15:38.000000+00:00\", \"2019-03-19 08:57:49.000000+00:00\", \"2020-02-15 16:03:24.000000+00:00\", \"2019-07-02 04:55:34.000000+00:00\", \"2023-03-14 18:31:31.000000+00:00\", \"2020-04-28 03:57:32.000000+00:00\", \"2023-02-12 07:12:39.000000+00:00\", \"2022-10-26 22:17:07.000000+00:00\", \"2020-03-17 05:00:27.000000+00:00\"], \"session_ids\": [\"c6459837-6ecf-4b97-8dc9-b08403df4533\", \"ab7dda06-3f6b-437d-8bea-cfaabd769080\", \"327574ff-aea2-49a1-b542-4946f97f21fa\", \"df33fb9c-4661-453f-8020-63ff20015179\", \"c6dfe05a-2952-445c-b0eb-d2bd68d9adbf\", \"3e18eefe-4ff2-470d-9513-daf25dda08e0\", \"75513610-00fb-495c-8420-c5fe65f0b45e\", \"3a530f3e-0ad0-4e25-82b0-4c7445a83983\", \"26c023e3-cf23-4f30-abf3-807e19140431\", \"9fd64594-3df2-4b3b-84f9-98e6cb7f55d1\"], \"total_duration\": 20793.0, \"total_sessions\": 10, \"mean_week_duration\": 99.966}}]\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[{\"25096\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 16:44:03.000000+00:00\", \"2019-12-27 21:15:38.000000+00:00\", \"2019-03-19 08:57:49.000000+00:00\", \"2020-02-15 16:03:24.000000+00:00\", \"2019-07-02 04:55:34.000000+00:00\", \"2023-03-14 18:31:31.000000+00:00\", \"2020-04-28 03:57:32.000000+00:00\", \"2023-02-12 07:12:39.000000+00:00\", \"2022-10-26 22:17:07.000000+00:00\", \"2020-03-17 05:00:27.000000+00:00\"], \"session_ids\": [\"c6459837-6ecf-4b97-8dc9-b08403df4533\", \"ab7dda06-3f6b-437d-8bea-cfaabd769080\", \"327574ff-aea2-49a1-b542-4946f97f21fa\", \"df33fb9c-4661-453f-8020-63ff20015179\", \"c6dfe05a-2952-445c-b0eb-d2bd68d9adbf\", \"3e18eefe-4ff2-470d-9513-daf25dda08e0\", \"75513610-00fb-495c-8420-c5fe65f0b45e\", \"3a530f3e-0ad0-4e25-82b0-4c7445a83983\", \"26c023e3-cf23-4f30-abf3-807e19140431\", \"9fd64594-3df2-4b3b-84f9-98e6cb7f55d1\"], \"total_duration\": 20793.0, \"total_sessions\": 10, \"mean_week_duration\": 99.966}}]\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 2 users with a overall total duration that is above 1054, exclusive 1054 plus apply sorting by average week duration 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{\"68044\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-01-07 06:58:09.000000+00:00\", \"2021-01-12 23:42:24.000000+00:00\"], \"session_ids\": [\"2e26ecd4-aa62-448e-8924-7db993c344ff\", \"af92a3d4-8953-4b87-8a04-f52b5be7467b\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 2.231}, \"43477\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-01 12:51:41.000000+00:00\", \"2021-01-20 06:59:08.000000+00:00\"], \"session_ids\": [\"557d10dd-77e0-415b-b8d4-6e84649ff1ea\", \"a2fce870-6ba2-48cb-b4de-25beb8ad1095\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 3.697}, \"12384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-15 10:38:55.000000+00:00\", \"2021-12-11 07:36:17.000000+00:00\", \"2021-03-04 19:09:18.000000+00:00\"], \"session_ids\": [\"94497645-4076-4303-861d-4d1ca7f211b8\", \"27c7341e-b74c-49ce-93d9-56d221326a11\", \"12d640a0-a0f8-47a2-865d-6c2da06831b4\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 8.947}, \"8823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-11-27 06:31:59.000000+00:00\", \"2020-09-20 06:12:31.000000+00:00\"], \"session_ids\": [\"df80adaf-e634-4698-be57-520d2ce953ea\", \"629a7e03-b4b2-47f1-b5f0-3af4b6610973\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 8.674}, \"18814\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-02 17:20:58.000000+00:00\", \"2019-12-29 12:51:10.000000+00:00\"], \"session_ids\": [\"2b1adcb8-49ad-4650-b88a-b12ff8c4925e\", \"bcfbc8a0-0363-40f8-8bc4-b506a5040ac5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.42}, \"48890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-25 20:33:21.000000+00:00\", \"2021-02-18 14:47:46.000000+00:00\", \"2021-05-18 06:47:09.000000+00:00\", \"2022-09-11 09:48:11.000000+00:00\", \"2020-07-20 11:28:45.000000+00:00\"], \"session_ids\": [\"8f2317fb-bff9-48de-a317-b2531647daf6\", \"215aea16-5b41-4bda-b3bf-fcc5881090a4\", \"a5db1481-da61-4d71-be67-d926be1a3474\", \"db1cacb6-475f-4557-9706-646b2aab876b\", \"b8e5a08f-0956-4d31-ba09-3cb7860d7184\"], \"total_duration\": 1149.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}, \"51066\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-04 21:03:38.000000+00:00\", \"2019-03-04 12:59:51.000000+00:00\"], \"session_ids\": [\"f62779ab-d1ed-45f3-94ff-78d0795528fc\", \"f47b02c4-e76a-41a7-9343-ac26d8603624\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 9.833}, \"88748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-29 08:53:55.000000+00:00\", \"2022-01-31 21:46:55.000000+00:00\", \"2019-03-31 09:15:03.000000+00:00\"], \"session_ids\": [\"5ac78f8b-332d-4a8e-9fa6-54281b11c6cb\", \"53ed2e51-4c29-4061-bd6d-b743b3db2fc6\", \"a77dc79a-8450-48cf-bad3-b05584564e2a\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.43}, \"26058\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-22 15:50:21.000000+00:00\", \"2021-08-19 06:40:59.000000+00:00\"], \"session_ids\": [\"fc8be7a8-f3c1-415d-9697-d5cc55bdd679\", \"07edca43-5bd6-45fc-8f15-4be24dde422b\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 10.829}, \"93424\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-27 02:43:11.000000+00:00\", \"2021-12-03 22:13:28.000000+00:00\", \"2019-09-11 19:08:41.000000+00:00\"], \"session_ids\": [\"53f61600-cc51-42d9-bfaa-306ce068a528\", \"a22580f4-d14f-4ac6-941c-b8c2cdcff480\", \"3bff7c7c-1822-405e-9b98-bd85ec435e5e\"], \"total_duration\": 261.0, \"total_sessions\": 3, \"mean_week_duration\": 1.74}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1054" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1054, 4872]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-25 20:33:21.000000+00:00\", \"2021-02-18 14:47:46.000000+00:00\", \"2021-05-18 06:47:09.000000+00:00\", \"2022-09-11 09:48:11.000000+00:00\", \"2020-07-20 11:28:45.000000+00:00\"], \"session_ids\": [\"8f2317fb-bff9-48de-a317-b2531647daf6\", \"215aea16-5b41-4bda-b3bf-fcc5881090a4\", \"a5db1481-da61-4d71-be67-d926be1a3474\", \"db1cacb6-475f-4557-9706-646b2aab876b\", \"b8e5a08f-0956-4d31-ba09-3cb7860d7184\"], \"total_duration\": 1149.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "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[{\"48890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-25 20:33:21.000000+00:00\", \"2021-02-18 14:47:46.000000+00:00\", \"2021-05-18 06:47:09.000000+00:00\", \"2022-09-11 09:48:11.000000+00:00\", \"2020-07-20 11:28:45.000000+00:00\"], \"session_ids\": [\"8f2317fb-bff9-48de-a317-b2531647daf6\", \"215aea16-5b41-4bda-b3bf-fcc5881090a4\", \"a5db1481-da61-4d71-be67-d926be1a3474\", \"db1cacb6-475f-4557-9706-646b2aab876b\", \"b8e5a08f-0956-4d31-ba09-3cb7860d7184\"], \"total_duration\": 1149.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}}]\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[{\"48890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-25 20:33:21.000000+00:00\", \"2021-02-18 14:47:46.000000+00:00\", \"2021-05-18 06:47:09.000000+00:00\", \"2022-09-11 09:48:11.000000+00:00\", \"2020-07-20 11:28:45.000000+00:00\"], \"session_ids\": [\"8f2317fb-bff9-48de-a317-b2531647daf6\", \"215aea16-5b41-4bda-b3bf-fcc5881090a4\", \"a5db1481-da61-4d71-be67-d926be1a3474\", \"db1cacb6-475f-4557-9706-646b2aab876b\", \"b8e5a08f-0956-4d31-ba09-3cb7860d7184\"], \"total_duration\": 1149.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}}]\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[{\"48890\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-25 20:33:21.000000+00:00\", \"2021-02-18 14:47:46.000000+00:00\", \"2021-05-18 06:47:09.000000+00:00\", \"2022-09-11 09:48:11.000000+00:00\", \"2020-07-20 11:28:45.000000+00:00\"], \"session_ids\": [\"8f2317fb-bff9-48de-a317-b2531647daf6\", \"215aea16-5b41-4bda-b3bf-fcc5881090a4\", \"a5db1481-da61-4d71-be67-d926be1a3474\", \"db1cacb6-475f-4557-9706-646b2aab876b\", \"b8e5a08f-0956-4d31-ba09-3cb7860d7184\"], \"total_duration\": 1149.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}}]\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 7 users whose duration of sessions per week is greater than 37 and less than 18 + do sorting by town title form the lowest value to the highest value." } ]
[ { "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{\"6679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-18 12:18:21.000000+00:00\", \"2020-11-16 22:27:16.000000+00:00\"], \"session_ids\": [\"767f7c06-76dd-489b-8f6a-70ba99b9c57d\", \"3bc3d62b-f7fb-45aa-bcc2-e59353bf152c\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.31}, \"92208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-01-20 06:32:20.000000+00:00\", \"2022-12-14 16:01:54.000000+00:00\", \"2020-04-09 12:58:50.000000+00:00\"], \"session_ids\": [\"87118bf3-900c-442b-a621-fe331e5010b5\", \"f2ee8168-b3ee-44a2-bff8-62c84728557f\", \"cc563b2d-00d5-4779-a23a-1764a915e2f4\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.103}, \"96833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-09 03:07:01.000000+00:00\", \"2021-02-24 12:13:50.000000+00:00\", \"2023-03-07 07:19:22.000000+00:00\", \"2019-04-03 23:09:03.000000+00:00\", \"2021-06-02 22:16:03.000000+00:00\", \"2022-11-23 01:07:00.000000+00:00\"], \"session_ids\": [\"a1d0ba76-ef8f-498b-ab56-b28f802c67ec\", \"1d5b68df-8972-4721-8db7-231767d0efa8\", \"e9e5010b-dec3-4f2c-8fb7-760f12b2ef38\", \"0c5cbd2d-89f0-4cd9-8511-d62b459b068f\", \"73bff785-8c41-4a96-af63-e8a798146db1\", \"c099604b-31b1-4c6c-a364-68a76220b7a1\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.459}, \"41897\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-11-08 14:11:02.000000+00:00\", \"2022-02-24 20:53:38.000000+00:00\", \"2020-07-07 03:29:03.000000+00:00\", \"2020-02-29 18:27:16.000000+00:00\", \"2021-10-22 09:55:10.000000+00:00\", \"2019-08-29 09:10:25.000000+00:00\"], \"session_ids\": [\"f63fb8aa-0dfb-4d0e-a2bd-662862cded5a\", \"1b139e4e-afce-41b3-a208-d38896a565b0\", \"62e01654-5089-40bd-8e10-c00a2453c9a0\", \"d123bd8c-7c20-40b0-b509-f3e8c9e77286\", \"87035552-6fd3-4c5b-889c-3cbace817f34\", \"79a750c6-0326-4339-96ef-5011e0535a50\"], \"total_duration\": 4780.0, \"total_sessions\": 6, \"mean_week_duration\": 36.769}, \"38625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-12 22:44:29.000000+00:00\", \"2019-04-17 17:02:02.000000+00:00\"], \"session_ids\": [\"fa131279-74e6-4b0c-b2fb-f6cd79c88c3f\", \"e71c3540-861a-4539-b5b1-eb7102e4be82\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"42623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-23 04:55:12.000000+00:00\", \"2022-02-16 03:59:17.000000+00:00\", \"2020-07-09 08:40:51.000000+00:00\", \"2022-03-19 11:52:53.000000+00:00\", \"2022-09-01 21:05:29.000000+00:00\", \"2019-02-04 23:00:12.000000+00:00\"], \"session_ids\": [\"a9edcda4-1abd-43a8-ab39-37e8dc1c2bab\", \"c88b2312-019c-45bf-9dac-3cd0d3ac3299\", \"bb16ed43-bb0c-459c-9c02-085d83657482\", \"16512f71-b6f6-449a-9b96-9c0735d63368\", \"b9a92e05-d5d5-45ae-83ec-34c31debdb1f\", \"09797447-d2c2-4b3c-b1e2-103cc38ec69d\"], \"total_duration\": 1777.0, \"total_sessions\": 6, \"mean_week_duration\": 9.503}, \"18117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-08 07:52:32.000000+00:00\", \"2022-10-04 06:15:48.000000+00:00\", \"2022-10-14 02:45:34.000000+00:00\", \"2020-01-20 12:13:09.000000+00:00\"], \"session_ids\": [\"2641cae3-343a-4d1c-9110-13c21f738432\", \"bfda33f3-ccee-42aa-8b58-bd975c93ab4f\", \"da2ffc42-4a4e-49d7-85e1-5048de7073dd\", \"e3aafec8-5828-4170-a0f6-6af20b5db75d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}, \"53468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-18 05:57:46.000000+00:00\", \"2020-10-14 06:10:14.000000+00:00\"], \"session_ids\": [\"be7e8954-fd8d-446e-87a9-f3a0d9e67795\", \"3ad6f22e-0d07-46d6-b02e-592456b0e9dc\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 0.832}, \"43145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-23 03:20:24.000000+00:00\", \"2019-12-29 06:41:10.000000+00:00\"], \"session_ids\": [\"28d2616d-db61-409e-9ede-85dfdfa5e96a\", \"dcef66ad-ecf1-46e5-a646-295e5fb06c27\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.292}, \"94273\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-21 19:49:46.000000+00:00\", \"2021-06-15 00:07:17.000000+00:00\", \"2020-09-14 19:21:50.000000+00:00\"], \"session_ids\": [\"c70e6c97-62c4-4969-89fb-d8badb8a6eae\", \"82388a7d-b9c6-45f5-9b82-f807868bfd11\", \"201c62c7-edde-4a6c-8e48-bed107e7f980\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.797}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 18 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\": [[18, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-18 12:18:21.000000+00:00\", \"2020-11-16 22:27:16.000000+00:00\"], \"session_ids\": [\"767f7c06-76dd-489b-8f6a-70ba99b9c57d\", \"3bc3d62b-f7fb-45aa-bcc2-e59353bf152c\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.31}, \"92208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-01-20 06:32:20.000000+00:00\", \"2022-12-14 16:01:54.000000+00:00\", \"2020-04-09 12:58:50.000000+00:00\"], \"session_ids\": [\"87118bf3-900c-442b-a621-fe331e5010b5\", \"f2ee8168-b3ee-44a2-bff8-62c84728557f\", \"cc563b2d-00d5-4779-a23a-1764a915e2f4\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.103}, \"96833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-09 03:07:01.000000+00:00\", \"2021-02-24 12:13:50.000000+00:00\", \"2023-03-07 07:19:22.000000+00:00\", \"2019-04-03 23:09:03.000000+00:00\", \"2021-06-02 22:16:03.000000+00:00\", \"2022-11-23 01:07:00.000000+00:00\"], \"session_ids\": [\"a1d0ba76-ef8f-498b-ab56-b28f802c67ec\", \"1d5b68df-8972-4721-8db7-231767d0efa8\", \"e9e5010b-dec3-4f2c-8fb7-760f12b2ef38\", \"0c5cbd2d-89f0-4cd9-8511-d62b459b068f\", \"73bff785-8c41-4a96-af63-e8a798146db1\", \"c099604b-31b1-4c6c-a364-68a76220b7a1\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.459}, \"38625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-12 22:44:29.000000+00:00\", \"2019-04-17 17:02:02.000000+00:00\"], \"session_ids\": [\"fa131279-74e6-4b0c-b2fb-f6cd79c88c3f\", \"e71c3540-861a-4539-b5b1-eb7102e4be82\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"42623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-23 04:55:12.000000+00:00\", \"2022-02-16 03:59:17.000000+00:00\", \"2020-07-09 08:40:51.000000+00:00\", \"2022-03-19 11:52:53.000000+00:00\", \"2022-09-01 21:05:29.000000+00:00\", \"2019-02-04 23:00:12.000000+00:00\"], \"session_ids\": [\"a9edcda4-1abd-43a8-ab39-37e8dc1c2bab\", \"c88b2312-019c-45bf-9dac-3cd0d3ac3299\", \"bb16ed43-bb0c-459c-9c02-085d83657482\", \"16512f71-b6f6-449a-9b96-9c0735d63368\", \"b9a92e05-d5d5-45ae-83ec-34c31debdb1f\", \"09797447-d2c2-4b3c-b1e2-103cc38ec69d\"], \"total_duration\": 1777.0, \"total_sessions\": 6, \"mean_week_duration\": 9.503}, \"18117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-08 07:52:32.000000+00:00\", \"2022-10-04 06:15:48.000000+00:00\", \"2022-10-14 02:45:34.000000+00:00\", \"2020-01-20 12:13:09.000000+00:00\"], \"session_ids\": [\"2641cae3-343a-4d1c-9110-13c21f738432\", \"bfda33f3-ccee-42aa-8b58-bd975c93ab4f\", \"da2ffc42-4a4e-49d7-85e1-5048de7073dd\", \"e3aafec8-5828-4170-a0f6-6af20b5db75d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}, \"53468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-18 05:57:46.000000+00:00\", \"2020-10-14 06:10:14.000000+00:00\"], \"session_ids\": [\"be7e8954-fd8d-446e-87a9-f3a0d9e67795\", \"3ad6f22e-0d07-46d6-b02e-592456b0e9dc\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 0.832}, \"43145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-23 03:20:24.000000+00:00\", \"2019-12-29 06:41:10.000000+00:00\"], \"session_ids\": [\"28d2616d-db61-409e-9ede-85dfdfa5e96a\", \"dcef66ad-ecf1-46e5-a646-295e5fb06c27\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.292}, \"94273\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-21 19:49:46.000000+00:00\", \"2021-06-15 00:07:17.000000+00:00\", \"2020-09-14 19:21:50.000000+00:00\"], \"session_ids\": [\"c70e6c97-62c4-4969-89fb-d8badb8a6eae\", \"82388a7d-b9c6-45f5-9b82-f807868bfd11\", \"201c62c7-edde-4a6c-8e48-bed107e7f980\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.797}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-09 03:07:01.000000+00:00\", \"2021-02-24 12:13:50.000000+00:00\", \"2023-03-07 07:19:22.000000+00:00\", \"2019-04-03 23:09:03.000000+00:00\", \"2021-06-02 22:16:03.000000+00:00\", \"2022-11-23 01:07:00.000000+00:00\"], \"session_ids\": [\"a1d0ba76-ef8f-498b-ab56-b28f802c67ec\", \"1d5b68df-8972-4721-8db7-231767d0efa8\", \"e9e5010b-dec3-4f2c-8fb7-760f12b2ef38\", \"0c5cbd2d-89f0-4cd9-8511-d62b459b068f\", \"73bff785-8c41-4a96-af63-e8a798146db1\", \"c099604b-31b1-4c6c-a364-68a76220b7a1\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.459}}, {\"6679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-18 12:18:21.000000+00:00\", \"2020-11-16 22:27:16.000000+00:00\"], \"session_ids\": [\"767f7c06-76dd-489b-8f6a-70ba99b9c57d\", \"3bc3d62b-f7fb-45aa-bcc2-e59353bf152c\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.31}}, {\"38625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-12 22:44:29.000000+00:00\", \"2019-04-17 17:02:02.000000+00:00\"], \"session_ids\": [\"fa131279-74e6-4b0c-b2fb-f6cd79c88c3f\", \"e71c3540-861a-4539-b5b1-eb7102e4be82\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"43145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-23 03:20:24.000000+00:00\", \"2019-12-29 06:41:10.000000+00:00\"], \"session_ids\": [\"28d2616d-db61-409e-9ede-85dfdfa5e96a\", \"dcef66ad-ecf1-46e5-a646-295e5fb06c27\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.292}}, {\"18117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-08 07:52:32.000000+00:00\", \"2022-10-04 06:15:48.000000+00:00\", \"2022-10-14 02:45:34.000000+00:00\", \"2020-01-20 12:13:09.000000+00:00\"], \"session_ids\": [\"2641cae3-343a-4d1c-9110-13c21f738432\", \"bfda33f3-ccee-42aa-8b58-bd975c93ab4f\", \"da2ffc42-4a4e-49d7-85e1-5048de7073dd\", \"e3aafec8-5828-4170-a0f6-6af20b5db75d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}}, {\"94273\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-21 19:49:46.000000+00:00\", \"2021-06-15 00:07:17.000000+00:00\", \"2020-09-14 19:21:50.000000+00:00\"], \"session_ids\": [\"c70e6c97-62c4-4969-89fb-d8badb8a6eae\", \"82388a7d-b9c6-45f5-9b82-f807868bfd11\", \"201c62c7-edde-4a6c-8e48-bed107e7f980\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.797}}, {\"42623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-23 04:55:12.000000+00:00\", \"2022-02-16 03:59:17.000000+00:00\", \"2020-07-09 08:40:51.000000+00:00\", \"2022-03-19 11:52:53.000000+00:00\", \"2022-09-01 21:05:29.000000+00:00\", \"2019-02-04 23:00:12.000000+00:00\"], \"session_ids\": [\"a9edcda4-1abd-43a8-ab39-37e8dc1c2bab\", \"c88b2312-019c-45bf-9dac-3cd0d3ac3299\", \"bb16ed43-bb0c-459c-9c02-085d83657482\", \"16512f71-b6f6-449a-9b96-9c0735d63368\", \"b9a92e05-d5d5-45ae-83ec-34c31debdb1f\", \"09797447-d2c2-4b3c-b1e2-103cc38ec69d\"], \"total_duration\": 1777.0, \"total_sessions\": 6, \"mean_week_duration\": 9.503}}, {\"53468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-18 05:57:46.000000+00:00\", \"2020-10-14 06:10:14.000000+00:00\"], \"session_ids\": [\"be7e8954-fd8d-446e-87a9-f3a0d9e67795\", \"3ad6f22e-0d07-46d6-b02e-592456b0e9dc\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 0.832}}, {\"92208\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-01-20 06:32:20.000000+00:00\", \"2022-12-14 16:01:54.000000+00:00\", \"2020-04-09 12:58:50.000000+00:00\"], \"session_ids\": [\"87118bf3-900c-442b-a621-fe331e5010b5\", \"f2ee8168-b3ee-44a2-bff8-62c84728557f\", \"cc563b2d-00d5-4779-a23a-1764a915e2f4\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.103}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove 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[{\"96833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-09 03:07:01.000000+00:00\", \"2021-02-24 12:13:50.000000+00:00\", \"2023-03-07 07:19:22.000000+00:00\", \"2019-04-03 23:09:03.000000+00:00\", \"2021-06-02 22:16:03.000000+00:00\", \"2022-11-23 01:07:00.000000+00:00\"], \"session_ids\": [\"a1d0ba76-ef8f-498b-ab56-b28f802c67ec\", \"1d5b68df-8972-4721-8db7-231767d0efa8\", \"e9e5010b-dec3-4f2c-8fb7-760f12b2ef38\", \"0c5cbd2d-89f0-4cd9-8511-d62b459b068f\", \"73bff785-8c41-4a96-af63-e8a798146db1\", \"c099604b-31b1-4c6c-a364-68a76220b7a1\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.459}}, {\"6679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-18 12:18:21.000000+00:00\", \"2020-11-16 22:27:16.000000+00:00\"], \"session_ids\": [\"767f7c06-76dd-489b-8f6a-70ba99b9c57d\", \"3bc3d62b-f7fb-45aa-bcc2-e59353bf152c\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.31}}, {\"38625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-12 22:44:29.000000+00:00\", \"2019-04-17 17:02:02.000000+00:00\"], \"session_ids\": [\"fa131279-74e6-4b0c-b2fb-f6cd79c88c3f\", \"e71c3540-861a-4539-b5b1-eb7102e4be82\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"43145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-23 03:20:24.000000+00:00\", \"2019-12-29 06:41:10.000000+00:00\"], \"session_ids\": [\"28d2616d-db61-409e-9ede-85dfdfa5e96a\", \"dcef66ad-ecf1-46e5-a646-295e5fb06c27\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.292}}, {\"18117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-08 07:52:32.000000+00:00\", \"2022-10-04 06:15:48.000000+00:00\", \"2022-10-14 02:45:34.000000+00:00\", \"2020-01-20 12:13:09.000000+00:00\"], \"session_ids\": [\"2641cae3-343a-4d1c-9110-13c21f738432\", \"bfda33f3-ccee-42aa-8b58-bd975c93ab4f\", \"da2ffc42-4a4e-49d7-85e1-5048de7073dd\", \"e3aafec8-5828-4170-a0f6-6af20b5db75d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}}, {\"94273\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-21 19:49:46.000000+00:00\", \"2021-06-15 00:07:17.000000+00:00\", \"2020-09-14 19:21:50.000000+00:00\"], \"session_ids\": [\"c70e6c97-62c4-4969-89fb-d8badb8a6eae\", \"82388a7d-b9c6-45f5-9b82-f807868bfd11\", \"201c62c7-edde-4a6c-8e48-bed107e7f980\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.797}}, {\"42623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-23 04:55:12.000000+00:00\", \"2022-02-16 03:59:17.000000+00:00\", \"2020-07-09 08:40:51.000000+00:00\", \"2022-03-19 11:52:53.000000+00:00\", \"2022-09-01 21:05:29.000000+00:00\", \"2019-02-04 23:00:12.000000+00:00\"], \"session_ids\": [\"a9edcda4-1abd-43a8-ab39-37e8dc1c2bab\", \"c88b2312-019c-45bf-9dac-3cd0d3ac3299\", \"bb16ed43-bb0c-459c-9c02-085d83657482\", \"16512f71-b6f6-449a-9b96-9c0735d63368\", \"b9a92e05-d5d5-45ae-83ec-34c31debdb1f\", \"09797447-d2c2-4b3c-b1e2-103cc38ec69d\"], \"total_duration\": 1777.0, \"total_sessions\": 6, \"mean_week_duration\": 9.503}}]\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[{\"96833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-09 03:07:01.000000+00:00\", \"2021-02-24 12:13:50.000000+00:00\", \"2023-03-07 07:19:22.000000+00:00\", \"2019-04-03 23:09:03.000000+00:00\", \"2021-06-02 22:16:03.000000+00:00\", \"2022-11-23 01:07:00.000000+00:00\"], \"session_ids\": [\"a1d0ba76-ef8f-498b-ab56-b28f802c67ec\", \"1d5b68df-8972-4721-8db7-231767d0efa8\", \"e9e5010b-dec3-4f2c-8fb7-760f12b2ef38\", \"0c5cbd2d-89f0-4cd9-8511-d62b459b068f\", \"73bff785-8c41-4a96-af63-e8a798146db1\", \"c099604b-31b1-4c6c-a364-68a76220b7a1\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.459}}, {\"6679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-18 12:18:21.000000+00:00\", \"2020-11-16 22:27:16.000000+00:00\"], \"session_ids\": [\"767f7c06-76dd-489b-8f6a-70ba99b9c57d\", \"3bc3d62b-f7fb-45aa-bcc2-e59353bf152c\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 5.31}}, {\"38625\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-12 22:44:29.000000+00:00\", \"2019-04-17 17:02:02.000000+00:00\"], \"session_ids\": [\"fa131279-74e6-4b0c-b2fb-f6cd79c88c3f\", \"e71c3540-861a-4539-b5b1-eb7102e4be82\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"43145\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-23 03:20:24.000000+00:00\", \"2019-12-29 06:41:10.000000+00:00\"], \"session_ids\": [\"28d2616d-db61-409e-9ede-85dfdfa5e96a\", \"dcef66ad-ecf1-46e5-a646-295e5fb06c27\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 2.292}}, {\"18117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-08 07:52:32.000000+00:00\", \"2022-10-04 06:15:48.000000+00:00\", \"2022-10-14 02:45:34.000000+00:00\", \"2020-01-20 12:13:09.000000+00:00\"], \"session_ids\": [\"2641cae3-343a-4d1c-9110-13c21f738432\", \"bfda33f3-ccee-42aa-8b58-bd975c93ab4f\", \"da2ffc42-4a4e-49d7-85e1-5048de7073dd\", \"e3aafec8-5828-4170-a0f6-6af20b5db75d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 1.084}}, {\"94273\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-02-21 19:49:46.000000+00:00\", \"2021-06-15 00:07:17.000000+00:00\", \"2020-09-14 19:21:50.000000+00:00\"], \"session_ids\": [\"c70e6c97-62c4-4969-89fb-d8badb8a6eae\", \"82388a7d-b9c6-45f5-9b82-f807868bfd11\", \"201c62c7-edde-4a6c-8e48-bed107e7f980\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.797}}, {\"42623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-23 04:55:12.000000+00:00\", \"2022-02-16 03:59:17.000000+00:00\", \"2020-07-09 08:40:51.000000+00:00\", \"2022-03-19 11:52:53.000000+00:00\", \"2022-09-01 21:05:29.000000+00:00\", \"2019-02-04 23:00:12.000000+00:00\"], \"session_ids\": [\"a9edcda4-1abd-43a8-ab39-37e8dc1c2bab\", \"c88b2312-019c-45bf-9dac-3cd0d3ac3299\", \"bb16ed43-bb0c-459c-9c02-085d83657482\", \"16512f71-b6f6-449a-9b96-9c0735d63368\", \"b9a92e05-d5d5-45ae-83ec-34c31debdb1f\", \"09797447-d2c2-4b3c-b1e2-103cc38ec69d\"], \"total_duration\": 1777.0, \"total_sessions\": 6, \"mean_week_duration\": 9.503}}]\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 4 users who aren't residents of cities Budapest, Paris, Caracas as well as apply sorting by city naming in descending order , show 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{\"55739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-22 07:28:17.000000+00:00\", \"2020-07-17 08:06:52.000000+00:00\"], \"session_ids\": [\"2e674b94-ecd7-49e6-8534-d2111a3954f4\", \"9a9e2098-8b59-4f1f-ba13-1c5a1af01e1c\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}, \"71330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 03:35:13.000000+00:00\", \"2021-12-12 10:40:13.000000+00:00\", \"2019-01-27 16:27:07.000000+00:00\", \"2023-01-15 09:10:29.000000+00:00\", \"2019-04-27 13:02:54.000000+00:00\", \"2023-06-27 05:50:22.000000+00:00\", \"2020-07-11 14:00:06.000000+00:00\"], \"session_ids\": [\"0469d6b9-f049-4505-884f-0282473fa81f\", \"f3a0d9cf-bfca-4762-b6d7-0a529d078367\", \"d8840687-b2c3-46d1-9557-d2a15cdbf393\", \"9d6923e7-78ef-4dd2-9005-6d459da977d8\", \"998d09bb-c4fe-4716-a92d-f02b937ebaba\", \"3ae79eb5-d937-4dd7-a7fa-c023cb136d79\", \"09138945-7147-4c04-bad4-7ffd09701a2b\"], \"total_duration\": 678.0, \"total_sessions\": 7, \"mean_week_duration\": 2.935}, \"35442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-06 14:00:31.000000+00:00\", \"2021-01-24 10:08:41.000000+00:00\", \"2022-08-02 07:33:27.000000+00:00\"], \"session_ids\": [\"e6c683af-ac7b-4447-9e95-39c13b87abb0\", \"e8571006-a97d-496d-b363-c981203e4ebd\", \"cda9507a-17e9-4b63-ae56-9e63653fb573\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 3.916}, \"64005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-06 09:27:20.000000+00:00\", \"2022-06-02 02:08:12.000000+00:00\"], \"session_ids\": [\"cbb1ade9-14eb-4449-835e-1ccf82d9af41\", \"5b2a41d9-ff24-4927-bd33-d561f4fd9cd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.151}, \"24795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-02 15:05:15.000000+00:00\", \"2022-05-15 03:53:56.000000+00:00\"], \"session_ids\": [\"be0faa1e-438d-45a7-b4cd-225ba57c0094\", \"c268982b-a967-4d2b-ada5-80a362dfeeef\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 9.156}, \"36577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 16:08:56.000000+00:00\", \"2020-06-12 13:12:55.000000+00:00\"], \"session_ids\": [\"c5e67ff5-6a41-404e-9933-50d7ba948b17\", \"9e66a0ff-aa58-4ff6-8cb7-7771b4502b7f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}, \"78130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-08-07 04:21:36.000000+00:00\", \"2020-12-31 02:14:31.000000+00:00\", \"2022-02-24 19:17:22.000000+00:00\", \"2019-09-14 12:39:48.000000+00:00\", \"2020-02-02 14:28:40.000000+00:00\"], \"session_ids\": [\"c206238b-d489-463c-804f-0402e3ddb784\", \"1a7c185a-56e3-46aa-b8e4-6a8875f52668\", \"9fd1fd93-d9b9-46bb-b442-cbe6ed330a3b\", \"f6102c41-01fd-4674-b487-e368891234f7\", \"c8f9dbba-6005-45e1-8d71-ecf6c15c28f3\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.755}, \"41276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-01 00:05:24.000000+00:00\", \"2022-09-17 15:41:26.000000+00:00\"], \"session_ids\": [\"da9a5ffa-15f2-4ab3-a002-17523c0fe741\", \"7b8d1f64-6150-4d02-b346-8d9d781746c8\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 5.224}, \"91695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-09 15:14:17.000000+00:00\", \"2019-11-14 08:38:17.000000+00:00\"], \"session_ids\": [\"e3a1c991-06ff-4587-880f-89e358a7d036\", \"aa407750-3395-4b70-95c8-09e2d088c9e9\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}, \"73948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-21 08:22:21.000000+00:00\", \"2020-07-15 19:07:39.000000+00:00\"], \"session_ids\": [\"98dda57b-ba72-41ad-80a8-7ccd23927d67\", \"8d112ba4-703e-4c42-a1e8-38a8dbde27be\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 2.923}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Budapest, Parare, Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Budapest\", \"Paris\", \"Caracas\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-22 07:28:17.000000+00:00\", \"2020-07-17 08:06:52.000000+00:00\"], \"session_ids\": [\"2e674b94-ecd7-49e6-8534-d2111a3954f4\", \"9a9e2098-8b59-4f1f-ba13-1c5a1af01e1c\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}, \"71330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 03:35:13.000000+00:00\", \"2021-12-12 10:40:13.000000+00:00\", \"2019-01-27 16:27:07.000000+00:00\", \"2023-01-15 09:10:29.000000+00:00\", \"2019-04-27 13:02:54.000000+00:00\", \"2023-06-27 05:50:22.000000+00:00\", \"2020-07-11 14:00:06.000000+00:00\"], \"session_ids\": [\"0469d6b9-f049-4505-884f-0282473fa81f\", \"f3a0d9cf-bfca-4762-b6d7-0a529d078367\", \"d8840687-b2c3-46d1-9557-d2a15cdbf393\", \"9d6923e7-78ef-4dd2-9005-6d459da977d8\", \"998d09bb-c4fe-4716-a92d-f02b937ebaba\", \"3ae79eb5-d937-4dd7-a7fa-c023cb136d79\", \"09138945-7147-4c04-bad4-7ffd09701a2b\"], \"total_duration\": 678.0, \"total_sessions\": 7, \"mean_week_duration\": 2.935}, \"35442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-06 14:00:31.000000+00:00\", \"2021-01-24 10:08:41.000000+00:00\", \"2022-08-02 07:33:27.000000+00:00\"], \"session_ids\": [\"e6c683af-ac7b-4447-9e95-39c13b87abb0\", \"e8571006-a97d-496d-b363-c981203e4ebd\", \"cda9507a-17e9-4b63-ae56-9e63653fb573\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 3.916}, \"64005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-06 09:27:20.000000+00:00\", \"2022-06-02 02:08:12.000000+00:00\"], \"session_ids\": [\"cbb1ade9-14eb-4449-835e-1ccf82d9af41\", \"5b2a41d9-ff24-4927-bd33-d561f4fd9cd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.151}, \"24795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-02 15:05:15.000000+00:00\", \"2022-05-15 03:53:56.000000+00:00\"], \"session_ids\": [\"be0faa1e-438d-45a7-b4cd-225ba57c0094\", \"c268982b-a967-4d2b-ada5-80a362dfeeef\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 9.156}, \"36577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 16:08:56.000000+00:00\", \"2020-06-12 13:12:55.000000+00:00\"], \"session_ids\": [\"c5e67ff5-6a41-404e-9933-50d7ba948b17\", \"9e66a0ff-aa58-4ff6-8cb7-7771b4502b7f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}, \"78130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-08-07 04:21:36.000000+00:00\", \"2020-12-31 02:14:31.000000+00:00\", \"2022-02-24 19:17:22.000000+00:00\", \"2019-09-14 12:39:48.000000+00:00\", \"2020-02-02 14:28:40.000000+00:00\"], \"session_ids\": [\"c206238b-d489-463c-804f-0402e3ddb784\", \"1a7c185a-56e3-46aa-b8e4-6a8875f52668\", \"9fd1fd93-d9b9-46bb-b442-cbe6ed330a3b\", \"f6102c41-01fd-4674-b487-e368891234f7\", \"c8f9dbba-6005-45e1-8d71-ecf6c15c28f3\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.755}, \"41276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-01 00:05:24.000000+00:00\", \"2022-09-17 15:41:26.000000+00:00\"], \"session_ids\": [\"da9a5ffa-15f2-4ab3-a002-17523c0fe741\", \"7b8d1f64-6150-4d02-b346-8d9d781746c8\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 5.224}, \"91695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-09 15:14:17.000000+00:00\", \"2019-11-14 08:38:17.000000+00:00\"], \"session_ids\": [\"e3a1c991-06ff-4587-880f-89e358a7d036\", \"aa407750-3395-4b70-95c8-09e2d088c9e9\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}, \"73948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-21 08:22:21.000000+00:00\", \"2020-07-15 19:07:39.000000+00:00\"], \"session_ids\": [\"98dda57b-ba72-41ad-80a8-7ccd23927d67\", \"8d112ba4-703e-4c42-a1e8-38a8dbde27be\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 2.923}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "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[{\"64005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-06 09:27:20.000000+00:00\", \"2022-06-02 02:08:12.000000+00:00\"], \"session_ids\": [\"cbb1ade9-14eb-4449-835e-1ccf82d9af41\", \"5b2a41d9-ff24-4927-bd33-d561f4fd9cd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.151}}, {\"36577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 16:08:56.000000+00:00\", \"2020-06-12 13:12:55.000000+00:00\"], \"session_ids\": [\"c5e67ff5-6a41-404e-9933-50d7ba948b17\", \"9e66a0ff-aa58-4ff6-8cb7-7771b4502b7f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}, {\"41276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-01 00:05:24.000000+00:00\", \"2022-09-17 15:41:26.000000+00:00\"], \"session_ids\": [\"da9a5ffa-15f2-4ab3-a002-17523c0fe741\", \"7b8d1f64-6150-4d02-b346-8d9d781746c8\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 5.224}}, {\"71330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 03:35:13.000000+00:00\", \"2021-12-12 10:40:13.000000+00:00\", \"2019-01-27 16:27:07.000000+00:00\", \"2023-01-15 09:10:29.000000+00:00\", \"2019-04-27 13:02:54.000000+00:00\", \"2023-06-27 05:50:22.000000+00:00\", \"2020-07-11 14:00:06.000000+00:00\"], \"session_ids\": [\"0469d6b9-f049-4505-884f-0282473fa81f\", \"f3a0d9cf-bfca-4762-b6d7-0a529d078367\", \"d8840687-b2c3-46d1-9557-d2a15cdbf393\", \"9d6923e7-78ef-4dd2-9005-6d459da977d8\", \"998d09bb-c4fe-4716-a92d-f02b937ebaba\", \"3ae79eb5-d937-4dd7-a7fa-c023cb136d79\", \"09138945-7147-4c04-bad4-7ffd09701a2b\"], \"total_duration\": 678.0, \"total_sessions\": 7, \"mean_week_duration\": 2.935}}, {\"73948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-21 08:22:21.000000+00:00\", \"2020-07-15 19:07:39.000000+00:00\"], \"session_ids\": [\"98dda57b-ba72-41ad-80a8-7ccd23927d67\", \"8d112ba4-703e-4c42-a1e8-38a8dbde27be\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 2.923}}, {\"35442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-06 14:00:31.000000+00:00\", \"2021-01-24 10:08:41.000000+00:00\", \"2022-08-02 07:33:27.000000+00:00\"], \"session_ids\": [\"e6c683af-ac7b-4447-9e95-39c13b87abb0\", \"e8571006-a97d-496d-b363-c981203e4ebd\", \"cda9507a-17e9-4b63-ae56-9e63653fb573\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 3.916}}, {\"91695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-05-09 15:14:17.000000+00:00\", \"2019-11-14 08:38:17.000000+00:00\"], \"session_ids\": [\"e3a1c991-06ff-4587-880f-89e358a7d036\", \"aa407750-3395-4b70-95c8-09e2d088c9e9\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.654}}, {\"55739\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-22 07:28:17.000000+00:00\", \"2020-07-17 08:06:52.000000+00:00\"], \"session_ids\": [\"2e674b94-ecd7-49e6-8534-d2111a3954f4\", \"9a9e2098-8b59-4f1f-ba13-1c5a1af01e1c\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}}, {\"24795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-02 15:05:15.000000+00:00\", \"2022-05-15 03:53:56.000000+00:00\"], \"session_ids\": [\"be0faa1e-438d-45a7-b4cd-225ba57c0094\", \"c268982b-a967-4d2b-ada5-80a362dfeeef\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 9.156}}, {\"78130\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-08-07 04:21:36.000000+00:00\", \"2020-12-31 02:14:31.000000+00:00\", \"2022-02-24 19:17:22.000000+00:00\", \"2019-09-14 12:39:48.000000+00:00\", \"2020-02-02 14:28:40.000000+00:00\"], \"session_ids\": [\"c206238b-d489-463c-804f-0402e3ddb784\", \"1a7c185a-56e3-46aa-b8e4-6a8875f52668\", \"9fd1fd93-d9b9-46bb-b442-cbe6ed330a3b\", \"f6102c41-01fd-4674-b487-e368891234f7\", \"c8f9dbba-6005-45e1-8d71-ecf6c15c28f3\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.755}}]\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[{\"64005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-06 09:27:20.000000+00:00\", \"2022-06-02 02:08:12.000000+00:00\"], \"session_ids\": [\"cbb1ade9-14eb-4449-835e-1ccf82d9af41\", \"5b2a41d9-ff24-4927-bd33-d561f4fd9cd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.151}}, {\"36577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 16:08:56.000000+00:00\", \"2020-06-12 13:12:55.000000+00:00\"], \"session_ids\": [\"c5e67ff5-6a41-404e-9933-50d7ba948b17\", \"9e66a0ff-aa58-4ff6-8cb7-7771b4502b7f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}, {\"41276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-01 00:05:24.000000+00:00\", \"2022-09-17 15:41:26.000000+00:00\"], \"session_ids\": [\"da9a5ffa-15f2-4ab3-a002-17523c0fe741\", \"7b8d1f64-6150-4d02-b346-8d9d781746c8\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 5.224}}, {\"71330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 03:35:13.000000+00:00\", \"2021-12-12 10:40:13.000000+00:00\", \"2019-01-27 16:27:07.000000+00:00\", \"2023-01-15 09:10:29.000000+00:00\", \"2019-04-27 13:02:54.000000+00:00\", \"2023-06-27 05:50:22.000000+00:00\", \"2020-07-11 14:00:06.000000+00:00\"], \"session_ids\": [\"0469d6b9-f049-4505-884f-0282473fa81f\", \"f3a0d9cf-bfca-4762-b6d7-0a529d078367\", \"d8840687-b2c3-46d1-9557-d2a15cdbf393\", \"9d6923e7-78ef-4dd2-9005-6d459da977d8\", \"998d09bb-c4fe-4716-a92d-f02b937ebaba\", \"3ae79eb5-d937-4dd7-a7fa-c023cb136d79\", \"09138945-7147-4c04-bad4-7ffd09701a2b\"], \"total_duration\": 678.0, \"total_sessions\": 7, \"mean_week_duration\": 2.935}}]\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[{\"64005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-06 09:27:20.000000+00:00\", \"2022-06-02 02:08:12.000000+00:00\"], \"session_ids\": [\"cbb1ade9-14eb-4449-835e-1ccf82d9af41\", \"5b2a41d9-ff24-4927-bd33-d561f4fd9cd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.151}}, {\"36577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-14 16:08:56.000000+00:00\", \"2020-06-12 13:12:55.000000+00:00\"], \"session_ids\": [\"c5e67ff5-6a41-404e-9933-50d7ba948b17\", \"9e66a0ff-aa58-4ff6-8cb7-7771b4502b7f\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}, {\"41276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-01 00:05:24.000000+00:00\", \"2022-09-17 15:41:26.000000+00:00\"], \"session_ids\": [\"da9a5ffa-15f2-4ab3-a002-17523c0fe741\", \"7b8d1f64-6150-4d02-b346-8d9d781746c8\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 5.224}}, {\"71330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 03:35:13.000000+00:00\", \"2021-12-12 10:40:13.000000+00:00\", \"2019-01-27 16:27:07.000000+00:00\", \"2023-01-15 09:10:29.000000+00:00\", \"2019-04-27 13:02:54.000000+00:00\", \"2023-06-27 05:50:22.000000+00:00\", \"2020-07-11 14:00:06.000000+00:00\"], \"session_ids\": [\"0469d6b9-f049-4505-884f-0282473fa81f\", \"f3a0d9cf-bfca-4762-b6d7-0a529d078367\", \"d8840687-b2c3-46d1-9557-d2a15cdbf393\", \"9d6923e7-78ef-4dd2-9005-6d459da977d8\", \"998d09bb-c4fe-4716-a92d-f02b937ebaba\", \"3ae79eb5-d937-4dd7-a7fa-c023cb136d79\", \"09138945-7147-4c04-bad4-7ffd09701a2b\"], \"total_duration\": 678.0, \"total_sessions\": 7, \"mean_week_duration\": 2.935}}]\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 4 users who have total sessions strictly greater than 10 and less than 4 , execute sorting by time spent on the site per week desc." } ]
[ { "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{\"28698\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-08 03:28:42.000000+00:00\", \"2022-05-22 02:35:51.000000+00:00\", \"2022-12-24 09:49:04.000000+00:00\"], \"session_ids\": [\"3a2aef98-cd00-4d64-9af0-e10848eecfeb\", \"d2644eaf-b887-431d-96a9-38ca48a67053\", \"ddebc0e0-5656-4e17-8c10-8c51b2d20caf\"], \"total_duration\": 65.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}, \"77613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-03-08 00:54:05.000000+00:00\", \"2019-12-31 17:10:21.000000+00:00\", \"2021-09-20 16:28:24.000000+00:00\", \"2020-07-23 13:35:10.000000+00:00\"], \"session_ids\": [\"ded06eda-ca54-4004-99f1-043759cd158a\", \"46aec3e7-c5b9-42ea-b146-739b1b2d459c\", \"a18e149d-b1b3-4b0d-bab5-0e3b7ce4cdec\", \"a1cc8b77-0e72-4919-a163-b1adab8afbff\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 1.928}, \"99056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-28 21:42:56.000000+00:00\", \"2023-03-31 08:48:39.000000+00:00\", \"2019-10-04 11:46:01.000000+00:00\", \"2023-06-03 02:08:02.000000+00:00\", \"2020-02-08 01:15:36.000000+00:00\", \"2022-01-08 05:30:43.000000+00:00\", \"2022-05-05 08:51:57.000000+00:00\", \"2019-12-08 06:19:26.000000+00:00\", \"2022-03-22 19:55:17.000000+00:00\", \"2022-04-26 06:52:38.000000+00:00\", \"2019-10-20 02:06:31.000000+00:00\"], \"session_ids\": [\"d678578a-7ffa-43bf-8ab0-2f9f0eb6a9ec\", \"8b661e4e-c10d-4b12-9be8-b689697cb728\", \"c3d4e9af-eb26-4553-909d-95d5c7ee8c0a\", \"f6fe6072-76e7-4d0b-a691-d62f4d188e11\", \"c422e415-fd08-497a-b3b9-342f8601bc2a\", \"fcea8bc4-cdf1-40d6-8416-a8997db7f7a0\", \"e534e722-230e-4a27-a626-3882ba91a921\", \"d5728865-eab3-4663-8a5a-ffb71a006a3a\", \"d2df7b5e-912c-4bf6-9781-8247c7a0ec84\", \"1cf856dc-6b78-463b-ad95-3d9f8725479e\", \"32b387bb-c826-4ebf-83ca-3a0f0cf7bca5\"], \"total_duration\": 16488.0, \"total_sessions\": 11, \"mean_week_duration\": 86.325}, \"53066\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-03 11:01:28.000000+00:00\", \"2022-09-30 21:34:39.000000+00:00\", \"2019-07-01 17:15:46.000000+00:00\", \"2021-05-25 08:18:19.000000+00:00\", \"2019-01-26 04:33:43.000000+00:00\", \"2021-12-23 08:09:41.000000+00:00\", \"2019-12-21 16:42:00.000000+00:00\"], \"session_ids\": [\"f9020592-7266-425f-b68c-71c6cc268906\", \"f7203fbc-cd66-4cba-b305-ff122e178d71\", \"47c145c0-1495-4758-862f-e5db6ba7ed5e\", \"3b26b0ef-78c1-4ddd-8f93-108066ce9ee0\", \"81f5d57a-30e8-4ae3-ab51-7af190fbdd9d\", \"bd86daa0-0f94-4c0f-9153-b3851528da47\", \"21d3cde4-3c4c-4119-a75d-36fc0645055b\"], \"total_duration\": 949.0, \"total_sessions\": 7, \"mean_week_duration\": 4.435}, \"57318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-22 19:47:58.000000+00:00\", \"2021-12-30 15:05:58.000000+00:00\"], \"session_ids\": [\"e472c4a8-3b99-435f-b6f9-c78d2c11809f\", \"71957569-9464-430f-849a-56aa8c979ea6\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}, \"11112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-01 07:47:54.000000+00:00\", \"2021-01-03 06:23:38.000000+00:00\", \"2023-04-11 14:35:34.000000+00:00\", \"2020-04-09 19:27:20.000000+00:00\", \"2020-04-07 20:54:34.000000+00:00\", \"2020-02-19 07:49:13.000000+00:00\", \"2022-07-08 05:46:50.000000+00:00\", \"2019-06-27 23:31:02.000000+00:00\", \"2021-01-01 09:32:52.000000+00:00\", \"2021-05-04 03:31:54.000000+00:00\", \"2022-08-02 09:52:53.000000+00:00\"], \"session_ids\": [\"99a148b1-3c1f-4224-8e8d-8796121bad90\", \"075974a5-2c39-4274-abb5-f90c694cbe12\", \"473261cd-bef2-4e65-a547-f06866c4335d\", \"db3988e1-0fde-4735-a8cb-d88195b3ef12\", \"790e69a6-dd81-46bf-830c-0214456e7dcf\", \"fba8d8c7-23f3-44a7-b53a-e92a3b9cbcfd\", \"9814cd18-433e-42d5-abf6-74828db7efe5\", \"4ed79e6d-eba6-4861-bad5-e603cfac8c72\", \"2d86f125-a562-4744-be67-9a745b53bb2a\", \"8d39e377-ea6b-452d-944c-3ed893af3f5c\", \"89639a83-0726-40e2-b305-50f269cc42d8\"], \"total_duration\": 504.0, \"total_sessions\": 11, \"mean_week_duration\": 2.545}, \"22825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-06-24 02:58:44.000000+00:00\", \"2020-11-16 06:32:54.000000+00:00\"], \"session_ids\": [\"3e01fb8d-bc6a-4381-8c91-c8e33ddd2c07\", \"8cdc1b27-d7dc-4985-ad2a-d3023133dac8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.959}, \"94136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-12 17:15:43.000000+00:00\", \"2021-06-19 04:10:02.000000+00:00\", \"2020-05-11 14:15:41.000000+00:00\", \"2021-12-14 00:50:58.000000+00:00\", \"2019-07-17 13:05:54.000000+00:00\", \"2022-06-18 16:50:19.000000+00:00\", \"2022-11-16 19:06:27.000000+00:00\"], \"session_ids\": [\"0105e032-aede-44f4-ba3e-5ec8cb884136\", \"80b2fbea-6dfd-45eb-b9f6-994827d8e4f4\", \"ef72839a-65ea-48af-8efa-bd6dd88c209f\", \"43e7570b-a3bd-44cf-8c7d-99dd7e3d224e\", \"13792377-4617-400e-8750-72689d055cd7\", \"870b1af2-2f11-4def-9a15-e8a4e38e1041\", \"6016258e-c47d-4ed5-8464-eb57d41ce778\"], \"total_duration\": 4086.0, \"total_sessions\": 7, \"mean_week_duration\": 23.483}, \"85302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-06 11:24:37.000000+00:00\", \"2020-02-08 11:58:27.000000+00:00\"], \"session_ids\": [\"dc091a44-ad02-4691-a151-9a9145ec2094\", \"b637e324-9d2b-4631-8605-2a06e667e75b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 11.645}, \"46198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-19 12:22:24.000000+00:00\", \"2022-07-18 11:59:28.000000+00:00\"], \"session_ids\": [\"91ff9d07-5beb-4997-9f28-dbea218e3736\", \"2d4ba49f-e996-4296-99f6-18edf170e4ee\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.252}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28698\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-08 03:28:42.000000+00:00\", \"2022-05-22 02:35:51.000000+00:00\", \"2022-12-24 09:49:04.000000+00:00\"], \"session_ids\": [\"3a2aef98-cd00-4d64-9af0-e10848eecfeb\", \"d2644eaf-b887-431d-96a9-38ca48a67053\", \"ddebc0e0-5656-4e17-8c10-8c51b2d20caf\"], \"total_duration\": 65.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}, \"77613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-03-08 00:54:05.000000+00:00\", \"2019-12-31 17:10:21.000000+00:00\", \"2021-09-20 16:28:24.000000+00:00\", \"2020-07-23 13:35:10.000000+00:00\"], \"session_ids\": [\"ded06eda-ca54-4004-99f1-043759cd158a\", \"46aec3e7-c5b9-42ea-b146-739b1b2d459c\", \"a18e149d-b1b3-4b0d-bab5-0e3b7ce4cdec\", \"a1cc8b77-0e72-4919-a163-b1adab8afbff\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 1.928}, \"57318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-22 19:47:58.000000+00:00\", \"2021-12-30 15:05:58.000000+00:00\"], \"session_ids\": [\"e472c4a8-3b99-435f-b6f9-c78d2c11809f\", \"71957569-9464-430f-849a-56aa8c979ea6\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}, \"22825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-06-24 02:58:44.000000+00:00\", \"2020-11-16 06:32:54.000000+00:00\"], \"session_ids\": [\"3e01fb8d-bc6a-4381-8c91-c8e33ddd2c07\", \"8cdc1b27-d7dc-4985-ad2a-d3023133dac8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.959}, \"85302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-06 11:24:37.000000+00:00\", \"2020-02-08 11:58:27.000000+00:00\"], \"session_ids\": [\"dc091a44-ad02-4691-a151-9a9145ec2094\", \"b637e324-9d2b-4631-8605-2a06e667e75b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 11.645}, \"46198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-19 12:22:24.000000+00:00\", \"2022-07-18 11:59:28.000000+00:00\"], \"session_ids\": [\"91ff9d07-5beb-4997-9f28-dbea218e3736\", \"2d4ba49f-e996-4296-99f6-18edf170e4ee\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.252}, \"99056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-28 21:42:56.000000+00:00\", \"2023-03-31 08:48:39.000000+00:00\", \"2019-10-04 11:46:01.000000+00:00\", \"2023-06-03 02:08:02.000000+00:00\", \"2020-02-08 01:15:36.000000+00:00\", \"2022-01-08 05:30:43.000000+00:00\", \"2022-05-05 08:51:57.000000+00:00\", \"2019-12-08 06:19:26.000000+00:00\", \"2022-03-22 19:55:17.000000+00:00\", \"2022-04-26 06:52:38.000000+00:00\", \"2019-10-20 02:06:31.000000+00:00\"], \"session_ids\": [\"d678578a-7ffa-43bf-8ab0-2f9f0eb6a9ec\", \"8b661e4e-c10d-4b12-9be8-b689697cb728\", \"c3d4e9af-eb26-4553-909d-95d5c7ee8c0a\", \"f6fe6072-76e7-4d0b-a691-d62f4d188e11\", \"c422e415-fd08-497a-b3b9-342f8601bc2a\", \"fcea8bc4-cdf1-40d6-8416-a8997db7f7a0\", \"e534e722-230e-4a27-a626-3882ba91a921\", \"d5728865-eab3-4663-8a5a-ffb71a006a3a\", \"d2df7b5e-912c-4bf6-9781-8247c7a0ec84\", \"1cf856dc-6b78-463b-ad95-3d9f8725479e\", \"32b387bb-c826-4ebf-83ca-3a0f0cf7bca5\"], \"total_duration\": 16488.0, \"total_sessions\": 11, \"mean_week_duration\": 86.325}, \"11112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-01 07:47:54.000000+00:00\", \"2021-01-03 06:23:38.000000+00:00\", \"2023-04-11 14:35:34.000000+00:00\", \"2020-04-09 19:27:20.000000+00:00\", \"2020-04-07 20:54:34.000000+00:00\", \"2020-02-19 07:49:13.000000+00:00\", \"2022-07-08 05:46:50.000000+00:00\", \"2019-06-27 23:31:02.000000+00:00\", \"2021-01-01 09:32:52.000000+00:00\", \"2021-05-04 03:31:54.000000+00:00\", \"2022-08-02 09:52:53.000000+00:00\"], \"session_ids\": [\"99a148b1-3c1f-4224-8e8d-8796121bad90\", \"075974a5-2c39-4274-abb5-f90c694cbe12\", \"473261cd-bef2-4e65-a547-f06866c4335d\", \"db3988e1-0fde-4735-a8cb-d88195b3ef12\", \"790e69a6-dd81-46bf-830c-0214456e7dcf\", \"fba8d8c7-23f3-44a7-b53a-e92a3b9cbcfd\", \"9814cd18-433e-42d5-abf6-74828db7efe5\", \"4ed79e6d-eba6-4861-bad5-e603cfac8c72\", \"2d86f125-a562-4744-be67-9a745b53bb2a\", \"8d39e377-ea6b-452d-944c-3ed893af3f5c\", \"89639a83-0726-40e2-b305-50f269cc42d8\"], \"total_duration\": 504.0, \"total_sessions\": 11, \"mean_week_duration\": 2.545}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "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[{\"99056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-28 21:42:56.000000+00:00\", \"2023-03-31 08:48:39.000000+00:00\", \"2019-10-04 11:46:01.000000+00:00\", \"2023-06-03 02:08:02.000000+00:00\", \"2020-02-08 01:15:36.000000+00:00\", \"2022-01-08 05:30:43.000000+00:00\", \"2022-05-05 08:51:57.000000+00:00\", \"2019-12-08 06:19:26.000000+00:00\", \"2022-03-22 19:55:17.000000+00:00\", \"2022-04-26 06:52:38.000000+00:00\", \"2019-10-20 02:06:31.000000+00:00\"], \"session_ids\": [\"d678578a-7ffa-43bf-8ab0-2f9f0eb6a9ec\", \"8b661e4e-c10d-4b12-9be8-b689697cb728\", \"c3d4e9af-eb26-4553-909d-95d5c7ee8c0a\", \"f6fe6072-76e7-4d0b-a691-d62f4d188e11\", \"c422e415-fd08-497a-b3b9-342f8601bc2a\", \"fcea8bc4-cdf1-40d6-8416-a8997db7f7a0\", \"e534e722-230e-4a27-a626-3882ba91a921\", \"d5728865-eab3-4663-8a5a-ffb71a006a3a\", \"d2df7b5e-912c-4bf6-9781-8247c7a0ec84\", \"1cf856dc-6b78-463b-ad95-3d9f8725479e\", \"32b387bb-c826-4ebf-83ca-3a0f0cf7bca5\"], \"total_duration\": 16488.0, \"total_sessions\": 11, \"mean_week_duration\": 86.325}}, {\"85302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-06 11:24:37.000000+00:00\", \"2020-02-08 11:58:27.000000+00:00\"], \"session_ids\": [\"dc091a44-ad02-4691-a151-9a9145ec2094\", \"b637e324-9d2b-4631-8605-2a06e667e75b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 11.645}}, {\"57318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-22 19:47:58.000000+00:00\", \"2021-12-30 15:05:58.000000+00:00\"], \"session_ids\": [\"e472c4a8-3b99-435f-b6f9-c78d2c11809f\", \"71957569-9464-430f-849a-56aa8c979ea6\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}}, {\"22825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-06-24 02:58:44.000000+00:00\", \"2020-11-16 06:32:54.000000+00:00\"], \"session_ids\": [\"3e01fb8d-bc6a-4381-8c91-c8e33ddd2c07\", \"8cdc1b27-d7dc-4985-ad2a-d3023133dac8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.959}}, {\"11112\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-01 07:47:54.000000+00:00\", \"2021-01-03 06:23:38.000000+00:00\", \"2023-04-11 14:35:34.000000+00:00\", \"2020-04-09 19:27:20.000000+00:00\", \"2020-04-07 20:54:34.000000+00:00\", \"2020-02-19 07:49:13.000000+00:00\", \"2022-07-08 05:46:50.000000+00:00\", \"2019-06-27 23:31:02.000000+00:00\", \"2021-01-01 09:32:52.000000+00:00\", \"2021-05-04 03:31:54.000000+00:00\", \"2022-08-02 09:52:53.000000+00:00\"], \"session_ids\": [\"99a148b1-3c1f-4224-8e8d-8796121bad90\", \"075974a5-2c39-4274-abb5-f90c694cbe12\", \"473261cd-bef2-4e65-a547-f06866c4335d\", \"db3988e1-0fde-4735-a8cb-d88195b3ef12\", \"790e69a6-dd81-46bf-830c-0214456e7dcf\", \"fba8d8c7-23f3-44a7-b53a-e92a3b9cbcfd\", \"9814cd18-433e-42d5-abf6-74828db7efe5\", \"4ed79e6d-eba6-4861-bad5-e603cfac8c72\", \"2d86f125-a562-4744-be67-9a745b53bb2a\", \"8d39e377-ea6b-452d-944c-3ed893af3f5c\", \"89639a83-0726-40e2-b305-50f269cc42d8\"], \"total_duration\": 504.0, \"total_sessions\": 11, \"mean_week_duration\": 2.545}}, {\"77613\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-03-08 00:54:05.000000+00:00\", \"2019-12-31 17:10:21.000000+00:00\", \"2021-09-20 16:28:24.000000+00:00\", \"2020-07-23 13:35:10.000000+00:00\"], \"session_ids\": [\"ded06eda-ca54-4004-99f1-043759cd158a\", \"46aec3e7-c5b9-42ea-b146-739b1b2d459c\", \"a18e149d-b1b3-4b0d-bab5-0e3b7ce4cdec\", \"a1cc8b77-0e72-4919-a163-b1adab8afbff\"], \"total_duration\": 320.0, \"total_sessions\": 4, \"mean_week_duration\": 1.928}}, {\"28698\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-08 03:28:42.000000+00:00\", \"2022-05-22 02:35:51.000000+00:00\", \"2022-12-24 09:49:04.000000+00:00\"], \"session_ids\": [\"3a2aef98-cd00-4d64-9af0-e10848eecfeb\", \"d2644eaf-b887-431d-96a9-38ca48a67053\", \"ddebc0e0-5656-4e17-8c10-8c51b2d20caf\"], \"total_duration\": 65.0, \"total_sessions\": 3, \"mean_week_duration\": 1.548}}, {\"46198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-19 12:22:24.000000+00:00\", \"2022-07-18 11:59:28.000000+00:00\"], \"session_ids\": [\"91ff9d07-5beb-4997-9f28-dbea218e3736\", \"2d4ba49f-e996-4296-99f6-18edf170e4ee\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.252}}]\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[{\"99056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-28 21:42:56.000000+00:00\", \"2023-03-31 08:48:39.000000+00:00\", \"2019-10-04 11:46:01.000000+00:00\", \"2023-06-03 02:08:02.000000+00:00\", \"2020-02-08 01:15:36.000000+00:00\", \"2022-01-08 05:30:43.000000+00:00\", \"2022-05-05 08:51:57.000000+00:00\", \"2019-12-08 06:19:26.000000+00:00\", \"2022-03-22 19:55:17.000000+00:00\", \"2022-04-26 06:52:38.000000+00:00\", \"2019-10-20 02:06:31.000000+00:00\"], \"session_ids\": [\"d678578a-7ffa-43bf-8ab0-2f9f0eb6a9ec\", \"8b661e4e-c10d-4b12-9be8-b689697cb728\", \"c3d4e9af-eb26-4553-909d-95d5c7ee8c0a\", \"f6fe6072-76e7-4d0b-a691-d62f4d188e11\", \"c422e415-fd08-497a-b3b9-342f8601bc2a\", \"fcea8bc4-cdf1-40d6-8416-a8997db7f7a0\", \"e534e722-230e-4a27-a626-3882ba91a921\", \"d5728865-eab3-4663-8a5a-ffb71a006a3a\", \"d2df7b5e-912c-4bf6-9781-8247c7a0ec84\", \"1cf856dc-6b78-463b-ad95-3d9f8725479e\", \"32b387bb-c826-4ebf-83ca-3a0f0cf7bca5\"], \"total_duration\": 16488.0, \"total_sessions\": 11, \"mean_week_duration\": 86.325}}, {\"85302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-06 11:24:37.000000+00:00\", \"2020-02-08 11:58:27.000000+00:00\"], \"session_ids\": [\"dc091a44-ad02-4691-a151-9a9145ec2094\", \"b637e324-9d2b-4631-8605-2a06e667e75b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 11.645}}, {\"57318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-22 19:47:58.000000+00:00\", \"2021-12-30 15:05:58.000000+00:00\"], \"session_ids\": [\"e472c4a8-3b99-435f-b6f9-c78d2c11809f\", \"71957569-9464-430f-849a-56aa8c979ea6\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}}, {\"22825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-06-24 02:58:44.000000+00:00\", \"2020-11-16 06:32:54.000000+00:00\"], \"session_ids\": [\"3e01fb8d-bc6a-4381-8c91-c8e33ddd2c07\", \"8cdc1b27-d7dc-4985-ad2a-d3023133dac8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.959}}]\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[{\"99056\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-28 21:42:56.000000+00:00\", \"2023-03-31 08:48:39.000000+00:00\", \"2019-10-04 11:46:01.000000+00:00\", \"2023-06-03 02:08:02.000000+00:00\", \"2020-02-08 01:15:36.000000+00:00\", \"2022-01-08 05:30:43.000000+00:00\", \"2022-05-05 08:51:57.000000+00:00\", \"2019-12-08 06:19:26.000000+00:00\", \"2022-03-22 19:55:17.000000+00:00\", \"2022-04-26 06:52:38.000000+00:00\", \"2019-10-20 02:06:31.000000+00:00\"], \"session_ids\": [\"d678578a-7ffa-43bf-8ab0-2f9f0eb6a9ec\", \"8b661e4e-c10d-4b12-9be8-b689697cb728\", \"c3d4e9af-eb26-4553-909d-95d5c7ee8c0a\", \"f6fe6072-76e7-4d0b-a691-d62f4d188e11\", \"c422e415-fd08-497a-b3b9-342f8601bc2a\", \"fcea8bc4-cdf1-40d6-8416-a8997db7f7a0\", \"e534e722-230e-4a27-a626-3882ba91a921\", \"d5728865-eab3-4663-8a5a-ffb71a006a3a\", \"d2df7b5e-912c-4bf6-9781-8247c7a0ec84\", \"1cf856dc-6b78-463b-ad95-3d9f8725479e\", \"32b387bb-c826-4ebf-83ca-3a0f0cf7bca5\"], \"total_duration\": 16488.0, \"total_sessions\": 11, \"mean_week_duration\": 86.325}}, {\"85302\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-07-06 11:24:37.000000+00:00\", \"2020-02-08 11:58:27.000000+00:00\"], \"session_ids\": [\"dc091a44-ad02-4691-a151-9a9145ec2094\", \"b637e324-9d2b-4631-8605-2a06e667e75b\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 11.645}}, {\"57318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-22 19:47:58.000000+00:00\", \"2021-12-30 15:05:58.000000+00:00\"], \"session_ids\": [\"e472c4a8-3b99-435f-b6f9-c78d2c11809f\", \"71957569-9464-430f-849a-56aa8c979ea6\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 7.25}}, {\"22825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-06-24 02:58:44.000000+00:00\", \"2020-11-16 06:32:54.000000+00:00\"], \"session_ids\": [\"3e01fb8d-bc6a-4381-8c91-c8e33ddd2c07\", \"8cdc1b27-d7dc-4985-ad2a-d3023133dac8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 3.959}}]\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 eager to find out about 2 users with a overall total duration that is higher than 99, inclusive 99 , and implement sorting by total sessoins count in asc order." } ]
[ { "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{\"39290\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-24 17:19:18.000000+00:00\", \"2022-12-07 02:15:24.000000+00:00\", \"2023-04-27 12:19:55.000000+00:00\", \"2019-06-25 15:20:43.000000+00:00\", \"2019-09-02 22:20:32.000000+00:00\", \"2022-02-02 08:33:05.000000+00:00\", \"2020-02-26 06:18:58.000000+00:00\", \"2022-12-13 20:16:02.000000+00:00\", \"2022-05-16 23:03:21.000000+00:00\", \"2020-03-05 11:04:49.000000+00:00\", \"2020-06-19 06:17:20.000000+00:00\"], \"session_ids\": [\"0a2ac3aa-be51-4f12-95fb-25b407ccd531\", \"c12803e2-2767-4c97-9288-c07bf5d4944c\", \"1e427006-49c4-4aa5-9eb5-66e603ea4348\", \"0332290b-a4eb-42ec-8419-fdc7eb30b047\", \"59872cb6-2259-429b-9278-7fd553354065\", \"94d68963-a044-4e05-9e06-cc13ae63a9cf\", \"ca2bddf8-3a34-43dd-999a-75b3682cef3d\", \"ec429799-a466-4c4d-84b6-f84f971b3b15\", \"4e39ba73-9822-4ecd-8b76-8a2a2c4e8ef9\", \"48d98101-27cb-41dd-9842-04a69dde622c\", \"775a8184-995c-444a-87e3-ecbcb8045a4f\"], \"total_duration\": 451.0, \"total_sessions\": 11, \"mean_week_duration\": 2.244}, \"50225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-08 10:34:32.000000+00:00\", \"2022-06-29 01:51:04.000000+00:00\"], \"session_ids\": [\"0e750f8d-d43d-40fc-9b3c-4df56959f2ce\", \"fc8f142c-de8b-435a-b0ec-c7f1d0ff2055\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.042}, \"63554\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-11 20:31:35.000000+00:00\", \"2020-01-11 12:48:08.000000+00:00\", \"2021-06-28 14:43:15.000000+00:00\"], \"session_ids\": [\"c0175736-b7d7-454e-9eb2-a8d5c47e33df\", \"c24e24d9-2264-4366-bb6e-0f3f0e001020\", \"abc085e7-63c1-4efb-ba7a-8d3e93eca052\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 5.156}, \"49155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-13 13:56:13.000000+00:00\", \"2022-04-14 21:44:04.000000+00:00\"], \"session_ids\": [\"88f7f16c-f872-411e-8ee8-1452c6718884\", \"06c22bc6-a617-4d49-9490-e5544663eb7e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}, \"54756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-06-26 00:12:20.000000+00:00\", \"2023-04-02 14:04:38.000000+00:00\", \"2023-04-16 21:15:19.000000+00:00\", \"2019-01-12 15:05:16.000000+00:00\", \"2019-01-26 16:55:55.000000+00:00\", \"2021-02-05 12:25:21.000000+00:00\"], \"session_ids\": [\"3ee17ae6-9a2d-4aa8-a0a6-7e0ae7e4224c\", \"8895c418-45a5-4f07-b785-7f1d7013241c\", \"3bc389f2-bdf1-4de7-b890-673d758185db\", \"b55ec23b-1cf5-4cc1-81a5-34f4ee97efed\", \"e60461be-0671-43c8-96ec-b33df67bb046\", \"5d9cdde8-53a3-4a0e-849b-ad9a9a981143\"], \"total_duration\": 4469.0, \"total_sessions\": 6, \"mean_week_duration\": 20.04}, \"28154\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-17 02:21:14.000000+00:00\", \"2021-02-09 03:39:33.000000+00:00\", \"2021-07-02 07:36:43.000000+00:00\"], \"session_ids\": [\"0aa68317-8f87-4e6e-8012-90ed70c266be\", \"a2ff21c8-c1b3-420c-8b1e-c9b99d035b83\", \"313a1ed4-2cb4-42d2-b610-8e3568d85ba7\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 5.0}, \"79906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-09 00:02:03.000000+00:00\", \"2020-03-19 22:06:59.000000+00:00\"], \"session_ids\": [\"fc39bc91-3df2-46f8-a796-81ef14b4861d\", \"e9424d76-0740-48f9-b5b0-635ea3450f88\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}, \"68331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-04 14:58:39.000000+00:00\", \"2022-04-30 00:45:06.000000+00:00\", \"2022-03-13 18:05:31.000000+00:00\"], \"session_ids\": [\"16b4a55e-a4b9-4b50-bb12-002c204b02fb\", \"77a751ad-83c0-46ee-b6bc-f002a5c8480b\", \"6cb52541-5fdf-4b96-a97c-fc234156334c\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 7.388}, \"98988\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 17:20:12.000000+00:00\", \"2020-01-02 19:58:07.000000+00:00\", \"2021-01-02 11:12:37.000000+00:00\", \"2021-12-26 22:18:28.000000+00:00\"], \"session_ids\": [\"f976b382-a900-484a-927c-9d4f1f0f4e6c\", \"244cbfb7-f9f3-40a6-b078-2706835a5fd8\", \"60cb055f-773a-4ea8-90e8-0bc4d73753c1\", \"9be1295a-e90d-47c9-9efb-42cc0187a176\"], \"total_duration\": 955.0, \"total_sessions\": 4, \"mean_week_duration\": 9.183}, \"99627\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-08 21:50:42.000000+00:00\", \"2021-09-04 23:43:24.000000+00:00\"], \"session_ids\": [\"e24e4d69-0bca-4356-a7c9-baa244d11b11\", \"90ff5807-3dbf-4f05-9c57-c93944661c4e\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 99" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[99, 4879]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39290\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-24 17:19:18.000000+00:00\", \"2022-12-07 02:15:24.000000+00:00\", \"2023-04-27 12:19:55.000000+00:00\", \"2019-06-25 15:20:43.000000+00:00\", \"2019-09-02 22:20:32.000000+00:00\", \"2022-02-02 08:33:05.000000+00:00\", \"2020-02-26 06:18:58.000000+00:00\", \"2022-12-13 20:16:02.000000+00:00\", \"2022-05-16 23:03:21.000000+00:00\", \"2020-03-05 11:04:49.000000+00:00\", \"2020-06-19 06:17:20.000000+00:00\"], \"session_ids\": [\"0a2ac3aa-be51-4f12-95fb-25b407ccd531\", \"c12803e2-2767-4c97-9288-c07bf5d4944c\", \"1e427006-49c4-4aa5-9eb5-66e603ea4348\", \"0332290b-a4eb-42ec-8419-fdc7eb30b047\", \"59872cb6-2259-429b-9278-7fd553354065\", \"94d68963-a044-4e05-9e06-cc13ae63a9cf\", \"ca2bddf8-3a34-43dd-999a-75b3682cef3d\", \"ec429799-a466-4c4d-84b6-f84f971b3b15\", \"4e39ba73-9822-4ecd-8b76-8a2a2c4e8ef9\", \"48d98101-27cb-41dd-9842-04a69dde622c\", \"775a8184-995c-444a-87e3-ecbcb8045a4f\"], \"total_duration\": 451.0, \"total_sessions\": 11, \"mean_week_duration\": 2.244}, \"63554\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-11 20:31:35.000000+00:00\", \"2020-01-11 12:48:08.000000+00:00\", \"2021-06-28 14:43:15.000000+00:00\"], \"session_ids\": [\"c0175736-b7d7-454e-9eb2-a8d5c47e33df\", \"c24e24d9-2264-4366-bb6e-0f3f0e001020\", \"abc085e7-63c1-4efb-ba7a-8d3e93eca052\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 5.156}, \"49155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-13 13:56:13.000000+00:00\", \"2022-04-14 21:44:04.000000+00:00\"], \"session_ids\": [\"88f7f16c-f872-411e-8ee8-1452c6718884\", \"06c22bc6-a617-4d49-9490-e5544663eb7e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}, \"54756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-06-26 00:12:20.000000+00:00\", \"2023-04-02 14:04:38.000000+00:00\", \"2023-04-16 21:15:19.000000+00:00\", \"2019-01-12 15:05:16.000000+00:00\", \"2019-01-26 16:55:55.000000+00:00\", \"2021-02-05 12:25:21.000000+00:00\"], \"session_ids\": [\"3ee17ae6-9a2d-4aa8-a0a6-7e0ae7e4224c\", \"8895c418-45a5-4f07-b785-7f1d7013241c\", \"3bc389f2-bdf1-4de7-b890-673d758185db\", \"b55ec23b-1cf5-4cc1-81a5-34f4ee97efed\", \"e60461be-0671-43c8-96ec-b33df67bb046\", \"5d9cdde8-53a3-4a0e-849b-ad9a9a981143\"], \"total_duration\": 4469.0, \"total_sessions\": 6, \"mean_week_duration\": 20.04}, \"28154\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-17 02:21:14.000000+00:00\", \"2021-02-09 03:39:33.000000+00:00\", \"2021-07-02 07:36:43.000000+00:00\"], \"session_ids\": [\"0aa68317-8f87-4e6e-8012-90ed70c266be\", \"a2ff21c8-c1b3-420c-8b1e-c9b99d035b83\", \"313a1ed4-2cb4-42d2-b610-8e3568d85ba7\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 5.0}, \"79906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-09 00:02:03.000000+00:00\", \"2020-03-19 22:06:59.000000+00:00\"], \"session_ids\": [\"fc39bc91-3df2-46f8-a796-81ef14b4861d\", \"e9424d76-0740-48f9-b5b0-635ea3450f88\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}, \"68331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-04 14:58:39.000000+00:00\", \"2022-04-30 00:45:06.000000+00:00\", \"2022-03-13 18:05:31.000000+00:00\"], \"session_ids\": [\"16b4a55e-a4b9-4b50-bb12-002c204b02fb\", \"77a751ad-83c0-46ee-b6bc-f002a5c8480b\", \"6cb52541-5fdf-4b96-a97c-fc234156334c\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 7.388}, \"98988\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 17:20:12.000000+00:00\", \"2020-01-02 19:58:07.000000+00:00\", \"2021-01-02 11:12:37.000000+00:00\", \"2021-12-26 22:18:28.000000+00:00\"], \"session_ids\": [\"f976b382-a900-484a-927c-9d4f1f0f4e6c\", \"244cbfb7-f9f3-40a6-b078-2706835a5fd8\", \"60cb055f-773a-4ea8-90e8-0bc4d73753c1\", \"9be1295a-e90d-47c9-9efb-42cc0187a176\"], \"total_duration\": 955.0, \"total_sessions\": 4, \"mean_week_duration\": 9.183}}\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[{\"49155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-13 13:56:13.000000+00:00\", \"2022-04-14 21:44:04.000000+00:00\"], \"session_ids\": [\"88f7f16c-f872-411e-8ee8-1452c6718884\", \"06c22bc6-a617-4d49-9490-e5544663eb7e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"79906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-09 00:02:03.000000+00:00\", \"2020-03-19 22:06:59.000000+00:00\"], \"session_ids\": [\"fc39bc91-3df2-46f8-a796-81ef14b4861d\", \"e9424d76-0740-48f9-b5b0-635ea3450f88\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}, {\"63554\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-11 20:31:35.000000+00:00\", \"2020-01-11 12:48:08.000000+00:00\", \"2021-06-28 14:43:15.000000+00:00\"], \"session_ids\": [\"c0175736-b7d7-454e-9eb2-a8d5c47e33df\", \"c24e24d9-2264-4366-bb6e-0f3f0e001020\", \"abc085e7-63c1-4efb-ba7a-8d3e93eca052\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 5.156}}, {\"28154\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-17 02:21:14.000000+00:00\", \"2021-02-09 03:39:33.000000+00:00\", \"2021-07-02 07:36:43.000000+00:00\"], \"session_ids\": [\"0aa68317-8f87-4e6e-8012-90ed70c266be\", \"a2ff21c8-c1b3-420c-8b1e-c9b99d035b83\", \"313a1ed4-2cb4-42d2-b610-8e3568d85ba7\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 5.0}}, {\"68331\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-04 14:58:39.000000+00:00\", \"2022-04-30 00:45:06.000000+00:00\", \"2022-03-13 18:05:31.000000+00:00\"], \"session_ids\": [\"16b4a55e-a4b9-4b50-bb12-002c204b02fb\", \"77a751ad-83c0-46ee-b6bc-f002a5c8480b\", \"6cb52541-5fdf-4b96-a97c-fc234156334c\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 7.388}}, {\"98988\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 17:20:12.000000+00:00\", \"2020-01-02 19:58:07.000000+00:00\", \"2021-01-02 11:12:37.000000+00:00\", \"2021-12-26 22:18:28.000000+00:00\"], \"session_ids\": [\"f976b382-a900-484a-927c-9d4f1f0f4e6c\", \"244cbfb7-f9f3-40a6-b078-2706835a5fd8\", \"60cb055f-773a-4ea8-90e8-0bc4d73753c1\", \"9be1295a-e90d-47c9-9efb-42cc0187a176\"], \"total_duration\": 955.0, \"total_sessions\": 4, \"mean_week_duration\": 9.183}}, {\"54756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-06-26 00:12:20.000000+00:00\", \"2023-04-02 14:04:38.000000+00:00\", \"2023-04-16 21:15:19.000000+00:00\", \"2019-01-12 15:05:16.000000+00:00\", \"2019-01-26 16:55:55.000000+00:00\", \"2021-02-05 12:25:21.000000+00:00\"], \"session_ids\": [\"3ee17ae6-9a2d-4aa8-a0a6-7e0ae7e4224c\", \"8895c418-45a5-4f07-b785-7f1d7013241c\", \"3bc389f2-bdf1-4de7-b890-673d758185db\", \"b55ec23b-1cf5-4cc1-81a5-34f4ee97efed\", \"e60461be-0671-43c8-96ec-b33df67bb046\", \"5d9cdde8-53a3-4a0e-849b-ad9a9a981143\"], \"total_duration\": 4469.0, \"total_sessions\": 6, \"mean_week_duration\": 20.04}}, {\"39290\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-24 17:19:18.000000+00:00\", \"2022-12-07 02:15:24.000000+00:00\", \"2023-04-27 12:19:55.000000+00:00\", \"2019-06-25 15:20:43.000000+00:00\", \"2019-09-02 22:20:32.000000+00:00\", \"2022-02-02 08:33:05.000000+00:00\", \"2020-02-26 06:18:58.000000+00:00\", \"2022-12-13 20:16:02.000000+00:00\", \"2022-05-16 23:03:21.000000+00:00\", \"2020-03-05 11:04:49.000000+00:00\", \"2020-06-19 06:17:20.000000+00:00\"], \"session_ids\": [\"0a2ac3aa-be51-4f12-95fb-25b407ccd531\", \"c12803e2-2767-4c97-9288-c07bf5d4944c\", \"1e427006-49c4-4aa5-9eb5-66e603ea4348\", \"0332290b-a4eb-42ec-8419-fdc7eb30b047\", \"59872cb6-2259-429b-9278-7fd553354065\", \"94d68963-a044-4e05-9e06-cc13ae63a9cf\", \"ca2bddf8-3a34-43dd-999a-75b3682cef3d\", \"ec429799-a466-4c4d-84b6-f84f971b3b15\", \"4e39ba73-9822-4ecd-8b76-8a2a2c4e8ef9\", \"48d98101-27cb-41dd-9842-04a69dde622c\", \"775a8184-995c-444a-87e3-ecbcb8045a4f\"], \"total_duration\": 451.0, \"total_sessions\": 11, \"mean_week_duration\": 2.244}}]\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[{\"49155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-13 13:56:13.000000+00:00\", \"2022-04-14 21:44:04.000000+00:00\"], \"session_ids\": [\"88f7f16c-f872-411e-8ee8-1452c6718884\", \"06c22bc6-a617-4d49-9490-e5544663eb7e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"79906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-09 00:02:03.000000+00:00\", \"2020-03-19 22:06:59.000000+00:00\"], \"session_ids\": [\"fc39bc91-3df2-46f8-a796-81ef14b4861d\", \"e9424d76-0740-48f9-b5b0-635ea3450f88\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}]\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[{\"49155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-13 13:56:13.000000+00:00\", \"2022-04-14 21:44:04.000000+00:00\"], \"session_ids\": [\"88f7f16c-f872-411e-8ee8-1452c6718884\", \"06c22bc6-a617-4d49-9490-e5544663eb7e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}}, {\"79906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-11-09 00:02:03.000000+00:00\", \"2020-03-19 22:06:59.000000+00:00\"], \"session_ids\": [\"fc39bc91-3df2-46f8-a796-81ef14b4861d\", \"e9424d76-0740-48f9-b5b0-635ea3450f88\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 2.275}}]\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": "Could you tell me about user who is folk of cities Vienna, Tokyo, Karachi, Madrid, New Delhi also sort by city title in ascending order." } ]
[ { "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{\"72714\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-14 00:06:02.000000+00:00\", \"2023-05-18 06:48:08.000000+00:00\"], \"session_ids\": [\"e2e31322-5603-4aa4-8528-bc155c48afd4\", \"3bbef613-6787-4f4f-813c-55214f25f5fe\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 2.398}, \"72962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-24 13:21:25.000000+00:00\", \"2019-05-18 03:34:29.000000+00:00\", \"2019-08-23 19:14:58.000000+00:00\", \"2021-07-24 17:49:31.000000+00:00\", \"2019-11-24 15:48:44.000000+00:00\", \"2019-11-03 15:01:50.000000+00:00\"], \"session_ids\": [\"ac2dd789-591f-4ef7-bbe2-3d12f7a466ca\", \"770fc70c-2151-4948-be28-4b4b3c811167\", \"d83fcbef-3884-4067-984d-b206b73b5b5b\", \"19a57b9d-bbd2-4ace-b617-0ecec95deb07\", \"7ab9b6ed-6216-43a9-912e-ecf4e612de29\", \"493fc612-9423-4cb6-bbed-dad69cfbe7ad\"], \"total_duration\": 4645.0, \"total_sessions\": 6, \"mean_week_duration\": 40.746}, \"12251\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-08 17:17:18.000000+00:00\", \"2020-02-12 13:23:19.000000+00:00\", \"2022-08-28 00:14:59.000000+00:00\"], \"session_ids\": [\"c7237d1f-c2d9-448a-83d7-a7f394369d19\", \"e316ec26-f4ab-4bdf-a1ee-722c0e815f56\", \"8f70a472-b74e-43a4-8e2d-81b8925ca1e8\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}, \"60523\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-28 07:19:37.000000+00:00\", \"2021-06-25 08:28:19.000000+00:00\"], \"session_ids\": [\"8820f7e1-0e0a-4d00-96d9-73d78eb1daee\", \"f69c298f-3817-429d-9f06-c5e3eeeef694\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.83}, \"90506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-07-04 23:25:22.000000+00:00\", \"2022-03-11 20:41:03.000000+00:00\", \"2020-08-26 21:31:54.000000+00:00\", \"2019-07-26 01:49:15.000000+00:00\", \"2022-08-16 17:16:17.000000+00:00\", \"2020-06-21 03:00:44.000000+00:00\", \"2022-11-02 10:08:02.000000+00:00\", \"2020-04-22 19:42:23.000000+00:00\"], \"session_ids\": [\"44267307-ee90-4938-bdbc-f897e5657d0d\", \"caad0eca-a88c-4958-9941-254294036944\", \"5bde9251-7157-412f-9af8-4e966a88a4a9\", \"ca220ee5-9669-46b5-b079-e99952489d3b\", \"b04ff341-c6e6-4f07-a65d-a7b96096eb8f\", \"b72b0e26-d252-4205-8519-4c939f0a5c83\", \"08ea5f4d-219f-4ff0-ab35-68b09e7daf87\", \"e544a683-642c-4936-b87c-b33c471218c3\"], \"total_duration\": 2821.0, \"total_sessions\": 8, \"mean_week_duration\": 16.213}, \"46605\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-03-05 09:27:06.000000+00:00\", \"2020-12-13 11:13:54.000000+00:00\"], \"session_ids\": [\"c4ef93cf-385f-4e70-a24e-e36df8b7c6ae\", \"7ec594a0-2f41-41da-a571-0e58058531cd\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 16.083}, \"33979\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-14 06:48:46.000000+00:00\", \"2019-11-06 22:36:26.000000+00:00\"], \"session_ids\": [\"a6d5ab9d-4fd7-466d-95f3-0827a929a1c3\", \"dcbf683e-1ada-4b02-8da2-1d5e6a494c8a\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}, \"9517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-11-30 12:07:30.000000+00:00\", \"2019-11-27 11:49:07.000000+00:00\"], \"session_ids\": [\"28f1221e-cb85-4db7-80ca-8f4a09333d82\", \"ebf56be2-60b1-4248-aab7-bf8fb998981a\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}, \"90220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-29 15:24:35.000000+00:00\", \"2020-02-15 13:00:34.000000+00:00\"], \"session_ids\": [\"b182c3f3-a1ae-4b91-bab2-6f15407a8c2a\", \"1c99fbac-674f-4d50-87d6-26fab18e49c5\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 2.447}, \"78991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-28 13:36:22.000000+00:00\", \"2020-11-01 18:40:49.000000+00:00\", \"2020-01-26 01:00:54.000000+00:00\", \"2023-03-17 01:46:29.000000+00:00\", \"2023-02-19 21:41:55.000000+00:00\", \"2022-02-25 17:06:37.000000+00:00\"], \"session_ids\": [\"f2463041-a8b2-4542-b9f4-bcb20dd5f91a\", \"e4a658c9-1416-45b4-b84d-248dba9d0ed1\", \"7c6b935f-e128-4825-8ad9-7cc7e71d7400\", \"d055d532-0056-4f61-a212-aca33491c92e\", \"a9b14cdb-ec30-4246-b991-01740c9a9711\", \"2c8bbc25-00d3-4046-b719-da18eddcde26\"], \"total_duration\": 997.0, \"total_sessions\": 6, \"mean_week_duration\": 6.079}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Vienna, Tokyo, Karachi, Madrid, New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Vienna\", \"Tokyo\", \"Karachi\", \"Madrid\", \"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\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 about the 6 users who don't live in cities San Jose, London, Kuala Lumpur, Panama City, Toronto, Cape Town, Johannesburg , and carry out sorting by city name asc." } ]
[ { "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{\"16354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-10 09:00:37.000000+00:00\", \"2019-11-22 17:50:05.000000+00:00\", \"2019-04-26 20:45:35.000000+00:00\", \"2020-09-28 10:45:16.000000+00:00\", \"2023-06-09 21:23:30.000000+00:00\", \"2020-08-23 01:14:36.000000+00:00\"], \"session_ids\": [\"0a8f37f5-8fa3-4e2b-ae58-bee75d08b9bc\", \"e07001e6-88be-46ff-b414-8b04b47e933f\", \"149f2610-d720-4d13-869e-64dd669cf42c\", \"1f33a063-a044-408e-8343-2d2f73209cb9\", \"ebde5380-abc9-481a-91dd-e64f5d7c1b10\", \"d1acbb1a-e869-4abb-acd0-86006ae2b254\"], \"total_duration\": 6627.0, \"total_sessions\": 6, \"mean_week_duration\": 30.823}, \"60850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-04 07:47:03.000000+00:00\", \"2021-10-15 01:26:53.000000+00:00\", \"2022-10-28 05:57:42.000000+00:00\", \"2020-09-24 22:56:31.000000+00:00\", \"2023-02-12 01:06:33.000000+00:00\", \"2021-08-07 15:45:32.000000+00:00\", \"2022-06-06 00:18:50.000000+00:00\", \"2020-04-15 13:45:09.000000+00:00\"], \"session_ids\": [\"a0f70fcb-951e-4e6b-ae41-d6199a768693\", \"b4e120b0-a69a-46de-bc59-9d207ec052c9\", \"da862f50-83b3-4751-9b4f-73a51f23897c\", \"0cfa5495-dba1-4f35-b365-8521e8ba8e2a\", \"6d0e5fab-daa2-4117-b511-0e0d3efd366c\", \"bf417471-88f5-4e73-b24e-6b11f3e298df\", \"a3536c2d-9b07-43e0-a63d-f646f05fa7cf\", \"894a97c0-ca8a-452a-adf9-ff495d73e7ee\"], \"total_duration\": 69.0, \"total_sessions\": 8, \"mean_week_duration\": 0.466}, \"55890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-19 14:47:55.000000+00:00\", \"2021-01-07 22:44:35.000000+00:00\", \"2019-02-02 22:55:36.000000+00:00\", \"2021-12-19 14:55:25.000000+00:00\", \"2022-12-22 15:39:45.000000+00:00\"], \"session_ids\": [\"afb43313-b723-4ae6-b3aa-7bb496f82867\", \"475f43d0-0cd4-4c47-b728-701d7e3418a4\", \"a49a6c6b-4c4e-4887-8173-353ac5195989\", \"795803ea-1f90-460b-9841-57e5949a6aa2\", \"6c51e868-e541-4032-b7ba-66034c93475e\"], \"total_duration\": 1116.0, \"total_sessions\": 5, \"mean_week_duration\": 5.073}, \"97007\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-20 23:20:41.000000+00:00\", \"2023-03-15 15:12:20.000000+00:00\"], \"session_ids\": [\"7154ed88-a950-48d6-85e6-0353733eeac7\", \"0b0acc69-46ba-491f-9bdd-32169efd3caf\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.23}, \"40470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-29 04:19:25.000000+00:00\", \"2023-01-02 19:17:30.000000+00:00\"], \"session_ids\": [\"9344136b-f555-45b4-b6ce-870207943ef2\", \"e82979f9-053d-4834-b39c-ffda50d78ba8\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}, \"58520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-06 12:16:58.000000+00:00\", \"2020-12-28 00:41:01.000000+00:00\"], \"session_ids\": [\"fe1b6d90-2a2a-4e55-a23e-2677b0c509ec\", \"1227d524-5685-4b17-bb50-2314cb008d26\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.524}, \"76132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-27 02:14:40.000000+00:00\", \"2022-06-08 04:45:37.000000+00:00\", \"2021-04-05 22:57:11.000000+00:00\", \"2021-11-01 11:27:30.000000+00:00\"], \"session_ids\": [\"6e2264e5-9b03-44c5-951d-ed2dded9aac9\", \"c1a97a80-038a-44a1-a78b-783d1541552b\", \"7cb56b38-6589-41b1-8bf0-533b6f7d6907\", \"59dbc9ab-d98b-4c17-a2fc-c5f4aa71d4e5\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 2.398}, \"58278\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-24 17:03:54.000000+00:00\", \"2021-10-07 03:54:44.000000+00:00\"], \"session_ids\": [\"505e6f78-01f2-469b-9801-656a6500e3fd\", \"a30f5b45-8caa-4e8d-8639-e2006c0622be\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.38}, \"53271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 13:36:46.000000+00:00\", \"2020-07-11 10:59:11.000000+00:00\", \"2021-10-15 13:29:01.000000+00:00\"], \"session_ids\": [\"8536802b-8257-4994-88fd-b3eb70b5a4e3\", \"dd10d667-17f8-42ac-b1cd-a323b2356c78\", \"a9a4664e-3a71-405a-b88b-6dc0afb1a57e\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 4.561}, \"88915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-11 18:24:11.000000+00:00\", \"2019-07-13 21:48:50.000000+00:00\", \"2023-01-07 03:39:36.000000+00:00\", \"2021-11-18 13:22:21.000000+00:00\", \"2020-07-15 14:40:44.000000+00:00\", \"2019-05-06 23:11:50.000000+00:00\", \"2019-02-23 15:04:20.000000+00:00\"], \"session_ids\": [\"26d58b84-b56c-4e48-957c-a4304c061d9f\", \"33b6bd21-c8fa-41b6-882a-500e55eff450\", \"fe448d5e-e13a-4b6c-ba0d-aab999c5fafc\", \"3d96ef13-315b-4a64-b8d8-1a2b6ad083fd\", \"f9944746-d193-48f3-99e2-238b0352ec6f\", \"443ae5e6-aae6-4a27-bd1d-d07408b08a3e\", \"e3c319d0-828a-4fec-ad68-8b04ec4ceda1\"], \"total_duration\": 9838.0, \"total_sessions\": 7, \"mean_week_duration\": 44.718}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not San Jose, London, Kuala Lumpur, Panama City, Toronto, Cape Town, Johannesburg" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\", \"London\", \"Kuala Lumpur\", \"Panama City\", \"Toronto\", \"Cape Town\", \"Johannesburg\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-10 09:00:37.000000+00:00\", \"2019-11-22 17:50:05.000000+00:00\", \"2019-04-26 20:45:35.000000+00:00\", \"2020-09-28 10:45:16.000000+00:00\", \"2023-06-09 21:23:30.000000+00:00\", \"2020-08-23 01:14:36.000000+00:00\"], \"session_ids\": [\"0a8f37f5-8fa3-4e2b-ae58-bee75d08b9bc\", \"e07001e6-88be-46ff-b414-8b04b47e933f\", \"149f2610-d720-4d13-869e-64dd669cf42c\", \"1f33a063-a044-408e-8343-2d2f73209cb9\", \"ebde5380-abc9-481a-91dd-e64f5d7c1b10\", \"d1acbb1a-e869-4abb-acd0-86006ae2b254\"], \"total_duration\": 6627.0, \"total_sessions\": 6, \"mean_week_duration\": 30.823}, \"60850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-04 07:47:03.000000+00:00\", \"2021-10-15 01:26:53.000000+00:00\", \"2022-10-28 05:57:42.000000+00:00\", \"2020-09-24 22:56:31.000000+00:00\", \"2023-02-12 01:06:33.000000+00:00\", \"2021-08-07 15:45:32.000000+00:00\", \"2022-06-06 00:18:50.000000+00:00\", \"2020-04-15 13:45:09.000000+00:00\"], \"session_ids\": [\"a0f70fcb-951e-4e6b-ae41-d6199a768693\", \"b4e120b0-a69a-46de-bc59-9d207ec052c9\", \"da862f50-83b3-4751-9b4f-73a51f23897c\", \"0cfa5495-dba1-4f35-b365-8521e8ba8e2a\", \"6d0e5fab-daa2-4117-b511-0e0d3efd366c\", \"bf417471-88f5-4e73-b24e-6b11f3e298df\", \"a3536c2d-9b07-43e0-a63d-f646f05fa7cf\", \"894a97c0-ca8a-452a-adf9-ff495d73e7ee\"], \"total_duration\": 69.0, \"total_sessions\": 8, \"mean_week_duration\": 0.466}, \"55890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-19 14:47:55.000000+00:00\", \"2021-01-07 22:44:35.000000+00:00\", \"2019-02-02 22:55:36.000000+00:00\", \"2021-12-19 14:55:25.000000+00:00\", \"2022-12-22 15:39:45.000000+00:00\"], \"session_ids\": [\"afb43313-b723-4ae6-b3aa-7bb496f82867\", \"475f43d0-0cd4-4c47-b728-701d7e3418a4\", \"a49a6c6b-4c4e-4887-8173-353ac5195989\", \"795803ea-1f90-460b-9841-57e5949a6aa2\", \"6c51e868-e541-4032-b7ba-66034c93475e\"], \"total_duration\": 1116.0, \"total_sessions\": 5, \"mean_week_duration\": 5.073}, \"97007\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-20 23:20:41.000000+00:00\", \"2023-03-15 15:12:20.000000+00:00\"], \"session_ids\": [\"7154ed88-a950-48d6-85e6-0353733eeac7\", \"0b0acc69-46ba-491f-9bdd-32169efd3caf\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.23}, \"40470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-29 04:19:25.000000+00:00\", \"2023-01-02 19:17:30.000000+00:00\"], \"session_ids\": [\"9344136b-f555-45b4-b6ce-870207943ef2\", \"e82979f9-053d-4834-b39c-ffda50d78ba8\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}, \"58520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-06 12:16:58.000000+00:00\", \"2020-12-28 00:41:01.000000+00:00\"], \"session_ids\": [\"fe1b6d90-2a2a-4e55-a23e-2677b0c509ec\", \"1227d524-5685-4b17-bb50-2314cb008d26\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.524}, \"76132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-27 02:14:40.000000+00:00\", \"2022-06-08 04:45:37.000000+00:00\", \"2021-04-05 22:57:11.000000+00:00\", \"2021-11-01 11:27:30.000000+00:00\"], \"session_ids\": [\"6e2264e5-9b03-44c5-951d-ed2dded9aac9\", \"c1a97a80-038a-44a1-a78b-783d1541552b\", \"7cb56b38-6589-41b1-8bf0-533b6f7d6907\", \"59dbc9ab-d98b-4c17-a2fc-c5f4aa71d4e5\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 2.398}, \"53271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 13:36:46.000000+00:00\", \"2020-07-11 10:59:11.000000+00:00\", \"2021-10-15 13:29:01.000000+00:00\"], \"session_ids\": [\"8536802b-8257-4994-88fd-b3eb70b5a4e3\", \"dd10d667-17f8-42ac-b1cd-a323b2356c78\", \"a9a4664e-3a71-405a-b88b-6dc0afb1a57e\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 4.561}, \"88915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-11 18:24:11.000000+00:00\", \"2019-07-13 21:48:50.000000+00:00\", \"2023-01-07 03:39:36.000000+00:00\", \"2021-11-18 13:22:21.000000+00:00\", \"2020-07-15 14:40:44.000000+00:00\", \"2019-05-06 23:11:50.000000+00:00\", \"2019-02-23 15:04:20.000000+00:00\"], \"session_ids\": [\"26d58b84-b56c-4e48-957c-a4304c061d9f\", \"33b6bd21-c8fa-41b6-882a-500e55eff450\", \"fe448d5e-e13a-4b6c-ba0d-aab999c5fafc\", \"3d96ef13-315b-4a64-b8d8-1a2b6ad083fd\", \"f9944746-d193-48f3-99e2-238b0352ec6f\", \"443ae5e6-aae6-4a27-bd1d-d07408b08a3e\", \"e3c319d0-828a-4fec-ad68-8b04ec4ceda1\"], \"total_duration\": 9838.0, \"total_sessions\": 7, \"mean_week_duration\": 44.718}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-04 07:47:03.000000+00:00\", \"2021-10-15 01:26:53.000000+00:00\", \"2022-10-28 05:57:42.000000+00:00\", \"2020-09-24 22:56:31.000000+00:00\", \"2023-02-12 01:06:33.000000+00:00\", \"2021-08-07 15:45:32.000000+00:00\", \"2022-06-06 00:18:50.000000+00:00\", \"2020-04-15 13:45:09.000000+00:00\"], \"session_ids\": [\"a0f70fcb-951e-4e6b-ae41-d6199a768693\", \"b4e120b0-a69a-46de-bc59-9d207ec052c9\", \"da862f50-83b3-4751-9b4f-73a51f23897c\", \"0cfa5495-dba1-4f35-b365-8521e8ba8e2a\", \"6d0e5fab-daa2-4117-b511-0e0d3efd366c\", \"bf417471-88f5-4e73-b24e-6b11f3e298df\", \"a3536c2d-9b07-43e0-a63d-f646f05fa7cf\", \"894a97c0-ca8a-452a-adf9-ff495d73e7ee\"], \"total_duration\": 69.0, \"total_sessions\": 8, \"mean_week_duration\": 0.466}}, {\"55890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-19 14:47:55.000000+00:00\", \"2021-01-07 22:44:35.000000+00:00\", \"2019-02-02 22:55:36.000000+00:00\", \"2021-12-19 14:55:25.000000+00:00\", \"2022-12-22 15:39:45.000000+00:00\"], \"session_ids\": [\"afb43313-b723-4ae6-b3aa-7bb496f82867\", \"475f43d0-0cd4-4c47-b728-701d7e3418a4\", \"a49a6c6b-4c4e-4887-8173-353ac5195989\", \"795803ea-1f90-460b-9841-57e5949a6aa2\", \"6c51e868-e541-4032-b7ba-66034c93475e\"], \"total_duration\": 1116.0, \"total_sessions\": 5, \"mean_week_duration\": 5.073}}, {\"76132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-27 02:14:40.000000+00:00\", \"2022-06-08 04:45:37.000000+00:00\", \"2021-04-05 22:57:11.000000+00:00\", \"2021-11-01 11:27:30.000000+00:00\"], \"session_ids\": [\"6e2264e5-9b03-44c5-951d-ed2dded9aac9\", \"c1a97a80-038a-44a1-a78b-783d1541552b\", \"7cb56b38-6589-41b1-8bf0-533b6f7d6907\", \"59dbc9ab-d98b-4c17-a2fc-c5f4aa71d4e5\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 2.398}}, {\"40470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-29 04:19:25.000000+00:00\", \"2023-01-02 19:17:30.000000+00:00\"], \"session_ids\": [\"9344136b-f555-45b4-b6ce-870207943ef2\", \"e82979f9-053d-4834-b39c-ffda50d78ba8\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}}, {\"53271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 13:36:46.000000+00:00\", \"2020-07-11 10:59:11.000000+00:00\", \"2021-10-15 13:29:01.000000+00:00\"], \"session_ids\": [\"8536802b-8257-4994-88fd-b3eb70b5a4e3\", \"dd10d667-17f8-42ac-b1cd-a323b2356c78\", \"a9a4664e-3a71-405a-b88b-6dc0afb1a57e\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 4.561}}, {\"16354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-10 09:00:37.000000+00:00\", \"2019-11-22 17:50:05.000000+00:00\", \"2019-04-26 20:45:35.000000+00:00\", \"2020-09-28 10:45:16.000000+00:00\", \"2023-06-09 21:23:30.000000+00:00\", \"2020-08-23 01:14:36.000000+00:00\"], \"session_ids\": [\"0a8f37f5-8fa3-4e2b-ae58-bee75d08b9bc\", \"e07001e6-88be-46ff-b414-8b04b47e933f\", \"149f2610-d720-4d13-869e-64dd669cf42c\", \"1f33a063-a044-408e-8343-2d2f73209cb9\", \"ebde5380-abc9-481a-91dd-e64f5d7c1b10\", \"d1acbb1a-e869-4abb-acd0-86006ae2b254\"], \"total_duration\": 6627.0, \"total_sessions\": 6, \"mean_week_duration\": 30.823}}, {\"97007\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-20 23:20:41.000000+00:00\", \"2023-03-15 15:12:20.000000+00:00\"], \"session_ids\": [\"7154ed88-a950-48d6-85e6-0353733eeac7\", \"0b0acc69-46ba-491f-9bdd-32169efd3caf\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.23}}, {\"58520\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-06 12:16:58.000000+00:00\", \"2020-12-28 00:41:01.000000+00:00\"], \"session_ids\": [\"fe1b6d90-2a2a-4e55-a23e-2677b0c509ec\", \"1227d524-5685-4b17-bb50-2314cb008d26\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 1.524}}, {\"88915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-11 18:24:11.000000+00:00\", \"2019-07-13 21:48:50.000000+00:00\", \"2023-01-07 03:39:36.000000+00:00\", \"2021-11-18 13:22:21.000000+00:00\", \"2020-07-15 14:40:44.000000+00:00\", \"2019-05-06 23:11:50.000000+00:00\", \"2019-02-23 15:04:20.000000+00:00\"], \"session_ids\": [\"26d58b84-b56c-4e48-957c-a4304c061d9f\", \"33b6bd21-c8fa-41b6-882a-500e55eff450\", \"fe448d5e-e13a-4b6c-ba0d-aab999c5fafc\", \"3d96ef13-315b-4a64-b8d8-1a2b6ad083fd\", \"f9944746-d193-48f3-99e2-238b0352ec6f\", \"443ae5e6-aae6-4a27-bd1d-d07408b08a3e\", \"e3c319d0-828a-4fec-ad68-8b04ec4ceda1\"], \"total_duration\": 9838.0, \"total_sessions\": 7, \"mean_week_duration\": 44.718}}]\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[{\"60850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-04 07:47:03.000000+00:00\", \"2021-10-15 01:26:53.000000+00:00\", \"2022-10-28 05:57:42.000000+00:00\", \"2020-09-24 22:56:31.000000+00:00\", \"2023-02-12 01:06:33.000000+00:00\", \"2021-08-07 15:45:32.000000+00:00\", \"2022-06-06 00:18:50.000000+00:00\", \"2020-04-15 13:45:09.000000+00:00\"], \"session_ids\": [\"a0f70fcb-951e-4e6b-ae41-d6199a768693\", \"b4e120b0-a69a-46de-bc59-9d207ec052c9\", \"da862f50-83b3-4751-9b4f-73a51f23897c\", \"0cfa5495-dba1-4f35-b365-8521e8ba8e2a\", \"6d0e5fab-daa2-4117-b511-0e0d3efd366c\", \"bf417471-88f5-4e73-b24e-6b11f3e298df\", \"a3536c2d-9b07-43e0-a63d-f646f05fa7cf\", \"894a97c0-ca8a-452a-adf9-ff495d73e7ee\"], \"total_duration\": 69.0, \"total_sessions\": 8, \"mean_week_duration\": 0.466}}, {\"55890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-19 14:47:55.000000+00:00\", \"2021-01-07 22:44:35.000000+00:00\", \"2019-02-02 22:55:36.000000+00:00\", \"2021-12-19 14:55:25.000000+00:00\", \"2022-12-22 15:39:45.000000+00:00\"], \"session_ids\": [\"afb43313-b723-4ae6-b3aa-7bb496f82867\", \"475f43d0-0cd4-4c47-b728-701d7e3418a4\", \"a49a6c6b-4c4e-4887-8173-353ac5195989\", \"795803ea-1f90-460b-9841-57e5949a6aa2\", \"6c51e868-e541-4032-b7ba-66034c93475e\"], \"total_duration\": 1116.0, \"total_sessions\": 5, \"mean_week_duration\": 5.073}}, {\"76132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-27 02:14:40.000000+00:00\", \"2022-06-08 04:45:37.000000+00:00\", \"2021-04-05 22:57:11.000000+00:00\", \"2021-11-01 11:27:30.000000+00:00\"], \"session_ids\": [\"6e2264e5-9b03-44c5-951d-ed2dded9aac9\", \"c1a97a80-038a-44a1-a78b-783d1541552b\", \"7cb56b38-6589-41b1-8bf0-533b6f7d6907\", \"59dbc9ab-d98b-4c17-a2fc-c5f4aa71d4e5\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 2.398}}, {\"40470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-29 04:19:25.000000+00:00\", \"2023-01-02 19:17:30.000000+00:00\"], \"session_ids\": [\"9344136b-f555-45b4-b6ce-870207943ef2\", \"e82979f9-053d-4834-b39c-ffda50d78ba8\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}}, {\"53271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 13:36:46.000000+00:00\", \"2020-07-11 10:59:11.000000+00:00\", \"2021-10-15 13:29:01.000000+00:00\"], \"session_ids\": [\"8536802b-8257-4994-88fd-b3eb70b5a4e3\", \"dd10d667-17f8-42ac-b1cd-a323b2356c78\", \"a9a4664e-3a71-405a-b88b-6dc0afb1a57e\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 4.561}}, {\"16354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-10 09:00:37.000000+00:00\", \"2019-11-22 17:50:05.000000+00:00\", \"2019-04-26 20:45:35.000000+00:00\", \"2020-09-28 10:45:16.000000+00:00\", \"2023-06-09 21:23:30.000000+00:00\", \"2020-08-23 01:14:36.000000+00:00\"], \"session_ids\": [\"0a8f37f5-8fa3-4e2b-ae58-bee75d08b9bc\", \"e07001e6-88be-46ff-b414-8b04b47e933f\", \"149f2610-d720-4d13-869e-64dd669cf42c\", \"1f33a063-a044-408e-8343-2d2f73209cb9\", \"ebde5380-abc9-481a-91dd-e64f5d7c1b10\", \"d1acbb1a-e869-4abb-acd0-86006ae2b254\"], \"total_duration\": 6627.0, \"total_sessions\": 6, \"mean_week_duration\": 30.823}}]\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[{\"60850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-04 07:47:03.000000+00:00\", \"2021-10-15 01:26:53.000000+00:00\", \"2022-10-28 05:57:42.000000+00:00\", \"2020-09-24 22:56:31.000000+00:00\", \"2023-02-12 01:06:33.000000+00:00\", \"2021-08-07 15:45:32.000000+00:00\", \"2022-06-06 00:18:50.000000+00:00\", \"2020-04-15 13:45:09.000000+00:00\"], \"session_ids\": [\"a0f70fcb-951e-4e6b-ae41-d6199a768693\", \"b4e120b0-a69a-46de-bc59-9d207ec052c9\", \"da862f50-83b3-4751-9b4f-73a51f23897c\", \"0cfa5495-dba1-4f35-b365-8521e8ba8e2a\", \"6d0e5fab-daa2-4117-b511-0e0d3efd366c\", \"bf417471-88f5-4e73-b24e-6b11f3e298df\", \"a3536c2d-9b07-43e0-a63d-f646f05fa7cf\", \"894a97c0-ca8a-452a-adf9-ff495d73e7ee\"], \"total_duration\": 69.0, \"total_sessions\": 8, \"mean_week_duration\": 0.466}}, {\"55890\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-19 14:47:55.000000+00:00\", \"2021-01-07 22:44:35.000000+00:00\", \"2019-02-02 22:55:36.000000+00:00\", \"2021-12-19 14:55:25.000000+00:00\", \"2022-12-22 15:39:45.000000+00:00\"], \"session_ids\": [\"afb43313-b723-4ae6-b3aa-7bb496f82867\", \"475f43d0-0cd4-4c47-b728-701d7e3418a4\", \"a49a6c6b-4c4e-4887-8173-353ac5195989\", \"795803ea-1f90-460b-9841-57e5949a6aa2\", \"6c51e868-e541-4032-b7ba-66034c93475e\"], \"total_duration\": 1116.0, \"total_sessions\": 5, \"mean_week_duration\": 5.073}}, {\"76132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-27 02:14:40.000000+00:00\", \"2022-06-08 04:45:37.000000+00:00\", \"2021-04-05 22:57:11.000000+00:00\", \"2021-11-01 11:27:30.000000+00:00\"], \"session_ids\": [\"6e2264e5-9b03-44c5-951d-ed2dded9aac9\", \"c1a97a80-038a-44a1-a78b-783d1541552b\", \"7cb56b38-6589-41b1-8bf0-533b6f7d6907\", \"59dbc9ab-d98b-4c17-a2fc-c5f4aa71d4e5\"], \"total_duration\": 307.0, \"total_sessions\": 4, \"mean_week_duration\": 2.398}}, {\"40470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-29 04:19:25.000000+00:00\", \"2023-01-02 19:17:30.000000+00:00\"], \"session_ids\": [\"9344136b-f555-45b4-b6ce-870207943ef2\", \"e82979f9-053d-4834-b39c-ffda50d78ba8\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 9.4}}, {\"53271\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 13:36:46.000000+00:00\", \"2020-07-11 10:59:11.000000+00:00\", \"2021-10-15 13:29:01.000000+00:00\"], \"session_ids\": [\"8536802b-8257-4994-88fd-b3eb70b5a4e3\", \"dd10d667-17f8-42ac-b1cd-a323b2356c78\", \"a9a4664e-3a71-405a-b88b-6dc0afb1a57e\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 4.561}}, {\"16354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-10 09:00:37.000000+00:00\", \"2019-11-22 17:50:05.000000+00:00\", \"2019-04-26 20:45:35.000000+00:00\", \"2020-09-28 10:45:16.000000+00:00\", \"2023-06-09 21:23:30.000000+00:00\", \"2020-08-23 01:14:36.000000+00:00\"], \"session_ids\": [\"0a8f37f5-8fa3-4e2b-ae58-bee75d08b9bc\", \"e07001e6-88be-46ff-b414-8b04b47e933f\", \"149f2610-d720-4d13-869e-64dd669cf42c\", \"1f33a063-a044-408e-8343-2d2f73209cb9\", \"ebde5380-abc9-481a-91dd-e64f5d7c1b10\", \"d1acbb1a-e869-4abb-acd0-86006ae2b254\"], \"total_duration\": 6627.0, \"total_sessions\": 6, \"mean_week_duration\": 30.823}}]\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": "Provide me an information about 4 users with a aver of time using the app per week that is above 16 and below 36 as well as perform sorting by average_week_duration ascending." } ]